tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=23
objective=binary sigmoid:1
feature_names=atom_v_bur_3_5_Cs atom_v_bur_frac_3_5_Cs atom_v_distal_3_5_Cs atom_v_free_3_5_Cs atom_v_molecular_3_5_Cs atom_volumes_sasa_Cs atom_area_sasa_Cs atom_p_int_Cs atom_areas_Cs atom_p_int_times_area_Cs atom_v_bur_3_5_Hs_min atom_v_bur_frac_3_5_Hs_min atom_v_distal_3_5_Hs_min atom_v_free_3_5_Hs_min atom_v_molecular_3_5_Hs_min atom_volumes_sasa_Hs_min atom_area_sasa_Hs_min atom_p_int_times_area_Hs_min atom_p_int_Hs_min atom_areas_Hs_min lst_pka_pred_nshell3 lst_pka_pred_diff_nshell3 cm5_Cs cm5_Hs_min
feature_infos=[66.490946482300004:150.69345512789999] [0.37022843630000002:0.8390766744] [7.8495098943999997:543.59553962769996] [28.900924902300002:113.103433548] [84.858941496100002:618.64424511729999] [0:41.940741425399999] [0:23.330545114500001] [0:51.936999288400003] [0:10.991422403] [0:277.5221649838] [50.645174261400001:135.21331321279999] [0.28199754500000002:0.75288165019999997] [27.547742549900001:554.36581307719996] [44.381066817399997:123.9970658925] [86.208421807500002:617.21784815640001] [0:65.784473075700006] [0:23.449945163799999] [121.4058452803:292.42862760449998] [10.7332075142:30.481528589900002] [5.4004357236000002:14.901202274499999] [18.4579276841:54.915453171400003] [0:28.549997299400001] [-0.77633000000000008:0.79020000000000001] [-0.79553000000000007:0.67263000000000006]
tree_sizes=3397 3408 3409 3411 3390 3403 3416 3415 3399 3419 3430 3414 3416 3409 3413 3422 3446 3418 3435 3424 3414 3414 3417 3432 3435 3427 3442 3426 3440 3425 3432 3430 3405 3426 3417 3426 3445 3445 3425 3415 3439 3451 3409 3404 3444 3446 3425 3453 3438 3419 3448 3425 3429 3425 3428 3426 3418 3431 3460 3419 3456 3441 3453 3430 3460 3431 3421 3421 3435 3452 3453 3427 3437 3460 3443 3446 3436 3460 3452 3464 3429 3421 3464 3420 3454 3463 3426 3444 3442 3459 3444 3433 3415 3422 3437 3434 3455 3462 3465 3456 3444 3418 3455 3468 3458 3464 3454 3467 3463 3411 3460 3455 3414 3442 3468 3447 3458 3458 3448 3419 3450 3467 3457 3460 3438 3444 3459 3404 3416 3467 3430 3464 3427 3465 3412 3470 3471 3446 3459 3411 3422 3448 3430 3422 3464 3428 3464 3458 3438 3419 3472 3448 3469 3484 3477 3443 3453 3458 3467 3418 3472 3421 3465 3414 3459 3468 3440 3434 3431 3458 3459 3431 3440 3472 3412 3435 3464 3413 3425 3448 3463 3463 3425 3470 3422 3482 3456 3425 3458 3421 3451 3406 3467 3429 3462 3406 3466 3484 3462 3481 3467 3452 3468 3450 3423 3461 3476 3465 3422 3422 3423 3435 3422 3464 3412 3433 3457 3461 3424 3473 3466 3416 3386 3419 3414 3419 3477 3445 3427 3440 3476 3426 3415 3472 3493 3470 3458 3475 3478 3445 3480 3449 3466 3424 3447 3418 3424 3482 3418 3468 3419 3431 3462 3421 3474 3474 3431 3462 3454 3430 3482 3458 3473 3464 3429 3476 3428 3432 3448 3434 3471 3458 3432 3428 3417 3449 3414 3420 3480 3439 3466 3469 3423 3463 3428 3466 3436 3469 3454 3430 3435 3469 3442 3483 3458 3506 3422 3473 3421 3461 3438 3430 3480 3448 3438 3466 3448 3461 3434 3435 3433 3495 3476 3416 3429 3448 3465 3463 3462 3477 3479 3470 3479 3486 3435 3436 3466 3422 3474 3475 3479 3460 3490 3465 3448 3491 3483 3436 3467 3432 3473 3453 3482 3437 3414 3465 3447 3423 3479 3485 3486 3481 3482 3436 3477 3455 3473 3474 3472 3441 3488 3420 3479 3434 3486 3428 3457 3490 3414 3455 3463 3475 3428 3449 3478 3469 3430 3460 3455 3436 3474 3501 3492 3428 3446 3482 3485 3449 3440 3478 3485 3479 3485 3478 3472 3426 3463 3449 3456 3434 3491 3437 3437 3476 3451 3475 3447 3419 3478 3495 3480 3483 3468 3491 3478 3435 3421 3453 3438 3490 3488 3449 3476 3502 3462 3473 3426 3477 3487 3471 3427 3489 3443 3486 3441 3453 3482 3453 3477 3483 3494 3493 3494 3486 3434 3484 3492 3449 3486 3474 3476 3430 3446 3435 3490 3450 3495 3453 3451 3492 3471 3438 3416 3471 3447 3443 3457 3429 3453 3464 3486 3467 3448 3481 3460 3456 3495 3493 3453 3471 3494 3473 3496 3471 3486 3468 3458 3440 3431 3458 3503 3448 3505 3500 3483 3498 3445 3459 3482 3487 3470 3477 3478 3480 3509 3449 3464 3459 3468 3497 3459 3504 3498 3486 3494 3499 3479 3488 3484 3506 3491 3439 3502 3503 3492 3502 3446 3462 3443 3508 3498 3443 3489 3461 3459 3459 3459 3481 3462 3511 3503 3443 3443 3448 3459 3458 3485 3459 3500 3500 3462 3484 3498 3505 3503 3465 3467 3472 3502 3440 3502 3494 3467 3512 3454 3502 3511 3439 3526 3491 3502 3512 3490 3452 3508 3496 3498 3441 3446 3500 3445 3513 3499 3450 3525 3447 3463 3486 3502 3462 3523 3466 3516 3508 3455 3513 3526 3458 3463 3480 3453 3457 3531 3478 3436 3451 3459 3445 3522 3466 3461 3477 3428 3514 3481 3532 3470 3460 3510 3516 3497 3500 3529 3442 3452 3441 3512 3508 3506 3463 3522 3451 3511 3454 3516 3473 3441 3458 3448 3473 3499 3516 3467 3477 3502 3465 3453 3473 3518 3520 3540 3459 3525 3486 3511 3484 3459 3467 3454 3534 3452 3460 3533 3513 3519 3490 3528 3463 3548 3480 3450 3505 3519 3542 3468 3519 3454 3467 3471 3510 3516 3522 3534 3455 3467 3511 3471 3534 3464 3435 3465 3479 3485 3525 3461 3519 3484 3534 3478 3536 3520 3454 3512 3521 3468 3462 3508 3461 3454 3475 3523 3473 3480 3466 3528 3478 3482 3455 3442 3447 3444 3534 3456 3475 3524 3446 3485 3484 3464 3538 3515 3543 3532 3519 3547 3550 3472 3531 3481 3465 3533 3469 3474 3536 3513 3474 3519 3484 3467 3475 3532 3478 3552 3532 3436 3480 3494 3440 3537 3534 3530 3542 3472 3475 3467 3475 3476 3496 3542 3539 3471 3528 3475 3510 3485 3530 3514 3482 3471 3525 3537 3515 3542 3470 3456 3527 3479 3520 3464 3501 3466 3451 3467 3457 3495 3546 3550 3444 3544 3471 3526 3465 3479 3467 3453 3465 3480 3485 3466 3535 3491 3488 3460 3550 3527 3483 3544 3458 3486 3524 3488 3493 3477 3465 3465 3541 3479 3546 3504 3544 3480 3539 3486 3477 3532 3553 3472 3535 3463 3460 3478 3490 3550 3462 3515 3548 3534 3484 3555 3562 3477 3560 3491 3536 3535 3490 3504 3538 3565 3481 3558 3503 3543 3547 3478 3531 3497 3488 3480 3539 3490 3544 3488 3535 3449 3480 3474 3502 3569 3496 3489 3533 3526 3547 3535 3535 3553 3474 3487 3483 3520 3492 3483 3566 3547 3488 3494 3537 3505 3544 3486 3474 3536 3553 3547 3500 3559 3569 3544 3555 3533 3500 3538 3546 3541 3494 3476 3554 3544 3546 3547 3561 3530 3498 3490 3550 3566 3549 3555 3540 3561 3493 3543 3475 3502 3473 3503 3514 3512 3562 3476 3492 3543 3544 3558 3475 3558 3562 3465 3552 3489 3478 3488 3535 3549 3497 3563 3555 3553 3542 3495 3499 3497 3557 3493 3483 3478 3497 3561 3555 3545 3503 3482 3510 3570 3504 3563 3477 3485 3522 3571 3484 3501 3554 3511 3478 3550 3489 3506 3526 3574 3565 3561 3502 3551 3494 3554 3549 3489 3561

Tree=0
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 17 20 3 20 15 16 7 10 6 20 13 20 0 3 0 20 17 21 20 15 18 16 21 16
split_gain=1145.88 164.849 157.544 89.0841 85.3373 74.1354 57.2706 55.4304 60.1631 50.025 48.0664 46.0549 69.9933 48.7829 40.1732 55.9807 36.1944 32.945 30.9245 29.3333 29.2429 24.1585 20.6477 17.2942 16.7806 17.9574 23.7755 16.5698 19.5568 13.9076
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 103.48144189910001 30.046989284200006 66.964115113200009 168.81379805985003 41.872294782850005 104.4627291167 38.244973486750006 30.046989284200006 15.584963555600002 28.8637720374 71.015621515800021 16.465384711100004 41.942745071500006 116.60649449195002 35.419594101850009 86.329079026800017 93.499196860750018 96.163458868000006 38.064633603500006 200.11066131620001 7.7834773016000005 38.804080188450008 36.548474543700003 13.327513832500001 18.704956259700005 1.0000000180025095e-35 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 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 6 14 -4 8 21 -8 22 -11 13 -13 19 24 23 -12 -18 -2 27 -3 -7 -9 -16 26 -26 -19 -29 -17
right_child=1 7 3 -5 -6 10 9 16 -10 11 17 12 -14 -15 15 29 18 20 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.024120409434672113 0.022580731841937852 0.022946606467636192 -0.021895081989574676 -0.024496828104109376 -0.024821603673052389 0.018296373032312963 -0.017463817697217835 0.020420259768158904 -0.026191348811280171 0.013129172154248914 0.020997916440720358 0.015980609142507204 0.026191336466236042 -0.019621415263674401 0.024299045918822617 0.0093117911401282422 -0.024856184817668336 0.0036941903237156458 0.0083833588071751258 0.0066649288024584023 0.013435128972297681 0.0046761819696888316 -0.0016215568072927991 -0.0089999300305410486 0.01132673222900459 0.017924430241781728 -0.019588604948443136 0.0015031628337499633 -0.026191348811280171 -0.015080045531887912
leaf_weight=210.345453992486 234.65747356414795 19.342027306556702 18.435145989060402 46.740240901708603 28.911329507827759 42.727639600634575 18.149991109967232 6.7967880517244321 8.5364571958780271 65.463907495141029 7.5527850538492194 8.45135949552059 10.583958029747008 30.138168632984161 29.020225927233696 5.5771338939666775 29.660141542553902 6.6254707425832775 5.7268963009119025 21.695116013288498 7.9948873072862616 34.639347717165947 11.282475292682646 6.910625621676445 14.777305424213411 33.213573321700096 5.9976812452077857 5.7197113335132626 18.570538461208344 14.256168529391287
leaf_count=1360 397 32 115 304 189 91 105 13 57 174 14 20 14 181 44 17 194 24 18 72 21 122 47 34 42 72 36 22 124 79
internal_value=-6.78977e-09 0.0122119 -0.0159564 -0.00838712 -0.00420706 0.0156783 -0.000265886 -0.00206427 0.00611397 0.00273694 0.00573441 0.00593523 -0.00364196 -0.0118243 0.0184598 0.0115453 -0.0124786 -0.00403132 -0.0194768 0.0212338 -0.00888965 0.0112226 0.0141356 0.005588 0.016268 0.0119512 0.00240156 -0.0146629 -0.01967 -0.00822105
internal_weight=1008.5 571.28 437.22 226.874 180.134 459.668 151.223 111.612 62.5178 132.787 100.474 114.637 49.1735 38.5895 359.195 102.842 49.0945 46.4634 35.387 256.353 38.9106 53.9814 54.0101 13.7074 83.0088 53.9886 20.775 30.9157 24.2902 19.8333
internal_count=4034 1572 2462 1102 798 1102 609 470 211 494 343 389 215 201 759 290 259 205 212 469 191 154 138 47 194 150 78 170 146 96
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 17 20 20 3 5 16 20 16 6 20 21 13 16 22 10 0 0 5 0 7 9 20 15 18
split_gain=934.801 134.476 129.275 72.9946 71.4131 60.6507 50.6661 45.2717 45.1926 49.0927 39.7172 37.5755 59.9031 37.1783 32.9655 45.6359 29.948 29.5985 28.4869 26.3501 33.5021 26.2329 24.4066 20.8388 20.962 17.3265 14.8234 13.8669 15.0954 25.2453
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 103.48144189910001 28.504445985850001 66.964115113200009 176.60850786575003 38.244973486750006 41.872294782850005 104.4627291167 20.769304081650002 15.584963555600002 41.436838994450007 17.684958644900004 16.465384711100004 41.942745071500006 11.065329869750002 116.60649449195002 19.974953289850003 -0.061874999999999999 69.999384342500022 86.692020874450009 85.995710218650018 27.084128732200003 85.732241321850012 24.909276771700004 66.346857137250012 38.804080188450008 36.207782793200003 13.327513832500001
decision_type=2 2 2 2 2 2 2 2 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 6 14 -4 -8 9 23 16 -9 13 -13 22 27 18 26 19 20 -7 -19 -2 24 -3 -22 -10 -16 29 -29
right_child=1 8 3 -5 -6 10 7 11 17 -11 -12 12 -14 -15 15 -17 -18 21 -20 -21 25 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.019731193711916385 0.0047336593065578185 -0.012321721544646268 -0.015895732581699452 -0.02004464294888883 -0.018102339355312715 0.017465139270129004 -0.015296829534682714 0.012073980984722458 0.014711731269514609 -0.021458948265649747 -0.023057458760154876 -0.012758261394125526 -0.019884479653683472 0.018102096968467835 0.019879926983625062 -0.0066854994182414694 -0.014668492327615959 -0.019457092584445421 -0.011322474499864836 0.016468592795801283 -0.019188660914685421 0.013489285253275213 0.018399472548952515 0.018187507432571373 0.0089742284295316541 0.0048609936477860671 -0.010318243995766597 0.0096076267769691429 0.014056513230139664 -0.021958489497369799
leaf_weight=208.57152512669563 19.721061587333679 8.8403614759445173 22.502312004566193 46.333732753992081 36.720619603991508 11.719327986240389 15.676806628704069 61.856623515486717 8.1127375811338407 8.4516581743955594 6.7086402326822272 7.7583906948566463 16.538665845990181 18.144375249743462 28.771867677569389 19.779103025794029 8.3413609415292722 31.346699044108391 8.8131812959909421 47.53794701397419 9.3820653855800646 3.7689372748136512 234.88189196586609 21.337831079959869 23.644434601068497 7.5074019730091086 5.5453744083642951 12.493120253086092 36.364722847938538 4.9146176576614371
leaf_count=1360 67 47 135 304 231 22 93 155 18 57 45 44 107 33 44 96 48 203 47 96 59 9 402 38 69 26 29 35 82 33
internal_value=-5.54383e-07 0.0099621 -0.0130358 -0.00684387 -0.00343065 0.0127923 0.000350684 0.00339784 -0.00168361 0.00497766 0.00467154 0.00620779 -0.00234194 0.00885881 0.0150678 0.00941155 0.00666534 -0.0101887 0.00875989 0.0110842 0.00213724 -0.015921 0.0173409 0.00912895 0.00317878 -0.00849854 0.00454923 0.0132687 0.00973124 0.000695763
internal_weight=1002.09 567.984 434.103 225.532 179.198 456.936 142.477 119.975 111.048 62.2743 100.01 104.298 42.4414 25.9028 356.926 102.323 93.3013 48.7737 84.9599 76.1467 28.6088 35.1156 254.603 53.8226 32.4848 16.8895 13.6581 82.5443 53.7725 17.4077
internal_count=4034 1572 2462 1102 798 1102 567 432 470 211 343 339 184 77 759 290 298 259 250 203 107 212 469 154 116 85 47 194 150 68
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 18 10 19 20 3 15 6 20 13 0 3 19 22 7 22 3 20 23 23 20 21 20 15 18
split_gain=771.502 110.948 108.529 61.6516 58.323 50.5699 39.2799 44.3444 61.2119 37.2171 40.5678 35.297 27.7072 37.6213 24.5787 22.1054 21.5434 51.2069 21.3373 23.7089 22.9944 20.89 18.5937 13.5511 13.3463 13.2903 12.5621 11.8427 12.3948 20.8307
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 104.06483731340002 30.046989284200006 66.964115113200009 17.323446153950005 81.479100559500012 13.051052998800001 41.872294782850005 104.4627291167 29.037712645600003 16.465384711100004 41.942745071500006 116.60649449195002 86.329079026800017 81.105404879350019 11.950964240300001 -0.073609999999999995 23.974509389900003 0.086310000000000026 93.499196860750018 38.121007182500009 0.093905000000000016 0.089415000000000022 38.539340721750001 7.7834773016000005 38.804080188450008 36.207782793200003 13.327513832500001
decision_type=2 2 2 2 2 2 2 2 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 6 12 7 8 16 10 22 -7 21 27 26 -16 17 -4 19 -13 -20 -2 -3 -18 -8 -22 -11 -14 29 -29
right_child=1 9 3 -5 -6 11 24 -9 -10 14 -12 18 13 -15 15 -17 23 -19 20 -21 25 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.022368303893817054 0.020862201411858471 0.021285660323003677 0.011707318132000042 -0.02362540157712004 -0.02325893882737607 0.01546447972164674 0.0013289320832253566 -0.026111732187723644 -0.023635262183811401 0.019263970018756627 -0.02442946318344413 0.013573992161971894 0.022544776878824432 -0.0074241430727765914 -0.023175004175192641 0.0081420950019610496 0.015915472790278148 -0.022110379543286533 0.01407747709411445 -0.019986298236813083 0.0061236591458615772 0.005934541890728077 0.0035782429385873447 -0.00061300285746667738 0.022203090727295489 -0.026471236496315633 -0.0086902014209063461 0.010698272054785914 0.015747888474832952 -0.024897915579997154
leaf_weight=203.98275841772556 228.44377559423447 19.959144949913025 20.848539903759956 41.648239612579346 28.077550053596497 41.359265208244324 9.9225481301546115 16.584838181734085 19.838582560420036 6.6783909648656827 8.2326558977365476 5.7728546857833889 28.129509136080742 19.728314653038979 28.746402189135551 5.6920906603336325 34.57700103521347 17.247040674090385 22.027128010988235 19.183230146765709 4.7706375420093519 21.633478119969368 33.451691150665283 14.989340558648108 18.486044734716415 5.8961268812417984 6.8797877132892609 12.428679287433626 35.967612370848656 4.805504858493804
leaf_count=1360 397 35 60 283 189 98 39 113 131 13 57 15 44 96 194 18 84 109 56 118 16 72 119 61 33 40 34 35 82 33
internal_value=-2.36314e-06 0.0112041 -0.0147212 -0.00770167 -0.00402891 0.0143941 -0.000488233 -0.00401406 -0.000604903 -0.00189314 0.00557111 0.00522962 0.0169782 0.0105625 -0.0114797 -0.0179988 0.00460705 -0.00360299 -0.00211307 -0.0122231 0.00560418 0.0195709 0.0101953 0.0109171 0.0149122 -0.0118934 0.00507926 0.0149254 0.0108969 0.000772786
internal_weight=985.989 559.786 426.202 222.22 180.571 450.146 152.494 124.085 107.501 109.64 61.6435 99.0092 351.137 101.06 47.9967 34.4385 87.6619 38.0956 57.65 24.9561 32.6939 250.077 53.4108 49.5663 28.4086 10.6668 13.5582 81.3313 53.2018 17.2342
internal_count=4034 1572 2462 1102 819 1102 630 558 445 470 211 343 759 290 259 212 314 169 245 133 112 469 154 145 72 56 47 194 150 68
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=16 0 8 0 15 15 10 20 8 17 20 9 5 21 16 20 16 15 20 21 21 4 6 20 21 6 18 20 5 7
split_gain=641.965 93.3331 92.7937 52.4569 49.4184 40.6311 47.7458 37.9966 36.4592 34.4604 37.8754 24.8074 33.3473 27.5598 24.4615 47.4533 31.2476 24.3849 23.6543 21.0593 19.2806 20.8037 19.0859 24.5853 19.0022 13.4596 12.9764 12.1181 10.2625 10.202
threshold=18.594956516900002 85.732241321850012 7.0445025401000008 104.06483731340002 28.504445985850001 46.074827201850006 66.964115113200009 41.898943182100005 6.2451263653500009 176.60850786575003 38.244973486750006 186.16747084260001 29.996566321350006 1.0000000180025095e-35 15.839962959300001 41.436838994450007 17.684958644900004 29.037712645600003 44.756878345700009 4.1284891430000012 11.065329869750002 176.89674560820004 16.465384711100004 42.198888176300009 15.285239689500001 16.575387281250006 14.053554955550002 42.824128352900011 13.716117217950002 23.9417051038
decision_type=2 2 2 2 2 2 2 2 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 -1 4 9 6 22 8 -2 28 -11 -10 13 -13 -12 16 -16 -8 -9 -20 21 -19 -3 -24 -7 -21 -6 -25 -4 -23
right_child=1 5 3 -5 26 24 17 18 11 10 14 12 -14 -15 15 -17 -18 20 19 25 -22 29 23 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.0162825544292866 -0.018096817944740801 0.01484600442193435 0.0020615087544216502 -0.017244447037785104 0.0034080552563092322 -0.013053765571397697 0.011028581753189225 -0.015073835055313782 0.01672792875374705 -0.013335142531176677 0.0094513731947221125 0.013008092449012527 0.018871506896152822 -0.016793900159222129 -0.013820526229610584 -0.016895258240876187 0.015609456476319257 -0.015960999686976278 0.019170596616252721 -0.020868934350587384 -0.019738769558441914 0.013781513058207857 0.011191511939696518 -0.020867115876057322 0.013917971833572818 0.0051411572451746058 -0.017511053528117947 0.0021096662039560175 -0.017069736078168113 0.0015395013837407562
leaf_weight=197.46135732531548 7.9426585286855689 236.9319513887167 4.5709592849016216 40.212466388940811 4.3581363260745993 13.536955252289774 40.825055584311485 30.480777397751808 23.133868217468262 16.822348371148109 63.031011611223221 5.7437957823276582 8.9468885660171491 13.136709332466124 6.2297397106885937 16.213896706700325 18.282654538750648 7.3548873960971823 5.8249896168708828 5.1202036291360837 5.9401459842920294 11.638156965374945 73.272258460521698 4.4500679373741141 4.4766444265842429 5.1290993541479111 30.874658018350601 8.8067329078912717 17.198785230517387 35.541899278759956
leaf_count=1360 57 436 19 283 18 77 98 197 39 104 166 12 13 77 39 109 34 47 8 35 41 24 179 30 10 19 214 35 116 138
internal_value=-4.53292e-06 0.00805761 -0.0106484 -0.00554029 -0.00288995 0.0103428 0.0110508 -0.00153701 0.00451898 8.84556e-05 0.00246101 0.0080438 0.000824386 -0.00772759 0.00502206 -0.00183307 0.00812993 0.0042518 -0.00919937 0.00194004 -0.000323014 0.00179182 0.0131801 0.00861845 -0.00635089 -0.0078526 -0.0149235 -0.00560322 -0.0130528 0.0045593
internal_weight=963.49 548.234 415.256 217.795 177.582 442.775 424.761 105.459 58.9039 142.349 120.58 50.9613 27.8274 18.8805 103.757 40.7263 24.5124 101.3 46.5551 16.0743 60.4751 54.5349 323.461 86.5291 18.0136 10.2493 35.2328 13.2568 21.7697 47.1801
internal_count=4034 1572 2462 1102 819 1115 1028 457 198 587 452 141 102 89 348 182 73 348 259 62 250 209 680 244 87 54 232 65 135 162
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=16 8 5 10 15 10 6 5 0 5 19 20 20 0 6 19 16 0 20 7 6 2 3 2 20 5 9 16 21 20
split_gain=537.572 80.1015 78.1846 45.9708 49.508 37.1657 33.2286 28.5725 27.5193 25.5688 29.7161 25.064 24.6475 24.1814 22.9477 34.5216 22.7903 27.5934 26.2157 25.5619 20.8033 27.7503 18.6902 17.372 15.9876 15.832 23.7148 14.8921 13.7634 21.5385
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 81.479100559500012 28.504445985850001 66.964115113200009 13.200308423050002 20.769304081650002 86.692020874450009 13.058770361550001 12.851036860900001 41.872294782850005 44.952171034750002 75.462331263550013 13.65531905435 11.850956171350001 18.734956189500004 96.163458868000006 36.893814626400008 22.870118039000001 16.455384477450004 198.51835910855002 93.499196860750018 301.32168012610003 41.965809985500009 27.084128732200003 201.7576686733 15.089964713100001 5.2761091985000013 39.952536079750011
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 9 20 -5 16 11 -3 14 13 -13 -4 15 -11 -7 18 -18 -20 22 24 -2 -14 -22 26 -15 -16 29 -12
right_child=2 3 8 6 -6 7 -8 -9 -10 10 28 12 23 25 27 -17 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016040324105885646 0.014995119327250114 0.013141773719515358 -0.017764754910449165 -0.017819238393054212 -0.01464261616175117 0.014857047633378256 0.010491863842490434 -0.02054740732929208 0.014539325394340649 0.0083133462410424838 -0.020130587412213234 -0.017359546540662126 0.012405492630065296 0.0066002259462447912 -0.0032605911144755529 -0.017964222317282869 0.0087677576658901635 0.013638675710854592 0.014586067012275234 -0.015054657295762127 0.011537184240074145 -0.012183924507931794 0.0031199612056399843 -0.014407546474891307 -0.002006663814681303 0.014204949941300617 -0.018737558781215521 0.014013718681757546 -0.01937356720488943 0.0062063407056453896
leaf_weight=189.66573017835617 209.53058889508247 22.098421454429626 7.5470537245273581 50.449862718582153 34.308385670185089 25.352266609668732 6.6518502831459037 6.5063304603099814 13.405699521303175 14.512643232941629 7.0569398403167751 26.82301139831543 8.7854678332805616 18.57562813162804 9.4530261904001218 13.851650953292845 16.101606264710426 18.90244048833847 4.951434493064883 24.696084529161453 79.559740006923676 9.2439908236265165 20.639058709144592 5.6144491732120505 14.626834020018576 17.168619424104691 7.2920813560485831 28.120182633399963 13.782332211732863 11.700060293078421
leaf_count=1360 384 52 57 368 234 51 18 45 28 43 50 192 22 57 41 94 44 41 10 152 185 52 71 35 67 34 45 61 99 42
internal_value=-7.53856e-06 -0.0104191 0.00780422 -0.0053897 -0.00202313 0.0100547 -0.0145212 0.00354762 -0.00139578 0.0015676 -0.00102967 -0.00372265 -0.0106139 0.00189342 0.0035649 -0.00451926 0.00528944 0.00153763 -0.00346223 -0.0101044 0.0119372 0.00750181 0.0139303 0.00195123 0.00943387 0.00534077 -0.00054247 0.00966768 -0.0103401 -0.00370239
internal_weight=936.973 401.651 535.322 211.985 154.884 430.11 57.1017 96.5102 105.212 120.575 98.4768 91.8063 41.2229 50.5834 65.9375 28.3643 90.0038 64.6516 45.7491 29.6475 333.6 103.431 230.17 14.3999 94.1866 43.0363 25.8677 37.5732 32.5393 18.757
internal_count=4034 2462 1572 1102 716 1102 386 343 470 482 430 442 249 193 239 137 298 247 206 162 759 304 455 57 252 136 102 102 191 92
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=16 13 0 0 18 0 13 15 0 7 3 7 16 20 10 19 16 23 4 2 21 22 2 5 20 9 21 20 22 5
split_gain=452.377 70.9828 67.274 67.1931 33.9913 40.6953 31.4137 35.8709 34.7915 29.3143 30.9476 28.975 20.735 18.9489 45.215 18.7134 30.843 17.0306 16.0699 37.7806 14.6279 14.3577 12.4638 12.2835 11.8768 18.2199 11.202 10.4862 9.2225 7.81444
threshold=18.594956516900002 95.862351557400004 96.682331287150021 85.732241321850012 17.399600107550004 98.142164052000012 109.40142670235001 46.074827201850006 96.163458868000006 22.721067571950005 108.47659710545001 23.109894804950002 16.859960574100004 47.927946529500012 70.727956495850009 11.950964240300001 14.184966829400002 0.084360000000000018 310.49012963040008 229.44804549725004 15.285239689500001 -0.5775499999999999 227.66379729560001 13.716117217950002 41.919251152600005 70.31345721160001 1.0020322129000003 42.719328117250008 -0.063749999999999987 18.613387752550004
decision_type=2 2 2 2 2 2 2 2 2 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 13 9 5 12 8 17 11 10 24 -5 -4 21 -15 16 23 -8 -19 -20 28 -3 -6 -7 -2 -26 -11 -27 -9 -23
right_child=3 2 4 6 22 15 7 20 -10 26 -12 -13 -14 14 -16 -17 -18 18 19 -21 -22 29 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.021665541669545065 0.01098702527537394 0.0080322913559461393 0.012715015966379535 0.017700963505826926 0.021107814287026794 0.0052395728364456147 0.018477803690949167 -0.024328600921695871 0.014773185377253931 0.0022987091191758939 -0.019201177269870157 -0.021804607894632632 -0.01621805366025399 0.039909463946110585 -0.021959433639854087 -0.017708216431315055 0.014361164817121313 0.01301794181362371 -0.030884457531070181 0.012315440097361045 0.016120903154428882 -0.011626940684661202 -0.0018294589413653509 -0.021532401183895336 0.013567559858739723 0.00059102044614837144 -0.024569230844909619 -0.025172444130914351 0.0026969988322036657 -0.021602514813224255
leaf_weight=125.67424693703651 43.028546392917633 4.5354334712028495 33.480111882090569 5.4934488534927395 18.828893303871158 5.2540320008993175 134.1528035402298 9.0118341743946075 18.937579497694969 4.5885117202997234 12.968763336539267 18.183066159486771 6.7661563754081717 4.4208176732063276 6.8334204405546188 41.549065470695496 14.192689612507818 203.75407254695892 6.5496132075786617 15.457398340106009 4.3584945797920218 22.978403344750404 7.5387589633464804 15.050164043903349 9.8802322596311587 6.7993825972080213 15.23183751106262 7.6058634519577026 4.2097412794828424 79.872911393642426
leaf_count=972 119 17 91 11 36 20 256 60 44 17 95 121 47 10 53 284 35 508 47 41 10 143 33 109 27 32 112 55 17 612
internal_value=-1.38043e-05 -0.012356 -0.00787859 0.00916735 -0.000903284 -0.00440706 0.011812 0.0131969 -0.000456819 -0.00193136 0.00212189 -0.0126385 0.00785082 -0.016266 0.00234351 -0.0108944 -0.0026876 0.0142239 0.0116962 -0.00054149 -0.00782868 -0.0182163 0.0145498 -0.0146047 0.00623001 -0.00219839 -0.0183492 -0.0130119 -0.0157237 -0.0193738
internal_weight=907.186 386.975 261.301 520.211 142.66 116.292 420.108 377.494 42.6141 100.103 80.2828 23.6765 40.2463 118.641 11.2542 76.046 34.4969 359.914 225.761 22.007 17.5801 107.387 26.3677 20.3042 67.314 24.2855 19.8203 14.4052 13.2216 102.851
internal_count=4034 2462 1490 1572 655 586 1115 939 176 457 328 132 138 835 63 448 164 852 596 88 87 772 69 129 233 114 129 87 77 755
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 18 19 10 5 13 16 13 0 7 6 20 3 9 3 21 20 3 19 5 20 23 22 2 22
split_gain=469.211 72.978 68.203 40.8452 40.3072 34.7788 26.8906 31.9765 43.7213 25.3326 24.4584 21.5648 23.2263 32.138 25.1127 20.9055 25.4378 17.5576 16.0323 17.4417 14.9182 17.7014 14.2911 35.612 12.194 19.2549 12.1119 11.5494 11.2497 10.7343
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 103.48144189910001 30.046989284200006 66.964115113200009 17.323446153950005 13.051052998800001 81.479100559500012 20.769304081650002 113.62230596715001 19.974953289850003 109.34496908160001 96.163458868000006 23.109894804950002 16.455384477450004 41.942745071500006 93.499196860750018 227.07958281845004 93.72771580185001 2.0976681454000006 32.051492741500006 81.105404879350019 11.950964240300001 29.996566321350006 38.121007182500009 0.093905000000000016 -0.058374999999999996 150.25049527555004 -0.06483499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 6 15 7 8 22 11 -4 12 13 14 -7 17 -17 -2 19 29 21 -21 23 -3 25 -23 -24 -18 -13 -12
right_child=2 3 10 -5 -6 9 -8 -9 -10 -11 18 28 -14 -15 -16 16 27 -19 -20 20 -22 24 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.01582045429608844 0.014833060280650378 0.0087943835559823429 0.017728790381467449 -0.016246436289606606 -0.016743508496135439 0.013777168718596201 0.011513172037536457 -0.017256929940786866 -0.019257014186081809 -0.020382007355867808 -0.0035605448778516248 -0.022410101294389081 0.013252127461641519 0.012462756813873569 -0.018363131348598748 0.010125625948977103 -0.00015350559235311595 0.0029195252067221655 0.018002404176964578 -0.018148703520655091 -0.01258489720867405 0.01273738660878285 0.012232095896882029 -0.015976330250499972 0.017474864609147565 -0.021913513618939243 -0.0012162819558275432 -0.022102220175105877 0.0050341352437510024 0.012199643825659004
leaf_weight=182.87062591314316 204.19826589524746 19.791161477565765 9.1837173551321012 40.432524248957634 25.355115845799446 4.8172277063131359 25.230755746364594 18.438368827104568 14.550096601247786 6.3732576370239249 13.5455469340086 6.1258763670921308 42.134114623069763 16.676359102129936 15.123402491211889 81.80714513361454 15.870076075196268 20.452872171998024 5.0550878942012778 6.1447971165180233 39.136307045817375 5.2650589942932147 33.242241352796555 15.595656901597975 7.7793592214584342 4.4444892853498459 14.434618860483168 4.6611239463090888 3.5428598821163177 12.477424889802931
leaf_count=1360 384 57 15 304 189 10 64 131 108 45 62 42 93 37 104 204 68 71 8 47 251 13 84 104 13 31 61 32 12 30
internal_value=8.65785e-06 -0.0101771 0.00757672 -0.00519319 -0.00251127 0.00976095 4.28954e-05 -0.00245084 0.000345894 0.0032229 -0.00136486 0.00492433 0.00704568 -9.59079e-05 -0.0105987 0.0116563 0.00706374 0.0137484 -0.00323331 -0.00444229 -0.00794065 -0.000249988 0.0037797 -0.00212255 0.0060388 -0.00312386 0.00816047 -0.00513644 -0.0123539 0.00399611
internal_weight=914.756 389.941 524.814 207.071 166.638 421.783 141.283 116.052 97.6138 94.7931 103.032 88.4198 78.7511 36.617 19.9406 326.989 102.338 224.651 93.8481 88.793 62.77 23.6337 83.0637 35.3868 17.4889 9.70955 47.6769 20.5312 9.66874 26.023
internal_count=4034 2462 1572 1102 798 1102 609 545 414 343 470 298 244 151 114 759 304 455 455 447 355 104 306 161 57 44 145 100 54 92
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=16 13 0 0 20 10 18 0 18 8 16 6 0 15 16 6 20 15 20 10 22 10 19 13 4 5 2 13 7 21
split_gain=388.661 63.9995 58.4743 56.8262 40.1489 31.9079 29.009 35.2042 28.1709 28.0087 18.8497 25.412 23.3011 18.6007 17.3607 16.8494 18.8674 25.8236 16.3299 35.0608 16.3201 15.0638 14.3183 31.2012 13.7204 12.4888 12.465 16.1233 15.2862 12.3806
threshold=18.594956516900002 95.862351557400004 96.682331287150021 85.995710218650018 41.942745071500006 66.964115113200009 17.323446153950005 98.142164052000012 13.036600629150001 6.2451263653500009 19.974953289850003 14.845346859150002 96.163458868000006 46.074827201850006 16.859960574100004 16.455384477450004 41.243661560350013 37.050691080100002 47.927946529500012 70.727956495850009 -0.58559499999999998 69.64719632740001 11.950964240300001 98.050756475600011 337.15527657900003 13.955288807050001 307.89447427740009 116.72209819155002 22.516377366000004 9.1912342607000017
decision_type=2 2 2 2 2 2 2 2 2 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 18 4 9 13 7 14 26 -2 11 12 21 15 -4 -5 -17 -18 20 -20 -3 -7 23 -9 -8 -25 27 -6 -29 -15
right_child=3 2 6 5 8 10 24 22 -10 -11 -12 -13 -14 29 -16 16 17 -19 19 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.018341156586355319 -0.019045964645985684 0.011202743039547344 0.010260740331980879 0.015206467647668647 0.014990237560488605 0.0090096810049571166 0.01721377436024488 -0.019343138589927908 -0.021233323069575705 0.0084169895233244946 -0.013292322811462811 0.013567519137942685 0.011567403647065853 -0.014952543112748271 -0.013443396479849034 0.012948031996110224 -0.024754645563731165 0.0063679207449143255 0.028746137322612369 -0.018610369700268081 -0.016304850040715753 -0.013361939222809432 -0.014597132440987917 0.014993262115031028 -0.0042906311606547096 -0.0067257436094962956 -0.021137235465588131 -0.014628254736667463 0.010723488874220638 0.013005539772456861
leaf_weight=119.29187436401844 7.1873195916414252 3.9650554805994025 33.079872131347656 199.00016793608665 10.644546434283258 6.9642270505428341 20.024479821324352 12.456881932914255 19.971572525799274 75.728307202458382 10.345790326595305 39.300231292843819 16.712905660271645 7.0467894375324232 6.5414521172642699 40.349915847182274 6.4210421293973949 17.711390241980553 4.8193732500076276 6.4779854938387871 99.077069833874702 22.537384159862995 39.785102240741253 13.273235455155374 7.1053881943225852 7.2283961176872245 4.8088070154190055 11.784741111099722 6.5356787815690032 4.6453877538442612
leaf_count=972 58 13 91 390 24 19 40 99 152 215 60 89 40 41 47 91 45 57 10 53 759 141 280 29 34 35 35 81 22 12
internal_value=-7.37782e-06 -0.0103091 -0.00653439 0.00756378 0.000234643 0.0102633 -0.000757132 -0.00373627 -0.00871607 0.00603644 0.00365755 0.00570818 -0.000975295 0.0125645 0.0063472 0.0132926 0.0073863 -0.00191302 -0.0135827 0.00159158 -0.0152464 -0.00808084 -0.00922845 -0.00274777 0.0115817 0.00733565 -0.0013142 0.00197685 -0.0055842 -0.00384459
internal_weight=880.822 373.126 253.834 507.696 136.661 371.035 139.495 112.365 53.7453 82.9156 95.8605 85.5147 46.2145 275.175 39.6213 263.483 64.4823 24.1324 114.339 11.2974 103.042 29.5016 72.7436 32.9585 27.1299 20.5016 33.7738 28.965 18.3204 11.6922
internal_count=4034 2462 1490 1572 587 985 655 581 314 273 349 289 200 636 138 583 193 102 835 63 772 160 443 163 74 64 162 127 103 53
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=16 13 5 5 20 18 6 19 10 5 20 3 22 2 4 6 14 0 22 7 3 7 20 13 9 20 15 18 9 2
split_gain=329.243 57.6731 50.9394 48.9569 32.8644 29.8372 31.5027 34.5221 26.52 20.4816 19.54 20.4783 17.2446 20.6171 22.5311 17.2006 21.7836 17.1147 17.0275 18.7108 13.9891 13.0229 12.4983 12.4496 12.5872 11.999 10.8859 9.05755 8.57617 8.35889
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.545618314050007 47.927946529500012 17.323446153950005 13.65531905435 13.051052998800001 66.964115113200009 20.769304081650002 41.872294782850005 104.4627291167 -0.59681499999999998 82.82761181390002 169.88079978325004 16.455384477450004 285.93967426180006 91.937202686950016 -0.061874999999999999 23.974509389900003 93.499196860750018 24.909276771700004 38.804080188450008 116.60649449195002 206.36238950785003 38.064633603500006 37.491361913600009 13.036600629150001 196.26893085885004 227.66379729560001
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 -4 6 12 -8 15 17 11 25 -3 14 -14 20 22 -10 19 -19 -2 -21 -17 -12 -25 -5 27 -24 -20 -7
right_child=3 2 4 10 -6 29 7 -9 9 -11 23 -13 13 -15 -16 16 -18 18 28 21 -22 -23 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.017479742918004373 0.014350295976716059 0.010924978586991227 -0.01663129953745893 0.01594671217644289 0.01873848898395571 0.015805276282168618 0.0084607988276428209 -0.019074189462768284 -0.013686991221980934 -0.020601312376253785 0.003576747920169624 -0.017937557607070651 -0.01876988764729752 -0.014524650030538428 0.015138825653676836 0.016307292532878017 -0.014312166646710924 0.014634016319051913 -8.9254421936374026e-06 -0.016907785865534646 0.0027416455269070597 0.0036381928787747393 0.0072817040417668061 -0.01658240835681582 0.0028422380637182013 0.0023483556490144211 0.010229506681371382 -0.0075506920709023191 0.014443734406764388 -0.0006982998973483807
leaf_weight=112.06082568317652 182.26748918741941 6.6812364906072608 77.135286554694176 16.581298157572746 4.8514040932059279 18.697232469916347 44.439166903495789 9.6246139928698522 8.0850286781787855 6.027239963412284 12.335051193833349 6.609003208577632 5.342016600072383 61.341858386993408 9.3880644366145116 24.561889797449112 8.0624364465475065 9.2548450678586978 8.8649566024541837 12.02737805247307 20.016883015632629 9.6692045480012876 13.209609448909761 24.568969361484051 7.5857145860791197 35.225490435957909 34.44524510204792 15.602097705006598 36.527991384267807 7.4596145153045645
leaf_count=972 372 21 644 32 14 39 135 77 47 45 47 57 44 457 26 45 50 20 34 84 70 36 39 193 33 126 91 74 77 33
internal_value=-1.29484e-05 -0.00964691 -0.00606367 0.00698468 -0.0145384 -0.00180033 -0.00426637 0.00355893 0.00912534 0.00287376 -0.00109949 0.00391315 -0.00937875 -0.011162 0.00284148 0.0110219 0.00642343 0.00454959 0.00648089 -0.00105786 0.0132016 -0.00775135 0.00832712 -0.00768116 -0.0119999 0.00670065 0.00522851 -0.000750326 0.0116212 0.0110987
internal_weight=848.549 357.021 244.96 491.528 81.9867 162.974 136.817 54.0638 388.622 90.4566 102.906 58.4158 82.7532 76.0719 14.7301 298.166 95.8813 84.4294 76.3444 30.9514 202.284 21.6966 87.8188 44.4897 32.1547 51.8068 63.257 28.8117 45.3929 26.1568
internal_count=4034 2462 1490 1572 658 832 760 212 1084 343 488 215 548 527 70 741 299 298 251 140 442 120 249 273 226 158 204 113 111 72
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 10 17 5 0 20 21 16 16 13 0 15 20 20 0 6 20 17 16 5 8 20 3 2 22 2
split_gain=356.424 60.5501 53.0648 34.2345 36.4637 27.246 23.3884 21.5714 20.9053 19.0868 18.3069 23.8801 17.5211 20.4732 25.9835 21.1165 17.365 19.9441 17.5086 16.9757 20.8779 20.7884 15.4789 14.0013 17.144 12.8144 12.7213 12.2518 10.0576 9.61501
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 76.825379535700009 29.593577021650002 66.964115113200009 168.81379805985003 20.769304081650002 86.692020874450009 38.244973486750006 5.9696025344000008 15.839962959300001 19.974953289850003 109.34496908160001 96.163458868000006 27.437241680050004 41.872294782850005 44.952171034750002 75.462331263550013 16.465384711100004 38.804080188450008 199.72613295375004 17.744958504600003 27.084128732200003 8.6432548896500023 41.827117825850003 93.499196860750018 301.32168012610003 -0.063749999999999987 150.25049527555004
decision_type=2 2 2 2 2 2 2 2 2 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 5 22 6 19 -5 12 16 -8 -11 25 13 14 15 -7 18 -18 -4 26 -21 -22 -3 24 28 -12 -2 -19 -20 -14
right_child=2 3 8 4 -6 7 9 -9 -10 10 11 -13 29 -15 -16 -17 17 27 23 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011988840602722909 0.010929209545270515 -0.012996038028548261 -0.013834610693560625 -0.011090405926560741 -0.012779362473027907 0.0063198734431905322 -0.0083290381319858133 -0.015911823962919503 0.010932132737193163 0.0072985121596162023 -0.0023389062013842105 -0.011391065607354752 -0.017109672058833472 0.010083484218983746 0.0090709860028762353 -0.015884864126903965 -0.013401483691458101 0.009258363037357312 -0.0041801715509878767 0.012888348086477494 0.0040103114947954406 -0.014256606305555595 0.012499021963459847 0.010872630610668258 -0.018370687333299381 0.012973508793095112 0.0026956241183279783 -0.010242440244380752 0.0098885238548927275 0.0039023224447489115
leaf_weight=167.13037192076445 194.68027856200933 41.703524760901928 6.7503490447998038 15.050572693347929 24.22271091490984 6.5767034888267544 14.931378252804278 6.094835326075553 12.769587725400923 59.981593817472458 11.51716621220112 15.120858289301394 5.9016703963279706 40.800999522209167 16.00947730243206 12.581542216241358 24.209477424621582 8.440976142883299 10.201851189136507 24.863710165023804 61.59781688451767 6.9962871819734564 2.5482369512319556 16.253592133522034 4.7041557133197776 10.569317936897276 20.961354091763496 5.2821630090475074 10.296085625886919 3.4978500753641129
leaf_count=1360 397 339 57 114 197 19 95 45 28 172 50 109 42 93 37 95 192 22 46 44 200 46 6 34 32 20 72 35 24 12
internal_value=2.58857e-05 -0.00754996 0.00552838 -0.00375805 -0.00148695 0.00715489 0.000663959 0.00234018 -0.00105873 0.00224182 0.00386584 -0.00166793 0.00364327 0.00524355 -0.000371659 -0.00826235 -0.00283631 -0.00791919 0.00116334 0.00857957 0.00500477 0.00214717 -0.0115279 0.0036055 -0.0010813 0.00498873 0.0101289 0.00175232 0.00288651 -0.00929046
internal_weight=862.246 362.776 499.471 195.645 151.394 400.563 127.171 91.4631 98.9082 112.12 97.1889 37.2073 85.3682 75.9687 35.1677 19.1582 86.1387 37.9326 48.206 309.099 93.4578 68.5941 44.2518 41.4557 25.2021 22.0865 215.642 13.7231 20.4979 9.39952
internal_count=4034 2462 1572 1102 757 1102 560 343 470 446 351 179 298 244 151 114 442 249 193 759 290 246 345 136 102 70 469 57 70 54
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=16 13 5 0 20 18 6 19 7 15 10 3 19 17 10 18 22 9 21 6 20 22 15 19 22 9 5 20 20 5
split_gain=290.612 52.8128 45.4949 44.8212 27.7483 25.2854 26.5792 29.8428 22.6128 21.9904 24.8277 20.6166 14.5113 25.128 15.3767 14.0933 21.3214 16.1398 13.2688 12.7148 14.5656 13.2954 13.3103 11.0177 10.7259 9.19649 19.9249 13.9726 9.19464 8.72528
threshold=18.594956516900002 95.862351557400004 18.613387752550004 85.732241321850012 47.927946529500012 17.399600107550004 13.65531905435 13.051052998800001 22.721067571950005 46.683480308100009 66.590419433100024 108.47659710545001 11.950964240300001 180.29620661735001 70.389210771400016 13.910998540000001 -0.073609999999999995 195.41812862360004 9.1912342607000017 16.465384711100004 40.636252116050009 -0.059424999999999999 36.346245650200011 14.351157895250003 -0.095204999999999998 187.45330412110005 30.284449345300001 39.051326806600009 39.525197829750006 13.716117217950002
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 -4 6 12 -8 11 10 19 25 13 29 -14 -12 24 -18 -11 -5 -21 22 23 -22 -17 -2 27 -27 -10 -3
right_child=3 2 4 9 -6 -7 7 -9 28 18 15 -13 14 -15 -16 16 17 -19 -20 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0147813548494234 0.0071911917291065715 0.0010724038353712225 -0.013985401248110506 0.011304475250303463 0.014033312684657226 0.0092084190927677525 0.0067351527563480609 -0.016023965321222484 0.0028855627075959015 -0.019722122151571157 0.012240580630648985 -0.012815553459804134 0.010681190031383084 0.0096911299946906681 -0.013405110463531458 -0.0029608303900606112 -0.010649019548945282 0.007928195096865466 0.0035675812962509086 0.01116256590964166 0.0077414511700773323 -0.009384725767665263 0.0095799827076718108 -0.018155682255194278 -0.019180466386590139 0.0043195340500865476 0.014170441826579736 -0.017858176119370395 -0.017133119387877975 -0.015914552439825248
leaf_weight=106.07188729941845 41.111759029328823 5.8240229859948185 73.375834584236145 198.02704525738955 4.9735782444477072 24.481247574090958 44.235137805342674 9.1654547676444036 3.8382208272814777 5.9880316257476789 17.351751208305359 11.385719925165175 3.7854447066783896 14.388946473598478 45.174901761114597 19.171595185995105 7.211479812860488 42.384228467941284 6.9829693287611008 37.528318181633949 3.8210878670215589 11.181748956441877 23.81775476038456 4.9946519434452057 7.4647263363003722 6.1822334453463581 7.0121189206838599 9.4905961677432042 14.244123652577398 12.617081142961977
leaf_count=972 133 26 644 440 14 67 135 77 13 44 37 95 18 37 362 99 42 121 26 84 11 57 62 37 55 19 14 67 116 110
internal_value=4.19953e-06 -0.00804441 -0.00504216 0.00578369 -0.0122068 -0.00152656 -0.00347051 0.00282887 -0.00135805 0.0075096 0.00802063 0.00141406 -0.00758336 -0.00167847 -0.0115428 0.00290317 0.000777816 0.00522697 -0.00718405 0.00973488 0.00591378 0.00141812 0.00511968 -0.00693085 -0.00750632 0.00395361 -0.00191385 -0.00911006 -0.0128839 -0.0105498
internal_weight=823.284 344.094 238.022 479.19 78.3494 159.672 135.191 53.4006 93.2648 385.925 372.954 75.1824 81.7904 32.8301 48.9603 93.5838 76.232 49.5957 12.971 279.371 81.3436 43.8152 32.6335 8.81574 26.6363 63.7967 22.6849 15.6728 18.0823 18.4411
internal_count=4034 2462 1490 1572 658 832 765 212 457 1115 1045 328 553 173 380 354 317 163 70 691 251 167 110 48 154 233 100 86 129 136
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=16 8 0 20 3 15 10 8 18 17 20 15 15 21 16 16 9 6 20 15 21 4 5 3 2 20 18 20 21 6
split_gain=334.932 59.0962 51.4397 36.032 32.9042 34.7348 27.9666 25.4277 23.4028 21.1977 18.7898 17.5252 16.6119 16.4942 22.3734 14.4724 13.6864 13.5375 14.9107 15.8101 13.4827 14.6565 13.2123 34.6013 11.4891 16.4485 12.8168 11.3071 9.46037 9.08477
threshold=18.594956516900002 7.0445025401000008 85.995710218650018 41.942745071500006 76.825379535700009 29.593577021650002 66.964115113200009 6.2451263653500009 13.036600629150001 168.81379805985003 38.244973486750006 29.037712645600003 46.074827201850006 5.9696025344000008 15.839962959300001 17.744958504600003 186.16747084260001 16.455384477450004 41.243661560350013 37.274314847650004 11.065329869750002 176.89674560820004 29.996566321350006 94.972471916200007 307.89447427740009 44.262924377150007 13.012604996900002 41.827117825850003 9.1912342607000017 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 15 9 12 -2 24 -6 -11 -8 17 -12 27 -3 -9 -4 -19 -20 21 -13 23 -18 25 26 -5 -15 -14 -16
right_child=2 4 6 8 5 -7 11 16 -10 10 13 20 28 14 29 -17 22 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013844048167959878 -0.01661051076701698 -0.014965482815573109 0.012778042001077305 -0.011900469732583258 -0.012387954267604044 -0.014682062657663492 0.0093048868926036213 0.013864673564574079 -0.017964121536940849 -0.0097413433595200209 0.0082805307827951685 -0.015371899160013483 -0.011955106096845124 -0.0022145838512671054 -0.017106178737301476 0.013918547789961135 0.0058728946814627543 0.010930302078952776 -0.015728497711325319 0.0053377198245462857 -0.018635295854391269 0.0033165846467885164 0.016928413171804078 -0.021444589232114723 -0.018510013986607204 0.011713753380691855 0.012819983396568512 0.014696627173235423 0.00980977344691541 0.0071131119585814175
leaf_weight=162.92479878664017 6.9019933566451064 40.680145807564259 190.80406412482262 12.886422313749796 14.796135812997816 23.689172387123108 37.721506521105766 25.929473847150803 18.872731454670429 14.809547387063501 59.768796131014824 6.6806067526340476 6.8784326463937742 11.484749078750612 12.23156616091728 2.5446974486112586 33.181927710771561 39.294595427811146 6.9771925210952785 16.668133810162544 5.4411399364471427 43.630796268582344 8.2106809690594655 7.931466430425643 4.751984439790248 11.981624543666838 3.734686851501464 10.402179285883902 4.6016125231981277 2.591183438897132
leaf_count=1360 58 339 390 86 114 197 98 51 152 95 172 47 41 50 98 6 99 91 49 53 41 163 13 52 35 31 10 20 12 11
internal_value=5.31742e-05 -0.00863312 0.00632324 0.000122943 -0.00423417 -0.00162785 0.00864613 0.00497396 -0.00750788 0.000824827 0.00258151 0.00311968 0.0105938 0.00447308 -0.001726 -0.013265 0.00695362 0.0112193 0.00649398 -0.000878437 -0.00106516 0.000835032 0.0033205 0.000602892 -0.00159154 0.00121925 -0.0063459 0.00582279 -0.00323096 -0.0128724
internal_weight=849.004 355.923 493.081 134.383 192.998 149.773 358.698 82.1555 52.2274 126.084 111.288 93.474 265.224 96.4785 36.7097 43.2248 75.2535 253.744 62.9399 23.6453 55.7525 50.3114 49.3241 41.1134 33.3547 28.6027 16.6211 21.8869 11.48 14.8227
internal_count=4034 2462 1572 587 1102 757 985 273 314 560 446 349 636 351 179 345 215 583 193 102 251 210 164 151 162 127 96 70 53 109
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=16 8 3 3 15 20 6 8 22 20 18 20 16 23 20 3 17 9 10 10 23 22 7 14 20 10 5 3 2 20
split_gain=258.908 49.5388 40.8431 31.9827 29.3172 29.3033 24.459 20.4275 18.8759 18.0506 17.9766 14.2545 13.9696 13.619 12.2749 14.1818 11.7329 11.0737 10.6735 16.8466 10.9251 13.6412 12.2733 10.6641 10.3526 40.8912 10.3501 29.904 10.0131 13.4096
threshold=18.594956516900002 5.9453602998000008 93.499196860750018 76.825379535700009 29.593577021650002 41.942745071500006 14.825346391850003 6.2451263653500009 -0.041369999999999997 43.832725745850006 13.036600629150001 38.244973486750006 17.874958200600002 0.080515000000000017 43.120094701700005 83.538459487450012 173.77968723070003 186.16747084260001 71.015621515800021 74.739136026450012 0.093735000000000027 -0.59168499999999991 26.0252225485 179.09836080685002 47.709122305950011 70.389210771400016 29.996566321350006 94.972471916200007 307.89447427740009 48.226196960950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 6 12 9 7 8 -4 14 11 28 23 -3 -8 15 -2 -13 -9 -18 -20 -21 -22 -23 -5 -1 -26 27 -19 29 -7
right_child=2 3 5 4 -6 10 13 17 -10 -11 -12 16 -14 -15 -16 -17 18 26 19 20 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016960777679422272 0.006565055022625217 -0.015299861315588787 -0.017620391775838164 0.0055743608395384149 -0.015451758392272695 -0.0036180907962437897 0.014787363541565639 0.014191801631502283 0.0081678866832014304 -0.017438918698255798 -0.017149662786720671 -0.010702123381042632 0.017535157204935273 0.0084577015468700924 0.0063642942917380022 -0.019076582893797361 0.020389971745081181 0.006064511694185681 -0.014685063261382018 0.0096364530222364381 0.011240155162076984 -0.018121459723464319 0.007730272634346458 -0.016575571263918634 0.018394799016241532 -0.015700750675390489 0.017615734080739333 -0.022156268130144308 -0.01950607122082005 0.017621539935087305
leaf_weight=101.77191480249166 4.9916576445102754 46.23438511043787 6.3042942732572547 5.7457409724593189 21.698874153196812 20.85240096598864 84.388090863823891 24.548968866467476 30.774822115898132 8.4147841483354551 20.216854557394981 8.1289012134075147 2.3401291966438285 190.00239752978086 8.5616129189729673 14.417234800755976 7.8127989098429671 36.598162278532982 7.2798077315092078 50.608682163059711 9.1433517336845416 9.2839959338307363 4.7835603803396216 10.685255162417887 7.540795922279357 30.518976762890816 7.6312608793377867 7.8368991166353217 4.4991524145007125 6.7684369832277289
leaf_count=971 15 418 58 27 197 115 174 51 89 79 162 58 5 547 29 109 16 111 53 146 24 61 16 82 22 287 13 52 35 12
internal_value=1.55038e-05 -0.00884193 0.00629357 -0.00452154 -0.00141041 0.000217403 0.00876055 0.0050658 0.00108252 0.0010893 -0.00746412 0.0024633 -0.013718 0.0104044 -0.00671323 -0.012482 0.00437548 0.00693253 0.00575397 0.00434399 0.00622056 -0.00122738 -0.00933078 -0.00882998 -0.0147791 -0.00894539 0.00350983 0.00108728 -0.00136788 0.00158664
internal_weight=800.384 331.992 468.392 192.16 143.586 135.256 333.136 82.9196 58.7453 121.887 52.3368 113.472 48.5745 274.39 27.9705 19.4089 97.0411 76.6153 88.9122 81.0994 73.8196 23.2109 14.0676 16.431 139.832 38.0598 52.0663 44.4351 32.12 27.6208
internal_count=4034 2462 1572 1182 759 609 963 285 242 562 324 483 423 721 153 124 374 227 316 300 247 101 77 109 1280 309 176 163 162 127
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=16 13 0 5 10 17 5 16 3 19 17 13 13 21 18 6 20 17 0 0 9 22 20 10 0 5 10 3 6 2
split_gain=220.121 45.1962 37.0805 35.63 20.0553 18.7341 17.3258 17.2749 15.9795 23.2546 25.2454 15.3864 14.91 14.9311 14.3188 13.4815 15.3828 13.7366 11.1882 10.9223 10.6667 10.6523 11.2309 19.0223 10.4754 10.2622 8.27998 20.1886 8.07532 7.64345
threshold=18.594956516900002 95.862351557400004 96.682331287150021 23.626838821450004 66.964115113200009 241.79519611995002 20.769304081650002 15.584963555600002 81.105404879350019 11.950964240300001 180.29620661735001 113.62230596715001 111.98772342380001 8.8898213993500015 13.927976454650002 16.455384477450004 39.337369931850013 199.72613295375004 85.995710218650018 94.165934477050016 227.07958281845004 -0.58559499999999998 47.927946529500012 70.727956495850009 86.479632682150012 13.716117217950002 70.206395618550019 84.643415779050017 16.375382608200002 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 2 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 21 4 15 7 12 8 9 10 25 -5 13 26 -9 18 -17 -18 28 -15 24 -3 -23 -24 -13 -4 -6 -28 -2 -20
right_child=3 2 5 11 6 -7 -8 14 -10 -11 -12 20 -14 19 -16 16 17 -19 29 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.016180276319787992 -0.010464117841712882 0.010579686616193172 0.0054970683141846175 0.016321513197084483 0.012070923966604221 0.017584541560571446 -0.020029123125801292 0.016468722754254209 0.0093670251827297161 -0.017136381996216362 0.011527135209185742 -0.0061812418340545985 -0.016517324960169423 0.0038623979578068976 -0.012246248252259503 0.013759456421356698 0.0040263510741173989 -0.015251225611007533 0.015522205418728143 -0.021118391677786712 0.016799408601845624 -0.014004822564596023 0.018844210308594692 -0.016916404644702999 0.0084504441353351282 -0.017618638698729098 0.0085123826083701917 -0.0198362387337878 0.0081367181727357227 0.0098712900840617589
leaf_weight=93.818153344094753 6.3081056028604534 3.6926453262567511 4.8974871635437003 7.7229658514261237 36.293643414974213 9.2648453861474973 5.7525382936000815 3.3526483029127112 28.682938180863857 14.558238178491591 22.43154576420784 68.268368996679783 5.8894404321908942 6.478207126259802 32.753028206527233 26.962815798819065 58.249331347644329 7.2830404490232459 80.777381092309952 5.8184628859162331 4.4149104952812186 81.249328531324863 5.1022721976041776 5.322845421731472 9.7996011674404127 10.739117957651613 19.86071448028088 5.6515986472368231 11.612301439046858 87.146205767989159
leaf_count=972 32 13 19 15 87 18 45 15 76 120 56 419 39 22 248 58 198 48 163 47 8 759 10 53 28 103 56 47 34 226
internal_value=5.92553e-06 -0.00847894 -0.00522501 0.00590541 0.00775019 -0.000532736 0.0021541 -0.00196231 0.00142029 -0.00291091 0.00252927 -0.00154041 0.00374938 0.00536011 -0.00957988 0.00947411 0.00534569 0.00188391 0.0115288 -0.00795786 -0.00321284 -0.0114579 -0.0123456 0.000585594 -0.00434458 -0.0103786 0.0080098 0.00223247 0.0015891 0.0125896
internal_weight=770.155 315.865 222.047 454.29 364.084 126.68 85.7446 117.415 81.3093 52.6264 38.0682 90.2058 79.9921 74.1026 36.1057 278.339 92.4952 65.5324 185.844 12.2967 82.4829 95.3671 91.6744 10.4251 78.068 15.6366 61.806 25.5123 17.9204 167.924
internal_count=4034 2462 1490 1572 1102 655 343 637 374 298 178 470 298 259 263 759 304 246 455 69 455 835 822 63 447 122 190 103 66 389
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=16 8 0 3 15 15 10 7 20 3 20 20 15 18 17 17 0 0 22 22 23 20 6 21 23 13 20 10 3 22
split_gain=187.561 42.2938 30.6668 25.7433 23.3186 17.7586 19.5086 16.1308 14.9552 14.8622 14.1374 11.8125 13.8608 22.6003 11.254 11.0867 15.8626 10.9946 12.9666 11.0619 10.8044 11.6819 10.6269 10.2818 9.62751 9.57359 9.22052 30.3778 8.83242 8.80025
threshold=18.594956516900002 5.9453602998000008 85.732241321850012 76.825379535700009 29.593577021650002 46.074827201850006 66.590419433100024 22.721067571950005 37.52517992975001 108.47659710545001 43.832725745850006 40.750688432250008 19.215947067900004 14.85568425095 181.79266834725004 241.79519611995002 107.57327517365 91.937202686950016 -0.073609999999999995 -0.092479999999999993 0.081765000000000018 42.198888176300009 16.455384477450004 15.285239689500001 0.080770000000000022 108.32604345015001 47.709122305950011 70.389210771400016 77.69375151185001 -0.11347
decision_type=2 2 2 2 2 2 2 2 2 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 7 15 10 6 20 9 -9 -2 11 12 -5 -14 -8 -3 -17 -16 19 25 -4 -22 29 -7 -13 -19 -1 -28 -15 -23
right_child=2 3 5 4 -6 23 14 8 -10 -11 -12 24 13 28 17 16 -18 18 -20 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.016907319822333598 0.0038570550196397224 -0.016780617750527891 0.014179379715102757 0.0088548759899917274 -0.015122804175094205 -0.012612715679823154 0.016864352296996402 0.015145879860460544 -0.019775777901792479 -0.014035816787845184 -0.017296575147840949 -0.011057364200134557 0.0057263724677237794 0.0029284112906015278 -0.012615718144457741 0.020902839850077473 -0.016700812183179148 -0.012559347777345289 0.0074252614957373763 -0.021221094999680196 0.010130066321471258 0.017308872891026037 -0.010087538643674945 0.012495636850942508 0.0089572669442234912 0.0075512098632073152 0.015714795442959915 -0.015417196967937736 -0.019446583581832842 0.00076801026191411199
leaf_weight=88.384637482464314 60.079455442726612 34.517571911215782 83.142626911401749 15.754731222987173 19.210541248321533 12.41750428080559 9.3250718489289266 2.7812005877494839 13.631299078464506 10.233466029167174 7.2829124704003325 4.9973801448941222 16.626460686326027 4.0582212209701565 9.8844342380762082 3.9367150664329511 4.5613183975219727 7.0666293650865581 43.261761158704758 6.003887131810191 127.2194024771452 8.8351284414529783 10.731624960899351 4.0818715989589682 48.09560764580965 12.082355991005896 7.5851038098335257 26.635272897779942 18.34555422514677 19.278665721416477
leaf_count=971 233 358 189 53 197 77 18 6 123 95 79 34 60 21 58 13 52 55 134 49 338 17 61 10 170 40 22 287 145 69
internal_value=1.38898e-06 -0.0083669 0.00570616 -0.00408267 -0.00112448 0.00750113 0.00818212 -0.00160681 -0.0138581 0.0012529 0.00121065 0.00246008 -0.00201075 -0.0063967 0.00261192 -0.0133234 0.000719084 0.000914516 0.00286934 -0.00496663 0.0101407 0.00811862 0.00153111 -0.00640102 0.00707339 0.000129727 -0.0145654 -0.00851665 -0.0153936 0.00596619
internal_weight=740.048 299.992 440.056 177.387 134.371 353.331 336.832 86.7254 16.4125 70.3129 115.161 107.878 54.785 39.0302 87.6241 43.0156 8.49803 78.2991 68.4146 25.1529 249.207 166.065 38.8454 16.4994 53.093 19.149 122.605 34.2204 22.4038 28.1138
internal_count=4034 2462 1572 1182 759 1115 1028 457 129 328 562 483 279 226 354 423 65 336 278 144 674 485 147 87 204 95 1280 309 166 86
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=16 13 5 3 20 18 16 10 9 20 18 18 8 22 6 19 3 2 4 21 22 20 12 22 6 20 22 20 18 10
split_gain=159.732 38.796 30.7073 26.9472 20.474 17.3905 20.8246 16.5361 16.8879 15.8506 15.7836 15.7139 15.33 14.5382 16.5812 19.7525 12.5789 10.4439 15.9414 9.62568 12.947 9.43145 8.75239 9.96252 7.90768 7.12573 15.0696 6.96573 6.93923 6.56756
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 41.942745071500006 13.843998451900001 22.624947093000003 62.111448187750007 196.26893085885004 47.927946529500012 17.957852018100002 13.036600629150001 6.2451263653500009 -0.59681499999999998 13.65531905435 13.051052998800001 92.781378539900018 82.82761181390002 169.88079978325004 0.66785492670000013 -0.12546499999999997 36.79544512155001 156.64017958600002 -0.086719999999999992 16.415383542800004 40.413896136950008 -0.054619999999999995 42.198888176300009 17.323446153950005 71.787208999250012
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 12 22 7 16 21 -4 13 -6 -5 -3 17 25 -7 18 -15 -14 -21 -9 -2 24 -24 26 -16 -25 29 -19
right_child=3 2 9 4 11 6 -8 8 -10 -11 -12 -13 19 14 15 -17 -18 28 -20 20 -22 -23 23 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.012765950985314023 0.010712438116096401 0.009268744013631109 -0.011802184305874227 -0.014047654514694894 -0.00076408282894802233 -0.023189150402837082 0.012002782874217089 0.0033916507859776414 0.0044034914246998298 0.0090094482245628039 0.01124333836786481 -0.013574371548221522 0.011893642212276477 -0.01453380680752139 -0.010404700668135201 -0.01424502914918185 0.0031439506124355198 0.00083449029369065569 0.01100646275554449 -0.01448848519103447 0.0042523597511352563 -0.013246803619868821 -0.012991004935106944 0.010015632177931576 0.0039956204429431484 0.0095392410693794678 0.0096089731796686496 0.00063349841686258115 0.00037378581058900668 -0.011487149245735564
leaf_weight=80.834787286818027 92.08522079885006 12.245856784284113 57.562641397118568 5.5355737134814254 30.861814633011818 5.5497529059648496 26.643573649227619 6.3652590960264233 89.88061336427927 4.7476160675287238 11.589838981628416 18.269406370818615 17.602720864117146 4.4330510497093192 8.6032970994710922 7.593904696404933 3.5741085857152939 5.8672910183668128 8.6316455826163274 4.8512645810842505 49.453588739037514 11.387238353490828 5.5017231926321974 38.162461146712303 8.1494535431265813 20.257801659405231 9.47431730479002 12.620147399604319 9.0185557529330236 44.535446308553219
leaf_count=972 221 34 644 58 162 46 60 22 321 14 28 162 38 45 47 77 14 43 26 32 157 82 29 93 26 55 25 49 38 414
internal_value=-5.89878e-06 -0.00634509 -0.00380781 0.00423608 2.28478e-07 0.00602373 0.00326967 0.0012768 0.00247631 -0.0102165 -0.00100062 -0.00552758 0.00350716 -0.00208667 -0.00326099 0.00188534 -0.0128736 -0.00652186 0.00234026 0.00485856 0.00257817 -0.00728099 0.00854696 0.00545219 -0.00285036 0.00508062 8.42882e-05 0.00768405 -0.00847033 -0.0100528
internal_weight=711.89 285.396 204.561 426.494 126.574 299.92 143.401 116.757 107.633 62.3103 142.251 49.1312 77.4431 130.661 118.415 45.9293 9.12386 72.486 13.0647 71.9076 54.3049 17.7525 156.519 64.4338 13.6512 38.3354 18.0776 50.7826 59.4213 50.4027
internal_count=4034 2462 1490 1572 609 963 545 485 425 658 832 324 285 804 770 204 60 566 71 227 189 104 418 197 55 127 72 142 495 457
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=16 13 0 0 20 18 6 8 23 23 9 16 13 22 15 22 20 10 2 20 18 23 15 21 22 17 23 22 5 6
split_gain=194.067 42.8594 34.1834 32.0836 24.7651 21.6346 19.8393 18.297 16.9005 17.8967 14.4 13.7134 16.9754 12.711 10.4609 10.169 11.0135 17.6021 9.87067 13.7344 12.5576 9.73619 9.59013 9.43975 12.7407 9.41357 15.3627 18.9829 8.95857 19.4012
threshold=18.594956516900002 95.862351557400004 96.682331287150021 85.995710218650018 41.942745071500006 13.036600629150001 14.845346859150002 6.2451263653500009 0.086230000000000015 0.09551500000000003 206.57490536735003 15.524963695900002 98.255079293500017 -0.58994000000000002 18.372136254200004 -0.58559499999999998 47.927946529500012 70.727956495850009 307.89447427740009 44.262924377150007 13.012604996900002 0.080515000000000017 37.274314847650004 0.66785492670000013 -0.12546499999999997 204.64886559710001 0.099465000000000012 -0.089094999999999994 13.629286330650002 13.65531905435
decision_type=2 2 2 2 2 2 2 2 2 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 15 4 7 18 10 -2 11 28 22 12 -4 -11 -15 -3 -17 -18 19 20 -6 -8 -5 -9 -25 -23 27 -27 -10 -30
right_child=3 2 8 6 5 -7 21 23 9 13 -12 -13 -14 14 -16 16 17 -19 -20 -21 -22 25 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.011621382811317749 -0.012832904720208217 0.0077667177029026018 -0.011606930484378599 -0.001505767993848373 -0.0091437468620091805 -0.014249904578610998 0.0098048084245150827 0.010840796735472825 0.010694598784593274 0.0076318206532488535 0.0059536939920167157 -0.013504628158164136 0.0040938591444755635 0.0060147656313822521 -0.0093095040193869032 -0.010018966495319432 0.013446078261240349 -0.012135691717564496 -0.014216169116611516 0.0094783675426866158 0.011267776516044083 0.0065768264766285908 -0.016581781611594175 -0.012309432628146317 0.0042570713445815997 0.0038543303465457114 0.010160189052405004 -0.016836151032415828 -0.0083193546626654444 0.0088348086671904726
leaf_weight=88.351893298327923 5.988667555153369 3.6377016305923453 10.074677668511869 28.09800086170435 12.206985592842107 17.051914595067501 76.017490118741989 18.110002942383289 21.681913480162621 8.0103279873728734 26.767152450978756 13.178275831043718 18.080553114414215 5.2077616527676609 21.315044343471527 77.217962525784969 5.0879257917404157 5.0206064209342003 4.3898291438817969 11.555981904268263 3.687164641916751 159.11775637418032 4.615386299788951 4.8147480711340895 46.332288525998592 9.5064279213547724 9.5558366030454618 7.4161284938454655 10.031061343848707 16.19521052390337
leaf_count=972 58 13 96 135 86 152 176 38 60 22 84 116 64 19 161 759 10 53 35 31 10 446 36 32 145 34 22 52 75 42
internal_value=4.37043e-05 -0.00593891 -0.00360092 0.00411636 -6.83629e-05 -0.00543923 0.00573421 0.00342143 -0.000285609 0.00225049 0.000681282 -0.00534396 -0.00152429 -0.00306881 -0.00630058 -0.00811206 -0.00877351 0.000740376 -0.000720671 0.00143753 -0.00440863 0.00688304 -0.00363278 0.00482694 0.00269758 0.00568633 0.000335026 -0.00521305 0.00608474 0.00227366
internal_weight=748.323 303.091 214.739 445.232 124.138 48.8919 321.094 75.2457 123.775 82.4413 59.4805 41.3335 28.1552 34.5331 26.5228 90.9642 87.3265 10.1085 31.84 27.4501 15.8942 261.614 32.7134 69.257 51.147 185.596 26.4784 16.9226 47.9082 26.2263
internal_count=4034 2462 1490 1572 587 314 985 273 655 379 255 276 160 202 180 835 822 63 162 127 96 730 171 215 177 554 108 86 177 117
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 10 5 16 13 0 7 18 16 19 6 20 3 13 10 20 17 0 9 23 5 0 21 20 6 19
split_gain=145.234 37.0765 24.9232 21.302 19.1667 15.4392 14.1797 13.7634 12.7959 16.4284 14.1386 12.4625 15.7784 17.43 12.2421 13.5654 12.9683 11.8149 9.75773 13.584 9.65992 12.823 9.17142 9.02003 9.92353 13.0785 11.4598 11.2893 8.8288 9.69925
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 76.825379535700009 31.385732506450001 66.964115113200009 20.769304081650002 19.974953289850003 109.34496908160001 96.163458868000006 23.109894804950002 17.323446153950005 12.604970524100002 13.051052998800001 16.455384477450004 38.804080188450008 92.703413254150021 113.62230596715001 62.00390986255001 41.385032804600009 241.79519611995002 107.57327517365 194.45262321395003 -0.25095999999999996 29.996566321350006 85.791387400750025 5.2345280387500006 38.121007182500009 16.405383309150004 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 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 5 20 11 14 7 8 9 10 -7 12 -5 -14 18 -16 -17 -4 19 -2 -3 -22 -15 -19 25 27 -26 -25 29 -27
right_child=2 3 17 4 -6 6 -8 -9 -10 -11 -12 -13 13 22 15 16 -18 23 -20 -21 21 -23 -24 24 26 28 -28 -29 -30 -31
leaf_value=-0.011973172799221981 0.0084085820662805066 -0.013775891224589776 0.013581888528940321 -0.015279959592067169 -0.014162552910649379 0.009810030774728945 -0.017122941055109316 -0.011173970679624399 0.0093214321965118599 0.0082487209116120196 -0.015287210626851191 0.0098878083646248855 0.0030606887143157916 0.0093681907109004689 0.012255746549733141 -0.012693885298333525 0.0030847953965186616 -0.013668629377124566 0.010085481047143094 -0.013873770752757954 0.016237850602270308 -0.01391420133040578 -0.015052602050097723 0.0054053319955015191 0.013273310304320256 -0.020286048226715574 -0.0076384029037736226 -0.013867281855263158 0.0063551500336001309 0.0058787804815537579
leaf_weight=109.47881154716015 10.853586710989477 30.904919050633907 6.8263903558254233 9.5992313921451551 13.43021387606859 4.1712858229875627 5.408454217016696 8.8415215462446195 35.653170369565487 14.258938685059546 12.503536254167555 17.579665578901768 72.620348028838634 2.5852392911911002 19.809731587767601 8.2788248360156995 58.875147521495819 9.0863933339714986 150.27894835919142 5.8764968514442435 3.8579209297895423 4.0063652098178864 12.524685278534887 5.3727273792028454 11.608589112758638 4.3584002032876041 5.3274079561233512 20.003176592290401 19.12766507267952 3.6088986769318581
leaf_count=1280 30 358 15 106 162 10 45 54 93 37 104 46 303 12 45 54 205 84 392 33 13 52 130 19 27 34 38 181 59 13
internal_value=8.86677e-06 -0.00663353 0.00438182 -0.00313535 -0.000818918 0.00583319 0.0013401 0.00266395 0.00450138 -0.00105405 -0.00900902 0.000740643 -0.000911519 0.000660641 0.0072633 0.00367177 0.00113958 -0.00131364 0.00913346 0.000581832 -0.0108035 0.000877253 -0.0108743 -0.00260908 -0.00116122 -0.00369706 0.0066953 -0.00978678 0.00200629 -0.00843433
internal_weight=696.717 276.587 420.129 167.109 128.339 334.81 80.8369 75.4285 66.5869 30.9338 16.6748 114.909 97.3295 87.7303 253.973 86.9637 67.154 85.3196 167.009 16.7301 38.7692 7.86429 15.1099 78.4933 69.4069 52.4709 16.936 25.3759 27.095 7.9673
internal_count=4034 2462 1572 1182 759 1102 343 298 244 151 114 597 551 445 759 304 259 470 455 63 423 65 142 455 371 306 65 200 106 47
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=16 13 0 3 20 10 16 9 23 23 16 13 23 16 6 21 20 15 17 23 20 9 20 10 22 23 17 22 9 7
split_gain=147.655 38.2834 27.4743 25.4648 17.9625 17.5905 14.2066 13.57 13.4643 16.4759 13.4278 15.0072 12.6685 12.3427 13.2899 14.9082 13.8525 11.6996 11.5036 10.9053 9.97134 9.89776 9.50866 16.3992 10.8957 9.36599 15.9925 9.22726 9.22049 8.86065
threshold=18.594956516900002 95.862351557400004 96.682331287150021 93.499196860750018 41.942745071500006 66.964115113200009 22.604947139800004 95.611857730950007 0.086230000000000015 0.10065000000000003 15.524963695900002 98.255079293500017 0.049900000000000007 19.974953289850003 14.845346859150002 6.9016076392500008 40.413896136950008 46.683480308100009 187.77231677760003 0.081765000000000018 42.402981339000007 192.57902085675002 47.927946529500012 70.727956495850009 -0.58559499999999998 0.09117500000000002 195.76335783930003 -0.073609999999999995 186.16747084260001 25.350214218950004
decision_type=2 2 2 2 2 2 2 2 2 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 22 5 7 17 12 -5 10 21 11 -4 -6 14 15 16 27 19 -14 -2 -19 -10 24 -24 -3 -23 -27 -7 -9 -15
right_child=3 2 8 4 6 13 -8 28 9 -11 -12 -13 18 29 -16 -17 -18 20 -20 -21 -22 25 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.015104390415025261 0.013712208705635276 0.010775324181819063 -0.015083630750205326 -0.016495764543277388 -0.0087854211087542069 -0.015269995471445851 -0.014592009189318186 0.012403026963230862 0.01904650441834364 -0.0066762221566397236 -0.017829086376180959 0.0056075430264475451 0.01813383556258992 -0.020825180891550464 0.0098702081990053852 -0.020407037710350105 0.012443504834939884 -0.021282584606747604 -0.0073421128281635573 0.0073919451472783202 0.0084385397059514953 0.010232718419747953 0.018237868946535507 -0.015930727509203726 -0.012835722126477484 0.0091683654201972706 -0.011816566696459974 0.002368008395761258 0.0022027199274383845 0.0055939985657845453
leaf_weight=78.016166105866432 71.563887238502502 3.5070737600326529 9.0234135612845439 5.1844554767012587 14.102016590535642 8.3332421332597697 20.401609018445015 22.105631448328495 9.1209660992026311 22.348133251070976 12.334644958376883 17.802152283489704 8.4778198823332769 6.4406250417232496 33.254610098898411 5.9398377239704123 13.345637969672678 3.9568000212311736 4.7101405709981909 133.89375358819962 3.7615834176540375 22.794362813234329 5.0851945579051954 4.5435394421219826 69.587270893156528 12.35164510458708 12.464614994823931 12.926676653325561 48.035763368010521 3.2695884257555008
leaf_count=972 169 13 96 58 98 69 174 51 31 146 116 64 17 49 89 53 30 29 35 404 12 65 10 53 759 37 100 48 176 11
internal_value=3.61953e-05 -0.00733355 -0.00431682 0.0049349 -6.4829e-05 0.00700798 -0.00634157 0.00390921 -0.000274609 0.00282911 -0.00654223 -0.00135242 -0.000173659 0.0019232 0.00374585 -0.00127724 0.00200628 0.00899991 0.00903498 0.00959338 -0.00679788 0.00657352 -0.0100945 0.00211463 -0.0117029 0.00418402 -0.00137186 -0.00454555 0.00541743 -0.0119294
internal_weight=698.683 278.979 200.963 419.704 123.017 296.686 47.6916 75.3259 118.24 79.0797 39.1602 26.8256 27.29 83.5102 73.8 40.5454 34.6056 213.176 13.188 205.458 7.71838 56.7316 82.7231 9.62873 73.0943 47.6106 24.8163 21.2599 70.1414 9.71021
internal_count=4034 2462 1490 1572 609 963 324 285 655 379 276 160 150 349 289 200 147 614 52 573 41 233 835 63 772 202 137 117 227 60
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=16 13 5 3 20 20 18 16 18 10 9 18 22 6 19 9 23 22 22 20 12 22 21 6 4 20 17 10 5 8
split_gain=151.803 38.9306 28.4204 26.2536 18.7694 18.6586 17.1587 20.3092 15.627 15.0773 15.8411 14.5247 14.5078 15.7654 18.4668 13.9333 11.7798 10.7064 15.2585 9.45741 9.18743 9.70896 8.87633 8.01865 7.81202 10.9124 11.0526 7.8086 18.2513 8.90305
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 47.927946529500012 41.942745071500006 13.843998451900001 22.624947093000003 17.957852018100002 62.111448187750007 196.26893085885004 13.036600629150001 -0.59681499999999998 13.65531905435 13.051052998800001 95.611857730950007 0.10040500000000002 0.04932000000000001 0.11704500000000002 36.79544512155001 156.64017958600002 -0.086719999999999992 0.66785492670000013 16.415383542800004 387.60063489055005 44.262924377150007 187.51563899930002 61.622148808000013 31.312564341900003 8.6432548896500023
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 -4 15 20 9 12 16 19 24 -3 17 -15 -5 -8 -14 -19 -11 -2 23 -17 -22 25 26 -7 28 29 -24
right_child=3 2 4 5 -6 11 7 -9 -10 10 -12 -13 13 14 -16 22 -18 18 -20 -21 21 -23 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014450335888739556 0.012153359599417501 0.010503802176014959 -0.013295414978099456 -0.015790646203348128 0.012209715330773247 -0.012965706093119738 -0.024442162026104521 0.013584700240442876 0.012779993141939479 0.0041462251939113782 0.0048707823116896755 -0.015112649068857819 -0.010874589301752684 0.0054796640698967867 -0.016056046117958064 0.013094506445302011 0.0048446545845534676 0.009839945318150304 -0.0094708621705599499 -0.014873183799386583 -0.015098335878488798 0.0085239348232840576 0.0016489308301559931 0.0044756511012166277 -0.017104028715682531 0.011217424470385977 0.0093822229762322087 0.0055470106751063205 0.016826175167423907 -0.023353618956883933
leaf_weight=79.074025541543961 91.959598258137703 12.383613802492617 56.113889053463936 5.25434536486864 4.865753509104251 9.8720600530505234 5.8971627131104452 26.051829785108566 11.573655299842356 6.3261425197124508 89.040882669389248 17.70113318413496 46.414140358567238 38.604395315051079 7.3563583418726912 16.951074481010437 3.3373984098434448 11.468410678207876 14.226212903857229 11.311453640460966 5.4205442294478408 50.119152694940567 3.3998043239116651 8.1022783219814283 3.9878363460302344 10.759418219327925 5.266227811574935 39.891993589699268 4.0672595500946036 6.3157088607549667
leaf_count=972 221 34 644 58 14 78 48 60 28 22 321 162 403 127 77 38 12 42 121 82 29 142 12 26 35 31 18 122 7 48
internal_value=3.63886e-05 -0.00703524 -0.00414695 0.00477418 -0.0112603 -5.49934e-05 0.00677791 0.00364616 -0.00109282 0.00141244 0.0027343 -0.00617012 -0.0023236 -0.00366899 0.00203271 0.00377998 -0.0138578 -0.00730314 -0.000851772 -0.00805142 0.0096352 0.00599658 0.00523597 -0.00337047 -0.00087348 0.00162577 -0.00519143 0.00275416 -0.00532928 -0.0146043
internal_weight=703.114 282.08 203.006 421.033 60.9796 123.467 297.566 141.965 142.027 115.913 106.678 47.5867 130.453 118.07 45.9608 75.8802 9.23456 72.1088 25.6946 17.6376 155.602 63.642 70.6258 13.5228 29.8855 25.8977 15.1383 53.6748 13.7828 9.71551
internal_count=4034 2462 1490 1572 658 609 963 545 832 485 425 324 804 770 204 285 60 566 163 104 418 197 227 55 162 127 96 189 67 60
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=16 8 3 3 20 15 10 8 18 20 23 15 20 15 6 20 15 17 20 16 18 22 22 9 14 5 3 2 20 18
split_gain=190.343 42.3703 31.79 25.5361 23.2134 22.8345 19.9047 17.0236 15.7783 13.8643 13.7027 12.4269 12.0956 11.5582 10.8045 13.3563 15.4494 10.6608 10.334 9.84238 9.80306 10.148 11.0052 9.78431 9.67322 9.48203 25.4942 9.48189 13.6283 10.6968
threshold=18.594956516900002 5.9453602998000008 93.499196860750018 76.825379535700009 41.942745071500006 29.593577021650002 66.964115113200009 6.2451263653500009 13.036600629150001 43.832725745850006 0.12535000000000004 29.037712645600003 38.244973486750006 46.683480308100009 16.455384477450004 41.243661560350013 37.050691080100002 173.77968723070003 42.402981339000007 17.874958200600002 13.910998540000001 -0.073609999999999995 0.086310000000000026 186.16747084260001 179.09836080685002 29.996566321350006 94.972471916200007 307.89447427740009 44.262924377150007 13.012604996900002
decision_type=2 2 2 2 2 2 2 2 2 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 19 7 9 13 -4 27 10 12 -8 24 14 -2 -16 -17 -14 -15 -3 -13 -22 -23 -9 -5 26 -25 28 29 -6
right_child=2 3 4 5 8 -7 11 23 -10 -11 -12 20 17 18 15 16 -18 -19 -20 -21 21 22 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014205928788841774 0.012486972909917961 -0.014502711904864832 -0.017516199278320103 0.0062078584519516238 -0.0124549058345663 -0.014787003779287523 0.0088177312557934234 0.013616065418729173 -0.016774866228949012 -0.016898485690875882 -0.020780295837781317 0.015685972195266761 -0.010050766866034011 -0.021242884124369182 0.010847220568280363 -0.021947844400451201 0.0040850229788112133 0.0064846957035336363 0.0097104766354998203 0.015522568631154888 -0.011250223329683361 0.0076145356477156246 -0.010228797173230638 0.0055031791107664442 -0.016354568903735395 0.017333572429317178 -0.021570821404262929 -0.019547177309799962 0.013068115214155291 0.013880236886673166
leaf_weight=121.45432639122009 163.45572114735842 40.28513976931572 5.7765566855669013 5.4310256764292708 11.948909595608717 18.92637038230896 34.726324625313282 23.321238271892071 18.677503228187561 7.2368359863758078 4.4555680081248275 5.3268318325281134 7.6809264793992034 3.9260093197226515 33.944370947778225 5.5676336586475399 15.727251373231409 83.364923484623432 3.8566397577524185 2.0704819262027732 18.538600668311119 18.41915795207024 9.4252822324633581 35.314034640789032 9.2911065369844419 7.2145971506834021 7.6288530305027953 4.3557634577155104 11.265916801989077 3.6263375058770171
leaf_count=1280 391 418 58 24 86 197 98 51 162 79 35 11 58 29 85 45 52 291 12 5 129 55 56 111 75 13 52 35 31 10
internal_value=0.000168176 -0.0080849 0.00577293 -0.0039257 0.000166301 -0.00109676 0.00808661 0.00468352 -0.007012 0.00110914 0.00229145 0.00260359 0.00326337 0.0101792 0.0107516 0.00561649 -0.00272138 0.00508971 -0.00590415 -0.013035 -0.00156958 -0.00355128 0.00157461 0.00642876 -0.00803124 0.00308695 0.000693452 -0.001167 0.00181573 -0.00632337
internal_weight=742.24 300.197 442.044 178.742 129.13 136.387 312.914 79.2553 49.8744 117.46 110.224 86.4362 105.768 226.478 218.695 55.2393 21.2949 91.0458 7.78265 42.3556 51.7099 46.383 27.8444 73.4787 14.7221 50.1575 42.9429 31.1969 26.8412 15.5752
internal_count=4034 2462 1572 1182 609 759 963 285 324 562 483 349 448 614 573 182 97 349 41 423 251 240 111 227 99 176 163 162 127 96
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 15 7 19 17 20 6 20 13 17 10 16 20 17 9 17 19 0 0 2 20 20 15 7 18
split_gain=297.28 55.3466 47.2474 29.0734 27.297 25.5057 20.1086 18.689 29.6166 21.0471 18.3535 17.744 20.5971 17.3602 17.2545 13.7762 27.6608 21.2575 12.55 12.4927 12.4003 11.6419 11.2254 10.45 10.3642 22.9198 20.6171 16.5701 9.13823 7.73759
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 103.48144189910001 31.385732506450001 66.964115113200009 30.046989284200006 28.8637720374 13.051052998800001 168.81379805985003 35.419594101850009 16.465384711100004 38.804080188450008 113.62230596715001 198.49975298390004 71.015621515800021 15.584963555600002 38.244973486750006 197.91512403570002 227.07958281845004 200.11066131620001 12.551012654050002 86.692020874450009 85.995710218650018 315.94243452415003 48.226196960950006 41.674196414850009 43.216642080150002 24.786990758350004 11.862896247150001
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 7 11 20 8 9 -3 -8 23 -13 -4 -14 -11 17 -17 -12 22 -7 -18 24 -2 25 26 27 29 -20 -15
right_child=2 3 13 -5 -6 6 10 -9 -10 15 18 12 14 19 -16 16 21 -19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010085777905337457 0.0023482909088164503 -0.0091239446799346174 0.011274463536182484 -0.010360748008405054 -0.011601545121424455 0.0080837613088105397 0.010378171570223875 0.012523438349665034 -0.010151024999303935 0.013831340403295962 -0.013436820900327632 0.010956817597395174 0.0032844049880656179 0.0037035180635842046 -0.0094453231653958986 -0.0091651541737076472 0.0049305796168697749 0.0060122839104652746 -0.0089090858294109676 0.011843996407600917 -0.0027462602551720258 -0.01227380344974878 0.0073285700411369501 0.0092368730461042138 -0.013083268297037404 0.012208785793627202 -0.01088558521747713 0.0039373991613244749 0.0023963734242395409 -0.012752055398595443
leaf_weight=152.39582403749228 18.776816003024578 13.586374513804911 8.2549692690372449 33.58718578517437 17.706935465335846 37.324468739330769 6.9185274839401236 8.6886963844299299 21.890122428536415 7.7850378155708304 10.374237067997454 24.054490275681019 57.672711215913296 2.9312627092003813 9.641999885439871 8.1564368680119497 3.9558877721428898 58.569597244262695 8.848167762160303 4.7245006561279288 10.512447193264959 13.346949107944964 7.5888580679893485 189.637580268085 8.4807282239198667 7.1046661734580985 23.789087370038033 23.86149737238884 14.86677150428295 9.0963175147771818
leaf_count=1360 67 108 15 304 162 91 14 14 164 14 75 44 187 10 59 53 17 171 61 8 47 95 19 402 67 12 188 74 55 77
internal_value=0.000173443 -0.00614438 0.00460305 -0.00293702 -0.00131461 0.00596898 0.00182402 2.49332e-05 -0.0008282 0.00110802 -0.00270188 0.0071974 0.00396096 -0.000936224 0.00146103 0.00262211 0.00158361 0.00415703 -0.00535652 -0.0020872 0.0057038 -0.00834042 -0.0028816 0.00861626 -0.0039111 -0.00274632 -0.00452673 -0.000311753 -0.00182175 -0.00874164
internal_weight=824.129 339.669 484.46 187.273 153.686 388.628 88.8446 135.979 127.29 105.4 41.0077 299.784 91.3692 95.8319 67.3147 91.8139 84.0289 66.726 34.0892 87.5769 47.8369 17.3028 82.8524 208.414 75.2636 66.7828 59.6782 35.8891 23.7149 12.0276
internal_count=4034 2462 1572 1102 798 1102 343 636 622 458 205 759 290 470 246 350 336 224 191 455 138 112 447 469 428 361 349 161 116 87
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=16 13 5 5 20 10 18 6 19 5 6 20 0 10 21 21 10 19 17 2 20 20 0 0 20 0 10 2 10 3
split_gain=156.37 38.3218 29.1123 26.1268 16.8351 15.4894 15.1983 17.2992 18.9464 14.6221 12.2677 13.4432 11.9605 11.847 12.1824 11.6548 11.3472 15.4216 10.9623 10.8129 13.8557 16.8778 10.2503 10.1246 8.86625 8.79919 8.72129 7.73767 7.07924 17.6906
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.626838821450004 47.927946529500012 66.964115113200009 17.323446153950005 13.65531905435 13.051052998800001 20.769304081650002 16.455384477450004 39.337369931850013 86.692020874450009 67.649671936450019 8.8898213993500015 5.9696025344000008 81.479100559500012 11.950964240300001 199.72613295375004 315.94243452415003 48.226196960950006 41.872294782850005 75.462331263550013 85.995710218650018 35.171584490050009 94.165934477050016 70.641925835650014 227.66379729560001 70.206395618550019 84.643415779050017
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 10 7 15 -9 13 23 -12 19 -7 28 16 17 -3 -13 20 21 22 -5 -2 -24 -16 -17 -8 -15 -30
right_child=3 2 4 12 -6 9 27 8 -10 -11 11 18 -14 14 25 26 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.014110786152210909 0.00084670876667016913 0.0099058428313109296 -0.013012565502368284 -0.015084710982500013 0.010662468074314372 -0.012661175862752004 0.012435600305897989 0.0057842283855693661 -0.015453295555398939 -0.017681384257736521 0.011679283083160782 0.0028552938449322956 0.010486518340575185 0.01044630460619958 0.0028935336896906945 0.0093100026859311343 -0.015106503794025644 -0.0070298626456668963 -0.013433118859174984 -0.016906568416391692 0.015599164866250757 -0.012865063635010693 0.01553714680348083 0.010660018204908129 0.00036254804920122098 -0.018426693310036067 -0.014599349972485633 -0.0030140151625511536 0.0072804097246696609 -0.01781624630732204
leaf_weight=79.003377705812454 17.371528930962086 14.806969501078127 56.420838043093681 5.0901915654540053 4.8387728556990615 6.5222756564617148 16.427238956093792 42.238759957253933 7.311769224703311 5.4164741411805144 24.714623302221298 56.485262967646122 11.145240217447279 33.328900255262852 6.2513590902090055 2.4711782708764103 8.4195849224925023 17.297878123819828 6.8770982921123496 7.5079362094402304 6.3684020340442649 18.769360452890396 7.1367668807506552 152.93268389999866 28.639240063726902 5.3137249052524567 26.95603546500206 6.8014406338334075 19.151268221437935 5.3266247883439055
leaf_count=972 66 42 644 57 14 43 39 135 77 45 58 198 28 83 22 11 96 142 48 67 12 179 14 389 113 47 257 33 56 47
internal_value=0.000105199 -0.00690802 -0.00411846 0.00478224 -0.0111425 0.00629111 -0.00110376 -0.00285621 0.00265038 0.00165435 0.00775027 0.00405952 -0.00127221 0.00303432 0.00450999 -0.00675682 -0.00251988 0.000780997 0.00108741 -0.00305497 -0.00147935 -0.00330315 0.00108853 0.00965903 0.00338965 -0.00690232 -0.0125915 0.0079119 0.00679319 0.00181914
internal_weight=707.343 282.994 203.99 424.349 61.2596 339.692 142.731 119.502 49.5505 81.3106 258.381 88.077 84.6571 75.8942 69.3719 69.9516 40.5244 32.1048 63.3624 73.5119 66.004 59.6356 40.8662 170.304 35.776 11.5651 29.4272 23.2287 57.8068 24.4779
internal_count=4034 2462 1490 1572 658 1102 832 760 212 343 759 304 470 298 255 548 280 184 246 442 375 363 184 455 127 69 268 72 186 103
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 15 20 7 19 17 6 20 17 0 21 10 16 20 17 20 5 23 17 19 0 15 2 6 5
split_gain=251.603 49.1154 40.1017 25.9065 24.0107 22.2587 17.6179 17.2093 16.5225 25.3422 18.3654 15.9395 18.9502 16.7193 15.6348 14.0117 12.7706 25.4985 19.575 12.0994 11.9158 11.7133 19.9848 11.3654 10.9536 10.4342 8.7525 10.9709 7.44761 7.02914
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 103.48144189910001 31.385732506450001 66.964115113200009 30.046989284200006 35.419594101850009 28.8637720374 13.051052998800001 168.81379805985003 16.465384711100004 38.804080188450008 199.72613295375004 86.692020874450009 2.0976681454000006 71.015621515800021 15.584963555600002 38.244973486750006 197.91512403570002 41.685324604100011 29.996566321350006 0.093325000000000033 200.11066131620001 12.551012654050002 85.995710218650018 36.124429763000009 119.01310915410001 16.375382608200002 24.458659404000002
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 8 11 23 -8 9 10 -3 25 -13 -14 15 21 -12 18 -18 -9 29 22 -4 -7 -19 28 27 -21 -2 -17
right_child=2 3 14 -5 -6 6 7 19 -10 -11 16 12 13 -15 -16 20 17 24 -20 26 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.007459380950196247 -0.0046241530817387718 -0.0068216728909718674 -0.0073543863533123872 -0.007737528993860425 -0.008693554713800988 0.005936813605056432 0.0078697324602669157 -0.010217063277389953 0.0093762626674193331 -0.0074592896806427479 0.010258082983539262 0.0081561585399210091 0.0021304827510548849 -0.0092384905024552946 0.006574940069121165 0.0036821797559443 -0.0069234977538177381 0.0036306893328635959 0.0044004948354965465 -0.0060442339153107026 -0.0066140547266993078 0.0075223254940613993 0.0064673068937414124 -0.0021183890338552693 -0.0092767514167528525 0.0067916044912949046 -0.010370130509479259 0.0045778377907583828 0.0045136730052576903 -0.0047256042109214656
leaf_weight=143.12030040472746 6.2528620585799244 12.882010675966738 11.029305055737501 31.41240020096302 16.445188991725445 36.344327718019485 6.8001471906900397 10.145727664232252 8.2207373380660993 20.739951126277447 7.691372722387313 23.03423935174942 59.74553906917572 6.6645812243223181 11.94566425681114 11.242090389132501 8.0626171007752401 3.9610253274440792 57.807035185396671 7.196878679096705 30.814352639019489 10.889668270945547 8.6532653793692571 10.45441861450672 13.214197523891924 180.94829497486353 4.0795306786894789 12.058927893638609 12.202088952064512 7.811589688062667
leaf_count=1360 32 108 84 304 162 91 14 75 14 164 14 44 200 46 28 33 53 17 171 50 236 26 22 47 95 402 32 34 35 41
internal_value=0.000135978 -0.004481 0.00332584 -0.00211859 -0.000934186 0.00431348 0.00129625 -0.00200454 2.82914e-05 -0.000589659 0.000785348 0.00522309 0.00283514 0.000989551 -0.000692959 -0.00177227 0.00186533 0.00108802 0.00301441 -0.00401005 -0.00399709 0.00185676 -0.0012778 0.00413735 -0.00629998 0.00629424 -0.00131136 0.000607827 0.00141762 0.000235173
internal_weight=791.87 323.557 468.313 180.437 149.024 375.928 87.08 40.2812 132.579 124.358 103.618 288.848 89.4444 66.4101 92.3859 80.4403 90.7362 83.0449 65.8697 33.4811 49.868 30.5722 19.6826 46.7987 17.1752 199.403 23.3353 19.2558 18.455 19.0537
internal_count=4034 2462 1572 1102 798 1102 343 205 636 622 458 759 290 246 470 442 350 336 224 191 310 132 106 138 112 469 116 84 67 74
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=16 8 0 3 15 15 10 7 18 16 19 3 20 16 6 21 20 10 16 20 22 6 20 20 21 22 16 20 10 3
split_gain=168.343 39.3349 28.0695 22.8491 20.402 16.2569 17.7468 14.4889 12.6348 15.989 16.589 12.4692 12.1797 12.1272 12.5919 14.3146 13.3681 10.0404 19.6487 16.321 17.9091 10.0198 11.0103 12.031 9.78817 9.33145 8.93133 8.3922 25.9235 8.268
threshold=18.594956516900002 5.9453602998000008 85.732241321850012 76.825379535700009 29.593577021650002 46.074827201850006 66.964115113200009 22.721067571950005 17.323446153950005 12.604970524100002 13.051052998800001 108.47659710545001 37.52517992975001 19.974953289850003 14.845346859150002 6.9016076392500008 40.413896136950008 71.015621515800021 15.969962655300002 40.844669808050007 -0.054619999999999995 16.465384711100004 42.198888176300009 42.824128352900011 15.285239689500001 -0.073609999999999995 17.874958200600002 47.709122305950011 70.389210771400016 86.057544755650014
decision_type=2 2 2 2 2 2 2 2 2 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 7 26 8 6 21 11 9 -5 17 -2 -9 14 15 16 25 -11 19 20 -19 -4 -23 -24 -7 -8 -3 -1 -29 -15
right_child=2 3 5 4 -6 24 13 12 -10 10 -12 -13 -14 29 -16 -17 -18 18 -20 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.011672041515034495 0.0024997863921443976 -0.010144976226252964 0.0082510124748824028 -0.012381209516999617 -0.010358817522383455 -0.0087050615002606403 -0.011078897902617775 0.0095862146630726515 0.0082042541326600455 0.012936250269797821 -0.0089068766337588329 -0.0094132343669949721 -0.01352089240478683 0.0043459377415616413 0.0075044776257323607 -0.014537478276332432 0.009368421899906226 -0.0082696460664796068 -0.011829696915484305 0.0096824373690082965 0.006126552320985401 0.0056598847015198765 -0.017385272602662458 0.0026593859994804877 0.008789022913799318 0.0021647171930258527 0.010667024680469865 0.0099695446566853869 -0.010597068471248873 -0.014811909016255875
leaf_weight=81.707724966108799 59.307112082839012 38.107293151319027 171.92140302807093 9.7648636624217016 17.911240786314011 12.00451295822859 8.1575232818722689 2.5754534304141989 17.991281479597092 7.8012834563851348 14.137700855731962 9.566688694059847 12.613923490047453 3.1566139310598356 33.611968465149403 5.8413886725902548 13.506228432059286 15.959228157997122 9.1627578288316709 23.158606559038162 16.456762008368976 61.755824878811836 4.3202995955944052 8.0178993940353376 3.9972386658191672 12.839908711612228 2.0366591960191718 7.4732276722788802 24.866582170128822 6.3834302946925163
leaf_count=971 233 418 436 106 197 77 68 6 46 17 128 95 123 10 89 53 30 91 67 54 53 179 30 35 10 48 5 22 287 50
internal_value=0.000140969 -0.00560744 0.00397525 -0.0026902 -0.00074921 0.00519614 0.00565899 -0.0010428 0.000754908 -0.000634781 0.000688559 0.000845047 -0.00960294 0.00180173 0.00312711 -0.000519732 0.00185344 0.0025587 0.00130813 0.00347421 -0.000961068 0.00696814 0.00399147 -0.00435938 -0.00433504 -0.00298044 -0.0090891 -0.0100195 -0.00584444 -0.00847295
internal_weight=716.113 286.535 429.577 172.488 132.344 345.514 329.512 84.0632 114.432 96.4412 86.6763 68.8738 15.1894 83.4971 73.957 40.345 34.5037 72.5386 64.7374 55.5746 32.416 246.015 74.094 12.3382 16.0018 20.9974 40.144 114.048 32.3398 9.54004
internal_count=4034 2462 1572 1182 759 1115 1028 457 562 516 410 328 129 348 288 199 146 282 265 198 144 680 244 65 87 116 423 1280 309 60
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=16 8 0 0 20 15 18 10 9 15 7 17 17 15 10 16 0 16 6 21 20 8 16 7 21 9 5 3 22 20
split_gain=145.553 36.132 24.3912 20.5083 18.5923 17.3411 17.0773 15.2313 13.4222 12.0096 11.6975 15.5722 11.8639 12.4523 16.8219 11.4976 11.4259 10.9164 11.5965 12.9354 12.4215 10.5358 10.4583 9.27134 9.08826 9.07235 9.11696 20.5704 8.77064 8.53407
threshold=18.594956516900002 5.9453602998000008 85.995710218650018 103.48144189910001 41.942745071500006 31.385732506450001 13.036600629150001 66.964115113200009 95.611857730950007 46.683480308100009 28.8637720374 214.03087950770001 168.81379805985003 20.729785921300003 71.015621515800021 16.344961778400002 98.142164052000012 19.974953289850003 14.845346859150002 6.9016076392500008 40.413896136950008 8.9430209551500024 15.404963976500001 25.987500066900001 9.1912342607000017 186.16747084260001 29.996566321350006 94.972471916200007 -0.073609999999999995 47.709122305950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 4 5 8 10 -6 9 -2 21 11 12 -3 -14 -15 16 22 18 19 20 28 -4 -16 -18 -11 -10 27 -27 -9 -1
right_child=2 3 7 -5 6 -7 -8 17 25 24 -12 -13 13 14 15 -17 23 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.017268445541861157 -0.018230499430358774 -0.012837514380865906 0.011135553927381258 -0.014361464689009146 -0.0010438333987710774 -0.017330020118282469 -0.02006552800177315 -0.016428270443459573 0.013890856654338738 -0.022172809467842416 0.018625823623800414 -0.017051883928830554 0.01057602152699714 0.017480049360047524 -0.0077189465910780181 -0.01478343743689936 -0.021465862138371542 -0.012387613586788219 0.010742113030268976 -0.021463997336670277 0.013513499818885248 -0.0051712433390390476 0.013725750427384881 0.0007502324153194843 0.0094207694509241859 0.0050109195414494443 0.018089837720514135 -0.021985273808185379 0.0029480100161291397 -0.0081981249274174078
leaf_weight=76.462784379720688 5.0988894551992408 11.644095934927462 201.48558004200459 31.712853506207466 29.985457718372345 13.003457650542257 15.009107314050196 8.0881268382072413 22.158877789974213 4.2848246917128554 7.0000474452972403 11.216006882488726 29.387490600347519 9.0184925645589811 7.0407804772257832 15.082992456853388 7.165609739720824 9.3351385071873647 32.785894565284252 5.6006543636322013 13.116968013346193 8.7619839385151845 15.276884883642195 8.9575268477201444 3.5104960799217224 30.61529228836298 6.7540073543786994 7.4341480806469908 12.763309054076675 30.854168079793453
leaf_count=971 58 117 555 381 162 162 152 69 51 33 14 88 90 25 32 131 59 60 89 53 30 38 38 45 10 99 13 52 48 309
internal_value=0.000171604 -0.00807373 0.00558865 -0.0038283 -4.67052e-05 -0.00135016 -0.00738901 0.00778945 0.00453779 0.00979811 0.000356005 -0.000758114 0.00100634 0.00275984 -0.000912842 -0.00401195 0.000214448 0.00242803 0.00433952 -0.000965498 0.00241426 0.010456 0.00696037 -0.00912327 -0.00794515 0.00627149 0.00250311 -0.000263631 -0.00456791 -0.0146607
internal_weight=690.612 273.823 416.789 166.506 117.056 134.793 44.9946 299.733 72.0612 218.043 121.79 114.79 103.574 91.9298 62.5423 53.5238 38.4408 81.6901 72.355 39.5691 33.9684 210.248 22.3177 16.1231 7.79532 66.9623 44.8034 38.0494 20.8514 107.317
internal_count=4034 2462 1572 1182 587 801 314 985 273 636 639 625 537 420 330 305 174 349 289 200 147 593 70 104 43 215 164 151 117 1280
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=16 13 0 3 20 23 18 2 16 23 17 17 0 23 9 3 22 23 20 15 18 17 22 22 13 21 16 10 15 20
split_gain=123.988 34.4963 24.3458 20.9147 15.7211 15.1752 13.6752 19.6647 13.4453 11.7594 11.5258 11.82 11.1312 10.8168 14.8447 11.0461 11.129 10.6232 14.4761 12.9813 15.8286 10.187 9.06097 8.30694 7.6894 7.15321 7.11476 6.63433 7.41361 6.59
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.499196860750018 41.942745071500006 0.080770000000000022 13.843998451900001 78.595990734650016 22.604947139800004 0.049900000000000007 241.79519611995002 214.03087950770001 75.462331263550013 0.093325000000000033 197.02865361825005 92.216802332500023 -0.082334999999999992 0.079355000000000023 40.563919884450009 19.215947067900004 14.829319678250002 187.77231677760003 0.066710000000000019 -0.58559499999999998 116.58229836875002 0.66785492670000013 17.684958644900004 65.536543845950021 30.243446395250004 47.927946529500012
decision_type=2 2 2 2 2 2 2 2 2 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 23 5 12 27 -7 -8 9 24 11 17 -5 14 -9 22 -17 -4 19 -19 -21 -11 -16 -3 -6 -14 -13 -2 -29 -25
right_child=3 2 10 4 8 6 7 13 -10 21 -12 26 25 -15 15 16 -18 18 -20 20 -22 -23 -24 29 -26 -27 -28 28 -30 -31
leaf_value=-0.013915549357710673 0.012879855327212208 0.0096536067402206993 -0.0078650399042702913 -0.014884576832263548 0.0014818893863966706 0.0074932472216223825 -0.022451129862695804 -0.021280040128158297 -0.01329128821728507 0.016741999466576538 0.014200480082833951 -0.01807178863652328 0.012046512321264736 0.007179984557820554 0.0063545543096420673 0.00033378868467396928 -0.028386607865627526 0.0072040055130211129 0.0071218936731121769 0.0075021883991558801 -0.014859702847345981 -0.0063996800991760108 -0.011116093964275982 -0.011849651921471884 -0.016955990012729662 0.0026823343632970029 0.0024766532645286886 0.0098340635108755715 -0.0045050936947579256 8.3779856433617857e-05
leaf_weight=70.393558345735073 59.701665803790092 3.3001578524708739 20.317490577697754 4.6408937349915496 6.9251999482512492 103.08944196254015 5.1769284531474105 5.19228272140026 19.682048998773098 8.3779678493738157 7.7747824788093558 9.436763718724249 16.341750048100948 39.391614861786366 30.841048121452332 4.8295677229762077 3.6012500748038274 11.551618002355097 41.806697748601437 6.6724221035838154 17.623424209654331 4.4552119001746169 5.3225055634975424 59.756680123507977 6.9088317975401878 52.690707787871361 3.5440383553504935 17.692360877990726 8.0087837949395162 8.0261069834232313
leaf_count=972 149 12 172 58 30 305 49 48 174 17 18 86 40 136 104 24 30 42 169 25 162 35 32 724 68 187 22 49 37 58
internal_value=0.000131033 -0.00652237 -0.00378051 0.0044283 0.000103197 0.0062636 0.00437989 0.000978343 -0.00553906 0.000182558 -0.000353873 -0.00137374 0.00365285 0.00233846 -0.0014922 0.000811771 -0.0119342 9.53523e-05 0.00217812 -0.00358751 -0.00871841 0.00870805 0.00378325 -0.0095039 -0.00772614 0.00489908 -0.0124616 0.0106186 0.00536581 -0.0104366
internal_weight=663.074 260.204 189.81 402.87 120.023 282.847 197.445 94.3552 46.3493 26.6672 118.727 110.952 73.6734 89.1783 49.7867 44.5944 8.43082 97.9717 77.6542 35.8475 24.2958 12.8332 36.1636 71.0829 13.834 69.0325 12.9808 85.4028 25.7011 67.7828
internal_count=4034 2462 1490 1572 609 963 728 423 324 150 696 678 285 374 238 190 54 570 398 229 187 52 136 794 98 227 108 235 86 782
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=16 13 5 5 20 18 6 19 10 5 6 2 0 21 10 19 13 20 15 21 0 23 20 10 18 21 9 22 7 7
split_gain=150.043 37.371 28.018 25.9663 17.5856 15.722 18.6091 19.2192 15.0087 14.5501 13.8828 17.8962 12.4333 11.4425 11.0968 12.8621 10.8412 10.212 11.339 10.126 8.85808 8.45826 8.70129 11.1758 8.33183 8.32993 7.88126 7.42947 8.33068 10.7217
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.545618314050007 47.927946529500012 17.323446153950005 13.65531905435 13.051052998800001 66.964115113200009 20.769304081650002 16.455384477450004 198.51835910855002 91.937202686950016 5.9696025344000008 81.479100559500012 11.950964240300001 113.62230596715001 38.804080188450008 37.491361913600009 11.065329869750002 85.995710218650018 -0.25095999999999996 41.646178195200001 57.772276765200012 13.036600629150001 3.7576866553000006 206.36238950785003 -0.061874999999999999 24.054467534550003 24.909276771700004
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 -4 6 13 -8 10 12 20 17 -10 14 15 -3 -5 -12 24 27 -2 -18 -23 25 -19 -24 -25 28 -14 -30
right_child=3 2 4 16 -6 -7 7 -9 9 -11 11 -13 19 -15 -16 -17 21 18 -20 -21 -22 22 23 26 -26 -27 -28 -29 29 -31
leaf_value=-0.012887411483182371 0.0014506032633527324 0.0082739331911200007 -0.011931896895400329 0.012663972814161846 0.010362673527866215 0.0076654238018291545 0.0056449073390754069 -0.014224001348234209 -0.011024589613639894 -0.016331472013676691 0.011947960237143243 -0.013239962547769067 0.011239399421894024 -0.011629159505722741 -0.013962879056490829 -0.0060251010627301047 -0.012611933555867167 0.0041890480515219975 0.0072706546479215633 -0.0099830486996749287 0.0099842791737232046 0.0030451673746891023 0.013602637124283728 -0.013647405436170245 -0.0083837839542266444 -0.0044365852812495131 0.0006226654905524319 0.0087177472652941127 -0.013214861877203837 0.0052011678525094689
leaf_weight=76.308771230280399 17.085449770092964 14.782286092638971 54.703813925385475 6.7680693343281737 4.8558651953935614 22.535151228308678 41.853008680045605 7.1915734931826583 7.2815076634287825 5.3081257790327063 20.444927342236042 7.3148974925279608 6.585417494177821 29.350949652493 8.3113852143287641 17.107054457068443 8.6628646180033666 12.215885244309904 31.73632076382637 5.6339111700654021 149.53280133008957 35.956205248832703 5.8015052080154401 16.384370960295204 14.567683242261408 7.2710890471935272 6.9476719871163359 38.876012019813061 7.7709986120462409 8.1801099702715856
leaf_count=972 65 42 644 15 14 72 135 77 47 45 45 50 15 268 96 142 84 39 91 42 377 136 12 155 74 52 34 101 62 31
internal_value=0.000215984 -0.0061995 -0.00365655 0.00444386 -0.0101142 -0.000931309 -0.00256482 0.00273146 0.00587773 0.00162705 0.00721624 0.00356064 0.00290956 -0.00629952 -0.00240829 0.000603208 -0.00098726 0.00511696 0.00273043 0.00442286 0.00910921 -0.00212757 -0.000872412 -0.00474173 -0.00264936 0.00356907 -0.00939815 0.00574444 0.000615427 -0.00377068
internal_weight=697.326 277 200.691 420.326 59.5597 141.131 118.596 49.0446 332.534 79.6361 252.898 86.2797 74.328 69.5517 40.2007 31.8893 87.7918 78.9648 58.5199 67.0464 166.618 81.0237 72.3608 36.4046 26.7836 13.0726 23.332 61.4125 22.5365 15.9511
internal_count=4034 2462 1490 1572 658 832 760 212 1084 343 741 299 298 548 280 184 488 249 204 251 442 473 389 253 113 64 189 209 108 93
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 10 5 18 16 19 6 2 0 21 16 21 21 5 23 20 6 20 20 15 0 20 22 21 20 10
split_gain=186.983 40.7739 31.8207 24.2829 21.2624 15.8708 16.5131 14.2077 17.467 18.1156 12.6681 16.8686 12.3018 11.5196 11.2428 12.7244 10.9343 10.623 15.4473 9.88988 9.51919 16.133 9.30687 9.64652 9.29783 8.65588 23.7927 7.87488 7.74661 27.7584
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 76.825379535700009 29.593577021650002 66.964115113200009 20.769304081650002 17.323446153950005 12.604970524100002 13.051052998800001 16.455384477450004 198.51835910855002 86.692020874450009 11.065329869750002 18.734956189500004 6.9016076392500008 2.0976681454000006 29.996566321350006 0.093325000000000033 41.685324604100011 14.135330269750002 36.893814626400008 38.804080188450008 37.491361913600009 85.995710218650018 39.952536079750011 -0.054619999999999995 0.23701408045000003 47.709122305950011 70.389210771400016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 28 5 -3 7 10 13 8 -5 25 24 22 16 14 -7 20 17 18 -4 -18 -16 -22 -12 -24 -2 26 -10 -23 -1 -30
right_child=2 3 12 4 -6 6 -8 -9 9 -11 11 -13 -14 -15 15 -17 19 -19 -20 -21 21 27 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.012329468526493529 0.0015737879770287865 -0.0097455528490451963 -0.01046853578667508 -0.013316778023927143 -0.011030286201671692 0.01084529222109475 -0.015092367848767448 0.0090742917703598991 -0.012536944453528763 -0.0096785423918012738 0.011183097593415642 -0.0098517094125767524 0.0088603914093244827 -0.0098027454723149821 0.0090107553384177648 -0.013565677960769107 0.00024150895135189346 0.010942937286574791 0.0085183569441320533 -0.009271400657264648 0.0073240806653490217 0.0025602781757423456 -0.0010915443108537935 0.0070158311725567321 0.0094148403054434907 0.0054801131114082264 0.006736133514500457 -0.014261283331584641 0.010447782037117305 -0.011501784498323122
leaf_weight=82.929850623011589 17.393340706825256 41.012556776404381 10.131355397403246 10.236544407904146 18.193666741251945 20.022151313722134 5.4960472732782355 18.235479697585106 11.918614208698274 14.447919636964796 21.274838097393513 8.3139813691377622 11.400224953889845 6.4903853461146346 19.072384931147099 5.023736171424388 18.852457329630852 10.038600243628023 7.931909203529357 28.499786518514156 13.583197668194773 4.3626669570803633 27.717749454081059 33.841604463756084 161.40964874625206 46.272523745894432 15.045484781265257 8.5566324293613416 7.7127733528614035 26.657562114298344
leaf_count=971 66 423 84 106 197 43 45 46 83 128 45 52 28 48 47 35 74 26 22 236 39 16 113 94 389 150 49 70 22 287
internal_value=0.000316555 -0.00599343 0.00451921 -0.00288286 -0.00078791 0.00588019 0.00197205 0.00081636 -0.000721484 0.000748926 0.00707611 0.00398454 -0.00100526 0.00318831 0.00438225 0.00182479 -0.00249584 0.00253927 -0.00213104 -0.005484 0.00352128 -0.000429185 0.00537327 0.0033654 0.00865209 0.00280603 -0.00178291 -0.00858088 -0.0106437 -0.00657626
internal_weight=732.076 292.663 439.413 175.363 134.35 352.558 82.6072 116.157 97.9211 87.6845 269.951 91.1482 86.8543 77.1112 70.6208 50.5986 75.4541 28.1019 18.0633 47.3522 45.5749 26.5025 82.8342 61.5594 178.803 73.2366 26.9641 12.9193 117.3 34.3703
internal_count=4034 2462 1572 1182 759 1102 343 562 516 410 759 304 470 298 250 207 442 132 106 310 172 125 252 207 455 282 132 86 1280 309
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=16 13 5 5 20 21 16 23 17 18 7 18 2 3 16 6 9 23 23 21 18 19 20 10 20 3 6 0 20 8
split_gain=121.716 33.7522 23.8345 21.2546 14.4531 13.6591 14.4291 12.3912 12.2677 13.0149 12.0335 11.8856 16.8417 14.0288 11.6153 12.8911 9.84921 10.4027 9.3541 9.09117 8.65715 9.52892 7.77494 7.74936 7.69274 7.60014 7.50181 7.98011 7.41859 6.93454
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.626838821450004 47.927946529500012 5.9696025344000008 17.634958761800004 0.08092000000000002 210.19483915710003 15.946034773700001 25.016749795550002 13.893471991850001 78.595990734650016 92.058183302850011 15.584963555600002 12.05528166975 226.28914430085004 0.092260000000000023 1.0000000180025095e-35 11.065329869750002 11.862896247150001 14.551174033150001 41.092444989200011 70.897329358050015 44.952171034750002 81.715684874950014 14.845346859150002 96.163458868000006 39.792680591700012 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -4 6 8 18 9 10 28 29 -13 19 15 -7 17 20 -2 26 24 -22 25 -16 -5 -17 27 -14 -3 -9
right_child=3 2 4 16 -6 14 -8 11 -10 -11 -12 12 13 -15 23 22 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.017722183488221622 0.0060545307550736397 -0.0088830987481328515 -0.016147640797681825 -0.013182081954946046 0.012670721176721638 -0.017522152116422513 0.015427582942894771 0.0093631058188467873 -0.018693443031646138 0.010966425852412554 -0.018400890542389085 -0.027305591957114121 -0.0088897131605829936 -0.017801316017437299 0.0041868467400766347 -0.015764539078700981 0.018162013008558853 0.0043940737227790728 0.016446193388080201 -0.015315808358227915 -0.01675760459570548 0.0033199854910272233 0.016616059569113314 -0.019261192925618259 0.012370323047378107 0.013639015876472876 0.010479748912807039 0.0092432385668374285 0.0093273057973875112 -0.0029835390358201705
leaf_weight=68.801094070076942 35.299467645585537 9.400939308106901 49.706922806799412 4.599857546389102 4.7862827181816092 7.7292189672589329 17.747718058526516 133.14131266623735 8.2780091091990453 23.577624075114727 10.544578075408934 5.0206886306405059 13.262882173061373 7.63026288896799 4.2539101839065578 5.39148146659136 5.8799894228577605 28.468604326248169 56.535419628024101 5.2262898385524741 25.398600339889526 7.7365784645080558 9.7297595366835576 20.949316903948784 8.2694910615682584 3.7317375615239143 41.602276191115379 11.255991071462629 13.925286024808882 12.482090711593626
leaf_count=972 119 58 644 43 14 72 58 399 69 86 113 49 85 51 23 38 13 119 145 42 224 40 23 226 31 9 129 32 57 51
internal_value=0.000258579 -0.0082184 -0.00477249 0.00571329 -0.0136164 -0.00120945 0.00275497 0.00753459 -0.000666945 0.00193058 -0.00435932 0.00556798 0.000823272 0.00261145 -0.00759978 -0.000295659 -0.00157291 -0.00313107 0.0124518 0.0047945 -0.00778779 -0.0120698 0.00676674 -0.0153035 0.00323719 -0.00373739 0.00638404 -0.000565336 0.00198815 0.00830481
internal_weight=660.364 258.554 189.753 401.81 54.4932 135.26 83.4742 321.457 65.7264 57.4484 33.8708 229.622 83.9984 78.9777 51.7854 26.5822 80.3531 74.4731 91.8349 71.3474 46.0045 33.1352 18.853 25.2032 12.8693 9.12322 66.1211 24.5189 23.3262 145.623
internal_count=4034 2462 1490 1572 658 832 441 1102 383 314 228 838 388 339 391 142 470 457 264 288 338 264 70 249 74 47 246 117 115 450
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=16 13 5 0 20 15 0 3 6 20 17 7 19 21 0 21 23 3 23 9 5 20 21 10 16 22 17 21 18 12
split_gain=103.702 30.8136 23.0598 20.0246 13.3834 12.3876 12.2251 13.4672 12.1582 11.492 13.014 11.046 11.0233 12.2303 9.79541 9.79124 9.0422 8.55322 8.25419 8.22685 13.0473 10.2125 8.15607 8.09292 7.66099 7.59344 7.59224 6.82393 8.30395 6.69705
threshold=18.554956610400005 95.862351557400004 18.613387752550004 85.732241321850012 47.927946529500012 46.074827201850006 94.047642319350018 83.326071295150015 5.1651206822000004 38.244973486750006 179.91109285790003 22.721067571950005 11.950964240300001 3.3753071955500005 97.878695155250014 0.59096247755000009 0.080135000000000026 108.47659710545001 1.0000000180025095e-35 187.45330412110005 30.284449345300001 38.539340721750001 15.285239689500001 71.464594023550021 16.859960574100004 -0.14654999999999999 182.63036160245002 0.17201659740000003 14.329845562450002 157.60052306860004
decision_type=2 2 2 2 2 2 2 2 2 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 8 11 -4 6 16 -8 -3 26 -11 17 -12 23 24 -13 18 19 -5 -2 21 -21 -7 -14 -15 -25 -10 -9 -29 -18
right_child=3 2 4 5 -6 22 7 27 9 10 12 15 13 14 -16 -17 29 -19 -20 20 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.014071489689345806 0.006208182358450825 -0.015139471976479435 -0.013328057735456349 0.0055693917186416531 0.0093277274942699089 -0.010941210193524502 0.0073825130076745071 0.0035626003374253892 0.003936919993241232 -0.0096729437040554197 0.012457027076637515 0.011357004149304408 0.022276729758957472 0.0089625495987243602 -0.0093666502474551074 -0.017188381451479402 0.0080868964628390549 -0.011470424740239772 0.014549052017403759 0.0070748323053569026 0.012846992111088053 -0.01648389068904265 0.010700269663533031 -0.0081254349837486181 -0.0060476660825332148 0.0090238790762227038 -0.014500790135044591 0.0089464768907048259 -0.01874227050454897 0.0033348636303951146
leaf_weight=63.369695484638214 35.348068535327911 9.1089784801006299 44.530636437237263 27.263881333172321 4.7365049868822089 11.486523915082214 16.405793815851212 5.1984827816486385 5.1297844946384457 13.919308885931967 18.495061583817005 2.4003378599882117 5.2877275124192264 13.655266389250757 20.35178054869175 11.080783970654009 99.716060042381287 8.3283406235277635 43.824409954249859 4.1507008671760586 5.5659986808896056 11.10246307402849 3.8069287836551657 5.6932375505566624 9.4441380426287633 16.600222028791904 12.859216079115866 2.1524887233972541 10.232783097773789 95.166083924472332
leaf_count=972 133 119 629 87 14 77 47 23 27 134 44 6 10 40 160 123 308 95 112 12 14 86 10 33 75 58 127 8 103 348
internal_value=0.000189291 -0.00638816 -0.00368039 0.00425692 -0.0111499 0.00569501 0.00626855 -0.000967718 -0.000861398 0.00020961 0.00185339 -0.00155716 0.00364545 0.00135114 -0.00288501 -0.0121058 0.0071933 0.000647761 0.0111052 0.00244462 -0.0039454 -0.0100731 -0.0055541 0.00802473 0.00282566 0.00464434 -0.00924305 -0.00875855 -0.0139301 0.00576635
internal_weight=636.412 243.182 179.812 393.23 49.2671 315.253 299.96 33.9895 130.545 121.436 103.447 77.9767 89.5274 71.0324 43.4512 13.4811 265.97 64.4956 71.0883 56.1672 20.8192 15.2532 15.2935 27.5812 23.0994 22.2935 17.989 17.5838 12.3853 194.882
internal_count=4034 2442 1470 1592 643 1123 1036 181 827 708 554 469 420 376 275 129 855 340 199 245 112 98 87 101 115 91 154 134 111 656
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=16 8 5 10 15 10 6 5 6 20 9 20 21 16 16 0 21 2 20 20 17 0 22 0 18 5 10 0 20 20
split_gain=140.11 36.1322 23.967 19.9366 18.3216 14.6736 14.6231 14.4411 12.1945 13.7009 11.9852 12.9259 12.794 15.9676 11.5587 11.3753 10.7659 10.7214 13.7526 15.9114 10.5277 10.0106 9.89473 9.39073 9.22159 9.94969 11.8577 9.18985 8.35581 8.17767
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 81.479100559500012 31.385732506450001 66.964115113200009 13.200308423050002 20.769304081650002 16.455384477450004 39.337369931850013 192.57902085675002 38.244973486750006 5.9696025344000008 15.839962959300001 19.974953289850003 86.692020874450009 8.8898213993500015 315.94243452415003 48.226196960950006 41.872294782850005 199.72613295375004 75.462331263550013 -0.048954999999999992 85.995710218650018 14.937945183950001 16.078966488550005 78.728807892050014 94.165934477050016 35.171584490050009 47.709122305950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 5 4 10 8 -5 14 23 -10 -3 -12 22 -14 16 17 -7 18 19 21 -11 -4 24 -2 -13 26 -26 -18 -23 -1
right_child=2 3 15 6 -6 7 -8 -9 9 20 11 12 13 -15 -16 -17 27 -19 -20 -21 -22 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.014711371866919768 0.00096553230485887302 0.012306376814880574 -0.015460401667481943 -0.013441874884421799 -0.014774667197635228 0.0070926896181032545 0.0084181802995364867 -0.018138743781466217 0.011884022377980091 0.0026766452339128922 -0.012131710904317075 0.0098626908065347508 0.003498089745399096 -0.013881209308778513 -0.010485583958360844 0.010598011636093344 0.0043968721849879525 -0.017300673251555512 0.016101606313326251 -0.013029335394219537 -0.013651300621317532 0.015712357630822051 0.010952373156010674 0.010724683411324409 0.0072026617636723779 -0.022126153818588006 -0.018402529860209446 -0.018487334455283496 0.00041310490664791475 -0.0070504792450977096
leaf_weight=74.331896007061005 17.095587372779846 12.950124084949492 4.9927712976932517 36.245859362185001 12.720027945935724 54.505341470241547 5.4802901223301879 5.3761927783489218 24.474407635629177 55.97067903727293 12.829434178769587 9.6684753522276896 17.273132555186749 15.698645234107969 8.6883549168705922 10.994150429964064 5.753688693046568 7.3473169207572928 6.3030641227960578 18.031922534108162 6.9004801362752906 6.9061969220638266 24.349492914974689 149.26631593704224 9.8182359784841555 4.1705017238855353 3.9437386989593497 5.1946344003081322 28.352772235870361 30.59984578192234
leaf_count=971 66 39 57 446 162 178 18 45 58 198 112 28 67 140 54 28 19 67 12 179 48 14 68 389 32 31 39 47 113 309
internal_value=0.000241731 -0.00675408 0.00478194 -0.00311764 -0.0005979 0.00627515 -0.0105708 0.00160005 0.00774044 0.00396663 0.00103106 -0.000462691 0.00130018 -0.00477661 0.00303135 -0.00121812 0.00482559 -0.00302406 -0.00139997 -0.00329267 0.000884557 0.00106915 0.00515698 0.00972182 4.42986e-05 -0.00524939 -0.000134961 -0.00646096 0.00340978 -0.0124773
internal_weight=686.234 270.08 416.154 165.148 123.422 333.226 41.7261 79.5182 253.707 87.3456 110.702 97.7517 84.9222 32.9718 74.142 82.9282 65.4537 71.934 64.5867 58.2837 62.8712 40.2517 51.9504 166.362 27.601 17.9325 13.762 10.9483 35.259 104.932
internal_count=4034 2462 1572 1182 718 1102 464 343 759 304 556 517 405 207 298 470 244 442 375 363 246 184 198 455 130 102 71 66 127 1280
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=16 13 5 3 20 6 22 22 20 20 22 18 6 19 2 3 13 21 10 6 15 6 20 15 10 21 2 22 21 15
split_gain=95.3408 29.5161 21.5635 17.9066 14.5919 13.8793 15.0299 12.6189 17.4032 12.5804 11.9854 11.5701 13.0159 13.5181 11.4133 9.71891 9.22705 9.08081 8.95729 10.6981 10.1189 8.94449 10.5879 13.9762 8.32714 8.185 8.14622 8.68023 7.74669 7.48977
threshold=18.554956610400005 95.862351557400004 18.613387752550004 93.499196860750018 41.942745071500006 15.255356438950001 -0.061874999999999999 0.086310000000000026 38.179089776100007 47.927946529500012 -0.116995 17.323446153950005 13.65531905435 13.051052998800001 315.94243452415003 103.48681881535002 117.46680109370001 5.9696025344000008 81.479100559500012 12.26528657645 21.092276343250003 16.455384477450004 41.243661560350013 37.050691080100002 70.389210771400016 15.803805445550003 131.42729508740004 -0.044409999999999998 0.66785492670000013 44.190294328500009
decision_type=2 2 2 2 2 2 2 2 2 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 11 5 15 6 -2 -8 -9 -4 14 12 17 -14 16 28 -6 18 19 20 -3 26 -23 -24 -19 -12 -7 29 -5 -28
right_child=3 2 9 4 10 21 7 8 -10 -11 25 -13 13 -15 -16 -17 -18 24 -20 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.017683879835661491 -0.0074560815130716718 0.015756837398909384 -0.016672642972774449 0.016605888523807445 0.018051397335859341 0.016011194724639126 0.011751047753158449 0.012020035729411061 -0.026992267923122471 0.011327277968300305 -0.018310259869561505 0.010080505253792681 0.0068039142135544279 -0.019840696082719329 -0.02165262365328801 -0.016962977763227596 -0.010642348579866394 0.014896291435565395 -0.019446988147599861 -0.015464692874089898 -0.0066579788521088732 0.010090948179836683 -0.027044353164829147 0.0030572586023449757 -0.018296149227620406 0.0068903635361256934 0.0059821073473361091 0.014997662414391343 0.003159805159298654 -0.014508353155879922
leaf_weight=60.577647335827351 29.319085318595171 13.270714357495313 42.736185729503632 14.454972237348555 9.9801620468497294 69.537830501794815 38.353995718061924 6.1061626821756345 5.989475354552269 4.7108112275600424 22.295205600559715 20.666631259024143 39.661791943013668 5.7671235725283614 3.9718353003263465 5.2241431809961787 4.2149438969790927 2.1851990073919323 6.9736405089497557 7.720846399664878 8.8952724114060384 33.570863857865334 5.4400168433785465 16.297821804881096 23.401311531662941 4.0229261666536322 33.118007339537144 27.658363625407219 52.406774654984474 5.5004523098468772
leaf_count=972 187 41 629 35 24 188 110 17 50 14 209 72 135 72 38 63 40 9 96 75 68 96 46 57 259 18 112 73 194 35
internal_value=0.000240706 -0.0078937 -0.0045238 0.0052072 -0.000121792 0.00750039 0.00180297 0.00718393 -0.00729794 -0.0138926 -0.00744549 -0.00106562 -0.00320097 0.00342143 0.00271363 0.00439775 0.00953138 -0.00801863 -0.00285229 0.00101983 0.00676171 0.0098783 0.0043658 -0.00447584 -0.0154614 -0.0144582 0.0121232 0.00804389 0.00606674 0.00306364
internal_weight=624.03 236.567 175.99 387.463 116.571 270.892 79.7687 50.4496 12.0956 47.447 44.4851 128.543 107.876 45.4289 18.1669 72.0859 14.1951 62.447 36.8605 29.8868 22.166 191.123 55.3087 21.7378 25.5865 26.3181 135.815 66.2768 66.8617 38.6185
internal_count=4034 2442 1470 1592 621 971 364 177 67 643 329 827 755 207 102 292 64 548 280 184 109 607 199 103 268 227 408 220 229 147
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=16 13 23 0 5 7 15 10 21 17 3 10 6 15 22 18 9 0 5 16 20 9 22 5 21 16 6 7 21 3
split_gain=81.4677 27.2381 20.2583 15.646 15.1253 10.1132 9.74885 11.1113 12.8877 10.4235 13.9632 9.52176 9.12663 11.7133 9.53697 9.103 11.7837 8.97368 9.5509 8.94111 11.5243 15.2065 11.303 8.72922 7.79483 7.71886 7.03164 6.83208 6.73053 6.69186
threshold=18.554956610400005 95.862351557400004 0.087555000000000022 85.732241321850012 14.050239455300002 22.721067571950005 46.074827201850006 64.407391431150018 11.065329869750002 190.25644477395002 89.256809930900019 66.590419433100024 14.980350013450002 33.005488016050009 -0.073609999999999995 16.049140492450004 219.59809404590001 97.878695155250014 15.904541771600002 22.494947397000004 42.198888176300009 192.31210988165003 -0.083064999999999986 18.492557862250003 0.59096247755000009 18.124957616000003 16.305380972600002 22.835261448650005 15.285239689500001 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 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 15 5 -4 29 7 19 9 -9 11 -11 14 -14 23 -3 -17 18 -6 -5 -21 -22 -23 -13 -7 -20 -24 -10 -8 -2
right_child=3 2 4 6 17 24 28 8 27 10 -12 12 13 -15 -16 16 -18 -19 25 20 21 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011433596810670531 0.0018797936115130989 -0.0084110488197150918 0.0070314437214987228 0.010887004090289401 0.013590256350870142 0.0082742011090016637 -0.0083054451752556761 0.0092204131357359279 0.0051283955631979926 0.010508920923562318 -0.016703456463551033 0.0010212802379773655 -0.018230716249052904 0.003590785604639231 0.005795764940297812 0.0047040571011126133 -0.01638848491998425 -0.0080191850729522049 0.0016436976600674373 0.0069838710006158676 -0.015911535329392205 0.0085704090463181552 0.0036514732422337774 -0.016611800542559486 -0.013999933973939525 -0.010864229681363529 -0.011598101501106576 -0.016793839337850506 0.0083516850304509067 -0.0088521376642641224
leaf_weight=55.704394288361073 54.013846691697836 65.414775278419256 29.593706127256155 39.114071808755398 5.6565190553665152 2.1836413145065299 11.160376172512768 24.070624820888042 2.2315073013305646 13.243026107549666 4.7011597156524649 10.143725112080565 6.0934187024831754 5.2254654988646507 32.314244881272323 14.123523954302074 3.8559357374906531 20.659953605383635 21.894960172474388 100.34895866364241 5.7836697027087203 17.846560761332512 6.6297187209129351 4.697459176182746 10.139676477760075 7.6010731011629096 7.22773727029562 5.98909542709589 3.6917411535978308 7.5765579752624026
leaf_count=972 245 822 126 108 12 6 77 67 7 35 28 58 49 19 105 64 37 180 121 301 37 51 22 46 123 108 46 57 10 95
internal_value=0.000144009 -0.00494943 -0.00280964 0.00319802 0.000851143 -0.0012098 0.00428216 0.00472135 0.00203052 0.00308365 0.00115067 0.00232103 0.000466671 -0.00815662 0.00253655 -0.00655875 0.000180479 -0.00242586 0.000861458 0.00637446 0.00509393 3.4824e-05 0.00294387 -0.00455986 -0.010053 -0.00157957 -0.00430236 -0.010843 -0.00416504 0.000559603
internal_weight=598.931 224.505 168.8 374.426 85.4062 73.9137 300.513 285.66 108.71 100.489 76.4185 71.7173 58.4743 11.3189 47.1554 83.3942 17.9795 55.8125 35.1526 176.951 137.837 37.4877 31.704 14.8412 12.3233 29.496 13.8575 8.2206 14.8521 61.5904
internal_count=4034 2442 1470 1592 547 469 1123 1036 471 407 340 312 277 68 209 923 101 421 241 565 457 156 119 104 129 229 68 64 87 340
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=8 10 20 22 4 15 8 22 16 3 2 16 6 17 0 18 16 2 4 4 16 10 20 20 17 9 12 18 2 19
split_gain=72.2304 30.8783 19.6359 23.8247 21.6209 13.687 15.4514 15.6949 12.6867 18.4996 11.7896 11.3336 10.8291 10.2486 9.30311 9.07452 7.60343 6.92468 11.8964 12.1134 9.84269 11.4983 13.1966 11.3334 8.44297 8.23139 6.40591 7.61065 7.12302 6.261
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 -0.16276499999999997 377.6847677435 46.074827201850006 8.8430989333000021 -0.084794999999999995 12.604970524100002 83.538459487450012 253.13454704850002 21.094950670800003 13.200308423050002 236.15709471040003 103.33357670195001 14.005298574600001 23.044946110900003 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 66.964115113200009 36.893814626400008 43.047778594550003 183.49170501290004 192.57902085675002 147.71408935820003 15.504699510200002 186.79363985910004 12.250988447150002
decision_type=2 2 2 2 2 2 2 2 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 11 4 -4 6 17 -8 12 10 13 -1 -3 14 26 -11 -7 18 20 -20 -2 23 -23 24 -22 -25 -10 -28 29 -29
right_child=1 8 3 -5 -6 16 7 -9 9 15 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 22 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.016171046287799907 0.015508135592665962 -0.015878921664010219 0.015273336661366928 -0.014834450061523143 -0.0196310180415551 -0.0085851312096194878 0.0048446780972019538 -0.015477066045820631 0.0064933896962786715 0.011107866578214368 -0.014682751125060924 0.021839492842787543 0.0069751358953307934 0.017564313466108934 -0.016676573796587074 -0.013728406729799612 0.013468743249996931 0.01517557006097831 -0.022697045484035689 0.002365909506083863 -0.0051095742060980652 0.0092349013444451202 -0.014374492973153959 -0.017504202504541596 0.0091386386490501341 0.0033425130698531017 -0.012666864459434121 0.0056307541428072226 0.010026888137096913 -0.012150591794032608
leaf_weight=62.877870839089155 25.02177894487977 21.225404638797048 16.061224065721039 16.812734916806221 4.4610338360071173 20.205417003482584 18.052147589623932 12.762616921216248 45.005353301763535 3.271761346608403 7.7859327644109717 1.5820758938789357 5.0491538755595675 8.9403118267655355 5.0526158846914759 25.077774930745363 3.6276560351252547 18.602365836501122 5.1248030364513424 14.607564508914946 8.6374491676688177 8.1822200715541857 10.812619924545286 5.6646786369383362 155.09325371682644 10.889223068952559 8.9217581450939161 7.1082053780555752 12.637878425419329 8.6200231760740262
leaf_count=1089 61 381 54 263 49 172 76 88 180 11 79 5 20 30 71 307 10 53 50 58 39 24 76 41 487 45 75 24 50 66
internal_value=0.000173941 0.00246738 -0.0105499 -0.00245544 0.00768599 0.00499393 0.00582414 -0.00357202 -0.002584 -0.000817488 0.00191869 -0.0152381 -0.0114871 0.00326113 0.00179712 -0.0108621 -0.00522829 0.00692658 0.00629778 -0.00414333 0.00721631 0.00617517 -0.00420451 0.00726878 0.00838699 -0.00379115 0.00293136 -0.0013679 0.00218588 -0.0041145
internal_weight=577.775 475.98 101.795 37.335 20.5223 317.284 293.451 30.8148 158.696 132.422 104.072 64.4599 26.2746 96.2861 87.3458 28.3495 23.8331 262.636 244.034 19.7324 224.301 199.279 18.9948 180.285 163.731 16.5539 82.2932 37.2879 28.3661 15.7282
internal_count=4034 2574 1460 366 103 1280 1098 164 1294 893 575 1094 401 496 466 318 182 934 881 108 773 712 100 612 526 86 395 215 140 90
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=8 10 20 10 4 22 16 23 15 8 22 21 16 20 15 10 5 0 22 5 2 4 4 16 19 20 3 17 8 23
split_gain=63.05 26.0183 18.048 21.34 18.201 11.5522 16.5153 11.9347 11.4785 13.0905 12.6421 10.8244 9.91625 8.89855 8.11776 8.49082 6.54243 8.92843 9.41183 6.51009 6.47829 10.0525 10.5682 8.80743 9.80362 9.90269 7.26432 6.67311 6.33336 6.22772
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 72.378669787950017 377.6847677435 -0.054619999999999995 12.604970524100002 0.083495000000000028 46.074827201850006 8.8430989333000021 -0.084794999999999995 7.3575695755500012 21.094950670800003 40.583589072600013 28.504445985850001 83.740093847200015 24.367802910700004 86.692020874450009 -0.10290999999999999 24.458659404000002 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 13.851117550450002 43.047778594550003 93.846007959550022 183.49170501290004 9.3427090425500019 0.098545000000000021
decision_type=2 2 2 2 2 2 2 2 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 8 12 4 -4 7 -7 -3 9 20 28 -8 -1 29 15 -15 -10 18 -18 -20 21 23 -23 -2 -25 27 -27 -26 -11 -9
right_child=1 5 3 -5 -6 6 11 13 16 10 -12 -13 -14 14 -16 -17 17 -19 19 -21 -22 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.019362160499542209 0.017956354564940442 -0.018003396053229957 0.015383581004673786 -0.019671244994413747 -0.02298126510305698 -0.019451088968399411 0.0095892525483160327 -0.0046546963191729778 -0.025724253414040089 -0.0089961974596648349 -0.016772057243971489 -0.014393461657184286 0.023599298337104117 0.0078686828336518681 -0.015967590959869309 -0.019041358285519026 0.013060854987400217 0.023333488126282775 0.012178316234245454 -0.021532833296070135 0.017902212902129015 -0.026490657900414338 0.0026001588288185173 -0.012423113288864224 -0.0054793939737669715 0.0016990041976301671 -0.024179076523349909 0.0097451279236859794 0.012503307051441157 -0.020311852438742829
leaf_weight=57.570901200175285 23.650906905531883 20.749770127236843 17.413911364972595 13.501612316817043 4.4995586052536956 8.1532495617866498 44.177765887230635 21.156372491270304 3.9643000140786198 5.937127009034163 12.845373529940842 6.206150207668542 1.5965972393751133 31.485194131731987 6.3115481697022906 3.799503728747367 4.7360458299517694 3.3866360038518897 2.0171818472445002 9.2612292282283288 17.274490095674992 4.8073840141296413 14.5080429315567 7.2594972625374785 8.7802474945783597 12.607409171760084 4.1753710918128482 160.43898417055607 11.908623170107601 11.252630598843096
leaf_count=1089 61 290 67 246 53 150 192 175 40 32 88 57 5 142 88 76 20 6 16 100 53 50 58 40 39 52 39 542 44 124
internal_value=0.000190232 0.0027857 -0.0124561 -0.00285502 0.00750601 -0.00293734 0.00300175 -0.00660636 0.00563815 0.00658008 -0.00390855 0.00663513 -0.0182029 -0.00341083 0.00179389 0.00497097 -0.00581862 -0.00175123 -0.00705599 -0.0155035 0.00784992 0.00711484 -0.00464021 0.00816159 0.00696293 0.00771955 -0.00473918 0.00895518 0.00535061 -0.010091
internal_weight=555.434 460.851 94.5826 35.4151 21.9135 153.292 58.5372 94.755 307.559 284.193 30.6911 50.3839 59.1675 74.0052 41.5962 35.2847 23.3654 19.4011 16.0145 11.2784 253.502 236.228 19.3154 216.912 193.262 186.002 16.7828 169.219 17.8458 32.409
internal_count=4034 2574 1460 366 120 1294 399 895 1280 1098 164 249 1094 605 306 218 182 142 136 116 934 881 108 773 712 672 91 581 76 299
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=16 13 0 0 7 23 17 17 18 10 23 6 5 4 23 23 17 22 3 22 5 20 6 22 15 22 5 22 20 22
split_gain=74.0015 25.7102 16.2798 13.7518 11.3086 8.73982 8.45395 9.31518 8.49882 10.3762 7.71193 7.53866 7.68257 10.5286 7.07737 7.15726 6.92999 6.72785 6.60092 6.51694 6.3017 5.77633 8.82484 10.4844 7.05258 6.11106 7.31186 9.47115 5.75746 9.35994
threshold=18.594956516900002 95.862351557400004 95.620390325650007 85.732241321850012 22.721067571950005 0.080770000000000022 241.79519611995002 214.03087950770001 17.323446153950005 81.479100559500012 1.0000000180025095e-35 15.255356438950001 20.016397659050003 191.03149642590003 0.12535000000000004 -0.10747999999999999 205.45998821870003 -0.080019999999999994 108.47659710545001 -0.58559499999999998 17.324237253850004 41.685324604100011 16.455384477450004 -0.058374999999999996 37.491361913600009 -0.102645 21.723721974650005 -0.032369999999999996 40.563919884450009 -0.054619999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 19 4 18 10 7 8 9 14 17 12 13 20 15 -4 -14 -5 -2 -3 -7 -13 25 24 -24 -23 27 -27 29 -17
right_child=3 2 6 5 -6 11 -8 -9 -10 -11 -12 21 16 -15 -16 28 -18 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.013479374067284833 0.0027010607841808048 0.010258646981415138 -0.016259357497442777 -0.007861672851229495 -0.012479314584709782 0.0038657947776129043 0.013601488076576591 -0.011893267148861858 0.013328621248739981 -0.015137623040512084 0.011798031665391534 0.0069175375653070109 -0.019420512182152145 0.0047242363763136831 -0.017430614811425015 -0.0086454646081265719 0.0053192068175587515 0.0067911953695282473 -0.01046443997412352 -0.0096561803765489469 -0.01869239416270714 0.012526472315598232 -0.010632367361140625 -0.019840925682074441 0.0083239461300748663 -0.021335586909655719 0.0069091726965506643 0.0048157378239589831 0.0057054105462264661 0.0053287073234349535
leaf_weight=51.402606658637524 51.131132703274488 2.8201976865530005 3.5741152726113787 6.5601172447204616 12.077537994831799 3.1087136343121511 6.7526865750551215 11.668941944837568 7.4202523827552787 7.6235306076705447 49.158672757446766 102.82725061476231 5.8066200911998731 36.294295761734247 3.4267361611127845 15.837449610233302 2.7085822150111198 23.150099970400333 7.0715508498251429 54.120109252631664 5.7688627392053604 12.966118678450583 5.2623815014958408 5.645781271159648 8.1755817495286447 4.2500967383384705 16.057043977081776 4.8225849345326441 36.824373617768288 15.44331475347281
leaf_count=972 233 12 40 33 129 13 18 108 18 118 154 329 51 143 34 130 14 73 95 782 62 34 37 40 24 28 63 17 166 64
internal_value=0.000312631 -0.00558906 -0.00313858 0.00384077 -0.00123237 0.00505945 -0.00023772 -0.00115555 0.000234339 -0.000940125 0.00869315 0.00371835 -0.00042307 0.00167464 0.000500972 0.00135822 -0.0115511 0.00355579 0.00110147 -0.00866982 -0.0107931 0.00510792 0.00185364 -0.00523566 0.000900548 0.00540496 0.0017305 -0.00743485 0.00228278 -0.00174642
internal_weight=579.757 216.914 165.512 362.843 70.2802 292.563 108.571 101.819 90.1498 82.7295 78.8689 213.694 53.6871 45.1719 75.106 71.6793 8.5152 29.7102 58.2027 56.9403 8.87758 160.007 57.1796 19.0837 13.438 38.0958 25.1297 9.07268 68.1051 31.2808
internal_count=4034 2462 1490 1572 457 1115 696 678 570 552 260 855 283 218 434 400 65 106 328 794 75 572 243 101 61 142 108 45 360 194
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 10 5 6 20 17 13 13 19 10 7 21 3 17 0 16 23 5 0 20 21 10 0 9 18 20
split_gain=113.979 32.4395 20.2731 17.3683 15.9722 14.1838 13.1953 11.6521 14.9791 11.0569 10.7126 10.2573 9.81056 14.3159 18.8944 9.69059 9.66532 9.63601 11.1124 8.96866 8.17202 8.29063 10.9038 9.98936 9.27216 7.48462 7.37044 6.91629 10.6869 6.54712
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 76.825379535700009 31.385732506450001 66.964115113200009 20.769304081650002 16.455384477450004 39.337369931850013 168.81379805985003 111.98772342380001 113.62230596715001 12.651020723000002 71.015621515800021 27.703316924600006 8.8898213993500015 92.703413254150021 241.79519611995002 107.57327517365 15.524963695900002 -0.25095999999999996 29.996566321350006 85.791387400750025 38.121007182500009 5.2345280387500006 61.950140699950005 94.165934477050016 206.75106037490002 15.625782642300001 47.709122305950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 5 17 9 7 10 25 -9 -5 15 -4 27 -14 19 -7 -10 -3 -19 -15 -13 22 23 -22 -23 -2 -17 -11 -29 -1
right_child=2 3 11 4 -6 6 -8 8 16 12 -12 20 13 14 -16 26 -18 18 -20 -21 21 24 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0097290697554528686 -0.00089627955299273552 -0.0095464183812446427 0.0094585048972960287 -0.0074921601566926626 -0.0098536150487448133 0.0041874922192652389 -0.012247607373860412 0.008113133450095596 -0.0087585040520461854 0.0067801215159121672 -0.0096961213027609676 -0.0097298385710738143 0.0086790170948738057 0.0014582091842904883 0.0084629400888223943 0.0017706732934961772 0.0015194276073447895 0.011838294836599003 -0.0096435844524006432 -0.0094386561174047735 0.0039385923247545968 0.0090775939864361273 0.0014332223156436959 -0.0095189842105379598 -0.0051520367473839824 0.0068682108292914381 -0.012236813443380533 -0.0097281031544582119 0.0036965980660730617 -0.0048479389874454826
leaf_weight=63.796050019562244 9.5033495277166349 26.824406750500202 6.4931072741746894 10.825056180357931 11.529380179941652 55.161741726100445 5.1552573740482321 24.415008582174778 7.5206165239214888 29.154224894940853 5.3884511888027182 8.0481028482317907 8.2862038686871511 7.2255355343222645 7.3710758835077277 5.9795181155204755 52.85486575961113 3.6575430557131758 3.29262899979949 21.931979157030582 5.076240427792075 10.795121282339094 25.680463127791882 18.19539051130414 4.7427576482295981 148.95682460069656 4.9328613951802254 5.5163039267063168 18.839730970561504 28.65500096231699
leaf_count=971 38 358 15 117 162 190 45 58 52 89 39 84 25 29 19 22 194 13 52 205 19 27 106 181 38 417 47 44 69 309
internal_value=0.000287709 -0.00424195 0.00309141 -0.00186312 -0.000358265 0.00404197 0.000859173 0.00504447 0.00250644 0.000644717 0.00180469 -0.000755846 0.00154054 -0.00138738 -0.00367085 0.0027426 0.000239166 -0.00724008 0.0016613 -0.0067383 -0.00167016 -0.000664347 -0.00237789 -0.00658348 0.00473416 0.00640255 -0.00456131 0.00399267 0.00065609 -0.00821617
internal_weight=645.805 246.905 398.9 154.454 120.679 319.868 76.6178 243.251 84.7905 109.15 71.4626 79.0312 98.3251 44.8148 36.5286 66.0741 60.3755 33.7746 6.95017 29.1575 72.5381 64.49 48.9521 23.2716 15.5379 158.46 10.9124 53.5103 24.356 92.4511
internal_count=4034 2462 1572 1182 759 1102 343 759 304 597 298 470 480 278 253 259 246 423 65 234 455 371 306 200 65 455 69 202 113 1280
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=8 10 20 22 4 15 3 3 8 22 16 17 15 6 18 2 18 0 2 7 16 23 3 15 22 22 21 22 20 9
split_gain=62.6719 26.6319 17.2979 20.9638 17.0753 11.8161 11.7147 17.1905 11.5688 10.8577 8.8699 8.84215 8.59737 7.59144 11.8515 6.92018 10.3942 12.7552 6.99996 7.43689 6.42221 6.18865 9.98537 6.60415 6.52719 6.10082 6.09306 6.06271 5.28612 6.8979
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 -0.16276499999999997 377.6847677435 46.074827201850006 83.538459487450012 76.825379535700009 8.8430989333000021 -0.084794999999999995 21.094950670800003 241.79519611995002 20.123524217100002 14.745344522600002 14.493864790000002 263.04952530525003 17.323446153950005 98.142164052000012 83.586740321150003 25.818239331450005 23.044946110900003 0.081765000000000018 93.281431752200021 28.343014915050002 -0.077085000000000001 -0.43644499999999997 4.4092399769000012 0.022350000000000005 38.478081868400004 181.33671263215004
decision_type=2 2 2 2 2 2 2 2 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 10 4 -4 8 7 11 21 25 -1 -3 -13 -8 -15 16 17 -9 19 -19 27 22 -2 -23 -24 -10 -11 -7 -25 -30
right_child=1 6 3 -5 -6 20 13 15 9 26 -12 12 -14 14 -16 -17 -18 18 -20 -21 -22 23 24 28 -26 -27 -28 -29 29 -31
leaf_value=-0.01783223578556219 0.014160319125967102 -0.016692845617592381 0.01549643083427721 -0.016326356657407299 -0.020901104079978094 -0.013008732275859006 -0.018056936779844563 0.0073080223001714874 -0.0099675056685530859 -0.0063135216456951752 0.019419947185408785 -0.017291286409811049 0.021483973070279685 0.014517559757067179 -0.020698206522975677 -0.01767975214000753 0.016379424679639421 -0.0073254222055094062 -0.008643837200176252 0.020391239178904622 0.014400639478910474 0.018695635277368866 -0.014882011380493733 0.010700768211222718 0.0077449221913239111 0.010595300602907207 -0.029216248226605863 0.0097569741074616419 -0.015573851160985936 0.0043908913064037028
leaf_weight=56.286695141345263 56.743120543658733 20.82138612866402 15.596150878816845 15.770919077098368 4.0140874832868567 16.225174654275186 17.917352411895994 41.462791983038187 4.8954877257347134 8.856645815074442 1.628926321864127 2.4361825436353675 3.3830422125756741 5.4643341526389104 4.1757977157831192 4.1024674363434306 12.820622734725474 4.7351201474666578 31.528583079576492 4.8574850261211395 3.4251068308949462 9.3211274594068509 5.1380514502525321 33.718357302248478 8.192700728774069 13.236051000654699 4.261464297771453 3.5272061899304381 4.4246425554156295 137.12366016581655
leaf_count=1089 180 358 54 263 49 159 253 151 32 45 5 51 14 16 51 39 34 32 283 12 10 23 33 106 25 44 43 13 27 540
internal_value=0.000279321 0.00265152 -0.0114879 -0.00281777 0.00804609 0.00531383 -0.00270216 -0.000671447 0.00618994 -0.00284728 -0.0167845 -0.0118996 0.00525095 -0.011998 -0.000736787 0.00233461 0.00319524 0.00114848 -0.00506222 0.00670969 -0.00549371 0.0072989 0.0112808 0.00578729 -0.000976142 0.00504337 -0.0137536 -0.00894343 0.00510079 0.00376682
internal_weight=556.091 462.794 93.2968 35.3812 19.6102 309.089 153.705 126.148 285.911 31.2496 57.9156 26.6406 5.81922 27.5575 9.64013 99.5071 95.4046 82.584 41.1212 9.59261 23.1775 254.662 70.0739 184.588 13.3308 18.1315 13.1181 19.7524 175.267 141.548
internal_count=4034 2574 1460 366 103 1280 1294 974 1098 164 1094 423 65 320 67 551 512 478 327 44 182 934 238 696 58 76 88 172 673 567
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=8 10 20 10 4 3 16 15 8 22 2 6 16 21 22 9 16 8 3 6 18 14 2 12 20 22 10 9 7 8
split_gain=54.6916 22.3233 15.9512 18.7532 14.3462 10.2636 15.2729 9.86978 9.70288 9.11318 8.89958 7.88832 7.86129 7.82927 7.18281 8.71393 11.3755 7.17451 6.90036 6.75816 10.2024 6.13986 5.96285 9.0278 12.6618 12.4907 17.9529 8.5286 8.96014 7.97381
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 72.378669787950017 377.6847677435 83.538459487450012 12.644970430600003 46.074827201850006 8.8430989333000021 -0.010319999999999999 253.13454704850002 13.200308423050002 21.094950670800003 5.9696025344000008 -0.044409999999999998 206.08934059370003 17.684958644900004 9.3427090425500019 91.017750006350013 14.745344522600002 14.493864790000002 287.36199315565005 309.00014058725003 149.09269374785001 42.066503896600004 -0.076484999999999984 61.998532946250002 201.32298960505003 23.314707969200004 8.543332867800002
decision_type=2 2 2 2 2 2 2 2 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 12 4 -4 6 11 8 22 17 13 -3 -1 14 15 -8 -17 18 -10 -7 -21 -15 23 -2 25 26 29 28 -28 -25
right_child=1 5 3 -5 -6 19 10 -9 9 -11 -12 -13 -14 21 -16 16 -18 -19 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.016157716615035705 0.0083349382669591441 -0.014812900920354238 0.011587600205398016 -0.0165090974128335 -0.018598678825679539 -0.01603838408599122 0.0083524654915796588 -0.0046690790117071669 0.006442207245683426 -0.01714282102902101 -0.013559244553590692 0.0058482966432036364 0.01603382878731489 -0.0084469535957563471 0.011188130624715223 -0.015705944148483444 0.011251161053285321 0.0081124118845563448 -0.018692108444148016 0.012241791024960523 -0.018491857466884934 0.0050610737432267077 0.014705826530005756 -0.04004292453852127 -0.0064069894025012199 0.0097949842895459181 0.0045836046193162699 0.01243330956702373 -0.018821909776766527 -0.008754162792734093
leaf_weight=51.464561745524406 121.04800617694855 19.650508768856529 17.070090360939506 12.44970406219363 4.0490419864654532 16.695577129721645 17.02778518199921 22.513422474265099 3.9266598373651558 6.7831787988543502 7.1101407557725897 4.7745152637362471 1.626745969057082 17.280361026525501 29.795126799494028 9.8473440594971162 4.859966777265071 14.567186288535593 5.3835423588752747 5.3490637987852079 3.8695019148290157 11.751408178359268 16.033585660159588 2.9723401665687552 24.928060658276081 51.11399932205677 9.6905364319682139 12.734577342867849 5.2375712320208541 3.9339746981859207
leaf_count=1089 431 391 67 246 53 253 69 182 14 52 79 19 5 134 108 88 16 61 37 16 51 70 53 22 133 161 35 37 38 24
internal_value=0.000233413 0.00225787 -0.0102528 -0.00247369 0.00580017 -0.00232621 -0.000577113 0.00451301 0.00525566 -0.0023953 0.00197287 -0.0107741 -0.0151714 0.00319232 0.00610422 0.00133109 -0.00679809 0.00179423 -0.00809149 -0.0105673 -0.000658688 -0.00297921 0.00620273 0.00561422 0.00263678 0.00526791 -0.00142586 0.0037657 -0.00362829 -0.0222202
internal_weight=535.538 448.878 86.6601 33.5688 21.1191 148.011 122.097 300.867 278.353 30.6606 97.6721 24.425 53.0913 90.562 61.5302 31.7351 14.7073 23.8774 9.3102 25.9141 9.21857 29.0318 247.693 231.659 110.611 85.683 34.569 27.6627 14.9281 6.90631
internal_count=4034 2574 1460 366 120 1294 974 1280 1098 164 564 410 1094 485 281 173 104 112 51 320 67 204 934 881 450 317 156 110 73 46
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=16 13 7 3 20 10 18 18 18 16 10 20 22 10 5 10 8 2 23 16 20 0 0 20 0 20 18 9 23 21
split_gain=84.631 27.0367 17.3685 14.9745 15.8542 13.4077 11.7789 10.2055 11.2563 14.1709 14.0762 12.3401 13.8992 11.1642 12.1184 8.83025 20.2353 8.66793 8.35531 8.00859 13.1928 10.4564 9.83458 7.24919 12.8701 7.15734 6.63617 7.08956 6.11536 5.15066
threshold=18.594956516900002 95.862351557400004 22.356277907050004 93.499196860750018 41.942745071500006 66.590419433100024 13.036600629150001 17.323446153950005 13.975517741000003 16.209962094050002 81.479100559500012 40.844669808050007 -0.054619999999999995 71.015621515800021 18.393720489900002 60.613977009100005 9.5425530862500008 237.82463207520001 0.080770000000000022 19.199955102150003 37.73036952315001 94.047642319350018 96.163458868000006 47.927946529500012 90.767723400200012 38.804080188450008 12.920478434700001 186.68586460755003 0.11278000000000003 0.49227235280000009
decision_type=2 2 2 2 2 2 2 2 2 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 23 5 15 18 -6 8 -4 10 11 12 -10 14 -11 16 -5 -9 -2 21 -21 -7 29 -3 -25 -17 -27 -28 -22 -23
right_child=3 2 7 4 6 19 -8 17 9 13 -12 -13 -14 -15 -16 25 -18 -19 -20 20 28 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.010305168286927515 0.0089588404879688902 -0.010210173897245853 0.011330701699159441 -0.014152766254753077 -0.00055106209845488439 0.0082446289261182536 -0.011190292672365473 0.009286076001887392 -0.0080240411475061071 0.011574571515853218 -0.011540148950418641 0.0069186777121031245 0.0040905923000000696 -0.010257746347848772 -0.011117624545328768 0.010182441956548849 0.0074304169698588456 -0.0052018797609698353 0.0044959679681155357 0.0033670099075017385 -0.01328804266664267 0.003177106945386613 0.0053459897588825607 0.012195556110433648 -0.012996537784269586 -0.0056169339407745825 0.011513125414258212 0.0014237647063316183 0.0022822223472654828 -0.01067456964841069
leaf_weight=53.988948911428452 56.435888022184372 31.264421388506889 5.7159032560884944 8.0623023845255393 26.327427856624126 22.429939948022366 15.535831067711113 15.033690348267557 17.863470710813999 5.2618457004427892 8.6745238266885263 24.727141246199608 17.704808257520199 29.271473880857229 3.8092542588710785 16.665888741612434 8.2540371716022474 5.2247695177793494 130.38607481122017 14.565591841936113 10.749367691576479 3.4759990721941021 12.128846317529677 4.0385290682315818 3.6025749295949936 7.4748919978737822 9.5046959295868891 20.957569658756256 3.0376936197280875 9.1690446995198709
leaf_count=972 167 505 19 92 162 66 162 41 133 13 123 87 72 359 61 40 25 33 441 53 78 16 36 8 36 33 19 76 12 94
internal_value=0.000359411 -0.00432222 -0.00244633 0.00318192 0.000229196 0.00445114 -0.00449938 -0.000783688 -0.00191882 -0.00262454 8.66353e-07 0.00166124 -0.00199374 -0.00734707 0.00204537 0.00302044 -0.00323436 0.00554955 0.00584413 0.00100683 -0.00306366 0.00345174 -0.00088768 -0.00814239 0.000318162 0.00488949 0.00256428 0.0045718 -0.00985746 -0.00686688
internal_weight=601.342 226.181 172.192 375.161 112.783 262.378 41.8633 133.287 113.028 107.313 68.9699 60.2954 35.5683 38.3426 9.0711 70.9194 16.3163 20.2585 186.822 75.5565 28.3527 47.2038 24.7739 38.9055 7.6411 54.603 37.9372 30.4623 13.7871 12.645
internal_count=4034 2462 1490 1572 609 963 324 941 867 848 415 292 205 433 74 285 117 74 608 355 143 212 146 549 44 168 128 95 90 110
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=16 13 0 3 20 16 10 17 17 23 23 0 23 20 15 18 16 23 6 21 20 21 22 22 20 13 17 20 0 21
split_gain=82.3104 26.3235 17.3725 15.5418 17.0139 13.6301 13.4354 8.75388 10.2467 8.49007 8.48512 8.37814 8.08562 10.6307 9.51904 15.1391 7.97103 10.9863 8.28309 9.16503 8.71956 6.97458 6.45328 6.37292 6.02004 5.77213 5.55132 5.54816 9.03705 5.47445
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.499196860750018 41.942745071500006 22.604947139800004 66.590419433100024 241.79519611995002 214.03087950770001 0.049900000000000007 0.080770000000000022 76.451683855550016 0.079355000000000023 40.563919884450009 19.215947067900004 14.829319678250002 19.974953289850003 0.097970000000000015 14.845346859150002 6.9016076392500008 40.413896136950008 0.66785492670000013 -0.58559499999999998 -0.073609999999999995 36.893814626400008 116.58229836875002 187.28691448030003 47.927946529500012 90.767723400200012 1.6974749567000003
decision_type=2 2 2 2 2 2 2 2 2 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 22 6 11 9 10 8 12 25 -2 -5 -4 14 -14 -16 18 -18 19 20 23 -13 -3 -8 -25 -6 -11 -24 -29 -23
right_child=3 2 7 4 5 -7 16 -9 -10 26 -12 21 13 -15 15 -17 17 -19 -20 -21 -22 29 27 24 -26 -27 -28 28 -30 -31
leaf_value=-0.011411956263600441 0.0098818807112915422 0.0082696814783768304 -0.0061589660404714457 -0.0094271213146776261 0.00096492939481616327 -0.012036133341750983 -0.011428328533541436 0.011484571783202061 -0.010390404483709219 0.01352378120242345 0.004894704456749022 0.01109554905528261 0.0057414980687962944 0.0054911610064628229 0.0072587912772954623 -0.012081232848893163 -0.017310109375709481 0.0038219227982527262 0.0067654666842757432 -0.015182084695576699 0.0084735633193417405 -0.0084888968781770477 -0.0097030600218690616 0.0085718305974754414 -0.0065173042953308438 -0.01409630233235739 -0.0010853175135108093 0.011740128103280628 -0.012534427247512449 0.0036961175510695746
leaf_weight=53.037689410150051 56.011886961758137 2.8125926181673995 18.519042275846004 5.4300559237599364 6.035109721124174 18.904801178723574 7.0298760682344446 6.8196389377117148 11.924929246306418 6.2216017693281156 130.18334969133139 14.075727395713328 10.498471938073633 39.964676819741726 6.4911667406559017 16.347638186067343 5.9341879561543447 5.3886999115347862 28.771438159048557 4.5443600490689269 11.553237244486807 4.6695111170411101 47.144116725772619 6.3728084042668378 5.7954510375857353 5.6609209813177586 5.7411081343889236 3.7919355779886237 3.2862957790493965 45.235722742974758
leaf_count=972 167 12 172 66 30 174 69 18 108 14 441 34 42 169 25 162 47 19 89 53 30 32 724 17 31 68 38 8 50 153
internal_value=0.000355407 -0.00483332 -0.00275149 0.00342006 7.98309e-05 -0.00525348 0.00484988 -0.000273996 -0.00104693 0.000166283 0.00639496 0.00335027 0.000166516 0.00176459 -0.00270282 -0.00658448 0.00103391 -0.00725312 0.00249851 -0.00097971 0.00111908 0.00443469 -0.00755426 -0.00330677 0.00138524 -0.00632476 0.00651263 -0.00837507 0.000469888 0.002556
internal_weight=594.198 220.638 167.601 373.56 111.975 42.5635 261.585 110.566 103.746 23.6587 186.195 69.411 91.821 73.302 33.3373 22.8388 75.3901 11.3229 64.0672 35.2957 30.7514 63.981 57.0349 19.1981 12.1683 11.696 11.9627 54.2223 7.07823 49.9052
internal_count=4034 2462 1490 1572 609 324 963 696 678 150 608 285 570 398 229 187 355 66 289 200 147 219 794 117 48 98 52 782 58 185
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=8 10 20 22 4 16 3 3 20 22 6 21 23 2 20 0 5 21 16 9 23 22 2 9 2 22 18 3 10 17
split_gain=54.2489 22.1615 15.4061 18.1066 13.7905 10.0669 13.9441 9.87542 15.1192 10.3431 8.87473 8.82499 8.2802 7.67708 8.30762 9.09207 10.658 7.94545 7.16135 6.80056 7.71551 20.2825 11.4226 9.85683 11.9788 9.91941 6.71457 6.60499 6.44115 6.29974
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 -0.16276499999999997 377.6847677435 12.604970524100002 83.538459487450012 93.499196860750018 41.942745071500006 -0.116995 13.200308423050002 15.803805445550003 0.079805000000000029 253.13454704850002 40.750688432250008 97.39208423365001 13.629286330650002 5.7087410616000005 21.094950670800003 186.68586460755003 0.093325000000000033 0.0023400000000000005 90.745765132650021 204.99169312540002 154.31016903475003 -0.078504999999999991 14.005298574600001 92.249063830050019 73.037342029850024 191.08747234645003
decision_type=2 2 2 2 2 2 2 2 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 18 4 -4 10 13 12 -9 -10 -3 -11 -2 14 15 -7 -17 -16 -1 -14 21 23 -22 24 -21 27 -8 -26 -18 -19
right_child=1 5 3 -5 -6 6 26 8 9 11 -12 -13 19 -15 17 16 28 29 -20 20 22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.017257358491060342 0.011929682170022292 -0.017087544037378166 0.01386376601218218 -0.015660650103455638 -0.019744173856228127 0.0086100586264444678 0.010456487483575874 0.0048194914261157646 0.0090208312090859135 -0.017919768844202912 0.0065020746643113612 0.0091909949390179303 0.014474222929958614 -0.013654601069899712 0.013488695213871953 0.0073961583640134139 0.012575672389888323 -0.018681635250016343 0.015579892959123896 0.0045446017041401703 -0.011808980773350684 -0.024895334448706518 0.009351891325709627 0.01006551655221973 -0.045393777959304868 -0.0021359214922705614 -0.014019085795629996 -0.012683325952944394 -0.014797645336933203 0.0043422934661786969
leaf_weight=50.473586618900299 53.948614716529846 17.596502635627989 15.043017089366915 14.587011683732269 3.6244038492441168 14.45337203145027 3.0527089722454575 63.016245119273663 6.09325619414449 18.652632050216202 4.8712161481380454 3.3950361236929885 15.985264897346495 7.096226029098033 25.393402464687824 9.6936578229069692 2.2897458374500301 3.3870625942945507 1.64037325978279 22.592736437916756 6.7299887165427199 6.9560322761535636 65.419874869287014 26.688941106200218 2.9286495000123978 7.5415058657526952 22.037507027387619 2.9785410091280937 20.17511960119009 17.693610358983278
leaf_count=1089 189 381 54 263 49 48 11 234 31 203 20 13 46 79 83 51 9 25 5 85 34 55 214 93 23 41 307 19 185 95
internal_value=0.000329891 0.00247137 -0.0109752 -0.00275001 0.00733856 -0.00243982 -0.00073002 0.0048666 0.000610214 -0.00881566 -0.0119731 -0.0137451 0.00669878 0.00185236 0.00303451 -0.00157919 -0.00615866 0.00766188 -0.0162238 0.00491068 0.00383285 0.000162326 0.00737805 0.00294091 -0.00233491 -0.0138919 -0.0110412 -0.0289004 -0.0120076 0.000643005
internal_weight=536.036 450.667 85.3684 33.2544 18.6674 147.74 125.272 302.927 91.1572 28.1409 22.4677 22.0477 211.77 100.182 93.086 46.6119 32.1585 46.4741 52.114 157.822 141.836 69.6864 72.1499 62.7304 36.0414 13.4487 25.0902 5.90719 22.4649 21.0807
internal_count=4034 2574 1460 366 103 1294 893 1280 481 247 401 216 799 575 496 293 245 203 1094 610 564 316 248 261 168 83 318 42 194 120
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=8 6 20 10 4 3 20 12 0 9 23 3 23 22 7 16 5 3 17 0 5 22 23 17 23 22 0 5 20 21
split_gain=47.3307 19.2142 14.2455 16.3469 11.5768 10.3803 22.4574 11.7275 9.40705 8.78889 8.71751 8.70556 8.75944 7.4995 10.88 6.40873 6.11274 15.4049 5.7281 6.71267 5.57413 5.56901 8.6573 5.84983 8.34264 7.6504 5.47371 10.1104 5.41794 5.13681
threshold=5.9453602998000008 14.845346859150002 47.709122305950011 72.378669787950017 377.6847677435 93.281431752200021 41.942745071500006 124.92778561480002 103.48144189910001 186.68586460755003 0.080515000000000017 83.538459487450012 0.081765000000000018 -0.101395 22.516377366000004 21.094950670800003 29.996566321350006 94.972471916200007 241.79519611995002 107.57327517365 22.728547566650004 0.18145000000000003 0.099855000000000027 204.49254535040004 0.099465000000000012 -0.089094999999999994 97.878695155250014 13.812766882300002 39.110279783550006 18.593782865600001
decision_type=2 2 2 2 2 2 2 2 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 8 15 4 -4 10 9 13 11 -7 -3 26 -13 -8 -15 -1 17 28 -10 -20 -9 23 -23 -12 25 -25 -2 -28 -11 -22
right_child=1 5 3 -5 -6 6 7 20 18 16 21 12 -14 14 -16 -17 -18 -19 19 -21 29 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.016514312005141214 0.006154737759929447 0.012601539807846786 0.010807721693416851 -0.016910962246020657 -0.018602205842306267 0.01206768876889555 0.013313028921787455 -0.032283161732518696 -0.016548014582820545 0.012987876569103959 0.0074177435010656587 0.0041977786593779438 -0.011615757996929335 -0.022080912679824587 0.010731954892590602 0.013658045641707819 0.016826939861787675 -0.019562276431041144 0.021212728793633128 -0.016165413834949936 -0.016475306718998717 -0.024002545083939387 0.0058219153270499362 0.0016711825428742876 0.011119152562214379 -0.020849291724677674 0.0056755243245730641 -0.0064118358169193805 0.00056981782448408444 0.012150613821488333
leaf_weight=46.094183590263128 37.577789478003979 44.459271535277367 16.585375919938095 11.337171286344526 3.647043000906705 27.820469632744789 5.8873978331685057 4.4634215459227589 14.244210354983808 10.420797444880007 91.429105684161186 11.218386508524416 25.8593929708004 5.3592782989144307 3.8994237631559372 1.6279617100954045 5.4263290837407103 7.5354785472154608 2.2193721495568743 2.0780358240008354 11.12435148283839 3.6962766647338849 5.2785702794790268 7.6180736608803281 7.7559196427464476 6.0413268506526956 27.738625250756741 34.909984339028597 31.782680608332157 1.6018208116292942
leaf_count=1089 144 164 67 246 53 80 20 35 319 29 318 55 318 50 13 5 13 63 10 52 155 34 18 39 25 51 133 310 121 5
internal_value=0.000291464 0.0022172 -0.0103327 -0.00254407 0.00550636 0.00454737 0.00110182 -0.00946377 -0.00199322 0.00521873 0.00693702 -0.000643888 -0.00683116 0.00012477 -0.00826134 -0.015485 0.00176473 0.000121499 -0.0119853 0.00313832 -0.0179124 0.00486969 -0.00646124 0.00577087 -0.00126017 -0.00828925 0.00164503 -0.00105997 0.00363606 -0.0128722
internal_weight=516.738 437.446 79.2917 31.5696 20.2324 281.6 115.321 32.3357 155.846 82.9858 166.279 137.304 37.0778 15.1461 9.2587 47.7221 55.1653 49.739 18.5416 4.29741 17.1896 121.819 8.97485 112.844 21.4153 13.6594 100.226 62.6486 42.2035 12.7262
internal_count=4034 2574 1460 366 120 1233 584 278 1341 306 649 960 373 83 63 1094 226 213 381 62 195 485 52 433 115 90 587 443 150 160
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=13 8 20 4 9 0 5 10 16 2 7 20 21 15 22 7 23 3 23 6 12 23 15 20 17 17 22 20 22 16
split_gain=41.8651 17.8021 17.1159 11.5528 8.70265 13.4598 13.0925 12.5072 14.9681 11.7472 14.2917 8.82207 8.57141 7.89726 9.85174 7.69971 6.84959 7.45397 8.19316 6.73386 9.35773 9.37747 8.07955 13.0156 6.61105 9.49948 6.53869 9.59102 5.97996 5.70653
threshold=98.255079293500017 5.9453602998000008 47.709122305950011 375.65892766775005 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 21.094950670800003 121.84632764400003 23.109894804950002 41.481306584950012 1.0000000180025095e-35 34.139075990150012 -0.074349999999999986 22.381996090050006 0.089850000000000027 78.387373709500011 0.09013000000000003 16.235379337050002 320.0928336514001 0.12535000000000004 29.037712645600003 35.419594101850009 216.15673413880003 204.64886559710001 -0.059424999999999999 39.792680591700012 -0.06828999999999999 21.094950670800003
decision_type=2 2 2 2 2 2 2 2 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 2 29 -4 13 6 12 9 19 -7 -11 28 -6 -3 15 -15 -1 18 -18 20 21 22 26 -24 25 -13 27 -9 -12 -2
right_child=1 4 3 -5 5 7 -8 8 -10 10 11 24 -14 14 -16 -17 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012192770874052038 -0.0130552623142019 0.012913768861101264 0.0078568700535600697 -0.014138800182389021 0.007008351599814216 0.0097247357461412547 0.010607448780259071 -0.0090395977239393615 -0.023345675780369928 -0.0078426038106748468 0.0018782271362092137 0.0011579127387449269 -0.012339058328166166 -0.013142265516211886 0.010496607485411646 0.004093411725118218 0.025956697678162319 0.0089842190482347564 -0.011749317988439135 0.0075679536072342469 -0.016526918923776428 -0.014525860343090762 0.0092778668786377052 -0.005523880976493074 0.013399378187759683 -0.01582940144343005 0.0064130616241873245 0.0031101462707296117 0.010755201911230396 0.0097687237155586176
leaf_weight=38.751706473529339 24.920875184237961 18.615270934998989 14.78030287101865 4.2506364472210398 3.7153124213218751 46.119056694209576 5.4631419256329528 11.919571403414009 3.6667047366499892 15.45980655774474 15.678400605916975 27.291456334292889 21.399968206882477 6.5158207714557665 12.7960381321609 7.961709950119257 0.86993404477834602 4.9400622509419909 9.4635972790420038 17.533455122262239 4.6614509224891654 5.6100000068545333 10.161647479981182 42.828028474003077 4.5852813720703116 5.461892955005168 43.125114262104034 36.452741738408804 31.711344256997108 1.6124305576086033
leaf_count=963 592 55 59 72 12 153 18 98 25 86 67 113 232 43 38 34 7 27 205 63 59 56 34 394 15 44 174 193 98 5
internal_value=0.000208913 0.00139732 -0.00556509 0.00294405 0.00219293 0.00156649 -0.0058887 0.00227388 0.000161696 0.00481413 0.00255366 0.0044506 -0.00947699 0.00700968 0.00297991 -0.00366375 -0.00956438 -0.00289569 -0.00857502 0.000661978 -0.000120438 0.000389086 0.000968188 -0.0026854 0.000176293 -0.00167486 0.00308412 0.00011629 0.00781835 -0.0116682
internal_weight=498.323 444.297 45.5642 19.0309 398.733 352.844 30.5784 322.266 175.959 146.307 100.188 84.7284 25.1153 45.8888 27.2736 14.4775 54.0253 15.2736 10.3335 172.292 154.759 150.097 144.487 52.9897 37.3386 32.7533 91.4974 48.3723 47.3897 26.5333
internal_count=4034 2832 728 131 2104 1934 262 1672 1096 576 423 337 244 170 115 77 1202 239 212 1071 1008 949 893 428 172 157 465 291 165 597
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=16 13 7 3 20 18 10 16 2 20 17 17 18 19 6 8 13 10 17 4 0 2 6 21 15 9 0 21 12 9
split_gain=64.7682 24.2171 14.6151 11.6512 11.821 10.353 10.1429 18.2493 9.12706 12.3274 9.44009 14.862 8.35109 10.443 11.6377 10.7282 8.2638 9.65284 11.3352 8.99105 7.56265 7.26006 6.91076 11.8714 7.42342 6.65719 6.64748 6.92427 6.41249 5.98043
threshold=18.594956516900002 95.862351557400004 22.356277907050004 93.499196860750018 41.942745071500006 13.036600629150001 64.407391431150018 20.959950986500004 123.74733359145002 41.289992964000007 215.47685507205003 204.64886559710001 17.323446153950005 13.051052998800001 13.65531905435 7.6440346712000009 101.53768667075001 81.479100559500012 200.26331585350002 287.13979489680008 86.329079026800017 237.82463207520001 15.785368822600002 11.065329869750002 38.483556206400003 206.22988073345002 76.451683855550016 0.66785492670000013 182.87454670205003 213.27127849780001
decision_type=2 2 2 2 2 2 2 2 2 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 26 -6 8 22 -2 28 11 20 13 14 16 -15 17 18 19 -4 -11 -14 23 24 -8 -16 -5 -28 -10 -27
right_child=3 2 12 4 5 -7 7 -9 9 10 -12 -13 21 15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.0081808397356712224 0.0072674407091473554 -0.0064018081009736185 0.0047130772214199722 -0.0066306090923620468 -0.00031742298886200279 -0.008722997788737346 0.0024145244122787024 -0.013490612775966335 -0.0010606079676267351 -0.0067503852478626638 0.0091526548902617771 -0.010971765105282161 0.0071055796579580855 0.0054479757407226463 0.0053600269540036976 -0.0093160055252281253 -0.010123500513958286 -0.0092139112951655812 -0.010595017911461032 -0.0093534129243784819 0.0027348317191521134 -0.0037943944186013046 0.0057671349599613154 -0.012131092382830696 -0.0067232889959620073 -0.0049193679930985045 0.0078068764755159278 0.0014302817148363139 0.0074791924902183832 0.003954912963084669
leaf_weight=46.948219694197178 49.252176336944103 33.261344142258167 20.637997664511211 4.9409325793385497 25.120421420782804 13.937346190214155 63.836196955293417 4.8524046391248694 6.3006721138954154 6.1057488247752181 6.8553437590599051 7.2399009466171256 13.986127838492395 3.704058043658736 24.153006799519062 16.087546944618225 8.2612948566675168 7.7131968177855006 4.5968341752886763 3.212442308664321 32.583946160972118 5.1017135083675376 23.282714061439037 4.0542560853064051 5.9450967125594607 10.142438896000387 13.25887084007263 48.612067244946957 36.770110294222832 8.5714930891990644
leaf_count=972 146 549 98 66 162 162 269 32 25 33 19 57 41 28 82 233 95 122 46 51 114 33 74 47 44 74 34 185 103 38
internal_value=0.000237064 -0.00324355 -0.00178964 0.00227227 0.000101339 -0.00331686 0.00320248 0.00131208 0.00453091 0.00312484 0.000591183 -0.000686682 -0.000573749 -0.00142333 -0.000260267 -0.00655288 -0.00306571 -0.00145327 0.000650946 0.00281845 0.00123794 0.00419228 0.00205168 0.000880076 0.00163602 0.00264693 0.0020996 0.00279678 0.00622994 -0.000854704
internal_weight=559.326 206.378 159.429 352.948 105.87 39.0578 247.079 101.971 145.108 95.8557 52.7849 45.9296 126.168 107.08 87.2887 19.7916 44.4218 36.1605 28.4473 23.8504 38.6897 19.0878 97.1183 73.8355 69.7813 42.8669 66.8119 61.8709 43.0708 18.7139
internal_count=4034 2462 1490 1572 609 324 963 466 497 351 223 204 941 867 606 261 412 317 195 149 147 74 434 360 313 194 285 219 128 112
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=13 8 20 4 6 0 20 12 22 16 20 23 20 9 23 3 23 9 22 7 16 22 23 17 22 5 3 6 6 10
split_gain=39.1545 16.4751 16.3196 10.6418 7.86296 8.49274 18.2493 9.76349 8.41339 8.66713 14.0668 7.54343 7.47703 7.07831 6.51199 6.68562 6.71708 6.37353 5.71855 9.06963 5.39954 5.15119 15.7352 6.96964 8.32654 4.96275 12.1358 4.90994 5.63545 4.8629
threshold=98.255079293500017 5.9453602998000008 47.709122305950011 375.65892766775005 14.845346859150002 86.329079026800017 41.942745071500006 124.92778561480002 -0.054619999999999995 15.584963555600002 41.035283712600005 0.080515000000000017 35.419594101850009 186.68586460755003 0.089850000000000027 78.387373709500011 0.09013000000000003 204.27826083785001 -0.101395 22.516377366000004 21.094950670800003 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 29.996566321350006 94.972471916200007 11.370265664450001 13.060305151950002 67.940025414550021
decision_type=2 2 2 2 2 2 2 2 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 20 29 8 6 13 18 9 10 17 -7 -11 -6 -1 16 -16 -3 -8 -20 -2 23 -23 -13 -25 26 -15 -10 -29 -4
right_child=1 4 3 -5 5 11 7 -9 27 12 -12 21 -14 25 15 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.012634625997732678 -0.013630137025585831 0.001553480563511795 0.013417813859383591 -0.014671473157261854 0.0092418404284768021 0.0098371269812896137 0.0094198050954461231 -0.013922319997309991 0.010707819076320148 0.0094390497409950931 0.011176558000101736 0.0062961017090782572 -0.0084247570884775028 0.0027186790428873875 0.022079278131620281 0.0087674390050191519 -0.012040747717883264 -0.014318057315569984 -0.017319633239382123 0.0080907936329576366 0.0097001897964201934 -0.017222062033490314 0.0065125767600330208 0.0043836082543165728 -0.013074568230849602 0.013268172203838392 -0.01480016752178482 -0.0079780419639358668 0.0035234488368337965 -0.0012159788609387102
leaf_weight=37.210908703505993 23.817878555506471 8.0759170465171355 9.1679916679859179 4.0600203387439242 25.753587618470192 40.75456977635622 5.8844307810068122 16.073015041649342 10.939819909632204 3.9419096261262885 13.644735015928743 81.883641324937344 37.704149786382914 41.436888054013252 0.97234576568007369 4.9324415102601042 9.1373523287475091 7.3712134808301917 4.9454335831105727 3.770766869187355 1.6133161932229985 6.797264855355027 11.372927285730837 10.947065155953171 6.71264474838972 4.848295345902442 7.0470887757837763 7.8939493149518958 36.451902959495783 5.5541826300323001
leaf_count=963 592 41 22 72 80 163 21 195 33 19 39 288 425 151 7 27 205 70 50 13 5 54 38 50 54 13 63 60 184 37
internal_value=0.000233949 0.00143742 -0.00570636 0.00301851 0.00223856 0.00343324 0.000794519 -0.007286 -0.00030419 -0.00312329 0.00204543 0.00526088 -0.0067339 0.00392857 -0.00986455 -0.003012 -0.0087591 -0.00602026 1.95602e-05 -0.00632668 -0.0121501 0.00367651 -0.00236629 0.00477953 -0.00225243 0.00136284 0.000172335 0.00330284 0.00147608 0.00789697
internal_weight=490.718 438.465 44.2134 18.7822 394.251 268.228 109.76 30.6736 126.024 70.7379 29.0919 158.468 41.6461 79.0859 52.253 15.0421 10.1097 15.4471 14.6006 8.7162 25.4312 117.714 18.1702 99.5434 17.6597 53.3323 48.484 55.2857 44.3459 14.7222
internal_count=4034 2832 728 131 2104 1233 586 279 871 594 150 647 444 307 1202 239 212 111 84 63 597 484 92 392 104 227 214 277 244 59
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=16 13 23 5 18 10 5 0 6 20 22 3 16 22 5 0 16 10 9 12 14 22 20 9 20 21 0 20 3 0
split_gain=73.5856 24.7378 16.277 13.8699 13.4361 11.2286 12.244 11.1818 10.2603 13.6101 10.1587 9.57859 8.31841 8.26525 8.63472 9.62893 10.9016 11.1199 8.16679 8.13023 8.15836 7.77442 6.72306 6.32276 7.5621 6.26873 7.72466 6.17802 6.62193 6.02222
threshold=18.594956516900002 95.862351557400004 0.083950000000000011 23.545618314050007 17.323446153950005 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 38.804080188450008 -0.59260499999999994 92.703413254150021 15.524963695900002 -0.54526999999999992 19.426367441400004 97.878695155250014 16.674961006700002 71.104340634100012 224.10491522260003 111.90336595095002 171.16849715720005 -0.14259499999999997 41.674196414850009 200.17144541975003 47.927946529500012 8.9626214023500008 94.165934477050016 48.226196960950006 92.913112988300014 85.995710218650018
decision_type=2 2 2 2 2 2 2 2 2 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 12 5 10 8 7 -7 29 -10 -4 -11 23 -12 15 16 -15 -18 22 20 -17 -21 -5 24 -3 -9 -27 28 -24 -2
right_child=3 2 4 18 -6 6 -8 25 9 11 13 -13 -14 14 -16 19 17 -19 -20 21 -22 -23 27 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0074916220886167223 0.00080072184029758033 -0.0069982922929877562 0.0050637344928658066 0.00086961147809203651 0.0059131306597091935 -0.0077567852411442213 -0.010445050530892643 0.0033246036157856596 0.0071659852560143587 -0.0075068822001797871 -0.010751868414376838 0.0011707585804518067 -0.0068336623835136522 0.0067195447645999268 -0.0081292071182408835 -0.006073532049333202 0.0048374730230064354 -0.008740347593792221 0.0075810988442505597 0.0038206007047900249 0.0064890597304127755 -0.0080139246184474482 0.0013502609094493806 0.002585160855772949 0.004621147487409257 0.0028033313899376187 -0.010530643971082105 0.0022639080586479426 -0.0075479442504085914 0.0055060993503918175
leaf_weight=48.043235998600721 15.590591274201868 12.736995525658136 11.83681560307741 37.671436350792646 16.911023885011673 6.2073618695139876 4.8225581645965567 48.945212781429291 18.03409843146801 7.4029711708426467 5.1816701702773562 51.776520252227783 34.985642798244953 15.108739331364633 8.4640877172350866 4.2545711323618907 5.822787616401909 6.4992123357951641 5.9430469647049895 3.428089663386344 6.9025769829750061 16.103730618953708 5.6075697615742746 11.052544012665747 3.6747670248150817 4.9367003291845304 4.0085157603025436 6.9368771687149993 17.699739791452885 124.02237139642239
leaf_count=972 65 213 42 193 54 47 45 186 45 54 48 200 527 44 144 41 24 87 17 19 24 162 21 47 14 18 47 44 213 377
internal_value=0.000353437 -0.00299179 -0.0016652 0.00231632 0.000112392 0.0030288 0.000519866 0.00134484 0.00382628 0.00173903 -0.00106098 8.52419e-05 -0.00452623 -0.00207117 -0.00139563 -0.000415001 0.00265709 -0.00232412 -0.000440113 -0.00316093 0.00169855 -0.00593681 -0.00114202 -0.0015869 -0.00439658 0.00232077 -0.00317187 -0.00364766 -0.0054071 0.00498065
internal_weight=570.612 211.006 162.963 359.606 100.513 285.747 68.9203 64.0978 216.827 77.2136 83.6023 59.1795 62.4499 71.7655 66.5838 58.1197 27.4307 12.322 73.8587 30.689 11.1571 19.5318 67.9156 27.4643 16.4118 57.8904 8.94522 30.2442 23.3073 139.613
internal_count=4034 2462 1490 1572 689 1084 343 298 741 299 635 254 801 593 545 401 155 111 488 246 65 181 471 274 227 251 65 278 234 442
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=16 13 7 5 18 19 6 8 10 5 6 20 10 21 0 12 13 22 22 22 0 6 9 3 23 20 5 0 5 21
split_gain=63.4848 22.2605 14.2223 10.7927 8.93977 10.4099 11.671 10.0613 8.02572 10.4332 8.76163 11.6432 10.3181 9.89555 8.74262 7.83543 7.79598 8.80791 10.2326 10.1892 7.14264 6.81743 6.51553 6.16917 5.82618 6.0845 6.47279 10.6374 5.77633 5.5485
threshold=18.594956516900002 95.862351557400004 22.356277907050004 23.626838821450004 17.323446153950005 13.051052998800001 13.65531905435 7.6440346712000009 66.964115113200009 20.769304081650002 16.455384477450004 38.804080188450008 62.025417527550012 9.1912342607000017 91.937202686950016 277.00455789595009 101.53768667075001 -0.18231499999999998 0.059320000000000012 0.11704500000000002 86.692020874450009 16.405383309150004 206.22988073345002 93.499196860750018 -0.25095999999999996 38.064633603500006 30.284449345300001 85.732241321850012 24.458659404000002 5.2345280387500006
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 6 16 -7 10 14 23 -12 -13 -14 -10 -6 17 -4 -19 -20 21 -5 -8 -2 -23 -26 27 -27 -29 -28
right_child=3 2 4 20 15 7 22 -9 9 -11 11 12 13 -15 -16 -17 -18 18 19 -21 -22 24 -24 -25 25 26 29 28 -30 -31
leaf_value=-0.010868436105637758 0.0075812272719165529 -0.0086498005693213548 0.0091980524244572315 -0.014438985664630075 0.0096164524903481589 0.0067506157086745198 0.0070931019641765746 -0.012505967863917836 -0.0098002391000815078 -0.014527201774968851 0.010023556808625576 0.0034961904311534477 -0.0012750510131987634 -0.01697101217743948 0.0033443255625114836 -0.006429018740421919 -0.013566991329920345 -0.01044774669234374 0.010812418963148546 -0.0072679779867085015 0.0078623556534706072 -0.010770399507631494 -0.0011723761005199048 0.00078771293612685494 0.0081286040444603289 -0.010924805484468931 0.011664238738237808 0.0061490486919678683 -0.0080573191046919134 -0.0047116006985181624
leaf_weight=43.954302128404379 118.13205571472645 32.064020432531834 6.2840362451970568 4.4938233569264403 14.514972530305387 3.7076130360364941 24.267676085233688 16.003274817019701 6.2258451133966437 4.5110741183161727 16.832477055490017 37.627138666808605 16.545623846352104 6.0987849459052077 57.096430614590645 4.3999514356255522 8.0992212817072851 15.418574754148723 7.117084473371504 6.7259403318166733 9.5273845195770246 5.9356088861823073 18.760179027915001 16.958905749022961 8.9373407624661905 13.361794058233501 6.3976879566907865 10.739039473235605 4.5083407647907725 3.5799186415970325
leaf_count=972 384 549 25 55 43 28 82 233 47 45 45 136 83 40 251 31 95 203 19 70 28 84 112 71 35 157 16 31 29 35
internal_value=0.000465384 -0.00424126 -0.00239017 0.00319201 -0.000788318 -0.00197465 -0.000403385 -0.00888381 0.00410323 0.0009494 0.00511142 0.0022784 0.000115354 -0.00550242 0.00205195 0.00588399 -0.00424109 -0.00211614 -0.0045459 0.00202766 -0.000589316 -0.00197874 0.00348935 0.00672839 -0.000931337 0.00029753 -0.00151628 -0.00406392 0.00194851 0.00578866
internal_weight=548.826 201.317 157.363 347.509 125.299 106.384 86.6727 19.7109 280.028 67.8333 212.195 77.104 60.2715 22.6444 63.3223 18.9149 43.6449 35.5456 29.2616 13.843 67.4809 57.9536 43.0279 135.091 53.4597 47.5241 38.5868 28.6092 15.2474 9.97761
internal_count=4034 2462 1490 1572 941 867 606 261 1102 343 759 304 259 123 298 74 412 317 292 89 470 442 194 455 387 303 268 217 60 51
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=8 10 20 22 15 3 3 21 8 17 22 15 10 22 2 12 22 20 10 9 15 22 20 20 15 5 0 22 5 16
split_gain=40.0207 16.6011 12.7209 14.4542 9.34239 8.63575 11.7546 8.43709 8.14058 8.03802 6.65247 6.32129 7.61713 5.99959 5.42425 6.53065 8.44195 11.1416 10.0669 7.12502 7.4362 6.36744 7.19085 6.91182 5.35624 5.29376 6.73381 7.07733 5.61048 5.21219
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 -0.16276499999999997 46.074827201850006 83.538459487450012 76.825379535700009 7.515317457250001 8.8430989333000021 241.79519611995002 -0.084794999999999995 29.037712645600003 71.397382570300024 -0.086139999999999994 309.00014058725003 149.09269374785001 -0.076484999999999984 42.066503896600004 61.93938686740001 204.89606367675003 37.050691080100002 -0.11347 42.753078181500008 42.67709657435001 42.493282152450007 24.367802910700004 86.692020874450009 -0.10290999999999999 24.458659404000002 21.094950670800003
decision_type=2 2 2 2 2 2 2 2 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 29 7 8 6 9 -4 14 -3 -10 12 -7 -11 15 21 18 -18 -17 20 -20 -2 23 -23 -22 -6 27 -27 -29 -1
right_child=1 5 3 -5 25 11 -8 -9 10 13 -12 -13 -14 -15 -16 16 17 -19 19 -21 24 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.016956591283784565 0.01484344498422371 -0.016006718481443381 0.01903082931821224 -0.015206634088109874 -0.022758007832130379 0.0072241756714248066 0.0020135432985244062 -0.0031576526028048064 0.0037677435770469012 -0.019108103543399042 -0.011398965338562463 -0.018356341700529202 -0.01937972926876378 0.016859553713848039 0.015445641089398412 -0.021531525438524778 0.0098755748756181941 -0.0086589984957937474 -0.022224804586706795 0.0091738781387101665 0.0037579675676644103 0.0054155387306816238 -0.0083698160439941403 0.017744100586792145 -0.013708974241280572 0.010420042562158753 0.018852369620192194 0.010934656842818408 -0.018931894616897676 0.011572695072104991
leaf_weight=40.446478277444839 26.674266189336777 16.586834583431486 7.6393184363842073 12.42536662891507 3.5941342748701599 7.294256694614889 93.263159818947315 9.1147444620728475 16.739031340926889 1.6126516088843343 12.071575528010724 12.464051116257904 4.0642801374197006 3.7171385176479808 14.401977419853209 5.6429547294974318 48.085911095142365 9.4035878255963308 4.5837753340601948 15.167735844850538 17.432486675679687 64.048675525933504 7.5647442936897269 13.322216808795927 5.6335472054779521 4.2511241436004665 3.0906204730272284 1.8655077256262291 8.3656044416129571 1.6150458008050907
leaf_count=1089 81 358 21 263 40 29 551 82 76 36 88 236 55 29 53 42 161 50 36 58 66 246 53 51 37 20 6 16 100 5
internal_value=0.000414205 0.00224106 -0.0103801 -0.00247937 0.00441256 -0.00216342 -0.000398132 0.00695959 0.00522021 -0.0106607 -0.00258707 -0.0106984 -0.00229516 0.0059767 0.00618991 0.0055772 0.00280796 0.00684386 -0.00197991 0.000596812 -0.00410827 0.008206 0.0061215 0.00753835 -0.000508082 -0.00553744 -0.00201536 -0.00646869 -0.0134861 -0.0158611
internal_weight=492.183 420.942 71.241 29.1794 281.939 139.002 115.18 16.7541 260.772 21.9166 28.8106 23.8226 11.3585 5.32979 231.962 217.56 105.95 57.4895 48.4605 42.8175 27.6498 111.61 84.9356 77.3709 23.066 21.167 17.5729 14.4822 10.2311 42.0615
internal_count=4034 2574 1460 366 1280 1294 974 103 1098 423 164 320 84 65 934 881 450 211 239 197 139 431 350 297 103 182 142 136 116 1094
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=16 13 18 16 13 5 10 5 6 20 10 0 20 21 9 23 4 23 9 17 0 16 5 18 19 21 0 2 16 3
split_gain=66.2713 23.56 16.8266 13.2918 15.3829 11.6608 11.2067 12.1815 10.7032 13.3356 10.817 10.2939 10.0121 9.82022 7.23664 6.77636 6.75717 6.08464 14.0955 6.71453 5.99943 5.91933 6.17037 5.78023 6.94971 5.71867 7.09233 5.38235 5.05458 5.01973
threshold=18.594956516900002 95.862351557400004 17.323446153950005 15.584963555600002 98.050756475600011 23.626838821450004 66.964115113200009 20.769304081650002 16.455384477450004 38.804080188450008 62.025417527550012 91.937202686950016 38.244973486750006 9.1912342607000017 226.28914430085004 0.092260000000000023 342.39448800975009 0.087905000000000025 192.57902085675002 188.19076296340003 85.995710218650018 13.904967484100002 13.8160216159 11.862896247150001 14.551174033150001 8.9626214023500008 94.165934477050016 154.31016903475003 18.734956189500004 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 8 11 20 -10 -11 -8 -6 27 15 23 -4 -5 -19 -20 -2 22 -14 -7 -25 28 -27 -12 -13 -30
right_child=5 2 16 17 12 14 7 -9 9 10 13 25 21 -15 -16 -17 -18 18 19 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0077363996311270626 0.00075960722186560622 -0.0086765018835367573 0.0074169289423431919 -0.0067434629823902668 -0.0060430129437750143 0.0017451114540743226 -0.0075649763942500876 -0.010841093727327876 0.0073562014678274857 0.0024740774038668795 0.0018853171495729307 0.0071761894053227722 0.0058030375211234296 -0.012138247481301637 0.0081037652835030602 0.0018591006574140204 -0.0026922437844137908 0.0064574505001312923 0.0014918560507253874 -0.0077609492620861363 0.0056465608400836573 0.0033907841435517859 -0.0099192582619027567 -0.0070537120619716719 0.0016551983593208076 0.0027386867112748209 -0.010628811441632604 -0.0069477658065604693 0.0044856112345384447 -0.0011305343099357581
leaf_weight=44.521513439714909 15.668845191597937 10.230130545794962 14.544489264488222 39.520888980478048 9.0070189051330072 9.8899185210466367 6.530406527221202 4.9358440898358813 17.568681553006172 37.171538919210434 11.247250653803354 13.437515586614607 2.1233450621366492 6.066295124590396 5.1173974946141234 25.437513064593077 4.8912267312407485 7.5962473638355759 5.9262076430022743 16.237135212868452 123.63545525074005 45.164038095623255 3.9570757895708084 20.477406330406669 6.7427519857883444 4.9517122060060483 3.9498654827475548 5.7820168808102599 18.526088207960129 16.799141682684422
leaf_count=972 66 166 41 621 114 74 47 45 45 136 41 35 7 40 13 119 33 44 37 176 389 196 55 224 40 18 47 42 61 90
internal_value=0.000428986 -0.0029518 -0.00161373 -0.00251577 -0.000240902 0.00237491 0.00303148 0.000422468 0.00386211 0.00165223 -1.05595e-05 0.00128851 0.00119138 -0.0040095 -0.000402883 -0.00109886 0.00487284 -0.00483007 -0.00228908 -0.00528686 0.00509688 0.00246294 -0.00442887 -0.00312643 -0.00489641 0.00229115 -0.00319283 -0.00111382 0.00329225 0.00181482
internal_weight=557.655 203.719 159.198 139.762 70.4816 353.936 286.271 69.1306 217.14 77.8358 60.2671 64.1947 60.2515 23.0956 67.665 62.5476 19.4357 69.2805 29.7596 22.1633 139.304 51.2445 6.08042 37.1101 27.2202 57.6643 8.90158 17.0293 48.7627 35.3252
internal_count=4034 2462 1490 1416 538 1572 1102 343 759 304 259 298 372 123 470 457 74 878 257 213 455 258 62 338 264 251 65 83 186 151
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=16 13 18 22 6 6 19 22 2 4 15 10 10 10 16 13 22 21 12 20 17 20 17 0 18 2 17 3 5 0
split_gain=46.228 20.0267 11.8807 10.1537 8.42925 8.86567 15.3436 11.5197 8.52963 9.71652 8.15429 9.66922 9.58497 7.19837 13.3745 8.10692 8.60036 7.73343 7.0798 6.75371 8.28967 6.18395 5.78825 5.48879 9.57528 5.04267 5.25873 4.97499 4.84988 6.27373
threshold=18.594956516900002 95.862351557400004 17.323446153950005 -0.59260499999999994 15.51536251395 13.65531905435 13.051052998800001 -0.23783499999999999 82.82761181390002 169.88079978325004 46.074827201850006 60.613977009100005 58.167480110400007 64.407391431150018 21.094950670800003 117.48293184245001 0.066710000000000019 8.8898213993500015 277.00455789595009 42.779078631750004 216.15673413880003 43.487767439550005 187.88259729165003 87.350693116400024 13.777522434500002 216.11743889730002 193.82841840970002 108.47659710545001 24.367802910700004 86.692020874450009
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 7 -7 9 -5 11 12 27 15 17 19 23 22 -4 -13 21 -21 -15 24 -17 26 -24 -2 -12 -30
right_child=10 2 18 4 -6 6 -8 -9 -10 -11 28 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 25 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.010648883139545729 0.005014925518598984 0.0060930143097080308 0.0095705119832356928 -0.013140602753039245 -0.011591026221394747 -0.011506043016856459 -0.012124903763624306 0.0047057459072412716 -0.00841561563708592 0.009096795463244562 -0.014807900685680693 0.008780706723228027 -0.013509727012612282 0.00973405957670344 -0.017567157228140971 0.0020546054713602353 0.011278281450711043 -0.0053729620891088672 -0.0060413912047283976 -0.015239799458019525 0.012072565550975259 0.0024290527137161241 -0.0042987252531524406 0.010933788938920271 -0.012867535521745381 -0.0084809055629606594 0.0042466490779728555 -0.0075708915473487962 -0.0041175551094672054 0.01251310772804802
leaf_weight=37.789062481373549 11.343420393764978 11.928765419870613 13.883784912526609 3.1341493576765043 14.629906315356491 5.582694098353385 9.5553177967667562 37.836641326546669 40.003741391003132 7.1704948283731937 3.5272819846868542 68.610853269696236 7.099035032093524 13.503594905138014 3.9471398666501036 79.497829671949148 12.301393263041971 12.804901171475647 4.1991733685135832 3.9011604338884336 4.640961527824401 5.0376527309417725 9.4132068380713445 6.8955404683947554 5.0777618922293177 4.5927878133952609 52.979854762554169 5.0325016304850569 14.794486887753012 3.0339887142181388
leaf_count=972 57 48 43 44 349 78 173 185 513 26 40 227 85 40 25 315 31 95 31 24 15 21 52 22 45 36 216 84 136 6
internal_value=0.000396134 -0.00380399 -0.00205538 -0.00316961 -0.00410668 -0.00304653 -3.85544e-05 0.0026213 -0.00621392 0.00233331 0.00277399 0.00321231 -0.00328521 0.00375089 0.00142815 0.00496547 0.00300784 0.00223181 0.00594516 0.00743715 0.000648916 -0.00528215 0.00344164 0.0018956 0.00115871 0.00217316 0.00295741 0.00114716 -0.00352056 -0.00128741
internal_weight=513.749 185.714 147.925 129.842 117.913 103.283 52.9747 43.4193 50.3084 10.3046 328.035 306.68 23.475 283.205 97.2415 185.963 103.773 93.2943 18.083 82.1906 13.5798 8.93881 80.4894 91.4711 84.5756 66.9858 62.3931 16.3759 21.3558 17.8285
internal_count=4034 2462 1490 1416 1368 1019 436 263 583 70 1572 1390 226 1164 464 700 413 439 74 287 60 45 344 382 360 304 268 141 182 142
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=16 13 7 0 18 19 6 20 7 10 15 6 20 15 16 13 10 17 4 20 6 21 2 6 21 20 2 6 2 6
split_gain=57.6237 22.2477 12.8347 10.2321 8.73755 9.86707 11.0215 9.92563 8.67162 8.14892 8.96915 8.46112 10.3052 8.83878 8.33318 7.81839 8.98495 10.357 8.41317 7.57964 7.29624 6.82546 6.74853 6.39317 7.81371 7.34882 6.24272 6.00346 9.01253 7.09734
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.732241321850012 17.323446153950005 13.051052998800001 13.65531905435 47.709122305950011 22.721067571950005 66.964115113200009 46.074827201850006 16.465384711100004 38.903925214650009 41.492094664050008 19.974953289850003 101.53768667075001 81.479100559500012 200.26331585350002 287.13979489680008 37.52517992975001 14.955349429350003 15.285239689500001 237.82463207520001 14.845346859150002 6.9016076392500008 40.413896136950008 198.51835910855002 13.78532209185 137.73157856955004 14.185331438000002
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 6 15 -7 -2 10 11 -5 -13 26 23 16 17 18 -4 -10 -16 -12 -6 24 25 -11 -14 -8 29 -29
right_child=3 2 4 9 22 7 27 -9 19 14 21 12 13 -15 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0092715904151777113 0.0008660637287506626 -0.0070643408556269266 0.0052163755084352996 0.0060369801788267988 0.0083641309351877666 -0.0094321741787642861 0.0098608136798594235 0.014431046741309413 0.0079065618081604044 -0.0026081362152468399 -0.0064016479521482473 0.0096397905471127653 -0.00072352527669964359 0.0056359078256475693 0.0038085949968556022 -0.011572173098440813 -0.010557281636411089 -0.011976206026766417 -0.010700072253105109 -0.011540954665206445 -0.013576474112109724 0.0077771632793523808 -0.0039418724331364173 0.0051313166401625605 -0.012339297861459287 0.0067176395081064554 -0.011691587747511601 -0.0045382779207367267 -0.0060981223500062689 0.0068835521865585276
leaf_weight=42.513375788927078 54.073753096163273 31.249792695045471 20.098030347377069 132.96657237410545 13.659505158662798 17.418958164751533 8.2483774721622449 1.5421638637781132 1.996046558022498 18.415038026869301 10.490053206682203 11.87006491422653 30.355597861111164 17.199281245470047 2.9945745542645437 7.9820919036865225 7.3301493972539893 4.4216126762330523 3.1181197091937056 8.8573394045233709 5.6913805082440376 3.7446579188108435 4.9292222186923018 26.937647491693497 4.1548055484890929 10.953224934637545 4.8986339420080176 5.785500921308997 9.6341995745897275 18.761978719383478
leaf_count=972 328 549 98 436 41 258 20 3 6 117 76 30 122 50 11 95 122 46 51 123 49 10 33 89 53 30 42 28 89 57
internal_value=0.000398193 -0.00349737 -0.00190519 0.0026153 -0.000593688 -0.0016082 -0.000301686 -0.00749131 -0.000610053 0.00336142 0.00423973 0.0047384 0.00205403 0.000337398 0.000674586 -0.00352121 -0.00168342 0.00067012 0.00307867 -0.00796436 -0.00758279 -0.0026717 0.00510092 0.00186086 -0.000767128 0.000870017 -0.00224756 0.00295729 0.0012914 0.00419159
internal_weight=542.292 196.693 154.18 345.599 122.93 104.341 85.3801 18.9611 64.9271 280.672 211.525 197.29 64.3236 52.4535 69.1467 42.95 34.9679 27.6378 23.2162 10.8534 8.68596 14.2347 18.5887 60.4607 33.5231 29.3683 35.2542 42.4301 34.1817 24.5475
internal_count=4034 2462 1490 1572 941 867 606 261 457 1115 766 680 244 214 349 412 317 195 149 129 60 86 74 289 200 147 164 194 174 85
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=13 8 20 4 10 3 15 8 6 20 9 15 10 9 23 23 19 7 16 22 2 4 4 16 10 20 17 20 21 13
split_gain=40.2209 16.6943 16.5209 10.8385 8.68287 12.6274 8.65297 7.35552 7.00806 6.59152 7.85369 5.96799 6.93118 5.80936 5.70639 6.72284 6.25054 7.989 5.86096 8.04181 5.15098 6.14036 7.07009 6.75242 10.3181 10.9895 7.61736 7.99175 7.68101 10.3305
threshold=98.255079293500017 5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 46.074827201850006 8.8430989333000021 13.200308423050002 38.748048509250005 200.17144541975003 29.037712645600003 71.397382570300024 215.54845996915003 -0.081689999999999999 0.09117500000000002 11.850956171350001 24.346818680050003 18.704956259700005 0.059320000000000012 309.00014058725003 309.28270023145006 313.22340827140005 19.199955102150003 66.964115113200009 36.893814626400008 188.19076296340003 39.664548207900005 10.274034306750002 117.61735474900001
decision_type=2 2 2 2 2 2 2 2 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 2 -2 -4 6 14 7 20 -1 -9 -11 12 -7 -12 -6 -16 -17 -18 19 -19 21 23 -23 -3 26 -26 27 -25 29 -29
right_child=1 4 3 -5 5 11 -8 9 -10 10 13 -13 -14 -15 15 16 17 18 -20 -21 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.01201378627755474 -0.012803770143507564 0.012334450657481183 0.0085626094538086388 -0.015354499694592808 -0.011706480158038197 0.0053339009067311675 -0.0042892900517575308 0.0074883680754166491 0.0032640068083585106 0.012905241892870801 -0.016998085914253985 -0.01529838851676439 -0.016098285653180989 -0.0017532875837500321 0.0058168451816205148 0.010512922527155976 0.015009617521144568 -0.01193182596222107 0.010607576025434834 0.0056223668672094034 0.012797538849493003 -0.01436689156971504 0.0030264868368087222 0.0078864890593122166 0.0072484842172850549 -0.013330691880204842 0.0071181852071349437 -0.0039406147109385817 0.0017312307151429074 -0.033661385906949538
leaf_weight=46.823237936943769 25.196984976530075 21.062905564904213 14.70164266601205 4.1167761348187915 5.0715956315398207 7.3311756849288958 20.916229162365198 9.0547256395220774 5.7188764438033095 3.1772278398275402 8.5282461382448691 12.223567735403774 3.9366751797497272 8.4441738594323379 47.164234165102243 6.1657654941081992 3.4295915588736525 20.168950848281391 3.2030200213193885 5.6765083298087111 14.191849663853644 5.8353005945682552 12.388670884072779 14.4679634347558 7.5355790182948139 10.601034376770256 124.69401628896594 5.909135505557062 13.222426742315291 2.9894062057137489
leaf_count=1149 597 61 59 72 46 29 182 32 53 8 75 236 55 49 196 19 8 194 9 32 53 58 50 48 24 76 457 32 51 24
internal_value=0.000424783 0.00170745 -0.00590573 0.00333043 0.0025507 -0.000478775 0.00377494 0.00441848 -0.0103509 -0.00174498 -0.0058942 -0.00899353 -0.00215391 -0.00941344 0.0017222 0.00251589 -0.00151288 -0.00379591 -0.00601617 -0.00807635 0.00519135 0.00469778 -0.00254286 0.00535596 0.00453672 -0.00478025 0.00558444 0.000357467 -0.0045668 -0.0139251
internal_weight=493.947 441.405 44.0154 18.8184 397.39 114.371 283.019 262.103 52.5421 29.2044 20.1496 23.4914 11.2679 16.9724 90.8797 85.8081 38.6438 32.4781 29.0485 25.8455 232.898 218.706 18.224 200.482 179.42 18.1366 161.283 36.5889 22.121 8.89854
internal_count=4034 2832 728 131 2104 824 1280 1098 1202 164 132 320 84 124 504 458 262 243 235 226 934 881 108 773 712 100 612 155 107 56
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=16 13 7 0 7 18 19 6 8 6 22 19 13 12 10 0 15 10 2 20 3 9 15 21 20 23 16 20 0 22
split_gain=51.3451 20.2671 12.0579 8.9043 9.17512 7.83763 9.55569 10.9882 8.7421 7.56819 12.0781 8.21993 10.6458 7.44791 7.18163 7.45277 7.59029 8.25904 7.20919 11.3778 13.6232 9.53038 8.37227 7.12092 7.04853 6.85346 6.7829 10.3476 7.34138 7.78505
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.732241321850012 22.721067571950005 17.323446153950005 13.051052998800001 13.65531905435 7.6440346712000009 12.26528657645 -0.18231499999999998 11.950964240300001 98.050756475600011 277.00455789595009 66.590419433100024 90.407470010750018 46.683480308100009 65.611820673600008 121.84632764400003 42.066503896600004 93.394346993650018 184.85936449530001 38.884669609800007 15.285239689500001 37.52517992975001 0.10661000000000002 19.199955102150003 37.73036952315001 94.047642319350018 -0.026144999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 7 9 -8 10 -4 12 -12 -7 15 16 17 18 21 -20 22 -5 -21 -18 -6 -23 28 -28 -16 -30
right_child=3 2 5 14 24 13 8 -9 -10 -11 11 -13 -14 -15 26 -17 23 -19 19 20 -22 25 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.012632516312004915 0.0014532692054680272 -0.0097381841699423835 0.016069617522721315 -0.0070033399078923446 0.010267058234415522 0.011138133778116946 0.0072384828882522054 0.0041448951378077791 -0.014729357026811035 -0.013347904737513638 -0.014174082157034442 -0.014937011623723828 0.0069808100120395174 -0.0077690057316681781 0.009753701659032504 0.013457388042378934 -0.013138829221366602 -0.007656050549287384 0.0063420636410866345 -0.0093321624933941257 -0.022234432812261305 0.011887600984006532 0.0073763864838052688 0.0097067231440820939 -0.015878284635906924 -0.0011909030390201232 0.0036372983122255251 -0.011852498910174628 -0.0074950505021291816 0.0072564531412593961
leaf_weight=38.888292521238327 52.812395181506872 29.029860861599445 5.0233504660427597 5.2397596612572661 1.9540365636348713 13.941582165658476 3.4984150044620064 41.868715278804302 14.330130223184822 11.769982207566498 5.5021089538931909 8.6484229080378991 11.227101042866705 4.2108518183231345 19.38635441660881 17.420752882957458 6.5845092087984067 7.0824235156178466 75.167636252939701 7.4261305555701318 4.8040572851896277 57.383156910538673 12.47536503523588 3.1220417618751526 8.8481927961111051 6.9755897372961035 13.777296777814628 13.021673411130903 12.095024626702072 10.267596226185558
leaf_count=972 328 549 13 28 6 43 28 194 233 128 99 135 37 31 66 50 59 35 258 43 39 172 38 9 123 29 53 90 113 33
internal_value=0.000591921 -0.00462263 -0.00253279 0.00350999 -0.000686655 -0.000789996 -0.00213398 -0.000376424 -0.0104187 -0.00486534 -0.00158124 -0.00507513 2.31281e-05 0.00675221 0.00449066 0.00566461 0.00493576 0.00552547 0.00607635 0.00393122 -0.00340386 0.00915458 0.00114169 -0.00579072 -0.0111488 0.0104701 0.00100244 -0.00388923 0.00414243 -0.00072203
internal_weight=523.783 187.939 149.051 335.844 63.6146 120.021 101.868 84.0397 17.8285 42.171 30.401 25.3776 16.7292 18.1524 272.229 203.681 186.261 176.554 169.472 99.8732 24.7056 69.5985 19.9015 9.70655 10.8022 64.3587 68.5479 26.799 41.749 22.3626
internal_count=4034 2462 1490 1572 457 941 867 606 261 412 284 271 136 74 1115 760 710 642 607 378 120 229 81 68 129 201 355 143 212 146
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=13 8 20 9 6 22 4 9 3 20 18 19 14 6 19 23 23 17 23 21 16 21 16 17 21 0 20 22 21 22
split_gain=36.9363 15.7734 14.8063 9.55165 8.07626 8.83218 8.08913 8.79639 7.38548 10.7488 7.42662 7.34067 6.95744 6.68859 5.99535 5.79749 5.74295 6.42652 5.94898 5.49093 5.44799 5.32031 4.89317 6.63005 4.80386 4.7157 4.40575 4.31639 4.31415 4.2646
threshold=98.050756475600011 5.9453602998000008 47.709122305950011 38.295222230400007 14.845346859150002 -0.054619999999999995 169.14490639835003 204.02774515060003 93.499196860750018 41.942745071500006 13.036600629150001 12.751028791950002 374.58832619585007 13.200308423050002 12.551012654050002 0.080515000000000017 0.082535000000000011 189.95176274255002 0.087905000000000025 3.4316303497500003 21.094950670800003 1.0000000180025095e-35 22.604947139800004 187.51563899930002 0.70172919805000011 86.103248543850015 41.257403903850005 -0.24468499999999999 6.151769958900001 -0.116995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 20 -4 5 6 -3 11 15 21 22 -8 -5 14 -1 -6 -9 -18 -19 -16 -2 -10 -11 -24 -20 -17 -23 -15 -7 -12
right_child=1 4 3 12 8 28 7 16 9 10 29 -13 -14 27 19 25 17 18 24 -21 -22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014591718989618712 -0.014752787193467792 -0.0181754854100552 -0.017866132906207862 0.012044687454657553 0.0097600763435708136 0.0055648669571098609 0.0096406475983435887 -0.016862191892064067 0.012893481969389341 0.0096211653475423032 0.0062304710410559377 -0.0050512181376549713 -0.0099179564933178799 0.014001548812254797 0.010628136076933133 0.015362094222360489 -0.022414315427593701 0.0070864725221123611 0.0047638741228320921 -0.01583975066879844 0.010600905334699023 -0.0010346849297518626 -0.018319162300593064 0.0071681500249318238 -0.010664018566760355 0.0035306050256589971 0.0073657073214800752 -0.0093709070149317116 -0.0037562394928849284 -0.017580546885123862
leaf_weight=36.770200926810503 22.599507741630081 6.2001383528113356 3.322568096220496 12.246583379805086 42.855968795716763 45.362214937806129 16.077260222285989 7.4010150320827952 9.6636066362261754 5.7048275768756884 1.5764603316783894 10.072807393968104 3.3436961881816378 3.0344599932432175 3.5601031500846139 6.4333784580230704 2.9798311255872276 9.485841669142248 5.1952340602874783 2.3824691139161587 1.6564630866050709 32.004916898906231 4.1670245192945004 3.354897353798151 12.561695523560045 132.0208105891943 17.63298312202096 2.7363940477371207 11.293153833597897 10.444268770515917
leaf_count=1046 594 92 56 38 176 204 61 114 30 29 11 99 43 8 28 20 28 52 27 59 5 148 43 15 124 550 62 45 78 149
internal_value=0.00045605 0.00169948 -0.00604287 0.00290713 0.00255104 -0.000253781 -0.00346059 -0.00203 0.00388698 0.00059335 -0.00678067 0.00398145 0.00733429 -0.0107169 -0.0125593 0.00542287 -0.00620822 -0.00359924 -0.00154124 1.6751e-05 -0.0130214 0.00373282 0.000196503 -0.00695141 -0.0061502 0.00408036 0.00194941 0.00291892 0.00370688 -0.0144578
internal_weight=484.141 435.657 43.1688 18.9128 392.488 126.629 69.9738 63.7737 265.859 84.549 25.2475 26.1501 15.5903 48.4836 42.7128 181.31 37.6236 30.2226 27.2428 5.94257 24.256 59.3015 13.2267 7.52192 17.7569 138.454 49.6379 5.77085 56.6554 12.0207
internal_count=4034 2848 736 137 2112 879 597 505 1233 487 247 160 81 1186 1133 746 345 231 203 87 599 240 87 58 151 570 210 53 282 160
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=13 8 20 4 22 10 3 15 6 20 15 9 9 6 2 22 22 8 23 12 18 3 17 15 10 18 16 16 21 22
split_gain=32.5997 14.7598 15.0139 8.4709 9.09643 8.43022 9.40613 7.08772 6.62957 13.3935 7.32724 8.93524 6.07413 5.91702 6.6668 6.97968 7.03959 9.2701 5.77012 5.99621 6.64201 10.4097 6.06416 5.66519 6.00624 5.48521 6.72262 5.3322 6.62187 6.08839
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 70.206395618550019 83.538459487450012 45.169600924000008 16.455384477450004 38.400997490450003 41.29990759910001 189.78071820640002 194.45262321395003 16.395383075500003 310.17567643235003 -0.11347 -0.074349999999999986 8.4434108459500017 -0.10747999999999999 320.0928336514001 17.399600107550004 81.105404879350019 199.59317753375004 29.037712645600003 71.397382570300024 15.625782642300001 12.644970430600003 22.764946765650006 7.1067965614000004 -0.063749999999999987
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 18 8 13 -10 11 -11 -13 14 15 -3 17 -17 -7 20 21 22 25 24 -8 -20 -27 28 29 -9
right_child=1 5 3 -5 -6 6 23 27 9 10 -12 12 -14 -15 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.015036299595639563 -0.01493132160662152 0.011224241993645752 0.014749760872007744 -0.017738595699727067 -0.011753654461969187 -0.019176985040384797 0.0059352655161138785 -0.023282589506103204 0.012524388799862351 0.0049106677485919875 0.0056589677363138684 -0.025209530837520231 -0.0066576204162019101 0.011729656778506143 0.015965546472041618 -0.015378522536729656 0.0046775667870956701 0.003559560346219552 -0.010567590545744621 -0.019141713594505963 0.012318220794223499 0.0061004365860867172 -0.014759032331792727 -0.01788277090464669 -0.018610061339176441 -0.014579641310590087 0.0088194153977061759 0.012094177993993789 0.00091631623677863156 0.001781092449882624
leaf_weight=30.131341770291328 24.59541211090982 22.156162291765213 11.984328921884302 3.7651489656418553 4.1413438282907018 3.2237842231988898 7.2132276296615618 7.1783814672380712 20.668822258710861 15.085595451295374 22.72416689619422 4.9138489216566077 28.650866270065308 42.39497085288167 11.642475277185438 11.629259724169971 50.429983250796795 13.021480038762091 9.5483269579708594 3.1474797669798127 13.919072590768335 41.700824502855539 10.905123133212326 10.956671360880135 3.5283732712268829 3.6880569308996227 13.979315388947724 4.5787942409515372 14.03502222523093 3.3918970506638315
leaf_count=972 659 75 35 76 45 43 29 93 69 59 90 32 188 161 46 72 211 55 95 44 49 165 114 236 55 69 68 16 88 25
internal_value=0.000475475 0.00154064 -0.00687719 0.0030819 0.00794324 0.00249033 -0.000881196 0.00399743 0.00485851 0.00159618 -0.00156844 -0.00494431 -0.00937361 0.00684348 0.00494092 0.00362091 0.00137718 -0.00537469 0.00111323 0.00178835 0.00249111 0.000777486 -0.00504535 -0.0100831 -0.00212732 -0.00115316 0.00393487 -0.00318162 -0.00602429 -0.0152399
internal_weight=468.93 438.798 44.4862 19.8908 16.1257 394.312 121.81 272.502 243.318 92.0433 71.3745 48.6503 33.5647 151.274 108.879 97.2369 75.0807 24.6507 100.112 96.8882 93.7407 79.8216 38.1208 21.6983 10.7416 27.2157 17.6674 29.1841 24.6053 10.5703
internal_count=4034 3062 815 156 80 2247 967 1280 1058 438 369 279 220 620 459 413 338 127 647 604 560 511 346 320 84 232 137 222 206 118
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=13 8 20 4 22 10 13 19 20 0 2 9 20 16 22 21 16 20 5 9 21 14 16 2 17 14 23 16 7 9
split_gain=28.8111 12.6556 13.2789 7.40882 7.72738 7.39206 12.6822 12.6661 8.04952 10.446 6.98518 6.83079 6.14935 9.9869 6.14229 6.04449 5.46004 5.21931 4.97774 6.83413 4.83898 7.16497 6.84221 5.62424 5.36438 5.02041 8.02638 4.70815 4.46077 4.58864
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 64.407391431150018 117.48293184245001 14.551174033150001 41.919251152600005 86.20003303655001 98.465712168700023 188.63457064660003 42.779078631750004 22.584947186600004 -0.026144999999999998 5.4349223666500004 21.094950670800003 43.940903692500008 27.973578737350003 201.7576686733 8.8898213993500015 287.36199315565005 15.584963555600002 213.11064599365002 192.94032447935004 159.13097440180005 0.085335000000000022 18.704956259700005 22.156669449150005 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 2 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 16 4 -4 6 12 11 14 10 -10 -7 -3 -14 18 -11 -2 20 19 28 23 24 -23 25 27 26 -13 -22 -8 -30
right_child=1 5 3 -5 -6 7 8 -9 9 15 -12 17 13 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.012639292688886972 -0.014233043226618534 0.009853849760596849 0.011879714921457313 -0.014955705280210084 -0.0093742294464609164 0.0098922795362750993 -0.0086797755996590644 -0.027838570905777894 -0.0014196429007904698 -0.0092376195734156751 -0.018027704025098699 0.0022540483216781418 0.0076709633418615576 -0.017327710520467766 0.0084292703486697762 0.0079010047765923942 0.010554680802624958 -0.014465171488268529 0.013870564846217667 -0.010580086955135013 -0.0085224204899462773 0.010355037500671831 -0.010754026778528354 -0.0070669379307120826 -0.016084191730224254 0.003015111337021687 -0.020225223731987339 0.011044358225358457 0.011848406709724868 0.0010883733047379169
leaf_weight=27.672854155302048 21.141009038314227 60.380463790148497 11.462279859930277 3.4480359666049472 3.9979963153600702 12.563151232898234 5.99212672561407 2.7696794196963301 7.5086410492658642 4.9515747055411365 10.558992946520446 7.4970387779176217 8.827947620302437 4.0346895791590205 27.860937532037497 12.740450248122213 1.660765916109084 4.3099876753985873 4.7415783107280722 9.1331516876816732 6.8226917274296301 8.2595877721905691 3.9251869115978471 12.653157901018856 9.967359831556676 111.39603471569717 4.3488791100680828 3.0986216217279434 8.8639102801680547 30.491589795798063
leaf_count=972 654 235 35 76 45 50 29 19 46 38 160 35 36 32 101 44 5 122 14 64 61 35 50 143 107 590 77 9 24 126
internal_value=0.000375574 0.00122219 -0.00566408 0.00249217 0.00638349 0.00197077 0.00375794 0.000102872 0.00117299 -0.0040854 -0.0111256 0.000521548 0.00809342 -0.000170499 0.00333227 0.00310431 -0.0124276 -0.000161799 0.00093441 -0.000191451 0.000205219 -0.00439378 0.00355499 0.00129066 -0.00926359 0.00214873 -0.00599855 -0.00241133 0.00190085 0.00351182
internal_weight=453.08 425.408 41.7101 18.9083 15.4603 383.697 196.086 187.611 122.843 35.7597 18.0676 184.842 73.2431 12.8626 87.0833 17.692 22.8018 172.279 59.2224 54.4808 167.969 32.0734 12.1848 135.895 19.8887 123.242 11.8459 9.92131 45.3476 39.3555
internal_count=4034 3062 815 156 80 2247 949 1298 646 288 206 1279 303 68 358 82 659 1229 257 243 1107 262 85 845 177 702 112 70 179 150
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=16 8 0 15 0 7 10 16 6 15 6 20 22 7 17 17 15 10 16 13 22 5 21 20 18 15 2 22 20 21
split_gain=54.202 19.6286 9.65477 9.52645 9.4756 9.24322 7.18592 8.78798 7.04218 7.03199 7.44984 9.25897 11.2484 6.98399 11.5532 7.29165 8.26272 8.83501 9.27047 7.3412 7.22278 6.79182 6.57109 5.86193 8.85088 5.59406 9.10415 6.1698 8.54956 5.52899
threshold=18.594956516900002 5.9453602998000008 103.48144189910001 31.385732506450001 85.732241321850012 22.721067571950005 66.964115113200009 19.974953289850003 14.955349429350003 46.683480308100009 16.465384711100004 40.636252116050009 -0.059424999999999999 28.8637720374 214.03087950770001 168.81379805985003 20.729785921300003 71.015621515800021 16.344961778400002 103.23410375110002 0.061925000000000015 22.387336278850004 9.1912342607000017 40.844669808050007 14.829319678250002 30.046989284200006 90.745765132650021 -0.059424999999999999 39.792680591700012 0.89981818375000011
decision_type=2 2 2 2 2 2 2 2 2 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 13 5 -2 9 25 -9 10 -6 -12 21 14 15 -3 -17 -18 19 20 -19 -13 -11 24 -21 27 -27 28 -8 -7
right_child=4 2 -4 -5 6 29 7 8 -10 22 11 12 -14 -15 -16 16 17 18 -20 23 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0054202754648216703 0.00074217698336447578 -0.0049776853720875126 -0.0052521694330526928 -0.0069994694757249364 0.0040976079975295733 0.003655127825850805 -0.0079881649912828152 0.0025043742825045937 -0.0095504752300872263 -0.0083196317137734319 0.0041668674142080753 -0.0016227430282253056 -0.0063804701909079874 0.0074624291002455727 -0.0067474451138861066 0.0042261453858351552 0.0059856262192331732 -0.0071562719666172806 -0.0059099912909258336 0.0035458875867838717 0.0033068363531475677 0.004744319389012824 0.0019938146924376302 0.0070453639988512758 -0.0070213868337209318 -0.0098756120616868594 0.00079691628079821915 0.005354919199153577 0.0035683481018729309 -0.0079358213422297576
leaf_weight=58.420417316257954 52.420942313969135 8.5472114756703359 18.289642654359341 7.8555968180298796 130.39689716696739 2.032123275101184 3.9380029849708098 2.9532957077026349 5.6166113168001175 4.1177191436290723 28.793274894356728 13.617283031344416 9.8921872526407224 5.0587637126445761 9.5689458139240724 24.378902245312929 7.8882954679429522 7.7392972372472268 12.471512109041212 10.118370957672598 3.9956066459417343 13.157025538384913 6.1568633392453194 7.6971423327922812 4.6073069311678401 3.6799217052757767 24.100829217582941 20.275284454226494 7.2905343100428581 8.6001610495150072
leaf_count=1280 328 117 381 162 446 7 31 11 49 43 84 74 57 14 88 90 25 76 131 32 17 36 26 17 32 44 130 59 25 122
internal_value=0.000348338 -0.00238396 -0.0010005 -0.000293109 0.00186136 -0.00034758 0.00236971 0.000585812 -0.00539623 0.00295694 0.0032243 0.00148465 -0.000621631 0.000223025 -0.000154477 0.00056699 0.00116767 -0.000200004 -0.00124643 0.000456307 -0.0035937 0.00150606 -0.00213948 0.00257586 0.000239644 0.00145055 -0.000616799 0.00327358 -0.000484681 -0.00572047
internal_weight=523.676 186.637 128.217 109.927 337.039 63.0532 273.986 67.8545 8.56991 206.131 195.857 65.4598 36.6665 102.071 97.0126 87.4436 78.8964 54.5175 46.6292 34.1577 11.7349 26.7743 10.2746 22.4228 14.7257 59.2846 27.7808 31.5038 11.2285 10.6323
internal_count=4034 2462 1182 801 1572 457 1115 349 60 766 697 251 167 639 625 537 420 330 305 174 93 110 69 81 64 289 174 115 56 129
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=13 8 20 6 10 0 20 18 15 0 17 2 13 20 17 2 9 22 15 10 16 16 20 23 7 3 19 17 21 0
split_gain=26.9888 11.9338 12.3802 7.09236 6.96086 6.2293 14.2874 7.60845 6.50291 9.33726 6.53982 8.24166 6.89647 5.71887 5.66389 5.45151 5.40748 5.37884 5.30264 7.60712 6.11973 8.71501 8.14383 7.50763 6.23585 7.15216 5.9365 6.78382 5.37051 5.20363
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 14.845346859150002 72.378669787950017 86.329079026800017 41.942745071500006 13.036600629150001 35.098844929350008 87.350693116400024 201.25367619745001 98.465712168700023 112.64908412395 48.96897326980001 252.75344531235004 104.38256328765002 186.16747084260001 -0.06828999999999999 14.208195442900001 81.479100559500012 15.584963555600002 18.704956259700005 40.844669808050007 0.093735000000000027 24.876210878000006 85.923121849150007 12.551012654050002 236.15709471040003 2.2149533928000005 85.732241321850012
decision_type=2 2 2 2 2 2 2 2 2 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 14 13 6 16 -8 9 -7 -11 -12 -13 -4 18 -10 -5 -17 -3 20 22 26 23 28 25 -23 -22 -28 -20 -18
right_child=1 3 4 5 -6 8 7 -9 15 10 11 12 -14 -15 -16 17 29 -19 19 -21 21 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.011850844663092509 -0.011694146876225612 0.011874566181161157 0.012633512122021722 0.008760515178612302 -0.015560187466524971 -0.015091055298735055 0.00041079951428228976 -0.012591328062018303 0.013292723598692852 0.0057122079928184867 -0.020017205663231959 -0.01078155275882864 0.0095685873659209757 -0.0025760807464142114 0.014811730657233443 0.002293373484589311 -0.0038271583768113549 0.009032614506834423 -0.0099684092795994713 -0.015163926414020354 0.0076725873960257823 -0.016288354113517874 0.009009604768991368 -0.011061560869816146 0.0052828260442379198 0.0024926927702113204 -0.011405492853111904 0.0069631207360781487 0.0065917162619282856 0.0043412494206533699
leaf_weight=26.401980871334672 21.723579639568925 4.790611393749713 8.2322239130735415 21.931704089045525 2.882544705644249 4.8854545578360549 12.54312200471759 15.792346134781836 16.296045437455177 37.09418405033648 3.7671749368309966 4.3209532201290113 6.4448669701814651 7.1971465907990924 3.6268171668052664 40.788154304027557 18.958947502076626 33.508649565279484 3.8899847939610543 6.009939717128872 3.5652026534080496 5.55430745705962 18.959570296108723 8.8452042639255506 22.127204243093729 7.2746937125921249 27.39715577475727 3.5248257815837851 13.952161170542238 33.552764356136322
leaf_count=972 659 15 27 75 59 42 87 192 70 152 31 33 22 70 12 175 118 122 27 124 21 81 62 73 96 32 395 15 61 114
internal_value=0.000371234 0.00114057 -0.00533102 0.00182347 0.0022176 0.00305025 0.000696069 -0.00683574 0.00469506 0.00137733 0.00293572 -0.00415101 0.00140089 0.00553888 -0.000543423 0.00676468 0.00356291 0.00533284 -0.000985793 -0.00149454 -0.000780731 -0.00311077 0.002764 -0.00167308 0.00127466 -0.00563855 -0.00755585 -0.00931164 0.00298124 0.00139211
internal_weight=445.84 419.438 40.0355 379.402 18.3119 249.884 102.779 28.3355 147.105 56.5126 51.6272 14.533 10.7658 15.4294 129.518 90.5928 74.4434 74.2968 125.891 121.1 115.09 69.4434 45.6469 26.6874 34.9562 12.829 34.4872 30.922 17.8421 52.5117
internal_count=4034 3062 815 2247 156 1233 586 279 647 280 238 86 55 97 1014 367 307 297 1002 987 863 640 223 161 209 113 431 410 88 232
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=16 13 18 0 16 16 20 7 15 10 16 6 20 22 20 6 6 21 20 5 21 12 22 23 9 17 3 9 5 20
split_gain=63.6465 21.7504 14.5455 12.0995 10.6441 14.2839 11.7948 9.1194 7.7452 9.00474 9.35163 8.09927 10.0497 11.9116 7.29669 7.28924 6.95578 7.89582 7.16024 6.56154 6.25309 6.08359 5.82711 5.7841 12.7661 6.74237 5.74857 6.28718 11.2788 7.39373
threshold=18.594956516900002 95.862351557400004 17.323446153950005 85.732241321850012 15.584963555600002 14.074967086600003 38.244973486750006 22.721067571950005 46.683480308100009 66.964115113200009 19.974953289850003 16.465384711100004 40.636252116050009 -0.059424999999999999 37.52517992975001 14.955349429350003 14.845346859150002 6.9016076392500008 40.413896136950008 22.387336278850004 9.1912342607000017 205.47842376315 -0.073609999999999995 0.087905000000000025 192.57902085675002 188.19076296340003 108.47659710545001 187.45330412110005 30.284449345300001 40.098777110850008
decision_type=2 2 2 2 2 2 2 2 2 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 4 7 5 -3 -7 26 9 11 16 -5 -13 19 -9 -12 17 18 22 21 -10 -14 -11 -6 -25 -26 27 -2 29 -29
right_child=3 2 -4 8 23 6 -8 14 20 10 15 12 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0055974273708730591 0.0026308415624891699 -0.0044904398451131727 0.00323746510955885 0.0036989203538347962 -0.0047645022590730845 -0.0053341274402654995 0.0021850303895838575 0.0044380684452076892 -0.0073444519111007609 -0.0054911449358600413 0.0023099071319021337 0.0037683281496947488 0.00066827376260828115 -0.005627062721700769 -0.0069829470960862498 -0.0081161117094668955 0.003417059401199856 -0.0072970897017143642 0.004197468184562252 0.0041193480603120133 0.0011484549725081367 -0.0079140690046160603 0.00090075323106093201 0.0045211089621784387 0.0010741746231966748 -0.0055835956874348662 -0.0044320098719689222 -0.00022139992580263356 0.005382539273588902 -0.0083250377141036135
leaf_weight=43.22123745828867 30.997313767671585 18.272224482148886 19.152400359511375 136.84930388629436 38.681493148207664 7.239506594836711 44.324867177754641 2.0407855361700049 4.4409751929342729 6.5221308730542669 3.0375822484493238 29.572754688560963 11.368912994861605 9.906391426920889 9.1514868736267072 5.8578583300113678 28.556665018200874 4.1499420329928389 11.197963438928126 13.295963779091833 6.1913792788982391 3.1454396247863761 12.23664648085833 7.6475259549915817 6.3743774443864849 15.745173968374727 6.2629301771521559 7.153874412178995 5.2927409633994094 6.3307438306510448
leaf_count=972 133 246 74 446 621 95 197 6 44 68 11 84 43 57 123 49 89 53 30 36 26 31 48 44 37 176 95 28 14 58
internal_value=0.000291327 -0.00216551 -0.00122335 0.00168568 -0.00184117 -0.000341019 0.00112936 -0.000399446 0.00217526 0.00235166 0.000684502 0.00293607 0.00138463 -0.000484371 -0.00490045 -0.00455587 0.00142841 -0.000236645 0.000741447 0.00134752 -0.00239891 -0.00119163 -0.00132161 -0.00337173 -0.00156187 -0.00366497 0.00049953 0.00112004 -0.00137395 -0.00402589
internal_weight=554.219 200.659 157.438 353.56 138.285 69.8366 51.5644 67.2299 286.33 275.698 71.5588 204.139 67.2895 37.7167 11.1923 8.89544 62.6633 34.1067 29.9567 27.8103 10.6324 14.5144 18.7588 68.4486 29.7671 22.1196 56.0376 49.7747 18.7774 13.4846
internal_count=4034 2462 1490 1572 1416 538 292 457 1115 1045 348 697 251 167 129 60 288 199 146 110 70 74 116 878 257 213 328 233 100 86
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=13 8 20 4 22 6 0 20 12 23 16 22 16 9 20 16 18 6 6 22 2 5 22 23 17 22 22 21 15 22
split_gain=25.8939 11.445 11.758 6.91327 6.89026 6.66414 5.87536 12.8172 7.51466 6.21322 5.61185 5.28068 5.96822 5.42466 5.83123 6.35378 5.2692 6.22861 7.39733 6.86816 7.20184 5.20451 4.84859 14.3688 5.52273 6.88461 4.73844 4.64575 4.5951 4.46615
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 14.845346859150002 86.329079026800017 41.942745071500006 124.92778561480002 0.080515000000000017 21.094950670800003 -0.048954999999999992 11.274973634200002 191.29995577870002 38.244973486750006 19.764953780900004 14.329845562450002 13.65531905435 13.835323260100003 -0.14654999999999999 141.45287911200003 20.305669781650003 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 -0.096529999999999991 1.2199730554000003 33.005488016050009 -0.067109999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 10 4 -4 11 7 21 26 -8 -2 12 -3 -14 15 -15 -16 27 -19 -20 -21 -7 24 -24 29 28 -9 -18 -26 -11
right_child=1 5 3 -5 -6 6 9 8 -10 22 -12 -13 13 14 16 -17 17 18 19 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.012991016089484411 -0.01478957935338026 0.015792730914182578 0.011927381314469786 -0.015597454050103956 -0.0094272523761059299 0.013469148635960037 0.010115711212249278 0.0068559562018042771 -0.014096363900326935 0.0040604107927164909 0.011442591079103559 0.0027776960185377834 0.0080228200338228438 -0.017954945266758473 -0.01579791429276186 0.010173656325386467 0.0099115426450910836 0.013160902846575617 -0.022541353267007319 0.0072008386811169894 -0.01190654705900312 0.0024261313840341649 -0.019044721104229171 0.0067114208259985569 -0.0046653640210449964 -0.013923970934400808 -0.0093550441552054629 -0.010227204101505329 0.013872082832127144 0.011255315860238434
leaf_weight=25.643129689618945 19.632807722315196 3.1002044677734366 10.980741418898106 3.3246332965791217 3.872051229700447 9.2364419996738416 35.341455940157175 8.1680432483553869 14.315331535413859 52.978789366781712 1.6770617365837086 52.850218404084444 6.7587117962539187 10.016872840002177 5.4612367991358033 1.793886899948119 2.4956190809607532 8.6650384925305861 2.6872177422046688 11.740196390077474 5.482528928667306 64.900206096470356 6.6702238880097893 10.664977960288523 5.1422379761934298 6.2242083586752406 5.871836110949519 16.644306281581521 4.9936509728431702 23.638626828789711
leaf_count=972 654 8 35 76 45 31 163 33 195 210 5 309 41 141 104 6 11 25 23 64 75 276 54 38 34 54 51 207 16 78
internal_value=0.000432309 0.00126109 -0.00578814 0.00234427 0.00636033 0.0020017 0.00331651 0.000791651 -0.00707897 0.00509316 -0.0127251 -0.000553294 -0.00290538 -0.00371334 -0.00493392 -0.0136826 -0.00299078 -0.00152493 0.00254515 -0.00207496 0.00111836 0.00380194 0.00348407 -0.00319901 0.00473009 -0.00252956 7.61018e-05 -0.00760135 0.00446748 0.00628024
internal_weight=440.972 415.329 39.4873 18.1774 14.8528 375.842 248.146 102.492 28.3552 145.654 21.3099 127.696 74.8458 71.7456 64.9869 11.8108 53.1761 47.7149 28.575 19.9099 17.2227 74.1366 110.313 17.3352 92.9775 16.3601 14.0399 19.1399 10.1359 76.6174
internal_count=4034 3062 815 156 80 2247 1233 586 279 647 659 1014 705 697 656 147 509 405 187 162 139 307 484 92 392 104 84 218 50 288
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=16 13 7 5 10 0 6 20 10 21 17 16 10 12 20 17 9 15 20 17 0 17 17 23 15 21 19 9 2 0
split_gain=52.6556 18.0952 12.0057 9.70037 9.17262 12.9816 7.49699 9.48465 8.8124 9.45861 7.46336 9.13411 13.7589 9.82283 8.47808 7.54325 6.86022 6.83465 7.88487 8.20238 5.71023 5.51806 5.50041 5.33851 5.30519 5.2462 6.7939 5.74797 4.96955 5.18405
threshold=18.594956516900002 95.862351557400004 22.356277907050004 23.626838821450004 66.964115113200009 91.937202686950016 16.455384477450004 38.804080188450008 62.025417527550012 9.1912342607000017 241.79519611995002 15.584963555600002 71.015621515800021 203.99417607120003 38.244973486750006 168.81379805985003 226.28914430085004 30.046989284200006 35.419594101850009 197.91512403570002 85.995710218650018 182.63036160245002 200.11066131620001 0.092260000000000023 35.965617804200001 5.3866163921000005 12.551012654050002 188.63457064660003 131.42729508740004 89.705782438650019
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 20 -8 -9 -10 11 14 13 -13 21 -16 23 22 -19 -20 -2 -4 -7 -5 -21 26 -14 -28 -22 -30
right_child=3 2 10 16 5 17 7 8 9 -11 -12 12 25 -15 15 -17 -18 18 19 24 28 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0066327088938343522 0.00034487955324753484 -0.0053366580398659701 0.0015565311162696565 -0.0026676640891597839 -0.0079691183551128843 0.005184888197837724 0.006145227442801075 0.0023709663168859554 -0.00032600395796134475 -0.010021892284812317 0.0066854339939174104 0.0072399681056832463 0.0066070614539699129 -0.0060773364141618281 -0.0056051487766448135 0.0026775547272686203 0.0071732825687634673 0.0062795481115607045 -0.0096009309664594044 0.0016050684640270458 0.0062688193670299448 -0.0088903084524494871 -0.0012044352124124529 0.0014006891984282681 -0.0076391790199645936 -0.0079884141555315053 0.0050445176607701227 -0.0059075573692430883 0.0022272007112528309 0.0063299871655155444
leaf_weight=36.557271860539913 14.987545393407343 27.656070601195097 3.5801903456449491 34.310437027364969 7.3175008967518798 23.281315829604868 15.967193163931368 37.656146094202995 17.142250165343288 6.0102057307958594 6.1194248944520941 8.156172648072241 2.8771663270890739 3.501306600868701 5.4115220457315436 47.996201630681753 4.9541180059313765 5.3133925646543529 5.7195126451551941 12.953948047012092 50.574100814759731 5.9573942311108112 8.0094235911965352 24.418239928781986 3.4843358248472205 15.529274571686981 2.4568658955395248 15.434188861399887 44.564756885170937 19.617421589791775
leaf_count=972 66 549 23 338 53 75 45 136 83 40 18 24 14 60 84 209 13 13 58 72 163 69 40 119 32 243 18 179 167 59
internal_value=0.000437456 -0.00245221 -0.00139586 0.00199479 0.00254073 0.000384049 0.0032308 0.00158359 0.00038579 -0.00284298 -0.00046451 -0.00085904 -0.00304572 0.00324014 0.000806886 0.00183831 -0.00034215 0.00142425 -0.000996405 -0.00274116 0.00420553 -0.0049688 0.00354943 -0.000976122 -0.000354386 -0.00506452 -0.0028782 -0.00440358 0.00470974 0.00348123
internal_weight=517.515 181.233 144.676 336.282 272.599 66.0794 206.52 76.7758 60.8086 23.1525 117.02 110.9 47.955 11.6575 62.9453 53.4077 63.6828 58.7619 27.4712 22.1578 129.744 9.53758 31.2907 58.7287 16.4383 36.2975 20.7682 17.8911 114.756 64.1822
internal_count=4034 2462 1490 1572 1102 343 759 304 259 123 941 923 538 84 385 293 470 290 175 162 455 92 115 457 104 454 211 197 389 226
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=16 8 5 10 0 5 0 15 6 20 10 21 7 17 20 10 6 19 9 17 15 6 19 9 17 0 0 0 5 21
split_gain=55.1653 18.9766 9.87855 9.67359 11.486 9.97505 9.02961 9.68133 8.11899 11.0246 8.92425 9.49137 7.4109 10.6264 6.90246 6.85731 6.98455 6.50198 10.0547 6.24011 5.84233 8.36021 6.88024 5.46261 5.43254 6.66417 5.17393 5.13084 7.72478 6.12554
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 66.964115113200009 91.937202686950016 20.769304081650002 103.48144189910001 31.385732506450001 16.455384477450004 38.804080188450008 62.025417527550012 9.1912342607000017 28.8637720374 214.03087950770001 38.064633603500006 59.632689791450012 22.625528641850003 13.051052998800001 190.49354742400001 168.81379805985003 19.763739472850002 13.65531905435 11.850956171350001 227.07958281845004 241.79519611995002 107.57327517365 85.995710218650018 85.791387400750025 29.026000224750003 5.7587983756000005
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 -6 7 12 26 -10 -11 -12 13 17 15 16 -4 19 -19 -3 -21 22 -22 27 -8 -26 -2 28 -16 -29
right_child=2 6 14 4 5 -7 24 -9 9 10 11 -13 -14 -15 23 -17 -18 18 -20 20 21 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.005338595497995733 0.00061976911777555715 -0.0041553457083128645 -0.0078333553601112639 -0.007104956085414056 0.001952219153856517 -0.008488357591872199 -0.0069084779235398458 -0.0068766707053229742 0.0059479436536774557 0.00214742552171274 -0.0003874136608209633 -0.0094423432039273409 0.007427836980785656 -0.0064400522597606626 -0.0069699562032157075 0.0070104008012799304 0.0084591098380157343 0.009425768829681937 -0.0075551701811537959 0.0046771438576252121 0.0021890362828556435 0.0023091993117745967 -0.0063594368818636633 0.0067384127117945808 0.0088264189342779215 -0.0067305251906624904 0.0044875711328584899 -0.0045713094766491212 -4.419429570236196e-05 0.0024023765486191717
leaf_weight=54.674851033836603 14.946463495492933 7.7283365651965132 3.0202142447233191 7.006723426282405 54.491714913398027 3.7447904534637919 13.771554056555035 7.9129564538598052 16.766514353454113 37.065164528787136 16.863054335117344 6.0131706669926634 5.1982304751873007 9.3034224510192853 13.231307357549669 8.5847424268722516 1.5119074881076811 1.6328197866678218 7.3248021230101585 18.527242623269558 5.7433942630887023 34.251287598162889 9.6835554353892785 3.0611237883567801 2.1278930455446234 2.0899399928748608 116.2028517127037 6.8817954212427166 11.54935362562537 16.121393214911222
leaf_count=1280 66 108 59 53 251 39 319 162 45 136 83 40 14 88 174 23 3 3 101 68 22 135 100 7 10 52 389 48 97 59
internal_value=0.000469363 -0.0022968 0.00194632 0.00245899 0.000380272 0.00128086 -0.000969454 -0.000289294 0.00311147 0.00151235 0.000271653 -0.00276756 0.000235145 -0.00016179 -0.000242654 0.00375955 -0.00239822 0.000526257 -0.00445984 0.00111445 0.00171157 0.000605569 -0.00317687 -0.00127513 -0.00502659 0.00111794 0.00404678 -0.0017885 -0.00374211 0.00031608
internal_weight=517.033 179.97 337.062 273.1 65.2432 58.2365 125.295 107.306 207.857 76.7079 59.9414 22.8762 99.3931 94.1949 63.9618 13.1169 4.53212 84.8914 8.95762 75.9338 68.2055 49.6782 15.4269 50.845 17.9894 4.21783 131.149 47.7838 24.7807 23.0032
internal_count=4034 2462 1572 1102 343 290 1182 801 759 304 259 123 639 625 470 85 62 537 104 433 325 257 122 385 381 62 455 378 271 107
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=16 13 5 5 10 5 0 18 6 19 20 6 2 20 15 19 13 9 23 3 10 18 22 22 7 7 20 22 21 13
split_gain=71.0027 22.2179 15.4079 12.8033 10.8241 12.845 11.0153 9.44072 12.3286 13.266 8.87545 8.62135 11.7162 8.18937 8.68604 7.84354 10.6498 7.59297 6.70693 6.51438 6.31559 6.23044 5.62044 8.73922 6.31173 9.91298 5.56842 8.00588 5.25518 5.1213
threshold=18.594956516900002 95.862351557400004 18.393720489900002 23.626838821450004 66.964115113200009 20.769304081650002 91.937202686950016 17.323446153950005 13.65531905435 13.051052998800001 47.927946529500012 16.455384477450004 198.51835910855002 38.804080188450008 37.491361913600009 11.950964240300001 98.050756475600011 226.28914430085004 0.092260000000000023 93.499196860750018 70.389210771400016 13.036600629150001 -0.073609999999999995 -0.092479999999999993 23.974509389900003 24.909276771700004 39.952536079750011 -0.054619999999999995 6.7697770556500005 116.60649449195002
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 11 6 -6 8 15 26 -4 19 13 -13 21 16 -3 18 29 -2 -17 -15 23 24 -8 -26 27 -10 -23 -5
right_child=3 2 10 17 5 -7 22 -9 9 -11 -12 12 -14 14 -16 20 -18 -19 -20 -21 -22 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0066246076174533387 0.0049190176514598231 -0.0073810503350159483 -0.0058984002794113437 0.0014938225811224918 -0.0066541260458676966 -0.0094665204006510531 0.0069532933969320594 0.0038854354238263503 -0.0073504027842256608 -0.0077897800113962707 0.0038502221316593075 0.0063407591476579419 -0.0059851639473474001 0.0020560669061907007 0.0036490861830694894 0.0034375142256735797 0.0025405653167427842 0.0070939613328985822 0.0015443568410060042 0.00069965490670585956 -0.0059814272323210297 -0.0017147939659923398 0.0037006387659065734 -0.0095164487241173445 -0.0068460474506219183 0.0047360194881682777 0.0044599540092573799 0.0042635175733415831 -0.010294974495189749 -0.0040451014236063294
leaf_weight=44.038314796984196 123.21574848145247 6.1010600589215782 36.343948934227228 9.0795054584741575 6.4427610188722602 4.8978778682649127 5.7432104200124767 18.7523128464818 4.603973500430584 5.4469713792204848 4.2937474474310866 17.699755176901817 7.2831654772162429 11.427989691495897 30.242790892720222 3.2464777603745452 16.423309288918972 5.2308364734053603 26.148475866764784 17.138579435646534 29.759683322161436 9.5759301185607892 36.874577328562737 3.6156569421291378 6.2366533316671831 5.9255435019731522 26.633201457560062 5.1937133148312551 4.232457071542739 28.126623157411814
leaf_count=972 384 103 659 53 47 45 15 72 32 74 15 45 52 39 94 18 68 13 119 71 356 45 118 36 63 19 79 14 29 285
internal_value=0.000453185 -0.00260019 -0.00146989 0.00216069 0.00274893 0.00054657 0.00130296 -0.000280971 -0.00108306 0.00154388 -0.00486837 0.00344445 0.00177103 0.00254296 0.00133134 -0.00306414 -0.000146852 -0.000331294 -0.000944356 0.00440379 -0.00505498 -0.00144621 0.00218086 -0.000423163 0.00141305 -0.00120315 0.00293941 -0.00119391 -0.00434474 -0.00269342
internal_weight=559.975 200.837 156.798 359.138 290.553 69.7363 64.8384 116.161 97.4084 41.8779 40.6377 220.816 80.4621 73.1789 55.4792 55.5305 22.5244 68.5854 63.3546 140.354 33.0062 25.2364 58.3956 21.5211 17.9054 12.1622 36.4309 9.79769 13.8084 37.2061
internal_count=4034 2462 1490 1572 1102 343 298 816 744 199 674 759 304 252 207 545 171 470 457 455 374 113 251 133 97 82 125 46 74 338
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=13 8 20 9 10 0 18 5 0 0 15 8 22 20 23 22 19 20 22 20 17 20 21 6 19 16 23 9 9 12
split_gain=28.997 12.1048 10.6428 7.24898 6.45748 8.32338 7.27227 11.3522 10.1398 9.80703 6.87472 8.19927 7.07345 8.96032 8.00993 6.61983 6.5117 6.46129 5.95907 8.70949 5.93605 5.88409 5.78658 5.39947 5.81545 5.21272 4.90735 4.89606 8.13141 4.87649
threshold=98.050756475600011 5.9453602998000008 47.709122305950011 38.295222230400007 66.964115113200009 90.407470010750018 13.910998540000001 18.613387752550004 93.399723909900004 94.047642319350018 46.074827201850006 8.8430989333000021 -0.078649999999999984 42.719328117250008 0.085820000000000021 -0.010319999999999999 14.251149826300002 41.685324604100011 -0.048954999999999992 39.952536079750011 192.77618096940003 35.419594101850009 6.151769958900001 13.200308423050002 12.551012654050002 21.094950670800003 0.086030000000000009 206.08934059370003 216.65333892300001 312.37396801475006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 25 -4 5 10 -6 8 -8 -10 11 12 14 20 -3 17 -16 -13 19 -11 -14 -9 -20 24 -1 -2 -18 -21 -29 -5
right_child=1 4 3 29 6 -7 7 21 9 18 -12 15 13 -15 16 -17 26 -19 22 27 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.015619274980925869 -0.015670491014778222 -0.0068403213006582681 -0.019087483705979638 0.011199864670067681 0.01198267792890311 0.014026257227996681 -0.023821357562653495 0.0091853227464842677 0.014151858473209907 -0.010900091322679488 -0.0050179349979797604 0.0053104381075115056 0.0044227108492410523 -0.010858157626156762 0.013391366864059728 -0.01804031740930612 0.013603019922365381 -0.013756851195267527 0.0075118795270098715 0.0061124646034161813 0.012398303455952003 -0.012203173581149076 -0.0074544195155167806 0.0030459186935227352 0.00097022753530382573 0.011202915336124194 0.00010944652937144931 -0.013899892665493409 0.006057302415996813 -0.010118523222831152
leaf_weight=30.353076938539743 18.344806060194973 16.754111476242542 2.792971737682822 10.971595901995896 10.393202863633631 16.803021028637886 3.3341893479228011 3.141505483537915 12.69741529598832 18.152229703962803 19.186581127345562 14.434727087616926 32.727358859032393 5.0047326982021323 13.860810257494448 5.3713703341782084 6.707980476319789 5.161726936697959 31.80698399245739 21.173370771110058 51.193672120571136 22.177445191890001 6.6891803145408621 5.0251900013536206 5.3117677439004174 1.6861353665590275 41.063140325248241 9.1208542957901972 8.3811680823564512 2.9028921425342551
leaf_count=1046 594 102 56 39 34 56 24 11 38 180 180 57 123 29 44 49 23 44 124 126 203 286 58 53 87 5 184 91 46 42
internal_value=0.000630943 0.00179421 -0.00622332 0.00241168 0.00257812 0.00411804 0.000187949 -0.000708964 0.00130108 0.00207651 0.00333074 0.00416381 0.00533059 0.00815417 0.00212735 -0.00365493 0.00456514 0.000288094 0.000468038 -0.00254192 0.009288 -0.00954935 0.0049113 -0.0111485 -0.0131485 -0.0134084 0.0020042 0.00138098 -0.00434302 0.00673952
internal_weight=452.725 412.035 36.6984 16.6675 375.337 228.269 147.068 136.674 111.355 108.021 211.466 192.28 167.312 88.9258 78.386 24.9678 61.6319 19.5965 95.3238 56.8276 83.921 25.319 38.4962 40.69 35.6648 20.0309 47.7711 38.6754 17.502 13.8745
internal_count=4034 2848 736 137 2112 1094 1018 984 687 663 1038 858 708 355 353 150 251 101 625 443 326 297 182 1186 1133 599 207 263 137 81
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=13 8 20 4 10 3 15 8 22 20 15 10 6 8 23 19 10 16 16 9 20 5 6 22 2 4 4 16 19 17
split_gain=33.2843 14.1202 11.8788 7.6705 7.49733 10.1316 7.78222 7.90245 6.67106 6.59341 6.1131 6.2814 5.89267 5.38391 6.39677 5.32658 5.27927 5.18286 11.2253 7.1984 6.92351 6.57493 12.7634 5.14011 4.90128 5.94667 6.61694 6.39799 13.2613 5.85409
threshold=98.050756475600011 5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 46.074827201850006 8.8430989333000021 -0.010319999999999999 41.685324604100011 29.037712645600003 71.397382570300024 13.200308423050002 9.5425530862500008 0.094375000000000028 12.551012654050002 69.873026810350026 18.044957803000003 15.584963555600002 191.72037998490001 41.827117825850003 13.716117217950002 13.65531905435 -0.10423499999999999 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 13.751109481500002 183.49170501290004
decision_type=2 2 2 2 2 2 2 2 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 -2 16 6 17 7 24 9 13 11 -7 15 14 -9 -1 -4 18 20 -20 21 -6 -23 -24 25 27 -27 -3 -29 -30
right_child=1 4 3 -5 5 10 -8 8 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=-0.011231701566191028 -0.0098323340549442955 0.0097194578662147899 0.010083408393372661 -0.011988167969656665 0.0085669414802443979 0.0045995763764650806 -0.0033691946672537217 0.00632613810799514 -0.011254460640098633 -0.0087095398419424677 -0.01216877961711206 -0.012620246715044657 0.002361847525836304 0.010236833175901697 -0.011716744245741983 -0.0001343950485155807 -0.0035812545536872994 0.0058759146596383122 0.011887291911953434 -0.0087510113849968499 0.0088017034826402031 -0.013664474426793354 -0.0068960730554350974 0.0055705033405078529 0.010222706727499755 -0.01352938838412545 0.0014413851930142375 -0.013151941115113657 -0.0044495349766616402 0.0045032546047398571
leaf_weight=32.83798823133111 21.472275683656335 20.641088746488094 8.9702704995870608 3.4987721890211096 7.7241274490952483 7.0868120491504687 20.017435850575566 4.938018612563619 6.2991876304149619 5.818005744367837 11.069858625531195 3.4462833181023598 5.0772553123533717 8.2819663770496827 3.8104255646467209 5.5318925213068715 4.7247696556150904 20.407870538532734 2.0586504042148617 18.237746216356754 14.042458035051821 7.778425287455323 4.9142309427261379 13.747206248342989 13.319822877645491 4.2246017977595356 13.748142927885054 5.0471701882779589 8.412955613806842 160.71288037858903
leaf_count=1046 599 61 25 72 23 29 182 17 52 46 236 55 53 25 24 87 40 83 7 193 41 91 27 47 53 50 58 33 42 637
internal_value=0.000491494 0.00138425 -0.00464325 0.00183708 0.00198837 -0.000313479 0.00291249 0.00340511 -0.001722 0.000906048 -0.00673997 -0.00103451 -0.00823019 0.00419097 -0.00153252 -0.00963177 0.00536912 0.00124799 -0.00013073 -0.00665768 0.00261732 7.5343e-05 -0.00240539 0.0022876 0.00406605 0.00368067 -0.00207759 0.0042119 0.0035592 0.00405791
internal_weight=467.899 424.451 38.6661 17.1938 385.785 110.514 275.272 255.254 29.1476 22.8484 21.603 10.5331 43.4471 17.0304 8.74844 38.3699 13.695 88.9107 68.5028 20.2964 48.2064 34.164 26.4399 18.6614 226.107 212.787 17.9727 194.814 174.173 169.126
internal_count=4034 2848 736 137 2112 832 1280 1098 164 112 320 84 1186 66 41 1133 65 512 429 200 229 188 165 74 934 881 108 773 712 679
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=8 3 20 10 17 4 6 10 16 16 20 0 10 21 18 7 23 22 20 5 9 16 4 18 16 0 4 18 22 4
split_gain=26.2249 10.4775 9.01739 10.6197 7.86534 6.61597 6.08252 5.52427 11.6221 10.801 8.78286 11.0398 7.23063 6.373 6.319 6.78127 5.68761 5.48379 5.46112 5.26201 6.61328 5.00438 4.30003 7.92132 5.42355 8.76538 7.57089 4.57256 5.07843 7.53749
threshold=5.9453602998000008 76.825379535700009 47.709122305950011 72.378669787950017 241.79519611995002 377.6847677435 8.5652001245500013 64.407391431150018 22.494947397000004 21.094950670800003 41.942745071500006 86.20003303655001 62.154463517850012 5.4349223666500004 13.036600629150001 22.516377366000004 0.085335000000000022 -0.026144999999999998 43.940903692500008 27.973578737350003 201.7576686733 21.094950670800003 371.57449297710008 17.323446153950005 20.404952284350003 91.937202686950016 234.39952089600004 13.927976454650002 -0.059424999999999999 169.14490639835003
decision_type=2 2 2 2 2 2 2 2 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 5 -2 -4 -6 8 -3 18 12 14 17 16 15 -12 -13 19 22 20 -10 -1 23 24 25 -9 27 -27 29 -29
right_child=1 7 3 -5 6 -7 -8 9 10 -11 11 13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.015764568446415696 -0.014894776534065015 0.012831949732096488 0.0089431539661892628 -0.016615920903431631 -0.0051058761653539515 -0.016933217590324921 0.030753018012339491 -0.01648743553495741 0.0019109614615940122 -0.023970864542851605 -0.01376768506529657 0.0059488921397861504 0.013526753273220565 0.0077647771034535414 -0.016714601710865629 0.011006633312136584 -0.017683008318154794 0.0086979552060821117 -0.016262082682468228 0.015605058153706492 -0.011524896489725886 0.010684025166197946 -0.010684969901430327 0.014682249025835812 0.0072772899230836505 0.014372877184765789 -0.0049589269165329283 -0.020125191240542149 0.0059037266701145747 0.00067602823143650349
leaf_weight=29.210435915738348 13.344219345599415 29.471621930599213 13.411538533866411 7.5879415869712821 2.9162953905761233 2.607528729364275 1.6289028897881506 6.8422574438154689 46.910744227468967 3.866579830646514 4.7191236205399054 4.1111909374594706 18.744432240724564 22.517582766711712 13.216237401589749 5.0570883192121983 4.9708917029201984 29.152577042579651 3.8896726407110682 4.9286647140979758 9.7819322198629362 1.6710500419139851 6.1126142870634785 10.219339258968828 26.456410579383373 7.4501724988222113 35.238183291628957 4.3682927470654169 39.00852162018419 32.368591114878654
leaf_count=1089 358 120 67 246 59 53 6 71 186 25 41 15 69 81 180 23 42 110 122 14 68 5 65 33 103 24 309 70 178 202
internal_value=0.000608745 0.00196715 -0.00904649 -0.00213043 -0.0091426 0.00473109 0.00774519 0.00250517 0.00423751 0.000597836 0.00269408 -0.00217638 0.00512188 0.00352538 -0.0100126 -0.0009523 -0.00698554 0.00338631 0.00115029 0.000873414 -0.000407304 -0.0143334 0.00155328 0.0020152 0.00116206 -0.00012939 0.000815661 0.00326154 0.00216865 -0.00179739
internal_weight=441.781 387.292 54.4885 23.607 17.8894 16.0191 4.5452 369.403 193.582 175.821 164.11 54.5921 109.518 31.5997 22.9924 9.77621 9.08208 90.7739 171.954 61.6213 56.6927 30.8815 168.064 161.952 151.732 125.276 118.434 83.1956 75.7454 36.7369
internal_count=4034 2574 1460 366 423 120 65 2151 949 1202 829 382 447 138 244 64 57 378 1177 268 254 1094 1055 990 957 854 783 474 450 272
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=13 8 20 9 9 0 5 10 2 7 19 10 5 6 21 15 22 7 23 23 21 16 2 2 16 0 16 22 21 10
split_gain=23.6159 9.19117 8.96043 6.33355 5.79293 9.86219 10.6295 7.85509 9.18754 10.3479 8.91286 6.46591 6.80042 6.56762 6.37349 5.23665 7.02872 6.21474 4.72378 5.92655 4.54453 6.99679 5.54926 5.14483 4.78132 8.24506 4.38884 4.30191 6.96413 5.04423
threshold=98.050756475600011 5.9453602998000008 47.709122305950011 38.295222230400007 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 121.84632764400003 23.109894804950002 14.551174033150001 62.837331883000012 21.089169479000002 16.355382140900002 1.0000000180025095e-35 34.139075990150012 -0.073609999999999995 22.381996090050006 0.089850000000000027 0.096010000000000026 8.8898213993500015 15.584963555600002 188.47750099235003 213.11064599365002 20.844951255400005 94.165934477050016 21.094950670800003 -0.06828999999999999 5.2345280387500006 62.095317438950012
decision_type=2 2 2 2 2 2 2 2 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 2 26 -4 15 6 14 8 -7 -10 20 12 13 -11 -6 -3 17 -17 -1 -20 23 22 -22 -9 25 -23 -2 28 29 -14
right_child=1 4 3 -5 5 7 -8 10 9 11 -12 -13 27 -15 -16 16 -18 -19 19 -21 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013794198441150011 -0.015023769863134709 0.013926540806033456 -0.018320735504618695 0.0062284353172921371 0.0073082057645766987 0.010702451938543552 0.01238903375952123 0.0027030768232285053 -0.0084031807340945192 0.00069012027025677292 -0.024315066220664833 0.013585295513302361 -0.019326017545034952 -0.022147098904502713 -0.013992783667420317 -0.01394811938863849 0.012007090162645102 0.0049975783502925284 0.0070100677276184525 -0.014057481712671079 -0.0092270087005554609 0.0052896763251603605 0.011339270842115215 -0.0074632306918483724 -0.031475721375407016 -0.015362034271866543 0.0093034983895314786 0.0091091464357641837 0.0067033757128576715 0.00035361755784118088
leaf_weight=25.258228464052081 15.547941584140064 14.971304230391977 2.5269487593322983 12.86565365642309 3.3215323314070764 38.790255255997181 4.8438087217509738 118.63651419430971 14.757391627877949 7.1228157654404622 2.9157892167568198 13.20728003233671 4.5297606624662823 3.9256925880908966 18.81126350723207 6.1531709022819987 10.657412201166155 8.0088514201343042 5.8840336073189956 4.933808758854866 4.0173095241189021 6.3481980301439824 7.6725683212280273 10.925629153847693 1.8361730948090542 10.014484843239186 1.6484269052743901 24.70279752090574 16.582903351634741 6.2008949443697929
leaf_count=951 594 55 56 81 12 153 18 695 86 29 19 53 39 39 232 43 36 36 94 141 30 29 33 135 16 147 5 93 59 25
internal_value=0.000538512 0.00154978 -0.00565882 0.00219829 0.00220424 0.00156834 -0.00663306 0.00232555 0.00492508 0.00246318 0.000247103 0.00456564 0.00267671 -0.00742427 -0.0107961 0.00730478 0.00331048 -0.00323402 -0.010437 -0.00259843 0.000696258 -0.00428671 0.00427152 0.00184578 -0.00978401 -0.00734983 -0.0126918 0.0048222 0.000945023 -0.0079538
internal_weight=427.619 391.543 32.589 15.3926 358.954 319.163 26.9766 292.186 129.82 91.0295 162.367 76.2721 63.0649 11.0485 22.1328 39.7907 24.8194 14.162 36.0761 10.8178 159.451 29.8887 11.6899 129.562 18.1989 16.3627 17.1964 52.0164 27.3136 10.7307
internal_count=4034 2848 736 137 2112 1942 262 1680 576 423 1104 337 284 68 244 170 115 79 1186 235 1085 255 63 830 192 176 599 216 123 64
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=16 13 5 5 18 6 19 19 17 20 10 5 0 6 2 20 9 15 18 23 6 23 23 20 22 0 2 0 22 20
split_gain=46.6939 18.2655 11.5264 9.10119 7.74903 7.8179 12.3603 10.7542 9.98874 7.23797 7.12406 10.0697 8.7506 7.67661 10.3804 7.21114 7.02296 6.95666 6.39284 5.46235 5.03541 7.23081 5.49491 4.98512 8.04518 4.96079 4.96788 4.96404 7.88317 6.02775
threshold=18.594956516900002 95.862351557400004 18.393720489900002 23.626838821450004 17.957852018100002 13.65531905435 13.051052998800001 11.850956171350001 180.29620661735001 47.927946529500012 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 198.51835910855002 38.804080188450008 226.28914430085004 37.491361913600009 13.036600629150001 0.092260000000000023 11.630271739450002 0.083950000000000011 0.096665000000000015 39.952536079750011 -0.054619999999999995 85.995710218650018 131.42729508740004 89.705782438650019 -0.071864999999999998 41.827117825850003
decision_type=2 2 2 2 2 2 2 2 2 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 4 10 5 7 23 8 -3 -4 13 12 -12 25 15 -15 19 18 -17 -5 21 -9 -23 24 -7 -2 -27 28 -28 -30
right_child=3 2 9 16 -6 6 -8 20 -10 -11 11 -13 -14 14 -16 17 -18 -19 -20 -21 -22 22 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0070536766089028926 0.00050505462197589354 -0.0037791560421872655 -0.0061462927466634024 -0.0028932371099430355 0.0063585065868484846 -0.0079467215759380268 -0.0085486553507849398 -0.0080757521032880624 0.0057440967177645489 0.0038217446025158143 -0.0067671161461503194 -0.0098525341518651208 0.0022421587559996749 0.0065540121488405906 -0.006826735040980355 0.0022708222915229755 0.0076628078139398068 0.0034821500086236459 -0.00504514586313657 0.0015129345914979258 -0.0079961334871995714 0.0024973876854936889 -0.0084210943064372684 0.0047738021541721158 0.0048645994778650781 0.0065933990678877837 -0.0010922170814228096 0.0066258432486046214 0.0072160512023933775 -0.00048063637487391484
leaf_weight=34.519421476870775 14.625733748078344 9.9517624005675334 29.6634406670928 33.551548089832067 8.3456667214632017 4.6200361326336861 5.1929665654897681 7.9079411737620857 12.353551335632799 4.1561100855469695 5.9846872538328162 4.2957365922629824 54.766839232295752 15.670280799269674 6.7917012199759474 10.997070655226709 5.0399729982018462 27.936176374554634 13.094020172953604 24.261114925146103 14.386204257607458 11.63265225663781 2.8771475702524176 25.717832021415234 5.2295420169830305 48.275560632348061 19.421767272055146 18.694932132959366 17.24721439182759 7.2251748964190474
leaf_count=972 66 132 659 338 28 32 75 152 36 15 47 45 251 45 52 39 13 94 74 119 153 74 41 79 14 163 85 59 54 28
internal_value=0.000494818 -0.00243822 -0.0013165 0.00207418 -0.000189926 -0.00073715 0.00164632 -0.00238073 0.00149519 -0.00492131 0.00264814 0.000614522 0.00135465 0.00330961 0.00151065 0.00234709 -0.000345996 0.00107999 -0.00170556 -0.00104418 -0.00472977 -0.00263363 0.000332362 0.00313482 -0.00114467 0.00437745 0.00488831 0.00357316 0.002273 0.0049437
internal_weight=504.434 176.554 142.035 327.88 108.215 99.8696 40.7604 59.1093 22.3053 33.8196 265.027 65.0473 60.7515 199.98 74.4892 67.6975 62.8526 52.0273 24.0911 57.8127 36.8039 22.4177 14.5098 35.5674 9.84958 125.49 110.865 62.5891 43.8942 24.4724
internal_count=4034 2462 1490 1572 816 788 200 588 168 674 1102 343 298 759 304 252 470 207 113 457 420 267 115 125 46 455 389 226 167 82
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 20 17 19 6 17 10 17 20 10 16 20 0 18 0 10 20 6 16 21 22 20 22 22 16
split_gain=35.248 15.4795 9.57232 8.09537 9.37836 9.30232 6.81141 6.59163 7.84966 8.52565 13.7263 7.25316 5.97799 5.92143 5.56933 6.98252 8.66377 6.24096 6.96781 6.15147 6.69253 6.55387 7.45446 5.20839 6.49677 5.1598 5.73339 5.38622 4.55239 4.46453
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 236.15709471040003 71.787208999250012 182.63036160245002 47.927946529500012 66.590419433100024 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 90.407470010750018 65.611820673600008 38.625745710700009 16.465384711100004 23.044946110900003 15.285239689500001 -0.079634999999999997 42.719328117250008 -0.083954999999999988 -0.14910499999999999 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 12 -8 -9 10 11 -10 -3 -4 19 17 -17 -16 28 20 21 -6 25 24 -5 27 -27 29 -19 -23
right_child=3 2 13 23 14 -7 7 8 9 -11 -12 -13 -14 -15 15 16 -18 18 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0091748730368735511 0.0010616982508002961 0.003672501279614368 -0.0078919264171846727 -0.0083211035481171314 0.0085588052798356868 -0.012411721032419448 -0.0063732724212103749 0.0079136441492267048 0.0033043699858766162 0.0037024026656118816 0.0077132036248256982 -0.0097450559989531189 -0.009809107371119688 0.0046316605947346965 0.007422889786846425 0.0024572924109648574 -0.0087053392230495297 0.0039648318792084155 0.0033271686247698181 0.0099067604777189986 -0.0054993872212638342 0.0060515379529230392 0.00078962543028339416 0.0081538842466644876 0.004973317765859687 0.0080226738376963699 -0.0025705652720903081 -0.0062525730042506267 -0.01387395117710182 -0.0012868349726381009
leaf_weight=29.23984931409359 14.85233983770013 4.0501043610274783 26.072708271443847 13.623970668762928 24.839225567877293 6.6293572299182406 10.081326605752109 14.942551344633101 4.8368593677878442 31.793006159365177 7.5870231837034217 17.942851010710001 10.752208385616539 3.8794826045632353 18.744837205857038 12.860559824854137 12.043146569281815 1.8207299187779424 15.637549065053461 15.466764613986014 6.8150873631238928 24.737058369442821 62.113188844174147 3.1045605316758147 4.3338111434131852 47.05020884796977 5.0616413727402678 5.4463489502668372 4.3053363747894791 10.590060167014597
leaf_count=972 141 27 659 152 78 85 139 44 38 147 30 259 132 15 66 53 89 11 78 49 35 90 272 10 20 181 22 34 57 49
internal_value=0.000638643 -0.00294894 -0.00156916 0.00250348 0.00291601 -0.00309627 -0.000188625 0.000818485 0.00175883 0.000279272 -0.00330464 -0.00697425 -0.00612036 -0.00626984 0.00339877 0.0010001 -0.00294083 0.0034229 -2.22562e-05 0.00417505 0.0037001 0.00404872 0.00332596 -0.00315724 -0.00511272 0.00502203 0.00699375 0.00250202 -0.00857208 0.0038517
internal_weight=471.254 161.178 131.938 310.076 289.013 21.4817 101.986 87.1836 77.1023 62.1597 30.3667 22.7797 14.8023 29.9522 267.532 65.4122 24.9037 40.5085 21.7636 202.12 186.653 179.838 154.999 21.0623 17.9578 92.8853 52.1119 40.7735 6.12607 35.3271
internal_count=4034 2462 1490 1572 1390 226 816 657 518 474 327 297 159 674 1164 354 142 212 146 810 761 726 648 182 172 376 203 173 68 139
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=13 16 7 15 10 10 17 19 10 0 15 6 7 0 12 5 0 22 5 18 7 16 16 12 22 20 20 17 22 9
split_gain=23.5195 10.2016 7.39137 5.23974 6.37849 8.15763 5.12203 5.75474 7.79757 5.12559 4.75628 6.27689 4.6964 5.30647 4.60928 4.07755 5.38889 6.0512 5.23629 3.9399 9.58822 5.18534 5.96597 4.22446 14.1802 9.56381 6.41452 6.03104 5.78508 6.77738
threshold=95.862351557400004 18.634956423400002 22.356277907050004 46.074827201850006 60.613977009100005 58.167480110400007 252.75344531235004 12.851036860900001 69.999384342500022 103.33357670195001 24.273602154900001 11.685273024550002 19.506002767000002 76.451683855550016 335.9827356823501 24.367802910700004 86.692020874450009 -0.10290999999999999 24.458659404000002 13.843998451900001 23.203497038450006 22.644947046300004 22.544947280100004 156.64017958600002 -0.095854999999999996 41.178189531300006 42.198888176300009 188.83172615260003 -0.13125999999999996 193.67618212375001
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 5 -3 7 9 -9 -4 -10 -12 13 -2 19 -5 17 -17 -19 23 -21 22 -22 27 25 -25 -26 28 -6 -30
right_child=1 3 6 15 14 -7 -8 8 10 -11 11 -13 -14 -15 -16 16 -18 18 -20 20 21 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=-0.01539090817398382 -0.017161318518385989 0.001977916668576146 0.0026078354276441187 -0.022825358697594392 0.013969606040521668 -0.021290961402057326 0.019436210432072422 0.020513845838647141 -0.018397276468345325 -0.019071842218991338 0.0099090370586219015 -0.010145071686934307 -0.017113169296243635 0.014681065994453152 0.01456107252142105 0.010788010233452624 0.018809587480118163 0.012937224227781234 -0.019334683882264236 -0.028521808603617357 0.002709104696838713 0.017711447325998546 -0.01326185028388616 -0.039087563489536833 0.0092121578000999866 -0.0038722158056051096 -0.0033347134067328106 0.011808543534226943 -0.0067234961991491631 0.011376033045970544
leaf_weight=23.331989442929626 2.5431967396289137 13.40631338953972 62.968088679015636 2.9468666259199408 9.5178640671074373 5.9123242627829304 3.367790311574935 2.6327836681157342 10.074314519762995 3.1167135685682288 5.8583807758986977 15.483731873333452 13.373241575434802 3.2419643327593803 12.276866644620894 4.0058225467801121 2.8646928220987311 1.6715717986226062 7.5677636414766312 2.8440225571393958 65.088297881186008 5.5411013662815085 7.0602865889668456 3.2720674797892553 39.771110653877258 5.8635434973984957 15.389874367043374 50.61765206605196 17.982553604990247 8.2041795663535577
leaf_count=972 115 141 441 40 35 85 12 7 143 58 46 248 419 16 62 20 6 16 100 27 346 17 56 24 134 31 83 212 95 27
internal_value=0.000719221 0.00164855 -0.00232386 0.00337761 0.00398361 -0.00514335 -0.000581034 -0.00125427 -0.00676562 0.00158537 -0.00905172 -0.00464025 -0.0117394 0.000682934 0.00470793 -0.00497775 -0.00171301 -0.00615168 -0.0134961 0.00418462 0.00123827 0.00232772 0.00114623 0.00575998 0.00255775 -0.0164852 0.00571159 0.00814514 0.00295161 -0.001053
internal_weight=427.797 404.465 122.66 281.805 262.748 19.3186 103.502 100.134 34.0492 66.0848 31.4164 21.3421 19.1584 5.78516 243.429 19.0567 16.1099 13.2452 9.23934 231.153 80.5337 77.6897 72.1486 150.619 64.2966 9.13561 55.161 86.3222 35.7046 26.1867
internal_count=4034 3062 1505 1557 1375 226 955 943 444 499 437 294 550 131 1149 182 142 136 116 1087 446 419 402 641 272 55 217 369 157 122
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=13 8 20 4 6 22 0 20 18 23 9 16 3 10 0 5 20 22 23 17 22 5 3 3 20 10 22 23 21 18
split_gain=20.7221 8.75326 9.55199 6.18651 5.75025 5.6862 5.10896 10.4798 6.54333 5.54545 4.8313 4.73914 4.58753 6.85584 5.10336 8.05373 4.87523 4.54844 12.1259 4.38262 5.32795 4.29116 8.92134 4.2064 3.84082 3.81646 3.79364 5.27457 3.73361 4.20184
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 375.65892766775005 14.845346859150002 -0.16276499999999997 86.329079026800017 41.942745071500006 13.036600629150001 0.080515000000000017 186.68586460755003 22.584947186600004 83.538459487450012 69.64719632740001 97.878695155250014 13.812766882300002 42.536568606950006 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 29.996566321350006 94.972471916200007 112.77544165605001 39.110279783550006 64.407391431150018 -0.067109999999999989 0.10661000000000002 3.2025200283000004 14.522586764600002
decision_type=2 2 2 2 2 2 2 2 2 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 23 5 12 -4 7 10 -9 -8 -6 -10 14 -14 -3 16 -16 19 -19 26 25 22 24 -2 -12 -21 27 -11 29 -15
right_child=1 4 3 -5 6 -7 9 8 11 17 21 -13 13 28 15 -17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014362981584783205 -0.016072996306078877 0.005902448221241861 0.012667420138053029 -0.017668094590003781 0.010187888785011458 -0.010265637925991986 0.011164318145087613 0.0011224585278499003 -0.0032805758432959214 0.0060400375474904122 0.011876027442461426 -0.021437980776429295 0.0039649361046302303 0.0091706463069379674 0.0076511194828779421 -0.0069068013219752127 -0.012092812514229223 -0.020683793014673518 0.0069332591752871821 0.015215400295891902 -0.014232578198555064 0.01624072379687163 -0.01764531099362027 0.016860743796582603 2.0958027682427478e-05 -0.0046720005358286028 0.012171391048368655 -0.011241793553670843 -0.018659185783124695 -0.011755788044362272
leaf_weight=21.463774194940925 16.573931297287348 35.073392175137997 10.317476119846106 3.1150871850550166 21.682956412434578 3.5748595166951427 32.856648996472359 12.057860216125848 5.7588886469602576 46.666744086891413 8.6322760693728906 9.1193427797406894 11.371034361422064 3.4662350565195101 21.953102536499504 32.074309645220637 3.5705355927348128 6.3786068856716183 10.063461445271967 4.5248640999197942 5.8265426605939856 4.3133358210325232 6.1570667289197436 1.0103860907256592 30.14842376857996 4.9745860993862152 22.307775661349297 4.7810804322361937 9.1325618270784599 7.3573253955692053
leaf_count=972 650 143 35 76 80 45 163 87 42 184 29 150 54 12 124 343 31 54 38 16 54 13 63 9 122 34 78 26 212 95
internal_value=0.000632114 0.00144726 -0.00608229 0.00229076 0.00217026 0.00676615 0.00360457 0.000864437 -0.00745685 0.00554254 0.00402431 -0.0144098 -0.000562493 -0.00574659 0.00118997 -0.00167962 0.00488911 0.0037921 -0.00378062 0.00518982 -0.0024351 0.00131078 -0.000122266 -0.0141806 0.0026598 0.00480095 0.00677423 0.00443403 -0.0112802 -0.00505412
internal_weight=416.304 394.841 34.5917 17.0074 360.249 13.8923 236.25 97.8702 26.9361 138.38 70.9341 14.8782 123.998 31.3272 92.6713 57.5979 25.5236 105.524 16.4421 89.0816 15.326 49.2511 44.9378 17.5843 38.7807 9.49945 73.7556 51.4478 19.9561 10.8236
internal_count=4034 3062 815 156 2247 80 1233 586 279 647 307 192 1014 373 641 498 155 484 92 392 104 227 214 659 151 50 288 210 319 107
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=8 10 20 10 15 4 3 16 8 22 15 10 6 2 20 22 10 16 21 14 22 16 21 20 2 12 20 22 10 22
split_gain=36.3193 16.0886 11.1681 12.5287 8.98653 8.31128 7.92142 10.4955 7.81512 7.66237 6.74333 7.06324 6.33364 5.95 6.48088 7.54801 6.79661 5.71241 5.58466 5.72811 5.44221 4.77109 5.65745 4.74566 4.69455 6.04966 7.31639 8.55869 10.6708 6.69332
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 72.378669787950017 46.074827201850006 377.6847677435 83.538459487450012 12.644970430600003 8.8430989333000021 -0.084794999999999995 29.037712645600003 71.397382570300024 13.200308423050002 253.13454704850002 40.750688432250008 -0.054619999999999995 73.037342029850024 21.094950670800003 5.7087410616000005 287.36199315565005 -0.30094499999999996 23.044946110900003 15.285239689500001 49.283271594150008 309.00014058725003 149.09269374785001 42.066503896600004 -0.076484999999999984 61.998532946250002 -0.11347
decision_type=2 2 2 2 2 2 2 2 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 17 5 8 23 7 12 24 20 11 -8 -3 14 15 16 -9 -1 -16 -20 -10 22 -6 -4 25 29 27 28 -27 -2
right_child=1 6 3 -5 21 -7 10 13 9 -11 -12 -13 -14 -15 18 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0063695116374702324 0.0057644834951052371 -0.0058516463377416752 0.0059059383841407439 -0.006597621058299372 -0.0050074558099008539 -0.0069184153217040989 0.0028769286267066661 0.0047283855880813595 -0.0032241674226730997 -0.0044089323594129455 -0.0069612156049579264 -0.0072680269677392155 0.0021926378781816319 -0.0047892011063467551 0.0048144790958472216 0.0021395689874831197 -0.0041831303563860077 0.0046962194225146636 -0.0020619340477153049 0.0044515141270555164 0.004022162841306404 0.0049687504387793107 0.0028532311089734239 -0.0014356333881869357 0.0058075346892550702 -0.0067665006561636338 -0.0015831645150256621 0.0037056100573357701 0.0014881744241693467 0.0023771400426189594
leaf_weight=36.066145468503237 27.055249735713005 15.002405831590297 10.646009579300886 8.9851070679724199 13.496339289471512 3.0697310455143443 7.2171595022082347 3.5583044029772308 5.2834578230977085 12.108022853732107 11.925657913088797 3.6107385903596878 4.450604945421218 6.2852540351450434 22.858932606875896 20.947401534765959 19.171583853662014 1.7136975228786457 11.954688522964718 7.8399572223424903 11.646153774112465 2.9738511666655532 4.2131146620959035 4.3490448743104926 13.717164799571036 6.8886672258377066 24.891503868624568 47.585841625928879 27.082016721367836 83.87762563303113
leaf_count=1089 81 391 34 246 152 53 29 13 35 88 236 55 19 79 81 95 178 5 81 37 41 10 20 33 53 46 133 161 110 350
internal_value=0.000334729 0.000977742 -0.00378781 -0.000883071 0.00178502 0.00195925 -0.000703727 -5.69433e-05 0.00208373 -0.000811894 -0.00388936 -0.000506072 -0.00401121 0.000773609 0.0011786 -0.000424793 -0.00278806 -0.00586757 0.00282048 0.000517812 0.0017607 -0.00197188 -0.00313738 0.00377665 0.00244757 0.00223555 0.00122706 0.00208475 -0.000185731 0.00320327
internal_weight=480.471 415.642 64.8297 27.0499 280.819 18.0648 134.823 112.069 260.136 29.0376 22.7536 10.8279 19.453 92.6161 86.3309 43.6773 22.7299 37.7798 42.6536 19.7946 16.9296 20.6833 17.7095 14.9951 231.098 217.381 106.448 81.5565 33.9707 110.933
internal_count=4034 2574 1460 366 1280 120 1294 974 1098 164 320 84 410 564 485 286 191 1094 199 118 76 182 172 67 934 881 450 317 156 431
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=16 8 20 21 9 0 5 10 0 10 2 7 18 18 23 22 15 2 20 18 20 16 15 18 9 15 21 9 15 22
split_gain=19.5924 8.86199 8.28666 6.45481 5.2827 8.01274 8.49904 6.34487 6.85772 8.99616 8.55146 7.12005 7.18276 7.04125 6.47199 6.41723 7.3088 7.28962 6.2572 5.95094 5.81063 8.32448 6.23525 5.78737 5.55094 7.96244 5.33591 5.25911 4.90131 5.9689
threshold=13.564968279200002 5.9453602998000008 44.756878345700009 3.3335862513000003 186.68586460755003 85.732241321850012 29.996566321350006 66.964115113200009 90.407470010750018 65.611820673600008 121.84632764400003 23.109894804950002 13.314799198000001 13.258241318650002 0.11002000000000002 -0.059424999999999999 30.243446395250004 107.86920410340001 41.481306584950012 13.919698996450002 38.244973486750006 19.844953593850004 28.626568391100005 15.042884401850001 206.08934059370003 23.908355817750003 1.0000000180025095e-35 38.963210209450004 34.139075990150012 -0.018034999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 28 6 26 8 9 10 14 12 13 -12 -7 19 -17 -18 -13 -9 21 -21 24 -24 -22 -26 -6 -5 -3 -30
right_child=1 4 3 27 5 7 -8 15 -10 -11 11 18 -14 -15 -16 16 17 -19 -20 20 22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0095372600092518151 -0.013904743676861368 0.012425618114000897 0.014979166516859092 -0.015030822512034558 0.0064125382586060885 0.010245487586767858 0.010636422977203321 0.010309141033755636 0.012127083424452508 -0.014112465512811831 -0.0095067075252147377 0.0063492183621389111 -0.023373521421351687 0.01117672022887912 -0.0056982559652690029 0.0058040806176610045 -0.02357953780307585 -0.00039633190082705508 -0.0014092258746266036 -0.01602773568571431 0.0054067889223848743 0.013064878297396757 -0.016946432576274734 -0.00051255412106118324 -0.013655026608296188 0.0032396955542879596 -0.012018902284548622 0.00067610063752564275 -0.0014129706256710392 0.012799462438743886
leaf_weight=30.404146110638976 11.683803746476768 14.605307664722202 3.8405057862401035 4.9512633923441198 3.1383181884884896 37.097883116453886 4.4435443691909304 5.5387790426611891 15.183664210140703 5.0647710114717475 7.7131424583494645 40.460630409419537 3.428968906402587 4.3641110956668854 4.8782643377780905 44.042530030012131 2.8017125055193892 12.742941180244086 31.159134050831199 10.909289449453352 20.957033518701792 1.9655897915363301 7.6619539987295848 6.8935515806078911 8.5212066341191548 10.600365053862332 17.442846361547709 13.323691690340636 16.676644761115313 7.1490640752017525
leaf_count=1045 502 70 13 158 12 153 18 18 56 30 49 171 25 16 23 210 30 93 162 145 117 6 151 85 87 66 229 179 90 25
internal_value=0.00051371 0.00131951 -0.00503994 -0.000356575 0.00194174 0.00137238 -0.00568462 0.00199866 0.00383816 0.0029001 0.00356752 0.00124287 -0.00675195 -0.00203276 0.00839258 -7.26753e-05 0.00309652 -0.00457479 0.0029738 -0.00265788 -0.00372176 -0.0115862 -0.00186845 -0.00916328 0.000780838 -0.00428915 -0.00920838 -0.0035794 0.00649008 0.00285157
internal_weight=409.645 379.241 33.7993 22.1155 345.441 307.01 25.0247 281.986 149.351 134.167 129.102 87.126 15.5062 12.0773 41.9761 132.635 59.5872 15.5447 71.6198 73.0478 67.509 12.8749 54.6341 14.5555 40.0786 19.1216 20.5812 18.275 38.431 23.8257
internal_count=4034 2989 852 350 2137 1952 259 1693 685 629 599 423 90 65 176 1008 333 123 333 675 657 151 506 236 270 153 241 337 185 115
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=16 13 18 22 15 10 19 6 6 22 22 22 10 4 12 18 9 16 20 22 2 16 21 16 21 3 20 16 5 17
split_gain=33.594 15.5809 10.019 8.85811 7.87806 8.20191 7.74371 8.55954 10.4049 8.8292 7.31897 10.7112 7.31869 5.05825 4.87489 4.61176 6.52422 4.84397 9.22693 7.23201 7.12794 5.42127 4.98767 4.34992 5.57956 4.25538 4.23827 4.11487 5.58936 4.83319
threshold=18.594956516900002 95.862351557400004 17.323446153950005 -0.59260499999999994 46.074827201850006 60.613977009100005 13.051052998800001 13.65531905435 15.51536251395 -0.23783499999999999 0.059320000000000012 0.11704500000000002 58.167480110400007 342.39448800975009 335.9827356823501 13.843998451900001 196.26893085885004 22.554947256700004 42.047301293400004 -0.095204999999999998 124.62464352050002 22.604947139800004 7.2055597121000003 23.044946110900003 15.285239689500001 108.47659710545001 36.79544512155001 22.654947022900004 18.128874633450007 197.78839148195001
decision_type=2 2 2 2 2 2 2 2 2 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 5 12 7 10 9 -9 -5 -12 25 -4 15 17 26 22 19 20 -19 -20 -7 24 -6 -2 -17 28 -18 -30
right_child=4 2 13 6 23 14 -8 8 -10 -11 11 -13 -14 -15 -16 16 27 18 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0089611532348146915 0.0038735859875394414 0.0054158071272819436 0.0081928975274547945 -0.0084708918890325467 -0.0080347695280231016 0.0073180355427267018 -0.0086402441486068838 -0.0092926189893956981 -0.0098865249686240966 0.0039257233466944126 0.0079693839379204653 -0.007770346039798765 -0.011406855001750848 -0.0030608461470150311 0.0085634154730224003 0.0023039577237116723 0.0057058645699745673 0.0037161354023227677 0.002563833884956586 0.0057054268690602756 -0.01018077940568512 -0.0057065462444365568 0.00054830582502527576 0.0076244118581744926 0.0044560899088475795 -0.0068063536322109435 -0.008463781346113964 0.010881844324739931 -0.0082842704402492362 0.0010696829057720361
leaf_weight=28.879085645079613 10.834701266139747 11.282726936042307 12.70018281042576 24.169677399098873 12.779548173770314 48.5085683837533 18.9010578263551 4.9644124805927268 7.0543234925717107 36.184696812182665 7.1970574185252172 7.7651456538587809 5.9932016022503367 4.7375199720263472 14.322982944548128 4.9157993569970122 21.659446008503437 7.9553399160504323 12.647961236536505 61.954846985638142 5.3213866427540779 14.929796917363999 11.662438526749609 2.7338036596775046 4.0744354873895636 4.5877939499914637 8.8311287201940996 4.5921539366245261 5.3850056640803805 41.927019953727722
leaf_count=972 57 48 41 373 152 181 372 78 237 185 23 100 85 33 62 22 76 27 54 200 30 101 53 10 20 84 84 13 46 215
internal_value=0.000630983 -0.00276489 -0.00143897 -0.00241449 0.00245145 0.00284197 -0.0032461 -0.00207871 0.000543031 0.002331 -0.00530822 -0.000199286 -0.00269058 0.00513545 0.00328973 0.00298794 0.00126417 0.00391138 0.00268551 0.00437138 -0.00185383 -0.00191351 0.00600592 -0.00325106 -0.00501512 0.00069658 -0.00461332 0.00236251 0.00179529 5.02564e-06
internal_weight=469.453 163.836 134.957 117.519 305.617 286.03 106.236 87.3353 48.2034 41.1491 39.1319 14.9622 21.4157 17.4377 264.614 250.291 87.3106 162.98 102.809 75.2316 13.2767 27.5778 60.171 19.5878 16.854 15.4225 13.7469 73.5636 68.9715 47.312
internal_count=4034 2462 1490 1416 1572 1390 1368 996 500 263 496 123 226 74 1164 1102 456 646 412 257 57 155 234 182 172 141 106 350 337 261
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=13 8 20 4 10 3 15 8 22 23 15 10 10 23 20 16 19 3 16 17 15 16 20 23 2 16 19 17 15 20
split_gain=18.7922 7.50197 8.90854 5.85304 5.07487 6.83465 5.49751 5.35833 5.56441 5.80665 5.11019 5.04445 5.03409 4.77635 4.40052 4.3373 6.63564 4.43289 4.06503 4.0387 4.29431 5.36517 3.93621 4.04596 3.93484 4.2127 9.74342 4.48795 4.72813 4.66155
threshold=95.862351557400004 5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 46.074827201850006 8.8430989333000021 -0.010319999999999999 0.10249000000000003 29.037712645600003 71.397382570300024 70.389210771400016 -0.10747999999999999 40.00488309970001 18.044957803000003 12.651020723000002 76.927540944650019 21.094950670800003 168.81379805985003 19.763739472850002 15.404963976500001 41.092444989200011 0.093905000000000016 309.00014058725003 19.199955102150003 13.751109481500002 183.49170501290004 35.965617804200001 43.077238082650005
decision_type=2 2 2 2 2 2 2 2 2 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 18 12 6 13 7 24 9 14 11 -7 -4 -6 -9 16 17 -15 -2 -19 -21 22 23 -22 25 -3 -27 28 -28 -29
right_child=1 4 3 -5 5 10 -8 8 -10 -11 -12 -13 -14 15 -16 -17 -18 19 -20 20 21 -23 -24 -25 -26 26 27 29 -30 -31
leaf_value=-0.011835229134641167 -0.013821400126824398 0.0095460198476387849 0.01083520019396072 -0.014710513811658422 -0.01595759568297072 0.0051048997775799011 -0.0042193083605029744 0.011181607297798005 -0.013890866293834386 -0.010993094032044291 -0.014982036949614844 -0.015492032588801049 -0.0068104711353600368 -0.010448965391440886 -0.0032854023897008933 0.0070731969723953694 -0.0063914032603226579 -0.0069535442481355545 0.0080713398382565495 0.010575522631084331 -0.0012404364644045553 0.0087308258628998742 0.0057829371085172526 -0.018697398942918896 0.012016344015428315 -0.015481440163275073 0.0039805279739021805 0.0047627657027315435 -0.016305482040697386 -0.0029240519515997218
leaf_weight=20.059256875887513 14.754956951364877 18.783316843211651 9.5103777423501032 2.9486384671181431 2.807671755552291 6.6598787978291529 17.751405918970704 8.6070788204670006 5.5565213076770297 5.1936546079814425 8.9385372176766378 2.9464364815503359 3.9231414236128321 4.1755830813199273 6.2238003071397534 18.398361770436168 20.326358258724213 5.4388075061142436 1.6166449785232533 15.234998289495705 5.4997533299028891 10.893971607089041 5.1435420475900164 3.896784782409668 10.200055018067358 4.7608734667301169 3.970965087413787 141.34837286360562 3.9243406001478434 14.990304246544836
leaf_count=972 654 74 31 76 43 29 182 29 52 33 236 55 49 64 50 77 188 92 5 52 27 46 17 41 53 33 16 639 26 93
internal_value=0.000532372 0.00117771 -0.00482184 0.00201148 0.00173649 -0.000591726 0.00280128 0.00335874 -0.0022863 0.000933802 -0.00784939 -0.00121256 0.00568194 0.000874168 0.00511051 0.00140511 -7.179e-05 0.00248282 -0.0116596 0.00365394 0.00507252 0.00177621 -0.00343444 -0.00847991 0.00408814 0.00365748 0.00300299 0.00353882 -0.00610258 0.00402573
internal_weight=404.484 384.425 32.7538 16.3822 351.671 110.361 241.311 223.559 25.5811 20.0245 18.5449 9.60632 13.4335 91.8158 14.8309 89.0082 70.6098 50.2834 16.3716 46.1079 40.6691 25.4341 14.5401 9.39654 197.978 187.778 168.995 164.234 7.89531 156.339
internal_count=4034 3062 815 156 2247 967 1280 1098 164 112 320 84 80 647 79 604 527 339 659 275 183 131 85 68 934 881 807 774 42 732
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=13 17 16 2 23 16 10 21 23 18 16 17 22 22 6 0 9 5 9 20 6 6 21 4 22 2 22 5 19 20
split_gain=18.7568 7.38376 6.10453 7.01141 6.93519 5.3338 5.1023 5.58407 4.85687 4.79113 6.15233 6.01274 5.33292 8.34361 6.2176 5.89793 5.45739 7.81438 5.32468 4.83234 4.41335 5.20687 4.25962 4.24455 6.81947 5.36684 6.30693 3.90756 3.8829 4.85594
threshold=95.862351557400004 159.58247398035004 20.404952284350003 322.38159739250005 0.12535000000000004 19.974953289850003 62.111448187750007 1.0000000180025095e-35 0.080135000000000026 17.323446153950005 12.604970524100002 205.83789591070004 -0.59168499999999991 -0.23783499999999999 6.9501623894500009 97.991610396700011 66.346857137250012 20.769304081650002 221.38017838285003 43.680097826700013 13.565316951450002 14.275333540900002 8.9626214023500008 169.14490639835003 -0.054619999999999995 137.73157856955004 -0.061874999999999999 16.632399885950004 14.251149826300002 38.478081868400004
decision_type=2 2 2 2 2 2 2 2 2 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 5 9 7 -4 -8 10 -3 12 -12 15 -15 -14 -16 19 -19 22 -13 -22 23 24 -18 -25 -27 -24 -10 -30
right_child=1 2 6 -5 -6 -7 8 -9 28 -11 11 20 13 14 16 -17 17 18 -20 -21 21 -23 27 25 -26 26 -28 -29 29 -31
leaf_value=-0.0095361713507862243 -0.013100509588014489 -0.012057766476504455 0.0089382983237136764 -0.012256578307198819 -0.013564081973854152 -0.011223617130484403 0.0085344988278750183 0.00019785955383839801 0.0073532835294184895 0.0068293363601592827 0.0083365748244395438 -0.013214813980857902 -0.014873504942151825 -0.010703750828171592 0.011379207207987399 0.0049986141204720787 -0.011993133062198277 -0.0098939302188346193 0.010641958753373752 -0.0092666908218662445 0.0030018438993683651 -0.013933644699595397 -0.011885339861231938 0.007840231170912931 0.0038138310237696509 -0.01495197675365869 0.0040102123619474694 0.00089329978509378313 0.0070023375943257795 -0.00036439016013936707
leaf_weight=20.029387036338449 4.1362984031438819 4.4938389007002106 8.9056919291615468 5.3731372915208331 4.1032265275716773 4.3248361386358729 22.261807668954134 106.11102428659797 16.483124665915966 13.183674015104769 11.1227960139513 5.5500894244760266 6.1753109842538674 4.5181107278913393 6.5336188375949851 2.3055525720119476 4.2157719917595378 9.69319925829768 1.6626541987061489 3.7478739358484736 7.6534673701971752 2.782526021823287 3.3948482535779503 36.309928085654974 11.266947060823439 2.6395187750458717 7.7918517421931011 12.951428869739173 13.396023467183111 40.362672660499811
leaf_count=972 140 137 49 118 55 47 119 629 62 61 44 83 106 119 30 13 66 336 8 95 42 39 37 132 48 50 42 100 51 204
internal_value=0.000465686 0.000988129 0.00114176 -0.000336475 4.83819e-05 0.000392491 0.00236551 0.000874628 0.00421923 0.000710465 0.000153394 0.000544476 0.00133145 0.000643179 0.00146226 -0.0094712 0.00201079 0.00135736 -0.00688719 0.0024947 -0.00557608 -0.00151363 0.00305573 0.00432099 -0.000490229 0.00591467 -0.000787916 -0.00176061 0.00285159 0.00147131
internal_weight=403.48 383.451 379.315 171.794 166.421 162.318 207.52 115.017 92.5036 157.993 144.809 140.315 124.329 113.207 104.726 8.48086 100.208 93.674 11.3559 82.3182 15.9861 10.436 78.5703 62.224 15.4827 46.7413 10.4314 16.3463 70.2418 53.7587
internal_count=4034 3062 2922 1808 1690 1635 1114 678 436 1588 1527 1390 1226 1182 1063 119 944 914 344 570 164 81 475 338 114 224 92 137 317 255
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=16 13 5 5 20 10 5 0 18 6 19 6 20 10 21 20 19 13 10 18 0 5 10 22 22 7 7 20 0 4
split_gain=46.269 17.8543 11.3211 9.54265 8.04163 7.95532 10.8568 9.97516 7.7513 10.5918 12.4862 7.75061 9.24855 8.23242 8.02461 7.07606 7.04375 9.65257 6.04885 6.26949 5.46869 5.31384 5.29956 5.29617 8.33592 5.05667 7.04142 4.98312 6.14053 4.86528
threshold=18.594956516900002 95.862351557400004 18.393720489900002 23.626838821450004 47.927946529500012 66.964115113200009 20.769304081650002 91.937202686950016 17.323446153950005 13.65531905435 13.051052998800001 16.455384477450004 38.804080188450008 62.025417527550012 9.1912342607000017 38.064633603500006 11.950964240300001 98.050756475600011 59.632689791450012 11.644643452600002 85.995710218650018 14.050239455300002 70.389210771400016 -0.073609999999999995 -0.092479999999999993 23.974509389900003 24.909276771700004 40.844669808050007 97.39208423365001 342.39448800975009
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 -4 11 7 -7 9 16 27 20 -13 -14 -15 18 17 -3 19 -5 -2 -19 -18 24 25 -9 -27 28 -11 -10
right_child=3 2 4 15 -6 6 -8 23 29 10 -12 12 13 14 -16 -17 22 21 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0048670593775982643 0.00035380429064874199 -0.0056494402828829275 -0.0043217030569602018 0.0066151139955938562 0.0031806457743269153 -0.0051571313662770943 -0.0070194925932417426 0.0050905534578494444 0.0044995452496960232 0.0026769829054251642 -0.0059992326600758388 0.0045992158683798258 0.0017440085675737964 -0.00029413540984632631 -0.0069546222855247997 -0.001031684445639607 0.0026528436255975714 0.0039164381040299604 0.0055667173641394431 -0.0062213593912783154 0.0035444839532544443 -0.0024065259882540013 -0.0044232305285658398 0.0028316212532206986 -0.0074881789110882724 -0.0050046350445085517 0.0030678421249004302 0.0044777027462572904 -0.0031632892395955566 -0.0016085858432479494
leaf_weight=33.334824625402689 14.889637514948843 5.4212520793080357 28.417111938819289 1.4274421632289875 3.9925169721245757 5.828915871679782 4.4582221060991278 5.1915928423404685 12.923670820891859 12.959331691265108 5.0537378005683413 15.348349817097185 36.760074771940708 16.974249243736271 5.9983989372849456 49.713593248277903 2.8770081698894527 10.873765818774698 8.331919997930525 2.687514916062355 113.43270643055439 4.6490015983581534 26.301163481548429 34.152763172984123 3.3693086914718178 5.1722758673131448 5.4240470677614212 15.001578718423842 6.6872419714927664 4.2445754110813132
leaf_count=972 66 103 659 3 15 47 45 15 41 43 74 45 136 83 40 385 18 33 23 59 389 35 356 118 36 63 19 43 39 31
internal_value=0.000461985 -0.00161269 -0.000834485 0.00155073 -0.00339749 0.00195739 0.000429353 0.000990889 -5.81092e-05 -0.000640587 0.00126927 0.00243516 0.00117195 0.000291307 -0.00203326 -0.000196018 -0.00215339 3.68338e-05 0.00314168 -0.0017685 0.00317426 0.00202274 -0.00372552 0.00166311 -0.000420058 0.00108835 -0.000872494 0.00232944 0.000689089 0.00298941
internal_weight=501.898 172.737 139.402 329.161 32.4096 267.001 63.5971 59.1389 106.992 89.8241 39.7019 203.403 75.0811 59.7327 22.9726 62.1605 50.1222 20.944 12.4469 4.11496 128.322 15.5228 29.1782 53.31 19.1572 15.7879 10.5963 34.6482 19.6466 17.1682
internal_count=4034 2462 1490 1572 674 1102 343 298 816 744 199 759 304 259 123 470 545 171 85 62 455 68 374 251 133 97 82 125 82 72
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=13 16 18 16 16 20 15 10 10 18 4 23 16 21 4 4 23 23 20 6 22 8 5 8 22 16 10 17 17 22
split_gain=26.1174 11.9281 7.34816 7.25161 9.62158 6.46668 5.95097 6.73908 7.01243 5.77687 7.94699 8.95789 4.64785 5.42759 4.5368 4.4739 4.34173 6.47493 4.99785 6.27213 4.3024 4.17269 3.95107 3.86966 5.59201 10.017 5.69074 5.88453 10.2344 5.47234
threshold=95.862351557400004 18.594956516900002 17.323446153950005 15.584963555600002 14.184966829400002 38.244973486750006 46.074827201850006 60.613977009100005 58.167480110400007 14.85568425095 195.50296729855003 0.083495000000000028 23.044946110900003 15.285239689500001 342.39448800975009 193.73972847335003 0.080515000000000017 1.0000000180025095e-35 38.478081868400004 15.785368822600002 -0.080019999999999994 8.9430209551500024 13.716117217950002 8.7431769115000026 0.0023400000000000005 22.654947022900004 61.977025281250008 188.19076296340003 190.25644477395002 -0.076484999999999984
decision_type=2 2 2 2 2 2 2 2 2 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 22 -6 7 8 -3 10 -5 -12 13 -8 -4 -11 17 20 19 -18 -9 23 -2 24 26 -26 27 -20 -29 -30
right_child=1 6 14 9 5 -7 12 16 -10 15 11 -13 -14 -15 -16 -17 18 -19 21 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0069481505615217971 0.00027521154545355481 0.00069723503307443863 0.0061771059693879627 -0.0060736634537026327 -0.0060354469499827677 0.0029320194758046276 -0.0061439883842343409 -0.0032492889865922323 -0.0089469422439065298 -0.0007068569110907204 -0.0051220250867553612 0.0060177099594388916 0.0063639867677099827 0.003667108982121743 -0.0027588243189024084 -0.0088584714834983279 0.0011902367863158511 0.0063904622520532329 -0.0089170576539115524 0.0068687138223178391 0.0032597263626468311 -0.0044937407872546083 -0.0078506562135262619 0.005448758602556854 -0.006321901849786489 0.0065728616386902814 0.0023655597547798607 0.0098438104569723104 -0.010294179149263401 0.0025837713420860824
leaf_weight=24.754869639873505 5.0342921428382388 14.467689760029318 11.504746355116366 13.024874225258829 5.0621463414281598 37.923959471285343 12.667609978467231 7.6742775607854155 5.8924841303378335 4.9533363226801184 6.5687562339007881 10.287648886442183 2.990326687693595 4.1597983837127677 4.3478036001324645 15.254698025062678 21.482095694169402 32.216576162725687 5.2020721845328834 21.729833170771599 21.27303796634078 6.8948549032211295 9.7771593648940307 12.238828606903551 12.602705612778665 4.5549726337194434 96.425619821995497 4.2457858398556692 4.1848810054361829 3.2601981014013282
leaf_count=972 34 141 41 332 91 192 152 47 85 41 161 78 10 20 33 266 113 145 31 72 79 38 221 40 89 14 442 8 32 14
internal_value=0.000489352 0.000929919 -0.00101131 -0.00170744 9.11777e-05 0.00187599 0.0017465 0.00203138 -0.00209391 -0.00378285 -0.0017016 0.00167668 -0.00219726 -0.00371865 0.00372629 -0.00686037 0.00236207 0.00409207 0.00181331 0.00404575 0.00153411 0.00116851 -0.00508874 0.00144206 0.00106623 -0.00289864 0.00166656 -0.00232338 0.000610597 -0.00465493
internal_weight=442.658 417.903 123.739 107.887 57.7976 42.9861 294.164 274.346 20.3602 50.0893 29.8813 16.8564 19.8177 16.8274 15.8525 20.208 253.986 61.1639 192.822 43.2119 28.9473 149.61 14.8115 142.715 130.476 17.1577 113.319 16.8929 11.6909 7.44508
internal_count=4034 3062 1490 1416 538 283 1572 1390 226 878 571 239 182 172 74 307 1164 271 893 185 126 708 255 670 630 103 527 85 54 46
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=13 16 5 20 13 0 15 10 10 23 23 17 17 17 22 15 22 18 9 16 16 3 5 3 22 16 12 19 22 16
split_gain=18.3247 7.22531 7.08351 5.65825 5.19402 7.82581 4.48725 4.51439 5.99661 4.32188 4.54865 4.12443 6.20115 4.99776 4.14693 4.91761 4.72094 5.35936 6.09443 4.57916 6.28722 3.82753 3.74931 4.81498 5.03757 4.91891 3.71125 3.67792 8.65106 3.45488
threshold=95.862351557400004 18.684956306450005 19.865285687250005 47.927946529500012 108.49810477050001 95.620390325650007 46.074827201850006 60.613977009100005 58.167480110400007 0.12535000000000004 -0.10747999999999999 246.16357537720003 214.03087950770001 236.15709471040003 0.17076500000000003 18.019770707250004 0.04932000000000001 17.323446153950005 206.08934059370003 14.844965286000003 15.524963695900002 77.801289837050021 24.367802910700004 92.913112988300014 -0.10290999999999999 22.604947139800004 335.9827356823501 12.551012654050002 0.12195000000000002 18.734956189500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 2 4 -4 5 -2 7 8 -3 10 -7 12 14 -14 16 -16 17 18 21 -20 -21 -12 -8 -24 -25 -26 29 -1 -29 -9
right_child=1 6 3 -5 -6 9 22 26 -10 -11 11 -13 13 -15 15 -17 -18 -19 19 20 -22 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.015010845378673752 -0.016004886338758566 0.0015071513730106438 -0.013706651053158461 0.0072064542378196929 0.0084842934960401937 -0.017171588813248342 -0.019469578446496879 0.014289054535854958 -0.017133311654684014 -0.017613420742163273 -0.010397149211022198 0.016762887158521835 -0.018301623483413947 0.0041896190569878913 0.0074604205122186145 -0.01968279830021296 0.012309110767535391 0.015259237080138681 -0.0215031994944423 0.0048173503989587182 -0.017750267830024265 0.0055310870308333147 0.015964633514305812 0.0087240609165421465 0.0030176114174912875 -0.019268088762197464 0.012029245085119078 -0.01524751802120392 0.048865221329612504 0.0030615565371406466
leaf_weight=17.675553062930707 6.963112447410821 12.639579253271224 14.745019905269148 3.2961042448878279 12.887047521769999 2.913218615576624 2.8241781126707819 5.867082253098487 5.0211885813623658 2.8291475139558306 3.5783302653580931 3.3888175189495078 6.035766985267399 3.121020395308733 2.2282173708081237 3.6939602438360453 9.8636712506413442 5.1845499277114859 3.7606851644814006 7.3126143813133222 3.9639583565294743 25.725961029529572 2.7394018769264212 3.8212566673755637 3.2574834376573545 5.620887253433466 10.819807909429072 1.3437170237302769 0.65035580657422531 209.11136368848383
leaf_count=914 236 140 561 14 58 53 40 24 83 38 79 13 82 18 11 51 36 16 52 28 58 140 6 20 24 92 62 52 6 1027
internal_value=0.000668745 0.00136597 -0.00154223 -0.00988584 -8.71461e-05 -0.00130686 0.00271596 0.00323346 -0.00379258 -8.26429e-05 0.000531405 0.0011938 0.000485308 -0.0106357 0.00204448 -0.00947017 0.00319268 0.00137705 -0.000246102 -0.00771422 -0.00311565 0.0035861 -0.00418268 -0.00138633 -0.00512905 -0.0110914 0.003783 -0.012915 0.0056625 0.00336797
internal_weight=402.883 383.213 121.491 18.0411 103.45 90.563 261.722 243.459 17.6608 83.5999 80.7708 77.8576 74.4687 9.15679 65.3119 5.92218 59.3898 49.5261 44.3415 15.0373 11.2766 29.3043 18.2632 15.439 12.6996 8.87837 225.798 19.6696 1.99407 214.978
internal_count=4034 3062 1544 575 969 911 1518 1336 223 675 637 584 571 100 471 62 409 373 357 138 86 219 182 142 136 116 1113 972 58 1051
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=13 8 20 4 22 6 17 3 20 6 16 16 5 19 21 7 22 10 16 10 21 13 13 2 10 5 9 16 0 6
split_gain=16.344 7.82334 7.84656 5.36833 5.27887 4.55072 6.2075 5.34953 5.0033 7.19195 4.9331 6.40374 4.67642 4.58763 4.57815 4.53316 5.23365 4.52666 13.6792 4.4896 7.83631 4.30982 6.41168 5.67533 5.30406 8.4508 4.39542 4.02282 3.67235 4.15436
threshold=92.38617519475001 5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 14.845346859150002 241.79519611995002 76.825379535700009 37.828051409500013 16.465384711100004 15.584963555600002 18.764956119400004 23.626838821450004 12.551012654050002 8.0341677368500015 25.225775578450001 -0.041369999999999997 66.964115113200009 18.964955651700002 62.025417527550012 9.1912342607000017 117.61735474900001 117.63886241405002 74.580378076100018 61.622148808000013 31.312564341900003 196.26893085885004 21.094950670800003 85.995710218650018 16.375382608200002
decision_type=2 2 2 2 2 2 2 2 2 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 27 4 -4 6 7 -3 -7 12 -9 13 17 -12 -14 16 -13 28 -19 21 -21 26 -23 -24 25 -25 -11 -2 29 -10
right_child=1 5 3 -5 -6 8 -8 10 9 19 11 15 14 -15 -16 -17 -18 18 -20 20 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.020091126452240371 -0.020428289205784211 -0.017884064006336329 0.01428524516489444 -0.021620820920054414 -0.013217075032862353 0.01117755820610232 0.020047756206992673 0.0041861669178734134 -0.01684027763942679 0.015312779715759124 0.011818362311190095 -0.019163849493587435 -0.019305958502977592 -0.013262322363565615 0.0072966887695458107 0.0093614568310920361 0.0047380662971042093 0.010630559561381226 -0.021101907485300917 -0.0019525505834617381 -0.025476839656896115 -0.026948944133274918 -0.022140153149539703 -0.021629696895622868 0.010353652782226434 0.019785005716436543 -0.0056640785666895186 0.011969700940940171 0.011123367366240323 0.0070407520329069167
leaf_weight=13.650683760643004 14.500194135122003 7.1549861021339884 10.048189748078585 3.0179294347763053 3.5836328025907287 32.053991571068764 5.2448757234960786 47.201522590592504 3.9303146898746482 13.302551051601769 3.0813539847731617 6.2358132284134626 5.2180483322590572 26.497242998331785 4.6130711417645216 15.604792743921278 7.8098948262631911 14.648825857788326 7.9224748723208895 21.924157829955224 7.0937699750065795 3.5821441039443007 3.6163406856358078 5.869894162751736 16.582020500674844 2.7331710234284401 5.2818953171372405 1.61185723543167 69.06434328109026 9.2364217303693277
leaf_count=797 714 165 40 90 55 137 31 301 29 43 17 79 71 413 33 61 33 69 66 138 60 25 31 62 68 9 43 5 314 35
internal_value=0.000822576 0.0015773 -0.00750859 0.00185742 0.00705523 0.00243885 -0.000644885 -0.00160038 0.00405546 0.00288245 -0.000505679 -0.00424476 0.00600643 -0.0106495 -0.00682316 0.00214449 -0.00587357 0.00720993 -0.000507464 -0.00159476 -0.00770334 0.00188308 -0.00240261 0.000650312 0.00392281 -0.00847236 0.00935094 -0.0171872 0.00932825 -8.78149e-05
internal_weight=391.916 378.266 32.7618 16.6498 13.6318 345.504 118.83 113.586 226.673 194.619 106.431 59.2291 114.633 29.5786 9.83112 29.6505 14.0457 104.802 22.5713 79.9859 29.0179 50.968 32.3836 28.8014 25.1851 8.60307 18.5844 16.1121 82.2311 13.1667
internal_count=4034 3237 904 185 95 2333 1100 1069 1233 1096 904 603 617 430 104 173 112 513 135 479 198 281 195 170 139 71 86 719 378 64
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=13 16 0 20 18 2 17 23 16 8 2 22 20 7 9 16 17 6 22 5 7 23 20 7 15 22 7 10 6 22
split_gain=31.0954 12.8606 8.45166 9.70907 9.23136 7.99389 8.04913 8.00108 7.14057 6.59984 6.12205 7.58371 8.52525 7.36896 6.69411 5.91805 5.74681 5.73535 5.43429 12.2185 8.93737 10.6155 6.86556 7.26147 6.59118 5.32858 5.17808 7.84444 5.09782 6.42605
threshold=98.255079293500017 20.404952284350003 85.995710218650018 41.942745071500006 13.036600629150001 322.38159739250005 162.13109061465002 0.12535000000000004 19.974953289850003 8.9430209551500024 131.42729508740004 -0.06828999999999999 42.283941020600004 23.974509389900003 204.99169312540002 22.604947139800004 187.51563899930002 13.200308423050002 -0.059424999999999999 20.305669781650003 19.078733418100004 0.083495000000000028 39.952536079750011 24.081116689550004 30.243446395250004 -0.089795 24.909276771700004 70.206395618550019 16.355382140900002 -0.081354999999999997
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 15 6 -2 8 18 10 -4 14 -13 -14 28 -5 -17 -1 20 -20 -8 -22 23 -23 -24 -11 -25 -28 29 -12
right_child=1 2 9 4 -6 -7 7 -9 -10 25 11 12 13 -15 -16 16 -18 -19 19 -21 21 22 24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0059240644960393378 -0.0078936841307996018 0.0018485950405288819 0.0049894787012081786 0.0050537033232270767 -0.0084869245296383192 -0.0079280845591231889 0.0064031977553443819 -0.0086957846274516182 -0.0075181435086369274 0.0021309081927315897 -0.011985338417718851 0.0054084370890579141 -0.0076307225169357715 0.0043756561071394799 0.0030224800808028866 -0.0091921978011140701 0.002762120779201523 0.0018799324605895153 0.003147773324052102 -0.0067932366358417658 -0.0050971914635896875 0.0035794406712390319 0.0028257114593895852 -0.0099705990327367683 -0.0062573746429560291 -0.0090096394935601995 0.0079279756588138701 -0.0054566930685109099 0.00018509920524138431 -0.00059130963598900629
leaf_weight=36.967602986842394 5.6881802156567565 51.747008685022593 58.458914622664452 6.1302247196435946 9.4959391951560956 5.985087487846612 8.2092196401208621 4.4151562042534342 4.9014561884105197 4.1683838739991188 4.4097225926816463 39.721158854663372 4.7312398217618448 4.526994526386261 20.950960174202919 4.1040470898151398 3.2699689157307148 4.8172317352145901 59.472853003069758 6.1765391118824473 21.053316440433264 6.2538250256329802 38.832171287387609 5.9207878597080734 3.9867132995277634 3.6394483521580687 2.6414960846304876 7.9325591456145048 15.38628553599119 4.552901294082405
leaf_count=1149 175 224 217 32 150 107 47 54 45 17 32 134 30 15 93 43 15 53 290 135 385 36 209 67 72 24 7 84 69 24
internal_value=0.000508222 0.00106292 0.00210074 0.000232184 -0.0034045 -0.000282712 -2.19577e-05 0.000241746 0.00048035 0.0029707 0.00327909 0.00221855 0.00405344 -0.00175997 0.000234607 0.000169367 -0.00389112 -0.00502437 0.000724644 0.00221249 -0.000305365 -0.000941148 0.000393331 -0.00259323 0.00198002 -0.00306201 -0.00493352 -0.00211308 -0.00216421 -0.00619731
internal_weight=458.547 416.763 235.293 74.7472 23.0002 181.469 175.484 169.796 165.381 160.546 152.738 94.2793 48.9794 9.25823 45.2999 13.5042 7.37402 41.7848 160.479 65.6494 94.8301 86.6209 65.5676 22.7487 42.8189 7.80783 16.4948 10.5741 24.3489 8.96262
internal_count=4034 2832 1119 464 240 1713 1606 1431 1377 655 614 397 179 45 218 90 58 1202 1332 425 907 860 475 194 281 41 158 91 125 56
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=13 9 9 22 0 16 10 0 10 2 7 15 5 18 23 20 18 2 22 0 5 23 22 4 0 23 20 22 5 3
split_gain=15.3561 7.34258 7.47087 6.71189 6.18882 8.46336 5.8558 6.794 7.67689 7.71279 5.8855 6.00802 7.16872 5.69559 5.60464 5.58469 5.58063 5.30348 4.63611 6.19281 5.19447 4.88235 4.55804 4.45811 5.26893 6.53228 4.44161 4.38395 3.97072 5.83093
threshold=92.38617519475001 181.33671263215004 186.68586460755003 -0.59260499999999994 85.732241321850012 22.664946999500003 66.590419433100024 90.407470010750018 65.611820673600008 121.84632764400003 23.109894804950002 37.050691080100002 20.204934414350003 13.314799198000001 0.11002000000000002 47.927946529500012 13.258241318650002 56.478612905150008 -0.059424999999999999 92.313586825200005 20.016397659050003 0.083495000000000028 -0.041369999999999997 375.65892766775005 90.767723400200012 0.087905000000000025 41.481306584950012 -0.06828999999999999 29.996566321350006 94.972471916200007
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -4 7 8 9 14 13 12 -12 16 -6 17 -11 -5 21 -20 -21 -8 -14 24 -17 -26 27 -13 29 -7
right_child=1 2 4 15 6 28 18 -9 -10 10 11 26 22 -15 -16 23 -18 -19 19 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.017678659839252837 0.016976660925737706 0.010602276774961982 -0.02279896183258415 0.014595484457244672 0.012892167055482162 0.0056057968726750005 -0.012705616882119368 0.01679421427644881 -0.017140841303325906 -0.011077438008334054 0.0058428985368375258 0.0020456569394929434 -0.034964900906407165 -0.027360186502096793 -0.0066559581097757354 0.016720143677711775 0.013548049722207097 -0.01561943552096527 -0.01630186815496738 0.0057804168344915714 -0.01720840423511023 -0.0012351416103404691 -0.0067222965985473497 -0.018907694642479506 -0.019029291924240473 0.017622112596042259 0.00037511507346546188 0.015071980781137523 0.013908685932138449 -0.017816694355671629
leaf_weight=12.880879359319804 3.566051645204424 28.539453083649278 7.0101019032299545 1.8650702778250003 35.048418305814266 6.7609950024634617 13.265820649452506 12.232772119343279 5.1293568164110175 7.8288013823330385 6.6656047105789167 12.283930107951155 3.0058480724692345 3.5278514325618735 4.9206247180700293 5.839509464800356 4.1384901814162731 20.424905494786799 4.5079190954565993 54.876927942037582 3.0524243786931029 61.650438722223043 3.8144750893115997 2.8292038030922404 4.009905157610774 2.2240191772580147 24.140439400449395 19.935894109308727 4.2744711712002745 5.8170232139527798
leaf_count=797 25 126 134 14 153 41 234 50 30 49 29 52 35 25 23 19 16 748 38 316 52 564 19 90 62 8 119 79 16 71
internal_value=0.000733871 0.0013694 0.00221183 -0.00550151 0.00142385 -0.00696111 0.00213838 0.00457203 0.00342582 0.00426768 0.00135556 0.00347711 -0.00680671 -0.00820756 0.0104856 -0.00765673 -0.00256153 -0.0130913 -0.000389512 0.00306222 0.00456909 -0.00326628 -0.0191694 0.000471727 0.00501296 -0.00595351 0.00593783 0.0101056 -0.000373066 -0.00522653
internal_weight=386.068 373.187 332.428 40.7587 303.889 23.8626 280.026 142.673 130.44 125.31 85.3413 69.8462 13.4859 15.4951 39.969 37.1926 11.9673 22.29 137.354 62.4373 57.9294 74.9163 6.82032 14.9026 12.0734 6.23392 56.3603 32.2198 16.8525 12.578
internal_count=4034 3237 2271 966 2145 262 1883 679 629 599 423 333 83 90 176 941 65 762 1204 406 368 798 54 179 89 70 250 131 128 112
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=8 10 20 10 15 3 3 16 19 16 6 15 4 10 22 6 20 15 9 9 9 5 23 22 20 5 0 22 5 9
split_gain=28.3426 14.3437 8.29918 8.98121 8.09638 6.95032 8.74703 7.56742 8.34794 11.4334 7.30996 5.82365 5.72686 5.72144 5.49606 4.99414 11.6951 5.70992 5.88848 8.01607 5.4138 5.24613 4.87652 6.36529 4.37655 4.31047 5.45512 5.65579 5.00983 4.16925
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 72.378669787950017 46.074827201850006 83.538459487450012 81.105404879350019 17.684958644900004 11.850956171350001 12.644970430600003 13.200308423050002 29.037712645600003 377.6847677435 71.397382570300024 0.059320000000000012 16.465384711100004 38.804080188450008 41.29990759910001 189.78071820640002 193.42660545270004 201.09804420775001 21.454033346250004 0.09914000000000002 -0.58287999999999995 49.283271594150008 24.367802910700004 86.692020874450009 -0.10290999999999999 24.458659404000002 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 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 15 6 7 8 9 10 -3 13 24 -7 29 -2 -17 18 21 -20 -21 -18 -8 -24 -4 -6 27 -27 -29 -10
right_child=1 5 3 -5 25 11 22 -9 14 -11 -12 -13 -14 -15 -16 16 17 -19 19 20 -22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0066138471145590627 0.0031371006966129959 -0.0065320360775353416 0.0062284775813864829 -0.0075785679198852726 -0.0093972050625482084 0.0028324997442606709 0.0032715049318691575 0.0043065814793234441 0.0016713606007045215 0.0046330645747884565 0.003957902055997024 -0.0078619380185358002 -0.0076805183859903845 -0.0081261886061803866 0.0014322562473866099 0.0053819472425980681 -0.0020967720651839448 0.0023359302484356735 -0.014140230273434517 0.0005383012226081778 -0.0054903236974115418 0.006414616747008833 0.004463502870638846 -0.0098561470360980005 -0.0024697597194459245 0.0041051454629247698 0.0077656922673907443 0.0050494113123557647 -0.0076962368015281168 -0.0077818706283124817
leaf_weight=29.092148603871465 155.7056945040822 12.127046177163725 9.0220878049731272 6.8229213114827862 3.174636326730254 6.9590029418468493 37.222096245735884 8.7198519520461542 2.4356054700911107 13.375369936227797 4.1297414600849143 10.560622191056607 2.4700048379600039 3.2370285931974649 4.6450558230280867 22.665021456778049 6.9281503483653051 25.158208005130291 2.9043511822819736 14.934004411101343 12.853037135675548 6.5173856839537621 2.6109042912721634 3.2087138928472987 3.8176111541688433 4.1696965917944935 2.8909442573785773 1.7465103343129138 7.8944839537143707 19.371277883648872
leaf_count=1094 653 359 34 246 40 29 142 43 24 48 15 236 53 55 34 79 35 102 22 63 126 18 9 34 33 20 6 16 100 266
internal_value=0.000543578 0.00115994 -0.00422305 -0.00108047 0.00205834 -0.000709073 -1.45401e-05 -0.0015951 -0.00251268 -3.03805e-05 -0.00386726 -0.00431767 0.00181547 -0.000646657 -0.00529342 0.00239394 0.00113563 -0.000253249 -0.00172909 -0.00337543 -0.00225027 0.00202891 0.00236516 -0.0034318 0.00364224 -0.00212335 -0.00074074 -0.00252136 -0.0053873 -0.00672604
internal_weight=447.369 396.144 51.2248 22.1326 267.542 128.602 107.846 64.8039 56.0841 29.6322 16.2568 20.7567 15.3097 10.196 26.4519 247.666 91.9602 69.2951 44.1369 30.6914 27.787 13.4455 43.0417 5.81962 12.8397 19.8763 16.7016 13.8107 9.64099 21.8069
internal_count=4034 2574 1460 366 1280 1294 974 789 746 422 374 320 120 84 324 1098 445 366 264 211 189 53 185 43 67 182 142 136 116 290
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=16 13 18 15 16 16 10 10 20 18 7 10 12 21 12 12 18 9 20 16 5 17 4 16 20 22 2 18 18 21
split_gain=32.3237 13.4311 9.25298 8.49589 8.22126 10.8643 7.68398 7.55833 7.31845 5.77778 7.97837 11.3624 5.47947 7.64607 4.42745 4.39927 4.78601 6.06607 4.42711 4.40092 5.4834 4.42415 4.38646 4.34166 8.7167 7.12885 7.44894 4.48633 8.24109 4.37522
threshold=18.594956516900002 95.862351557400004 17.323446153950005 46.074827201850006 15.584963555600002 14.184966829400002 60.613977009100005 58.167480110400007 38.244973486750006 14.85568425095 22.356277907050004 71.015621515800021 139.45036571045003 5.5824770163000013 262.37111365865002 335.9827356823501 13.843998451900001 196.26893085885004 36.79544512155001 22.654947022900004 18.128874633450007 197.78839148195001 193.73972847335003 22.554947256700004 42.198888176300009 -0.095204999999999998 124.62464352050002 13.036600629150001 13.258241318650002 7.2055597121000003
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 5 -3 7 -2 -7 10 -6 -12 -13 -14 -4 16 23 18 -18 20 -19 -22 -11 29 25 26 -25 -26 -29 -8
right_child=3 2 14 -5 9 8 15 -9 -10 22 11 12 13 -15 -16 -17 17 19 -20 -21 21 -23 -24 24 27 -27 -28 28 -30 -31
leaf_value=-0.0063799719763684513 0.00078043098860577811 -0.0049089841083706648 0.0056854562766526159 -0.0023861750721712702 -0.0059277583519562879 -0.0058180628286690567 0.0052902981197017248 -0.0083921028212154188 0.0026293891518780147 -0.0010503409489397075 0.0068754722614353487 -0.0080080086052554018 0.010300757450033443 -0.0076733179271525438 -0.0021209125753264501 0.0061510137493289525 0.0020043786911664264 0.0041172211742151101 -0.0061169433912885967 0.0079911026125974779 -0.0058167528201738062 0.00072390135757844038 -0.0080979195151047196 0.0028856918040720846 0.003067804355884135 0.0041255457874478799 -0.0072983935542416242 -0.0099236451613651851 -5.081954382358358e-05 0.00064932720851171104
leaf_weight=25.922585172578692 13.770964719355108 15.549980787560342 12.315592683851721 20.225613307207823 12.814053067937495 5.2805640678852788 47.102010827511549 5.7948318347334853 39.376835748553276 5.3103622086346176 8.2441672943532485 5.8634869344532472 2.3241309076547623 1.9984057061374185 4.5050989389419547 13.752894736826418 4.7236977368593207 21.108710218220949 8.5872289799153787 4.7410693764686576 5.3074359260499469 40.697114579379559 16.368277175351977 8.0133246183395368 7.2401243671774891 64.327130816876888 5.4978117421269408 5.6659520156681564 11.901193747296928 11.467687077820299
leaf_count=972 141 255 41 182 365 91 181 85 192 41 27 127 6 46 33 62 22 76 84 13 46 215 266 27 29 210 31 55 60 53
internal_value=0.000537461 -0.00195153 -0.00106815 0.00183101 -0.00176144 -5.84685e-05 0.00213597 -0.00193621 0.00163051 -0.00369881 -0.00184434 0.000994759 -0.00376486 0.00199094 0.00359467 0.00244225 0.00223523 0.000943163 -0.0032349 0.00171714 0.00127393 -3.06784e-05 -0.00637156 0.00291779 0.00208253 0.00319102 -0.00125831 -0.00139558 -0.00323511 0.00438162
internal_weight=455.798 155.874 129.951 299.925 113.13 60.2074 279.699 19.5658 44.6574 52.9229 31.2442 18.4302 10.186 4.32254 16.8207 260.133 246.38 85.1653 13.3109 71.8543 67.1133 46.0046 21.6786 161.215 102.646 77.8383 13.5111 24.8073 17.5671 58.5697
internal_count=4034 2462 1490 1572 1416 538 1390 226 283 878 571 206 179 52 74 1164 1102 456 106 350 337 261 307 646 412 268 58 144 115 234
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=13 17 16 2 23 16 15 6 20 13 15 2 23 4 18 6 6 4 20 0 0 3 22 21 18 6 23 18 16 2
split_gain=15.3665 6.53352 5.18757 6.26237 6.33473 4.77843 4.61502 4.20409 7.72051 4.6118 4.33347 5.24511 4.34611 4.1544 4.08596 6.0473 7.44938 5.29797 4.94591 6.92184 6.61763 5.16521 8.2498 6.85392 6.24945 4.40724 4.65626 5.0829 4.03302 3.70498
threshold=95.862351557400004 159.58247398035004 20.404952284350003 322.38159739250005 0.12535000000000004 19.974953289850003 46.074827201850006 16.465384711100004 38.804080188450008 117.67650082785001 41.29990759910001 183.39255704500002 0.088555000000000023 158.04546874885003 17.323446153950005 13.65531905435 13.78532209185 286.25887787650009 47.927946529500012 78.626646483100004 94.047642319350018 84.812788641250009 -0.14654999999999999 5.0750534271500012 14.224291663350002 12.26528657645 0.087905000000000025 16.049140492450004 22.674946976100003 105.22786026870001
decision_type=2 2 2 2 2 2 2 2 2 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 5 14 7 9 -9 13 11 12 28 -4 15 17 -17 25 19 -18 -21 22 -22 -24 -23 26 27 -3 -10 -15
right_child=1 2 6 -5 -6 -7 -8 8 10 -11 -12 -13 -14 29 -16 16 18 -19 -20 20 21 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.015124496193688285 -0.021346713129306569 -0.014664215898638184 -0.0099891954367685443 -0.019704995268068331 -0.021704334636660876 -0.017537191193255326 -0.0049115574456951002 0.0119963526339596 0.0085443812758476071 -0.010195081793510924 0.0046765197144025064 -0.019099127146096618 -0.0083404217447186901 0.013315492321143079 0.010561469434484832 0.015546772102545573 -0.018029856986171936 -0.02082140031402115 0.017395655850183038 0.0078449936310702462 -0.025511817206213764 0.015343885043695821 0.0081250952383334577 -0.0089210703230427936 -0.019784557496950499 -0.013612789928596453 0.0079343473027576952 0.0067400715954479976 -0.011047863440445506 0.0059536667311042768
leaf_weight=17.136439157649875 3.6567085497081271 8.4809888806194085 3.889792699366807 4.8797020372003308 3.8552792984992257 4.1726952008903018 17.155325870960951 16.325823754072189 13.381138149648907 4.5881766080856314 23.012507436797023 6.3143987590447059 16.513737540692091 28.934092819690704 12.516614273190497 11.647134050726889 5.953648471273481 5.5945076420903197 5.0535152330994597 28.184910416603088 3.3289953265338985 1.8270853012800206 22.931038532406106 10.06019753217697 8.419962987303732 8.494538735598324 13.172052239999173 5.372342823073267 4.0595611408352843 67.64418033324182
leaf_count=972 140 200 21 118 55 47 181 78 56 27 102 70 97 143 61 37 309 123 18 177 32 6 107 118 172 114 84 30 29 310
internal_value=0.000814253 0.00155361 0.00178255 -0.000492471 9.69176e-05 0.000638441 0.00363065 0.00442422 0.00143984 0.00668566 -0.00128361 -0.00468966 -0.00200997 0.00745657 0.00114058 0.000289314 0.00262653 -0.00524792 0.000871812 -0.000162853 0.00126017 -0.00272531 0.000320494 0.00292712 -0.013521 -0.00279505 0.000605156 -0.0063636 0.00398402 0.00815921
internal_weight=386.557 369.421 365.764 163.945 159.066 155.21 201.819 184.663 79.6072 105.056 63.2813 40.2688 33.9544 100.468 151.038 138.521 97.4065 41.1144 85.7594 80.7058 74.7522 46.5673 36.3202 32.9912 10.247 35.5199 27.0254 13.8533 17.4407 96.5783
internal_count=4034 3062 2922 1808 1690 1635 1114 933 432 501 354 252 182 474 1588 1527 976 551 939 921 612 435 257 225 178 428 314 230 85 453
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=13 8 20 6 9 10 3 15 15 10 19 2 8 8 16 23 21 16 19 20 17 9 2 5 17 20 22 10 15 23
split_gain=21.2554 8.1767 8.35054 5.86772 5.54636 5.2691 8.08679 5.87597 5.23472 5.15339 4.76073 4.66356 4.66341 6.19369 4.48979 4.26558 4.20127 4.02556 8.90295 5.19366 5.12005 5.07289 3.97226 5.01776 5.68259 4.55933 5.0791 9.97786 4.11339 4.0828
threshold=98.050756475600011 5.9453602998000008 47.709122305950011 13.200308423050002 38.295222230400007 70.206395618550019 83.538459487450012 46.074827201850006 29.037712645600003 71.397382570300024 12.551012654050002 310.17567643235003 8.8430989333000021 9.4426310644000022 21.094950670800003 -0.09053499999999999 3.4316303497500003 19.199955102150003 13.751109481500002 43.077238082650005 183.49170501290004 192.57902085675002 108.63443756215001 19.925387549600003 187.77231677760003 42.198888176300009 -0.076484999999999984 61.993156030000002 38.884669609800007 0.081280000000000019
decision_type=2 2 2 2 2 2 2 2 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 14 10 -4 7 15 11 9 -8 -1 12 17 -14 -2 -7 -12 -3 -19 20 -20 -21 23 29 -25 26 27 -24 -27 -22
right_child=1 5 4 -5 -6 6 8 -9 -10 -11 16 -13 13 -15 -16 -17 -18 18 19 21 22 -23 25 24 -26 28 -28 -29 -30 -31
leaf_value=-0.0093615736242217418 -0.0093286349013659113 0.006668720532710953 -0.011134044783951826 0.0029415743502655047 0.0039829570078047782 -0.0086417001738297184 0.0035384037330930792 -0.002563972259743454 -0.010127247076861214 -0.010427124797582166 0.0064832170039369119 0.0081682931516418485 -0.0059966794069227086 0.00282175939710926 0.0062427724421193678 0.0014550966673346558 -0.010430776030823142 -0.0094152628740990073 -0.0037955543566225393 -0.0095074860678024033 0.0062327101855428543 0.0012237735338679319 -0.0092717529276828206 0.00019387958387936951 0.008611440507126901 -0.0087397180201536952 0.0053282378927939919 0.00304524869620323 0.0011684033858170738 -0.0034681356946567148
leaf_weight=23.593910926952962 14.041418259963395 18.886277098208666 2.2474113628268233 4.6994361802935591 12.074420761317013 3.4075069054961196 6.6187301501631755 18.468738179653883 9.2385315839201194 2.996724646538496 3.0866009183228007 11.232097420841454 11.577477471902968 13.431310240179299 1.6114895939826954 78.945644740015268 1.8239390961825845 4.8607608452439299 7.741063877940177 4.943918805569413 6.0977657660841924 11.297330578789113 6.2928490191697994 7.7198592349886885 33.132750898599625 4.7950144261121741 43.545655783265836 27.894655123353004 10.292329702526329 7.6187994182109833
leaf_count=1046 594 74 56 53 81 41 29 182 236 55 28 56 77 82 5 471 59 33 39 44 23 54 45 31 134 36 153 118 50 49
internal_value=0.000573962 0.00116482 -0.00326468 -0.00620609 0.00161077 0.00154306 -0.000157711 0.00223205 -0.00537756 -0.000814052 -0.00771424 0.0026149 0.00233153 -0.00126062 -0.00772554 0.00103732 0.000200793 0.00279195 0.00237649 0.00271095 0.00320864 -0.00204288 0.00357651 0.00546829 0.00702079 0.00246433 0.00332705 0.000778074 -0.00198057 0.000844423
internal_weight=414.214 381.011 29.9747 33.2039 14.3218 351.036 101.207 249.829 18.854 9.61545 28.5045 231.36 220.128 25.0088 15.6529 82.3532 4.91054 195.119 176.233 171.372 155.131 16.2412 147.39 54.5692 40.8526 92.8205 77.7332 34.1875 15.0873 13.7166
internal_count=4034 2848 736 1186 137 2112 832 1280 320 84 1133 1098 1042 159 599 512 87 883 809 776 678 98 639 237 165 402 316 163 86 72
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 20 20 18 17 20 17 21 6 2 5 0 22 16 23 3 10 16 6 4 20 6 4 18 15
split_gain=35.7457 14.4016 9.3338 8.46102 7.66336 6.72989 6.67176 6.87936 6.52927 6.29664 5.90047 5.53711 5.17312 7.73637 7.39095 4.88047 6.31784 6.68645 5.12032 4.80404 5.66284 4.63961 6.15637 6.70827 5.28533 4.86283 6.55901 4.63533 4.06259 4.92072
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 38.244973486750006 42.599563320500003 17.399600107550004 215.04253427745002 47.927946529500012 182.63036160245002 6.7825386038500008 13.65531905435 168.84984911130002 24.367802910700004 86.692020874450009 -0.10290999999999999 22.604947139800004 0.083495000000000028 79.47351079420001 66.964115113200009 19.974953289850003 14.695343354350003 401.56478351400006 38.478081868400004 16.465384711100004 193.73972847335003 13.777522434500002 37.491361913600009
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 11 8 9 12 -4 -3 -8 -14 -15 -5 17 -17 -19 -9 -21 24 -23 -24 25 -6 -27 -22 -28 -30
right_child=3 2 10 15 21 -7 7 19 -10 -11 -12 -13 13 14 -16 16 -18 18 -20 20 27 22 23 -25 -26 26 28 -29 29 -31
leaf_value=-0.0063438294854721161 0.00072620693129080561 0.0023931216466944413 -0.0055830620447858666 -0.0094130215087241138 0.0051621695648289504 -0.0078491714830003848 0.0025862181987184232 -0.0062181988148185272 0.0061251242116415854 -0.0084505684878169833 0.0036867422513193722 -0.0067605565305843152 -0.008398910517579421 -0.0047796807360779309 0.0076724534770983453 0.0043538483318077657 0.0079178296744064659 0.0010468536226869022 -0.008821275291786803 -0.0088725595793113354 -0.0059752552103620529 0.001742237400551004 0.0040824382994707458 -0.0091112053011375652 0.007149479957777094 0.0033679720382767462 0.001193261578219595 0.0046669150398555076 -0.0090317185071487286 0.0028365277055927246
leaf_weight=26.969379644840956 14.00363331846893 4.0124954879283896 24.253019871190194 3.3686172552406815 31.03853901475668 5.6514203157275906 36.181659195572138 9.2971287406981009 11.949038177728651 3.11562605947256 3.451001212000846 10.557331493124364 5.3810806721448889 3.9780686721205694 4.4355150610208511 4.3668940402567413 3.0882811248302451 3.5171969980001432 6.7591639831662178 2.5117207095026961 2.3320621419697982 54.788133764639497 2.564625769853591 5.0032945163547993 12.867235235869883 98.016000512987375 56.538719117641449 7.9031383246183395 3.9097588509321204 2.5326614156365395
leaf_count=972 141 27 659 40 102 85 174 189 40 36 15 132 66 31 11 20 6 24 92 26 36 288 9 51 48 386 228 48 44 8
internal_value=0.00064866 -0.00193462 -0.00101536 0.00195976 0.00225789 -0.00173947 -8.52183e-05 0.000609843 0.00169518 0.000698167 -0.00442835 -0.00423966 0.00126852 -0.00218765 0.0017849 -0.00209411 -0.000703672 -0.00252196 -0.0054438 -0.00259245 5.20296e-05 0.00255187 0.000967634 -0.00464013 0.00303399 0.00275823 0.00229478 0.00224213 0.000624593 -0.00436604
internal_weight=464.342 156.328 129.359 308.014 286.914 19.6551 101.655 87.085 65.041 53.0919 27.704 14.5698 49.9763 13.7947 8.41358 21.1002 17.7315 14.6433 10.2764 22.044 12.7469 267.259 62.3561 7.56792 204.903 192.036 160.997 10.2352 62.9811 6.44242
internal_count=4034 2462 1490 1572 1390 226 816 657 358 318 674 159 282 108 42 182 142 136 116 299 110 1164 348 60 816 768 666 84 280 52
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=16 13 5 0 20 18 10 20 20 23 20 18 16 13 16 6 20 15 15 22 16 17 6 0 10 22 15 3 20 23
split_gain=60.8464 19.9158 13.1821 12.0373 15.0535 13.1757 8.54852 8.23691 9.56702 8.86625 8.01093 7.50378 7.47734 11.8039 7.16908 6.8099 8.22087 12.4443 8.04338 9.56485 6.50052 6.48872 6.45776 7.02654 6.62166 6.37744 9.61359 6.21556 4.98466 8.04083
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.995710218650018 41.942745071500006 13.036600629150001 66.964115113200009 38.244973486750006 42.622319549950006 0.083495000000000028 47.927946529500012 17.399600107550004 15.524963695900002 108.49810477050001 19.974953289850003 16.455384477450004 41.243661560350013 37.050691080100002 45.169600924000008 -0.058374999999999996 14.074967086600003 182.63036160245002 14.845346859150002 96.163458868000006 69.64719632740001 -0.16048499999999999 28.176737565850001 85.923121849150007 41.827117825850003 0.093735000000000027
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 -2 -6 15 21 11 -10 -4 12 20 -14 22 18 -17 -18 -5 -20 -9 -3 23 24 -8 -11 -27 -16 29 -22
right_child=3 2 10 6 5 -7 14 8 9 25 -12 -13 13 -15 27 16 17 -19 19 -21 28 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0052503834420679811 0.0017929585347157444 0.0016590513300355177 -0.0046279882430139332 0.0039501694047336068 -0.00021317142071373307 -0.0068436422643957358 0.0029378917272844902 -0.0028423429200687745 -0.0056960109333116038 0.0060182495472860731 0.0029724407659030404 0.0049150682384655545 -0.0047539419197743446 0.005362710761134276 0.0027184575931240712 0.0031056435255070302 -0.0084833001615045086 0.0010164911212765671 -0.0058426019549814405 0.0052850487100637392 0.0032117037531060309 -0.0055992397801385629 0.0032774155999046014 0.0028279717884431401 -0.0038254337016017676 -0.0045365791495411822 0.0078620242399167848 -0.0070957926226053085 0.0060088043231867486 -0.0035846355375437353
leaf_weight=38.63391737267375 61.030352134257555 4.6561015844345119 32.826128892600536 120.84939355403185 24.289376821368933 12.281300209462641 5.3405308648943928 6.8990437500178805 11.636433482170107 4.018732137978076 4.2647927477955809 13.322992287576197 13.032235261052849 4.1350329332053652 2.6206727921962729 31.214835025370121 4.8026845976710346 17.172771289944649 5.0947870090603828 3.5794991701841337 18.94682085514069 11.97073746845126 27.618282571434975 13.262381806969641 15.023235958069561 7.6572215110063535 2.1885849647223949 5.3252682760357857 9.1359594911336881 6.3178845793008795
leaf_count=972 273 27 659 383 162 152 19 56 186 11 15 40 130 11 8 95 45 64 40 9 69 132 89 40 141 89 6 52 20 39
internal_value=0.000471374 -0.0019079 -0.00105276 0.00176237 0.000206947 -0.00243984 0.00236503 -0.000173228 0.000406703 -0.0023382 -0.00375407 0.00138174 0.00057659 -0.00231717 0.000803275 0.00295644 0.00138475 -0.00105967 0.00360186 -0.00125071 0.00177946 -0.00356666 0.00140816 -0.000127129 -0.00205171 0.000479991 -0.00178054 -0.00385893 0.00270636 0.00151216
internal_weight=539.148 189.643 151.009 349.505 97.601 36.5707 251.904 113.918 97.2909 25.501 37.0909 71.79 58.467 17.1673 69.1904 182.714 53.1903 21.9755 129.524 8.67429 41.2997 16.6268 61.2444 33.6261 20.3638 13.8645 9.84581 7.94594 34.4007 25.2647
internal_count=4034 2462 1490 1572 587 314 985 816 657 292 674 365 325 141 349 636 204 109 432 49 184 159 289 200 160 106 95 60 128 108
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=16 13 5 5 18 6 19 19 13 20 0 10 5 0 6 20 10 2 6 0 10 7 21 0 20 22 5 17 2 5
split_gain=48.1722 17.411 11.5422 9.47965 8.07749 10.7518 12.3104 7.928 7.50575 6.28677 6.27362 6.22105 9.99664 7.46341 6.79139 8.24486 7.03046 7.05044 6.13834 5.61887 5.238 8.46889 5.10818 6.10287 5.09232 7.51749 5.0811 4.74449 4.58422 4.72655
threshold=18.594956516900002 95.862351557400004 18.393720489900002 23.626838821450004 17.399600107550004 13.65531905435 13.051052998800001 11.950964240300001 98.050756475600011 47.927946529500012 86.692020874450009 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 38.804080188450008 62.025417527550012 179.86602224190003 16.405383309150004 85.995710218650018 71.787208999250012 22.356277907050004 2.0976681454000006 85.791387400750025 39.952536079750011 -0.054619999999999995 14.050239455300002 189.95176274255002 131.42729508740004 19.749058312400006
decision_type=2 2 2 2 2 2 2 2 2 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 4 11 5 7 24 8 -3 -4 18 14 13 -13 19 -16 -17 -18 -5 -2 21 -9 -20 -24 25 -7 -10 -26 29 -21
right_child=3 2 9 10 -6 6 -8 20 26 -11 -12 12 -14 -15 15 16 17 -19 22 28 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0056043146038630828 0.00026706346009814166 -0.0053283244844263512 -0.0048722842163081191 -0.0074920281174513711 0.0034716219092710198 -0.0062599191388483149 -0.0068623177576092945 -0.00700963540638469 0.0042474502831233562 0.0027519177057004148 0.0041425604870260063 -0.004968531404996453 -0.0078171883248192887 0.0019375898100217554 0.0051387418291729374 0.0019615146198588068 -0.00054347858692798756 -0.0086619744738509249 0.0020524020604296891 0.0010794286999356415 -0.005549786110502896 0.0072084403598464269 -0.003872561781142331 0.0011865949822840859 0.00092387459409414821 0.0037586950394590084 -0.0028261318621255983 0.0058924550704833401 0.0029765341056424226 0.0060583425423071319
leaf_weight=33.547354089096189 14.983663968741892 6.0155449323356178 29.572929600253701 4.281043652445077 16.87471916526556 4.5746955797076225 5.1386238522827616 2.5325097031891373 11.085654176771639 3.9776060208678237 9.1745252162218076 5.5916557535529128 4.1714664325118056 54.667687389999628 15.034302957355974 36.590951818972826 18.403478577733043 4.2728271707892409 17.83384545147419 7.2822572216391555 24.575492687523365 2.9284851104021072 18.469991516321901 13.292324695736168 10.451666980981829 5.1738231927156431 4.6824723929166785 15.425040706992148 63.585907638072968 40.869278259575367
leaf_count=972 66 104 659 55 67 32 74 38 33 15 28 47 45 251 45 136 79 44 120 29 332 8 216 51 43 14 35 36 226 134
internal_value=0.000485788 -0.00191273 -0.00104676 0.00177489 -0.000151239 -0.000811556 0.00137608 -0.00253243 8.26172e-05 -0.00396839 -0.000209654 0.00224626 0.000706682 0.00129675 0.00273972 0.00137303 0.00041778 -0.00207322 -0.000950774 0.00354107 -0.00442898 0.000614877 -0.000386146 -0.00175534 0.00256439 -0.000942748 0.00214689 0.00388563 0.0039801 0.00530535
internal_weight=505.062 176.557 143.009 328.505 109.459 92.584 40.7639 51.8202 21.7837 33.5505 63.0517 265.453 64.4308 60.2593 201.023 74.3016 59.2673 22.6763 53.8772 126.721 30.0365 5.46099 49.5962 31.7623 35.6252 9.74852 15.7681 25.8767 111.737 48.1515
internal_count=4034 2462 1490 1572 816 749 199 550 172 674 470 1102 343 298 759 304 259 123 442 455 378 46 387 267 125 46 68 79 389 163
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=13 8 20 6 19 6 0 20 12 23 15 22 7 7 23 22 2 18 17 9 21 9 21 10 2 22 4 9 23 23
split_gain=17.3789 6.65072 7.3145 5.20127 5.04808 4.32378 4.68595 12.1313 6.26005 5.07379 4.59428 4.43478 6.81018 4.30731 4.13014 11.7307 6.20936 5.82817 4.62199 5.29337 4.05243 3.90588 3.85123 3.84303 3.85957 3.53555 4.76058 5.48149 3.70843 4.19005
threshold=98.050756475600011 5.9453602998000008 44.756878345700009 13.200308423050002 12.551012654050002 14.845346859150002 86.329079026800017 41.942745071500006 124.92778561480002 0.080515000000000017 19.763739472850002 -0.101395 22.516377366000004 28.8637720374 0.093325000000000033 -0.018034999999999999 90.745765132650021 13.793345552600002 204.64886559710001 206.08934059370003 3.4316303497500003 186.68586460755003 20.770927814650005 72.378669787950017 319.18044405035005 -0.054619999999999995 169.14490639835003 204.02774515060003 0.083495000000000028 0.087905000000000025
decision_type=2 2 2 2 2 2 2 2 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 10 7 21 11 -8 -3 -9 -13 25 15 18 17 -16 -11 -20 -6 -7 -10 24 -4 26 -12 -28 -29 -30
right_child=1 5 23 -5 20 6 9 8 22 14 13 12 -14 -15 16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.015787936316595894 -0.015844272877508749 0.0075487154265910759 0.0058023463050313811 0.0048855354390450372 0.011410293808751722 0.0096475716355277092 0.01054293330302433 0.010305048161649552 -0.017589871669101548 0.0057968307428537926 -0.018900977515394091 -0.020101054244129102 0.0081578233340942677 0.015065636752381295 0.006244275782147396 -0.019912592853683023 0.0087206823839443594 -0.018669977403792792 -0.019741497834958936 0.0031138704062957821 -0.017707739655180722 0.0019079322545011029 0.0080988862980141511 -0.01770424345019015 -0.016801760917202584 0.0014642054001123698 0.0028941621436372571 -0.017654930521693927 0.0057502306495922266 -0.0087176710850691078
leaf_weight=21.050391231663532 9.6423173267394322 15.145983107388018 13.684857478365304 4.4550765827298155 3.097339740023016 21.088485263288021 31.687663484364748 5.3071879036724567 12.030672797001897 33.274837668985128 4.6869156677275887 4.2827508207410592 3.4599547386169434 3.4622497409582129 4.570962652564047 5.5868981517851344 45.543605417013168 3.9091473408043385 3.8014737144112569 5.6599415391683578 1.6408392544835804 47.800863292068243 1.4696707017719735 2.3087699282914391 1.9348553270101536 38.936948332935572 20.029379097744823 6.1460868082940605 6.3588613811880377 15.302980074658988
leaf_count=1046 471 66 155 53 28 80 163 21 190 135 90 50 13 17 17 52 175 28 37 40 59 227 5 69 41 232 150 119 45 160
internal_value=0.000853851 0.00175307 -0.00532285 -0.0100613 -0.0126434 0.00232763 0.00349841 0.000961518 -0.00764161 0.00530481 -0.000113236 -0.000243012 -0.00747311 -0.00133578 0.00368303 0.000501137 0.00652917 -0.00524066 0.00316982 -0.00606912 0.00132667 0.0042772 -0.0147933 0.000335794 0.00300232 -0.00195665 -0.00449258 -0.0030809 -0.00738459 -0.0044706
internal_weight=397.358 367.114 27.5708 30.2436 25.7886 339.544 229.474 95.4396 26.5502 134.035 110.069 13.0499 7.74271 94.9234 102.347 48.3232 54.0237 8.48011 42.7363 9.46142 4.73818 68.8893 13.5003 17.9285 15.6197 91.4612 52.5242 47.8373 27.8079 21.6618
internal_count=4034 2848 736 1186 1133 2112 1233 586 279 647 879 84 63 813 484 264 220 45 212 77 87 307 195 265 196 796 564 474 324 205
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=13 17 9 9 16 16 17 10 20 5 19 20 21 15 19 5 0 22 5 16 17 18 10 23 4 23 23 21 17 7
split_gain=15.1102 5.68613 4.86878 5.48537 4.468 6.06175 6.41502 6.80641 6.27056 6.24955 4.44956 6.283 3.93642 3.9259 3.90623 3.62037 4.43014 4.61825 4.50349 3.29649 3.04502 2.9212 6.0641 2.75624 4.43939 3.98563 6.56656 4.96926 5.05738 6.09334
threshold=98.050756475600011 159.58247398035004 209.21153814325001 212.96061447425004 18.634956423400002 15.584963555600002 236.15709471040003 71.015621515800021 38.244973486750006 19.234448447350001 12.551012654050002 35.509685375550013 12.263428102400001 46.074827201850006 10.550851274900003 24.367802910700004 86.692020874450009 -0.10290999999999999 24.458659404000002 16.079962398050004 181.79266834725004 15.289002683150001 75.634392583900009 -0.41441 221.59709273005004 0.080515000000000017 1.0000000180025095e-35 3.0668791869500005 183.58889821140002 19.174878202900004
decision_type=2 2 2 2 2 2 2 2 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 19 -4 5 8 7 9 20 -7 11 -9 -11 23 -5 -15 17 -17 -19 -1 -3 22 -10 24 -6 26 27 -25 29 -29
right_child=1 4 3 14 13 6 -8 10 21 12 -12 -13 -14 15 -16 16 -18 18 -20 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.016876018144438603 -0.019957934244214163 0.0014232800334606694 0.020419371383031227 0.008310164421671427 -0.028727854562453612 0.0086386086060212443 0.011620253433639685 0.029061908703198972 0.0039466663918222983 -0.01582483504642649 -0.015854179637669882 -0.012214035573694895 0.014675577250804876 -0.021395390273503172 -0.019714886362589831 0.0094872772336094518 0.017457571919731085 0.012791198554009729 -0.017484846288488017 0.0038129798022479991 -0.020415487273090577 0.0084806399599417284 -0.024483985645468376 0.011105989594280736 0.0066345501567383128 0.0025965783001808329 0.012987142051725981 -0.0049397648226149806 0.0017277223659173157 -0.045972166438305193
leaf_weight=18.164193212054677 3.0927118472754946 2.8166446220129719 2.4182231100276104 2.1142285345122218 1.754496201872825 10.11760442890227 5.253863599151372 1.4736158251762415 12.731036219745873 6.3619862431660286 20.178354043513536 2.691892771050334 1.3192590279504655 2.7069151438772705 3.2717185923829675 3.7668071128427973 2.6939969658851615 1.5550417900085429 6.889305155724287 2.2332233637571326 3.9758979585021734 26.683657500892878 2.2849933281540862 10.297962261363866 1.9198524188250301 179.77689207904041 28.224579494446516 2.9105516653507975 14.656338773667811 1.3765440620481966
leaf_count=979 128 59 26 45 46 59 30 2 107 264 397 43 16 40 102 20 6 16 100 34 59 122 24 45 21 954 155 49 72 14
internal_value=0.000843414 0.00173671 -0.0104809 0.000313502 0.00192602 -0.00103656 -0.00512331 -0.0072107 0.00295785 0.000341906 -0.0127327 0.002388 -0.0105864 0.00302485 -0.00871378 -0.00429908 -0.00119423 -0.00530915 -0.0119095 -0.0146109 -0.0113597 0.00529006 -0.000379634 0.00356026 -0.0102509 0.00377416 0.00745811 0.00212134 -0.00276286 -0.0181149
internal_weight=385.712 357.511 28.2016 7.80417 354.418 95.8888 47.3966 42.1427 48.4922 17.7988 24.3439 4.16551 7.68125 258.529 5.38595 17.6121 14.9052 12.2112 8.44435 20.3974 6.79254 41.6997 15.016 240.917 3.67435 237.243 57.466 29.2414 18.9434 4.2871
internal_count=4034 2848 1186 173 2720 1182 811 781 371 339 442 45 280 1538 147 182 142 136 116 1013 118 253 131 1356 67 1289 335 180 135 63
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=13 8 20 10 3 15 0 5 20 10 4 22 20 6 15 22 6 21 19 16 5 5 6 20 10 22 20 16 16 5
split_gain=13.5127 6.81422 7.10242 4.16803 6.10885 4.73957 4.37921 6.51243 5.33957 4.33976 4.16353 4.32979 3.90391 5.79839 5.0238 5.19954 5.62064 4.49621 4.18487 14.4906 4.65934 5.03421 4.12222 5.21535 3.89974 6.92296 3.83531 3.69094 3.58599 3.7976
threshold=92.38617519475001 5.9453602998000008 47.709122305950011 70.206395618550019 83.538459487450012 29.037712645600003 97.878695155250014 14.050239455300002 42.599563320500003 71.397382570300024 375.65892766775005 -0.16276499999999997 38.400997490450003 16.465384711100004 45.169600924000008 0.086310000000000026 15.255356438950001 8.0341677368500015 14.451165964200003 22.544947280100004 20.482113285800001 21.454033346250004 16.285380505300001 41.50623664750001 62.025417527550012 -0.058374999999999996 38.625745710700009 21.094950670800003 22.614947116400003 23.626838821450004
decision_type=2 2 2 2 2 2 2 2 2 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 27 12 6 9 -5 8 26 -6 11 -4 -3 14 15 18 -17 -16 -14 -20 -21 -22 -23 -24 28 -26 -8 -2 -15 -30
right_child=1 3 10 4 5 -7 7 -9 -10 -11 -12 -13 13 24 17 16 -18 -19 19 20 21 22 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.01622824988066373 -0.01656145027257 0.0073381684870110911 0.010951247356598422 0.0055493481266282157 0.005793998710752553 -0.01811463514580296 -0.0083068093315952305 -0.0077668869018751923 -0.012459910411079538 -0.018457221087387003 -0.017162259654463368 -0.010194399456033572 0.0085447956938350996 0.0084966449809824075 -0.016920202205370403 -0.021920433855270149 0.0038684827805573218 0.0047505209262530016 -0.028580206022867344 0.016268747453208256 -0.012959905073962028 0.017308210897282596 0.012110863493804386 -0.014592155800635958 -0.0016772418916252139 -0.02070237987962403 0.0086389276399479256 0.0091603909953364218 0.002378572988076858 -0.0088460559179016594
leaf_weight=11.330588560551403 13.047672013752164 44.099074773490429 9.1729083284735662 32.825860992074013 6.2219690717756766 8.0878036729991418 3.9422684414312306 24.646235130727291 4.6085629574954501 2.614412073045969 2.4448906686156979 3.2794256564229718 67.581878319382668 12.790592096745966 5.0179837942123395 3.465866416692732 5.3830061852931976 4.5581686329096556 3.5417878627777126 7.2064057290554073 4.6181666925549534 5.0690218508243543 3.6514866948127747 3.6473204717040062 19.856099624186758 6.2809957452118388 21.52552927006036 1.5579318851232518 22.874348632991314 11.202113573439417
leaf_count=797 714 188 40 146 29 236 73 285 91 55 90 55 317 48 76 43 24 32 27 33 26 19 15 26 128 57 138 5 102 119
internal_value=0.000758785 0.00128637 -0.00599108 0.00192668 -0.000690967 -0.00937784 0.000988311 -0.00174767 0.00318481 -0.00138119 0.0016824 0.00538237 0.00311134 0.00211319 0.00434295 0.00534943 -0.00623235 -0.00660512 0.00642465 0.00125835 0.00562674 0.0011118 0.0063662 -0.00123302 -0.0013608 -0.00624917 0.00601583 -0.0138178 0.00136537 -0.00131135
internal_weight=376.15 364.82 29.5028 335.317 104.473 16.9242 87.5485 54.7226 30.0764 8.83638 14.8972 12.4523 230.844 186.745 113.741 104.165 8.84887 9.57615 95.3161 27.7342 24.1924 16.986 12.3678 7.29881 73.0041 26.1371 25.4678 14.6056 46.8671 34.0765
internal_count=4034 3237 904 2333 1053 320 733 587 302 84 185 95 1280 1092 638 530 67 108 463 146 119 86 60 41 454 185 211 719 269 221
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=13 8 20 10 6 18 3 16 21 0 20 23 16 21 20 6 10 8 5 3 16 20 10 22 19 15 2 17 3 9
split_gain=12.0886 5.85911 6.40797 3.79597 3.65273 4.58958 4.67908 4.25979 5.24829 3.68402 3.6789 5.08861 4.39392 3.67069 3.59478 4.70281 3.80528 4.64329 3.52507 3.42194 3.39518 3.91767 5.07595 4.60158 6.09347 5.1093 4.38618 4.31929 3.71713 3.63054
threshold=92.38617519475001 5.9453602998000008 47.709122305950011 72.378669787950017 14.845346859150002 18.273715221050001 76.825379535700009 15.584963555600002 6.7825386038500008 92.805574663100018 41.035283712600005 0.10301500000000002 14.224966735800002 1.9176293050000004 37.828051409500013 16.465384711100004 64.02831883475001 9.4426310644000022 23.626838821450004 112.77544165605001 22.544947280100004 40.563919884450009 61.622148808000013 -0.059424999999999999 14.351157895250003 40.42701969085001 122.61368745920002 189.50863627480001 93.846007959550022 217.30761232770001
decision_type=2 2 2 2 2 2 2 2 2 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 19 -4 5 6 -3 10 -9 -10 11 13 -12 -8 -6 18 20 -18 -16 -2 -17 22 -22 25 -25 26 -23 -26 -27 -30
right_child=1 4 3 -5 14 -7 7 8 9 -11 12 -13 -14 -15 15 16 17 -19 -20 -21 21 23 -24 24 27 28 -28 -29 29 -31
leaf_value=-0.016300196403321397 -0.015942224300629394 -0.013599327285014911 0.0049580015991419098 -0.018433771808781703 0.0081247697421681017 0.016106170265846799 -0.0098716274383453002 -0.00064454838434980784 0.0025395194111750984 -0.01754501894582906 -0.0077346262765628417 -0.015288342331053128 0.013137894344350263 0.0058566277379501121 0.0052490123343636869 0.0095557431812411543 -0.026665840516775213 3.6878455340447647e-05 -0.0049210644382047903 0.015561107073218491 -0.0090381647032650291 -0.0026571401084963075 0.0083844632521673235 -0.034070922221829232 0.0084104886698138023 0.010010857285109663 -0.026027922408928986 -0.013726391588768098 -0.01588484516980487 0.014492958176492828
leaf_weight=10.277227734215556 12.451469610445201 7.1201780131086698 12.19255876354873 2.0501405950635663 29.944500006735325 4.0519504193216553 4.6462344136089149 44.36893748678267 3.0992640629410735 9.0771530494093877 3.1349221691489246 4.6766544692218295 13.709587320685385 19.544521739706397 97.274671886116266 8.7448958456516248 3.0680735185742369 3.557814409956336 9.4605691824108344 0.93797717802226621 5.5813426896929768 7.195718150585888 17.477441731840372 2.52918438240886 3.3172915726900083 11.605854202061893 2.8307699151337147 6.8020047210156918 3.3001931319013229 1.4250658620148895
leaf_count=797 710 159 106 79 137 36 47 409 12 184 68 57 41 87 513 28 26 41 104 9 35 41 59 25 22 38 38 57 62 7
internal_value=0.000705778 0.00119785 -0.00583557 0.00159091 0.0017912 -0.000516496 -0.00113229 -0.000264213 -0.00318304 -0.0124329 0.00334636 -0.000100432 0.00925332 0.00283576 0.00301373 0.00218272 -0.000801265 -0.0123276 0.00434758 -0.0137353 0.000277294 -0.00103003 0.00416734 -0.00410251 -0.0119887 -0.000318093 -0.00925539 -0.00646951 0.00516896 -0.00672336
internal_weight=365.454 355.177 27.6321 14.2427 327.545 113.429 109.377 102.257 56.5454 12.1764 45.7119 28.8674 16.8445 24.1908 214.115 184.171 77.4357 6.62589 106.735 13.3894 70.8098 62.0649 23.0588 39.0061 12.6485 26.3576 10.0265 10.1193 16.3311 4.72526
internal_count=4034 3237 904 185 2333 1100 1064 905 605 196 300 191 109 134 1233 1096 479 67 617 719 412 384 94 290 104 186 79 79 107 69
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=13 9 9 0 16 22 10 16 16 10 20 6 12 18 23 2 5 3 6 13 17 15 20 23 22 20 16 0 6 13
split_gain=10.8163 5.19664 5.95806 5.59488 7.50595 5.47982 5.05722 6.11598 5.85261 5.20179 4.45357 4.27387 5.84068 5.99131 5.08502 4.25347 4.13303 5.14382 3.69888 3.50836 3.84542 4.20678 8.33906 4.59923 4.00901 4.24988 4.05135 3.34577 3.85735 3.24343
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 -0.59260499999999994 64.407391431150018 21.094950670800003 22.494947397000004 62.837331883000012 47.927946529500012 16.235379337050002 285.40265749175006 17.399600107550004 0.12535000000000004 56.478612905150008 29.996566321350006 94.972471916200007 5.3251244207000008 98.050756475600011 205.83789591070004 29.329759478700002 35.419594101850009 -1.0000000180025095e-35 -0.102645 39.337369931850013 18.684956306450005 98.911063077300014 14.275333540900002 120.87576600310001
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -2 8 11 -5 -10 15 12 13 14 19 -7 17 -6 -12 -8 21 -21 -23 -24 -25 -26 -27 28 -22 -17
right_child=1 2 3 6 16 10 7 -9 9 -11 18 -13 -14 -15 -16 29 -18 -19 -20 20 27 22 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.016401177099001144 0.015178996789331042 0.0090558892058069593 -0.02124761062010052 0.012267929303357808 0.0042078261269475016 0.013233654921461472 -0.014320714018024712 -0.020415548784898485 0.0014918145730527714 0.015210382674483026 -0.018560734794739835 0.0089060862037385023 -0.015517360501204292 0.01210604822518818 -0.018535193567666246 -0.015635815042950155 0.01304006992223157 -0.016725338736600009 0.0043865060978168372 0.0041836038310652923 0.003870544617464423 0.011384779974240745 -0.032003830884407031 -0.020965104728820974 0.0044498899531086791 -0.021547284320532014 -0.00085991530347017189 -0.019755803876736942 -0.016151529545060179 0.01569112960715938
leaf_weight=9.3196624368429166 3.2260799324139944 26.422765607014298 6.4115583403036025 19.706674583256245 6.5219962038099784 1.6105209570378125 4.332127076573669 3.7429285496473303 84.885339699685574 7.7625012397766104 2.1742435917258254 13.62580208852887 6.3675568578764787 10.058147425763307 4.0152281662449232 16.462712484411899 4.1590556651353827 5.6261106682941318 10.715029219165443 59.571704622358084 7.6384768821299058 8.0061994306743127 1.8119518123566987 3.6510065216571013 10.392047328874495 4.4666204880923015 5.3576597161591053 3.9585330188274375 3.6633313149213791 0.89674260094761749
leaf_count=797 25 126 134 109 41 14 152 25 426 41 94 63 101 64 55 736 16 71 85 345 43 29 19 108 63 95 38 64 43 12
internal_value=0.000652598 0.00111031 0.0017682 0.00109428 -0.00654311 -0.00474299 0.00175399 -0.000166875 0.00432972 0.00264123 -0.0067603 0.000348992 -0.000525768 0.00022634 -0.000796104 -0.011704 -0.000761678 -0.00548688 0.000515621 -0.000164942 0.000400171 0.00162168 -0.00290901 -0.00736548 -0.005495 -0.00270114 -0.0102655 -0.00706454 -0.00261935 -0.0140175
internal_weight=356.56 347.241 312.155 285.733 22.7187 35.0853 263.014 150.659 112.355 92.6478 31.8592 146.916 133.291 126.923 116.865 18.97 16.3072 12.1481 12.8893 112.85 108.518 93.2572 33.6855 25.6793 23.8673 20.2163 9.82428 15.2603 11.3018 17.3595
internal_count=4034 3237 2271 2145 262 966 1883 1307 576 467 941 1282 1219 1118 1054 762 128 112 179 999 847 697 352 323 304 196 133 150 86 748
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=13 17 6 23 23 6 16 17 3 20 22 22 18 9 0 16 17 22 23 22 18 16 16 7 6 3 7 22 22 12
split_gain=9.68799 4.86762 3.80975 2.88283 6.90106 4.72934 3.88389 3.64983 4.64189 3.03592 5.75975 4.06752 4.66001 2.19934 5.27435 6.29653 4.77833 5.5623 4.80585 3.22976 2.90887 4.96423 3.70912 4.70691 3.81983 5.43808 2.92243 3.23221 6.12359 6.61919
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 1.0000000180025095e-35 0.079605000000000023 11.805275828400001 22.624947093000003 241.79519611995002 76.825379535700009 40.633548727200008 -0.092990000000000003 -0.059424999999999999 14.297806230850002 187.94830913940004 85.732241321850012 22.704946905950003 188.95754880325003 -0.13125999999999996 0.091645000000000018 -0.011675 13.4793103924 22.614947116400003 22.684946952700002 23.779256055650006 16.265380038000004 93.14163192940002 24.054467534550003 -0.061874999999999999 -0.083064999999999986 145.97209859650005
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 9 8 -6 11 -11 -4 -13 16 15 -15 17 -10 -19 -20 21 -16 23 24 -22 -26 -25 28 29 -28
right_child=1 2 3 4 7 -7 -8 -9 13 10 -12 12 -14 14 20 -17 -18 18 19 -21 22 -23 -24 26 25 -27 27 -29 -30 -31
leaf_value=-0.016246208488796883 -0.019684173417428154 -0.016837424708262227 -0.010626722212218548 -0.0076049203518049734 -0.01357796500483704 0.012041181698200031 0.0058403723326426711 0.015732700923610135 0.010715807191498509 -0.0041957716748608764 -0.025946416757351615 0.013926847307423482 -0.0056179117251959846 -0.022282995329546338 0.0086843104678606294 -0.00069202590194130959 0.011159652987472428 -0.021200737846546469 -0.0059771167674349561 0.012075883799638035 -0.016680595410620551 -0.0018387561213051577 0.016370458211235537 0.0071279450338202514 0.0023237725340206792 -0.01777429746862131 -0.0077938299809426634 0.0035974102428127474 -0.012011938617285637 0.0045863614572370422
leaf_weight=8.4495680211111885 2.8560804203152648 2.9457074347883454 6.8608540799468782 3.5669783912599113 5.4999283906072369 24.070079462602735 11.073472997173665 4.2716069854795924 8.1508477870374936 11.019378672353918 4.2878091819584396 6.5178775526583177 5.8858795156702399 5.4174150777980676 29.627314228564501 9.3088380405679327 16.62883188854903 3.7578674806281915 8.3705238150432688 3.5901584066450587 6.8392350357025888 18.440152689814568 3.4820098131895056 17.227667041122913 13.604263223707678 4.5565410144627085 16.668924600817256 39.303456241264946 12.876591814681886 31.91038456466049
leaf_count=797 145 178 185 86 140 179 53 26 63 241 119 25 49 104 119 81 101 84 54 13 55 92 12 74 70 30 222 260 159 218
internal_value=0.000594748 0.00101498 0.00119106 0.00135063 0.00194145 0.00950556 -0.00236643 0.00113596 0.000891695 -0.00499509 -0.0102885 -0.000789077 0.00465239 0.00121033 0.000553011 -0.0086348 0.00460682 4.17307e-05 -0.00549331 -0.000558268 0.00124852 0.00464734 0.000133113 -0.000262297 -0.00653833 -0.00271883 0.00106752 3.13184e-05 -0.00224934 0.00033837
internal_weight=347.066 338.617 335.761 332.815 287.17 27.6371 45.6453 259.533 255.261 34.5718 15.3072 19.2646 12.4038 249.761 209.263 14.7263 40.4982 23.8694 15.7185 11.9607 194.537 48.0675 146.469 142.987 25 18.1608 117.987 100.759 61.4559 48.5793
internal_count=4034 3237 3092 2914 2242 265 672 1977 1951 619 360 259 74 1811 1496 185 315 214 151 67 1311 211 1100 1088 155 100 933 859 599 440
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=13 16 16 17 20 10 5 6 15 19 20 10 10 21 16 19 16 21 23 23 8 23 20 23 22 5 22 23 20 6
split_gain=20.4704 8.38231 8.09261 7.2771 6.76086 6.41058 9.15498 5.76524 5.74228 5.02676 7.39621 4.92092 5.99133 4.29517 4.15065 3.83358 3.81851 4.90772 3.58423 5.91976 3.5334 3.66905 3.46709 5.57511 5.58757 3.38433 3.33608 3.85083 3.31073 5.68227
threshold=98.050756475600011 18.634956423400002 15.584963555600002 236.15709471040003 38.244973486750006 71.015621515800021 19.234448447350001 13.200308423050002 46.074827201850006 12.551012654050002 41.035283712600005 60.613977009100005 58.167480110400007 12.263428102400001 13.564968279200002 12.551012654050002 23.044946110900003 15.285239689500001 0.080515000000000017 1.0000000180025095e-35 7.2443465838000014 0.089850000000000027 41.827117825850003 0.093735000000000027 -0.088224999999999984 13.8160216159 -0.080019999999999994 -0.11789499999999999 38.478081868400004 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 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 4 5 -2 6 -4 15 11 10 -7 12 -3 -8 25 -1 17 -10 19 26 21 -17 23 -16 -25 -6 27 -13 29 -20
right_child=1 8 3 -5 14 9 13 -9 16 -11 -12 18 -14 -15 22 20 -18 -19 28 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0060318622730042883 -0.0040872004500833213 0.00078555912787678503 0.0033131066923780899 0.0041766755741525392 0.0023377499508992739 0.0080432655114954631 -0.0057378384131725043 0.0018187933493937123 -0.0046723217103331483 -0.0058140733736651868 -0.0069635590505572036 -0.0065177486449707655 -0.0064610048484345737 0.0048537085739545705 0.0028461632588235143 -0.0026663020748787705 0.0045723643215991117 0.0027864588115622756 0.00078925809263374034 0.0048600138740106952 -0.0076832238399397621 0.009188742369186674 0.0044948418714540125 -0.0084906812819450939 0.001827649202656545 -0.00787723261905416 0.0023873435405374357 0.0017899492210692299 0.0010364677673794676 0.0050621225078679001
leaf_weight=21.574428189545877 7.1318745277822009 13.543789649382235 10.538771899417045 5.4502411484718314 1.8893012851476658 2.27829157188535 8.9781690798699838 4.8294191900640717 11.624283352866771 21.925567514263093 2.0451984582468867 3.4798146411776543 5.1744234152138224 1.4608765877783287 17.068198394030336 1.872538844123482 2.6961701996624461 3.8548024017363778 20.830802947282791 29.616826914250851 1.5374940168112514 1.5791722629219291 16.630812458693981 3.3965491503477097 3.4936015978455535 2.4374681152403355 19.377999987453222 3.864010293036702 143.74616941809654 20.037451818585396
leaf_count=1046 119 141 59 30 6 9 360 53 152 397 36 25 85 18 82 52 10 20 111 145 27 8 79 32 19 47 77 21 696 72
internal_value=0.00050831 0.000873216 -0.000507939 -0.00209082 0.00109408 -0.00281413 -0.000453266 -0.00393862 0.0013938 -0.00470089 0.000944386 0.00161167 -0.00121767 -0.00425562 0.00191678 -0.00498535 -0.001719 -0.00281484 0.00183147 0.0030962 -0.000460005 0.00275743 0.00248534 0.00109043 -0.00325885 -0.00341682 0.00114131 -0.00214659 0.00144551 0.00288422
internal_weight=413.965 382.571 104.725 52.6771 52.0478 47.2269 20.9778 31.3931 277.847 26.2491 4.32349 259.671 18.7182 10.439 44.9159 26.5636 18.1753 15.4791 240.953 56.3387 4.98921 3.45171 40.5892 23.9583 6.89015 4.32677 26.7218 7.34382 184.614 40.8683
internal_count=4034 2848 1293 909 384 879 437 1186 1555 442 45 1373 226 378 265 1133 182 172 1147 268 87 60 212 133 51 53 123 46 879 183
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=16 8 20 4 23 6 19 22 4 6 6 22 2 21 19 17 0 2 20 6 5 10 8 20 13 0 20 10 22 23
split_gain=16.798 7.80809 7.45797 5.27644 4.80518 4.4587 6.32247 5.81625 4.96082 5.04367 9.09307 5.67861 6.65253 7.13945 4.79901 4.43163 5.51189 4.34223 4.33535 6.12084 4.69316 4.53357 4.60957 4.21246 4.20502 4.1737 4.11038 5.51665 4.72377 5.09332
threshold=13.564968279200002 5.9453602998000008 44.756878345700009 375.65892766775005 0.093580000000000024 14.845346859150002 11.850956171350001 -0.054619999999999995 169.14490639835003 13.65531905435 13.78532209185 -0.14654999999999999 140.91298750955002 6.9016076392500008 13.351077205700003 230.44158352980003 98.142164052000012 106.79778736115001 37.828051409500013 16.465384711100004 23.626838821450004 64.02831883475001 9.4426310644000022 41.066313126200008 95.986020631400024 102.03236296680001 40.563919884450009 61.622148808000013 -0.059424999999999999 0.10010000000000002
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 -1 6 -3 8 -8 14 -11 -12 13 17 -10 16 -9 -13 -7 20 -20 26 -23 -16 -6 -18 27 -21 29 -28
right_child=1 5 3 -5 24 18 7 15 9 10 11 12 -14 -15 23 -17 25 -19 19 21 -22 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0056796665402976364 -0.0062042177833780947 0.0043514988495814318 0.0012956439276263477 -0.0064287940216479003 -0.0063032607339431187 0.0034238814194734101 -0.0073900774290561692 0.0016230220620818282 -0.006353321261943377 0.0057014501692429194 -0.0085895040086714069 0.00028483839321164433 -0.0045576492667884546 -0.0076631451730306043 0.0028503755311306816 0.0066927270537850197 -0.0073849959584741075 0.0073993361822172563 0.0023504433632854076 -0.0029568215279807356 -0.0018172765776637498 -0.0097970464127794515 -0.00015232236636509861 -0.0058946338432561019 0.0026564163918334125 0.0019807334674117618 -0.0011411293367516342 0.0034980656677917198 -0.0035304652864471056 0.0037240795316867631
leaf_weight=18.734023115597669 10.084672039374711 10.416465293616055 17.050295169465247 3.67435916699469 2.6690605245530588 32.779131270945072 4.7448447030037633 30.705396311357617 9.9497096352279204 7.8643157780170432 3.3451444059610358 5.8361819088459068 8.3095063958317024 2.1796127054840317 5.2183352336287481 4.4879025965929022 4.6152353361248961 5.8942380994558334 106.19188403524458 5.743522513657811 10.115905482321976 3.1881498768925658 3.6143320836126804 2.9458928164094687 5.4406095147132874 2.5116813033819199 21.926910540089011 21.351480230689049 14.317891232669352 11.068661216646431
leaf_count=882 502 36 216 134 126 136 90 163 154 22 33 75 116 41 25 23 57 14 513 35 104 26 38 42 37 17 167 69 106 35
internal_value=0.000413812 0.000737704 -0.00208048 -7.38534e-05 -0.00405213 0.000993585 1.95142e-05 -0.000438095 -0.00166933 -0.0011427 0.000203601 -0.00148767 -0.000418491 0.00205414 -0.00362729 0.00119951 0.000547865 0.00385969 0.00145472 0.00112792 0.00198795 -0.000103784 -0.00467256 -0.00030508 -0.000292399 -0.00408431 0.000313897 0.00212978 -0.000726002 0.000490949
internal_weight=396.975 370.132 30.8093 20.7247 26.8437 339.322 109.024 98.608 56.2878 51.5429 33.429 25.5647 22.2195 13.91 18.1139 42.3202 37.8323 11.7304 230.298 197.519 116.308 81.2109 6.80248 8.16423 8.10967 7.12692 74.4085 27.095 47.3135 32.9956
internal_count=4034 2989 852 350 1045 2137 908 872 612 522 301 279 246 130 221 260 237 89 1229 1093 617 476 64 67 163 74 412 104 308 202
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=13 8 20 4 10 3 15 23 23 3 15 8 8 10 20 16 21 2 18 3 19 2 4 4 20 16 19 17 20 9
split_gain=20.2151 8.09072 9.18537 6.19061 5.50989 9.36518 6.06885 5.46612 5.39829 6.67418 5.34309 5.27498 6.4193 5.19316 4.34683 4.21121 4.93666 4.20849 4.82081 6.84528 7.58842 3.89468 4.73204 5.14152 5.75282 4.92735 8.52829 4.66919 4.95494 6.05242
threshold=98.255079293500017 5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 46.074827201850006 0.089850000000000027 0.089920000000000014 78.387373709500011 29.037712645600003 8.8430989333000021 9.4426310644000022 71.397382570300024 38.748048509250005 23.044946110900003 15.285239689500001 253.13454704850002 17.399600107550004 81.105404879350019 11.850956171350001 309.00014058725003 309.28270023145006 310.84398244705005 41.685324604100011 19.199955102150003 13.751109481500002 183.49170501290004 43.047778594550003 192.57902085675002
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 6 17 11 -1 -9 -10 13 21 -13 -7 -14 16 -8 18 19 20 -6 22 25 -24 -25 -3 -27 -28 -29 -30
right_child=1 4 3 -5 5 10 15 8 9 -11 -12 12 14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 27 28 29 -31
leaf_value=-0.0048818377104715609 -0.0045580103705293749 0.0044061588441630809 0.0026802986460750344 -0.005736459216530757 0.0020322068189275325 0.0019382879870335939 -0.0041630486196606205 0.012705192342655906 -0.0046893490601423839 0.0035724471596660051 -0.0059139647813461925 -0.0033774262864491277 0.0054093982012824518 -0.0060628087268385445 -0.00047514178648728794 0.004278128113183597 0.0024355042637906167 -0.0039499097493112464 0.005035280021319124 0.0019712918427236652 -0.0033187036711730495 0.0047913766974246501 -0.0064333492057949667 0.003331480988429586 -0.0036299658024711448 -0.0050238761201876541 -0.0019662930473868159 0.0023354470793820505 -0.0054817497743817525 0.0014659656485712207
leaf_weight=22.335975486785173 15.564030705019833 18.30141481757164 11.886052742600439 2.8161430042237034 11.110389217734339 6.7029563374817389 11.795041602104904 0.74865652434527774 6.5415044520050269 4.1723939925432205 9.8146868944168073 11.900660052895548 5.2216699048876754 3.086759265512228 8.7524330671876651 2.8051049113273612 3.9409012645483008 4.8002293929457656 6.9319548383355132 38.923754300922155 18.242495650425553 10.901247546076773 3.5224127769470241 7.6774600036442262 5.1791272684931755 4.8933577351272097 8.0550047457218152 133.87226607277989 4.8035736307501784 10.21039962954819
leaf_count=963 597 61 59 72 43 29 152 3 210 26 236 78 16 55 70 10 20 60 26 166 209 53 50 30 28 33 42 549 42 46
internal_value=0.000372196 0.000707209 -0.00182506 0.0010681 0.000925286 -9.08993e-05 0.00132724 -0.00341135 -0.000545944 -0.0014719 -0.00325263 0.00155062 -0.000622466 -0.000584508 0.00172372 -0.00148345 -0.00251051 0.000683813 0.000979563 0.000567797 -0.00129333 0.00182171 0.00165698 -0.000969757 0.000527143 0.00189581 0.00161193 0.00181883 0.00202361 -0.000756888
internal_weight=415.51 381.712 30.2662 14.7022 351.445 99.6132 251.832 33.7985 11.4626 10.7139 19.6044 233.291 25.8748 9.78972 13.9741 18.541 15.7359 80.0088 75.2086 68.2766 29.3529 207.416 196.515 16.379 12.8566 180.136 161.835 156.941 148.886 15.014
internal_count=4034 2832 728 131 2104 824 1280 1202 239 236 320 1098 164 84 86 182 172 504 444 418 252 934 881 108 58 773 712 679 637 88
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=13 17 16 2 23 23 18 16 5 23 8 4 7 16 17 22 17 8 5 9 20 4 22 23 17 17 20 22 6 9
split_gain=10.1495 4.65771 3.33528 5.46721 5.07461 4.06497 3.52984 3.70657 3.34658 3.65415 5.26732 8.26543 5.0168 3.25819 4.01423 3.23129 4.76199 2.91697 2.85964 3.45579 3.70249 4.73616 4.68406 4.22511 2.68352 4.50246 4.46197 5.82305 4.16268 4.80619
threshold=95.862351557400004 159.58247398035004 20.404952284350003 322.38159739250005 0.12535000000000004 0.11379500000000002 17.323446153950005 12.604970524100002 23.626838821450004 0.080135000000000026 8.9430209551500024 168.01744813895002 23.225757870600003 19.974953289850003 214.03087950770001 0.20949500000000004 241.79519611995002 8.7431769115000026 29.996566321350006 207.04102956050002 38.064633603500006 313.22340827140005 -0.026144999999999998 0.10157500000000001 195.76335783930003 188.19076296340003 41.481306584950012 -0.097294999999999993 16.355382140900002 202.37225149245003
decision_type=2 2 2 2 2 2 2 2 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 -2 3 4 5 6 7 -3 9 12 17 -12 -4 14 -9 -1 -17 24 19 20 -10 22 23 -22 25 -11 -26 -28 29 -29
right_child=1 2 8 -5 -6 -7 -8 13 18 10 11 -13 -14 -15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 26 -27 27 28 -30 -31
leaf_value=-0.017200720038013213 -0.020338124192708865 -0.018742156758635997 0.0019744450414908772 -0.01889010435439438 -0.020345421792846461 0.01297746182705131 0.0091649825656034741 0.00077782140142797673 0.016324728007670018 -0.0014296164436968688 0.0052113997777826753 -0.028812546388590762 0.015110702972781753 -0.015394813963917994 -0.015153098405073069 -0.01698745548904378 0.03924589323564226 0.011775227255741651 0.01106029707590621 -0.015910326521845559 -0.024905367278924111 0.0052460722880789453 0.0067897162499447796 -0.0037696648777716616 0.0049556852843751003 0.0080759646736915051 0.0073452913174869797 0.0079688125192513056 -0.026362434781443466 -0.016717334821797113
leaf_weight=10.950857823714612 2.7348682610318056 3.1115843085572115 15.053156811743973 4.2982578948140135 3.2684178547933689 7.0236662272363892 10.688081830739973 112.11532027460635 3.0752841010689762 20.805870365351439 4.317992076277732 3.6505434289574623 17.3249421864748 3.856608983129262 4.5603825468569985 0.95888476911932119 0.73858529329299927 10.987652756273745 4.4285592287778845 5.0147302644327274 5.5959635879844427 10.866569232195614 3.6884654909372339 4.9280753843486309 19.003202088177204 41.032795887440443 5.8538173064589527 3.8021775111556035 4.1665703505277625 5.1374118402600288
leaf_count=881 140 134 76 118 55 40 60 1282 19 99 22 31 114 47 72 90 1 39 27 62 98 69 25 35 94 182 27 16 40 39
internal_value=0.000752434 0.00129646 0.00147169 -0.000390635 0.000159173 0.00063328 -1.2147e-05 -0.000805441 0.00294118 0.00404667 0.00269527 -0.0103756 0.00900342 -0.000342398 0.000155146 -0.0138884 0.00748021 0.00363539 -0.0015027 -0.00318004 -0.00091258 -0.00302628 -0.00935114 -0.0150082 0.00273924 0.00487777 -0.000744249 -0.00645718 -0.012622 -0.00621785
internal_weight=353.039 340.391 337.656 148.922 144.624 141.356 134.332 123.644 188.734 151.136 118.758 7.96854 32.3781 120.532 116.676 12.6483 1.69747 110.789 37.5976 33.1691 28.1544 25.0791 14.2125 10.524 99.8018 61.8387 37.9632 18.96 13.1062 8.93959
internal_count=4034 3062 2922 1808 1690 1635 1595 1535 1114 779 589 53 190 1401 1354 972 91 536 335 308 246 227 158 133 497 281 216 122 95 55
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=0 8 20 17 4 0 23 9 16 21 21 9 17 21 17 20 16 15 17 20 15 16 22 10 16 23 15 21 16 3
split_gain=9.07796 4.41466 5.55659 4.26777 3.62001 3.59891 5.84209 3.18695 3.11988 2.68192 4.45827 8.03113 8.67473 5.00508 3.42132 3.16169 4.71108 3.40437 3.11063 3.34075 4.83406 3.03415 3.03209 3.32392 3.47389 2.80651 2.95605 4.02555 3.55273 3.52326
threshold=103.48144189910001 5.9453602998000008 47.709122305950011 241.79519611995002 375.65892766775005 90.767723400200012 0.087905000000000025 218.72979271345005 21.094950670800003 1.2199730554000003 2.0008954101500005 194.45262321395003 203.48482458890001 2.0523604381000005 168.81379805985003 40.844669808050007 15.404963976500001 17.155819993400005 180.84080166530003 38.625745710700009 32.548041893900006 22.959946309650004 -0.031449999999999999 65.611820673600008 19.124955277500003 -0.24947 46.074827201850006 15.285239689500001 22.704946905950003 93.980430866100008
decision_type=2 2 2 2 2 2 2 2 2 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 8 -2 5 -4 -7 -5 -1 15 11 -11 -13 -12 -15 16 17 -3 -18 22 -21 25 23 -20 -25 -16 28 -28 29 -27
right_child=3 9 4 7 -6 6 -8 -9 -10 10 13 12 -14 14 21 -17 18 -19 19 20 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.017779867552870091 -0.018039544633259758 0.006104108355787969 0.016054577188414538 0.019096544229436518 -0.018520336921374635 -0.017605325337349216 0.014981707738008705 -0.020958073392455426 0.0090774856977246451 -0.038749416874502569 0.015961760112852261 0.0063609795915715826 -0.02249874728109174 -0.014788972666128063 -0.0087688569387344411 0.012293270892219411 0.01449312403813114 -0.023276500097355411 0.0098902543168280042 0.0039778350247005618 -0.024326024023091388 -0.014206740896521164 0.011189824657803295 -0.023134434629754175 0.00047251040387611613 0.0023708397545128875 -0.013785450323347952 0.0083707061404804592 0.012745249529618113 -0.016693548216292049
leaf_weight=10.107862948440017 10.667723554186521 1.8142996886745084 5.2488765046000463 1.8177740005776279 2.2026688521727911 3.6243392089381814 2.9359687119722366 0.86404721066355694 1.4593452662229527 2.1296809166669872 6.9854049384593955 9.5022370517253858 4.5369625948369494 3.8767381235957137 7.2302483301609746 13.765276331454514 7.9580629989504805 3.2379077319055796 5.7518216408789149 4.3131845183670512 3.0281257666647434 3.5735154058784238 13.417619399726393 2.6920673269778472 5.7921273559331894 183.23325129039586 7.4031591080129129 3.5902971802279353 9.6755072735249978 2.9033792521804562
leaf_count=720 852 12 19 26 98 66 13 42 5 21 56 64 59 103 58 89 33 51 26 24 36 42 53 43 27 1187 123 20 37 29
internal_value=0.000711462 0.00126971 -0.00558335 -0.0131717 0.00168803 0.00545733 -0.00302148 0.00619148 -0.0143915 0.00184181 0.0010346 -0.00767872 -0.00296544 0.00165124 0.0011999 0.00503873 0.00295853 -0.0127256 0.00480332 0.00259981 -0.00769687 0.00148474 0.0053333 -0.000186544 -0.00701806 0.00174673 0.00211437 -0.00654958 0.00260079 0.00207347
internal_weight=345.339 331.99 25.5791 13.3495 14.0119 11.8092 6.56031 2.68182 11.5672 306.411 244.64 16.1689 14.0392 228.472 221.486 61.7705 48.0052 5.05221 42.953 34.9949 7.34131 217.609 27.6536 14.236 8.48419 214.036 206.806 10.9935 195.812 186.137
internal_count=4034 3114 921 920 196 98 79 68 725 2193 1799 144 123 1655 1599 394 305 63 242 209 60 1496 149 96 70 1454 1396 143 1253 1216
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=13 16 16 17 18 7 10 20 12 17 15 4 10 10 12 5 3 22 5 22 17 2 2 22 7 20 9 15 5 17
split_gain=13.973 6.48681 5.15519 6.20363 5.86186 5.8077 5.72811 5.34075 5.22401 4.44734 3.84194 3.79281 3.6686 6.18823 3.89706 3.51992 4.74264 4.61287 4.7001 3.3653 3.18625 3.07534 2.64458 5.26328 8.27041 6.3094 4.99695 4.66684 4.08465 6.16728
threshold=95.862351557400004 18.634956423400002 15.584963555600002 236.15709471040003 14.85568425095 22.356277907050004 71.015621515800021 38.244973486750006 139.45036571045003 167.14057114020002 46.074827201850006 193.73972847335003 60.613977009100005 58.167480110400007 335.9827356823501 24.367802910700004 92.913112988300014 -0.10290999999999999 24.458659404000002 -0.55354000000000003 182.63036160245002 122.61368745920002 131.42729508740004 -0.074999999999999997 22.977992916200005 42.066503896600004 204.89606367675003 37.050691080100002 20.182301868200003 188.64489188380003
decision_type=2 2 2 2 2 2 2 2 2 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 5 19 -7 20 -8 -9 12 -6 13 -3 22 -12 -17 -18 -19 -4 -2 -10 28 24 -24 -25 27 -26 -14 -30
right_child=1 10 3 -5 11 6 8 9 21 -11 15 -13 14 -15 -16 16 17 18 -20 -21 -22 -23 23 25 26 -27 -28 -29 29 -31
leaf_value=-0.007655874382607084 0.00018903383173687042 0.0013439623217434656 0.010966009771004565 0.0055780066443441708 -0.00099159747527778792 0.0065262962883313883 -0.010114416665249175 -0.0054376996869593556 0.013630176286376866 0.0028947239931956838 -0.011553453703323585 -0.0098315780786685254 0.00080691360684892954 -0.010351585497119422 0.0072981680156283726 0.0096772229618350449 0.0050344345545405922 0.007571218666525114 -0.0096977083034682273 -0.0084349685606434997 -0.010599053668765351 -0.0026198311418261654 -0.012375979615714726 0.0041975297528406685 -0.010792300689057276 -0.0033731113797799391 0.0035166617835941548 -0.00081243064555855805 0.00077414721533386965 0.0061161590541085591
leaf_weight=15.086484292522071 3.8468749029561859 11.654424890875818 0.72980624437332231 5.7062740437686434 4.8657233957201269 8.8177643604576605 4.2784690549597135 5.4144829092547289 1.4802948385477068 43.005864134058356 2.6435605194419649 14.510069885291157 46.149010889232159 4.7933783596381536 10.619606696069239 2.7004790455102912 3.6618803665041915 1.4351097941398601 6.7421401534229517 8.3638893896713853 4.4134815447032452 2.135992874391377 4.5646668896079055 42.365265764296055 4.3314922824502018 10.267601691186426 16.88512759655714 18.72644829377532 25.810859389603138 43.686947427690029
leaf_count=972 81 141 3 33 43 37 127 139 3 271 40 282 280 85 62 6 20 16 100 363 74 49 37 173 40 60 77 96 120 204
internal_value=0.000515537 0.000853649 -0.000932872 -0.00293475 -0.00400987 -0.00130559 0.00172648 0.000864425 -0.0036345 0.00196297 0.0016013 -0.00761165 0.00188483 -0.00206447 0.00217559 -0.00235646 -0.000684279 -0.00304771 -0.00666701 -0.00687796 -0.00557501 0.00403196 0.00191994 0.000865982 -0.00132727 0.00272065 -6.46276e-05 -0.00268717 0.00280523 0.00413218
internal_weight=379.693 364.607 107.569 50.8883 45.182 25.8062 16.7125 56.6807 7.89476 48.4203 257.038 19.3758 239.855 16.4478 223.407 17.1832 14.5396 11.8391 8.17725 9.0937 8.26036 3.61629 212.787 97.1406 44.5077 52.6329 39.9431 23.0579 115.647 69.4978
internal_count=4034 3062 1505 940 907 582 216 565 179 410 1557 325 1375 226 1149 182 142 136 116 366 155 52 1087 483 250 233 213 136 604 324
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=13 16 2 17 23 0 20 18 23 16 16 17 23 22 7 5 13 3 9 18 10 23 16 15 23 16 9 5 22 20
split_gain=15.3938 7.07183 6.08011 6.22569 5.69879 5.23699 12.5105 7.27579 5.97683 4.70539 4.53768 5.37692 3.95316 7.36819 3.92983 7.64182 6.00103 6.9932 5.34116 5.26438 5.9507 4.51017 3.77524 3.43206 3.21183 3.20273 4.45456 3.21776 3.0719 3.01987
threshold=95.862351557400004 20.404952284350003 322.38159739250005 162.13109061465002 0.12535000000000004 86.329079026800017 41.942745071500006 13.036600629150001 0.080135000000000026 19.974953289850003 22.604947139800004 187.51563899930002 0.092835000000000015 -0.018034999999999999 19.078733418100004 20.769304081650002 109.34496908160001 83.538459487450012 221.38017838285003 14.466921572300002 71.096275259700022 -0.10747999999999999 22.584947186600004 33.928396949100005 0.13041500000000003 22.554947256700004 204.99169312540002 21.566902724800006 -0.078649999999999984 41.481306584950012
decision_type=2 2 2 2 2 2 2 2 2 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 6 29 10 28 14 -8 -12 13 25 -5 16 17 21 -17 20 -19 -16 -9 24 -14 -10 27 -27 -7 -3
right_child=1 5 -4 4 -6 8 7 22 12 -11 11 -13 23 -15 15 18 -18 19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.006707371293984586 -0.0085715141682389095 0.0013107156848368006 -0.0085394362529735337 0.0059826432557354616 -0.0092526968204061002 0.0020142545242897809 0.0057261865673624178 -0.0024652050640828708 0.0030537529831588285 -0.0074045497894942806 -0.0099179182976407328 0.0036297196167241553 -0.0040495043814010121 -0.0092763576143010413 -0.0088010875644472363 -0.0073107068160747721 0.0040596849679614168 0.0039486725982985551 0.0069478656124518732 -0.007796430257778709 -0.0067347474798661738 0.0013750405262695164 -0.010288203043681072 0.0045556309129513558 0.0040519872137341484 -0.010302985939237359 0.0045082765690248622 -0.0010533770505694764 0.0075263675139823731 0.0050294509013055402
leaf_weight=15.706348168663679 4.647906467318534 50.860186066478491 4.8457230310887089 7.3325763326138249 3.4827314838767043 7.991850100457671 5.2172996159642953 5.5115371420979491 21.46606307849288 4.1825638785958281 3.5235056895762682 3.067298699170351 5.8335671573877317 4.1524386182427397 2.5131865888833849 10.456968958489595 26.690280705690384 7.1767841856926697 1.7111457809805859 9.6898773238062841 4.9182613780722022 81.368071688339128 9.2443781234323961 34.41309978812933 5.1636665984988213 3.4739191606640798 4.4153501763939849 5.3431595265865326 19.389119394123554 16.090077765285969
leaf_count=972 204 237 118 79 55 38 32 42 104 45 43 15 35 29 48 345 98 38 9 195 147 560 150 129 18 29 16 30 108 66
internal_value=0.000548657 0.000853237 -0.00027995 -3.61592e-05 0.00021253 0.0017868 0.000480731 -0.00386358 0.0028808 0.000423789 0.000513446 -0.00361297 0.00189401 0.000142032 0.000639403 0.00036831 0.000889936 8.92877e-05 -0.00530559 -0.00368746 -0.000395573 0.00107015 -0.00736621 0.00339292 -0.000245511 0.00126915 -0.00162589 -0.00469771 0.00591751 0.00220443
internal_weight=389.879 374.173 169.016 164.17 159.522 205.157 93.5143 26.564 111.642 156.04 11.8081 6.5908 84.2613 38.8509 151.857 144.525 132.356 105.666 12.1681 21.7849 12.095 83.8813 14.7559 45.4103 10.9972 34.6985 13.2324 8.81708 27.381 66.9503
internal_count=4034 3062 1941 1823 1619 1121 585 282 536 1564 90 58 390 208 1519 1440 1086 988 354 380 185 608 192 182 53 179 75 59 146 303
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=13 16 16 20 17 10 5 23 19 20 21 15 10 10 3 23 12 5 3 22 5 18 10 3 22 20 9 9 9 19
split_gain=16.0049 6.39813 6.68326 7.63884 6.78138 5.75644 8.20731 5.33055 4.57593 6.66048 4.55432 4.23235 3.89844 5.61864 3.83658 6.35536 3.68234 3.36965 4.79494 4.64353 4.32124 3.17854 7.06964 2.88109 3.86523 2.7085 2.78028 3.74107 4.42449 6.53306
threshold=98.255079293500017 18.634956423400002 15.584963555600002 38.244973486750006 236.15709471040003 71.015621515800021 19.234448447350001 0.089850000000000027 12.551012654050002 41.035283712600005 12.263428102400001 46.074827201850006 60.613977009100005 58.167480110400007 78.387373709500011 0.089920000000000014 335.9827356823501 24.367802910700004 92.913112988300014 -0.10290999999999999 24.458659404000002 15.289002683150001 75.634392583900009 108.47659710545001 0.056690000000000011 35.419594101850009 181.33671263215004 186.68586460755003 192.39832633775004 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 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 -2 5 6 -4 -1 9 -7 -8 12 13 23 15 -9 25 -13 -19 -20 -21 22 -5 -3 -25 -14 -27 -28 29 -29
right_child=1 11 4 21 -6 8 10 14 -10 -11 -12 17 16 -15 -16 -17 -18 18 19 20 -22 -23 -24 24 -26 26 27 28 -30 -31
leaf_value=-0.0073178729892136203 -0.0068183363460435215 0.00331771115684475 0.004313514289188994 0.0020693446647909396 0.0056711947290566424 0.010290053252721434 -0.0076869955560794892 0.016542513620800257 -0.0075408194449350444 -0.0092412365057671537 0.0070920798119010146 -0.010002535869095618 0.0050535828316900771 -0.0087366245134932775 0.0053995282798947816 -0.0070185763681808429 0.0064835314351453371 0.00858130735445632 0.0044127739691621976 0.0060589693485951215 -0.0083127551816851511 0.0041148876122488855 -0.011667154153951489 -0.0091082358672964093 0.0099174570089608557 -0.0022870202255945368 0.0048854375077352838 -0.0057680215238952483 0.0019974317813373499 0.0024916889844204728
leaf_weight=18.849984529428188 5.8981254165992132 9.2040694244205969 10.156936040148141 13.27259001508355 5.1991413235664359 2.2353376299142864 8.3964067772030813 0.76707336120307257 20.637553986161947 1.9061442390084264 1.4392565423622716 2.6365434154868153 15.280680526047943 4.7456689374521366 4.0221073627471924 5.596089718863368 11.007035270333288 2.7438591867685309 3.8030810616910449 1.4953825231641511 7.0204380266368389 26.800646370276809 2.6482187379151574 2.7735513094812627 0.81383309140801419 9.7956174910068494 22.013935953378677 11.301609707996251 152.47913356870413 11.269222237169741
leaf_count=963 115 57 54 114 30 9 360 2 394 35 18 40 62 85 27 210 62 6 20 16 100 120 28 79 5 64 84 84 745 46
internal_value=0.000581204 0.00101667 -0.000655654 0.00137053 -0.00262705 -0.00359069 -0.000526381 -0.00488491 -0.00606309 0.00130065 -0.00552437 0.00163099 0.00188713 -0.00160321 -0.000468912 -0.00417831 0.00214967 -0.00199685 -0.000595553 -0.00263957 -0.00578907 0.00250109 -0.000215543 0.00104331 -0.00479207 0.00193493 0.00170455 0.00190297 0.0015279 -0.00164409
internal_weight=396.209 366.974 98.5904 48.6196 49.9708 44.7716 19.9926 29.2353 24.779 4.14148 9.83566 268.384 250.684 17.5371 10.3853 6.36316 233.147 17.6993 15.0628 12.3189 8.51582 42.7215 15.9208 12.7915 3.58738 222.14 206.86 197.064 175.05 22.5708
internal_count=4034 2832 1277 377 900 870 432 1202 438 44 378 1555 1373 226 239 212 1147 182 142 136 116 262 142 141 84 1085 1023 959 875 130
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=16 13 5 15 22 22 13 20 10 10 20 20 23 15 10 16 20 0 0 4 21 20 6 15 18 5 3 22 5 3
split_gain=25.793 10.8462 7.35598 5.95828 5.31137 6.41751 6.33779 5.27502 5.27202 5.22663 5.04843 6.35913 6.40555 5.36332 4.16033 6.14426 8.44219 5.22265 6.55534 4.80301 4.22725 4.21541 5.2541 3.99223 8.87828 3.86195 5.44405 5.13027 4.64178 3.75963
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 -0.59502499999999992 -0.14654999999999999 96.526400715600019 47.927946529500012 60.613977009100005 58.167480110400007 42.522337019050006 37.198331469900005 0.09914000000000002 28.176737565850001 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 96.163458868000006 401.56478351400006 0.49227235280000009 38.478081868400004 16.465384711100004 36.548474543700003 13.24088655595 24.367802910700004 92.913112988300014 -0.10290999999999999 24.458659404000002 93.579850604650019
decision_type=2 2 2 2 2 2 2 2 2 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 4 8 -3 6 -6 -4 9 -2 11 -7 -13 -12 19 17 -17 -16 20 21 -19 -10 29 24 -24 -5 -27 -28 -29 -23
right_child=3 2 7 25 5 10 -8 -9 14 -11 13 12 -14 -15 15 16 -18 18 -20 -21 -22 22 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.006322257813372493 0.00078703309386192162 0.0044606692142427186 -0.0055266723901609806 -0.0090040331645827483 0.0064802508154620702 -0.0055718323531963286 -0.0068355302051551041 0.0036648035726913734 0.0049681299828964369 -0.0074532520077993988 -0.0052949620343880725 0.0030244717882188595 -0.0036540731113580654 0.0052936063515319088 0.0051988341612191269 0.0017486520459888961 -0.006553045584386707 0.0031638924664090778 0.0036245567619241177 0.0071400703237060629 -0.006781465139692017 0.0037904866826124215 0.0018602753530625291 0.0017716165791293969 -0.0075452431595801964 0.0078706914148843655 0.0040670171960705053 0.0053201425940500374 -0.0074836465020316142 0.00016879053804773003
leaf_weight=19.788036862388253 13.134614551439883 10.591571826487778 20.591994393616918 2.8983262758702066 1.9078205451369274 5.7513622753322116 11.396167578175662 3.3141710311174384 28.768277078866959 4.8072542864829293 11.833481887355445 40.718400254845619 7.8283903840929261 2.6829809844493857 17.573025196790695 12.541196428239347 10.119774032384155 2.7379636429250258 11.622970476746557 11.279280155897139 6.8243784885853529 76.255175024271011 11.298980142921211 42.194299887865782 7.7260971479117861 2.8920020312070838 3.9022385366260997 1.5713326819241027 7.3491923157125711 15.824294658377765
leaf_count=972 141 49 659 40 9 80 176 15 102 85 188 228 72 14 66 53 83 16 36 48 94 305 44 171 65 6 20 16 100 81
internal_value=0.000733021 -0.00169356 -0.000908143 0.00186921 -4.57865e-05 -0.000627024 -0.00492602 -0.00425244 0.00212185 -0.00142083 0.000204104 0.00115106 0.00194753 -0.00333795 0.00237134 0.000838263 -0.00195866 0.00247355 0.000212952 0.00285834 -0.00393383 0.00259309 0.00214738 0.00061216 -0.00195931 -0.00183221 -0.00050949 -0.00239953 -0.00522828 0.00316808
internal_weight=427.725 136.404 116.616 291.321 92.7102 82.1186 13.304 23.9062 272.708 17.9419 68.8146 54.2982 48.5468 14.5165 254.766 61.4193 22.661 38.7583 21.1853 193.346 9.56234 182.067 153.299 61.2194 19.0251 18.6131 15.7148 12.8228 8.92052 92.0795
internal_count=4034 2462 1490 1572 816 767 185 674 1390 226 582 380 300 202 1164 348 136 212 146 816 110 768 666 280 109 182 142 136 116 386
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=16 13 5 20 3 20 18 10 20 20 21 2 17 22 0 10 15 23 16 20 23 6 0 23 17 6 18 0 21 21
split_gain=38.669 14.2506 9.64143 7.96299 7.10492 10.3412 10.8495 7.01528 6.71659 8.17002 6.62538 6.19564 6.00099 5.62225 5.54856 6.83993 5.65609 5.69445 5.06139 8.34982 7.8581 6.19653 6.81398 5.69725 6.14116 4.75434 6.27632 4.379 4.71914 4.345
threshold=18.594956516900002 95.862351557400004 18.613387752550004 47.927946529500012 93.499196860750018 41.942745071500006 13.036600629150001 66.590419433100024 38.244973486750006 42.599563320500003 6.7825386038500008 166.67665309880002 182.63036160245002 -0.50001499999999999 90.407470010750018 65.611820673600008 46.683480308100009 0.08092000000000002 19.199955102150003 36.893814626400008 0.11379500000000002 14.825346391850003 96.163458868000006 -0.089139999999999997 188.64489188380003 13.65531905435 17.399600107550004 76.451683855550016 0.66785492670000013 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 -1 8 -4 7 27 -7 14 12 10 -10 -12 -3 -11 15 16 17 -2 21 -20 29 22 23 -9 -25 26 -13 -6 -29 -21
right_child=4 2 3 -5 5 6 -8 18 9 13 11 25 -14 -15 -16 -17 -18 -19 19 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.003918265171674159 0.003651388360698081 0.0015601524498481767 -0.0036045556355282587 0.0027151394128686573 -0.0028076925016723045 0.00024202694350591459 -0.0045320415268604976 0.0037427827719426548 0.0018508974848640864 0.0028015495686675804 -0.0040258362684667199 -0.0049408438033682976 -0.0042282910643344045 -0.0026314079718552249 0.0043400557733034601 -0.0021010484079840609 -0.001974014386056665 0.0017010496656826666 0.0019406494540114517 0.00013664994950701929 0.0029012715557185658 0.0032161205197486558 0.0022137726037972571 0.00270256322219762 -0.0052470757064869179 0.0039780297883932059 0.0037208044290505354 0.0038953575298973525 0.00099414773826556968 -0.0056140098078628787
leaf_weight=27.188433555886149 33.797933183610439 4.1148466020822516 24.961413316428665 3.8242783546447745 4.0511119700968257 21.664186883717775 12.477839300408958 2.2041126415133485 47.934296797960997 3.7833072207868126 7.0761746671050814 3.5470441989600641 10.790873073041437 19.481829175725579 16.412030048668385 6.9813514351844779 5.5959838405251494 94.572366483509541 10.339496456086637 2.8460422307252875 3.196072779595851 17.872712261974812 11.863577872514723 2.0610751062631607 7.4892216436564922 4.6696969345211983 2.2895969748497009 11.674724437296389 46.339384622871876 9.4129826091229898
leaf_count=972 129 27 644 14 66 162 162 9 228 19 70 50 134 283 50 35 40 354 37 13 11 57 36 7 103 14 7 34 185 82
internal_value=0.000411265 -0.0012288 -0.000676816 -0.00276496 0.00122739 0.000300023 -0.00150275 0.00162454 -9.71069e-05 0.000328202 0.00106543 -0.00107593 -0.00263034 -0.00174792 0.00209581 0.00183449 0.00203958 0.00221454 0.000522396 -0.000896221 -0.00279409 0.00140434 3.32988e-05 -0.00216743 -0.00353144 0.000910873 -0.00154305 0.00129172 0.00157799 -0.00427894
internal_weight=480.514 159.662 132.473 28.7857 320.852 96.2072 34.142 224.645 103.688 88.7819 65.5168 17.5825 14.9057 23.2651 157.36 140.948 133.966 128.37 67.2853 25.7946 15.4551 41.4907 23.618 11.7544 9.5503 10.5063 5.83664 62.0652 58.0141 12.259
internal_count=4034 2462 1490 658 1572 609 324 963 832 671 369 141 161 302 608 558 523 483 355 143 106 212 155 119 110 71 57 285 219 95
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 20 20 22 22 13 20 20 23 15 9 15 10 21 14 7 20 23 23 16 20 23 0 22 21 5
split_gain=27.3352 12.5601 7.83483 5.71561 6.99913 6.2063 5.59209 5.19046 6.41383 7.2707 5.77089 6.61412 6.2048 5.61829 4.89415 4.821 5.75241 5.32982 5.28601 8.50728 5.61449 7.08217 5.48639 5.00759 9.76646 8.46392 6.33192 6.39884 4.85075 4.9902
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 22.721067571950005 37.52517992975001 47.927946529500012 -0.59502499999999992 -0.14654999999999999 96.526400715600019 42.622319549950006 37.198331469900005 0.10608500000000003 28.176737565850001 181.33671263215004 46.683480308100009 66.590419433100024 9.1912342607000017 195.25924573520004 23.109894804950002 41.481306584950012 0.08481000000000001 0.088435000000000027 19.199955102150003 36.893814626400008 0.11379500000000002 94.047642319350018 -0.026144999999999998 4.837019638150001 21.269675393700002
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 -2 -6 -4 -3 9 -9 11 -10 -13 -12 -5 16 18 -17 22 -20 -21 -22 -16 26 -25 -26 -18 -28 -23 -30
right_child=3 2 6 14 5 -7 -8 8 10 -11 13 12 -14 -15 15 17 23 -19 19 20 21 28 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.0051177013758628162 0.00065170427680122768 0.0034069549223296183 -0.0043164440743839374 -0.0023849013097494258 0.0046645707330963439 -0.0067715877705799964 0.003087644695534051 0.0056394107928430257 -0.0044681718573578114 -0.0054000000568905498 -0.0048759413331151708 0.002065772318897621 -0.0046754872172421417 0.0038752431885896001 0.0052646092622328786 -0.0069120169117547325 0.0043893041003690032 0.0014045662739662467 -0.00085697742272427136 0.0038636335619609808 0.0041438121357242549 -0.0047086395196439083 0.0018124517676972516 0.0029065521450685095 -0.0064780677972761606 0.0036477161843606162 -0.0029725553780547555 0.003043419754057627 -0.0033486724022389939 0.0030098525677939372
leaf_weight=23.383529467508197 45.630415190011263 11.182598583400248 23.514286193996671 8.2228047065436822 1.7259922996163348 7.2777419611811638 3.4373541176319113 2.0453362502157679 6.0950605794787398 12.313024820759891 10.545470705255864 47.868766026571393 4.3814934492111197 2.7113413251936427 34.055814027786255 3.7811764292418939 16.09798987954855 5.6517318785190582 26.033488053828478 49.747783102095127 13.653053633868693 6.6107316687703159 22.461285725235939 9.4109054356813449 10.934841960668562 3.119201384484767 11.028191987425091 9.832074470818041 5.5471158176660564 10.492016598582266
leaf_count=972 328 49 659 54 6 123 15 9 80 176 177 265 46 14 132 44 57 26 121 179 47 45 80 31 87 11 109 31 28 33
internal_value=0.000440261 -0.00147247 -0.000785589 0.00137645 -0.000210369 -0.00457931 -0.00337214 -6.79683e-05 -0.000520021 -0.00382745 0.000143216 0.000876961 0.00150048 -0.00308611 0.00172789 0.00186971 0.00202618 -0.00192913 0.00254061 0.00185886 0.0026805 0.0010592 0.00389264 0.000590746 -0.00136823 -0.00423072 0.00183451 -0.000137044 -0.000800164 0.000810764
internal_weight=448.793 147.478 124.095 301.314 54.6341 9.00373 26.9516 97.1431 85.9605 14.3584 71.6021 58.3453 52.2503 13.2568 246.68 238.457 229.024 9.43291 168.601 112.084 86.0507 36.3029 56.5171 60.4232 23.4649 14.054 36.9583 20.8603 22.6499 16.0391
internal_count=4034 2462 1490 1572 457 129 674 816 767 185 582 391 311 191 1115 1061 991 70 665 453 332 153 212 326 129 98 197 140 106 61
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 20 20 22 22 13 13 17 16 10 10 16 0 15 21 6 20 22 5 15 2 22 20 16 2 3
split_gain=29.5241 11.8419 8.24903 6.32581 6.81068 5.98689 5.41538 5.25281 6.727 6.51379 6.28574 4.98339 10.1048 8.5115 4.68702 5.70128 7.86058 5.4801 5.74711 5.48617 8.14413 11.6794 6.02566 4.62084 8.10249 4.55935 5.06288 4.13804 3.95915 3.76031
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 22.721067571950005 37.52517992975001 47.927946529500012 -0.59502499999999992 -0.14654999999999999 96.526400715600019 98.050756475600011 236.15709471040003 15.584963555600002 71.015621515800021 66.964115113200009 19.974953289850003 96.531777631850005 46.683480308100009 9.1912342607000017 16.465384711100004 40.636252116050009 -0.059424999999999999 22.387336278850004 30.046989284200006 90.745765132650021 -0.059424999999999999 40.316494640950005 22.544947280100004 123.74733359145002 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 29 -6 -4 -3 9 -9 -10 12 -12 -14 17 23 -17 19 -19 -5 -21 22 27 25 -25 26 -16 -22 -29 -2
right_child=3 2 6 14 5 -7 -8 8 10 -11 11 -13 13 -15 15 16 -18 18 -20 20 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0051128858499132467 0.001217162996705313 0.0035062874037150543 -0.0044677148430400234 0.0032462794831208197 0.0046174075018148089 -0.0067144629663978472 0.002896291084808596 0.0050673821179698444 -0.0047349830128915072 -0.0054910681802645914 0.0019608055166468554 0.0057848673692691976 0.0036928155839306307 -0.0045295419529059458 -0.0049355612752402973 -0.0075805489032884305 0.0041638385665621188 -0.007002525302006771 0.0017060295077376056 0.0035146765224752649 0.0019101274969000528 -0.0057271531016230733 0.0041108229595850278 -0.0080655660169836781 0.0007738370755692223 0.0043771538036543687 0.0028933086111659068 -0.00029570194790432068 -0.0087675023426119665 -0.0039732740701944116
leaf_weight=22.479882856830955 41.456394411623478 10.937913428992031 22.935946457087997 115.9793966524303 1.7271909192204455 7.1981272343546152 3.4297393411397925 2.0406969822943202 7.0602037683129302 12.076553968712686 37.643038060516119 5.2812654823064795 4.8285580426454571 17.019502460956573 4.042801398783924 5.2575959190726271 2.5181961357593536 3.7302418388426286 5.7604527249932289 26.490988329052925 6.5125960707664508 9.3636783547699434 12.558030813932417 3.5880876332521465 22.692715831100941 18.340125501155853 6.3355051800608635 3.5535052120685577 3.0737023055553436 4.636572988703846
leaf_count=972 233 49 659 446 6 123 15 9 138 176 172 20 22 230 32 53 7 43 26 84 24 57 36 44 130 59 24 16 34 95
internal_value=0.000559128 -0.00146448 -0.000799052 0.00152662 -0.000151215 -0.00452157 -0.00350978 -6.13921e-05 -0.000515413 -0.00396481 0.000162497 0.000696324 0.000244593 -0.00271235 0.00189616 0.000603823 -0.00377712 0.00232994 -0.0017168 0.00254628 0.00122731 -0.000500918 0.0014034 0.0012232 -0.000432996 0.00273882 -0.000156376 -0.00118416 -0.00422493 0.000695048
internal_weight=450.549 145.733 123.253 304.816 55.0183 8.92532 26.3657 96.8877 85.9498 14.1173 71.8326 64.7724 59.4911 21.8481 249.798 62.775 7.77579 187.023 9.49069 177.532 61.5525 35.0615 25.6978 54.9992 26.2808 28.7184 10.3783 13.1398 6.62721 46.093
internal_count=4034 2462 1490 1572 457 129 674 816 767 185 582 444 424 252 1115 349 60 766 69 697 251 167 110 289 174 115 56 74 50 328
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=13 16 22 6 22 17 17 18 6 19 2 4 10 7 15 5 3 22 5 10 10 12 17 15 20 22 17 20 22 9
split_gain=12.0848 5.43606 4.50264 4.83597 4.54444 3.77317 6.6456 3.91332 5.07372 8.15832 5.64399 4.56838 3.43021 4.39231 3.13696 3.02757 4.04783 3.83935 3.84216 2.94654 5.1836 3.45764 2.71267 4.58196 2.9496 2.62586 4.17218 2.56927 7.55131 7.08401
threshold=95.862351557400004 18.634956423400002 -0.59260499999999994 15.51536251395 -0.54526999999999992 236.15709471040003 215.04253427745002 16.869810935650005 13.65531905435 13.051052998800001 90.745765132650021 169.88079978325004 71.787208999250012 22.356277907050004 46.074827201850006 24.367802910700004 92.913112988300014 -0.10290999999999999 24.458659404000002 60.613977009100005 58.167480110400007 335.9827356823501 174.57458007295003 28.504445985850001 40.413896136950008 0.20949500000000004 241.79519611995002 42.719328117250008 -0.102645 192.57902085675002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 2 -2 4 -4 6 7 8 10 22 11 -6 13 -12 19 -16 -17 -18 -19 20 -3 27 -10 24 -24 -1 -27 -21 -29 -30
right_child=1 14 3 -5 5 -7 -8 -9 9 -11 12 -13 -14 -15 15 16 17 18 -20 21 -22 -23 23 -25 -26 26 -28 28 29 -31
leaf_value=-0.01729459176603863 0.0086318324775957501 0.002353531866424426 -0.016241513351686984 -0.017537235399102558 -0.019567291404584755 0.01341978135044262 -0.020565236941726343 0.013492664999293295 0.01670592174146418 -0.016710610728412803 -0.018279016521947088 0.0077454583330172858 -0.016219758893855792 0.019025381647735651 -0.021342844664203518 0.017907695974579581 0.0089528552685081246 0.013017646384701773 -0.017478050444874722 0.0042687905933754917 -0.01898847703114967 0.013627367267922021 -3.3580218730741297e-05 -0.014088345716032841 0.012043234012781453 -0.017117912166869465 0.034373338077243687 0.010929456004791104 -0.023741235761986033 -0.0011801094184702189
leaf_weight=11.833957168273626 10.775204004719852 11.642306111752989 5.7068471219390622 5.8425519457086912 2.115088781341913 4.9166569523513308 4.8976728003472081 5.2521498873829833 5.3266915446147349 5.2516566803678861 1.6168215107172756 9.0751115716993791 14.344367801211773 1.9506822144612668 2.4373333957046297 2.5561923384666434 3.5825536623597145 1.4123369753360728 6.405839984305203 178.87549757398665 4.3894990961998692 9.8611482568085176 10.687711531296378 3.5453576240688554 12.052609696984289 1.0580731444060791 0.75547754764556874 10.278300385922195 5.0979915447533157 16.564390033483505
leaf_count=881 62 141 106 350 43 26 80 20 37 155 52 90 310 11 40 6 20 16 100 889 85 62 54 67 42 90 1 54 54 90
internal_value=0.00103504 0.00162678 -0.00160745 -0.00279915 -0.00180643 -0.000789817 -0.00170768 -0.000410844 -0.00151783 0.00260618 -0.00674176 0.002583 -0.0125673 0.00211873 0.00294751 -0.00413232 -0.0011268 -0.00539458 -0.0119691 0.00343785 -0.0034899 0.00394114 0.00581521 0.00360825 0.00636726 -0.0144207 0.00433199 0.00348805 -0.00088427 -0.00648961
internal_weight=370.108 356.461 103.357 92.582 86.7394 81.0326 76.1159 71.2182 65.9661 36.864 29.1021 11.1902 17.9119 3.5675 253.103 16.3943 13.9569 11.4007 7.81818 236.709 16.0318 220.677 31.6124 26.2857 22.7403 13.6475 1.81355 210.816 31.9407 21.6624
internal_count=4034 3062 1505 1443 1093 987 961 881 861 355 506 133 373 63 1557 182 142 136 116 1375 226 1149 200 163 96 972 91 1087 198 144
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=16 13 7 0 7 10 16 20 2 7 2 18 10 19 8 20 9 22 7 6 20 23 21 23 5 2 20 0 23 15
split_gain=40.5476 15.222 9.88324 8.2564 9.09572 7.93667 8.18457 7.68426 6.0838 8.34228 5.92037 8.18266 6.72562 8.179 8.10181 5.91416 6.07719 5.83927 8.4941 5.81711 5.69229 8.24799 11.1674 9.68561 6.33502 5.68325 5.53235 5.32402 5.28753 5.15809
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.732241321850012 22.721067571950005 66.964115113200009 19.974953289850003 37.52517992975001 131.42729508740004 23.109894804950002 296.99113550545002 17.323446153950005 81.479100559500012 13.051052998800001 7.6440346712000009 42.141702038450013 188.96048214565005 -0.061874999999999999 23.974509389900003 14.955349429350003 41.289992964000007 0.08481000000000001 4.797392351550001 0.09914000000000002 21.269675393700002 137.73157856955004 41.898943182100005 76.451683855550016 0.088435000000000027 30.243446395250004
decision_type=2 2 2 2 2 2 2 2 2 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 17 -6 28 15 11 12 13 25 -15 16 -10 18 -7 -8 -11 -22 23 -23 -24 -4 27 -2 -5 -19
right_child=3 2 10 5 7 6 19 -9 9 20 -12 -13 -14 14 -16 -17 -18 29 -20 -21 21 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0039444210283588882 -0.0026610830886702004 -0.0030928521936062288 0.0013189400879323183 0.003698927280358933 0.0035696233779401896 0.0022690301979928535 0.0012652399735420322 -0.0051463184650608488 0.0035082261170306084 0.0028816139047111305 -0.0047944981922629958 0.0028856104638429578 -0.0045847832645210754 0.0029090808508218584 -0.0046108172618644179 -0.0043200287603988577 -0.0016465232044661582 0.0032641085219505535 -0.0026250636692091915 -0.0059227440483010894 0.0031031134578858692 -0.0073889569650151038 -0.0024050480161498496 0.00076319651581874465 0.0025319652809925822 -0.0011169248192010172 -0.0010533500885129663 0.0022805190304782388 0.0016548825062609458 2.8599266081601967e-06
leaf_weight=28.969467887654901 4.1335502676665774 23.207538612186909 44.163049157708883 45.580261290073395 2.0639776811003676 9.7748915851116198 2.8213813677430135 8.7964249309152347 6.2345779314637211 45.950719453394413 4.3833312895148984 14.281074494123457 6.0035612173378459 3.0270876027643672 10.872229382395743 6.1296263113617888 9.6004506796598417 19.915559194982052 14.637161478400229 5.4649174064397812 18.058335140347481 5.6814386770129186 5.789981976151469 4.181338258087635 16.64143530651927 24.674553494900465 20.537955518811941 28.087362915277481 38.650977671146393 13.4135724902153
leaf_count=972 65 549 220 152 6 35 11 123 18 152 84 53 121 25 222 49 42 61 129 49 63 50 28 21 55 216 172 91 136 64
internal_value=0.000405768 -0.00127841 -0.0006871 0.00121494 -0.000101875 0.00152692 0.000302955 -0.00348989 0.00192602 0.00133135 -0.000167276 2.96012e-05 -0.000430019 -0.00012854 -0.00297308 -0.000929458 0.000383008 0.000845167 -0.000665407 -0.00347533 0.00184699 0.000902808 -0.000327563 -0.00393284 0.00125763 0.000445814 0.000595547 0.00164657 0.00276098 0.00195159
internal_weight=491.728 159.582 130.612 332.146 63.6193 268.527 66.0275 10.8604 202.499 118.268 107.405 103.022 88.7405 82.7369 13.8993 21.9647 15.835 57.7412 24.4121 8.2863 96.3032 50.3525 32.2942 9.86278 22.4314 68.8376 52.7589 32.2209 84.2312 33.3291
internal_count=4034 2462 1490 1572 457 1115 349 129 766 478 941 857 804 683 247 109 60 289 164 60 369 217 154 71 83 436 328 156 288 125
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=16 8 3 15 15 10 10 17 17 15 10 6 20 10 20 18 20 16 0 6 10 16 0 22 7 4 20 21 20 6
split_gain=36.4975 13.4053 7.42706 8.78406 7.2256 7.6258 7.21296 6.65298 5.68536 5.74471 6.1713 6.57982 5.18188 9.48454 5.10539 8.9318 6.02561 9.73191 5.33734 5.06631 4.90126 5.72916 7.08123 5.00396 7.77249 4.96793 4.88565 6.00941 4.87243 5.39665
threshold=18.594956516900002 5.9453602998000008 76.825379535700009 31.385732506450001 46.074827201850006 60.613977009100005 58.167480110400007 241.79519611995002 168.81379805985003 19.763739472850002 71.015621515800021 14.375335877400001 47.709122305950011 70.389210771400016 40.750688432250008 14.773181214800003 41.243661560350013 15.839962959300001 101.86567856270001 8.5652001245500013 66.964115113200009 19.974953289850003 96.531777631850005 -0.061874999999999999 23.974509389900003 401.56478351400006 38.244973486750006 8.9626214023500008 38.478081868400004 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 5 6 -2 -3 -4 -10 -11 14 -1 -14 15 -12 -16 -18 -17 -9 25 23 -23 24 -22 28 -26 -28 -7 -30
right_child=4 2 3 -5 -6 20 -8 19 9 10 11 -13 13 -15 16 18 17 -19 -20 -21 21 22 -24 -25 26 -27 27 -29 29 -31
leaf_value=-0.0060125025362695204 0.00074677707010856176 -0.0058074236861709637 -0.00426220967000352 -0.0062499546557802559 -0.0015577975925288048 0.0044896665990722881 -0.0066111281594774139 -0.002535424858431232 0.003683027423074615 0.0049173262011854768 0.0024764509715989422 -0.0070090623317987924 0.0043226546680689955 -0.0051468077260298879 0.0054747142493333173 -0.0060538603520918707 0.0036918752252382836 -0.0053929919375927081 0.0023826112989456245 0.0098614769056980193 0.0034099464545959235 -0.0076983082977617814 0.0041592493877094083 0.0029156995667528529 -0.0081049140190689577 0.0061404319463870529 0.0017173450954786889 -0.0085047829345661942 0.0028706444713540889 0.00074611099461246967
leaf_weight=25.75730343349278 15.690345400944354 14.47013799287379 7.571251828223466 6.8246377296745768 20.318089639768004 31.442131347954273 6.0196728762239209 2.8933001812547436 18.833799943327904 7.5973974950611582 9.9642768725752848 4.7450975328683844 5.3443308454006901 9.7640640810132009 9.4183561876416224 12.75152377784252 8.7362840324640256 6.8846318535506716 3.030753716826438 1.7143014892935751 9.8071925640106219 5.0611712150275698 2.4362260177731514 32.95307657122612 4.5239968523383132 12.538019247353075 7.2645848728716356 2.5327022224664688 99.068615794181824 64.436604209244251
leaf_count=971 141 358 117 162 182 102 85 59 73 26 38 67 22 287 33 131 26 71 15 6 35 53 7 125 51 48 45 32 386 280
internal_value=0.000615018 -0.00164139 -0.000645677 -7.24566e-07 0.00173787 0.00196581 -0.0012934 -0.00390321 0.00047562 0.000913277 8.69454e-05 -0.000573917 -0.00445405 -0.00179715 2.73407e-05 -0.00175941 0.00186456 -0.000312113 -0.00443376 0.00207696 0.00222589 0.000851095 -0.00384528 0.00146794 -0.000509311 0.00265378 -0.00319321 -0.000925183 0.00242954 0.00203338
internal_weight=470.394 156.301 115.436 96.358 314.092 293.774 21.71 19.0777 89.5334 81.9621 63.1283 55.5309 40.8657 15.1084 50.7858 25.7466 25.0393 15.6209 15.7823 4.6076 272.064 64.579 7.4974 57.0816 24.1285 207.485 14.3213 9.79729 194.947 163.505
internal_count=4034 2462 1182 759 1572 1390 226 423 597 480 407 381 1280 309 314 184 130 97 146 65 1164 348 60 288 163 816 128 77 768 666
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=13 8 20 6 9 0 5 10 19 16 10 20 15 22 9 4 22 22 21 21 16 2 2 19 17 0 22 2 7 5
split_gain=12.194 4.87789 6.46131 4.39179 3.63709 5.63682 7.77771 5.23311 6.14083 5.94701 4.98026 4.52835 4.25334 5.96447 3.53259 3.82321 3.75825 4.92761 3.51757 3.48906 5.30879 4.47992 4.4412 3.42973 3.37936 3.45918 3.12085 4.15021 4.38115 4.43123
threshold=98.050756475600011 5.9453602998000008 44.756878345700009 13.200308423050002 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 14.551174033150001 22.494947397000004 62.837331883000012 37.999598532650005 34.139075990150012 -0.08786999999999999 38.295222230400007 376.36865522600004 -0.23783499999999999 -0.5775499999999999 8.7462497811500022 8.8898213993500015 15.584963555600002 213.11064599365002 188.47750099235003 12.551012654050002 192.94032447935004 94.203572890950014 0.010890000000000002 108.63443756215001 23.109894804950002 21.850554661550003
decision_type=2 2 2 2 2 2 2 2 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 23 12 6 11 9 19 -7 26 -6 -3 18 -4 16 17 -16 -14 21 22 -9 -21 -1 25 -22 27 -11 -29 -30
right_child=1 4 14 -5 5 7 -8 8 -10 10 -12 -13 13 -15 15 -17 -18 -19 -20 20 24 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.021946763420682688 -0.022076906245339374 0.019149053766172746 -0.0261055328763737 0.0068763847300743856 0.005753320715595877 0.016655019189716295 0.017066555945177111 0.0038001454305890436 -0.029902490415520903 0.011222543666131206 0.020101775002213336 -0.019352767876227632 0.0043424736864402739 0.01141764578669756 0.021626742022961571 -0.02344372769436541 0.015665341379651396 -0.027810153557793611 -0.024378427146504223 -0.012717120832430952 0.016446579912418088 -0.011585666904036136 0.015777833205387518 -0.00078961064091178951 -0.020788639809430003 -0.016202064528000493 0.01433553035805666 -0.011391894904845797 -0.0077918124910372781 0.0059994854290119125
leaf_weight=15.395288576371973 8.0739989336580056 12.604632034897802 1.9073301833122993 3.9822886791080228 4.0673860907554689 20.604505002498627 4.4740647338330737 108.52071018703282 2.8805545940995207 15.371738262474535 7.986653357744216 14.341425226069985 3.4559486955404273 15.601840080693366 1.425394982099532 1.9137418139725912 9.1243114024400693 2.3643144518136983 4.1266457922756672 3.7299674078822154 2.7381497621536246 9.0424980483949167 6.8300623036921024 4.3299132883548728 10.141530482098458 2.9990850202739239 9.232539735734461 13.83358536288142 14.515741296112536 35.179664539173245
leaf_count=1046 471 55 60 53 18 109 18 695 19 56 41 226 18 66 6 44 59 96 31 30 9 135 33 87 145 38 35 83 85 167
internal_value=0.00133144 0.0023268 -0.00664659 -0.013241 0.00301758 0.00222902 -0.0077695 0.00309696 0.000459127 0.00641633 0.00422154 -0.0138056 0.00932992 0.00399158 0.000797907 0.00425856 0.00836379 -0.00921582 -0.0112882 0.00106647 -0.00582695 0.00261673 0.00571297 -0.0173025 -0.0135015 -0.000620189 0.00278247 0.0014306 -0.000938702 0.00197113
internal_weight=370.796 347.088 24.8091 23.7075 322.279 286.49 22.8829 263.607 146.883 116.724 96.1199 18.4088 35.7891 23.1844 16.7351 14.8278 12.914 3.78971 7.58259 144.002 26.4388 117.563 10.56 19.7252 15.8788 5.73723 88.1333 78.9007 63.529 49.6954
internal_count=4034 2848 736 1186 2112 1942 262 1680 1104 576 467 244 170 115 265 205 161 102 49 1085 255 830 63 1133 192 47 426 391 335 252
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=16 13 5 5 10 5 0 9 22 22 13 17 17 20 0 13 16 10 23 13 20 22 5 8 4 21 18 19 0 17
split_gain=33.9591 13.9206 8.38097 7.29048 6.12147 9.26128 7.79126 6.10498 5.76567 6.67933 7.89508 5.91327 7.82791 5.67411 5.52668 5.20096 6.03465 6.06079 4.79371 4.7623 5.74106 12.8613 10.7368 5.45928 5.62748 4.65997 4.59608 6.02269 5.81693 4.562
threshold=18.594956516900002 95.862351557400004 18.393720489900002 23.626838821450004 66.964115113200009 20.769304081650002 91.937202686950016 226.28914430085004 -0.59502499999999992 -0.14654999999999999 96.526400715600019 236.15709471040003 215.04253427745002 47.927946529500012 90.407470010750018 98.050756475600011 15.584963555600002 71.015621515800021 0.092260000000000023 113.97180552410002 42.719328117250008 -0.102645 21.850554661550003 8.8430989333000021 168.01744813895002 5.4349223666500004 11.862896247150001 14.451165964200003 85.732241321850012 204.64886559710001
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 14 6 -6 18 -3 10 -10 12 15 -4 19 -11 -17 -18 26 -2 23 -22 -23 25 -25 29 -5 -28 -29 -21
right_child=3 2 13 7 5 -7 -8 -9 9 11 -12 -13 -14 -15 -16 16 17 -19 -20 20 21 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0048326000957070042 -0.0019112156400231659 0.0032631407771639073 -0.004127619967073482 0.0013465729138488235 -0.004676729067747536 -0.006923631099476823 0.001553881576446872 0.0053325741873594835 0.005391589193762359 -0.0044747495464575408 -0.0051454785749059625 0.0046739027816980272 -0.0063972150121490469 0.0026552788296935188 0.0050222418028759031 0.0017747344219245669 0.003187040786464348 -0.0035380196817750382 0.0011075447208244893 0.0041902375619182483 0.0053261203312640519 -0.0060740280322141875 0.0014148546336441082 0.0025446093263213386 -0.0044659845672479128 0.00177866059676744 -0.005460340711000395 -0.0047227048451105166 0.0028747595259239825 0.00029820991080466792
leaf_weight=25.826254086568952 7.5770597159862509 11.496001839637755 23.782422816380862 8.0097052678465861 5.6301138587296 4.0472436174750319 52.590024217963219 4.7092347443103781 2.1043756306171408 5.5985447932034722 12.533545430749653 6.5131691396236411 5.0174844376742831 3.5979121997952452 16.71272386610508 37.0364950299263 4.580960642546418 13.12514412589371 22.775361262261868 63.892182640731335 8.2959793806076068 9.2823305726051348 10.16201877593994 6.2522744312882406 5.413559302687645 54.610474810004234 12.396016346290709 4.3680531363934261 6.147609606385231 8.6665540039539319
leaf_count=972 36 49 659 74 47 45 251 13 9 128 176 24 63 15 54 170 21 176 119 223 25 70 45 23 34 196 171 69 24 53
internal_value=0.000490091 -0.00146725 -0.00077408 0.00144013 0.00181003 0.0004395 0.000951357 -0.000162995 -8.61944e-05 -0.000531277 -0.00363065 9.99633e-05 -0.000355843 -0.00323631 0.00225714 0.000146509 0.000619127 -0.0017981 -0.000644959 0.00199179 0.00216933 7.8659e-05 -0.00216018 0.00258706 -0.000708674 0.00288939 -0.00193578 -0.00308326 -0.000281117 0.00372537
internal_weight=462.751 151.212 125.386 311.539 253.133 62.2674 58.2201 58.406 98.0057 86.5097 14.6379 71.8718 65.3586 27.3803 190.865 60.3411 54.7426 17.7061 53.6967 174.152 166.575 27.7403 19.4443 138.835 11.6658 127.169 30.9214 22.9117 10.5157 72.5587
internal_count=4034 2462 1490 1572 1102 343 298 470 816 767 185 582 558 674 759 495 367 197 457 705 669 140 115 529 57 472 338 264 93 276
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=13 16 0 20 18 23 2 17 23 23 16 17 15 12 7 17 6 22 20 0 22 9 2 3 23 16 23 22 15 5
split_gain=21.9547 9.20857 6.76174 14.3594 8.05512 6.85765 6.28239 6.53597 6.1512 5.2841 5.01312 5.35486 4.80477 8.29063 6.1198 5.88911 4.74628 4.47884 11.8761 9.36153 5.4971 4.92996 6.25975 4.45862 5.66887 4.33584 4.10142 6.96339 4.08351 4.04043
threshold=98.255079293500017 20.404952284350003 86.329079026800017 41.942745071500006 13.036600629150001 0.080135000000000026 322.38159739250005 162.13109061465002 0.12535000000000004 0.089850000000000027 22.604947139800004 187.51563899930002 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 17.475408310100004 -0.059424999999999999 39.792680591700012 92.313586825200005 -0.58559499999999998 206.08934059370003 174.09315058345001 78.387373709500011 0.089920000000000014 22.584947186600004 0.092835000000000015 -0.018034999999999999 33.005488016050009 22.629964856950004
decision_type=2 2 2 2 2 2 2 2 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 6 3 -3 10 -4 7 -2 12 -1 -5 -12 16 -14 -15 -16 17 18 20 -19 -9 -20 -23 24 -11 -6 27 29 -28 -7
right_child=1 2 5 4 25 26 -8 8 -10 23 11 -13 13 14 15 -17 -18 19 21 -21 -22 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0077062286039508267 -0.0091454477722670759 0.0026302843390765876 0.0066696366801197492 0.0061101848902687427 -0.002391590151481908 0.0028584054054824606 -0.0090139782176635059 0.0022058946869887965 -0.0097972539208465784 0.015169698634905877 -0.010437472517796758 0.0036817970177637524 -0.011735403591968984 0.00533911868434903 -0.0085678840893539717 0.00016407685206084926 -0.0089918644529415337 -0.0092604126322100716 0.00380185492388024 0.0044130854428894514 -0.0081045587112226619 -0.0053265849815976232 0.0045210152872975527 0.0054184622998641021 -0.0074162748944125428 -0.010929910037697315 -0.0014999474615976947 -0.0087786938635263153 0.0049255950486751287 -0.0041408465379695371
leaf_weight=22.053444100543857 4.6416293289512387 72.028476946055889 31.881947442889214 5.7995968423783797 5.9175879564136258 31.188481010496616 4.8662268975749603 4.3395382799208191 3.6320570129901162 0.779868744313715 3.6192832067608833 3.1169337220489979 4.6967966612428418 8.2546748798340577 7.0772087853401926 15.067898131906984 2.7048305738717309 3.358054567128419 36.000879945233464 44.36267757602036 12.540934614837168 10.047796171158554 6.7133649140596381 4.1737565398216248 6.2081193160265684 9.9305038433521968 7.2452315464615813 4.4177933186292639 41.407904721796513 6.1571679636836043
leaf_count=963 175 303 146 32 42 142 107 26 54 2 43 15 68 46 145 112 84 84 279 197 209 87 40 27 210 150 37 29 145 35
internal_value=0.000697363 0.00122089 0.00227426 0.000755881 -0.0040007 0.00352092 -0.000172996 9.02364e-05 0.000360196 -0.0054657 0.00072882 -0.00390431 0.000597959 -0.001972 -0.000463547 -0.00262651 0.00134917 0.0015875 0.000310654 0.0034509 -0.005454 0.00215498 -0.00138232 -0.00103885 -0.00489565 -0.00774175 0.00241064 0.00059552 0.00396873 0.00170444
internal_weight=424.231 391.015 222.711 100.412 28.3839 122.299 168.305 163.438 158.797 33.2152 12.5358 6.73622 155.165 35.0966 30.3998 22.1451 120.068 117.363 69.6425 47.7207 16.8805 52.762 16.7612 11.1617 6.98799 15.8481 90.4166 41.7634 48.6531 37.3456
internal_count=4034 2832 1119 585 282 534 1713 1606 1431 1202 90 58 1377 371 303 257 1006 922 641 281 235 406 127 239 212 192 388 206 182 177
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=13 16 17 2 23 5 16 23 8 4 7 7 5 22 23 9 20 23 22 22 17 17 6 9 20 22 23 21 22 19
split_gain=12.014 5.69665 5.38713 5.59677 5.20552 4.16811 3.89602 3.76408 5.08137 7.69848 4.94422 3.58339 6.98731 5.07025 6.24692 4.93283 4.28212 5.79113 4.46716 6.12794 3.55007 4.79744 4.23713 3.17986 3.11918 4.03598 2.94267 3.73743 6.11929 2.91944
threshold=95.862351557400004 20.404952284350003 162.13109061465002 322.38159739250005 0.12535000000000004 23.626838821450004 19.974953289850003 0.080135000000000026 8.9430209551500024 168.01744813895002 23.225757870600003 19.078733418100004 20.769304081650002 -0.059424999999999999 0.083495000000000028 221.38017838285003 39.952536079750011 0.096995000000000012 -0.59502499999999992 -0.54526999999999992 189.72181505755 198.72470891995002 14.825346391850003 227.07958281845004 42.094663496250007 0.04932000000000001 0.049900000000000007 1.2199730554000003 -0.028049999999999999 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 11 10 -9 -10 -3 -4 13 14 -13 -14 17 20 -18 -20 -16 -22 -23 29 26 -26 27 -15 -29 -7
right_child=1 5 3 -5 -6 23 -8 8 9 -11 -12 12 15 24 16 -17 18 -19 19 -21 21 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.012659745227903245 -0.016965319509259093 0.0024622969951910339 0.011568520358264405 -0.016554980325992473 -0.017869694883004161 -0.0047387864729846584 -0.013468740944795865 0.0037487581416636878 0.0045436630969902378 -0.024356351661916142 0.013551559971044678 -0.010065683067614177 -0.01464196648717943 0.0086717722923858234 0.012242866014624678 0.013362355872721709 0.014329534595361352 -0.019618155702442231 -0.022405176666592343 0.0033140063553438672 -0.020546104596723593 -0.0084704598110763411 0.010807181301339529 0.014346243274469435 -0.018540003365292747 0.00326195789919616 0.0085276029293575983 0.0055158387989883107 -0.026817312331020388 0.0048750880917090705
leaf_weight=13.433853014372287 4.2047689436003557 16.034731641411781 6.7013602955266824 4.3444505305960766 3.3064475664868942 27.04621933400631 4.0426953732967368 116.16242565214634 4.4442281350493413 3.5624330583959818 18.666096433997154 13.216477315872906 9.3874354260042292 4.853530300781129 3.7031787745654645 1.5758814346045245 7.2360717542469386 4.2180100269615641 2.1330295596271673 29.107180319726488 2.9157447833567849 5.0556604228913766 4.7384045980870724 2.631833851337432 2.5425613392144424 6.4234352204948664 35.131503600627184 2.7364791333675385 2.3205525800585747 9.0414365883916599
leaf_count=972 204 76 79 118 55 268 45 536 22 31 114 267 345 24 13 9 24 62 25 235 34 65 19 8 43 70 165 9 31 66
internal_value=0.000938243 0.00144924 -0.000606117 -0.000164299 0.000306204 0.00311249 0.000712161 0.0041627 0.00297087 -0.00831493 0.00842738 0.00111029 0.000599825 0.00157321 -0.000962437 -0.0106166 0.00107306 -0.00431071 0.00395984 0.00155794 -0.000376814 -0.00405373 0.000856134 -0.00119659 0.00496876 -0.0029206 0.0065392 -0.000509385 -0.00932108 -0.00233012
internal_weight=370.918 357.484 159.895 155.69 151.346 197.589 148.039 158.87 124.169 8.00666 34.7008 143.996 137.295 126.332 72.3238 10.9633 59.1073 20.631 38.4763 31.2402 16.413 12.7098 9.79407 38.7195 54.0081 8.966 45.0421 9.91056 5.05703 36.0877
internal_count=4034 3062 1941 1737 1619 1121 1564 779 589 53 190 1519 1440 1086 744 354 477 193 284 260 131 118 84 342 342 113 229 64 40 334
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=13 16 0 20 18 23 17 2 23 23 15 12 7 17 16 17 6 3 23 16 15 16 23 5 0 10 16 22 20 0
split_gain=17.343 7.10183 5.72772 13.9745 7.4221 5.49831 5.15119 5.41728 5.35703 4.94126 4.39856 7.21724 5.71766 5.41589 4.29077 5.24627 4.10003 3.70968 5.70401 3.66773 3.65825 4.45684 5.82286 7.4262 4.5996 4.03959 7.33429 3.63598 10.1254 6.45919
threshold=98.255079293500017 20.404952284350003 86.329079026800017 41.942745071500006 13.036600629150001 0.080135000000000026 162.13109061465002 322.38159739250005 0.12535000000000004 0.089850000000000027 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 22.604947139800004 187.51563899930002 17.475408310100004 78.387373709500011 0.089920000000000014 22.584947186600004 33.005488016050009 22.554947256700004 0.09450500000000002 21.336111252450003 87.350693116400024 64.407391431150018 20.664951676350004 -0.059424999999999999 39.792680591700012 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 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 6 3 -3 14 -4 -2 8 10 -1 16 -12 -13 -14 -5 -16 27 18 -11 -6 25 -22 23 -23 -25 -7 -27 28 -8 -29
right_child=1 2 5 4 19 20 7 -9 -10 17 11 12 13 -15 15 -17 -18 -19 -20 -21 21 22 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.0081757687353677978 -0.0099511899463453311 0.0027509904399972917 0.0068120573512786449 0.0061255728158104402 -0.0030826961819447702 0.0047792816032820144 -0.0056277456885435173 -0.0095796460903851063 -0.010332629707426664 0.016870735932560218 -0.012319107119645152 0.0057194387318160039 -0.009242093491324134 4.8356622836024715e-05 -0.01119782340042727 0.0040693349865641828 -0.0096503945140352307 0.005821594106300035 -0.0079734254507053109 -0.011705720782617501 0.0054170881041082199 -0.011919570830464186 0.004262658913372951 -0.003226249655248618 0.0068631596403521131 0.0041255577070275964 -0.011653479323275779 -0.0062388995633574935 0.002228930253313605 0.0045596081886299438
leaf_weight=19.118770051747564 3.8232885627076021 69.433301370590925 28.205911427736282 5.5005085244774836 5.8330623693764201 4.720416121184825 15.750145935453473 4.1191754238679996 3.3510239478200665 0.77318157255649378 4.4095247071236363 7.7568847294896868 6.6838529538363245 14.691830556839703 3.5438422169536352 3.0800740122795105 2.403967920690774 3.8575176242738962 5.4150797603651881 9.4812281522899848 35.493858203291893 4.4505450278520611 21.506148234009743 8.3093841597437841 5.4961592406034461 3.7201458513736707 5.1315823458135128 4.4974203957244745 50.56359027326107 41.265477513894439
leaf_count=963 175 303 146 32 42 20 235 107 54 2 68 46 145 112 43 15 84 27 210 150 138 34 80 45 19 15 37 93 406 188
internal_value=0.000731812 0.00122838 0.002247 0.000708032 -0.00446165 0.00352084 -0.000139277 0.000101981 0.000365437 -0.0056228 0.000607626 -0.0021173 -0.00057315 -0.00285663 0.000539762 -0.0040987 0.00140601 -0.000764071 -0.00486931 -0.0084213 0.00247577 0.00321318 0.00124585 -0.00230804 0.00079047 -0.00161308 -0.00502197 0.00164316 0.000362895 0.00349837
internal_weight=402.387 373.222 213.906 96.872 27.4387 117.034 159.316 155.493 151.374 29.1645 148.023 33.5421 29.1326 21.3757 12.1244 6.62392 114.481 10.0458 6.18826 15.3143 88.8282 75.2561 39.7622 18.2561 13.8055 13.5721 8.85173 112.077 66.3137 45.7629
internal_count=4034 2832 1119 585 282 534 1713 1538 1431 1202 1377 371 303 257 90 58 1006 239 212 192 388 316 178 98 64 72 52 922 641 281
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 20 17 19 6 17 9 10 16 5 20 17 23 22 22 13 0 20 22 5 10 18 13 22 19
split_gain=23.897 11.1334 6.90811 5.71059 5.38533 5.57064 5.29538 5.34612 7.05031 7.27018 9.75271 5.89372 4.92654 6.05742 6.56113 4.86385 4.80974 4.80878 4.73111 9.02602 4.92524 4.67316 4.93952 9.035 9.82719 6.56676 12.8366 5.76635 6.81712 4.62253
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 236.15709471040003 194.31002311890003 66.964115113200009 19.974953289850003 17.679107616400003 47.927946529500012 182.63036160245002 0.083950000000000011 -0.073609999999999995 -0.092479999999999993 109.72404167800001 90.407470010750018 42.719328117250008 -0.102645 21.850554661550003 64.407391431150018 13.552878921100001 117.48293184245001 0.066710000000000019 12.951044929850001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 16 -8 -9 10 11 17 21 18 -15 -4 -3 -10 19 20 -14 22 25 -24 -25 27 -27 -6 -29 -11
right_child=3 2 15 -5 12 -7 7 8 9 29 -12 -13 13 14 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=-0.0056538318217583573 0.00058477048958579722 0.0021203989271293554 -0.0047738289005838635 -0.0017824134816469103 0.0045454628655877249 -0.0067626367856732251 -0.0038540842943248881 0.0048695809150278834 -0.0066177334034563705 0.0033572291188045415 0.0041840239533338453 -0.0073858613941507629 -0.0013401610962241438 0.0033566785603088805 -0.0085205900537100067 0.0029858528339356365 -0.0059866401578518693 0.0023706924882664683 0.0026164966442511462 -0.0086558229033944865 0.0055889283178895818 0.0056455194197057032 0.0052389327069855126 -0.0069850344053161498 0.0014777622510521802 0.0026002647895729315 -0.0091933655405289742 0.0013000536422259688 0.006472856494790272 -0.0025356804076954887
leaf_weight=20.740172551944852 14.337800946086647 3.7783219404518595 21.250645563006405 18.333924928680062 54.216946355998516 5.1606733165681353 9.1883100625127536 14.288315966725348 3.3968393038958364 23.937160946428779 6.6456996947526923 10.653622943907974 11.217892333865167 2.5618010684847823 5.1464500650763512 3.4533351287245742 9.3535606525838357 6.1551159285008907 32.874957475811243 4.5219901055097607 5.6839334070682517 15.227026991546152 8.1270463764667529 9.1587496846914309 11.237352721393107 10.733142741024492 4.9634950011968604 70.208511542528868 10.812002100050448 6.1536472104489794
leaf_count=972 141 27 659 182 220 85 139 44 102 80 30 150 87 9 51 15 132 45 134 50 17 55 30 70 53 40 33 285 30 67
internal_value=0.000516909 -0.00155564 -0.000836873 0.00149501 0.00171257 -0.00135987 -8.368e-05 0.000499343 0.00106091 0.000105211 -0.00218864 -0.00428464 0.00194595 0.000457325 -0.00457324 -0.00368911 -0.00365407 -0.000825746 0.00117146 -0.00104595 0.00099003 0.00242008 0.0021464 -0.000167969 -0.00232241 0.00258377 -0.00112905 0.0030147 0.00199035 0.00215211
internal_weight=433.518 138.995 118.255 294.524 276.19 19.4985 93.5506 80.4187 71.2304 56.9421 26.8513 20.2056 256.691 62.007 7.70825 24.704 13.1319 9.55196 54.2988 21.4238 16.9018 194.684 179.457 28.5231 20.3961 150.934 15.6966 135.237 81.0205 30.0908
internal_count=4034 2462 1490 1572 1390 226 816 657 518 474 327 297 1164 348 60 674 159 147 288 154 104 816 761 153 123 608 73 535 315 147
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=16 13 5 20 20 17 21 16 15 10 10 10 16 20 0 18 0 10 20 13 16 20 0 18 22 20 16 15 17 21
split_gain=17.9109 8.821 6.11159 4.41187 4.34882 5.26447 5.13507 5.19917 4.33063 4.04618 4.87114 4.00482 5.2911 8.04017 5.48155 6.12771 4.70551 4.56219 5.59698 5.17827 6.78952 6.51237 6.02027 8.30601 5.08676 7.42395 3.78299 5.56315 3.65031 3.55052
threshold=18.594956516900002 95.862351557400004 18.613387752550004 47.927946529500012 38.244973486750006 182.63036160245002 3.3069203559500004 15.629963450350003 46.074827201850006 60.613977009100005 58.167480110400007 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 90.407470010750018 65.611820673600008 38.478081868400004 115.68166489510001 22.454947490600002 42.198888176300009 86.20003303655001 13.036600629150001 -0.077729999999999994 40.241071441700008 17.874958200600002 26.243701454300005 187.77231677760003 3.9632429946000003
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 -3 -6 29 9 10 -2 16 14 -14 -13 -16 17 18 -11 -20 -21 24 23 -23 25 -22 -9 -28 -26 -8
right_child=8 2 3 -5 6 -7 7 26 -10 11 -12 12 13 -15 15 -17 -18 -19 19 20 21 22 -24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.0086895237380247188 0.0010998385757952883 0.0044350424109602191 -0.0078684992155546984 0.0048905696305716478 0.0040823322005951812 -0.0092966763572458946 -0.0077350613186761398 -0.0088321145297258399 -0.0024285055171076675 0.0081571594618489555 -0.010323357958751217 0.0070413934638695027 0.00215865383486499 -0.0094775212706283661 -0.0088115806694919214 0.0028624832406199123 0.0088399005178768676 -0.0046195656517016379 -0.0056301741493955792 0.010039488786989138 -0.009456317750199077 0.0029678375439973113 0.0025442562730378579 -0.011051052549865601 0.00052353471499409798 0.0029556093659250621 -0.012518974777766059 0.0057846492027836 0.0070326822581841244 0.0024669249566595971
leaf_weight=16.691055385395885 13.274324135854842 3.6504362393170586 17.05249212495983 2.9570469744503489 27.825882818549871 8.989048255607484 3.5858990959823158 10.806994504295291 17.487896868959069 20.384572509676218 4.7003242885693899 16.569068230688572 12.388538684695961 9.9615870900452119 5.7984030693769482 14.988651700317858 14.450781419873236 6.8191812038421622 6.534612499177455 12.140305772423742 5.3023001477122227 6.6614266261458424 20.644527614116669 9.5843535307794792 9.8635085597634369 28.931814655661583 2.2276279386132947 5.0320559535175562 42.663961533457041 27.488689722493291
leaf_count=972 141 27 644 14 150 134 76 208 182 75 85 66 53 83 68 78 55 35 39 65 29 29 88 89 38 106 42 39 168 156
internal_value=0.000854093 -0.00215894 -0.00116454 -0.00598294 -8.8566e-05 -0.00533079 0.000772308 -0.00110197 0.0022174 0.0025279 -0.0018873 0.00285357 0.000683553 -0.00302766 0.00290397 -0.000393915 0.0035578 0.00310755 0.00343139 0.00275455 0.00315804 0.00248241 -0.00091141 -0.00530274 0.00392543 0.00103321 -0.00521554 0.000168197 0.00581041 0.00128965
internal_weight=405.457 126.307 109.616 20.0095 89.6066 12.6395 76.9672 49.1413 279.15 261.662 17.9746 243.688 59.7062 22.3501 37.3561 20.7871 183.981 169.531 162.711 142.327 135.792 123.652 36.8903 16.2458 86.7616 34.2341 18.0667 7.25968 52.5275 31.0746
internal_count=4034 2462 1490 658 832 161 671 521 1572 1390 226 1164 348 136 212 146 816 761 726 651 612 547 206 118 341 135 289 81 206 232
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=3 8 20 17 4 22 16 6 3 10 0 20 18 16 17 23 16 23 22 12 15 17 9 22 9 9 7 21 0 5
split_gain=12.0651 6.68553 7.06525 5.7669 4.22878 4.28664 3.59574 3.55255 5.28623 4.87179 3.74321 11.8206 5.95884 3.99625 4.98101 3.97617 3.59053 3.56846 10.4791 5.38598 7.14128 4.23123 4.86565 3.45431 3.41455 3.75218 3.40225 3.23434 3.03738 5.6051
threshold=76.825379535700009 5.9453602998000008 47.709122305950011 241.79519611995002 376.36865522600004 -0.16276499999999997 21.094950670800003 14.845346859150002 83.538459487450012 69.999384342500022 86.329079026800017 41.942745071500006 13.036600629150001 22.604947139800004 187.51563899930002 0.080515000000000017 22.584947186600004 0.093325000000000033 -0.018034999999999999 122.12526081760002 33.423812040500003 204.64886559710001 206.08934059370003 -0.086139999999999994 186.68586460755003 189.46063690070002 22.105125139000005 1.0020322129000003 97.878695155250014 13.812766882300002
decision_type=2 2 2 2 2 2 2 2 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 5 -4 -2 8 28 -10 11 24 13 -13 -15 -12 -14 18 21 20 -19 -17 -23 -5 26 -26 -9 -11 -3 -30
right_child=1 7 4 23 -6 -7 -8 10 9 27 15 12 16 14 -16 17 -18 19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.02147174408204762 -0.022880860265107474 0.0080112466210264834 0.015361928677496596 -0.026653075208090342 -0.023852626497919163 -0.014916598271552187 0.013107095836225734 0.00025318009625111687 0.0027301012020218849 -0.0019551807783175332 0.014550573560663069 0.016580511732807852 -0.0069431113672410918 -0.028714214103240956 0.010216032230638755 0.0083302184479051421 -0.029555947574084411 -0.020304125385826481 -0.02769500748607252 0.012725568968939444 0.016269167229696922 -0.027831637703273595 0.0045250549073335856 0.022056911605408791 -0.020692196092785935 0.0046772515840737819 0.01979422896682953 -0.022455698030322602 0.0086121108751445324 -0.0073486247983906069
leaf_weight=15.351236249320211 12.418437175452711 32.803917553275824 9.307440407574175 0.95053836517035994 2.3954276079311958 2.97280413750559 1.4994124770164479 6.1767276600003269 11.752755910158159 5.5317002497613457 28.297614000737667 4.5421779248863476 5.5539644621312609 3.3630426563322544 2.993426114320755 32.555326893925667 8.6592461233958584 6.0833997316658479 5.4761982876807442 41.703160136938095 4.4580350965261459 3.7369962558150274 5.5887751542031765 2.6784455040469757 3.0045273303985587 43.243190912529826 14.082247041165827 11.251839512027798 17.942007662728429 25.920328656211495
leaf_count=902 718 144 45 39 91 51 5 30 67 36 163 29 42 43 15 135 150 40 52 165 15 37 40 32 19 208 50 270 107 294
internal_value=0.00146141 0.00237734 -0.00779871 -0.0155886 0.00282773 0.0080321 -0.0190038 0.0032734 -4.33175e-05 -0.00810887 0.00486291 0.00147603 -0.0113559 0.000855652 -0.010381 0.00728905 -0.0207197 0.005226 0.000861798 0.00918194 -0.00483706 0.00459577 -0.00844083 0.00929832 0.00632117 0.0030291 0.0138364 -0.0156989 0.0029588 -0.000819843
internal_weight=372.294 353.314 28.5935 18.9802 14.6757 12.2802 13.9178 324.721 105.203 28.5363 219.518 91.6186 25.1119 10.8986 6.35647 127.9 14.2132 99.6019 47.3573 52.2446 10.5414 41.8811 9.32577 3.62898 66.5067 46.2477 20.259 16.7835 76.6663 43.8623
internal_count=4034 3061 910 973 187 96 723 2151 918 373 1233 586 279 87 58 647 192 484 264 220 55 212 77 71 307 227 80 306 545 401
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 20 17 19 6 17 9 10 0 10 20 13 16 20 22 5 0 18 22 20 15 16 0 22 22
split_gain=23.2816 10.3373 7.00809 5.37077 5.17353 5.58971 4.83854 5.19678 6.84549 6.99037 8.90035 5.55763 4.44078 5.29172 5.27622 5.947 6.01168 6.99931 7.52002 6.99476 6.60571 7.66028 8.36287 5.8566 7.1949 5.77342 4.87662 7.26085 4.63013 8.97322
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 236.15709471040003 194.31002311890003 66.964115113200009 90.407470010750018 65.611820673600008 38.625745710700009 115.68166489510001 22.454947490600002 42.198888176300009 -0.11347 21.723721974650005 86.20003303655001 13.036600629150001 -0.077729999999999994 40.241071441700008 37.606388722050006 19.974953289850003 96.531777631850005 -0.073609999999999995 -0.092479999999999993
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 -3 -8 -9 10 11 -10 13 14 15 -6 -17 -18 23 -20 25 22 -22 24 -19 -21 28 -28 29 -14
right_child=3 2 -4 -5 12 -7 7 8 9 -11 -12 -13 26 -15 -16 16 17 18 19 20 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0057347367003857258 0.00070369882374620059 -0.0036372454436940276 -0.0039128582089197469 -0.0016486775136515031 0.0053607064139522672 -0.006912297505934405 -0.0039404324639018776 0.0049527151144316984 -0.00082678952376551379 0.0021539596981580123 0.0041275332029760328 -0.007554496127819086 0.0010751945022508412 0.0059469393002443884 -0.0031680094195217661 -0.004123431789742389 0.0064907935604546045 -0.0057570638834845951 0.0049374111293479439 -0.0030692188142151188 0.0037619582410390777 0.0045233119869991832 -0.00855959946263277 0.0039931540921950689 0.001963448446281147 -0.013186503737359974 -0.0085106254498946831 0.0045426037952834338 0.0027074134751940422 -0.0088934976782584427
leaf_weight=19.602627348154783 14.077793538570406 12.637752104550598 22.958695756271482 18.680232711136341 22.856538720428944 5.0853064693510523 8.9832085557281953 14.168080776929854 8.9374786093831116 29.644296713173389 6.2912329882383338 10.183698212727903 16.299737330526114 15.828223817050455 6.850058674812316 6.0624024607241145 13.395188421010969 5.5515491366386334 7.2175137884914866 9.6523488983511943 3.5776958838105219 9.1651747077703458 5.2968288790434599 55.512852929532535 29.78290268778801 2.8269027769565573 4.9558836668729773 2.4779552444815636 32.116657447069883 4.4577537290751961
leaf_count=972 141 159 674 182 78 85 139 44 147 147 30 150 104 55 35 37 65 29 27 62 13 27 55 205 106 22 53 7 134 50
internal_value=0.000595872 -0.00155873 -0.000839424 0.00158117 0.00180214 -0.00131736 -6.27007e-05 0.000514916 0.00109308 9.98565e-05 -0.00229631 -0.00440988 0.0020376 0.00249722 0.00219003 0.00240479 0.00194842 0.00220768 0.00176149 -0.000574748 -0.00187833 0.000530904 -0.00359226 0.00273192 0.000750445 -0.00536107 0.000562316 -0.00415953 0.00122618 -0.00106562
internal_weight=425.135 133.407 113.804 291.728 273.047 19.1631 90.8457 78.208 69.2248 55.0567 25.4124 19.1212 253.884 193.576 177.748 170.898 148.041 141.979 128.584 37.7365 30.519 18.0397 8.87452 90.8473 35.3345 12.4793 60.308 7.43384 52.8741 20.7575
internal_count=4034 2462 1490 1572 1390 226 816 657 518 474 327 297 1164 816 761 726 648 611 546 206 179 95 68 340 135 84 348 60 288 154
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=13 16 5 2 23 17 6 15 12 7 17 6 6 20 17 5 13 16 16 20 23 8 22 17 21 0 2 5 19 0
split_gain=32.0249 12.9354 9.10515 7.83916 7.66687 7.95865 5.90467 5.59528 7.34633 7.64513 5.9775 5.58597 5.37574 7.90515 7.58272 5.01567 4.85379 5.3942 11.9548 10.0714 6.20358 4.83393 6.00956 5.32729 4.98205 4.71523 5.26332 5.2066 4.32015 4.1903
threshold=98.255079293500017 20.404952284350003 23.730745871350006 322.38159739250005 0.12535000000000004 162.13109061465002 13.200308423050002 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 17.475408310100004 16.455384477450004 38.804080188450008 198.49975298390004 29.996566321350006 116.60649449195002 17.809958352600002 15.584963555600002 38.244973486750006 0.10721500000000002 8.6432548896500023 -0.063749999999999987 188.83172615260003 7.1067965614000004 85.995710218650018 131.42729508740004 19.749058312400006 13.951125619400001 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 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 3 12 4 5 -2 -1 11 -9 -10 -11 16 25 -14 -15 21 17 18 19 -7 -20 22 23 -4 -25 -3 27 -27 29 -19
right_child=1 2 15 -5 -6 7 -8 8 9 10 -12 -13 13 14 -16 -17 -18 28 20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0044335536735306772 -0.0056392865089390943 7.7104844157147896e-05 -0.0069352533065886839 -0.0057795065302172323 -0.0063774211242119735 -0.0044803461774816315 0.0013138668656583509 -0.0069713636965267074 0.0035442232880159171 -0.0053820420295578363 -9.7523391973882207e-05 -0.0055765011076260524 0.0042103678429057283 0.00096761223666302161 -0.004147187882680408 0.0038041943998665226 -0.005251749040839691 0.0044369351457141633 -0.0038800648429031196 0.0024668875785191701 0.00426223198901574 -0.0043734882099989488 0.002597315792770272 -0.0046416049636095087 0.0017779264019136102 0.00044188262254031823 0.002201489438429534 0.0051628185712108135 -0.0020140989616083812 0.0015093593430936278
leaf_weight=35.274128971621394 5.4366169497370711 14.113543815910814 4.0715345498174456 5.7566972039639941 4.3812349233776322 5.8030575811862937 5.0208880193531504 4.7857589647173873 8.8387854509055597 7.8973356522619751 15.778893148526548 3.1521256752312174 15.712511718273161 51.218133753165603 8.2789513990282995 6.0594924911856642 2.885076265782117 22.867109121754766 17.871426243335012 44.304614773020148 2.6408128887414923 8.394035015255211 11.955852834507825 4.5454432219266883 8.5907237660139781 6.7872038036584845 62.546275861561298 37.381993152201176 4.8452167101204386 25.347034757956862
leaf_count=1149 175 66 61 107 54 99 53 68 46 145 112 84 49 206 62 27 106 75 254 201 10 83 55 61 42 32 241 134 32 145
internal_value=0.000506301 0.000909369 0.00166694 -8.4955e-05 0.000100426 0.000264997 -0.00371741 0.000457189 -0.00123534 -0.00039108 -0.0018602 0.000943887 0.00212284 0.00108205 0.000255894 -0.000382148 0.00110628 0.00125459 0.000356957 0.00166232 -0.0028318 -0.00105757 -0.000103159 -0.00197944 -0.000443392 0.00277068 0.00312692 0.00443738 0.00244931 0.00289786
internal_weight=462.543 422.247 239.656 182.592 176.835 172.454 40.295 167.017 37.3008 32.515 23.6762 129.716 196.039 75.2096 59.4971 43.6171 126.564 123.679 70.6199 50.1077 20.5122 37.5576 29.1636 17.2077 13.1362 120.829 106.715 44.1692 53.0594 48.2141
internal_count=4034 2832 1119 1713 1606 1552 1202 1377 371 303 257 1006 790 317 268 329 922 816 564 300 264 302 219 164 103 473 407 166 252 220
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=16 8 0 7 0 15 20 10 16 6 15 2 6 20 15 22 21 3 22 5 3 19 20 15 18 22 20 7 17 20
split_gain=38.239 13.3189 7.25639 7.52604 6.89988 8.15261 6.52381 6.42566 7.38261 6.36681 5.78113 9.30145 5.61257 7.89794 6.5775 5.79896 5.84422 5.43149 5.03417 5.02784 9.98726 7.8247 4.98769 4.81669 11.4177 4.7201 9.62089 4.7018 4.96367 4.44108
threshold=18.594956516900002 5.9453602998000008 85.732241321850012 22.721067571950005 103.48144189910001 31.385732506450001 37.52517992975001 66.964115113200009 19.974953289850003 14.955349429350003 30.046989284200006 90.745765132650021 16.465384711100004 38.804080188450008 45.169600924000008 -0.037054999999999998 8.0341677368500015 108.47659710545001 -0.059424999999999999 13.812766882300002 81.105404879350019 13.051052998800001 40.316494640950005 36.207782793200003 13.327513832500001 -0.056724999999999998 41.289992964000007 25.987500066900001 201.25367619745001 47.709122305950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 3 17 5 19 -5 12 10 -10 18 -12 14 -14 -4 16 -16 -2 22 -3 27 -22 -9 24 -15 -25 -27 -21 -29 -1
right_child=2 4 7 6 -6 -7 -8 8 9 -11 11 -13 13 23 15 -17 -18 -19 -20 20 21 -23 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.0054568888616529426 0.0013651811796068854 0.0022713011145329811 0.0034040179154289116 0.0044910413198418139 -0.0040986097288602487 -0.0056617082881371206 -0.006413888088560471 -0.0045102957286039906 0.002161313326953801 -0.0073777973175929582 -0.0078364092248073714 0.00073393124710994433 0.0053455951166766639 0.0014130945634664609 -0.0074857530797297544 0.0052442679562279982 0.0019651755142191156 -0.0042320283917642622 0.0043454356025323234 -0.0054676784270739727 0.0019269310364204298 -0.0044924802156512339 0.0027566396264410197 0.002658361365633233 -0.0079227713639931883 0.0019245180754269391 -0.0070319366389091703 0.00095521718640359467 -0.0067826558792647108 -0.0018650161183071091
leaf_weight=25.263593725860119 43.285332679748535 24.268008703365922 119.85837151110172 1.8337482959032039 13.66538519784808 6.7576191723346701 7.6268568933010101 4.171118304133417 2.9100976064801198 5.3549124076962471 3.9692096598446396 24.327421471476555 10.52586057782173 9.486755006015299 4.129890251904726 2.8979341089725477 3.0766303092241287 5.2370667606592169 19.738528355956078 11.940360620617868 36.551827702671289 5.9495145604014388 6.5288843065500259 26.80880273878574 5.6219826117157927 9.8887438178062457 4.8009230196475974 9.3505744561552984 2.9351759739220133 14.657777119427918
leaf_count=971 233 132 425 6 381 162 123 32 11 49 44 130 30 34 48 9 14 95 59 175 156 89 24 86 52 32 36 53 34 309
internal_value=0.000586859 -0.00156538 0.00159816 -6.47338e-05 -0.000643579 -0.000160583 -0.00430019 0.00196325 0.000574473 -0.00401909 0.00122086 -0.000468243 0.00243535 0.00121654 0.00306494 -0.00095717 -0.00345093 0.000761069 0.00279111 0.000247949 -0.000487921 0.00102832 -7.61865e-05 0.000448755 -0.00206079 0.00136243 -0.00100266 -0.00314795 -0.00089343 -0.00413807
internal_weight=473.419 151.34 322.079 57.983 111.418 97.7531 9.46061 264.096 67.0002 8.26501 58.7352 28.2966 197.096 67.1331 129.963 10.1045 7.20652 48.5224 30.4385 90.9955 66.7275 42.5013 10.7 56.6072 15.1087 41.4985 14.6897 24.2261 12.2858 39.9214
internal_count=4034 2462 1572 457 1182 801 129 1115 349 60 289 174 766 270 496 71 62 328 115 639 507 245 56 240 86 154 68 262 87 1280
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 10 16 6 20 0 20 20 18 17 17 21 5 15 2 23 22 20 3 18 18 10 20 6 22
split_gain=25.6075 11.247 7.34225 5.84891 6.10732 5.88473 5.84668 6.13855 6.79422 5.3077 5.2095 5.02358 5.27355 4.89892 5.26917 4.89579 4.84841 7.02148 4.845 7.88224 4.83348 4.58664 5.01453 4.42072 5.09498 4.34827 4.32174 6.33775 6.65045 5.40356
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 66.964115113200009 19.974953289850003 14.825346391850003 47.927946529500012 90.407470010750018 38.244973486750006 42.622319549950006 17.399600107550004 208.33805927010005 182.63036160245002 6.7825386038500008 16.272347371850003 30.046989284200006 90.745765132650021 0.080770000000000022 -0.059424999999999999 40.316494640950005 86.589859465500012 15.042884401850001 15.343833331950004 65.611820673600008 38.478081868400004 16.465384711100004 -0.078649999999999984
decision_type=2 2 2 2 2 2 2 2 2 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 11 4 5 -2 10 18 -9 -4 26 15 13 14 16 -3 -13 -18 21 -20 -14 22 -8 24 -21 -19 27 -6 29 -29
right_child=3 2 9 -5 6 -7 7 8 -10 -11 -12 12 20 -15 -16 -17 17 25 19 23 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0048935386438900717 0.0005310980691249224 0.0019849329759698735 -0.004156537029933168 -0.0014676636075865385 0.0047028024727083437 -0.005858520241136261 -0.0047449564322993151 0.0027551417725485074 -0.0074703094445822751 0.0028873041109653969 0.0050626764698246066 0.0021026782554208383 -0.0060184960436654375 0.0044506505050469899 -0.0042680870019343653 -0.0050713314238679469 -0.0071175161665467564 -0.0029541966658657944 -0.0077768986470991442 -0.0037205579634727831 -0.00025821901225823822 0.0041049080101627231 0.0026722986916179066 0.0046245786155157441 0.0020025359699445736 0.0051839429306272077 -0.0019649163250210063 0.0012420180403408514 0.00040516188419413362 0.0038267051281576964
leaf_weight=20.752260072156787 14.322717547416689 3.789703592658042 22.004183931276206 18.547846756875515 22.975507989525795 5.4696757122874251 4.1318131759762782 2.7286872193217269 5.156150970607996 3.3902588039636603 16.339222967624664 34.220069423317909 5.6569376252591637 10.512021869421003 5.6119087859988204 9.3915162812918407 4.3119124956428987 3.423975121229887 3.6328938156366375 8.3007429055869633 13.659092240035532 18.088751301169395 6.3491849824786186 5.5027176290750495 8.8003645613789541 3.8081425949931145 7.3429546132683745 40.665898904204369 60.508838716894388 48.944629948586226
leaf_count=972 141 27 659 182 75 85 32 10 50 15 55 167 159 40 63 132 51 31 44 75 133 59 24 16 38 13 35 176 273 202
internal_value=0.000511865 -0.00133194 -0.000714879 0.00138193 0.00157119 -0.00123469 0.00178523 0.000391584 -0.00393161 -0.00321616 0.00222923 -4.19077e-05 0.000445171 0.00119123 0.000524324 -0.0030426 0.001112 -0.00182467 0.00101355 -0.000612319 -0.00194519 0.00250665 -0.000251727 0.000539174 -0.000775409 0.00133102 0.00197265 0.00213969 0.00174741 0.00265376
internal_weight=438.341 140.532 119.78 297.809 279.261 19.7924 259.468 62.6913 7.88484 25.3944 196.777 94.3853 81.2041 61.888 51.376 13.1812 45.7641 11.544 54.8065 26.2367 19.316 28.5697 10.481 22.6038 17.1011 7.23212 180.438 173.095 150.119 89.6105
internal_count=4034 2462 1490 1572 1390 226 1164 348 60 674 816 816 657 365 325 159 262 95 288 173 292 115 56 129 113 44 761 726 651 378
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=13 16 2 23 23 17 5 15 12 7 17 23 8 4 7 3 23 5 0 9 20 20 16 17 6 17 6 22 20 0
split_gain=13.3117 5.13624 4.98279 4.96657 4.94252 5.08978 4.63259 3.65774 6.57955 5.12466 4.72332 3.40295 5.04998 7.31782 4.86031 3.25828 5.16465 3.25684 3.54996 4.48272 3.95877 2.99425 5.41586 5.3827 6.63794 4.10172 3.39646 2.99377 9.82763 9.0889
threshold=98.255079293500017 20.404952284350003 322.38159739250005 0.089850000000000027 0.12535000000000004 162.13109061465002 23.626838821450004 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 0.080135000000000026 8.9430209551500024 168.01744813895002 23.225757870600003 78.387373709500011 0.089920000000000014 29.996566321350006 86.692020874450009 206.75106037490002 41.685324604100011 41.942745071500006 22.604947139800004 195.42788627465004 16.355382140900002 188.95754880325003 16.100376182700003 -0.059424999999999999 39.792680591700012 92.313586825200005
decision_type=2 2 2 2 2 2 2 2 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 4 -1 5 -2 11 27 -9 -10 -11 14 21 -14 -3 16 -5 18 19 20 -8 -13 23 -23 26 -24 -25 28 -7 -29
right_child=1 6 -4 15 -6 7 17 8 9 10 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 22 25 24 -26 -27 -28 29 -30 -31
leaf_value=-0.01753509775062995 -0.021712675655003604 0.0033005482569982711 -0.0208563375415457 0.035220942955950595 -0.022519745482061208 -0.012557334417089113 0.0017101607374625737 -0.026642854602056822 0.012296813070989253 -0.019702129589705242 2.102980737398201e-05 0.0073185734562720341 0.0055539877847149586 -0.030072133586782845 0.017199567257283263 0.01277841821235378 -0.016489063607297745 0.012720152711172175 0.0098159290281618228 -0.024460936527681831 -0.014309715193715582 0.014267645199988346 -0.022260372988369356 -0.0044155141343739344 -0.023522680348898567 -0.0011191339952115733 0.018597894458739991 -0.021630312823826388 0.0044584626600573324 0.0091568988301587405
leaf_weight=16.761432475410405 3.4063848834484807 16.219804774969816 3.9791833274066439 0.77290472388267328 3.228765587322413 15.484127411618827 17.436751920729883 3.9820128753781345 7.3044177982956198 6.013684673234823 13.965827235952018 77.940527513623238 4.5759228914976102 3.5404226668179035 18.81256053596735 3.7569121848791838 4.9589017145335674 4.9214523695409289 5.8221068307757369 3.9747706828638902 7.698035303503274 13.554350487887861 4.7410372123122206 4.872175492346285 3.7120593786239615 9.6314962282776815 4.0789483487606049 3.6147303814068428 48.739303327165544 40.673606723546982
leaf_count=963 175 76 107 2 54 259 86 68 46 145 112 321 22 31 114 27 210 27 22 58 149 46 38 31 32 51 15 131 418 198
internal_value=0.00133614 0.00228954 -0.000312546 -0.0114457 0.00024579 0.000759147 0.00423133 0.00130679 -0.00430052 -0.00103972 -0.00591549 0.00563191 0.0042122 -0.00998645 0.0107644 -0.00068901 -0.00951623 -0.00145064 -0.00344714 -0.00609984 -0.00319625 0.00518444 0.00108651 0.00611872 -0.00260368 -0.00809295 0.00607149 0.00292244 0.000355992 0.0066441
internal_weight=378.175 351.924 150.392 26.2502 146.413 143.184 201.532 139.778 31.2659 27.2839 19.9795 161.679 126.647 8.11635 35.0324 9.48872 5.73181 39.8531 34.9317 29.1096 25.1348 118.531 40.5901 26.2175 12.6632 14.3725 8.95112 108.512 64.2234 44.2883
internal_count=4034 2832 1713 1202 1606 1552 1119 1377 371 303 257 777 587 53 190 239 212 342 315 293 235 534 213 124 78 89 46 1006 677 329
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 20 20 20 21 2 20 17 10 16 0 0 15 21 10 2 20 0 22 9 9 7 23 5 14 17
split_gain=27.0337 11.03 7.45507 5.27584 6.838 5.83115 5.07821 5.77881 5.2296 6.12233 4.96434 4.48936 4.47764 6.56361 6.39067 5.07766 5.35463 5.82495 4.94908 4.7408 7.06395 8.41439 6.19588 5.58008 5.52424 5.48236 4.6827 4.55942 5.02164 4.49797
threshold=18.594956516900002 95.862351557400004 18.613387752550004 85.732241321850012 22.721067571950005 37.52517992975001 38.244973486750006 42.599563320500003 6.7825386038500008 166.67665309880002 47.927946529500012 182.63036160245002 66.964115113200009 19.974953289850003 94.496614827150012 90.407470010750018 46.683480308100009 15.285239689500001 65.611820673600008 121.84632764400003 41.806790701050012 86.329079026800017 -0.071864999999999998 204.89606367675003 185.44496129890004 23.314707969200004 0.10661000000000002 21.269675393700002 273.54171774295008 188.95754880325003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 11 8 -8 -10 -4 -3 15 -14 -15 16 18 -18 19 24 22 29 23 25 -5 -21 -26 28 -23 -22
right_child=3 2 10 12 5 -7 7 -9 9 -11 -12 -13 13 14 -16 -17 17 -19 -20 20 21 27 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0049699189972466145 0.00074999520244154177 0.0016849942816005588 -0.0044509697783574036 -0.0013249325270185859 0.0043020901163080003 -0.0064891543119062721 0.0021402437919769549 -0.0020684930709403524 -0.0051800131382533868 0.0013231802399536953 0.0027191897135937382 -0.0051707645331516899 0.0011687153430589852 -0.0073761905712346606 0.0028977479831967866 0.0050227305855544595 -0.0052568038584148557 0.003934813649659359 -0.0021633389575532779 0.00097270147071536466 -0.00081074590418600556 0.0015288621574318269 0.0039814485451792779 0.0043847719603266428 0.0046605708166599135 -0.0055659498080365454 -0.00014599965520848798 0.0026104615880981957 -0.0066088079442311555 -0.0093204601476709562
leaf_weight=20.823916636407375 45.69223771803081 3.7733604013919821 20.03525325097144 5.9647675752639762 1.7564023286104182 7.0808134488761425 44.26439949311316 20.511629901826382 6.8733567204326418 9.9705115929245931 3.1390361040830603 9.3022205606102926 55.01540957018733 5.2394670434296122 2.5199800282716751 15.957719236612318 5.7555662989616376 2.9211796671152115 7.2527092918753615 10.695971041917806 3.14622639119625 4.7376811057329196 37.467911019921303 7.191100373864173 45.649556055665016 5.4352447316050521 6.5086809620261183 16.841357797384262 3.8738105818629265 3.9215943962335587
leaf_count=972 328 27 644 31 6 123 228 302 70 71 14 134 289 52 8 56 59 9 35 39 16 17 129 20 169 37 29 56 30 34
internal_value=0.000523113 -0.00141303 -0.000784637 0.00141635 -7.56166e-05 -0.00434439 -0.000125078 0.000366297 0.00118356 -0.00133053 -0.00347975 -0.00319232 0.00174694 0.000524929 -0.0040396 0.0021654 0.00189296 -0.00216228 0.00211469 0.00231958 0.00157927 -0.000415002 0.00264614 0.000500937 0.00350807 -0.00123043 0.00406077 0.00100601 -0.0021318 -0.00553238
internal_weight=439.319 138.694 117.87 300.625 54.5295 8.83722 94.6955 81.6199 61.1083 16.8439 23.1743 13.0756 246.096 62.7749 7.75945 183.321 167.363 8.67675 158.687 151.434 93.3109 32.5207 60.7902 23.3223 58.123 16.1312 52.1582 25.4528 8.61149 7.06782
internal_count=4034 2462 1490 1572 457 129 832 671 369 141 658 161 1115 349 60 766 710 68 642 607 378 153 225 96 229 76 198 103 47 50
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=16 13 18 16 16 20 15 10 10 18 4 23 4 16 21 21 20 10 16 20 0 0 0 10 20 6 22 22 20 3
split_gain=25.3546 10.4084 7.554 7.5837 9.51744 5.5586 5.48811 5.10885 5.73276 4.96626 6.83566 6.84637 4.19433 4.08701 4.86047 4.08317 6.94178 3.98006 5.2616 8.34692 5.93255 6.91326 4.73523 4.72637 6.20417 4.82356 5.5287 8.15674 4.94809 3.92211
threshold=18.594956516900002 95.862351557400004 17.323446153950005 15.584963555600002 14.184966829400002 38.244973486750006 46.074827201850006 60.613977009100005 58.167480110400007 14.85568425095 195.50296729855003 0.083495000000000028 193.73972847335003 23.044946110900003 15.285239689500001 3.6533552218000005 40.340071172300007 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 96.163458868000006 90.407470010750018 65.611820673600008 38.478081868400004 16.465384711100004 -0.079634999999999997 -0.083424999999999985 42.719328117250008 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -6 7 8 29 10 -5 -12 -11 14 -8 -7 -17 22 20 -20 -19 -22 23 24 -9 26 27 -26 -28 -2
right_child=6 2 -4 9 5 15 13 17 -10 12 11 -13 -14 -15 -16 16 -18 18 19 -21 21 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0054882746253165915 0.0027842598846342069 -0.0041421414779513497 0.0031358434230221266 -0.0048334486473176593 -0.0045726492062341207 0.0048140801517032004 -0.0045745095398673774 0.0052537528320400848 -0.0065337946455655939 -0.00068225553338302361 -0.0039268962177362379 0.0041094085961537246 -0.0069840666799509121 0.0049803392910671117 0.0029635868749364326 -0.0054209380383111998 0.0024040037836778536 0.0045475423916373674 0.0016112181702919422 -0.0056463588976147245 -0.0036354206672898704 0.0030704118315672191 0.0055797994371953805 -0.0025997398664034306 0.0021457552422872134 0.00064951520804061103 0.0048233855211419138 -0.0063145507961123518 -0.0013365200402632497 -0.0040558473277096125
leaf_weight=19.388172246515751 10.047290693968536 13.959099696949123 14.718545459210871 12.213572310283782 4.698505785316228 13.651939630508421 11.83770968578756 22.52946125715971 5.0442213751375666 4.9158924892544773 5.9578312747180453 9.7271147612482292 14.654366377741097 2.8708161860704413 3.9847721792757502 4.9972708448767689 18.88000594265759 17.808519184589386 12.66087954118848 9.7968391478061658 10.045023810118439 11.483955785632132 15.46797354519367 6.9462368935346595 34.309548722580075 60.592840995639563 42.644707184284925 4.4917677678167811 5.0871392339467993 4.1196761038154355
leaf_count=972 57 255 74 332 91 44 152 75 85 41 161 78 266 10 20 51 97 66 53 83 110 36 55 35 142 273 182 32 22 84
internal_value=0.000608794 -0.00147861 -0.000821874 -0.00138385 8.38997e-05 0.00148089 0.00159438 0.00180623 -0.00112916 -0.00312116 -0.00152183 0.00105687 -0.0054011 -0.00150026 -0.0026761 0.00223877 0.000766323 0.00202836 0.000725146 -0.00155479 0.00202676 -5.84056e-05 0.00244765 0.00217331 0.00236874 0.00192695 0.00282145 0.00116636 0.00416688 0.000795194
internal_weight=429.532 137.762 118.374 103.656 56.1868 42.2277 291.769 273.076 19.2112 47.4688 27.8985 15.6849 19.5703 18.6933 15.8225 37.5292 23.8773 253.865 61.7952 22.4577 39.3375 21.529 192.07 176.602 169.655 147.126 86.5332 38.8013 47.7318 14.167
internal_count=4034 2462 1490 1416 538 283 1572 1390 226 878 571 239 307 182 172 192 148 1164 348 136 212 146 816 761 726 651 378 174 204 141
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=13 16 18 19 6 6 13 8 23 17 18 23 6 22 12 9 13 15 4 5 3 22 16 10 10 12 5 10 4 12
split_gain=12.8637 6.62174 4.46783 5.03514 5.72193 6.07467 5.19536 4.74312 4.97857 4.60003 4.78822 6.6429 3.77278 5.25602 5.08989 5.34046 3.37576 3.37129 3.26007 3.1577 3.65803 3.75525 4.04205 2.9273 4.74421 3.08963 2.79462 3.19771 2.72576 4.6748
threshold=95.862351557400004 18.634956423400002 17.323446153950005 13.051052998800001 13.65531905435 15.51536251395 101.53768667075001 7.6440346712000009 0.087905000000000025 200.26331585350002 15.946034773700001 0.089505000000000015 13.78532209185 -0.23783499999999999 162.55248274650003 204.54860637155002 109.72404167800001 46.074827201850006 195.50296729855003 24.367802910700004 92.913112988300014 -0.10290999999999999 22.604947139800004 60.613977009100005 58.167480110400007 335.9827356823501 13.154029769200003 78.527173532250018 310.49012963040008 251.89085751685002
decision_type=2 2 2 2 2 2 2 2 2 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 6 12 9 8 -5 10 11 -2 -6 16 18 -16 -14 23 -15 -19 -21 -22 -23 24 -3 28 -12 -28 -25 -30
right_child=1 17 -4 7 5 -7 -8 -9 -10 -11 26 -13 13 14 15 -17 -18 19 -20 20 21 22 -24 25 -26 -27 27 -29 29 -31
leaf_value=-0.018173085771178626 -0.021982744491917103 0.0028029771163902745 0.009361918263230776 -0.021531749072776489 0.019983811644498559 -0.021578764880075603 -0.024985939635305397 -0.022067310428197449 0.021210339712945135 -0.025086935503055394 0.024618147564118405 0.010117422659888485 -0.028642006174527189 0.0036096044384425837 0.013877919904975874 -0.02396960139345776 0.013545400287083646 -0.026511369596861394 0.019849685514502041 0.021570128380422 0.011108867674733675 0.0043459598204171638 -0.026085013298074278 0.0054107154013191636 -0.022514278902684513 0.016686611655423567 0.023699422145039031 -0.0062223702319363352 -0.020781651447278157 0.0036077131560689414
leaf_weight=13.774361084215341 7.266760493628686 12.200425017625095 12.648902796208857 2.0608271332457653 6.7057786472141734 3.8070973632857195 6.3027069503441444 10.840498797595499 2.7059205509722233 3.8268785029649726 3.4781777430325729 4.4697452690452337 3.2932021748274485 11.396456061862422 2.5965138748288146 4.1721023600548506 1.081667974591255 2.4954920113086727 9.9296539248898608 2.4881414771080008 3.6953578591346741 3.0731294490396959 4.8010448068380356 198.03568002767861 4.2963018575683227 9.7059524655342084 2.132816094905138 5.4538381341844797 4.7173289619386223 11.844452593475578
leaf_count=972 222 141 74 120 22 238 121 258 13 67 11 34 79 54 19 66 4 40 41 6 20 24 92 979 85 62 8 54 50 58
internal_value=0.00147856 0.00222731 -0.0021801 -0.0037753 -0.00157176 0.0034072 -0.00807046 -0.0144933 0.00273148 -0.00406669 -0.000538742 -0.00975768 0.00583536 0.00291336 0.00620286 -0.00945089 -0.0182113 0.00401131 0.0111712 -0.00503334 -0.0012206 -0.00612197 -0.0142084 0.00463306 -0.00379049 0.00525258 0.00923982 0.00218946 0.00473543 -0.00333916
internal_weight=375.297 361.523 104.17 91.5206 75.9134 42.9825 32.9309 15.6072 4.76675 26.6282 22.8013 11.7365 39.1754 32.4696 28.0947 6.76862 4.37487 257.353 21.3261 16.5532 14.0577 11.5695 7.87417 240.8 16.4967 224.303 11.0648 7.58665 214.597 16.5618
internal_count=4034 3062 1505 1431 1040 523 517 391 133 396 329 256 285 263 180 85 83 1557 95 182 142 136 116 1375 226 1149 73 62 1087 108
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=13 16 7 15 10 7 10 16 17 7 20 23 12 20 21 18 21 0 15 5 3 21 21 5 3 3 22 23 23 20
split_gain=11.2323 5.49456 3.87527 3.51637 3.89362 3.41012 3.33809 5.10144 5.62731 5.61482 5.13743 5.19491 4.91177 3.69814 3.61354 3.33747 3.56037 3.01584 2.80399 2.80391 3.15912 3.46955 3.39728 2.52482 4.79663 2.4989 4.19095 2.77267 5.03204 3.17837
threshold=95.862351557400004 18.634956423400002 22.356277907050004 14.208195442900001 81.479100559500012 19.506002767000002 69.999384342500022 15.584963555600002 236.15709471040003 25.138824731100005 41.035283712600005 0.10301500000000002 103.54784004735002 33.151194885250007 1.9176293050000004 14.118140587000001 5.1781607048500016 76.451683855550016 46.074827201850006 24.367802910700004 92.913112988300014 1.4744127452000002 15.285239689500001 13.8160216159 81.715684874950014 108.47659710545001 0.11704500000000002 0.080515000000000017 1.0000000180025095e-35 38.478081868400004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 17 -5 10 9 12 11 14 -9 -11 -8 -14 -17 -2 25 -20 -21 -22 -23 -16 -25 27 -27 28 -3 -29
right_child=1 18 3 4 -6 -7 7 8 -10 13 -12 -13 15 -15 23 16 -18 -19 19 20 21 22 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.014883407420262609 -0.017770125742081484 0.0024546232329285432 0.015532351075754215 0.016446081597378773 -0.016337525203887253 -0.016898911839860985 -0.01283184931962259 -0.022413668252132375 0.011570207836331283 0.013815864504611936 0.011357894316806356 -0.021627203449915131 0.016547352509015376 -0.020075528947251498 0.016171560683261376 0.004917734913787458 -0.017000792542895802 0.013938766540943148 -0.021701435140427501 0.017360939191686922 0.011391392743641506 -0.018724009011978036 0.004883555612637573 -0.015460259033900256 0.0074821647774766043 -0.020326348906996507 0.026044412463296619 0.0070506845175540072 0.012986350839069835 0.0014754906077031739
leaf_weight=12.746283417567609 1.4085184205323451 30.614889809861779 3.971286714076995 3.4480920657515517 4.832073336467146 8.6036691507324559 4.3061180133372607 2.9313122062012615 4.7431002780795088 1.057618474587797 14.629603561013935 3.3730590827763072 3.6644784267991772 11.982119451276956 4.4919801354408291 6.2706144805997592 3.4775523422285914 2.5346487946808338 2.3102518562227479 2.3407204821705809 2.9249601792544118 5.383981589227913 2.7953051887452602 3.7935681734234086 10.006315384060143 2.8652219548821445 0.74033234827220429 39.69702622294426 24.776884876191616 138.73851643968374
leaf_count=972 115 173 18 16 131 419 40 53 30 7 59 49 16 251 12 88 105 16 40 6 16 102 18 43 37 93 2 200 152 755
internal_value=0.00113903 0.00171805 -0.00174058 -0.000438497 -0.00120258 -0.010767 -0.000267082 -0.00103827 -0.00598957 -0.00882406 0.00312354 -0.0015149 -0.00204039 -0.0173267 0.00148713 0.00241216 -0.00290146 0.0026122 0.0030776 -0.00402013 -0.000981945 -0.00484853 -0.010656 0.00485799 0.00117533 0.00354858 -0.010805 0.00376991 0.00716549 0.00271582
internal_weight=365.46 352.714 99.5257 86.9789 83.0076 12.5468 78.1755 74.7274 34.1268 29.3837 40.6006 25.971 16.344 13.0397 22.598 13.4126 9.74817 3.94317 253.188 15.7552 13.445 11.1042 8.17929 18.2919 13.7999 237.433 3.60555 233.827 55.3918 178.436
internal_count=4034 3062 1505 955 937 550 806 790 550 520 240 181 262 258 132 209 193 131 1557 182 142 136 120 92 80 1375 95 1280 325 955
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=16 8 15 3 0 20 18 10 16 6 17 6 20 22 15 2 22 0 15 20 22 22 13 18 19 16 8 5 15 7
split_gain=28.3379 11.0782 5.93113 6.81531 5.32039 9.18306 10.508 6.81884 6.9533 6.08236 5.30435 5.15709 7.38294 6.98604 7.06092 5.89586 5.73341 8.50167 6.12806 5.10126 5.07333 9.2436 5.14524 4.71783 6.74929 7.36311 6.6111 4.65224 4.40462 6.15041
threshold=18.594956516900002 5.9453602998000008 31.385732506450001 76.825379535700009 85.995710218650018 41.942745071500006 13.036600629150001 66.964115113200009 19.974953289850003 14.825346391850003 241.79519611995002 16.455384477450004 41.243661560350013 -0.055334999999999995 37.274314847650004 131.42729508740004 -0.06828999999999999 90.297243227400017 44.190294328500009 41.535369675400013 -0.073609999999999995 -0.092479999999999993 109.72404167800001 17.323446153950005 13.051052998800001 12.644970430600003 7.6440346712000009 19.749058312400006 27.559212205100003 24.909276771700004
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 -2 -7 11 20 -10 -3 15 -13 14 -14 27 17 18 19 -17 21 22 28 24 25 -5 -26 -6 -9 -30
right_child=4 2 -4 23 7 6 -8 8 9 -11 -12 12 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0034741974402564485 0.0013838611409763449 -0.004408344642230908 -0.0048735537870666056 -0.004338246866869659 0.00058028656488567465 0.00013884783822339515 -0.0056258280936518409 0.0025270209102113005 0.0019406211873157376 -0.0063871347922930836 0.0014607997584157708 0.0023955744305490067 -0.0048227919401382562 -0.0063531973929286337 0.002032830427175896 -0.002572190680354516 0.0031504268266345568 0.0048559105746481847 -0.0054439288715059826 0.0021147268133075558 0.0020516741049305051 -0.0064277485122258369 0.0042165677397885612 0.0029931514244347398 0.0051219728482116301 0.0009535722789844489 -0.0052224080533783144 0.0046554266568275002 -0.006288638141172781 0.002430410617412373
leaf_weight=33.206703663803637 55.531264772638679 12.046627512201669 5.9006151687353841 5.9338159933686248 6.7874940633773795 19.776566624641422 9.5419467333704215 4.5114491507411021 2.7067417800426474 5.2437075823545456 4.2368341274559489 28.382717542350292 4.1757352501153973 4.2070549167692652 11.425088588148354 7.6997376233339407 33.178460411727428 6.98928578197956 4.654922228306531 12.243062280118464 33.960637323558331 4.5859922952950027 5.8591427803039542 11.505726389586924 1.4866964668035496 54.599845945835114 8.1610147561877948 35.668156415224075 4.595766332000494 2.566450722515583
leaf_count=1280 273 358 162 114 29 162 152 17 10 50 65 95 41 30 38 38 123 22 44 42 134 50 17 46 3 295 139 134 60 11
internal_value=0.000497496 -0.00120577 -0.000480575 -0.000215993 0.00126479 0.000305388 -0.00173731 0.00163575 0.000396713 -0.00355194 -0.00288124 0.00214624 0.00092033 -0.00119355 0.000197846 0.00269722 0.00184064 0.000464869 -0.000782817 0.00030515 0.000956518 -0.000724957 0.000766701 0.000315296 -0.000123719 0.000434841 -0.00362836 0.00400392 -0.000964826 -0.00316432
internal_weight=441.369 137.078 103.871 97.9706 304.291 84.8498 29.3185 219.442 64.0299 7.95045 16.2835 155.412 48.1906 19.8079 15.6008 107.221 64.7655 31.587 24.5977 19.9428 56.0794 22.1188 17.5328 81.6871 70.1814 60.5337 9.64771 42.4557 11.6737 7.16222
internal_count=4034 2462 1182 1020 1572 587 314 985 349 60 423 636 204 109 79 432 269 146 124 80 289 155 105 597 551 409 142 163 88 71
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=13 16 2 17 23 3 20 18 23 15 16 23 5 0 10 16 16 16 17 16 7 5 13 3 18 6 9 9 22 20
split_gain=10.3148 5.01657 5.01556 4.7298 4.22924 3.54594 9.40341 6.0561 4.96721 3.71857 3.87761 5.14511 7.21196 4.57686 3.69491 5.99672 3.62539 3.42814 4.82481 3.40845 3.37248 6.49964 5.09246 5.80574 4.61258 5.45326 4.1821 3.5731 3.34852 3.02406
threshold=95.862351557400004 20.404952284350003 322.38159739250005 162.13109061465002 0.12535000000000004 93.281431752200021 41.942745071500006 13.036600629150001 0.080135000000000026 33.005488016050009 22.554947256700004 0.09450500000000002 21.336111252450003 87.350693116400024 64.407391431150018 20.664951676350004 22.584947186600004 22.604947139800004 187.51563899930002 19.974953289850003 19.078733418100004 20.769304081650002 109.34496908160001 83.538459487450012 14.466921572300002 14.745344522600002 221.38017838285003 49.235310305400013 -0.078649999999999984 41.481306584950012
decision_type=2 2 2 2 2 2 2 2 2 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 19 8 29 17 28 14 -11 12 -12 -14 -10 -16 -9 -8 -19 20 -5 22 23 -22 25 27 -23 -25 -3 -7
right_child=1 5 -4 4 -6 6 7 16 9 10 11 -13 13 -15 15 -17 -18 18 -20 -21 21 26 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.016413188612146683 -0.022040602521136987 0.0031116962231767776 -0.022032148664379331 0.014695285882002551 -0.023254425859371153 0.0026414405115993745 0.013522897539999343 -0.0055123969456865197 0.0090252989604229089 0.010853814830271976 -0.028328483842821734 0.0083676475513036874 -0.0084722739360665669 0.015265679913197449 0.0059227991099818772 -0.027271054147436979 -0.025934564713637143 -0.025036826970134346 0.0096048845116373602 -0.016947079047723877 0.0023286488145038927 -0.019126712003079468 0.009783312768856774 0.006806685687968779 -0.019918731988373028 0.018016564450997769 0.016827363962322511 -0.021274495078684143 0.019033123294185626 0.012533184712827156
leaf_weight=12.16860315389931 3.6786263333633533 7.2132280468940762 4.1130308220162979 6.8308175457641473 2.8305622087791553 49.332499278709292 5.0258854590356368 5.5173157025128594 4.3533879444003096 31.83902457728982 4.2382472604513195 19.644651502370834 7.7419256418943387 5.1416322588920593 3.6148696690797788 4.8452421724796295 8.2524616615846735 3.1491457298398018 2.9734084494411945 3.9917775262147179 76.532575760036707 8.9441299792379123 24.834328312426805 2.7434268966317195 8.9124635001644474 3.7619299814105034 1.4269819520413864 4.6369655206799507 16.562581025063992 15.434817317873238
leaf_count=972 204 39 118 79 55 236 32 41 21 138 34 80 45 19 17 37 150 43 15 45 608 345 98 36 195 11 9 138 108 66
internal_value=0.00123768 0.00185467 -0.00078566 -0.000199657 0.000352746 0.00393081 0.00108153 -0.00910011 0.00636 0.00406976 0.00587111 0.00155618 -0.00625894 0.00100118 -0.00557491 -0.0130879 -0.0177517 0.0015858 -0.00821314 0.000821289 0.00133294 0.000640374 0.00190622 -0.000119124 -0.00946025 -0.00109478 -0.0141797 -0.0108362 0.0142028 0.00499876
internal_weight=360.287 348.118 153.238 149.125 145.446 194.88 89.6855 24.9182 105.195 81.419 68.6055 36.7665 17.1218 12.8836 12.8135 8.46011 13.7698 11.1484 6.12255 142.615 138.624 131.793 121.422 96.5874 20.0548 11.1423 10.3711 7.38039 23.7758 64.7673
internal_count=4034 3062 1941 1823 1619 1121 583 281 538 391 316 178 98 64 75 54 191 90 58 1564 1519 1440 1086 988 380 185 354 174 147 302
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=16 13 17 16 0 17 20 0 7 20 9 9 4 8 23 23 22 8 15 23 16 13 20 23 10 21 17 12 5 9
split_gain=18.579 8.84123 5.66443 6.99402 6.63171 4.83861 4.83513 4.30659 6.26987 5.19706 3.95264 3.92266 3.88523 3.63534 3.46603 4.78868 8.84321 4.60395 4.32068 3.9939 3.67599 5.15854 4.46209 3.41392 4.07775 5.43886 4.12963 3.20039 8.37807 3.81124
threshold=18.594956516900002 92.38617519475001 241.79519611995002 15.584963555600002 103.33357670195001 179.91109285790003 38.244973486750006 85.732241321850012 22.721067571950005 37.52517992975001 181.33671263215004 186.68586460755003 290.29001804785008 8.6432548896500023 0.084360000000000018 0.093325000000000033 -0.083064999999999986 8.2435668022500028 44.891409666300007 1.0000000180025095e-35 22.634947069650003 109.49014582065001 36.957836847500012 0.083495000000000028 71.322105742700003 5.4349223666500004 173.77968723070003 121.36065266065002 20.204934414350003 191.72037998490001
decision_type=2 2 2 2 2 2 2 2 2 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 13 8 -2 -10 -9 -12 23 -7 18 16 17 -16 19 -13 21 -18 -23 -5 26 -26 -25 28 -17 -29
right_child=7 2 -4 12 -6 6 -8 10 9 -11 11 14 -14 -15 15 27 20 -19 -20 -21 -22 22 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.0080280094281374309 0.0009816628916839243 -0.0029760510235716368 0.0067968062813607748 -0.0062962344683325875 -0.0086605756093781038 -0.0095423369332002499 0.0032158042379618716 -0.0032002249727750348 0.0062533318346714379 -0.0096365628442867356 0.0063166204321649742 0.0015131638438847562 -0.0088365315049573987 0.0048706946845867086 -0.0034365771382206863 -0.007692963076923633 0.0014257393124349805 0.0039998883531823931 -0.0037290891700836981 0.0057700043530171333 0.001950329598354195 0.0038742490394853592 -0.0087367250367031239 -0.0081552668452324062 9.3794088019518408e-05 -0.0091751920038537754 0.004998782991321885 -0.0027989611411150628 0.0045209290187898056 0.0039864135551528363
leaf_weight=12.347631542943416 42.849806888960302 14.202592710033057 5.302862459793686 11.512810796499251 4.7072456860914818 3.3749473877251139 38.111307309940457 7.6689789853990069 1.5553967505693425 6.4379285294562578 15.23790594562888 20.571282744407654 7.7126037059351793 1.5561683401465414 6.2390301898121825 5.9170104451477519 5.783290244638926 26.969885537400842 4.3942883536219588 38.556229334324598 6.1654165070503941 1.9473052397370327 13.87192318215966 1.7607054747641111 9.5624936092644948 6.4528698623180381 8.2999593261629325 5.4697969648987046 8.0932834073901159 63.826590096578002
leaf_count=797 328 297 31 368 155 56 197 54 6 123 58 87 205 10 56 46 28 101 32 184 27 7 124 91 79 122 54 30 26 255
internal_value=0.000742805 -0.00176139 -0.00107393 -0.00146308 0.000240478 0.00097241 0.00227527 0.00185372 -0.000201581 -0.0065446 0.00230666 0.002496 -0.00379279 -0.00499385 0.00221585 0.00154733 -0.000113898 0.00260278 0.00373432 0.00428899 -0.0033629 -0.00487931 -0.00718435 -0.0027579 -0.00119569 -0.00364084 0.00269671 0.00276327 -0.000637402 0.00345082
internal_weight=406.46 124.904 112.557 107.254 61.9523 57.245 43.0424 281.555 50.8431 7.99333 230.712 223.043 45.3014 4.93112 207.805 144.284 60.9769 33.2089 63.5218 59.1275 27.7679 21.6025 15.8192 37.5888 26.076 16.0154 10.0607 83.3067 14.0103 69.2964
internal_count=4034 2462 1665 1634 715 560 263 1572 457 129 1115 1061 919 66 1003 700 343 157 303 271 186 159 131 714 346 201 145 357 72 285
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=13 8 20 6 3 10 4 22 3 5 20 8 20 6 5 16 21 18 23 23 10 16 0 3 6 16 23 18 19 9
split_gain=9.75789 5.39368 6.93657 4.11664 4.01987 4.1104 3.93884 4.28111 3.70503 5.96378 4.56861 3.40472 3.34025 4.75605 3.61188 3.24888 3.21882 3.20832 3.18255 3.02885 3.01515 12.1465 3.6548 3.36737 3.15812 3.01176 2.92623 3.60951 4.4652 5.22447
threshold=92.38617519475001 5.9453602998000008 47.709122305950011 14.845346859150002 83.538459487450012 70.077349628250019 375.65892766775005 -0.16276499999999997 81.105404879350019 14.050239455300002 42.599563320500003 7.4441906275000003 37.828051409500013 16.465384711100004 23.626838821450004 21.094950670800003 8.0341677368500015 14.012834869550002 0.09914000000000002 0.087795000000000026 66.964115113200009 18.964955651700002 85.995710218650018 85.538672336450006 16.375382608200002 22.644947046300004 0.084360000000000018 13.314799198000001 14.251149826300002 201.14010537530001
decision_type=2 2 2 2 2 2 2 2 2 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 15 4 8 19 7 -4 9 10 -3 -12 -5 14 20 -2 25 -15 -10 -6 22 23 24 -22 -14 -16 -24 -28 -29 -30
right_child=1 3 6 12 5 -7 -8 -9 18 -11 11 -13 13 17 16 -17 -18 -19 -20 -21 21 -23 26 -25 -26 -27 27 28 29 -31
leaf_value=-0.018674900888371326 -0.019251207604055333 0.0064665384467405647 0.013129376556761468 0.0094529989814904417 0.0090306683858671806 -0.013393605464349622 -0.019910814410169168 -0.012830549813866075 0.0077676626956112264 -0.010519348828806774 0.016505594848378352 -0.022991090875934286 -0.015421399562085608 0.00013952811407889678 -0.029463587204695055 0.0098317256248612577 0.0057310024317528538 -0.017891026920369271 -0.0078612230095773117 -0.0092609467071095644 -0.0031847883149833112 -0.019090656809394736 0.015248050986825678 0.015979544042333062 0.0049990439652079256 8.0587899076504699e-05 0.015093217671722562 0.015749223985905798 -0.011694807797246928 0.0067204074168144053
leaf_weight=8.1555049978196603 11.442187837325038 22.76929592341185 8.8951729163527471 29.674901273101568 6.9142834618687647 14.519215192645786 2.1818848322145632 2.8053743550553909 32.21719416230917 17.494179388508201 0.94145495444536109 3.3051737593486905 3.6394770219922057 72.125062418170273 2.5974075645208341 1.4533766657114018 4.2494820803403854 3.4727413803338996 5.0615360215306273 5.4229218922555447 4.4597938936203745 7.2115460895001879 21.970844000577927 9.9361722581088525 8.4371157698333246 2.0909826662391424 12.727474607527254 7.2889425009489086 8.7908458635211009 12.565150503069161
leaf_count=797 714 210 40 137 33 298 90 55 137 244 6 85 29 433 50 5 33 46 45 42 31 66 131 38 35 21 56 28 45 54
internal_value=0.00113572 0.00160179 -0.00629757 0.00226305 -0.000635298 -0.00678592 0.00269049 0.00690511 0.00138434 -0.00218465 0.00321248 -0.0142349 0.00375375 0.00282226 0.00532709 -0.0159735 -0.00581868 -0.000688743 0.00564564 0.000990436 0.0063538 0.00031928 0.00808267 0.0100425 -0.00115499 -0.0162871 0.00984386 0.00697396 0.00336642 -0.000859914
internal_weight=354.817 346.661 26.778 319.883 108.645 26.8564 13.8824 11.7005 81.7888 44.5101 27.0159 4.24663 211.238 181.563 105.965 12.8956 8.93787 75.5978 37.2787 12.3372 97.0274 21.6075 75.4199 14.396 12.0766 4.68839 63.3433 41.3724 28.6449 21.356
internal_count=4034 3237 904 2333 1100 373 185 95 727 545 301 91 1233 1096 617 719 104 479 182 75 513 135 378 69 64 71 314 183 127 99
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 17 9 10 5 0 6 20 10 22 0 20 10 18 19 16 8 21 0 2 2 23 0 5 18 17
split_gain=31.3713 11.9624 6.61178 6.16933 7.36884 6.84263 5.60264 5.60095 9.67593 7.35508 5.92541 8.37145 5.84462 6.56026 5.61032 5.09962 8.5593 5.03685 7.02047 7.55645 7.03572 4.60937 6.3247 4.58168 4.57681 4.45794 4.40264 4.37444 3.91385 5.60495
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 76.825379535700009 31.385732506450001 241.79519611995002 226.28914430085004 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 39.337369931850013 62.025417527550012 -0.023719999999999998 85.995710218650018 47.709122305950011 70.389210771400016 17.323446153950005 13.051052998800001 12.604970524100002 7.6440346712000009 8.9626214023500008 94.165934477050016 131.42729508740004 154.31016903475003 0.092260000000000023 107.57327517365 19.749058312400006 11.862896247150001 193.58923865885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 7 5 17 -3 25 10 9 -9 14 -12 -13 24 -2 -1 -17 18 19 -5 -20 -11 -23 27 -14 28 -7 -16 -4 -30
right_child=2 3 6 4 -6 26 -8 8 -10 21 11 12 13 -15 23 16 -18 -19 20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.004163998430063473 -6.7645064798622868e-05 -0.0040035756375633343 0.00086531198564834453 -0.0045582548807662267 -0.0042863949823796323 0.004228621821179052 0.004165969940664184 -0.0035698925781125889 -0.0055124013608222793 0.0017293601120268274 0.0031711212162714385 0.001110013488784208 0.00065815672908579154 -0.0067033273622248589 0.00072819166059992328 0.0029413588733228219 -0.0034726526864348899 0.0027055041387049478 0.0046871623036509992 0.00077327233137681486 -0.0046366530760688727 0.0016778926644126222 -0.0054207362946993931 0.0018855413045388654 -0.0037964995742575084 0.0008901722957521006 -0.0042027528797310629 0.0041282446820520421 -0.0044332987411542712 -0.00045492891488635033
leaf_weight=23.692645324394107 14.014148380607365 13.357716707512738 8.5183514282107371 4.515837784856557 5.9515852369368067 3.157631440088152 4.4982449784874907 5.5385964587330809 4.1173899322748175 45.061939377337694 18.02231190353632 31.908933352679014 12.613725587725645 3.3221041560173026 7.1112188324332228 5.130753267556428 9.076503671705721 11.654300287365912 1.5042231082916249 57.721307013183832 8.3695995584130269 4.356871746480464 3.6207735016942024 58.906210392713547 5.1039880439639083 22.705506196245551 1.4120558034628627 36.876389510929585 10.379151277244093 12.064142834395168
leaf_count=971 66 358 74 106 162 13 13 47 45 186 58 126 51 26 29 22 287 46 3 303 139 18 47 226 43 119 52 134 150 114
internal_value=0.000400393 -0.00111878 0.00111655 -0.000443565 -1.87984e-05 -0.00256929 -8.90531e-05 0.0013964 0.000369125 0.000782531 0.00173921 0.000834504 3.91834e-05 -0.00158483 0.00228843 -0.00303653 -0.00115632 0.000284418 -0.000106869 0.000386424 -0.00321622 0.00123703 -0.00154393 0.00260932 -0.000625108 -0.000445698 0.00162329 0.00357858 -0.00142535 -0.00229477
internal_weight=454.284 145.544 308.74 107.644 89.7169 17.9274 58.1654 250.575 62.6956 58.5782 187.879 70.9711 52.9488 21.0398 116.908 37.8999 14.2073 83.7653 72.111 62.2371 9.87382 53.0396 7.97765 102.894 17.7177 53.6672 4.56969 43.9876 30.9616 22.4433
internal_count=4034 2462 1572 1182 759 423 470 1102 343 298 759 304 246 120 455 1280 309 597 551 409 142 251 65 389 94 457 65 163 338 264
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=3 17 8 20 21 9 0 16 5 3 10 19 2 7 20 21 23 22 9 22 20 17 22 18 0 3 20 22 16 21
split_gain=9.22363 5.80305 5.10632 6.25729 3.60839 3.1688 5.2034 7.48685 4.11288 5.18021 4.01614 5.75509 5.28374 5.84089 5.09267 4.11156 5.44315 4.02675 3.7589 3.66912 6.51712 6.73355 3.66199 3.42662 4.40178 3.19467 3.07896 3.04428 3.01017 2.8917
threshold=76.825379535700009 241.79519611995002 5.9453602998000008 47.709122305950011 6.7094573673000006 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 64.407391431150018 14.551174033150001 121.84632764400003 23.109894804950002 41.481306584950012 6.021362969500001 0.085335000000000022 -0.06828999999999999 199.17419511990002 -0.13125999999999996 41.827117825850003 187.51563899930002 -0.054619999999999995 13.314799198000001 86.103248543850015 92.598563387050021 43.940903692500008 -0.086139999999999994 21.094950670800003 8.8898213993500015
decision_type=2 2 2 2 2 2 2 2 2 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 28 -5 19 7 -7 9 22 12 26 -8 23 17 16 -16 25 -17 -4 21 -21 -9 24 -14 -15 29 -3 -2 -12
right_child=2 27 5 4 -6 6 10 8 -10 -11 11 -13 13 14 15 18 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.021234216579186557 -0.022924482978080519 -0.02653511816081899 0.024863765602473407 0.017223892820066283 -0.0060812141338499343 -0.02902238874386415 0.013907039087425436 -0.01198479631272566 0.018203948403784666 -0.02272421502462306 0.0031216671196392181 -0.03070911948178854 -0.018017750342145599 0.015774047784739731 0.0060687656256962564 -0.010070381930807247 -0.022248175084191225 0.017303765746287253 0.012772518387449215 -0.0050044325766955503 -0.013011429659989592 0.020697481426479297 0.021180599640401684 -0.029348855710118849 0.0097040378746582195 -0.0063767508024828697 -0.023528013440791831 0.022716780302019787 0.011005837492145874 -0.0053208826295865104
leaf_weight=13.263011685572566 10.607285552658142 0.79595536552369628 5.9849444031715384 5.2475403705611816 8.332286249380557 6.0330646438524154 30.690752666443586 2.9229587577283382 4.28404527157545 5.4704144103452563 109.67197306826711 2.8020476736128321 5.3793149404227716 5.0885705575346938 5.8622939214110392 4.8365533538162735 7.497013233602047 22.342555604875088 12.550642816349862 7.574058346450335 6.7407894376665345 14.204672273248432 3.601486489176752 3.270215217024087 5.7356092482805252 8.306120850145815 2.4041741658002129 2.5785183357074848 1.43906670808792 23.956463661044836
leaf_count=902 718 39 21 38 149 134 153 29 16 71 759 19 39 18 27 28 64 98 53 36 59 57 12 23 24 49 121 32 5 241
internal_value=0.00132022 -0.0146762 0.00211983 -0.00732125 0.00292439 0.00290736 0.00211207 -0.00807493 -0.000311677 -0.00692466 0.00301981 0.00052059 0.00613006 0.00317859 0.00593064 -0.000638141 -0.00982221 0.0115821 0.00641837 0.00919296 0.00590437 0.011759 0.00632247 -0.00954052 -0.00371254 0.00203822 0.00116387 0.0110995 -0.0188711 0.00160811
internal_weight=349.474 16.6375 332.837 25.6262 13.5798 307.211 272.706 22.312 16.2789 11.9949 250.394 138.835 111.56 80.8689 66.4838 30.7465 13.3593 35.7372 17.3872 34.5045 28.5195 21.7787 6.52445 14.3851 11.1149 13.3947 136.033 3.37447 12.0464 133.628
internal_count=4034 973 3061 910 187 2151 1978 262 128 112 1716 1140 576 423 337 172 91 165 81 173 152 93 41 86 63 67 1121 71 723 1000
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=13 16 2 5 23 17 15 12 7 17 23 5 0 20 6 20 15 18 0 2 5 20 16 22 16 19 22 21 22 16
split_gain=18.9175 8.71667 6.58691 6.34656 5.94915 5.84451 5.14302 7.16031 5.45712 5.2546 5.00496 4.34423 4.59889 5.81345 4.13815 7.19779 6.07977 7.93718 4.23595 4.84713 5.40719 4.04858 5.19539 3.87398 3.81022 5.37378 7.78288 3.6863 5.28864 3.67791
threshold=98.255079293500017 20.404952284350003 322.38159739250005 23.626838821450004 0.12535000000000004 162.13109061465002 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 0.089850000000000027 29.996566321350006 85.791387400750025 38.121007182500009 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 85.995710218650018 131.42729508740004 19.749058312400006 41.942745071500006 22.574947209950004 0.11704500000000002 22.614947116400003 14.451165964200003 -0.031449999999999999 5.2345280387500006 -0.063749999999999987 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 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 4 14 5 -2 -7 -8 -9 -10 -1 12 13 -5 18 -16 17 -17 29 20 -20 -18 -23 -15 25 -21 -27 28 -14 -3
right_child=1 3 -4 11 -6 6 7 8 9 -11 -12 -13 27 23 15 16 21 -19 19 24 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.005050700050018635 -0.0060918529818024779 0.002809626007475116 -0.0061346950457634589 0.0022110819209756509 -0.0065947230036121378 0.0009465101598682687 -0.0075590039986990921 0.0033453081441634307 -0.0056446465546575071 -3.1406140719011249e-05 -0.00055647353034736545 0.0040425730289502795 -0.0080762179733277744 -0.0068227913824184735 0.0029081620243707157 0.0013820535785175742 0.0022981795055777433 -0.007738969168353392 -8.4879016695289721e-05 0.0022058874423478204 0.0053137891094691275 0.0025285615971959966 -0.0049762055090224137 0.0009205601945705326 0.0034957334882225253 -0.0071445676786539699 0.0024207445203107921 0.0019345119456653647 0.0016945148191001263 -0.0027195643483659106
leaf_weight=20.013773322105411 3.9688414102420202 6.1987023279070836 4.9228876261040559 4.0045594573020926 3.6466795634478322 113.01103269867599 4.561399968340992 7.791182951070371 6.8268195558339384 14.633875608444212 10.57000200729817 5.505846392363309 2.907677810639143 8.7310290001332742 29.162930049002171 4.5945918187499029 17.515292041003708 6.3353915959596634 6.1838469728827468 21.897131666541103 31.860226221382618 4.4230358600616437 6.1625505276024342 2.273050643503665 26.145668022334576 4.9434230998158455 4.5691211074590665 15.565722577273844 3.3029291853308704 7.328226126730442
leaf_count=963 175 24 107 24 54 1006 68 46 145 112 239 27 32 162 105 17 56 62 32 84 134 16 49 17 103 37 17 65 15 41
internal_value=0.000499635 0.000822207 -0.000118416 0.00150478 7.33576e-05 0.000234614 0.000405626 -0.00140212 -0.000442046 -0.00181702 -0.00349746 -0.000334338 -0.000989459 -0.00323967 0.00194341 0.000922403 -0.000561308 -0.0039048 0.00258144 0.002973 0.00443627 0.000739161 -0.00184045 -0.00522329 0.00200577 0.000765518 -0.0025501 0.000561431 -0.00287994 -0.000185818
internal_weight=409.557 378.974 159.363 219.611 154.44 150.793 146.824 33.8133 29.2519 21.4607 30.5838 42.2908 36.785 15.0086 177.32 68.1938 39.0309 10.93 109.126 95.5994 38.0441 28.1009 10.5856 11.0041 57.5553 31.4097 9.51254 21.7763 6.21061 13.5269
internal_count=4034 2832 1713 1119 1606 1552 1377 371 303 257 1202 342 315 203 777 305 200 79 472 407 166 121 65 179 241 138 54 112 47 65
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=13 16 5 2 17 23 15 12 6 20 10 2 7 17 6 22 20 0 7 0 2 5 9 2 6 5 0 20 15 22
split_gain=27.1479 12.4473 8.33011 8.22126 6.66001 6.49983 6.02269 8.10878 5.6713 7.97697 7.5387 6.48115 5.64163 6.08648 4.95138 5.03977 11.2592 10.6199 5.56105 4.81708 5.09433 5.42172 4.75418 5.9492 4.59979 4.30672 5.40452 6.17324 4.13952 4.86753
threshold=98.050756475600011 20.404952284350003 23.626838821450004 322.38159739250005 162.13109061465002 0.12535000000000004 30.046989284200006 115.02544258150002 16.455384477450004 38.804080188450008 62.025417527550012 179.86602224190003 23.974509389900003 197.91512403570002 17.475408310100004 -0.059424999999999999 39.792680591700012 92.313586825200005 18.858409226550005 85.995710218650018 131.42729508740004 19.749058312400006 206.08934059370003 174.09315058345001 13.200308423050002 29.996566321350006 85.791387400750025 38.121007182500009 37.491361913600009 -0.089094999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=24 3 8 4 -2 6 14 -8 19 -10 -11 28 -9 -14 15 16 18 -17 -6 -3 21 -21 -18 -24 -1 26 27 -4 29 -12
right_child=1 2 25 -5 5 -7 7 12 9 10 11 -13 13 -15 -16 17 22 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0044681704281313789 -0.005658954929875973 3.7489411806239967e-05 0.0020692290013444034 -0.0059639175829751725 0.0054991524247551158 -0.006297082274256142 -0.0072661183804070351 0.0031222849256624316 0.0043925095751687912 0.0015871148434135006 0.00014485658443826163 -0.0075155913499188928 -0.0054061348107628891 7.0887049198992401e-05 -0.0057026042461564425 -0.005900279339202944 0.0023352511314113614 0.0029443882656378173 -0.004219884239155861 0.00032237370724007118 0.0022089031542282976 0.0052176971423552147 -0.0033175460605948028 0.0027545988145132438 0.00086128129187045585 0.0036853446778011005 0.00065195269566167846 -0.0049911633298112858 0.0023871041633114105 -0.0065869331814601287
leaf_weight=30.136623706668615 4.9873405639082184 14.522596746683119 4.2480552233755615 5.9145841132849446 1.6459720432758356 3.7609306052327147 5.126140058040618 8.2899951040744799 13.891495555639265 35.510875280946493 6.5822912380099332 4.5326989963650695 7.6075570117682245 15.820685680955647 2.7946537826210252 3.7106740977615109 37.744492335245013 46.648955069482327 15.791911106556652 6.7903500571846953 62.589372836053371 36.625584594905376 10.13810593634844 6.8427341952919951 4.7461594920605412 5.9220777451992026 22.965345181524754 11.972415015101431 6.5950342118740073 4.634315103292467
leaf_count=1133 176 65 24 107 7 54 68 46 45 136 28 45 145 112 84 84 285 203 230 32 241 134 87 41 53 27 112 179 22 29
internal_value=0.000520111 0.000879136 0.00163198 -0.000131532 7.03061e-05 0.000242517 0.000394187 -0.00139423 0.00208853 0.000968449 0.000146305 -0.00214351 -0.000445241 -0.0017076 0.000919995 0.00107105 0.000218527 0.00229268 -0.0033025 0.00275528 0.00312762 0.00445206 0.00134048 -0.000870666 -0.00374304 -0.000314111 -0.000918541 -0.00314208 -0.000776425 -0.00263649
internal_weight=449.09 414.207 237.383 176.825 170.91 165.923 162.162 36.8444 192.275 71.7467 57.8552 22.3443 31.7182 23.4282 125.317 122.523 72.1632 50.3596 17.4379 120.528 106.005 43.4159 54.7253 16.9808 34.8828 45.1079 39.1858 16.2205 17.8116 11.2166
internal_count=4034 2848 1119 1729 1622 1446 1392 371 777 305 260 124 303 257 1021 937 650 287 237 472 407 166 413 128 1186 342 315 203 79 57
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=16 13 18 16 16 15 20 10 18 18 4 23 23 16 21 9 10 16 20 0 0 0 10 20 6 13 20 22 5 15
split_gain=27.0339 10.8261 7.69781 8.78461 9.85643 6.79686 6.76269 5.60681 5.76202 5.24616 6.34178 6.57244 4.24346 3.86964 4.98081 3.83268 3.71614 5.91884 8.26412 5.56941 6.46104 4.37546 4.55929 5.58976 5.30429 4.59755 4.50141 6.14809 4.37254 4.26045
threshold=18.594956516900002 95.862351557400004 17.323446153950005 15.584963555600002 14.184966829400002 46.074827201850006 38.244973486750006 60.613977009100005 11.928667296000002 14.85568425095 195.50296729855003 0.083495000000000028 0.11531000000000002 23.044946110900003 15.285239689500001 228.88999534805001 66.964115113200009 19.199955102150003 36.893814626400008 94.047642319350018 96.163458868000006 90.407470010750018 65.611820673600008 38.625745710700009 16.465384711100004 117.67650082785001 42.719328117250008 -0.102645 21.850554661550003 27.063546193350003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 -6 8 -2 10 -5 -12 -11 14 -7 -10 21 19 -19 -18 29 22 23 -9 25 26 -25 -28 -29 -21
right_child=5 2 -4 9 6 13 -8 16 15 12 11 -13 -14 -15 -16 -17 17 18 -20 20 -22 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0051494196441787743 0.0015884623389120366 -0.0038376329519181152 0.0028703706142371452 -0.0045490024569513655 -0.0046660932882923367 -0.0045519236712364304 0.0023134874935745579 0.0049031528592170326 -0.0063074626037571456 -0.0061582277862046106 -0.0036812412063783463 0.0036476200841477394 0.0017581458560589176 0.004450691357752651 0.0026871174458894327 0.003408576380744913 0.0044360777835056858 0.0024148914143943649 -0.0044424555249913391 0.0037913135562650468 0.003040254930485751 0.0052747599352323581 -0.0022421699085578639 0.0038690741037436848 0.00068268873885186465 -0.0026314436184728287 0.0054803168110656502 -0.0048719906338324436 0.0015581013821683184 -0.0050162106264747559
leaf_weight=20.355807885527611 11.005134692415597 14.251845296472309 15.89785051345825 12.0613538492471 4.880343595519661 11.854698887094857 38.043191000819206 23.060335159301758 6.9314903263002616 17.794621232897047 6.2258851230144527 9.8360667023807746 2.3935763631016007 2.7323831468820563 3.9476616587489834 1.5474212914705274 17.943496651947498 9.6900165453553218 12.591371044516562 2.1952419579029101 11.723153643310068 15.328898467123507 7.0203715041279784 62.412122871726751 60.681201696395874 4.5389425680041304 5.9937933720648315 5.9770326241850835 7.3435992151498795 7.762129433453083
leaf_count=972 97 255 74 332 91 152 192 78 124 285 161 78 22 10 20 5 66 37 99 10 36 55 35 258 272 25 23 35 35 100
internal_value=0.000618224 -0.00138227 -0.000750533 -0.00129624 0.000184467 0.00158836 0.00151992 0.00180985 -0.00107598 -0.00304861 -0.00149015 0.000806829 -0.00521964 -0.00168294 -0.0027435 -0.00453426 0.00203099 0.000841449 -0.00146024 0.00213574 0.000231902 0.00241382 0.00216609 0.00234813 0.00194716 0.00283663 0.00314031 0.000785419 -0.00132711 -0.00307447
internal_weight=434.021 141.741 121.385 105.487 57.1754 292.28 42.9235 273.746 19.484 48.3115 28.1233 16.062 20.1882 18.5347 15.8024 8.47891 254.262 61.9054 22.2814 39.624 21.6805 192.356 177.027 170.007 146.947 86.2655 81.7265 19.3144 13.3206 9.95737
internal_count=4034 2462 1490 1416 538 1572 283 1390 226 878 571 239 307 182 172 129 1164 348 136 212 146 816 761 726 648 376 351 93 70 110
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=16 13 5 20 17 20 23 18 17 15 10 10 10 0 10 20 16 20 23 0 18 13 9 16 20 22 5 0 21 18
split_gain=16.6578 8.46813 5.44619 4.32674 4.33911 4.01134 4.62315 4.2708 4.22192 3.91828 4.20882 5.35146 3.7539 5.5799 5.7632 5.51125 5.1414 6.26593 6.72923 5.33387 5.56211 5.05084 6.22408 5.41308 4.86822 4.93479 5.07472 7.30863 5.19549 4.39942
threshold=18.594956516900002 95.862351557400004 18.393720489900002 38.244973486750006 182.63036160245002 42.622319549950006 0.080770000000000022 17.399600107550004 208.33805927010005 46.074827201850006 60.613977009100005 58.167480110400007 66.590419433100024 90.407470010750018 65.611820673600008 38.625745710700009 19.199955102150003 36.893814626400008 0.11379500000000002 94.047642319350018 15.042884401850001 115.68166489510001 181.33671263215004 22.454947490600002 42.198888176300009 -0.096529999999999991 21.723721974650005 86.20003303655001 8.119216894900001 13.059010054600002
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 -7 8 -5 10 11 -2 13 14 15 -12 19 -18 -19 -14 -21 -17 -23 -24 -25 -26 28 29 -27 -28
right_child=9 2 -4 5 -6 6 -8 -9 -10 -11 12 -13 16 -15 -16 21 17 18 -20 20 -22 22 23 24 25 26 27 -29 -30 -31
leaf_value=-0.0055440211752578756 0.00074773632993936851 0.0022661126266700633 -0.003633814549412659 0.0011782576684807949 -0.0058752162063562818 -0.0073313790563723624 -0.00011931700239934556 0.0050611667569667607 -0.0048951727357606127 -0.0014936218438477565 0.0051299132086497943 -0.006903683374208631 0.0045522694243619868 0.0062018797603166443 -0.0037664195087908697 -0.0038101193099684375 0.0021463286152225828 -0.0065929055444768998 0.0041315020395528675 -0.0054132387734184811 0.0018213591545080344 -0.004810489914633646 0.0063757731422056782 0.0026769171631320469 0.0036906932791223963 -0.010637853246805992 0.0019187027155967739 0.0042961046754095211 -0.0013554680899112075 -0.0085210947683800262
leaf_weight=16.113923141732812 13.067685363814237 3.5751190558075896 19.995316344313323 42.255050148814917 8.5514510050415975 4.7261305982247022 12.413844406604765 9.7251313999295217 4.9211751427501431 16.90169102139771 21.227510392665863 4.8181645553559056 16.30814802646637 12.807460285723208 6.5228711441159239 6.0494977310299864 9.2416865453124064 11.200679183006285 2.8206279724836341 5.6991106066852835 14.51781829819083 4.9934927299618712 11.187147766351698 82.734756968915462 9.6133399195969087 3.8640327528119105 2.5880239009857169 8.9753818958997709 5.8194237500429153 3.8926603756844997
leaf_count=972 141 27 674 262 132 159 133 40 63 182 78 85 66 49 35 37 37 94 11 68 78 33 65 326 44 39 12 27 25 40
internal_value=0.000553273 -0.00135224 -0.000715989 -3.89054e-05 -0.00347501 0.000523864 -0.00210795 0.00131663 0.000544709 0.00140101 0.00159067 -0.00131343 0.00180704 0.00225394 0.00195201 0.00218377 0.000459535 -0.00182074 -0.00443551 0.00191185 -0.000218059 0.00173616 0.00198717 0.00225097 0.0018582 -9.08721e-05 -0.00153694 0.00066997 -0.00505946 -0.00435202
internal_weight=397.128 122.277 106.163 86.1679 12.1266 74.0413 17.14 56.9014 47.1762 274.851 257.95 17.8858 240.064 180.276 167.468 160.945 59.7881 23.263 14.0213 36.5251 20.2169 139.718 133.668 128.675 117.488 34.7529 25.1395 15.4561 9.68346 6.48068
internal_count=4034 2462 1490 816 159 657 292 365 325 1572 1390 226 1164 810 761 726 354 142 105 212 146 648 611 578 513 187 143 79 64 52
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=13 16 18 19 6 6 21 8 13 16 23 6 22 12 9 4 2 13 22 17 15 16 21 10 10 10 0 10 20 16
split_gain=9.98237 4.76587 3.74861 4.3655 4.83786 4.93471 4.75261 3.96665 3.91924 3.87455 3.85465 3.45828 4.76045 4.13668 4.38725 3.1067 2.89211 2.76833 2.75677 3.82343 2.6386 2.72155 3.46368 2.50651 4.3241 2.53177 5.13274 5.19507 5.34068 4.35052
threshold=95.862351557400004 18.634956423400002 17.323446153950005 13.051052998800001 13.65531905435 15.51536251395 6.7825386038500008 7.6440346712000009 101.53768667075001 12.604970524100002 0.087905000000000025 13.78532209185 -0.23783499999999999 162.55248274650003 204.54860637155002 206.89997069860001 237.82463207520001 109.72404167800001 0.20949500000000004 241.79519611995002 46.074827201850006 23.044946110900003 15.285239689500001 60.613977009100005 58.167480110400007 66.590419433100024 90.407470010750018 65.611820673600008 38.478081868400004 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 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 2 3 4 6 11 8 10 9 -2 -5 -6 17 15 -15 -14 -4 -13 -1 -20 23 22 -22 24 -3 26 27 28 -25 -27
right_child=1 20 16 7 5 -7 -8 -9 -10 -11 -12 12 13 14 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 29 -28 -29 -30 -31
leaf_value=-0.016791082783956121 -0.018045911962279757 0.0019877088774935625 0.011899822867170807 -0.016869539146878953 0.015122787856085092 -0.01692864206090685 -0.015957789432585641 -0.016831310260785548 -0.019927176751127616 0.0037445178646198919 0.014901233622771336 -0.022344095101575649 0.0037798238726696473 0.010113910888658212 -0.017727287035254637 0.017500591520616671 -0.0056850032267918137 0.0092300384972097155 -0.01664346882935331 0.032948996472049671 -0.011904137761919398 0.012564931347820092 0.0070559480963523213 0.012846747758557334 -0.017483908033355557 0.0045013627054465355 0.015531633404469069 -0.010724509639796322 0.0033726607186299121 -0.0049703700251347667
leaf_weight=10.202196448110042 2.502902455627928 11.773474641144274 8.8368085846304876 1.699314136058091 6.5026528537273398 3.1540993852540842 8.925983536988495 9.6388779729604703 2.7696443926542988 16.34293670207262 2.5252753812819719 3.0085951089858969 13.950199718587113 2.4522307310253373 3.8996773455291986 6.4047378497198215 3.4625272303819647 0.9789673089981078 0.91290090512484201 0.75592094659805298 9.348669767379759 2.2968412749469271 3.5308085381984702 18.053364105522633 4.0865920390933743 31.304748460650444 10.8512628339231 6.1799797527492037 128.31964880600572 21.938335083425045
leaf_count=881 98 141 41 120 22 238 231 258 54 134 13 79 66 19 66 29 33 4 90 1 152 10 20 75 85 198 49 35 650 142
internal_value=0.0010923 0.00159865 -0.00146472 -0.00268571 -0.00104889 0.00265772 -0.00594604 -0.0110558 -0.00181175 0.000850546 0.00212164 0.00431853 0.00202964 0.00451146 -0.00697886 0.0080971 0.00694932 -0.0145925 -0.0136124 0.00582027 0.00279904 -0.00378979 -0.00670638 0.00322911 -0.00302946 0.00368728 0.00469367 0.00392276 0.00454118 0.00059862
internal_weight=356.61 344.739 97.0554 84.7561 70.8926 40.3512 30.5415 13.8635 21.6155 18.8458 4.22459 37.1971 30.6944 26.7068 6.35191 20.3549 12.2993 3.98756 11.871 1.66882 247.684 15.1763 12.8795 232.507 15.8601 216.647 163.404 152.553 146.373 53.2431
internal_count=4034 3062 1505 1431 1040 523 517 391 286 232 133 285 263 180 85 95 74 83 972 91 1557 182 172 1375 226 1149 809 760 725 340
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=0 8 20 17 4 22 6 3 10 20 20 6 0 0 10 8 10 16 2 0 6 20 22 23 23 20 22 7 15 6
split_gain=9.11193 4.86442 6.07148 4.00821 3.96311 3.95204 3.00613 4.23412 4.06465 3.52406 3.03328 4.62677 4.16845 4.88483 3.48966 4.71263 3.2611 9.21667 3.89804 4.65607 5.91312 4.61691 3.81859 3.58542 3.23845 3.17063 6.46334 3.60261 3.12055 3.02932
threshold=103.48144189910001 5.9453602998000008 47.709122305950011 241.79519611995002 375.65892766775005 -0.16276499999999997 14.845346859150002 83.538459487450012 69.64719632740001 33.708131650200009 37.828051409500013 16.455384477450004 85.995710218650018 85.812895065800021 64.02831883475001 9.4426310644000022 66.590419433100024 18.964955651700002 131.42729508740004 87.350693116400024 16.355382140900002 41.218101594450012 -0.071864999999999998 0.093325000000000033 0.11243000000000002 41.770271989050009 -0.058374999999999996 22.105125139000005 37.050691080100002 16.515385879350003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -9 -10 -8 12 13 -12 25 -16 18 -18 21 20 22 -14 -20 -22 -19 27 29 -13 -21 -27
right_child=3 6 4 -5 -6 -7 10 8 9 -11 11 14 16 -15 15 -17 17 24 19 28 23 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.016100411751820809 -0.019847672855204206 0.0020631793062993553 0.012909076558041466 0.006287315363823094 -0.020481459555337454 -0.012786852927295578 0.0093912981499106301 0.002945837114836509 0.023349250905069497 -0.014307387295052033 0.0013861498493661928 -0.0086520195654582188 -0.0035796409008100258 -0.026872840971273907 -0.031264779527192504 0.0016141676329818112 0.010246123286857395 -0.021830989568924673 -0.034358179388074901 0.0015580387793785585 -0.0047840524689098845 0.019735228820143957 -0.0014895753268250988 0.013847284159088535 0.004242482997161949 -0.0089030085270112164 -0.022971860301592022 0.0053307635224849855 0.01705489905643608 0.007280682021574573
leaf_weight=11.768020025454463 10.1463789884001 75.270061583258212 8.8629645071923715 2.6279470399022093 2.2737629022449246 2.8021047385409465 28.858155712485313 9.9243126735091227 0.9353578388690974 16.094132333062589 11.524789430201052 7.7456315010786048 3.6341464705765274 2.6821775985881677 2.9831265248358241 3.2291744351387024 14.193995924666526 6.1241512373089773 2.5785059835761786 6.8258730955421951 6.7656806856393805 17.909926652908325 2.4536179229617145 8.0398358851671201 2.3425700254738331 7.1053809709847036 5.5640509231016031 42.60592794418335 14.315061569213865 9.7724214931949955
leaf_count=725 852 587 45 68 98 53 137 54 2 317 83 41 19 28 27 41 69 61 27 32 35 107 16 29 11 90 70 189 69 52
internal_value=0.00116233 0.00175814 -0.00612511 -0.0144712 0.00229665 0.00673657 0.00241297 -0.000233742 -0.00664803 -0.0122391 0.0037184 0.00280073 0.00550871 -0.00394895 -0.000605951 -0.0141742 0.00708606 0.000956522 0.00930766 0.00589312 -0.000669691 0.0158024 -0.0183317 0.00533332 -0.014617 0.000551984 -0.00534385 0.00317978 0.0120514 0.000467515
internal_weight=347.959 335.185 25.7069 12.7743 13.9388 11.6651 309.478 102.224 26.9538 17.0295 207.254 178.396 99.3903 14.207 79.0057 6.2123 85.1834 22.6607 62.5226 40.9786 19.8376 21.5441 5.03212 14.8055 8.46672 72.7934 22.4419 50.3516 21.1409 16.8778
internal_count=4034 3114 921 920 196 98 2193 960 373 319 1233 1096 586 111 510 68 475 141 334 208 107 126 43 64 72 442 212 230 101 142
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=13 16 17 17 18 0 22 18 7 21 22 22 4 15 7 16 23 20 20 16 15 22 8 19 15 2 16 9 7 15
split_gain=8.02326 4.07776 3.7342 4.40324 4.30063 4.18021 3.32881 3.09433 4.61069 3.5903 2.59805 5.09298 2.72058 2.40546 2.85251 2.23998 2.15867 2.1401 2.77505 2.70299 2.60214 2.96393 9.11551 6.49734 5.2293 7.31297 5.33556 5.17981 7.52905 8.04328
threshold=92.38617519475001 18.634956423400002 241.79519611995002 214.03087950770001 15.912798531700002 103.33357670195001 -0.58559499999999998 14.797467221750003 22.356277907050004 3.2025200283000004 -0.093879999999999991 -0.08786999999999999 208.49319216990003 20.903251014350001 26.157592435900003 17.684958644900004 0.093905000000000016 35.419594101850009 32.724174661450007 19.314954833200002 46.683480308100009 -0.078649999999999984 8.9430209551500024 14.351157895250003 30.046989284200006 111.23922738415001 22.644947046300004 204.89606367675003 24.112074426950006 42.493282152450007
decision_type=2 2 2 2 2 2 2 2 2 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 6 13 -2 8 -8 -10 -9 -12 -13 -6 -15 -5 -11 18 19 -3 21 27 23 24 -23 -26 -27 28 29 -19
right_child=1 17 -4 15 5 -7 7 10 9 16 11 12 -14 14 -16 -17 -18 20 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.015070293550702617 0.0070386321340019618 0.01069851054047192 0.011746550401661376 -0.017885928177987932 0.0088824455782736261 -0.015921085270954677 -0.010049676924734376 -0.017696849161155367 0.009579734851426748 -0.00044423244211734504 0.0085583396949549719 -0.0021793737865569581 -0.017592887336117739 0.0082534305980928122 -0.010268558466522828 -0.00024140435606683218 -0.018649810807746133 0.0015731695098743889 0.010215035520791673 -0.017823918377219933 -0.005385809040306745 0.0081428841909219844 -0.012102683240347401 0.0085708220410541693 -0.016365628747162502 -0.003286009553588585 0.011016377890955151 0.005512412948017696 -0.017460404873383385 -0.014664326056556407
leaf_weight=6.8207890489138654 6.0531360097229472 1.2786983251571684 4.5071062017232171 5.4823843706399193 16.382517378777273 2.1369669046252957 9.8370841913856584 5.6105823130346861 8.6473739407956618 10.910155279096214 3.9378165705129513 4.2808617516420746 6.1048722350969911 3.5276255030184975 3.7902252543717623 2.2217149036005139 1.6472432985901821 56.736655924469233 13.518648605793713 1.7017604541033504 10.47300217207521 15.706434383988379 7.328960755839943 53.65771146863699 6.4801478181034318 18.30471004545689 8.3443986717611534 29.925964958965778 6.1915294975042334 7.601752094924449
leaf_count=797 40 5 31 112 87 109 549 169 44 179 25 39 175 25 40 28 28 343 62 54 133 83 65 276 57 110 40 175 77 77
internal_value=0.000844556 0.0011712 -0.00142267 -0.00207802 -0.00108142 0.00393573 -0.00335446 -0.00458859 -0.00166187 0.00222932 -0.00914614 -0.0057968 -0.0112396 0.00572614 -0.00133989 -0.0127976 -0.00283239 0.00221068 0.0073605 -0.00558702 0.00182578 0.00218496 0.00386816 0.00501018 0.00109796 -0.00224201 0.00119237 0.000344823 -0.00184779 -0.000345333
internal_weight=339.149 332.328 95.0777 90.5706 82.8665 25.8373 57.0291 50.976 31.0419 21.2048 19.9341 14.3236 10.3857 23.7004 7.31785 7.7041 12.5574 237.25 16.4991 2.98046 220.751 210.278 109.822 102.493 48.8357 33.1293 26.6491 100.456 70.5299 64.3384
internal_count=4034 3237 1680 1649 1509 261 1248 1208 800 251 408 239 214 152 65 140 207 1557 121 59 1436 1303 631 566 290 207 150 672 497 420
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=6 16 23 13 23 23 7 0 17 16 21 18 3 21 10 22 18 15 22 7 19 4 15 6 5 2 16 10 0 16
split_gain=7.30893 4.38211 3.58173 2.7557 2.61294 6.66626 4.55434 4.20565 2.7896 3.88704 2.93821 2.71371 3.23495 2.52127 3.40978 3.95777 2.79922 2.68692 2.52058 3.76374 3.18455 2.8903 2.04358 2.55306 4.33837 3.53562 2.54925 4.3954 4.95807 3.23361
threshold=5.1651206822000004 12.644970430600003 0.093580000000000024 95.986020631400024 1.0000000180025095e-35 0.079605000000000023 24.909276771700004 71.131225215400022 200.93854407600003 22.624947093000003 5.5824770163000013 18.273715221050001 76.825379535700009 3.8092755532000004 65.611820673600008 -0.018034999999999999 14.118140587000001 22.516911658450002 -0.23375499999999999 23.109894804950002 14.451165964200003 274.66550124645005 19.763739472850002 14.845346859150002 19.749058312400006 377.56752977110006 19.199955102150003 66.964115113200009 90.407470010750018 19.974953289850003
decision_type=2 2 2 2 2 2 2 2 2 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 6 8 7 -3 -6 10 -10 12 -7 17 15 18 -16 -9 -15 20 21 -20 -14 24 -24 -26 -25 28 -28 -29
right_child=1 4 3 -5 5 11 -8 13 9 -11 -12 -13 22 14 16 -17 -18 -19 19 -21 -22 -23 23 26 25 -27 27 29 -30 -31
leaf_value=-0.018742496103918364 -0.017925137651814527 -0.020757440127886675 -0.01995170252400108 0.012110052497387499 0.015591391747682589 -0.013568110510830652 -0.022356679135408609 -0.010998710414767675 -0.031255474660692187 0.01720174807342301 0.0018674634181378878 0.017427601362471054 0.0092621301349412148 0.010816648737306893 -0.039525829954584882 0.01935642994704451 -0.0069694706710808733 0.0098240904345231819 0.00016299159637756571 0.0050477960952158962 -0.037006430539295893 -0.029276285243112064 -0.00024135008424517156 0.0091252601571640331 -0.020591492677217597 0.019619337633199795 0.0015619828256568946 -0.0010552743694527231 0.016068017751788028 -0.023640221568422153
leaf_weight=6.098090424668043 6.9159696116112155 3.1683964002877465 1.230523908510804 3.1373769612982869 16.777127270121131 4.7434918223880222 3.4668047931045285 2.4176188157871357 1.4068864863365882 3.0059879273176193 2.371155371889472 3.4804969793185583 10.882647985592483 3.1934343781322285 1.3558195410296314 3.0038175745867202 2.4338182024657726 13.191619106568394 3.6314115440472943 4.7708866782486439 1.7593687027692793 1.5770759987644849 58.360147009603679 16.79582200711593 5.883054136298596 0.82164272665977467 128.32209294568747 4.729694262146948 8.2692134045064432 3.7452335432171822
leaf_count=659 462 175 79 25 126 100 53 60 31 25 28 24 88 31 29 22 27 165 32 21 17 32 533 133 175 4 769 25 36 48
internal_value=0.000952455 0.00132217 -0.00979513 0.00307762 0.00172224 0.00239164 -0.00238209 -0.000672396 0.0116184 0.00179294 -0.010467 0.00150805 0.00127961 0.00103211 -0.00296753 0.000339034 -0.0186172 0.00659897 -0.00348658 -0.00737767 -0.0158854 -0.00875092 0.00157577 0.00120716 -0.00183057 -0.0156638 0.00242826 0.00165288 0.00244018 -0.011036
internal_weight=330.947 324.849 11.2839 4.3679 313.565 269.595 43.9701 40.5033 23.5612 6.78403 3.77804 246.034 242.553 37.3349 21.7256 17.936 3.78964 15.6092 14.9322 11.7387 6.96786 5.20849 237.81 226.927 65.0648 6.7047 161.862 145.066 136.591 8.47493
internal_count=4034 3375 566 104 2809 2145 664 611 210 84 59 1935 1911 436 211 155 56 225 133 102 81 64 1811 1723 712 179 1011 878 805 73
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=6 17 16 19 8 19 3 17 10 4 14 23 12 4 2 20 22 16 7 6 5 9 5 14 0 17 22 22 5 7
split_gain=6.53375 3.98223 2.72075 3.29377 3.04142 2.75657 4.58451 6.13209 4.85593 2.60979 4.38574 2.49589 2.67604 2.43685 3.58227 3.76702 6.45729 4.38939 4.15893 3.78198 8.65067 3.16016 2.69154 5.80373 5.60443 3.28655 2.86961 2.8261 2.67599 2.61396
threshold=5.1651206822000004 159.58247398035004 13.564968279200002 10.850875481800001 7.6440346712000009 11.850956171350001 81.105404879350019 236.15709471040003 72.752365468100024 181.80369070585002 171.16849715720005 -0.41441 152.73554204000004 244.52697497700004 158.13149931390004 41.289992964000007 -0.06483499999999999 15.709963263300002 23.109894804950002 16.235379337050002 17.195729971700004 223.29399794390005 21.336111252450003 284.63379681220005 86.692020874450009 190.69924117675001 -0.083064999999999986 -0.093879999999999991 22.327062271350005 19.716522186550005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 7 8 -7 10 -10 12 -8 29 -15 16 18 -17 -16 20 -20 22 23 -19 25 -24 27 -27 -26 -13
right_child=1 2 5 -5 -6 6 11 -9 9 -11 -12 13 -14 14 15 17 -18 21 19 -21 -22 -23 24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.018548428760128764 -0.02087603245825384 -0.018524578690056914 0.010622493718909993 -0.021146178431743125 0.0058805359851308867 0.015745045565616879 -0.027051574602393991 0.0094567637858684935 -0.021298483351326489 -0.01932374665841273 0.013773989212204798 0.014603709048376139 0.0031827022843586824 -0.017734307638624529 -0.026509189196077493 0.020298334451584674 0.01009612184190437 -0.0012523830624911394 0.0099369123708976138 0.0061228573646714387 -0.031625983744523994 0.014541040896647985 -0.0011820239683670798 -0.024915129913213933 0.014933714883857811 -0.023815700463821449 -0.025977557963550876 0.0034483070925859223 -0.00027994160558507657 0.0031880114140989241
leaf_weight=5.5317503549158564 2.6302332850173107 2.2754537276923639 10.88507198076695 3.7044451693072906 6.1065133549273014 1.9041269570589126 1.9647018066607409 6.0982896713539949 2.2538250163197544 11.398563999217002 2.3794709034264088 6.8013500394299617 1.8408173862844703 3.5158128514885894 2.2451327503658858 2.6252351142466059 27.670858336612582 7.817018252797423 3.1842625364661243 10.748760063201187 3.3213949501514435 2.949952568858861 10.444086096249523 5.9081921279430389 6.5100316302850834 1.9537187404930589 4.6526975762099072 3.3517246600240407 8.8636057125404459 152.89928168058395
leaf_count=659 216 217 83 234 69 7 72 54 44 220 11 90 35 35 33 10 150 50 19 61 53 25 124 115 31 28 75 33 63 1118
internal_value=0.000865606 0.00120236 0.00138597 -0.0069977 -0.000744724 0.00171909 0.00138866 -0.00615124 -0.011458 -0.014689 -0.0032867 0.00206166 -0.0124266 0.00226935 0.000148059 0.000762955 0.00449994 -0.00243761 -0.00344132 -0.000439744 -0.0112826 -0.00357557 -0.00465521 -0.0114383 -0.00205291 -0.00824333 -0.0156492 -0.00659161 0.00616235 0.00367418
internal_weight=324.436 318.905 316.274 12.0864 8.38197 304.188 293.303 24.0343 17.936 16.0319 4.6333 269.269 3.80552 265.463 105.762 102.247 47.1704 55.0763 19.4996 17.2544 6.50566 52.451 49.5011 13.7252 35.7759 20.4022 9.95814 5.30544 15.3736 159.701
internal_count=4034 3375 3159 520 286 2639 2556 336 282 275 55 2220 107 2113 905 870 316 554 166 133 72 544 519 165 354 260 136 61 94 1208
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=8 10 20 3 4 0 22 15 10 3 20 22 21 16 8 22 16 19 16 6 22 18 21 21 23 23 22 13 4 9
split_gain=15.2892 8.87017 8.38038 7.66157 6.67013 6.49314 6.14724 5.49765 5.33239 4.96612 10.2475 5.61082 5.77903 4.33535 4.28232 5.63269 4.15282 6.22147 6.86385 5.20545 4.54591 3.69719 3.65559 4.38253 3.19001 5.00683 9.47883 6.41572 4.26167 6.15193
threshold=5.9453602998000008 70.206395618550019 47.709122305950011 83.538459487450012 375.65892766775005 98.142164052000012 -0.16276499999999997 29.037712645600003 71.397382570300024 93.499196860750018 41.942745071500006 -0.116995 15.803805445550003 21.094950670800003 8.8430989333000021 -0.08786999999999999 17.684958644900004 11.850956171350001 12.644970430600003 13.200308423050002 0.059320000000000012 17.551307094650003 0.66785492670000013 1.6974749567000003 0.080515000000000017 0.096315000000000026 0.0023400000000000005 117.60122400020002 204.80369648085005 197.02865361825005
decision_type=2 2 2 2 2 2 2 2 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 9 13 5 6 -3 -4 8 -5 14 22 -12 -13 -1 24 -16 17 18 19 -7 -19 -18 -11 -24 -2 26 27 28 -26 -30
right_child=1 3 4 7 -6 16 -8 -9 -10 10 11 12 -14 -15 15 -17 21 20 -20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0053379303193570047 0.0033338453474446392 0.0018588498352916547 0.0037416140062965812 0.0019943924119238594 -0.0055942293154348762 -0.004700187256444526 -0.003880504649463093 -0.0059088486812371348 -0.0060321578160597101 0.0041245768183181203 0.0021524778696920999 -0.0053091710480934907 0.0025603243190592349 0.0034907305457604924 0.0013922242009624609 -0.0062377466199821574 -0.0018082953297250148 -0.0043855861572509236 0.0030590571548364609 0.0027389580178515871 0.0016247821065750873 0.0057061690214192133 -0.0046195087665997139 0.0012764248372539903 0.0034512234669756016 0.0027719829670458341 -0.0057458481475453679 -0.0048376760297084154 -0.0036283454604608871 0.0016755031771135318
leaf_weight=19.744879665784541 36.839470081031322 36.829677237197757 10.145686898380516 6.6811252012848872 4.209100021980702 7.9579177014529723 3.7210606634616878 10.002186384052036 3.126119339838624 10.556096620857714 4.8886680267751244 14.443614328280093 2.8798075877130023 1.5429665148258198 7.2013677358627319 3.8048566654324514 2.7964496891945592 18.852198487147692 11.956193771213291 3.4779818914830685 3.9093360090628257 4.2375820875167847 3.5319614112377158 39.770788092166185 22.088999934494495 54.280225418508053 5.4002483785152426 4.1327693313360205 7.0510890185832968 27.859979500994086
leaf_count=1089 187 168 54 29 197 359 115 236 55 38 31 203 13 5 32 25 32 301 48 15 34 17 34 162 91 208 53 26 44 133
internal_value=0.000457877 0.000790854 -0.00254132 -0.000406809 -1.38415e-06 0.000221683 0.00169626 -0.00326278 -0.00056412 0.00132833 0.0002524 -0.00264665 -0.00400096 -0.00469802 0.00181361 -0.00124546 -0.00091197 -0.0014653 0.000371793 -0.00243773 -0.00335329 0.00271872 0.00144801 0.000795527 0.00202717 0.00162872 0.000696011 0.00126506 0.00170754 0.00060427
internal_weight=393.92 354.557 39.3637 109.827 18.0758 90.0173 13.8667 19.8094 9.80724 244.73 76.0709 22.2121 17.3234 21.2878 168.659 11.0062 53.1877 46.1536 23.3921 11.4359 22.7615 7.03403 53.8588 43.3027 157.653 120.813 66.5331 61.1328 57.0001 34.9111
internal_count=4034 2574 1460 1294 366 974 169 320 84 1280 481 247 216 1094 799 57 806 757 422 374 335 49 234 196 742 555 347 294 268 177
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=6 17 16 20 2 18 16 16 18 4 17 15 18 8 6 7 20 8 8 19 0 22 22 22 23 20 20 15 6 3
split_gain=6.09341 3.64893 2.54 3.05135 3.03153 3.01203 3.26362 4.39132 5.14375 4.02796 2.86449 2.84595 3.50825 2.69522 2.37956 2.35188 2.28429 2.19952 6.45872 4.78141 5.06353 3.0009 4.1724 3.87697 4.20517 3.37368 4.96055 11.6287 5.81021 3.58104
threshold=5.1651206822000004 159.58247398035004 18.634956423400002 38.244973486750006 299.83938387060005 17.323446153950005 12.604970524100002 15.629963450350003 14.937945183950001 195.50296729855003 182.63036160245002 28.626568391100005 14.053554955550002 7.6440346712000009 8.2451926476000015 22.356277907050004 33.151194885250007 9.5425530862500008 8.8430989333000021 14.351157895250003 87.009258933850006 -0.078649999999999984 -0.077085000000000001 -0.082334999999999992 -0.23921499999999998 35.419594101850009 40.241071441700008 36.742238227650013 14.825346391850003 93.846007959550022
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 6 -5 -8 9 -9 13 15 -13 -3 -7 -11 -12 18 21 -20 -21 23 -23 24 -4 -26 27 28 -27 -28
right_child=1 2 17 4 -6 14 7 8 -10 11 16 12 -14 -15 -16 -17 -18 -19 19 20 -22 22 -24 -25 25 26 29 -29 -30 -31
leaf_value=-0.022449227984039113 -0.025074595750650099 -0.022301384506427005 -0.017544217623286996 -0.023884396086196347 -0.024160856059097392 -0.016999145716678852 0.0052352247953929305 -0.014719880859827034 -0.021358957217220038 -0.0025774005040550673 0.0057536849756085629 0.015304829804187948 -0.026589888789658674 0.012106780449933326 0.015447650696432015 0.025764975412834439 -0.025272073760807284 0.013021440732840742 0.0032017681373187373 -0.03436467365064122 0.0022715483757777149 0.021302545958810076 0.0047033110113788596 -0.013711137494662707 0.017292720779074355 -0.027561194644145547 0.0071874307506248529 -0.04255562630702537 0.0091162309702434597 -0.0061374510921603856
leaf_weight=5.1944010201841584 2.4643712388351551 1.5799973215907792 4.9954851465299717 2.8181362883187822 2.371507904957979 1.2199786356650282 34.091843508183956 5.6322996662929716 7.9378416938707224 2.0249484498053771 1.3784304452128706 1.8151316009461882 2.0135512556880713 3.4860328156501055 9.370936014223842 4.5182102955877781 6.3737106802873313 9.694005034863947 5.8551611397415391 5.6149136144667846 2.6529724597930908 7.8106551971286526 97.620958224870265 8.2559923958033306 7.2983041033148757 2.6243451479822424 49.275434179231524 3.7842426151037207 9.6389589980244619 11.972759732976554
leaf_count=659 216 158 87 188 105 75 252 191 173 76 27 12 49 25 90 14 186 50 29 62 15 73 567 61 40 48 261 35 44 166
internal_value=0.0010281 0.00141379 0.00162186 -0.00156181 0.000147309 0.000954205 -0.000917787 0.000197476 -0.00697595 0.000157826 -0.0114039 0.00823698 -0.00672812 0.00137554 0.0117101 0.0169937 -0.0197553 0.00283638 0.00238222 -0.0119083 -0.022609 0.00337508 0.00593303 0.000618814 0.00193937 0.00308992 0.00174889 -0.0090668 0.00126727 0.00458269
internal_weight=321.386 316.191 313.727 86.6326 73.8144 71.4429 60.852 58.0338 23.942 16.0041 12.8182 10.3718 3.82868 5.06603 10.5909 6.54316 7.75214 227.094 217.4 14.123 8.26789 203.277 105.432 97.8455 89.5895 84.594 77.2957 16.0475 12.2633 61.2482
internal_count=4034 3375 3159 1621 1225 1120 955 767 515 342 396 151 61 183 165 90 213 1538 1488 106 77 1382 640 742 681 594 554 127 92 427
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=16 13 5 20 0 7 20 20 21 16 6 9 2 20 10 14 7 16 23 20 23 21 22 23 5 0 3 7 9 17
split_gain=19.481 8.15893 6.092 4.97729 4.59757 6.61757 4.8198 4.28386 4.95538 5.0647 5.0891 4.16824 4.11981 4.10302 3.91768 5.48984 6.73083 4.63763 5.00992 4.53311 4.76705 8.29587 4.89067 4.47121 4.40638 4.38336 7.39101 5.02008 3.85481 4.15218
threshold=18.594956516900002 95.862351557400004 18.613387752550004 47.927946529500012 85.732241321850012 22.721067571950005 37.52517992975001 38.244973486750006 5.9696025344000008 15.584963555600002 12.05528166975 181.33671263215004 188.47750099235003 42.899217095850013 66.590419433100024 195.25924573520004 23.109894804950002 19.974953289850003 0.097970000000000015 41.257403903850005 0.08481000000000001 4.797392351550001 -0.091639999999999985 0.088350000000000026 20.769304081650002 94.047642319350018 84.812788641250009 23.974509389900003 194.82237869650001 189.95176274255002
decision_type=2 2 2 2 2 2 2 2 2 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 7 -4 5 -2 -7 -3 13 10 -10 -6 -12 -9 15 23 28 24 -19 -18 -21 22 -22 -13 25 -16 -27 -28 -17 -30
right_child=4 2 3 -5 11 6 -8 8 9 -11 12 14 -14 -15 17 16 19 18 -20 20 21 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0032297941502481614 0.00051510358934159022 -0.0020485703867746765 -0.0029777271101193263 0.0021167523168564126 -0.0014220061642012116 0.0027579143888424675 -0.0043603143276063992 0.0014540969430591644 -0.003150181678858346 -0.0027529397904321106 -0.00083591575839069227 0.0034503852335544317 0.003517632073146842 -0.0015450349264851859 0.0023853047025570004 0.00032784286975605446 0.0024033949561846606 -0.0051112083856646937 0.00049096053316043933 0.0024397623703420936 0.0015105844023171233 0.0011917488874804364 -0.0043537417896230323 0.0013085110363262134 -0.0024348806508133996 0.0015364906817888224 0.0024528518873794488 -0.0044460181860640569 -0.00063178207947681446 -0.0062617290829136705
leaf_weight=15.706092969514428 43.925634824670851 11.731451790779827 17.118954155594114 2.9382228963077059 7.9762578532099715 1.5303160697221736 6.6459892420098186 40.217987107113004 3.9093152005225447 11.487018349580465 5.0336227342486364 28.696619998663664 6.5296233892440796 7.0037896819412699 21.396954730153084 18.674239464104179 42.702538177371025 3.8246891088783723 4.5957371890544891 15.292662672698496 2.5177799984812737 22.421831656247377 7.1143358014523965 22.927555605769157 4.8223356902599326 15.697426702827217 1.8094805926084507 5.8015048801898956 4.4959735162556163 2.7674966845661402
leaf_count=972 328 161 644 14 54 6 123 215 58 229 31 128 23 115 78 86 162 41 19 64 9 86 67 84 45 64 7 73 26 22
internal_value=0.000414226 -0.000797474 -0.000436973 -0.00223142 0.000930387 -4.09173e-05 -0.00302803 -1.80409e-05 0.000303078 -0.000933879 0.000416613 0.00114709 0.00162248 0.00100927 0.00123793 0.00151816 0.00108154 0.000427412 -0.00205363 0.00154907 0.000778535 -1.40223e-05 -0.00282084 0.00249913 0.000849225 0.00120348 0.000118573 -0.00280584 -0.000541589 -0.00277688
internal_weight=407.313 121.676 105.97 20.0572 285.637 52.1019 8.17631 85.9128 74.1814 26.9596 15.4726 233.535 11.5632 47.2218 225.559 167.611 115.987 57.9481 8.42043 90.0491 47.3466 32.0539 9.63212 51.6242 49.5277 44.7054 23.3084 7.61099 25.9377 7.26347
internal_count=4034 2462 1490 658 1572 457 129 832 671 341 112 1115 54 330 1061 734 522 327 60 388 226 162 76 212 267 222 144 80 134 48
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=16 13 7 15 10 15 16 10 17 20 23 21 9 23 7 10 10 18 9 10 7 0 17 9 10 16 3 22 10 0
split_gain=12.4262 6.5272 4.93906 3.64364 4.03782 3.57558 3.47417 5.64927 7.57986 5.37544 5.38698 3.67108 3.64157 3.71669 3.35043 3.31131 3.19289 4.36099 4.1335 2.98986 2.98659 3.13594 2.96802 4.5391 3.76908 9.21157 4.57681 4.00255 3.43236 7.71855
threshold=18.594956516900002 95.862351557400004 22.356277907050004 14.208195442900001 81.479100559500012 46.074827201850006 15.584963555600002 71.015621515800021 236.15709471040003 41.035283712600005 0.10301500000000002 1.9176293050000004 191.72037998490001 0.11531000000000002 24.803880018200001 76.279622535200005 60.613977009100005 11.928667296000002 228.88999534805001 69.999384342500022 19.506002767000002 76.451683855550016 180.29620661735001 181.33671263215004 64.407391431150018 20.894951138500005 91.017750006350013 0.20167500000000002 66.964115113200009 91.937202686950016
decision_type=2 2 2 2 2 2 2 2 2 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 20 -4 6 16 9 14 12 10 11 -5 15 -14 -8 -9 17 -2 -19 -16 21 -3 -18 -24 26 28 -25 -28 -26 -30
right_child=5 2 3 4 -6 -7 7 8 -10 -11 -12 -13 13 -15 19 -17 22 18 -20 -21 -22 -23 23 24 25 -27 27 -29 29 -31
leaf_value=-0.0050097884819183492 0.0015390029010151482 -0.0059198220521455734 0.0052464412831282285 -0.0043223311212307177 -0.0054894781679357468 -0.0014160694974411729 0.0055183398482683442 0.0049401076679034782 0.0037977697607673843 0.0038436745863148856 -0.0072206850101892922 0.0016125297355091643 -0.0061403613256800077 0.0019780008461863174 0.0064514012581582394 -0.006130940168357679 0.0046602761750022086 -0.0064243636553359684 0.0040194446576967266 -0.0065187184534853905 -0.0056677957110499557 0.0043271671729401646 -0.0027061221365395636 0.0050355812139501552 0.003248005412832222 -0.006392471742614249 0.0015233290410929668 0.0067552730047782464 -0.0081207778239408956 0.00093255590192701696
leaf_weight=12.655658946372567 9.6353685762733239 1.6489420095458616 4.0020606452599159 4.2230744529515567 4.8006573617458335 16.535322468727827 5.285576998256146 2.4811743320897288 4.9183168821036807 14.859466653317211 3.4138998370617619 18.742061454802752 15.916042561642827 2.1122420337051144 0.8653049319982532 1.3959992732852695 9.5746587440371496 6.0848651761189094 1.5781756862998007 1.8320348002016542 9.304827153682707 2.462383134290576 8.5974860377609712 15.688876844942568 17.974680602550507 5.9047606214880934 118.03344048373401 5.0417433083057395 3.3467108309268943 44.790217334404588
leaf_count=972 97 115 18 43 131 182 17 12 30 59 49 93 314 25 3 83 39 124 5 64 418 16 63 73 74 39 560 14 39 263
internal_value=0.000491228 -0.00112277 -0.000622154 -0.000109505 -0.000374637 0.00117248 -5.17421e-05 -0.00138961 -0.00265343 0.00107746 -0.000480764 0.000521164 -0.00410189 -0.00518919 0.00285704 0.000953911 0.0013463 -0.00103588 -0.0042735 -0.00235791 -0.00386431 0.000217375 0.00152628 0.0013895 0.00155656 0.000489157 0.00211052 0.00173765 0.00110379 0.000303125
internal_weight=373.706 110.92 98.2641 84.8479 80.8459 262.786 76.0452 34.8067 26.8238 41.2385 26.379 22.9651 21.9055 18.0283 7.98292 3.87717 246.251 17.2984 7.66304 2.69734 13.4162 4.11133 228.953 219.378 210.78 72.0164 138.764 123.075 66.1116 48.1369
internal_count=4034 2462 1490 941 923 1572 792 548 464 244 185 136 434 339 84 95 1390 226 129 67 549 131 1164 1125 1062 415 647 574 376 302
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=13 9 9 0 5 22 20 21 2 10 16 16 10 6 12 23 18 4 0 7 22 0 23 17 2 2 6 12 7 8
split_gain=5.94329 3.11994 4.93446 4.46717 6.60484 4.05621 4.37218 3.67186 3.5477 3.4059 5.51532 4.60653 3.9619 3.20858 4.31642 4.13392 3.41541 3.08986 3.61736 3.59379 2.92581 5.22984 3.69425 3.26738 2.84896 5.07025 2.83393 2.81234 4.39048 4.41698
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 -0.59260499999999994 47.927946529500012 1.0000000180025095e-35 56.478612905150008 64.407391431150018 21.094950670800003 22.494947397000004 62.837331883000012 16.235379337050002 285.40265749175006 0.12535000000000004 17.399600107550004 375.65892766775005 90.767723400200012 21.844899366700002 -0.059424999999999999 92.313586825200005 0.083495000000000028 204.12988953870004 129.61088881085001 116.68694986600001 16.315381206250006 145.97209859650005 24.312940751750002 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 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 -2 8 -4 -7 11 13 -5 -13 14 15 16 20 18 -8 -20 22 -22 24 27 25 -11 -15 28 -24 -30
right_child=1 2 3 9 -6 6 17 -9 -10 10 -12 12 -14 26 -16 -17 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.018720728447753274 0.017104656428254376 0.0097538920175660529 0.0079243691839567167 0.013338553144984175 0.014100630323912346 0.015165806923951369 0.017262729564445425 -0.015981600290660074 -0.015167472767691891 -0.017519841122347068 -0.022159629510890202 0.0015484378805288098 0.016810709280884979 0.020932753138945357 -0.017004918582441381 -0.020428676308169767 0.012173791886809192 -0.019962414192257538 -0.027454788808801325 0.0067502336760411974 -0.016791784169191019 0.0051129770900348618 0.0058715850273804385 -0.011979916908441128 -0.029083885242191895 0.022850042603374456 0.0025626706721311901 0.0071688817974267932 -0.00043477779128681799 -0.023014133309501698
leaf_weight=5.1825219793245187 2.7392806084826615 24.580617032945156 2.5992832854390207 16.31827499717474 4.0295102149248114 1.4428160870447815 5.0533538088202459 14.107463984284548 15.126510365400462 3.8309539635665626 3.7729144506156436 81.162122142501175 6.2583834156393996 4.6272483915090543 5.1282008746638885 3.1865916196256867 8.5113373538479191 1.7900265753269184 1.6288065277040003 2.949441755656153 4.0631253682076993 44.542598788626492 10.288662359118463 7.6166763696819535 2.9085765201598406 1.4708487559109924 7.5492294915020466 16.05983533943072 6.5761754061095399 5.3817140320315957
leaf_count=797 25 126 12 109 18 14 19 232 748 134 25 426 41 16 101 56 63 90 25 45 41 309 76 104 49 5 47 135 73 73
internal_value=0.000911576 0.00123427 0.00183845 0.00109009 -0.00713936 -0.00436061 -0.00646127 -0.0122622 -0.0125261 0.00180334 -0.000126109 0.00432379 0.00264106 0.000504902 -0.000415593 0.000327814 0.000922351 0.002337 0.00648133 -0.00541891 -9.76534e-06 0.00328188 -0.00296529 -0.000923719 -0.0143844 -0.00632026 0.00954358 0.00127465 -0.00298041 -0.0105967
internal_weight=320.483 315.301 284.57 259.99 20.7363 30.7302 27.991 16.7067 16.5693 239.253 135.515 103.739 87.4205 131.742 119.565 114.437 111.251 11.4216 9.6316 4.57825 102.739 48.6057 54.1334 45.9231 8.21038 5.3018 12.1765 38.3064 22.2466 11.9579
internal_count=4034 3237 2271 2145 262 966 941 244 762 1883 1307 576 467 1282 1219 1118 1062 179 89 70 999 350 649 461 188 139 63 357 222 146
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=0 17 17 9 9 9 0 16 22 20 23 22 4 0 7 5 3 20 22 17 16 23 10 2 7 20 16 22 21 23
split_gain=5.41579 2.96325 2.93136 2.44133 2.11442 4.14979 3.65662 6.45516 3.38895 3.56304 3.30033 4.40493 2.93108 3.63238 3.08908 2.83646 4.20025 2.61277 3.56869 3.12357 2.60961 2.59672 2.27139 4.16205 4.49728 4.28679 3.70857 3.52359 3.21973 4.46865
threshold=103.48144189910001 159.58247398035004 241.79519611995002 218.72979271345005 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 -0.5775499999999999 47.927946529500012 0.13377000000000003 0.11704500000000002 375.65892766775005 90.767723400200012 21.844899366700002 29.996566321350006 94.972471916200007 41.827117825850003 -0.098419999999999994 185.82794795070004 21.094950670800003 -0.26958499999999996 64.407391431150018 121.84632764400003 23.109894804950002 41.481306584950012 21.094950670800003 -0.06483499999999999 6.021362969500001 0.085335000000000022
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 8 17 7 -7 -3 10 11 -10 13 -11 -15 16 -9 19 -19 -6 -13 -8 23 -23 -25 27 -24 -26 29 -27
right_child=2 4 3 -5 5 6 21 15 9 12 -12 20 -14 14 -16 -17 -18 18 -20 -21 -22 22 26 24 25 28 -28 -29 -30 -31
leaf_value=-0.023351277154133529 -0.020672213964219324 0.01816186402842164 0.018813236596068973 -0.024230134842099609 0.00086361812329211905 -0.025538469053353823 -0.015767539107025424 0.0057281656829830177 -0.020802958175344877 0.019802966162712939 0.01611951746200857 -0.014360978445192362 -0.021240628148367007 -0.02916675210537123 0.0061316800530913495 0.01470860053293294 -0.019489267131728997 0.014760424001385676 -0.014582679116330254 0.019801092202556027 0.025174153754893243 0.011093445586146096 0.0010571810400783121 -0.0082999911057408532 0.0011382964163639969 0.0045873997091190541 -0.019524737959113508 0.014753386459697348 0.0046897918840562115 -0.019120500349902973
leaf_weight=1.8965556090697635 6.8340822383761388 2.5436934162862626 1.604910313151777 0.76497124787420023 4.8360608182847562 5.3286391366273191 3.1888654287904492 5.9538239408284408 10.794986138585957 4.5659073889255506 1.470027022063731 1.1773757738992565 1.6659523611888278 1.4473807774484155 2.9846427026204765 3.7988466024398795 4.6053440598770976 3.1256599426269531 3.4041709862649432 11.72926292568445 1.4833933413028715 27.227700635790825 123.21165089821443 13.545865434221922 12.28635321184993 5.5967446342110652 3.5407370366156092 19.075697682797909 16.192671971395612 7.0794279370456934
leaf_count=149 852 22 26 42 21 131 31 41 549 18 5 86 94 23 47 16 69 11 31 52 4 153 1122 84 65 27 23 95 81 64
internal_value=0.000901614 0.00135565 -0.0140828 0.00491932 0.00151088 0.00204289 0.0013018 -0.00690111 -0.00366541 -0.00583511 -0.0120889 -0.0151707 0.00291808 0.00739103 -0.00539585 1.57004e-05 -0.00527033 0.0100854 -0.0005369 0.0142725 0.00768007 0.00200104 0.00224982 0.004468 0.00202284 0.00434444 0.00048224 0.00941956 -0.00116899 -0.00865306
internal_weight=312.961 303.757 9.20396 2.36988 301.861 273.728 250.632 19.6867 28.1334 25.5897 14.9258 13.4558 10.6639 8.99793 4.43202 14.358 10.5592 23.0952 6.52983 16.5653 2.66077 230.946 227.757 101.004 73.7768 60.2309 126.752 31.3621 28.8688 12.6762
internal_count=4034 3114 920 68 2965 2117 2002 257 848 826 644 639 182 88 70 126 110 115 42 73 90 1745 1714 569 416 332 1145 160 172 91
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=16 8 0 20 18 20 10 6 0 10 15 3 17 19 15 6 20 15 5 22 21 6 0 0 21 20 16 23 16 23
split_gain=22.1405 9.18353 6.20666 8.52764 10.5773 5.6948 7.45681 5.66147 5.61112 6.28844 5.53749 5.81457 6.24448 4.71344 5.69323 4.68229 5.89662 9.20276 4.58128 4.11626 3.96627 3.56069 4.64674 3.49063 3.58255 3.99619 3.47496 3.39374 3.18403 6.58256
threshold=18.594956516900002 5.9453602998000008 85.995710218650018 41.942745071500006 13.036600629150001 47.709122305950011 70.389210771400016 14.845346859150002 96.163458868000006 69.64719632740001 31.385732506450001 76.825379535700009 241.79519611995002 12.651020723000002 26.135540888150004 16.455384477450004 41.243661560350013 37.050691080100002 17.505247228350004 0.17076500000000003 3.3335862513000003 16.405383309150004 86.692020874450009 76.451683855550016 1.0000000180025095e-35 41.257403903850005 18.404956961200003 -0.089139999999999997 22.604947139800004 0.049900000000000007
decision_type=2 2 2 2 2 2 2 2 2 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 23 28 -1 -7 8 9 -4 11 12 -3 19 18 21 -17 -18 -15 -13 -8 22 -9 -2 -25 -26 -16 -11 29 -5
right_child=2 10 7 4 -6 6 20 15 -10 27 -12 13 -14 14 26 16 17 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.004283820124854518 -0.0029297745777035304 -0.0040548368380992133 0.001010655573603376 -0.0014167608846884466 -0.0052580467119979395 0.003175927614611905 0.0056189472912796081 -0.0016139952435990233 0.002136500655766952 0.0014053132178814436 -0.0044164389937358774 0.0015701781901820431 0.0018523847027649637 -0.0031754288486746875 0.0021944781362129824 0.0018583756384526683 -0.0064591875753100157 0.00039914494524485292 0.0028415389523872192 -0.0024282931065941742 -0.0044037990794996099 0.0033535467342003336 0.0020214337233217085 0.0039824338440241315 -6.9915328754453616e-05 0.002543087066890833 -0.0028943993419291831 -0.0038183922981065602 -0.002234335195244908 0.0044702527094294797
leaf_weight=19.530985045246783 3.4460404571145764 11.143039611168204 13.464591711759569 7.1623914781957918 9.4750084001570922 4.9494626764208061 0.74209723435342301 6.3872245438396922 14.598710440099238 2.5478496253490439 5.3945044837892047 41.450208717957139 4.1366616860032073 16.064514525234703 10.733163565397261 28.897284299135208 4.1828548945486572 15.596879120916126 2.4598969593644133 4.8479819409549227 6.4575525289401412 32.206285700201988 82.288385029882193 7.3857775628566733 27.009812299162149 15.545698896050451 2.8661937639117232 11.840106621384619 6.9223169498145571 5.7906606532633305
leaf_count=971 66 358 65 87 152 22 4 41 47 12 162 247 65 175 61 103 46 64 9 56 283 133 343 26 126 55 49 131 58 17
internal_value=0.000419521 -0.000986519 0.00104336 8.96136e-05 -0.00168817 -0.00291085 -0.000703658 0.00141557 7.46403e-05 -0.00100607 -0.000371328 -0.000138447 -0.00245558 0.000313023 -0.000895413 0.00175129 0.00067608 -0.0010512 -0.00237642 0.00115149 -0.00337071 0.00218425 0.00175958 0.00106697 0.00134276 0.000884625 0.00112195 -0.00289337 1.36623e-05 0.00121503
internal_weight=425.524 130.776 294.748 82.7377 29.3504 31.6801 12.1491 212.01 42.4513 27.8525 99.0962 93.7017 15.2797 78.422 32.1238 169.559 48.677 19.7797 18.5244 46.2982 7.19965 120.882 88.6756 53.3873 49.9413 42.5555 13.5994 14.388 19.8754 12.9531
internal_count=4034 2462 1572 587 314 1280 309 985 255 208 1182 1020 423 597 294 730 213 110 184 303 287 517 384 273 207 181 110 143 162 104
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=16 13 5 15 20 17 19 6 16 9 17 18 6 10 10 22 21 9 16 21 10 0 10 20 16 20 0 18 13 20
split_gain=16.0018 7.83814 5.48619 4.94178 4.22376 4.10862 6.40286 6.35384 8.75594 4.92945 3.96068 3.95802 3.76554 3.76097 5.38483 3.73218 4.10217 3.66188 3.51104 4.49715 3.50838 4.98178 5.12296 5.31901 4.91466 7.27597 5.66159 5.7506 4.42822 6.08739
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 17.634958761800004 194.31002311890003 182.63036160245002 17.551307094650003 13.78532209185 60.613977009100005 58.167480110400007 -0.14654999999999999 7.0441631297000011 204.12988221610001 23.044946110900003 15.285239689500001 66.964115113200009 90.407470010750018 65.611820673600008 38.625745710700009 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 115.68166489510001 42.779078631750004
decision_type=2 2 2 2 2 2 2 2 2 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 4 13 10 -6 -7 8 9 -8 -3 -10 -9 14 -2 -14 -17 -18 19 -5 21 22 23 -15 26 -26 -22 -28 -25 -30
right_child=3 2 -4 18 5 6 7 12 11 -11 -12 -13 15 20 -16 16 17 -19 -20 -21 24 -23 -24 28 25 -27 27 -29 29 -31
leaf_value=-0.0044002890277459504 0.0007442758871100204 0.001633556616666045 -0.0029383231345614827 -0.0040483993951542551 -0.002910869696905695 0.0039072453182908435 -0.00069012897254738153 0.0048593409353335053 -0.001777021882872432 -0.0062937788784713884 -0.0046677735847540291 0.0056233913318506946 -0.0040747056795860425 0.004114373760025959 -0.0055913205173971584 0.0029091002132100689 0.0016152653263303363 -0.0073230767011000708 0.0040015005465431049 0.0022903791423687057 0.003730655341967315 0.0046202979015568602 -0.0027339909327124675 -0.002810198880371575 0.0011056258987225756 -0.0047033031735734939 -0.0043093247416051625 0.0014762124733250653 0.0020841146747743902 -0.00076032424864159694
leaf_weight=15.032959891483186 12.571066712960603 3.5389663726091376 19.485913037322462 10.68598920479417 8.1028259713202697 13.504907391965387 6.7179269157350125 6.8415357545018223 3.0311337709426871 9.2860054876655322 8.2519999239593727 4.3986329436302185 3.5228312686085728 20.745332963764668 4.5318648200482121 13.539330095052721 2.442628387361764 2.1309175305068493 2.4950789660215369 3.7559382710605851 16.288262352347374 14.602447226643561 6.552426613867282 5.9148591905832282 12.151140645146372 9.5713340789079648 5.9957935791462686 14.785146635025738 109.11976001784205 22.540932912379503
leaf_count=972 141 27 674 152 139 44 130 19 47 133 132 17 27 78 85 50 15 36 10 20 66 55 35 37 53 83 68 78 474 137
internal_value=0.000481989 -0.00103544 -0.000552746 0.00114973 -7.8463e-06 0.000436188 0.000850777 5.562e-05 -0.00186618 -0.00394155 -0.00277648 0.00260423 0.00163705 0.00132261 -0.000934505 0.000618117 0.00153084 -0.00254931 -0.00145684 -0.00239986 0.00148462 0.00183069 0.00158363 0.00176232 0.000428153 -0.0014539 0.00153103 -0.000193052 0.00140765 0.00159713
internal_weight=392.136 119.829 104.796 272.307 85.3096 73.5187 65.4158 51.9109 23.4337 16.0039 11.791 7.42977 28.4772 255.37 17.1029 21.6357 18.1129 4.57355 16.937 14.4419 238.267 179.476 164.873 158.321 58.7917 21.7225 37.0692 20.7809 137.576 131.661
internal_count=4034 2462 1490 1572 816 657 518 474 327 263 159 64 147 1390 226 128 101 51 182 172 1164 816 761 726 348 136 212 146 648 611
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=16 13 18 19 6 6 5 15 22 10 13 3 8 23 10 16 6 20 3 0 15 23 15 22 7 7 19 16 22 18
split_gain=15.3367 7.54449 5.31771 6.14263 5.3251 6.81924 4.73658 4.00648 3.93218 6.25907 5.03594 3.78156 3.69536 4.1769 3.32291 6.02259 5.99407 7.98881 5.68014 5.43937 4.71826 5.23511 5.71067 4.62387 6.05243 5.14857 3.94369 3.71541 3.67949 4.20277
threshold=18.594956516900002 95.862351557400004 17.323446153950005 13.051052998800001 13.65531905435 15.51536251395 14.050239455300002 46.074827201850006 -0.18231499999999998 80.882262854550007 98.050756475600011 108.47659710545001 7.6440346712000009 0.087905000000000025 66.964115113200009 19.974953289850003 16.455384477450004 38.804080188450008 93.579850604650019 94.496614827150012 41.29990759910001 0.08481000000000001 35.965617804200001 -0.061874999999999999 23.974509389900003 24.909276771700004 14.351157895250003 22.614947116400003 0.070580000000000018 14.674589207750001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 8 11 -3 -10 -11 14 13 -5 16 23 18 -18 -2 -17 21 -19 -23 24 -16 -26 -24 -20 -25 -30
right_child=7 2 -4 12 5 -7 -8 -9 9 10 -12 -13 -14 -15 15 19 17 20 27 -21 -22 22 26 28 25 -27 -28 -29 29 -31
leaf_value=-0.0037962803669838491 0.0025576872572735769 0.0038943651594292596 0.0020921567615721148 -0.0044418345947097523 0.0012595110117293341 -0.0044672179074350289 -0.0034854936238563998 -0.0010492236629465548 -0.0050577529713349547 -0.0046170763108994897 0.0025600966507725157 -0.0030346402630371896 -0.0047466689273992198 0.0035120702580668382 0.0021423140001798342 -0.0058398977240373537 0.0031371753494441059 0.0011356733132714303 0.0019376426790152297 0.002032687725712612 0.0014963036560813401 -0.004526660926027372 -0.0037712278202866397 0.0028919712117327391 -0.0047550320317757602 0.00046912699284915797 0.00052389308708679122 -0.0023092781605998118 0.0023234098934566865 -0.0033590763161314915
leaf_weight=13.954326553270219 90.309229206293821 3.4873038688674525 13.108938388526438 2.2699373224750152 37.84925081487745 4.2165676103904834 14.043542630970476 16.428200121037662 4.9598170733079376 2.348412028513847 7.4188129529356956 3.926757998764514 10.303564366884528 2.5668464805930853 8.7044285386800784 4.9860588908195487 18.824318174272776 16.68964446336031 7.2114862557500583 2.358905553817749 25.444716323167086 9.7966038435697573 5.2256207615137127 21.088519081473354 7.6346108578145486 6.2679632641375065 15.381025206297634 7.8498302847146988 5.1371381394565088 4.4163512289524078
leaf_count=972 389 16 74 120 277 238 241 182 146 89 25 95 251 13 35 52 89 84 35 8 109 83 29 71 88 40 83 46 22 32
internal_value=0.000451084 -0.000849518 -0.000448631 -0.000820927 -0.000315755 0.000685479 -0.00162141 0.000996873 -0.000184174 -0.00114996 0.000834432 0.00112554 -0.00330081 -0.000220754 0.00118902 0.000314393 0.00145841 0.000657684 0.00215268 -0.00331154 1.42286e-05 -0.00078655 -0.00184174 0.000814541 -0.000650893 -0.00239972 -0.000565303 -0.000275816 0.0018957 -0.000303469
internal_weight=394.209 116.527 102.573 89.4641 74.3237 42.0658 32.2579 277.681 18.2143 14.727 9.76722 261.253 15.1403 4.83678 257.326 60.594 196.732 91.3619 105.371 7.34496 72.5376 47.0929 30.4032 53.249 22.607 13.9026 20.6066 15.0613 30.642 9.55349
internal_count=4034 2462 1490 1416 1032 515 517 1572 276 260 114 1390 384 133 1295 348 947 477 470 60 388 279 195 288 163 128 112 81 125 54
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=16 13 5 20 3 15 23 23 15 10 21 22 9 16 16 10 13 16 21 20 6 6 22 20 23 18 7 3 10 0
split_gain=18.3459 9.08426 5.91092 4.82126 4.42806 4.58002 4.09956 5.56161 3.74834 4.47114 4.14795 4.91847 5.97659 6.06802 4.67726 4.36296 3.95181 3.49303 4.31833 3.22742 6.57263 4.82469 3.62465 6.20929 4.49176 3.49898 6.34557 5.05115 5.61804 9.26102
threshold=18.594956516900002 95.862351557400004 18.613387752550004 47.927946529500012 108.47659710545001 46.074827201850006 0.080515000000000017 1.0000000180025095e-35 14.208195442900001 81.479100559500012 5.9696025344000008 -0.048954999999999992 206.08934059370003 17.684958644900004 15.584963555600002 70.897329358050015 102.94912718925001 23.044946110900003 15.285239689500001 38.478081868400004 15.785368822600002 16.705390318750002 -0.031449999999999999 35.419594101850009 0.092075000000000032 13.893471991850001 23.851446749400001 92.216802332500023 66.964115113200009 93.692765846100016
decision_type=2 2 2 2 2 2 2 2 2 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 8 -4 5 6 7 -2 -3 10 11 12 -10 -14 16 -16 -12 18 -7 20 22 25 23 -8 -25 -21 -27 28 -28 -30
right_child=4 2 3 -5 -6 17 19 -9 9 -11 14 -13 13 -15 15 -17 -18 -19 -20 21 -22 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.0038498221005583886 0.00099260516941776142 0.0038479206126206971 -0.0033904731725956125 0.0023692199880832824 -0.003118725720503901 -0.0031991491850663746 0.0023611926227873848 0.0034575991630654726 0.0012394096686923822 -0.0040380698754335859 -0.0017782898024395436 0.0022652321537280397 -0.0044914964479647115 0.0026722519339058694 0.0012541496222144514 -0.0045667436914168125 0.0025622244860227439 0.0034403013497827559 0.0020251048710427529 0.0013084706676072756 0.0035150991308907499 -0.0020342450443759665 0.0025020556505265684 -0.00087274257743216591 -0.0073523446236231013 -0.0043512852076989352 0.002900756664273977 -0.003832784103985114 -0.0059216598186991685 0.00094590904985735488
leaf_weight=16.45628759264946 35.106162615120411 4.304603435099124 17.311016976833347 3.0539017505943766 4.5421490091830483 10.789943261072041 5.5147815644741076 30.600385118275881 16.299516724422578 5.0811110120266667 7.7054774397984165 22.170687763020396 8.6599390022456628 2.7932588886469594 3.030904507264494 9.5382555844262225 7.2926072925329208 2.6531747654080382 3.8291404955089083 96.2214375436306 22.728769706562161 11.210557087324558 8.0340509712696058 4.7585843913257122 3.1933689936995506 5.5223867371678343 15.667490802705286 4.3763265684247008 4.3658832833170917 17.837293840944767
leaf_count=972 176 17 644 14 95 152 20 152 98 129 85 114 104 15 23 224 23 10 20 391 86 90 26 31 37 45 55 41 40 105
internal_value=0.000434548 -0.000926034 -0.000477376 -0.00252676 0.00102106 0.00108764 0.00122501 0.00214058 3.02493e-06 -0.000197416 5.44182e-05 0.000781031 -0.000404646 -0.00274437 -0.00126145 -0.0031631 0.000332224 -0.00102109 -0.00183077 0.000923362 0.0019305 0.000636345 0.000255402 -0.00108492 -0.00347484 0.000844267 -9.07743e-05 0.000466145 0.000962929 -0.000404483
internal_weight=410.649 123.698 107.241 20.3649 286.952 282.41 265.137 65.7065 86.8764 82.5718 77.4906 49.9234 27.7527 11.4532 27.5672 12.5692 14.9981 17.2723 14.6191 199.431 44.2296 155.201 21.5008 13.4667 7.95195 143.991 47.7694 42.247 37.8707 22.2032
internal_count=4034 2462 1490 658 1572 1477 1295 328 832 815 686 331 217 119 355 247 108 182 172 967 200 767 114 88 68 677 286 241 200 145
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=16 13 16 18 20 17 0 7 20 23 18 4 17 4 15 9 9 23 23 22 22 20 8 21 23 21 19 8 3 9
split_gain=17.2086 8.14787 5.12449 7.31572 6.42405 5.15215 4.76354 5.61173 4.53194 3.92589 4.60076 6.86704 4.46513 4.35296 3.9432 3.87292 3.57879 3.68138 4.96885 8.62256 3.88855 4.14051 3.64183 3.54853 3.2928 3.99742 4.00794 3.24331 3.1519 3.47014
threshold=18.594956516900002 95.862351557400004 15.584963555600002 18.273715221050001 38.244973486750006 167.14057114020002 85.732241321850012 22.721067571950005 37.52517992975001 0.083495000000000028 14.85568425095 195.50296729855003 236.15709471040003 193.73972847335003 28.343014915050002 181.33671263215004 186.68586460755003 0.084360000000000018 0.093325000000000033 -0.083064999999999986 0.15607500000000005 40.467253020850002 8.2435668022500028 4.797392351550001 0.078310000000000018 1.0000000180025095e-35 14.251149826300002 8.6432548896500023 108.47659710545001 186.16747084260001
decision_type=2 2 2 2 2 2 2 2 2 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 4 9 27 -6 7 28 -9 -4 11 14 13 -12 -11 -8 -17 24 19 22 21 -21 -19 -23 25 -18 -27 -3 29 -2
right_child=6 2 3 -5 5 -7 15 8 -10 10 12 -13 -14 -15 -16 16 17 18 -20 20 -22 23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0044936235373233165 0.0022336311100507266 -0.0049907245546659471 -0.0044037362535438024 0.0056521087926519279 -0.003455966210170457 0.0016900347475014101 -0.0019745168301193339 0.0036888957269025709 -0.0060363274045152114 -0.0064536072471864849 0.00045777732325617121 0.0034348920430489513 0.003524809774694387 -0.0058546520567067453 0.0028034411620266918 0.0040153210664318831 0.0052584434088162949 -0.0018104089977165471 0.0017900525178421603 0.001095802718975084 -0.0071166774438785243 -0.0061394858180718456 0.0024534277534279379 -0.0010066572861533887 0.0034962620352411451 -0.0026690298377468717 0.0017617489084495593 0.0030361595009357903 -0.0035039227956195824 -0.00082972906911479003
leaf_weight=15.408513708971439 22.340781314298511 7.1325336862355453 14.951633319258688 3.1126360297203055 5.5100342975929371 43.838207089342177 7.8474293239414683 1.4950312003493298 6.2250421103090048 3.8384570106864002 3.7580737657845047 9.1279763821512443 2.2024584859609595 10.22958663292229 1.6576261818408964 14.548505157232283 4.9967804253101376 6.2523553371429434 81.794399309903383 9.3684798702597671 3.5480475015938273 5.9661747347563487 25.984183114022017 7.8434504307806492 34.322963438928127 7.6249591410160091 15.736647561192511 1.5398393459618089 4.4456441951915613 15.941997807472942
leaf_count=972 128 145 468 13 139 271 54 6 123 114 31 78 8 197 16 58 16 56 357 43 43 61 101 39 175 43 69 10 95 105
internal_value=0.000482704 -0.0010837 -0.000592186 -0.00178869 0.000415788 0.00111545 0.00117613 -0.000217351 -0.00415299 -0.00229476 -0.00127144 0.000767829 -0.00311345 -0.00415869 -0.00366167 0.00148742 0.00161205 0.00144018 0.000989919 -0.000120046 -0.00222663 -0.00147807 0.00162645 -0.00322419 0.00245129 0.00118653 0.000315594 -0.0035655 0.000493731 0.000957964
internal_weight=398.59 122.308 106.899 48.8784 58.0206 49.3482 276.283 50.4485 7.72007 45.7658 30.8142 14.6241 16.1901 13.9877 5.49608 225.834 217.987 203.438 140.757 58.9627 26.7262 23.1781 32.2365 13.8096 62.6814 28.3584 23.3616 8.67237 42.7284 38.2828
internal_count=4034 2462 1490 925 565 410 1572 457 129 912 444 208 236 228 130 1115 1061 1003 700 343 186 143 157 100 303 128 112 155 328 233
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=13 16 16 7 20 6 10 5 15 19 20 18 10 21 10 18 9 5 3 21 16 12 20 22 9 5 20 20 9 21
split_gain=12.1389 5.38345 5.86199 6.38185 6.25965 4.82392 4.71858 6.90726 3.52214 3.45428 5.2684 3.13899 4.95703 3.04219 2.98372 4.24436 3.69539 2.78455 4.41106 3.68911 3.06919 2.66645 3.19953 7.5638 7.71128 4.55873 3.56554 3.42439 2.74018 3.09096
threshold=98.255079293500017 18.634956423400002 15.584963555600002 28.8637720374 38.244973486750006 13.200308423050002 71.015621515800021 19.234448447350001 46.074827201850006 12.551012654050002 41.035283712600005 15.534338342150003 75.634392583900009 12.263428102400001 60.613977009100005 11.928667296000002 228.88999534805001 24.367802910700004 92.913112988300014 1.4744127452000002 22.584947186600004 335.9827356823501 42.719328117250008 -0.102645 192.57902085675002 21.850554661550003 42.67709657435001 43.157831852650006 186.68586460755003 15.173983806500003
decision_type=2 2 2 2 2 2 2 2 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 4 6 -2 -1 7 -4 14 10 -8 12 -6 -9 15 -3 -17 -10 -19 -20 -21 22 26 -24 -25 27 28 -26 -16 -30
right_child=1 8 3 -5 11 -7 9 13 17 -11 -12 -13 -14 -15 21 16 -18 18 19 20 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.0045326340478170609 -0.0048586077389271946 0.0016134752447553363 0.0031468276585559516 0.0060817107701239053 0.0015664185559430117 0.0023963609907716754 0.0071182201121254207 -0.0055798256626458697 -0.0071068233706624503 -0.0049483512998264667 -0.0066182840603315456 0.0031753456472595649 -0.0058207853626500577 0.0042930690815501833 0.0032554889729418295 -0.0063727916699805338 0.0036445743217684403 0.0062764841525108032 0.0037641754856880798 0.0010000850485159737 -0.0062337978750275401 0.004582573250831572 0.0037682492445932532 -0.0079889553964748138 -0.0074234037705511102 0.0027164440554716439 0.0053353098930295027 -2.7982140031721042e-05 0.0014161935648426334 -0.003198909923771651
leaf_weight=19.888494446873668 5.1714967377483836 9.20237551815808 9.4093442671000975 3.0740351751446715 13.730974401347341 3.9096448617056003 2.0537901781499417 6.7044084342196575 2.3294622749090221 20.756421940401196 1.6274064285680649 23.235095150768757 3.7635693755000821 1.1959764985367654 26.491522110998631 5.6318117873743168 1.5209566950798032 2.6329123526811591 2.7965361736714831 2.8836154360324127 5.6332869958132505 9.1931912675499898 10.657869976013897 5.4212955459952381 3.5598726347088832 8.6678006555885059 8.5537742935121042 4.756647415459156 144.59234341047704 4.8784101009368888
leaf_count=1149 115 97 54 16 119 53 9 360 40 408 35 108 35 18 118 124 5 6 16 20 100 62 54 54 32 36 58 22 684 27
internal_value=0.000546689 0.00081456 -0.000381126 -0.00184803 0.00105127 -0.00339431 -0.00243193 -0.000153985 0.00123273 -0.00404546 0.0010455 0.00180166 -2.27772e-05 -0.00408525 0.00140466 -0.000947672 -0.00424271 -0.00133547 -0.000371483 -0.00191863 -0.00378458 0.00157431 0.0014472 -0.000186395 -0.00206753 -0.000177451 0.00173993 -0.00319358 0.00156515 0.00126557
internal_weight=373.924 350.126 90.7225 44.8214 45.9011 23.7981 41.7473 17.3097 259.404 24.4376 3.6812 40.7296 17.4945 7.90038 243.128 16.3551 7.15277 16.2758 13.9464 11.3134 8.5169 226.773 217.58 33.0635 22.4056 16.9843 184.516 8.31652 175.962 149.471
internal_count=4034 2832 1277 900 377 1202 884 432 1555 452 44 262 154 378 1373 226 129 182 142 136 120 1147 1085 198 144 90 887 54 829 711
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=16 13 5 5 0 10 5 0 20 0 20 6 21 16 6 20 10 8 22 20 22 5 13 14 2 22 22 7 7 10
split_gain=23.4814 10.2199 7.08012 6.12715 5.76935 5.25092 9.62277 7.18915 5.2206 5.14546 5.03229 5.02148 4.95724 5.47161 5.58319 4.61578 4.39818 4.34347 6.16438 4.85431 8.96359 8.74799 4.53117 4.176 3.96226 3.90615 7.17382 4.7191 6.31629 3.84239
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.626838821450004 86.692020874450009 66.964115113200009 20.769304081650002 91.937202686950016 47.927946529500012 90.407470010750018 38.244973486750006 16.405383309150004 5.9696025344000008 15.584963555600002 12.05528166975 42.536568606950006 70.897329358050015 8.8430989333000021 -0.090495000000000006 42.779078631750004 -0.102645 21.850554661550003 113.97180552410002 179.09836080685002 188.47750099235003 -0.073609999999999995 -0.092479999999999993 23.974509389900003 24.909276771700004 62.111448187750007
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 11 9 7 -7 -4 17 23 -5 15 14 -14 -12 -15 19 -19 22 -21 -22 -2 -3 -16 26 27 -9 -29 -24
right_child=3 2 8 4 -6 6 -8 25 -10 -11 12 -13 13 16 24 -17 -18 18 -20 20 21 -23 29 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0036036731134203295 -0.0013049270401586668 0.00045048034938413719 -0.003227344019792521 -0.0050372509035936106 0.0028873339362518011 -0.0036273347908197563 -0.0053935807650863808 0.0040398602643720583 0.0021466168641434214 0.0038228314023687391 0.001657501744748133 -0.00027721406029699967 -0.0033614827496366161 0.0011289382602542978 -0.00065838910179188536 -0.0013788720063955759 -0.0042107026414130375 0.0017059592048349597 -0.00353283083271897 0.0039048623071677013 -0.0043518396124636472 0.0013139688281505 0.0015020165114642506 -0.0041057931601558408 0.0037956954459582347 0.0019994685680468794 -0.0053794232952307326 -0.0034858888130423274 0.0024393518459181725 0.0028998557543189057
leaf_weight=18.600464004091918 6.2258794084191313 5.107539424672721 19.157732519321147 3.6594706047326317 8.271011255681513 5.1971491985023013 4.163067750632762 4.9693776667118064 3.2156400308012953 15.267734959721563 41.185124676674604 43.527857102453709 4.1683323141187492 3.1341797653585663 5.3790192455053312 9.3585790339857322 9.3863813923671824 7.6456332877278328 6.1918408498167974 6.4415861442685154 8.3018386811018008 8.3014193177223188 69.034129444509745 7.658085772767663 7.0022254586219788 33.073377151042223 3.3740728646516827 5.5213031359016878 5.4405089393258095 52.908862985670567
leaf_count=972 29 36 644 55 28 47 45 15 14 54 207 387 58 23 31 123 206 31 41 22 64 38 267 125 23 118 36 63 19 213
internal_value=0.00044078 -0.000920092 -0.000485106 0.00105075 -0.000119351 0.00131884 0.000336469 0.000750786 -0.00245496 0.00165519 -8.02615e-06 -0.000646364 0.000356725 -0.000927409 0.000545334 0.00109529 -0.00287407 0.00145467 -0.000638237 0.00164619 -2.90552e-06 -0.00151901 0.0019427 -0.00228282 0.00186062 0.00118519 -0.000209803 0.000885073 -0.000545105 0.00210851
internal_weight=430.869 133.353 114.753 297.516 55.4583 242.058 61.7389 57.5758 22.3734 180.319 92.3795 47.1873 79.6138 29.0701 16.5496 50.5437 12.5206 165.051 13.8375 151.214 23.0448 16.6033 128.169 12.7656 12.3812 52.3786 19.3053 15.9312 10.9618 121.943
internal_count=4034 2462 1490 1572 470 1102 343 298 658 759 832 442 671 341 112 330 229 705 72 633 124 102 509 161 54 251 133 97 82 480
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 20 17 19 6 17 20 9 19 15 20 15 10 6 20 22 5 21 20 21 17 0 0 23 3 14
split_gain=30.7604 11.1906 8.65336 7.4525 7.19023 5.75794 6.19667 7.29509 7.74893 10.1408 5.72615 5.30611 4.97186 5.46766 4.88035 4.62241 5.66854 5.45895 7.52245 9.33553 6.2919 5.06192 4.58475 4.57057 4.85368 7.0798 4.56378 4.42629 4.28741 4.24732
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 22.721067571950005 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 236.15709471040003 37.52517992975001 194.31002311890003 12.951044929850001 27.980927088250002 40.844669808050007 46.683480308100009 66.590419433100024 16.465384711100004 40.636252116050009 -0.059424999999999999 22.387336278850004 9.1912342607000017 47.927946529500012 8.8898213993500015 188.64489188380003 91.937202686950016 94.165934477050016 0.083950000000000011 108.47659710545001 179.09836080685002
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 28 29 -7 -8 9 11 -6 27 14 -14 -10 16 17 -5 -19 20 -20 -17 -4 24 -18 -26 -25 -9 -2 -3
right_child=3 2 22 15 10 6 7 8 12 -11 -12 -13 13 -15 -16 21 23 18 19 -21 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0034168629667527613 0.00082536893999435941 0.00031311021121221467 -0.0029916322823337026 0.0022515785888130775 0.0028269586617774489 -0.002443573502189253 0.0029961907692931289 -0.0039912024061405432 0.00068850737701962091 0.0025319886215575747 -0.0044711592751362893 -0.004433802627690173 -0.0046027331152155172 0.002199291321017234 0.0039797274710989079 -0.0045427499654665084 0.0035932075940879652 0.0023781894889192828 -0.00077657855934837349 -0.0031881446553227422 0.0028006104424108673 0.00094296757853886022 0.0016890392609324306 0.00031712687905692511 -0.003436422214788844 0.00099139094900056908 -0.0048512386404187778 0.001201482576214735 -0.0028705888542911139 -0.0039239005093215564
leaf_weight=20.970333522185683 42.640680134296417 5.1709850542247278 22.420691259205345 116.80364973843098 1.7678523063659648 9.4011923987418395 14.638806812465189 3.3986096400767618 13.853436477482324 6.7525386139750472 7.3899749889969826 10.385494224727152 3.4549652002751818 2.8713647983968258 10.517277076840399 3.5995298735797387 7.7900336831808081 26.876664035022259 13.352004230022432 9.8643996268510801 12.759786523878573 5.8752737939357758 3.1694063879549494 5.464066341519354 5.3992304839193812 42.591786410659552 3.874838225543499 6.0664106886833906 4.6156427357345811 7.9909036308526993
leaf_count=972 233 36 659 440 6 139 44 102 55 30 123 150 49 18 25 44 24 84 74 57 36 26 15 30 46 204 50 45 95 123
internal_value=0.000449104 -0.000961569 -0.000532828 0.00108964 -0.000108119 -2.39913e-05 0.000337708 0.000701174 0.000114852 -0.00132412 -0.00306231 -0.00263586 0.00136192 -0.00151546 0.00210885 0.0013554 0.00145204 0.00178578 0.000920165 -0.000169079 0.00097145 -0.00114109 -0.00241192 0.000531286 0.000926162 0.00049324 -0.0018273 -0.000663057 0.000464376 -0.00225928
internal_weight=451.728 141.062 120.092 310.665 56.4142 94.502 81.3401 71.9389 57.3001 26.6031 9.15783 19.8505 30.697 6.32633 24.3707 254.251 244.776 179.657 62.8529 35.9762 26.1118 9.4748 25.5901 65.12 55.7811 47.991 9.3389 9.46502 47.2563 13.1619
internal_count=4034 2462 1490 1572 457 816 657 518 474 327 129 297 147 67 80 1115 1045 691 251 167 110 70 674 354 274 250 80 147 328 159
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=16 13 5 15 3 18 22 22 13 16 10 17 20 23 23 0 5 20 6 16 15 20 7 0 10 15 16 6 8 2
split_gain=23.499 10.5151 6.59445 5.61526 5.43211 4.66776 5.71276 6.22163 5.70038 5.307 5.52852 5.69349 4.47061 4.35101 5.21661 3.91842 5.88101 8.68011 3.6862 5.01716 11.521 5.75154 6.45726 4.81429 8.18908 4.78267 7.12083 4.20103 5.83155 3.55913
threshold=18.594956516900002 95.862351557400004 18.613387752550004 46.074827201850006 108.47659710545001 17.957852018100002 -0.59502499999999992 -0.14654999999999999 98.050756475600011 15.584963555600002 71.015621515800021 236.15709471040003 47.927946529500012 0.080515000000000017 1.0000000180025095e-35 97.878695155250014 13.524641568350001 40.844669808050007 14.845346859150002 19.064955417800004 29.712811603950005 38.478081868400004 22.381996090050006 96.163458868000006 69.64719632740001 32.393814985100008 20.784951395750003 16.575387281250006 8.4434108459500017 121.84632764400003
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 13 6 -3 -8 -9 15 -11 -12 -4 14 -2 -10 -17 -18 23 -20 -21 -22 27 24 -15 26 -24 -23 -29 -27
right_child=3 2 12 -5 -6 -7 7 8 9 10 11 -13 -14 18 -16 16 17 -19 19 20 21 22 25 -25 -26 29 -28 28 -30 -31
leaf_value=-0.0031774051700485151 0.00094985415907147971 0.0021103185062265289 -0.0028119311291553858 -0.00096450857173495125 -0.0026120915628081161 0.0026725413110780536 -0.0027691643189281601 -0.0038197318711590249 0.0023137037105676042 0.0019914804992953476 -0.0027520358559352861 0.003858781291922611 0.0017102574851740717 0.00092215693187885038 0.0028411727973781456 0.0026160539196279468 -0.0044658848342347341 0.0010717580350304936 0.0029150295078979056 -0.0042597810619991452 0.0023702362513517905 -0.0046258146694658914 0.0015703089815230725 0.0016145997520434832 -0.003571761414381583 0.0019409049575142294 -0.0056328442306048682 0.0029986915990705626 -0.0030234380725444807 0.00064951779956108396
leaf_weight=19.18699966929853 36.703396938741207 10.51032457873225 18.002986042760316 17.746531428769231 4.7480916045606127 6.9146652370691291 12.769589332863687 4.585614498704671 14.924068124964831 5.0443515516817596 15.388602433726193 1.7012008912861336 2.9986647665500632 9.6176511719822937 32.184203542768955 6.7526477910578278 5.8198700845241529 7.774396575987339 15.098753746598957 5.0305904038250437 29.726158030331135 3.9362888261675817 3.3223790600895873 10.180852770805357 9.4556127786636335 38.895193092525005 3.137866422533989 3.491092137992382 4.1245860494673252 70.725694851949811
leaf_count=972 176 49 644 182 95 28 184 131 47 26 235 6 14 39 152 25 71 30 51 39 103 31 20 32 115 147 27 9 36 318
internal_value=0.000372224 -0.00083007 -0.00043216 0.000906069 0.00102447 -3.71011e-05 -0.000256828 -0.000589618 -0.000140649 0.000153242 -0.00116289 -0.00209396 -0.00216624 0.00108711 0.00183348 0.000979178 3.28953e-07 -0.00129897 0.00083842 0.00102431 0.000848514 0.00101182 0.000695441 -0.000289402 -0.00130571 0.000938753 -0.0019284 -0.00174951 -0.000262842 0.00110772
internal_weight=430.499 132.374 113.187 298.125 280.378 92.1853 85.2707 74.7603 61.9908 57.4051 22.1342 17.0898 21.0017 275.63 68.8876 35.271 20.3469 13.5943 206.743 177.489 162.39 157.359 127.633 29.2541 19.0733 116.081 6.46025 11.552 7.61568 109.621
internal_count=4034 2462 1490 1572 1390 832 804 755 571 440 267 241 658 1295 328 173 126 101 967 781 730 691 588 186 154 512 47 76 45 465
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=13 16 5 20 14 17 19 6 16 9 6 22 21 15 18 20 23 15 2 22 17 5 3 22 16 6 2 22 10 10
split_gain=7.72009 3.80858 3.18061 2.89619 3.26947 2.96271 4.27421 4.08821 6.32078 4.30448 3.19547 2.88329 3.54751 3.12012 2.82888 2.82241 2.52121 2.41476 2.38097 2.34547 2.55568 2.32161 3.44297 3.16252 3.41237 2.22693 2.12953 2.12819 2.0125 1.91868
threshold=95.862351557400004 18.594956516900002 18.393720489900002 38.244973486750006 179.09836080685002 179.91109285790003 11.950964240300001 13.65531905435 17.634958761800004 194.31002311890003 13.78532209185 -0.14654999999999999 7.0441631297000011 25.852338405700003 17.551307094650003 47.927946529500012 0.094375000000000028 46.074827201850006 116.68694986600001 0.20949500000000004 241.79519611995002 24.367802910700004 92.913112988300014 -0.10290999999999999 22.604947139800004 5.3251244207000008 104.38256328765002 -0.044409999999999998 70.542452884850022 60.613977009100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 2 3 4 -2 27 -7 8 9 25 -9 -12 26 -14 28 16 -4 29 -18 -1 -21 -19 -23 -24 -25 -8 -13 -5 -10 -3
right_child=1 17 15 5 -6 6 7 10 14 -11 11 12 13 -15 -16 -17 18 21 -20 20 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.020024252189178467 0.0027188106004191093 -0.0031218724664565764 -0.018570107091493624 -0.02496883735010241 -0.019622226847990011 0.013528458352353648 -0.020409462797053114 0.017800170942504273 0.013689019084848751 -0.023710626749952581 -0.015559296277143333 0.0027362804746015991 -0.031080466922391102 0.0038068680988431309 0.021476946229588702 0.0094118283129010633 0.014782442915012493 -0.02376036267197271 -0.020823158074760598 -0.019766416014999292 0.032558419499985634 0.019820178771326906 0.0098274648743074556 0.0032643896583937479 -0.024298335673901179 0.0066786614152300784 0.01906191874626624 -0.0023655819845894484 -0.021144261197272168 0.0040664497045536417
leaf_weight=8.0643991539254767 4.4717148598283512 15.050834078341721 9.3872368107549828 2.4628357766196132 5.5646442510187626 11.686019189655779 1.6159286838956193 6.0230487361550358 1.1360978428274386 7.4967772318050265 3.118938677012923 6.7477148734033126 1.6965056620538228 2.2666670940816402 3.4620275646448135 2.4152712635695925 1.9428802058100694 2.0478990152478209 1.1210092045366762 0.68714812444522866 0.72722512483596802 2.3496434092521659 3.189892200753091 2.7988564698025584 4.3306893464177847 3.9730514958500862 5.4803770799189806 4.3816383341327301 1.4031260339543221 212.28464058600366
leaf_count=881 36 226 601 86 123 44 101 19 5 133 27 32 30 21 17 15 19 40 39 90 1 6 20 24 92 29 18 53 42 1164
internal_value=0.00133942 0.00183679 -0.00163292 3.77351e-05 -0.00966814 0.00158516 0.00305931 0.000305099 -0.00649453 -0.0140763 0.00542819 0.00156924 0.00486873 -0.0111273 0.0100375 -0.00983509 -0.0135686 0.00309613 0.00175514 -0.0159713 0.00713733 -0.00454114 -0.00143444 -0.00627393 -0.013478 -0.00115326 0.0100531 -0.0104989 -0.00555918 0.00359054
internal_weight=339.385 329.906 87.8535 72.9871 10.0364 62.9508 56.1063 44.4203 19.087 13.0858 25.3333 19.3102 16.1913 3.96317 6.00125 14.8664 12.4511 242.052 3.06389 9.47877 1.41437 14.717 12.6691 10.3194 7.12955 5.58898 12.2281 6.84447 2.53922 227.335
internal_count=4034 3062 1490 816 159 657 518 474 327 263 147 128 101 51 64 674 659 1572 58 972 91 182 142 136 116 130 50 139 47 1390
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=16 13 5 20 0 7 20 9 18 16 14 7 3 10 5 18 9 22 22 20 20 7 22 22 13 23 13 18 16 10
split_gain=17.4724 8.44141 5.8542 4.74958 4.63954 6.50464 4.78791 4.55726 4.47994 7.98004 7.11348 6.55897 4.70867 8.74303 7.06661 6.26533 5.7398 7.05785 4.67044 4.30363 4.22482 4.07828 3.98341 4.73452 5.17813 3.95252 3.95212 3.72865 4.34411 7.65224
threshold=18.594956516900002 95.862351557400004 18.613387752550004 47.927946529500012 85.732241321850012 22.721067571950005 37.52517992975001 181.33671263215004 13.843998451900001 22.634947069650003 195.25924573520004 23.109894804950002 89.256809930900019 66.590419433100024 18.128874633450007 14.395252042950002 201.7576686733 -0.083064999999999986 -0.073609999999999995 41.481306584950012 42.141702038450013 22.814487719050003 -0.59502499999999992 -0.14654999999999999 96.526400715600019 0.088350000000000026 98.050756475600011 17.399600107550004 15.584963555600002 71.015621515800021
decision_type=2 2 2 2 2 2 2 2 2 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 22 -4 5 -2 -7 -6 10 12 25 20 13 -10 -15 -16 -14 -18 -17 -19 21 -12 -3 24 -24 -9 -25 28 -28 -30
right_child=4 2 3 -5 7 6 -8 8 9 -11 11 -13 16 14 15 18 17 19 -20 -21 -22 -23 23 26 -26 -27 27 -29 29 -31
leaf_value=-0.0040750628727121334 0.00057031374210298792 0.002781015010763496 -0.0036712586200472077 0.0025595421152600499 -0.0019994637679446137 0.0034562024719503462 -0.0054892654156259843 0.0044675036348896489 0.0043357153347603422 0.0042053888002021598 0.0020510252364958699 0.0021153837149316991 -0.0062917450032163287 0.001782990338150359 -0.0069823982659065571 -0.0032515065426079503 0.0024034777727919006 0.00059438264702798595 0.0009350997428937064 -0.0063495931714804216 -0.0040512593202788145 -0.0020356245205590063 0.0042762322520681559 -0.0034765967946671734 -0.0042145584235702919 0.0019297913830389694 0.0011070712511825943 0.0035828995483725254 0.0031461717062105559 -0.0034276185209741691
leaf_weight=15.552569037303327 44.468313995748758 9.5756351016461831 16.602254245430235 2.9661919996142379 7.9471803233027449 1.5101778283715228 6.6526900045573711 28.899084843695164 12.15666802972555 12.090148709714411 11.821853205561643 52.687321338802576 4.2839834764599827 25.384461890906096 3.7603897638618973 8.8928920812904835 8.6881034150719678 3.0608031526207897 14.287348508834839 4.5878840051591396 5.8591090869158498 8.7347774058580381 1.7323067728430022 5.5773682594299308 10.043496613390742 22.419206313788891 31.621526766568422 7.1662712655961505 4.9832762032747295 13.538104366511105
leaf_count=972 328 49 644 14 54 6 123 123 44 52 45 191 36 111 37 88 35 18 67 46 50 39 9 138 177 79 169 35 26 229
internal_value=0.000500262 -0.000958957 -0.000492093 -0.00272679 0.00110462 -0.000112823 -0.0038343 0.00137663 0.00149451 0.000757425 0.00204379 0.00119064 0.000267588 0.000870888 6.59055e-05 -0.001552 -0.00161895 -0.000393605 -0.000671054 -0.0035708 -0.000653799 0.000314555 2.70266e-05 -0.000326179 -0.0029655 0.00335886 0.000168046 0.000522745 8.53973e-05 -0.00165891
internal_weight=407.551 119.359 103.806 19.5684 288.192 52.6312 8.16287 235.561 227.614 97.1927 130.421 79.1031 85.1025 64.4818 52.3251 26.9406 20.6208 16.3368 23.1802 7.64869 26.4157 20.5566 84.238 74.6624 11.7758 51.3183 62.8865 57.3092 50.1429 18.5214
internal_count=4034 2462 1490 658 1572 457 129 1115 1061 534 527 325 482 347 303 192 135 99 155 64 134 84 832 783 186 202 597 459 424 255
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=13 16 6 15 16 17 16 10 20 23 21 21 19 7 2 6 21 7 2 22 17 6 15 13 22 13 22 6 7 5
split_gain=7.12325 3.3077 2.95969 2.88576 3.34193 2.51606 3.5456 4.53808 3.25401 4.51614 3.4511 3.20149 3.91278 3.00892 2.8565 2.85609 2.76461 2.61521 2.20289 2.1429 2.26745 2.14104 2.0995 2.59553 3.48031 2.01302 3.93738 3.37547 4.58879 3.98902
threshold=95.862351557400004 18.594956516900002 15.51536251395 14.022476987850002 12.604970524100002 252.75344531235004 15.584963555600002 71.015621515800021 40.844669808050007 0.093735000000000027 2.0008954101500005 5.7087410616000005 12.551012654050002 24.525599138800004 201.70502722175004 11.865277230300002 4.5829628528000006 22.356277907050004 121.84632764400003 0.20949500000000004 241.79519611995002 11.175261108200003 46.683480308100009 117.61735474900001 0.051245000000000013 117.61735474900001 0.11704500000000002 19.835463452400003 22.061824394000002 23.854886427500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 2 3 -2 -5 6 8 14 9 10 -6 12 -9 -11 17 18 21 -8 -10 -1 -21 -14 25 24 -24 -3 27 28 -27 -30
right_child=1 22 -4 4 5 -7 7 11 15 13 -12 -13 16 -15 -16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.020319457104353005 0.017074954160074936 0.0042827551795373972 -0.016460121306773073 -0.022176014678813024 -0.017570976531245893 0.021541476298607105 -0.011764783181573908 0.019453494007470047 0.0092446887235192957 0.0065868855868560497 0.0077148871203786768 -0.021082369436188315 -0.0016744835898176123 -0.023211112148505735 -0.021745187385421194 0.013611349429469783 0.0053303383894049271 0.015687202110337802 -0.017384246357602173 -0.020081282521379511 0.031328845102873579 -0.023191463004896495 -0.023463676368530199 0.0042869180856441409 0.013505544532757117 -0.022445082392583322 0.011938360843031424 0.012519030714853904 0.0011613365470181324 -0.019154667947256416
leaf_weight=7.519851307384668 3.4332712329924098 184.17471779417247 4.936092850752174 2.9344147522933772 2.5292148971930173 1.948738396167754 1.7356343721039609 2.1017394345253733 2.424033502116802 1.780051827430724 12.852320671081541 8.1036311592906696 2.703773017972706 5.2105771936476231 1.3150633303448556 13.239776629023252 3.3171453196555367 6.256401065737009 2.4413363095372915 0.64271462382748701 0.70363008975982666 5.4811952272430062 4.3123259171843511 5.4172491570934653 1.2968519516289232 5.1592471762560299 8.3735866267234069 4.7604780197143546 23.356602435931567 4.5156139796599737
leaf_count=881 17 1100 353 140 33 12 87 14 11 10 78 257 35 73 63 68 34 36 33 90 1 136 86 44 6 104 46 20 121 45
internal_value=0.00129628 0.00177206 -0.00159109 -0.000671454 -0.0014692 -0.000641837 -0.00124651 -0.00628062 0.00261072 -0.00243628 0.00355708 -0.0112367 -0.00537176 -0.0156235 0.00527874 0.0088472 -0.00990799 0.00972544 -0.00411713 -0.0162033 0.00678681 -0.0160837 0.00295287 -0.00548183 -0.0149163 0.00335664 -0.000338055 -0.00305815 -0.00530312 -0.00213009
internal_weight=334.977 326.111 84.7444 79.8083 76.375 73.4406 71.4919 31.0146 40.4773 22.3722 15.3815 21.7075 13.6039 6.99063 9.3071 18.1051 11.5021 7.99204 4.86537 8.8662 1.34634 8.18497 241.367 11.0264 5.60918 230.34 46.1655 37.7919 33.0315 27.8722
internal_count=4034 3062 1490 1137 1120 980 968 662 306 194 111 476 219 83 186 112 205 123 44 972 91 171 1572 136 92 1436 336 290 270 166
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 20 17 21 16 20 18 10 16 0 22 22 6 20 0 20 22 5 10 20 16 10 22 21 9 17
split_gain=27.8348 10.126 8.08231 6.70297 6.29364 5.29432 5.37177 6.34403 7.22208 5.16742 4.96423 4.75292 4.98031 7.0531 5.35878 9.20504 5.26787 4.63969 4.35318 5.09484 9.53231 8.77087 4.51435 4.59462 9.71853 6.41365 5.55805 6.24063 4.05423 3.97634
threshold=18.594956516900002 95.862351557400004 18.613387752550004 46.074827201850006 60.613977009100005 38.244973486750006 176.60850786575003 3.3335862513000003 15.629963450350003 47.927946529500012 11.928667296000002 66.964115113200009 19.974953289850003 96.531777631850005 -0.073609999999999995 -0.092479999999999993 14.825346391850003 42.066503896600004 90.407470010750018 42.719328117250008 -0.102645 21.850554661550003 65.611820673600008 38.625745710700009 22.239947993350004 62.111448187750007 -0.076484999999999984 3.3753071955500005 228.88999534805001 182.63036160245002
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 10 29 -7 -8 -9 -4 -2 18 14 -14 15 16 17 -13 19 22 -21 -22 23 -6 -25 26 27 -26 -12 -3
right_child=3 2 9 -5 11 6 7 8 -10 -11 28 12 13 -15 -16 -17 -18 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0032995255170022069 0.0008478397000240463 0.00092000968954607492 -0.0030894380380279488 -0.0010078895841945529 0.0032614867121668282 -0.0027446915367012226 0.0020086780270064108 0.00096038120327476991 -0.0018902683925754384 0.0019855742123972946 -0.0039529222056385845 -0.0045952014716096742 -0.0047285164973658216 0.0026857466859306475 0.0017381481426115477 -0.0049541952826663571 0.0025479638064063639 0.00082338439200970706 0.0034085139040317004 0.0032705810121198111 -0.0037244499196358014 0.00090732689328478497 -0.0010240164597539645 -0.0031312940357972928 -0.0032936837048521688 0.0028655520456242114 0.0019631935230166823 0.00077586471432934082 0.0022790183876468507 -0.0034280724074157711
leaf_weight=18.684726779349148 10.969017589464785 3.7800650671124449 19.057421073317531 18.306156124919653 24.633273012936115 6.6053015682846299 26.139938734471798 28.14825869910419 18.72038896009326 2.928070504218339 6.9326021093875152 3.3567949235439318 4.864175457507371 2.43600232899189 34.689869273453951 4.6425490044057396 9.1200854405760747 4.9424025304615498 15.90833432972431 8.5744872167706507 9.4272169545292872 11.458220668137072 7.2093138918280593 5.3021622672677031 5.8890138268470791 44.20049936324358 44.577146258205175 25.020287450402975 1.6313601881265638 8.9852042738348228
leaf_count=972 97 27 644 182 78 118 119 149 285 14 124 45 53 7 134 50 30 29 55 30 70 53 34 34 40 173 156 93 5 134
internal_value=0.000484892 -0.000871963 -0.000475351 0.00107856 0.00121221 -1.40782e-05 0.000326874 0.000604767 -0.000178232 -0.00241354 -0.000736507 0.00135517 0.000510839 -0.00225444 0.000866547 -0.000503952 0.000682117 -0.00136828 0.00162263 0.00147013 0.000112991 -0.00118335 0.00172506 0.00185752 0.00158082 0.00178957 0.00115954 5.11474e-07 -0.00276579 -0.00214051
internal_weight=437.14 133.049 114.365 304.091 285.785 92.3792 79.6139 73.0086 46.8686 21.9855 19.533 266.252 64.0519 7.30018 56.7517 22.0618 17.4193 8.2992 202.2 186.292 29.4599 20.8854 156.832 149.622 124.989 119.687 75.4864 30.9093 8.56396 12.7653
internal_count=4034 2462 1490 1572 1390 832 671 553 434 658 226 1164 348 60 288 154 104 74 816 761 153 123 608 574 496 462 289 133 129 161
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=0 8 20 21 17 20 0 21 22 15 20 9 21 21 4 19 20 22 8 22 8 22 21 20 20 17 15 22 8 7
split_gain=6.80806 3.61516 5.62309 3.46913 2.82692 2.73606 5.83027 4.37741 3.81712 5.25364 3.4028 3.44812 3.65506 3.84068 3.37066 2.67958 3.81509 2.66466 7.66274 5.80728 4.40837 3.69513 4.16706 3.52533 3.85686 4.10065 6.92939 5.9289 5.14689 3.23889
threshold=103.48144189910001 5.9453602998000008 44.756878345700009 4.9769392210500003 241.79519611995002 42.719328117250008 85.791387400750025 5.4349223666500004 -0.10290999999999999 38.992510055900006 42.67709657435001 186.68586460755003 9.6671863198000008 15.039695091900002 241.36451620315003 14.351157895250003 43.961868063600001 -0.06483499999999999 8.9430209551500024 -0.085584999999999994 9.6424751081000029 0.22598000000000004 11.859661033550003 34.654301448200009 39.792680591700012 190.25644477395002 36.207782793200003 -0.14429 8.4434108459500017 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -2 10 -7 14 -9 -10 11 12 -3 -14 15 16 -8 19 21 23 -20 22 -19 -13 25 -25 27 -27 -29 -24
right_child=4 5 3 -5 -6 6 7 8 9 -11 -12 17 13 -15 -16 -17 -18 18 20 -21 -22 -23 29 24 -26 26 -28 28 -30 -31
leaf_value=-0.023179846015469782 -0.023083844930616819 0.016424875291628629 0.019011405774000061 -0.0049902242641985646 0.0045863796577629758 -0.02216602194232262 0.019412154100341975 0.017766429887958943 -0.010137043477923839 0.012282331285087515 0.018090076432405681 0.020315545324110836 -0.015726601420294931 0.013680571810701078 -0.028066190833565749 -0.030734800587973756 -0.023730255214545144 0.010025656373024425 -0.03240954459204258 -0.0091715014301189876 0.0031851297468015317 -0.0063182599422260599 -0.016904989628669671 0.0069218493835109685 0.0048035231625638362 -0.023614601243843111 -0.046018499923805668 -0.01255471664301148 0.019243093516269863 0.0048152694013652974
leaf_weight=6.8992515648715225 7.6539717032574099 17.681869120337073 3.8536856262944665 12.605090325232593 2.3698426731862128 6.284232788719236 3.2525729518383724 8.3533718818798643 11.292524845339363 9.3759921416640264 7.6343347914516917 5.1765519864857188 4.3756048139184696 4.3311979919672012 3.8646731823682785 1.2195801362395284 1.4534921180456875 72.131015435792506 4.0964598283171645 26.79869959037751 2.9213832654058933 10.087518028914927 5.2237604074180117 8.987535325810315 56.277945044450462 5.8943158667534616 2.4461087659001342 4.6880905022844654 5.3325647115707397 9.4547544848173839
leaf_count=527 852 82 33 361 68 132 16 50 109 38 65 25 27 17 45 12 102 392 39 262 22 98 32 53 344 66 28 56 24 57
internal_value=0.00142521 0.00198454 -0.00640302 0.000629558 -0.016542 0.00264058 -0.00238385 0.000819158 0.00513736 3.32015e-05 0.00353426 0.00308236 0.0106433 -0.00109801 -0.0119815 -0.00149112 0.0060874 0.00217345 0.00474605 -0.000139079 -0.0175922 0.00636392 0.00783762 0.00258669 0.00148926 -0.00533082 -0.0113284 -0.00599653 0.00436672 -0.00291449
internal_weight=332.018 321.994 23.358 16.4588 10.0238 298.636 45.0964 38.8122 29.0219 20.6685 253.54 245.905 26.3887 8.7068 9.79032 5.92565 4.70607 219.517 103.915 115.602 7.01784 96.897 86.8095 88.8031 83.6266 27.3486 18.3611 15.915 10.0207 14.6785
internal_count=4034 3114 921 394 920 2193 504 372 197 147 1689 1624 126 44 175 130 118 1498 640 858 61 579 481 596 571 227 174 146 80 89
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=16 8 15 3 0 7 20 20 10 17 18 19 16 8 10 0 16 0 15 2 15 21 10 2 20 3 9 23 22 13
split_gain=18.9167 7.59856 4.8883 5.15808 4.82477 5.75876 4.60986 4.3908 6.39352 4.31619 3.89296 5.42928 6.52178 5.76035 3.64227 4.66259 4.53002 6.59345 4.37986 6.88885 4.1213 4.51849 4.36145 4.29166 6.69647 9.39158 5.02405 5.15024 4.86108 4.62091
threshold=18.594956516900002 5.9453602998000008 31.385732506450001 76.825379535700009 85.732241321850012 22.721067571950005 37.52517992975001 47.709122305950011 70.389210771400016 241.79519611995002 17.323446153950005 13.051052998800001 12.644970430600003 7.6440346712000009 66.964115113200009 90.407470010750018 19.974953289850003 96.531777631850005 30.046989284200006 90.745765132650021 46.683480308100009 15.285239689500001 65.611820673600008 121.84632764400003 42.066503896600004 93.394346993650018 185.44496129890004 0.11002000000000002 -0.071864999999999998 117.60660091645001
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 -2 -7 -1 -9 -3 11 12 -5 -13 15 20 18 -18 -16 -20 22 -22 23 26 28 -26 -6 -28 29 -25
right_child=4 2 -4 10 14 6 -8 8 -10 -11 -12 13 -14 -15 16 -17 17 -19 19 -21 21 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0048399867151201655 0.00054051004857470677 -0.0045420146086328017 -0.0049915280246765371 -0.0045258964306748011 -0.0012130201780548864 0.003556367613714822 -0.0056157435878573187 0.00334656539269718 -0.003979914571265588 0.0012870259055728956 0.0030458995768412774 0.0049507043041792306 0.0009379956545837075 -0.0053116449546607453 0.0022430297965795537 0.0043361885119140861 -0.0062481746837084132 0.0032446968772956259 -0.0066306698777807279 0.0005073755801871375 -0.0043143727785455695 0.0030902055557193689 -0.0018332442638426874 0.0015075594962489132 0.00055516241528617762 -0.0071461608485150095 0.0039840664409059433 -0.000972321864097737 0.0031550173695486525 -0.0032837581075127065
leaf_weight=15.643126721493902 42.705968691967428 9.4884249819442612 4.8412121757864943 5.2784142903983584 5.6337251737713805 1.4859690368175495 6.2366408342495561 4.4413873292505723 6.3210419127717614 3.9360131165012708 9.9315321631729585 1.4412282705306987 51.09731481783092 7.0934619717299938 27.366199243813753 14.651564627885817 4.7202108539640895 2.425904706120491 3.423567213118079 21.914171393960714 5.1384861953556529 2.7819974645972252 7.0848275348544112 22.987034924328331 18.252236947417263 4.281218208372592 43.16640517860651 5.1378860324621192 37.449174344539642 5.4541935175657263
leaf_count=971 328 358 162 114 31 6 123 22 287 65 46 3 295 139 115 56 53 7 44 130 59 9 35 90 81 39 175 23 139 29
internal_value=0.000519211 -0.00104135 -0.00041295 -0.000161825 0.00117989 -0.000131983 -0.00385086 -0.00325713 -0.000956458 -0.00283295 0.000317297 -0.00010019 0.000426416 -0.00357867 0.0014652 0.00181117 0.000470843 -0.00302561 0.000944927 -0.000457098 0.00157608 -0.00171358 0.00175043 0.00192877 0.00129417 -0.000908042 0.00296912 0.00345688 0.00204729 0.000588725
internal_weight=401.811 119.513 93.1076 88.2664 282.297 50.4286 7.72261 26.4056 10.7624 13.4244 74.842 64.9104 56.3757 8.53469 231.869 172.019 59.8501 7.14612 52.7039 25.3377 157.367 7.92048 149.447 142.362 88.4239 22.5335 53.938 48.3043 65.8904 28.4412
internal_count=4034 2462 1182 1020 1572 457 129 1280 309 423 597 551 409 142 1115 766 349 60 289 174 710 68 642 607 378 120 229 198 258 119
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=16 13 16 17 20 5 17 9 18 4 23 10 5 0 6 20 15 18 20 16 3 22 22 7 7 19 23 18 19 0
split_gain=26.4721 10.2151 7.8682 9.70118 6.49148 6.20643 5.82158 5.79934 5.67297 5.95479 5.91024 5.1612 10.1228 6.88513 5.51727 7.8662 6.32671 7.90181 5.30972 5.138 4.62756 4.39137 7.19512 4.32187 6.88769 4.13043 3.81772 3.90795 5.14556 5.43589
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 38.244973486750006 23.626838821450004 167.14057114020002 226.28914430085004 14.85568425095 195.50296729855003 0.083495000000000028 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 41.942745071500006 22.574947209950004 93.499196860750018 -0.073609999999999995 -0.092479999999999993 23.974509389900003 24.909276771700004 12.551012654050002 0.092260000000000023 11.862896247150001 14.451165964200003 85.732241321850012
decision_type=2 2 2 2 2 2 2 2 2 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 4 8 -3 11 -6 26 9 -4 -11 14 13 -13 20 -16 17 -17 -18 -20 -2 22 23 -15 -25 -10 27 -7 -29 -30
right_child=5 2 3 -5 6 7 -8 -9 25 10 -12 12 -14 21 15 16 18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.0034599492122559497 0.0024484691863886528 -0.0024590737833252579 -0.0029586305393396921 0.0026394884924667008 -0.0024939931960655071 0.001008735557139095 0.0013307894198991898 0.0039133745369331627 0.0010508605923912158 -0.0024769848094447645 0.0022911419873824041 -0.0032911036054701255 -0.0051302498842224443 0.0037320437094446358 0.0022634931475223833 0.001048545020060445 0.0018745380402137453 -0.0052346390312926205 0.0016436346226728796 -0.0035729198540212425 0.00022513798805716423 0.0020128388241112561 -0.0050548687841554408 -0.0033513849424303454 0.0024411681117026867 -0.0041193115662924509 0.00074039887295558951 -0.0038649793981260869 -0.0034741739613916903 0.0021462025293810466
leaf_weight=18.150030274875462 96.194025956094265 9.1828816607594472 11.630787875503303 6.6905191577970973 6.0952626783400765 7.2315463870763805 47.245298663154244 4.5833977684378615 2.3635033350437906 5.567456758581101 9.6217370722442848 5.0636573396623126 4.1689148992300025 4.8864691331982639 29.871505737304688 4.6865368410944921 18.313932068645958 6.4560431763529778 4.3814584016799909 6.166629433631897 14.63196777179837 33.486851822584867 3.4003377482295063 5.5080142691731435 5.6327200382947922 18.541678188368678 21.708840932697058 10.957625087350609 3.9765603244304639 5.6538201868534088
leaf_count=972 384 155 332 33 139 74 271 13 17 161 78 47 45 15 105 17 56 61 16 49 71 118 36 63 19 304 119 171 69 24
internal_value=0.000462716 -0.000889044 -0.000490016 -0.00151413 0.000401299 0.00107764 0.000893729 -5.04057e-05 -0.00209642 -0.000975278 0.00054343 0.00132899 0.000413379 0.000811994 0.00164389 0.000833357 -0.000234528 -0.00259195 0.000675587 -0.00140607 0.00215493 0.00120464 -0.000188434 0.000844031 -0.000422688 -0.00353478 -0.000417217 -0.00132056 -0.00213872 -0.000174554
internal_weight=432.05 135.089 116.939 54.4157 62.5234 296.961 53.3406 54.1118 47.7252 26.82 15.1892 242.849 62.147 57.9781 180.702 69.8761 40.0046 11.1426 28.862 10.5481 110.826 52.9144 19.4275 16.0272 11.1407 20.9052 49.5284 27.8196 20.588 9.63038
internal_count=4034 2462 1490 925 565 1572 410 470 892 571 239 1102 343 298 759 304 199 78 121 65 455 251 133 97 82 321 457 338 264 93
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=13 16 2 17 23 16 3 20 18 23 16 17 15 23 16 5 0 15 20 16 2 0 7 5 13 3 18 9 23 9
split_gain=6.70603 3.47222 4.14003 3.95339 3.88536 3.32333 3.30701 8.61823 5.57348 4.78719 3.68495 4.52686 3.57267 3.57145 4.21842 5.63376 3.58883 3.38993 3.59195 3.31535 2.96766 3.99699 2.94196 5.48091 4.51448 5.34885 4.38927 3.77674 2.9932 2.69652
threshold=95.862351557400004 20.404952284350003 322.38159739250005 162.13109061465002 0.12535000000000004 19.974953289850003 93.281431752200021 41.942745071500006 13.036600629150001 0.080135000000000026 22.604947139800004 187.51563899930002 33.005488016050009 0.092835000000000015 22.554947256700004 21.336111252450003 87.350693116400024 31.504255087500002 37.627645350900004 22.584947186600004 164.06957093090003 90.407470010750018 19.078733418100004 20.769304081650002 109.34496908160001 83.538459487450012 14.118140587000001 221.38017838285003 -0.10747999999999999 66.346857137250012
decision_type=2 2 2 2 2 2 2 2 2 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 5 22 9 -8 10 -3 -9 -12 17 14 20 -16 -17 18 -11 -10 -14 -22 -5 24 25 28 -27 29 -24 -25
right_child=1 6 -4 4 -6 -7 7 8 19 12 11 -13 13 -15 15 16 -18 -19 -20 -21 21 -23 23 27 -26 26 -28 -29 -30 -31
leaf_value=-0.012592000486872135 -0.017305222880485627 0.011023544928287023 -0.017047004381770415 0.011681465414642636 -0.01830627978437566 -0.013615528809861225 0.003599405534190264 0.010974793420887294 -0.0046667387875039424 0.011574620519280081 -0.020126805197196458 0.0067733816941288293 0.012747705218420745 0.0076336206033745533 -0.020481768100715485 -0.0071322501165182262 0.010880794242383085 -0.018517806935777537 -0.0085339581549443606 -0.020513524435044422 -0.010225484481615912 0.012687922110625071 -0.017566637164090897 0.0052102637800292943 0.0075106438582596821 0.0025157798844166637 -0.013019373531496074 0.013084182055177852 0.0024337899233211543 -0.019065732943015976
leaf_weight=8.364853529725222 3.0692601497285059 21.881631255149841 3.4747413429431608 5.9848312437534323 2.5897179925814262 3.7164995260536662 60.583282459527254 4.7554981205612439 5.2407274758443219 3.6822078004479391 3.0847512762993574 2.8510056920349598 7.7796909324824828 34.832313239574432 4.2163121029734603 6.1696643419563753 4.5525805726647377 3.1782513856887809 4.9083632938563824 7.7518761856481433 4.401743620634079 3.0540688708424568 1.8196224803104986 1.3026799373328666 23.786901742219925 6.767871703021231 11.848188794218002 1.330212542787194 67.998793568462133 6.4464450762607157
leaf_count=972 204 147 118 79 55 45 302 32 41 19 43 15 31 145 33 40 19 22 34 150 32 16 48 29 98 79 301 9 560 316
internal_value=0.00101243 0.00136468 -0.000458165 -3.63778e-05 0.000360372 0.000729385 0.00276114 0.000522194 -0.00734931 0.00467353 0.000880661 -0.00720637 0.00286372 0.00427626 0.000400596 -0.00541052 0.000515946 -0.00493863 8.52552e-05 -0.0141215 0.00609846 -0.000839637 0.00114823 0.000628532 0.00155902 -4.1832e-05 -0.00737157 -0.0108724 0.00191253 -0.0149848
internal_weight=331.425 323.06 140.136 136.661 133.592 131.002 182.924 84.2671 23.6839 98.6568 10.6913 5.93576 76.7752 65.0064 30.1741 14.9386 10.7222 11.7688 8.59057 12.9926 15.2355 7.45581 127.286 121.301 112.221 88.4345 18.6161 9.07934 69.8184 7.74913
internal_count=4034 3062 1941 1823 1619 1564 1121 583 281 538 90 58 391 316 171 92 59 75 53 191 79 48 1519 1440 1086 988 380 354 608 345
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=6 16 23 13 17 6 22 20 15 21 3 20 18 8 16 6 23 22 23 22 22 18 17 17 5 6 2 23 9 7
split_gain=6.05286 3.6451 3.20792 2.3698 2.21418 2.01428 3.89406 3.42302 3.85046 3.41406 3.37947 5.56571 6.00699 3.78249 3.18348 3.13877 3.0821 3.2341 8.19885 3.84069 5.09611 4.54687 3.23714 5.14797 3.06909 2.73496 4.35565 4.12855 2.72914 3.24283
threshold=5.1651206822000004 12.644970430600003 0.093580000000000024 95.986020631400024 159.58247398035004 14.845346859150002 -0.048954999999999992 40.750688432250008 28.626568391100005 3.4801976177500005 93.281431752200021 41.942745071500006 13.036600629150001 6.2451263653500009 22.584947186600004 18.195425133200001 0.080515000000000017 -0.0034049999999999996 0.099465000000000012 -0.070909999999999987 -0.083954999999999988 14.104086706500002 192.41413881610001 197.38773738110004 19.749058312400006 13.65531905435 95.420340682600013 0.083950000000000011 186.68586460755003 22.105125139000005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 7 9 25 -6 16 13 15 -12 -14 -13 -7 19 -19 20 22 -22 -18 -24 -8 27 -27 -9 29 -15
right_child=1 4 3 -5 5 10 24 8 -10 -11 11 12 14 28 -16 -17 17 18 -20 -21 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.025808647043844411 -0.024541183308842855 -0.029468691050775344 -0.027580595885109038 0.015926836891768319 -0.0048467884903783589 0.014945086538634399 0.0076757406179381888 -0.026280403452790035 -0.015155462802120871 -0.024092705147108359 -0.025660140714495509 0.0049394820276904786 -0.0070363256855115698 -0.0016432680954177751 -0.032672199359680645 -0.029123298146505674 0.016735227219235906 -0.030623497225082501 0.0089912815546685232 0.015827374222383239 -0.0007547066050906583 -0.03450122346250091 -0.017342427426193727 0.0080991880006758502 -0.01689505235349311 -0.010860096257071431 0.023803953140282455 0.0055837665918208627 0.0024530236205099619 0.021385595952506258
leaf_weight=5.0182889080606392 6.0045926361344737 1.3620944865979243 1.0723321423865853 2.9647489730268717 17.47716376371682 23.682348873466253 37.691443376708776 3.3456199727952507 7.3150331433862439 8.6757499137893301 2.4862819458357981 15.171436639968311 5.2994992313906533 5.6120102852582958 7.1686503975652158 1.9165888600982715 14.845352511852978 5.3690522871911517 8.4714047834277135 21.348197694867849 7.8945604190230352 3.6830796599388123 6.4865795001387623 21.870083328336477 3.4941189633682361 3.1177101954817763 8.4872531071305257 10.861136884428559 42.552637849003077 12.224846363067625
leaf_count=659 462 123 79 25 185 164 249 70 174 158 243 166 44 30 150 81 67 54 38 94 36 45 33 118 62 38 29 87 221 50
internal_value=0.00152101 0.00195236 -0.0129178 0.00437036 0.00243731 0.00257908 -0.000332686 -0.0044484 0.000906537 -0.0112313 0.00399856 0.00043724 -0.00853909 0.00465677 -0.0217759 0.00111901 0.00689498 0.00477595 -0.00637626 0.00680348 0.00328677 -0.0114902 0.00724682 0.00227942 0.00559119 0.0054585 0.0144913 -0.00192009 0.00590494 0.01414
internal_weight=322.97 317.952 10.0417 4.03708 307.91 306.548 100.465 59.2797 33.1268 26.1529 206.083 92.432 29.5562 62.8758 12.4681 17.088 113.651 89.9683 13.8405 76.1279 54.7797 11.5776 43.202 28.3567 41.1856 25.8117 11.605 14.2068 60.3895 17.8369
internal_count=4034 3375 566 104 2809 2686 1052 741 398 343 1634 985 441 544 194 247 649 485 92 393 299 81 218 151 311 224 67 157 301 80
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=6 17 10 0 5 6 0 22 23 7 7 17 10 9 20 8 6 15 22 21 20 22 3 16 21 15 12 22 23 6
split_gain=5.4107 3.17751 2.53037 5.75863 3.85504 4.45348 3.54973 3.62686 3.20742 3.4665 4.9659 4.39358 3.03954 5.25141 3.22567 4.76191 3.66118 5.43257 3.75631 3.66519 3.39695 2.9554 2.84706 2.8897 2.83288 2.68536 3.13531 3.27969 5.5748 2.53562
threshold=5.1651206822000004 159.58247398035004 66.590419433100024 90.407470010750018 20.769304081650002 18.710437166350005 91.937202686950016 -0.059424999999999999 0.083495000000000028 24.054467534550003 24.803880018200001 186.93340979500002 65.611820673600008 191.98656730705002 38.400997490450003 6.2451263653500009 16.455384477450004 44.190294328500009 -0.037054999999999998 2.4921523776000005 40.241071441700008 -0.10290999999999999 77.263598210950008 16.484961451000004 9.1912342607000017 41.492094664050008 225.59153217100001 -0.016334999999999999 0.080770000000000022 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 -6 -4 8 -8 -10 11 21 14 -14 15 -3 17 19 24 -16 -21 -11 23 -12 -19 26 27 -18 -29 -22
right_child=1 2 4 -5 5 -7 7 -9 9 10 22 -13 13 -15 16 -17 25 18 -20 20 29 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.019274128266968726 -0.021182597779884422 -0.019880594128571905 -0.014956232459902345 0.01703112490369248 -0.022212093317318871 0.020358667043691242 -0.011467639704228186 0.0046577776533893228 0.010386985992868431 0.014252187329380221 -0.021227949420316007 -0.023122688714443371 0.0062550079201695022 -0.027365489640900915 0.015022172633968029 0.012195984873767812 -3.9520150536258217e-05 -0.027319043962099176 0.011625594160125496 -0.0089118817915006376 0.0038996335244201241 -0.016771457503042542 0.0033737993681191751 0.013094015806181119 -0.0006523845257833808 0.0033323553863446914 -0.016884356517352459 0.012155492316709721 -0.027886084932067057 0.01608737555752213
leaf_weight=4.5512188933789721 2.1912352750077835 1.782015099190178 5.20522935129702 9.6611917000263912 5.1225296864286056 1.0426294356584547 10.656610716599969 50.61824438162148 9.0760819721035642 2.5536302393302321 3.420160981360822 6.5249645975418389 3.3044172204099587 3.2472805380821228 14.200830813031642 19.322076845914125 35.49689795309677 3.7403427883982658 2.1498026270419341 6.1175868385471395 33.460105823352933 1.8790075834840516 29.258796848356724 1.1574236592277882 2.2486902810633183 28.325537107884884 5.8208779762499026 1.7827339302748502 3.9232082008384168 7.33729513734579
leaf_count=659 216 179 63 55 129 5 337 415 59 11 179 96 20 22 111 94 279 62 19 37 194 40 265 10 20 199 109 54 57 39
internal_value=0.0010495 0.00134728 0.00150734 0.00292553 -0.000531941 -0.0150127 0.000209862 0.000895459 -0.00205591 -0.000194075 -0.00233799 -0.0133235 0.00213442 -0.0104086 0.00263034 0.00948746 0.00162959 0.00474584 -0.00966439 0.00666486 0.00413516 0.00110118 0.00121956 -0.0125498 -0.0173066 -0.00123461 -0.0039856 -0.00216334 -0.0153757 0.00609156
internal_weight=315.179 310.627 308.436 181.921 126.515 6.16516 120.35 115.145 64.5267 53.8701 44.794 10.9576 172.26 6.5517 165.708 21.1041 144.604 69.2547 8.13884 61.1158 46.915 4.43264 33.8364 4.57758 5.98903 75.3493 47.0237 41.2028 5.70594 40.7974
internal_count=4034 3375 3159 1550 1609 134 1475 1412 997 660 601 147 1495 42 1453 273 1180 482 101 381 270 51 454 189 82 698 499 390 111 233
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 10 16 20 0 18 0 10 20 6 3 20 21 16 22 15 18 14 20 20 3 2 20 14 16
split_gain=16.0997 7.22641 4.89637 4.34933 4.51223 4.66466 4.36263 5.14978 8.24274 5.65778 6.4435 4.26957 4.2029 5.5372 5.81599 4.56164 4.11738 4.33921 4.09578 3.74503 3.72112 6.91077 3.67207 3.59268 3.56521 3.4768 3.44595 3.72497 4.84116 3.44263
threshold=18.594956516900002 95.862351557400004 18.613387752550004 46.074827201850006 60.613977009100005 58.167480110400007 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 90.407470010750018 65.611820673600008 38.625745710700009 16.465384711100004 93.579850604650019 38.244973486750006 3.3069203559500004 15.629963450350003 -0.14910499999999999 36.548474543700003 13.327513832500001 179.09836080685002 47.927946529500012 42.198888176300009 108.47659710545001 131.42729508740004 41.481306584950012 275.12526233465002 23.044946110900003
decision_type=2 2 2 2 2 2 2 2 2 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 16 4 5 25 11 9 -9 -8 19 12 13 -6 15 26 22 -18 -19 -11 21 -16 -3 -4 -22 -2 -15 28 -28 -5
right_child=3 2 23 29 6 -7 7 8 -10 10 -12 -13 -14 14 20 -17 17 18 -20 -21 24 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0040826519893478741 0.0018945089778092464 0.00049670638512625638 -0.0036016399771246301 -0.0020465472336225568 0.0039148576356652746 -0.0048402188672508045 0.0034004363772678196 0.0010961230365889958 -0.004549475717440494 0.0015096634456790647 0.0014489150716002874 0.0042430294937670174 -0.0018749315608665206 0.004188377681781051 0.0004135092595917461 -9.5331570830485608e-05 0.0018743263191839988 0.00056798288104240426 -0.0023138828414956485 -0.0063880214881917863 0.0017505882175491456 -0.0059579094748753872 -0.0047530474762502786 0.002285241959067322 -0.0015660988751248796 -0.0032304311764758216 0.00031997471521402407 0.00069059185629261044 0.0048909806445517935 0.0037459023115412383
leaf_weight=13.556096504442392 9.9990838803350943 4.8692379705607873 14.788548609241845 14.113057602196934 21.858756937086582 4.7826782623305908 16.91250142455101 12.555208817124369 9.8451121784746629 1.7978083230555055 15.249898318201302 14.112567298114298 7.1193070709705344 22.629385441541672 12.178880997002127 15.037072520703076 26.439920609816909 28.971985441632569 16.524439011700451 4.457785032689574 33.088826321065426 5.1762158870697013 6.8318070527166128 2.6010588333010665 8.7424931190907937 3.9364475160837165 7.4810948297381428 23.24108712375164 14.576948456466196 2.5912666581571093
leaf_count=972 57 36 644 172 78 85 66 53 83 11 78 55 35 112 50 81 150 232 289 57 112 51 125 14 59 84 31 95 57 10
internal_value=0.000543844 -0.000915843 -0.000490911 0.00113804 0.00128226 -0.000904054 0.00144857 0.000375139 -0.00138516 0.00140151 -0.000170493 0.001801 0.00159961 0.00175044 0.00141761 0.00220677 -2.72164e-05 0.000386133 -0.000478719 -0.00411829 0.000311388 -0.00148679 -0.00256843 -0.00272111 0.00105742 0.000446838 0.00271638 0.00198104 0.0033407 -0.00114799
internal_weight=396.067 114.583 101.027 281.483 264.779 18.7182 246.061 60.8183 22.4003 38.418 21.5055 185.243 171.13 164.011 142.152 82.9656 83.6374 71.9363 45.4964 6.25559 59.1864 17.3551 11.701 17.3896 41.8313 13.9355 67.9285 45.2991 22.058 16.7043
internal_count=4034 2462 1490 1572 1390 226 1164 348 136 212 146 816 761 726 648 376 832 671 521 68 272 101 161 658 171 141 295 183 88 182
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 20 18 6 19 19 13 20 10 10 0 15 21 21 17 5 0 10 2 20 0 9 22 23 9 7
split_gain=24.5394 9.70232 7.23091 6.04829 7.24914 5.41282 5.28876 5.99968 9.19106 6.2057 6.78154 5.05063 4.10721 4.05672 5.36821 5.32447 5.78397 4.36471 4.90657 7.04861 6.74622 4.18388 4.28949 6.6574 8.11987 5.65196 5.10079 4.95417 4.74632 4.5637
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 22.721067571950005 47.927946529500012 17.323446153950005 13.65531905435 13.051052998800001 11.950964240300001 98.050756475600011 37.52517992975001 71.787208999250012 66.590419433100024 90.407470010750018 46.683480308100009 15.285239689500001 8.8898213993500015 188.01568060980003 20.769304081650002 91.937202686950016 65.611820673600008 121.84632764400003 41.806790701050012 86.20003303655001 185.44496129890004 -0.071864999999999998 0.11002000000000002 204.89606367675003 23.314707969200004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 7 9 -9 10 -3 -6 -11 14 15 21 -17 18 -15 20 -20 22 25 26 -25 -5 28 -27 29 -24
right_child=3 2 5 13 11 -7 -8 8 -10 12 -12 -13 -14 17 -16 16 -18 -19 19 -21 -22 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0034469243047079885 0.00050256797595761408 -0.0041304968730505459 -0.0030254713573898704 -0.0010160472755580405 0.0028321748759279428 0.0022916629059240891 0.0020404084935918988 0.0014090596131718324 -0.0043190278756588063 0.00062561455312483622 0.0014712716498705167 -0.0045597544467913973 -0.0033446047185305993 0.0037247965812784996 0.0037649549298175676 -0.0036537642563202271 0.0027416775211588657 -0.0018805789957100855 -0.0036760294349999921 -0.0041962091396728412 0.0013443937086039044 -0.0011388105071005997 0.00084237264909182931 -0.0043639489998630087 0.00064532041836604201 0.0032496961970605856 0.0027651695741160694 -0.00052861143836290371 0.0030625009420746953 -0.0033052879144421176
leaf_weight=17.474232907406986 43.402663303539157 3.7417742144316462 20.134524352848533 5.7148010209202758 1.5405844375491122 3.0046460181474677 14.314819321036337 31.188353549689054 4.3600600380450478 4.3689353484660414 13.967642825096844 6.9868297763168812 19.176186222583055 7.1747164130210868 13.966401554644106 5.6245283968746644 2.9407614320516586 9.1551910266280156 4.0263908654451361 4.0824113003909579 39.636197976768017 7.6088548824191085 10.826367333531385 5.2866871729493132 26.922349713742733 45.826531045138836 36.697857439517975 5.2857015281915656 7.174427591264247 5.4444901421666136
leaf_count=972 328 103 659 31 6 15 72 125 74 46 68 123 328 22 50 59 9 80 39 41 173 35 39 43 110 175 129 23 20 37
internal_value=0.00044387 -0.000882469 -0.000490267 0.00103549 -0.000109421 -0.00233504 -2.17913e-05 -0.000406152 0.000706502 -0.00136491 0.000287689 -0.00322431 -0.00260791 0.00127977 0.00156495 0.00137913 -0.00145799 0.000481658 0.000875446 0.000447269 0.00088143 0.00153412 0.00167045 0.0011789 -0.000176885 0.00246928 0.00190498 0.00285897 0.000558574 -0.000545501
internal_weight=427.056 131.731 114.257 295.325 51.9301 23.1392 91.1178 76.803 35.5484 41.2545 17.7094 8.52741 23.5451 243.395 179.32 165.353 8.56529 64.0749 54.9197 47.745 43.6626 156.788 149.179 92.3522 32.209 56.827 60.1431 51.1122 23.4453 16.2709
internal_count=4034 2462 1490 1572 457 674 816 744 199 545 171 129 374 1115 760 710 68 355 275 253 212 642 607 378 153 229 225 198 96 76
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=6 16 19 6 10 18 5 19 3 17 10 4 14 10 15 20 20 23 15 22 8 19 22 15 2 16 15 23 23 8
split_gain=5.27747 3.21775 2.50347 2.81174 2.1429 2.1344 2.70658 2.07195 4.19219 5.66015 4.09835 2.33643 3.91948 2.23253 3.6105 2.15858 2.42957 2.18806 2.15064 2.14731 7.58912 6.18847 4.39932 3.88769 6.84033 4.49809 4.92195 3.73061 3.57884 3.43251
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 54.879495816850003 17.323446153950005 13.8160216159 11.850956171350001 81.105404879350019 236.15709471040003 72.752365468100024 181.80369070585002 171.16849715720005 76.279622535200005 21.761438576950002 35.419594101850009 32.724174661450007 0.09062000000000002 46.683480308100009 -0.079634999999999997 8.9430209551500024 14.351157895250003 -0.08262499999999999 30.046989284200006 111.23922738415001 22.644947046300004 36.124429763000009 0.10065000000000003 0.087715000000000029 9.6424751081000029
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -5 -6 9 10 -9 12 -12 14 -10 16 17 -16 19 22 21 23 -17 -21 -25 26 -26 -28 -23 -22
right_child=1 4 -4 5 7 -7 -8 8 13 -11 11 -13 -14 -15 15 18 -18 -19 -20 20 29 28 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.017121592284075938 -0.01719897053075204 -0.018237820458802859 -0.019683819638845926 0.0077741835007837951 0.0090223343078361801 0.016607468384967575 -0.019689740905326224 0.013314884261670152 -0.013722277908019196 0.0087966252307505044 -0.019485001388728412 -0.017643253621113873 0.011859871350538533 0.012442939111331736 0.0064876424725181948 0.001242762274291775 0.011272349374475845 -0.023454810183954154 -0.0060473515264481085 0.0062786601525838277 -0.022737231965284602 0.01406397883557178 -0.011564355560696793 -0.01726662513633169 0.0042253942656520823 0.011270016183069055 -0.022797021314524376 -0.00058190302268927856 0.0050344117682044904 0.00058910050355889104
leaf_weight=4.4340946967713526 2.6076303836889547 1.5153648443520058 3.2683355701155952 2.3928805887699127 10.331649330444632 2.2196010267361999 1.7208463088609276 1.8071280457079471 4.1281364751048377 5.7328815395012489 2.1417504455894223 10.43571824301034 2.3163997866213322 5.587620196864008 1.6411776584573083 106.43171970453112 12.464336322154848 1.1633963203057645 9.7509090285748226 23.193033937364831 4.2096370127983382 21.890110798180103 8.0476922960951907 7.0294851101934901 10.731568915769463 8.5326328389346582 4.6760999141260964 3.8406546078622341 27.788002306595445 3.0237697577103972
leaf_count=659 278 120 235 10 88 11 82 7 147 54 44 220 11 31 62 917 74 14 133 140 45 138 88 64 56 42 75 18 138 33
internal_value=0.000970914 0.00122918 -0.00717488 -0.00260229 0.00157303 0.00340763 -0.00371447 0.00167415 0.00140922 -0.00552237 -0.0104376 -0.0133196 -0.00319859 0.00199795 0.00177221 0.00202363 0.00811207 -0.00593312 0.0016349 0.00196145 0.00357431 0.00468674 0.000342445 0.00098128 -0.00254819 0.00117606 -0.00329852 -0.0127791 0.00901319 -0.0129862
internal_weight=315.054 310.62 12.2093 8.94096 298.411 6.33333 4.11373 296.896 286.564 22.4339 16.701 14.8939 4.45815 264.13 258.542 254.414 15.2689 2.80457 239.145 229.394 114.915 107.682 114.479 58.0035 34.8104 27.781 19.2483 8.51675 49.6781 7.23341
internal_count=4034 3375 616 381 2759 103 92 2639 2551 336 282 275 55 2215 2184 2037 150 76 1887 1754 749 671 1005 395 255 191 149 93 276 78
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=6 17 10 3 21 2 12 18 21 3 20 22 15 8 17 21 22 4 23 23 23 23 22 9 2 22 18 13 8 5
split_gain=4.71947 2.87172 2.37131 5.04229 3.34765 4.4397 3.51202 3.17312 3.15662 2.32347 3.7217 6.3898 3.97547 3.66084 3.22699 3.66471 5.49038 2.97922 2.47064 3.67727 2.37468 3.65622 7.56269 3.30547 5.27412 3.48871 2.88959 2.83168 2.50928 2.33996
threshold=5.1651206822000004 159.58247398035004 70.206395618550019 84.812788641250009 6.8125785082500014 181.73369492375005 285.40265749175006 14.164583421250002 10.959760372700002 93.281431752200021 41.942745071500006 -0.097294999999999993 39.296024648600003 6.2451263653500009 189.19102531915004 8.7462497811500022 -0.086719999999999992 147.84286409485003 1.0000000180025095e-35 -0.144095 0.080515000000000017 0.093325000000000033 0.0023400000000000005 204.99169312540002 154.31016903475003 -0.078504999999999991 14.104086706500002 117.49368567500001 8.6432548896500023 20.374719724350005
decision_type=2 2 2 2 2 2 2 2 2 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 9 4 6 -6 -4 -5 -7 17 13 12 18 -11 15 -13 -17 -3 19 -12 28 22 23 24 26 27 -22 -26 -19 -15
right_child=1 2 3 7 5 8 -8 -9 -10 10 11 14 -14 29 -16 16 -18 20 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.018431969951477157 -0.020285420232578757 -0.013048308624769061 0.003300733456011967 0.0064606500167320282 -0.01363525269294075 -0.020320444444540939 -0.016593442929683764 -0.020903899635696548 0.0083170625552978893 -0.01874363431768045 0.0076551912445992701 -0.021757613955425938 -0.023043043591276426 0.014742066637161757 -0.024388852190287087 -0.027452369743136803 0.010573211031798651 0.011494971867306979 0.014033451777826139 -0.022677285121675328 0.0088460513406033899 0.0067097019186260071 -0.022782114127917759 0.0083000610794295021 -0.037180704867949603 -0.0014622133884597661 -0.0093004514930057243 -0.010159771647874728 -0.0058796446470816503 0.0025198089347625002
leaf_weight=4.0202893977984777 2.0028509935364118 3.2281570546329013 58.524573392700404 1.7705223946832109 11.282131789717825 1.5070379474200288 3.0302218678407362 6.1711379326879978 7.3177358196116984 2.4595614736899725 4.2529923617839804 3.5648439927026612 1.6300067482516158 5.6278450563549987 5.3380321795120826 1.6499360632151363 4.8763392986729741 22.251580244395885 7.0778317591175437 1.867415770888331 11.751980306580665 46.812884833663702 4.4445355460047713 16.22022607922554 2.3755647018551809 4.8465096368454397 3.7607215009629718 2.6794228702783585 3.0712442174553862 52.793290123343468
leaf_count=659 216 22 643 26 238 52 102 191 98 256 55 105 32 30 118 23 42 202 34 60 53 228 63 85 29 39 27 20 19 267
internal_value=0.000963016 0.00121935 0.00136188 -0.00109668 0.00023629 -0.00614696 0.00232138 -0.0148032 0.00342653 0.00239817 0.000223644 -0.00494132 0.00350518 0.0027906 -0.0130589 -0.00706548 0.000959799 0.00403007 0.00678393 -0.00159964 0.00449644 0.00316305 -0.000440092 0.00194495 -0.0021111 -0.0123854 0.00444682 -0.0228581 0.00938772 0.00369721
internal_weight=308.207 304.187 302.184 89.6034 81.6617 20.1069 61.5548 7.94166 8.82477 212.581 91.1381 30.2574 14.8282 60.8807 15.4292 10.0911 6.52628 121.443 13.1982 6.12041 118.215 92.8918 46.079 41.6344 25.4142 9.9015 15.5127 5.05499 25.3228 58.4211
internal_count=4034 3375 3159 1350 1133 388 745 217 150 1809 1022 469 181 553 288 170 65 787 149 115 765 544 316 253 168 88 80 49 221 297
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=16 13 18 16 16 15 10 10 10 16 20 0 18 0 10 20 6 18 4 23 15 18 22 16 21 20 23 4 5 20
split_gain=16.5138 8.05083 6.49405 5.46115 7.25655 4.95283 4.96588 5.42335 4.4622 5.99317 7.39747 5.88372 5.99332 4.58401 4.72057 5.85231 5.46563 4.22915 4.92571 5.10629 4.13747 6.49667 4.11904 4.05572 4.19167 4.03273 6.63238 3.98776 3.58557 3.56798
threshold=18.594956516900002 95.862351557400004 17.323446153950005 15.584963555600002 14.184966829400002 46.074827201850006 60.613977009100005 58.167480110400007 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 90.407470010750018 65.611820673600008 38.625745710700009 16.465384711100004 14.85568425095 195.50296729855003 0.083495000000000028 36.548474543700003 13.327513832500001 -0.14910499999999999 23.044946110900003 15.285239689500001 41.827117825850003 0.093735000000000027 193.73972847335003 13.716117217950002 42.779078631750004
decision_type=2 2 2 2 2 2 2 2 2 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 28 6 7 -2 13 11 -11 -10 22 14 15 -8 29 18 -5 -20 21 -18 -13 24 -7 26 -6 -19 -3 -17
right_child=5 2 -4 17 25 23 8 -9 9 10 -12 12 -14 -15 -16 16 20 27 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0035538067121429744 0.00042227698625404341 0.00029059125989153563 0.0021412353899001751 -0.0029943247040198732 0.0013131335781851878 -0.0032942913735875203 0.0034491418935691611 -0.0044898298611961299 0.0030810284814575765 0.00074980758112536258 -0.0039404119914383451 0.0015852037627613722 0.0012340668230099775 0.0037369896838871587 -0.0018627592554144529 0.0023313073740220797 0.0002579272848077539 -0.00022195793851800783 -0.0025208643957782173 0.0026128195569871272 0.00098310741993553556 -0.0051329186352289859 -0.005667664515965184 0.0034007504936744287 0.0017034979739972704 0.0027004382492391565 -0.0031310414715119998 -0.0046371461722549794 -0.004204584986443184 0.00023438565160867204
leaf_weight=14.954408148303626 13.693866586312653 4.4492239449173203 14.017244055867193 9.6380181312561053 18.161051289178435 10.414449738338591 22.241230539977551 4.9326572883874169 16.599069565534592 12.124652426689865 9.819505572319029 1.8018470816314218 15.172752656042574 14.690177738666533 6.8735646978020659 64.397670175880194 11.952162757515909 4.5183903295546797 4.8889306783676139 8.6690165251493436 40.902330903336406 5.1655883044004431 4.2271114327013519 2.6747297532856456 3.6587260551750651 13.42324182204902 7.7213527280837289 12.244245739653705 8.0297577604651433 16.432541670277715
leaf_count=972 141 34 74 332 138 152 78 85 66 53 83 11 78 55 35 289 50 41 161 78 171 51 57 10 20 68 77 266 221 87
internal_value=0.000445167 -0.000795208 -0.000405146 -0.000794201 6.66559e-05 0.000984207 0.00112007 -0.000878542 0.00127364 0.000320749 -0.00134896 0.00129005 -0.000112131 0.00158533 0.00139714 0.00153624 0.00122983 -0.00190984 -0.00079898 0.000761638 0.000289204 -0.00136886 -0.00350003 -0.00113325 -0.00199497 0.00091388 -1.26723e-05 -0.00344703 -0.00260189 0.00190501
internal_weight=398.49 120.715 105.76 91.7432 51.7846 277.775 261.027 18.6265 242.4 59.7449 21.9442 37.8008 21.2017 182.655 167.965 161.092 138.85 39.9586 23.196 13.5579 58.0201 17.1178 6.02896 16.7479 14.0732 39.3056 25.8824 16.7626 12.479 80.8302
internal_count=4034 2462 1490 1416 538 1572 1390 226 1164 348 136 212 146 816 761 726 648 878 571 239 272 101 68 182 172 283 215 307 255 376
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=13 6 0 20 16 18 23 20 6 8 21 21 12 17 16 12 3 10 12 20 20 2 5 5 2 4 17 15 0 10
split_gain=4.5257 2.336 3.0347 4.24264 4.66131 4.12798 5.00005 3.40301 3.21358 3.12959 2.85249 3.61927 3.10821 2.5584 2.5325 3.18397 2.4141 4.78326 2.80527 2.52446 3.27028 3.38904 2.33749 3.53583 2.71299 2.83635 2.3212 2.10797 5.48363 3.03375
threshold=92.38617519475001 14.845346859150002 86.329079026800017 41.942745071500006 22.604947139800004 13.512826932300003 1.0000000180025095e-35 48.226196960950006 16.585387514950003 6.2451263653500009 6.7825386038500008 10.628103601550002 191.60361862930003 191.75825325995004 15.524963695900002 212.86469446750002 84.812788641250009 70.077349628250019 283.37952236595009 43.120094701700005 36.620308449100001 327.65694121785003 20.305669781650003 21.197160116700001 199.66651340635002 313.22340827140005 183.19621122360005 35.517387705950007 87.350693116400024 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 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 3 9 5 6 7 -5 -6 -3 16 -12 26 -14 -15 -16 18 19 -2 20 -18 -22 -11 -24 -25 -26 -13 28 -4 -30
right_child=1 2 27 4 8 -7 -8 -9 -10 22 11 12 13 14 15 -17 17 -19 -20 -21 21 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.019454803009634709 0.0033470707459245012 -0.019602374420882512 -0.01872484883717504 -0.023138679144480308 -0.021679799601700783 -0.029022002733979063 0.012979533875681718 0.0031798390746532817 0.0038253136984925961 0.015480208658800919 -0.016184934556417452 0.0012614810951709142 -0.021212275850595555 0.017033787031951651 0.0084309432508634635 -0.022753858274192681 0.01293414288801506 -0.021659328823700717 -0.016788145127427663 0.016680363841663871 -0.029141508154095025 0.0064660165992596018 -0.011408806944421847 0.0066980825103850582 -0.013968358485270661 0.0056300526015276749 -0.022306792189254715 0.0070239614191365905 0.01805762451934901 0.0018133234681661052
leaf_weight=3.9575956538319579 60.053281407803297 2.235549140488728 4.461706116795539 3.3225742238573792 8.4989567627198976 1.6578761641867448 8.4910678020678443 4.0325071476399899 2.3349357214756301 5.568414330482482 9.243594250641765 2.6876585651189115 1.2983601978048671 5.2163025452755374 3.7533917874097824 1.7942919023334978 2.4201680398546142 4.9206436751410356 2.6800701459869734 2.9071162724867463 2.5340818203985691 1.6276969686150549 6.1140379644930354 36.170290742069483 5.5162862800061685 5.4364620260894299 3.6587406722828746 61.606189232319593 4.8499937504529944 35.211956454440951
leaf_count=797 582 275 45 158 162 30 70 45 27 31 249 38 71 45 17 64 16 156 72 68 40 16 32 175 39 30 81 354 26 223
internal_value=0.00100235 0.00127195 0.00251533 -9.88588e-05 -0.00625614 -0.000112091 0.00291256 -0.00870925 -0.0161829 0.00275962 -0.00104774 -0.00635395 -0.00141751 0.00432169 0.00740162 -0.00165518 0.000854304 -0.00625311 0.00248686 0.00173593 -0.00486474 -0.0152152 0.00360973 0.00236812 0.00415563 -0.00424057 -0.0123258 0.00471691 0.0015247 0.0037799
internal_weight=304.262 300.304 195.509 89.379 28.3379 17.504 15.8461 7.35508 10.8339 61.041 104.795 27.6523 18.4087 12.0623 10.764 5.54768 77.1431 14.4097 62.7334 9.48906 6.58195 4.16178 58.8055 53.2371 47.123 10.9527 6.3464 106.13 44.5237 40.062
internal_count=4034 3237 1722 1074 492 303 273 203 189 582 1515 565 316 197 126 81 950 296 654 140 72 56 307 276 244 69 119 648 294 249
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=6 17 16 16 16 18 3 23 23 9 21 10 22 22 22 18 17 16 15 10 3 15 6 0 20 5 0 7 7 17
split_gain=4.06772 2.57797 1.90625 3.19883 2.66593 1.64104 2.98731 1.55328 5.68637 3.965 2.97411 3.04771 3.32526 2.89993 2.7273 2.16219 2.08537 2.98109 1.7426 1.97833 4.93903 2.77928 2.19496 2.87257 2.78351 2.97124 1.83979 3.58237 3.11168 2.88738
threshold=5.1651206822000004 159.58247398035004 12.644970430600003 9.719977270450002 9.2849782877000013 18.273715221050001 76.825379535700009 1.0000000180025095e-35 0.079605000000000023 211.04147598835002 3.4316303497500003 65.611820673600008 -0.018034999999999999 -0.046635000000000003 -0.06828999999999999 14.118140587000001 200.93854407600003 22.624947093000003 19.763739472850002 71.322105742700003 83.538459487450012 24.545953118950006 13.65531905435 101.72856719805002 40.844669808050007 16.787983692950004 85.732241321850012 22.649177329550003 22.545611589100002 188.83172615260003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -4 9 16 10 -8 12 13 14 -12 -13 -9 -18 -10 21 22 -20 23 -21 25 -24 27 28 29 -23
right_child=1 2 5 -5 -6 -7 7 8 18 -11 11 15 -14 -15 -16 -17 17 -19 19 20 -22 26 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.017538290826986141 -0.019260041677170717 -0.018267255161897089 -0.01292926906306293 -0.015308195554740608 0.018213440409963512 0.013531115921697017 0.005762193218724506 0.014275251395570111 0.0083431488479062729 -0.02439243643949579 -0.0049366346280319195 -0.037130116583516809 0.014359396204493245 -0.026064739882862585 0.019040459223325906 -0.0095767994257592217 -0.0083134352116228782 0.015820938112296287 0.014328418027507513 -0.0125060707269289 -0.019133385162379765 -0.0064307451885994692 -0.012719325007370132 0.0041681706349396682 0.010132372583422077 0.0046319399522793125 0.0020373537928810095 -0.016535562662806695 0.017472231485457124 0.0099170472361639582
leaf_weight=3.5160448960959902 1.832810072461142 0.83759703999385182 4.308643650263547 5.0757975694723427 2.0011208644136786 3.247466684319078 14.176730903331189 14.235659824684264 9.5808451231569034 2.1469385102391234 11.73525213357061 1.2042088033631437 3.2673512226901975 1.6723364554345614 1.5874644964933402 2.7716501150280237 3.4323633112944654 2.69153892993927 4.9509714073501518 7.7889666818082315 4.704864999279379 13.279663159977654 4.8951158206909913 5.0005134101957083 9.1917565520852786 7.1695104259997606 139.89432482700795 4.6969309179112306 2.6446999115869394 4.1891388464719048
leaf_count=659 216 103 116 351 19 44 246 122 87 31 161 28 65 12 7 36 45 25 50 127 131 121 43 32 43 36 929 105 14 30
internal_value=0.000818652 0.00103803 0.00116527 -0.00714568 0.00744938 0.0013965 0.00125637 0.0014771 0.0019943 -0.00171968 -0.000382955 -0.00430044 -0.0013349 -0.00475461 -0.00207965 -0.0179222 0.0106714 0.00229395 0.00118388 0.000854753 -0.00264526 0.00165419 -0.000366738 -0.00598667 0.00301465 -0.00240818 0.0012732 -0.00303549 0.000117064 -0.00251043
internal_weight=297.728 294.212 292.379 7.91452 2.83872 284.465 281.217 276.909 238.347 38.5619 36.415 22.2383 18.2624 14.9951 13.3227 3.97586 20.3596 6.1239 217.987 208.406 38.7507 169.656 34.0459 12.7895 21.2564 12.0646 164.705 24.8104 20.1135 17.4688
internal_count=4034 3375 3159 473 122 2686 2642 2526 1940 586 555 309 245 180 168 64 192 70 1748 1661 412 1249 281 159 122 79 1199 270 165 151
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=16 13 5 0 9 5 21 3 20 20 17 19 6 16 9 18 19 15 20 14 18 16 9 14 7 5 17 7 20 9
split_gain=15.6299 7.09193 5.12421 4.65021 5.21463 10.4244 6.36714 4.92916 4.57098 4.05902 3.82103 5.89031 5.20431 8.12914 4.37643 3.53705 3.46097 4.45327 3.83222 3.36852 3.32019 7.21505 5.84836 5.76244 6.10321 4.64101 4.76231 4.30788 3.9317 3.91984
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 187.45330412110005 29.996566321350006 1.0000000180025095e-35 108.47659710545001 47.927946529500012 38.244973486750006 179.91109285790003 11.950964240300001 13.65531905435 17.634958761800004 194.31002311890003 17.551307094650003 12.951044929850001 27.980927088250002 41.035283712600005 179.09836080685002 13.843998451900001 22.634947069650003 196.26893085885004 195.25924573520004 23.109894804950002 18.128874633450007 196.31479727660005 22.814487719050003 36.79544512155001 204.68881850780005
decision_type=2 2 2 2 2 2 2 2 2 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 9 4 7 6 -6 -2 -4 19 -11 -12 13 14 -13 -15 18 -18 -14 -3 23 22 28 -5 27 -24 -27 -25 -22 -28
right_child=3 2 8 20 5 -7 -8 -9 -10 10 11 12 16 15 -16 -17 17 -19 -20 -21 21 -23 25 24 -26 26 29 -29 -30 -31
leaf_value=-0.0034802359342955224 0.0017181303845341645 0.00035562925513674663 -0.0030093140525453382 0.0026473981276748672 0.0022165443091399133 0.0034305902968870092 -0.0040589101795241098 -0.0028105332224820168 0.0023184838361885035 -0.0021647675772417567 0.0030595520773256061 -0.00051711589473162718 0.00077346102567910546 -0.0012340736104815724 -0.0048371084275776839 0.0044362158665831692 -0.0048587884591338153 0.0024170785565035594 0.0042985169026148072 -0.004010983002551748 0.00080102451112283373 0.0036101695541341716 0.0022679158720855961 0.00083778049095636898 0.0017784098561180323 -0.0043881321410507764 -0.0011839665118420386 -0.0022167176299817582 -0.0038241486200833339 0.0012159253319248857
leaf_weight=13.076281438581644 24.208541272208098 4.7498465683311206 16.592892039567236 51.787599727511406 3.0342811942100587 5.1108022145926943 14.352443094365297 4.4002052610740057 2.9361852128058663 8.0169768109917623 13.157797388732432 6.3570234654471305 14.140431791543966 2.8627969101071349 8.47820354439318 4.2114119827747345 2.9072367101907721 2.3620663061738014 7.2159331142902365 6.4581452663987875 4.3613499440252772 11.281686305999754 20.606613148003817 16.674981474876407 51.702090999111533 3.4874119199812403 16.170564141124487 12.526684809476135 8.2019401676952821 30.301026381552219
leaf_count=972 138 36 659 222 12 18 194 95 15 139 44 130 60 47 133 17 49 18 20 123 22 52 78 79 193 33 113 70 85 168
internal_value=0.000477144 -0.000753638 -0.000398687 0.000979366 -9.33365e-05 -0.00151113 -0.00296374 0.00102159 -0.00220828 3.80485e-05 0.000391525 0.000723714 9.04718e-05 -0.00133036 -0.00298595 0.00214156 0.00125963 -0.00159724 0.00196451 -0.00216045 0.00122076 0.000656559 0.000255715 0.0016222 0.000965955 0.00069622 4.79424e-05 -0.000472512 -0.00221852 0.000380843
internal_weight=391.731 113.523 100.447 278.208 51.1063 22.4975 17.3867 28.6087 19.5291 80.9179 69.7099 61.6929 48.5351 21.9094 14.8352 7.07421 26.6257 5.2693 21.3564 11.208 227.102 94.4106 83.1289 132.691 80.9038 70.5656 49.959 29.2017 12.5633 46.4716
internal_count=4034 2462 1490 1572 457 224 206 233 674 816 657 518 474 327 263 64 147 67 80 159 1115 551 499 564 342 392 314 149 107 281
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=13 16 18 12 19 8 16 23 6 6 13 17 6 22 12 9 14 7 22 22 13 21 0 9 5 22 21 7 13 23
split_gain=3.84745 1.98676 2.57834 3.27822 2.90702 3.58882 3.31635 2.29231 2.06749 2.66655 4.14953 3.46156 2.49515 3.39189 2.76499 2.91108 2.90987 2.35062 2.08351 2.91607 2.05827 1.74365 2.25744 5.35123 7.26038 3.33557 3.12261 3.70892 2.82695 2.33561
threshold=92.38617519475001 18.594956516900002 17.323446153950005 285.40265749175006 13.051052998800001 7.6440346712000009 12.604970524100002 0.087905000000000025 15.51536251395 13.65531905435 101.53768667075001 200.26331585350002 13.78532209185 -0.23783499999999999 162.55248274650003 204.54860637155002 202.18319297485002 22.356277907050004 -0.18231499999999998 -0.041369999999999997 109.72404167800001 1.0000000180025095e-35 85.732241321850012 187.45330412110005 31.312564341900003 -0.073609999999999995 5.1185473364500007 22.381996090050006 116.53390612245002 -0.24947
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 7 -2 -6 9 10 11 17 -11 20 16 -16 -15 -8 -19 -20 -14 -3 23 25 -25 26 -23 28 -28 -24
right_child=1 21 3 -5 5 -7 8 -9 -10 12 -12 -13 13 14 15 -17 -18 18 19 -21 -22 22 29 24 -26 -27 27 -29 -30 -31
leaf_value=-0.019847106334151085 -0.021349821225772746 0.0069612261425175898 0.012742454169477037 -0.015230108893706486 -0.020062889431174805 -0.021438708246871128 -0.022676334576130587 0.015256378367099865 -0.020240895750940631 0.017256728576947548 -0.022607139294947887 -0.022265338210895599 -0.026293097998126805 0.002469754744549264 0.011275053400502557 -0.020271580189832897 0.019744875400796433 0.019786476847678869 -0.016024724280254886 0.0072113986681480637 0.0096394635065997544 0.013066026921001157 -0.010204050853560532 -0.019081431101847627 0.018998428033313829 0.017953030816528319 0.0070414712796141102 0.015155623228532662 -0.022571517793312259 0.0028904283552170697
leaf_weight=3.406791867222636 3.0139236254617563 25.632892481982708 8.5925590866245312 1.9983865609392513 1.0485001327469929 6.4471532055176795 1.2699067411013008 2.2100193286314607 1.9086938642431039 4.9191660583019283 4.0376313501037648 2.4419119483791283 2.3738965950906308 10.695138556882744 1.817683306057005 3.0007475260645151 5.8303021853789678 3.0075514614582017 2.8005032057408199 8.239251212216919 0.83351090550422657 3.9674829551950124 5.4583094865083686 11.327722688205538 2.3373990878462783 4.7421040637418654 1.6655466444790343 2.0460996739566326 4.9704589359462261 153.8585948497057
leaf_count=797 213 204 72 48 128 251 47 13 226 20 121 91 76 55 15 65 32 13 113 62 4 19 34 198 9 39 14 9 83 963
internal_value=0.000937693 0.00117978 -0.00154482 0.00746436 -0.00299281 -0.0129345 -0.00127558 0.00389163 -0.000137806 0.000610638 -0.0046061 -0.000513468 0.00446901 0.00190683 0.00474129 -0.00837107 0.00856455 0.00295427 0.00527134 0.00131699 -0.0169553 0.00214454 0.001496 -0.00335581 -0.0125679 0.00388239 -0.00139244 -0.00799956 -0.0151391 0.0024418
internal_weight=295.9 292.493 76.4864 10.5909 65.8955 9.70567 56.1898 3.25852 53.1759 51.2672 21.7968 17.7591 29.4704 24.5513 21.3439 4.81843 16.5254 15.3172 14.0473 11.0398 3.20741 216.007 190.374 31.0568 13.6651 17.3917 12.6496 8.68211 6.63601 159.317
internal_count=4034 3237 1665 120 1545 392 1153 141 940 714 447 326 267 247 167 80 87 235 188 175 80 1572 1368 371 207 164 125 106 97 997
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=0 17 7 17 18 16 15 4 16 19 18 22 20 23 21 13 22 20 8 0 16 22 17 19 8 9 7 7 16 0
split_gain=3.56765 2.37609 1.99565 2.16527 2.14655 3.50075 1.93927 1.6885 3.31611 3.45652 3.11479 3.06535 3.28162 2.53292 3.65136 4.05493 4.07516 3.03366 2.73079 2.37926 2.20553 2.9777 2.8446 2.99246 2.8305 1.96235 1.73807 4.19388 4.14123 4.29188
threshold=103.48144189910001 241.79519611995002 28.8637720374 221.27458857605004 17.138111898250003 12.604970524100002 24.719476717350002 244.52697497700004 22.624947093000003 14.651182102100002 13.820816557100002 -0.098419999999999994 41.806790701050012 0.094375000000000028 2.0976681454000006 117.38883580790001 -0.046635000000000003 41.257403903850005 7.943800736700001 86.756543869550015 19.844953593850004 -0.58994000000000002 198.10578792550004 14.251149826300002 8.543332867800002 219.21617201485003 22.105125139000005 21.147833206800005 22.744946812400002 89.582113364650013
decision_type=2 2 2 2 2 2 2 2 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 3 4 5 -1 -5 25 9 13 11 -10 -13 14 18 -16 17 -17 -9 -14 21 -15 23 -22 -23 26 27 -7 29 -29
right_child=1 -3 -4 6 -6 7 -8 8 10 -11 -12 12 19 20 15 16 -18 -19 -20 -21 22 24 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.024238692952602201 -0.023547599749722217 0.0052436216146681145 0.024237869108054498 -0.028276969536428845 0.017837566721130692 0.0052492932686636525 -0.001583803170121459 -0.0019225470550341831 -0.021372007708133512 0.018714360219902467 0.01540869773800616 0.0094500425879895968 -0.029933719165805634 0.016575461377287798 0.0008344673158152215 0.0091294664068693049 -0.041075467412144254 -0.016911942772430272 -0.030746589189845394 0.0010769067076824425 0.0089556989799024472 -0.027604096361470255 0.014880393197201001 -0.016537124789430271 0.016835251604105504 -0.012870191165539467 0.0043042836174355479 -0.048387659596807554 0.0012694365078823873 -0.0018636470451165806
leaf_weight=2.7285070754587641 4.9211954879574469 2.0923280064016581 1.9431623071432103 2.358544760849326 4.0638283053413025 13.434612467885019 3.408635017927736 2.4495040844194582 2.8675521202385417 3.4480644455179563 10.539436958730219 13.958237119019037 2.1361369942314914 1.602549616247418 23.862636802252382 3.3338236361742002 2.4613467128947368 7.3260173629969358 5.3829401126131415 3.1151734739542007 4.9729705639183539 3.8380504907108843 8.5458532869815809 4.4856619378551841 0.90770522691309441 3.9091105619445434 137.06279284507036 2.6606800369918329 4.0428702179342508 1.6425393512472508
leaf_count=242 852 68 14 46 29 479 41 44 32 17 74 62 64 12 389 14 31 102 80 13 18 96 39 31 8 39 1018 30 21 29
internal_value=0.000986035 -0.0149584 0.0013819 0.00122359 0.00151163 0.00126655 -0.0125002 0.00152624 -0.000707807 -0.00340026 0.00528664 0.000454444 0.00371264 -0.00450267 -0.0076951 -0.00472232 -0.0148281 -0.00876759 -0.0217322 -0.0115376 0.00137235 -0.0100974 0.00541655 -0.00313402 -0.0191043 0.00297074 0.00336058 -0.00257801 -0.0151775 -0.0306294
internal_weight=289.502 7.01352 282.489 280.546 274.779 270.715 5.76718 267.986 105.234 72.6171 32.6165 22.0771 19.2095 69.1691 44.8163 36.9838 13.1212 10.6598 7.83244 5.25131 24.3528 6.34831 18.0045 9.45863 4.74576 162.753 158.843 21.7807 8.34609 4.30322
internal_count=4034 920 3114 3100 3013 2984 87 2742 1126 881 245 171 139 864 660 536 147 116 124 77 204 116 88 49 104 1616 1577 559 80 59
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=16 13 18 19 0 7 8 6 6 19 16 23 20 5 9 18 16 14 7 9 20 23 12 7 18 23 5 22 23 21
split_gain=12.7374 6.25273 4.94798 4.96209 4.28311 6.4496 4.25672 4.19586 5.66411 4.71747 4.31232 3.80399 3.7466 3.31621 3.08099 3.22237 7.00287 6.42558 6.37267 4.45404 4.7823 6.18572 5.72004 4.4636 3.65434 4.02497 6.02841 3.54036 3.07718 3.0593
threshold=18.594956516900002 95.862351557400004 17.399600107550004 13.051052998800001 85.732241321850012 22.721067571950005 7.6440346712000009 13.65531905435 15.51536251395 11.950964240300001 14.184966829400002 0.087905000000000025 37.52517992975001 13.716117217950002 181.33671263215004 13.843998451900001 22.634947069650003 195.25924573520004 23.109894804950002 206.57490536735003 36.79544512155001 0.093325000000000033 123.47238069670001 24.738571785850002 13.314799198000001 0.09914000000000002 22.53967987815 -0.11347 0.088350000000000026 4.1284891430000012
decision_type=2 2 2 2 2 2 2 2 2 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 5 29 11 9 -9 10 13 -5 -7 -3 -6 17 19 28 24 20 -17 23 -23 27 25 26 -19 -22 -16 -2
right_child=4 2 -4 6 14 12 -8 8 -10 -11 -12 -13 -14 -15 15 16 -18 18 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0032181563040668297 0.001469793785874754 0.00093459467488842213 0.0019223533518664484 -0.0038484066845117962 -0.0012125190416611515 0.0023242558777734441 -0.0041440122373240934 0.0010132685619227021 -0.0038791351985916463 -0.0028173632746088528 0.0020501850795896547 0.0031164482978728431 -0.0045578300903249746 -0.0037249689049402446 0.0035478725261058682 0.0018761560901719 0.0033983292468557371 0.00063247036599057595 0.0016430867010045556 0.0011965279427176819 7.4363904454144344e-05 -0.0037297653625535479 0.0020355427069031341 -0.00036539167774823309 -0.0034412113661997715 0.0014905136625384566 -0.0058912506836581629 -0.0049101698823137419 0.0016247424380359343 -0.00056350500184549897
leaf_weight=11.873923032544552 20.041871830821037 3.6905479300767237 11.6602013297379 1.8418747670948494 7.9095274768769732 1.3362056165933598 9.3229279862716776 35.088127282448113 3.6235877387225619 14.689948058687149 8.0033174119889718 2.6605527941137552 6.156345508992672 4.9812863590195775 24.536173406988382 8.7830966003239137 11.068578630685804 5.0350666269660049 50.391809184104204 36.265211291611195 2.4728135205805239 3.083797173574566 10.593350052833555 8.19016310200095 5.1872432231903067 11.558408830314873 3.2253684569150209 9.8784320726990771 21.81542207300663 21.065356437116861
leaf_count=972 141 21 69 120 54 6 252 277 238 311 38 13 123 151 123 38 52 22 191 188 15 23 54 49 32 50 30 115 79 187
internal_value=0.000415697 -0.000668448 -0.000351638 -0.000667664 0.00084935 -0.000151583 -0.00270743 -0.000265242 0.000555318 -0.001278 7.80989e-05 0.000267232 -0.00333049 -0.00174196 0.00107047 0.00115561 0.000622495 0.00155117 0.000880114 0.000234886 -0.00057611 -0.00120555 0.000735634 -0.00249805 -0.000657414 7.1197e-05 -0.00191478 -0.00391223 0.00264275 0.000427832
internal_weight=376.031 107.436 95.5624 83.9022 268.594 48.5998 13.8254 70.0768 38.7117 31.3651 16.6752 4.50243 7.49255 8.67183 219.994 212.085 90.3354 121.749 75.3979 79.2669 43.0017 34.2186 13.6771 20.5414 25.0061 19.8188 8.26044 12.3512 46.3516 41.1072
internal_count=4034 2462 1490 1421 1572 457 385 1036 515 521 210 133 129 172 1115 1061 534 527 325 482 294 256 77 179 134 102 52 130 202 328
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=8 20 6 4 22 22 4 0 20 16 21 6 6 16 15 0 17 14 10 2 16 15 0 2 22 22 9 18 22 20
split_gain=8.90059 7.14906 5.98346 5.10569 4.32924 4.24722 4.92753 3.77343 11.5398 4.79083 4.84258 6.00182 3.42393 3.39145 3.32074 7.00914 4.46019 5.87788 4.91661 3.44182 3.28964 3.21796 4.18182 2.98349 2.97361 3.45481 2.90798 3.89563 2.72476 2.71478
threshold=5.9453602998000008 47.709122305950011 14.845346859150002 375.65892766775005 -0.16276499999999997 -0.054619999999999995 169.14490639835003 86.329079026800017 41.942745071500006 22.604947139800004 15.285239689500001 16.505385645700006 16.585387514950003 12.604970524100002 35.098844929350008 87.350693116400024 201.25367619745001 184.66353353645005 66.964115113200009 104.38256328765002 21.094950670800003 31.504255087500002 102.21786657775002 199.66651340635002 -0.06828999999999999 -0.16182999999999997 196.64273721640004 13.581061237400002 -0.075639999999999999 41.872294782850005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 5 4 -3 6 -2 8 23 10 11 -10 -11 -7 15 -9 26 -18 -19 -16 -1 22 28 -4 25 -21 27 -17 -8 -27
right_child=2 3 7 -5 -6 13 21 14 9 12 -12 -13 -14 -15 19 16 17 18 -20 24 -22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0063388862699877216 -0.0074945617764336711 0.0044028092481682686 0.0024254208501589174 -0.006623999860402463 -0.0042666389066988962 -0.0064756190609212283 0.0011622107457395256 -0.0064963402277476434 -0.0079030616845880437 -0.0072696480355564702 0.0069093395850668956 0.0026840178397264909 0.00062570168135928713 0.0013850923090945994 0.0061815517384542279 0.0038233557739362749 -0.0090675241741139806 0.0042949530431927504 -0.0044375047870071245 0.0046597305780024358 0.0036932247146975821 -0.0039291761062826428 -0.0042549921104890849 -0.00095348869908553713 0.003956669042328431 -0.0015540666589244729 0.004165911167849333 -0.003349242917961715 -0.0056176935229565886 0.0021527843290320824
leaf_weight=13.902299770154061 4.478022100403904 8.7012877492234093 53.513004453852773 2.9557254519313565 2.788359230849891 2.1041279328055671 33.09427226148545 4.2575649991631499 3.8746613012626785 10.040783666074274 2.662776991724968 3.9788523428142071 2.5187527253292492 46.027679103426635 10.423090741038321 5.7056722305715066 2.8460043519735327 5.9237924814224225 3.933028694242239 8.783994302153582 1.311314821243285 10.251097677275537 7.5177726945839813 11.669086690992115 27.288525708019733 14.288094326853757 20.934188520535827 5.406429834663868 2.3258107118308606 14.689614191651343
leaf_count=1089 92 54 238 197 115 148 293 42 48 162 8 34 27 296 70 23 27 25 34 37 5 195 284 69 122 79 90 39 33 59
internal_value=0.000594917 -0.00257755 0.000890306 0.000473125 0.00229887 -0.000286425 -0.00139474 0.00147552 0.000517845 -0.00316181 -0.000146853 -0.00253929 -0.00568627 0.00104145 0.00215452 0.000927264 0.00163357 -0.00140257 0.000810563 0.00295141 -0.00547418 -0.000881191 -0.000153506 0.00182052 0.00243384 0.00133336 0.00283706 0.000333633 0.000717018 0.00032504
internal_weight=348.196 29.659 318.537 14.4454 11.4896 105.799 57.667 212.738 88.2579 23.0758 10.5163 7.85351 12.5595 48.1318 124.48 49.0067 44.7491 12.7028 9.85682 75.4733 15.2136 53.189 42.9379 65.1821 65.0502 37.7617 32.0463 11.1121 35.4201 28.9777
internal_count=4034 1460 2574 366 169 1341 897 1233 586 279 90 82 189 444 647 280 238 86 59 367 1094 805 610 307 297 175 152 62 326 138
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=16 13 20 16 17 10 16 16 23 15 17 16 21 10 10 3 17 10 0 0 15 2 22 10 17 17 20 21 13 2
split_gain=8.446 4.32792 3.66801 4.56599 5.01937 4.32461 3.76028 4.40415 3.74402 2.89267 2.5253 2.49615 3.40676 2.36043 3.72616 2.59334 2.52224 3.59897 6.39383 3.94973 3.90254 3.68269 3.63831 4.4228 10.9098 4.22617 5.81051 4.87897 6.15776 3.60426
threshold=18.594956516900002 92.38617519475001 38.244973486750006 15.629963450350003 236.15709471040003 71.322105742700003 13.564968279200002 9.719977270450002 0.087905000000000025 46.074827201850006 182.63036160245002 23.044946110900003 15.285239689500001 60.613977009100005 58.167480110400007 108.47659710545001 179.56144807225004 66.964115113200009 91.937202686950016 90.297243227400017 28.626568391100005 90.745765132650021 0.20949500000000004 64.407391431150018 191.37184185705004 188.19076296340003 39.664548207900005 10.274034306750002 117.61735474900001 108.63443756215001
decision_type=2 2 2 2 2 2 2 2 2 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 10 6 5 8 7 -4 -5 13 -3 12 -11 14 15 -2 -15 19 -19 22 -20 -22 23 25 -25 26 -18 28 -28 -27
right_child=9 2 3 4 -6 -7 -8 -9 -10 11 -12 -13 -14 16 -16 -17 17 18 20 -21 21 -23 -24 24 -26 29 27 -29 -30 -31
leaf_value=-0.0063322294644596704 0.0025954119036141494 -0.00023649580326946343 0.0056497296296674337 -0.0037863856553360317 0.0037233278122519521 -0.0057276772231830827 0.0020649354560159467 -0.0049044890878849924 0.0028466790485495879 -0.0045280708193803356 -0.0058552671206034378 0.0046937465638014885 0.002686336876691486 0.004969933535088596 -0.0063350695760512454 -0.0040733920860453153 0.0043616591039198453 -0.0069255847778723848 0.0033666851814114569 0.0050550382607078594 -0.005623298462973594 0.00036359513827649743 0.0065205438986105793 0.002697061585291548 -0.0099665323670128699 0.0041932383194202769 -0.0016383131665997747 0.00046439037075095806 -0.012546795330641444 0.0015635514299717575
leaf_weight=5.5347106675617388 8.4420881792902929 5.0924715343862763 1.99883589427918 6.9189664139412397 5.0711994618177405 12.42476596822962 35.898863142821938 6.7698356434702873 6.3878208277747035 9.1286455383524281 8.0688990172930044 2.2045421265065661 3.5476231304928652 8.185501527041195 3.7982581267133346 3.1161346826702347 7.1981499418616322 4.7595639117062083 14.39750289916992 14.042890574783085 4.7728338465094593 25.099983893334866 5.6019264459609976 6.5844282209873182 4.4497339054942131 28.366318088024855 5.3727860394865292 11.637032717466353 3.2364758551120758 71.924790768884122
leaf_count=797 57 171 16 353 36 313 286 225 78 152 187 10 20 37 85 84 23 52 63 64 55 160 19 27 33 161 34 49 25 362
internal_value=0.000618529 -0.00097248 -0.000637784 -0.000107035 -0.00195752 -0.00307711 0.00116906 -0.00249863 -0.000602234 0.00122788 -0.00368122 -0.00144196 -0.00250902 0.00139988 -0.000966678 0.000797481 0.00156842 0.0014342 -4.49469e-05 0.001892 0.0006948 -0.000592942 0.00158433 0.00138507 -0.00240977 0.00171288 -0.000459463 -0.00217351 -0.00573913 0.00230733
internal_weight=340.034 94.1664 88.6317 75.4703 30.8028 25.7316 44.6675 8.76867 13.3068 245.867 13.1614 14.8808 12.6763 230.986 15.3565 11.5582 215.63 207.444 49.0299 158.415 44.2703 29.8728 144.372 138.77 11.0342 127.736 27.4444 20.2463 8.60926 100.291
internal_count=4034 2462 1665 1307 780 744 527 241 431 1572 358 182 172 1390 226 141 1164 1127 330 797 278 215 733 714 60 654 131 108 59 523
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=0 17 8 20 4 22 16 9 9 22 20 17 0 5 20 2 10 19 2 14 20 18 21 15 22 3 18 16 22 0
split_gain=3.7388 2.30007 2.07788 4.73976 3.46804 2.89375 2.73376 2.01521 1.94618 3.08988 4.62237 5.51293 2.89207 5.39093 2.96084 2.28881 2.2426 4.59085 4.00186 5.03292 3.9353 3.99108 2.65539 3.72494 2.61109 4.6059 3.48746 4.07509 3.23997 2.55361
threshold=103.48144189910001 241.79519611995002 5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 21.094950670800003 218.72979271345005 186.68586460755003 -0.13125999999999996 41.827117825850003 187.51563899930002 85.732241321850012 29.996566321350006 37.999598532650005 99.475185412350015 64.407391431150018 14.551174033150001 121.84632764400003 223.45180875365003 41.289992964000007 13.531614672700002 8.8898213993500015 30.243446395250004 -0.083954999999999988 93.337889372900023 13.893471991850001 22.624947093000003 -0.087234999999999993 94.165934477050016
decision_type=2 2 2 2 2 2 2 2 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 3 6 5 -5 -1 -3 9 -4 11 -11 13 14 -10 -12 18 22 -14 -20 21 -21 -18 29 28 26 -26 -28 -22 -24
right_child=1 7 8 4 -6 -7 -8 -9 12 10 15 -13 16 -15 -16 -17 17 -19 19 20 24 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.017865661730486183 -0.017833050166787108 0.014530282849183004 0.018429051155314242 0.01233781744972743 -0.018868419997625351 -0.01050999600247147 0.010173794049144719 -0.021007405620458837 0.0036336676243802985 -0.0045957921388068736 -0.022559742503522332 0.015028365400654475 0.0093304078324342541 0.012959418696855603 -0.014393214893679816 -0.00087772257164639704 0.0017230262133301909 -0.022655311137809258 -0.021379148184309457 0.00025462162392175678 -0.0003711901825877382 0.012909995777820571 0.013969728804296439 -0.01734050258201696 0.0044937905376224909 -0.020445562552088955 -0.021302137685798944 0.0085836749226962782 0.016848066388082967 -0.0041049078742652501
leaf_weight=7.2616138192825037 4.9695798596367231 1.4928656290285292 4.7752129361033466 7.3536401400342575 1.7809816966764618 2.1026605181395999 1.1943400204181669 0.68739766813814629 3.5292533747851875 6.7782015018165174 2.4542279019951811 11.199460189789532 26.063320275396109 3.7504910062998524 11.268331640865652 3.4618469178676605 99.474654047749937 2.5652758292853823 2.7338184341788283 13.552838116884233 13.335361555218698 16.061801508069038 2.8428075872361687 5.3801910583861163 11.488041695207363 4.5644418401643625 4.1261065341532221 1.9972627535462377 4.2506088763475409 12.202123735100029
leaf_count=720 852 26 22 45 98 53 5 42 18 36 28 57 153 18 226 31 904 19 16 61 75 87 14 94 50 48 58 14 14 150
internal_value=0.00088713 -0.0113809 0.00119217 -0.0041922 0.00311682 0.00725748 -0.0139053 0.00332589 0.00158804 0.0058166 0.00329597 0.00762938 0.0010812 -0.00543233 -0.0100938 -0.0098723 0.00162877 7.84694e-05 0.00356266 0.00147798 0.00237868 0.00711839 0.000564862 -0.00507564 -0.00115146 -0.00507078 -0.00108601 -0.0115543 0.00379078 -0.000689624
internal_weight=294.699 7.14984 287.549 19.6932 11.2373 9.4563 8.45595 2.18026 267.856 28.6689 23.8937 17.9777 239.187 18.5481 14.7976 5.91607 220.639 122.465 98.1736 72.1103 69.3765 29.6146 119.9 20.4251 39.7618 22.1759 17.6114 6.12337 17.586 15.0449
internal_count=4034 920 3114 921 196 98 725 68 2193 174 152 93 2019 262 244 59 1757 1181 576 423 407 148 1162 258 259 170 122 72 89 164
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=16 13 16 17 20 10 5 21 19 20 17 3 23 23 20 20 6 6 5 22 20 23 21 13 22 8 12 20 12 21
split_gain=11.5634 5.81239 4.22879 6.01437 4.56013 3.82952 6.14148 3.52241 3.46857 4.92546 3.36865 3.00369 3.33634 3.55408 3.10569 3.07845 5.27632 3.74441 4.61659 3.66385 5.90714 4.20785 2.97869 3.37177 2.97566 2.68482 2.65033 4.20025 2.7609 5.04842
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 38.244973486750006 71.015621515800021 19.234448447350001 12.263428102400001 12.551012654050002 41.035283712600005 167.14057114020002 108.47659710545001 0.080515000000000017 0.077080000000000023 40.241071441700008 38.478081868400004 15.785368822600002 16.705390318750002 30.728615921450004 -0.031449999999999999 35.419594101850009 0.092075000000000032 1.0000000180025095e-35 113.97180552410002 -0.018034999999999999 8.6432548896500023 90.84682862195001 42.310579034350006 147.88310320375004 8.9626214023500008
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 25 6 -4 -8 9 -7 -6 12 13 22 -15 16 19 26 -19 20 -14 -22 -2 -24 -25 -3 27 -17 29 -28
right_child=11 2 3 -5 10 8 7 -9 -10 -11 -12 -13 15 14 -16 17 -18 18 -20 -21 21 -23 23 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0041357549063214044 0.0043497609880331018 -0.0043576970749266064 0.0025140089071711519 0.0030868922158587904 -0.0027296749288946579 0.005774694751849838 -0.0050590127767923881 0.0038810177059281181 -0.0043557337657384072 -0.0052829346006533573 0.0014697382843600309 -0.0032201502805839287 0.0025320386544108869 -0.00087396321562743242 0.0042386313575744185 -0.0063802152389959097 0.003591796364063629 -0.0035895354850322973 0.0036084477256812224 0.002791801911210051 -0.0010315526840569819 -0.0081081095539528008 -0.0021186396752496286 0.00067878229423704625 0.004666444622739011 0.0028666382642614906 0.0025757060608775661 0.0024554953538034672 0.00028636560961792354 -0.0005452286825323989
leaf_weight=10.502429584506897 5.6662886701524249 5.9451902201399198 7.6522550126537663 5.3537768572568885 4.7246955065056673 1.9424043521285086 5.8562440131790936 1.1678194832056759 17.946389337070286 1.6425033928826449 39.5149911576882 3.618658277206122 5.3186339214444178 3.0381011590361622 19.302334472537041 2.8553245775401583 20.962472463026643 9.2618234818801266 2.4998764768242827 7.8338802531361571 4.5636047050356865 3.1292504668235779 7.4738792516291133 21.111532898619771 5.1409254074096706 1.405084256082773 38.26947819814086 2.0362408831715584 84.657448727637529 16.339698072522879
leaf_count=972 31 145 56 33 139 9 356 18 409 44 271 95 20 19 122 34 89 88 9 26 31 38 47 129 19 10 172 10 497 96
internal_value=0.000508702 -0.000820958 -0.000447228 -0.001563 0.000451645 -0.00225054 -0.000399054 -0.00357264 -0.00351257 0.000708402 0.00102125 0.00103259 0.0010919 0.00204579 0.00354336 0.000794087 0.00192669 0.000490396 -0.00205965 0.000252225 -0.00127679 -0.00391011 0.00119648 0.000666705 0.00145967 -0.00297669 0.000698451 -0.00270212 0.000817892 0.00164189
internal_weight=366.733 103.654 93.1514 41.5614 51.59 36.2076 14.6763 7.02406 21.5313 3.58491 44.2397 263.079 259.461 61.7331 22.3404 197.728 41.8078 155.92 11.7617 20.8454 13.0115 7.69286 39.3926 33.7263 26.2525 7.35027 144.158 4.89157 139.267 54.6092
internal_count=4034 2462 1490 925 565 892 430 374 462 53 410 1572 1477 367 141 1110 204 906 97 115 89 69 226 195 148 155 809 44 765 268
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=6 16 19 15 6 3 22 7 7 7 23 8 8 21 22 19 15 9 23 23 23 20 3 22 6 0 21 5 2 18
split_gain=3.52892 2.24901 2.04123 2.23472 2.67953 1.60627 2.30494 1.60936 3.83851 3.40513 2.92961 2.85682 5.42646 3.11293 2.55072 3.12898 5.256 5.01759 4.02928 3.21358 3.08468 3.01534 2.96379 2.97475 2.86092 4.29957 3.41576 2.76932 3.87945 2.75303
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 108.47659710545001 0.11704500000000002 19.716522186550005 21.725272673150005 21.147833206800005 0.079805000000000029 9.5425530862500008 9.0429429770000009 4.3657573166500008 -0.079634999999999997 14.351157895250003 46.074827201850006 195.94564826430005 -0.11223 -0.11303999999999999 0.087715000000000029 42.660927378600007 77.489428693900024 -0.08262499999999999 14.845346859150002 94.940210418650011 7.2055597121000003 23.314013922700003 237.82463207520001 13.919698996450002
decision_type=2 2 2 2 2 2 2 2 2 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 7 -7 -3 9 10 -9 12 14 -14 22 17 20 18 -16 -19 -17 24 -10 27 25 -21 -27 -24 -29 -25
right_child=1 5 -4 -5 -6 6 -8 8 11 -11 -12 -13 13 -15 15 16 -18 19 -20 21 -22 -23 23 29 -26 26 -28 28 -30 -31
leaf_value=-0.022325290313701753 -0.022345265366548409 0.011111437084445595 -0.025241896864681632 -0.025566370692747739 0.011791082007407628 -0.023731112590855717 0.025259291069486125 -0.024886457662271697 -0.02059586628917174 -0.028822697477427529 0.0057844310003718792 0.018176338635817874 -0.034669456160096326 -0.0038858278414321038 0.012980189238457403 0.01754429743576754 -0.016857819677281831 -0.017951277927058293 -0.012142309289772009 -0.013756174838829186 0.0058648656233740376 -0.012851806675687352 0.0028933153537194626 -0.0030547038373182137 0.014473560921390983 0.0099348964508823821 -0.013925771725295213 -0.01825468387279373 0.0083420842052236103 -0.028681346383045512
leaf_weight=3.0501116253435603 1.466972156194968 8.8301646257750672 2.65836271783337 1.6389206424355505 4.4583185568917543 2.3949401979334648 0.57088339328765858 2.0663252156227809 3.2624022318050256 3.5242658765055239 5.4058213965035975 5.2298553548753253 2.9470301754772654 3.391506175044924 3.7532502170652178 19.306085839867592 3.5158650493249288 2.777631063014268 16.699632428120822 5.6105806957930318 24.797182707116008 3.7289211731404057 92.631868560798452 6.2020486714318519 18.507489919662476 25.327860658057038 3.2493946980684987 7.2259322297759336 4.1412240164354444 2.9787189229391515
leaf_count=659 240 111 235 68 73 184 2 172 95 48 140 27 33 30 22 139 50 28 140 80 137 29 734 48 92 162 50 112 36 58
internal_value=0.00111739 0.00136541 -0.00872724 -0.00292334 0.00333967 0.00173643 -0.0143011 0.00190932 0.00160417 -0.0110702 -0.00269721 0.00215012 0.00181494 -0.0181983 0.00233544 0.00447934 0.00892234 0.00182323 -0.00753215 0.0050553 0.0109775 0.00618786 -7.88849e-06 0.000585559 0.00753517 0.0037791 0.0072218 0.00164091 -0.00856509 -0.0113693
internal_weight=291.35 288.299 10.2226 7.56421 5.92529 278.077 2.96582 275.111 266.281 10.9964 7.47215 255.284 250.055 6.33854 243.716 127.274 47.6191 79.6548 20.4529 59.2019 44.1033 56.4242 116.442 113.18 52.6953 34.1878 28.5773 103.999 11.3672 9.18077
internal_count=4034 3375 616 381 313 2759 186 2573 2462 360 312 2102 2075 63 2012 929 326 603 162 441 276 413 1083 988 384 292 212 882 148 106
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=8 20 6 4 22 22 3 0 16 0 20 12 23 22 9 22 23 17 22 22 23 18 18 16 9 16 20 10 15 5
split_gain=10.278 7.61054 6.87719 5.45996 5.39309 5.29277 4.29858 4.3919 4.22413 3.87048 11.8191 5.00728 3.94354 3.67516 3.43942 3.3823 9.48695 4.47555 6.15387 3.42485 3.62728 3.91768 3.33336 5.12064 4.58695 3.31008 3.20717 3.20269 3.05189 2.94428
threshold=5.9453602998000008 47.709122305950011 14.845346859150002 375.65892766775005 -0.16276499999999997 -0.048954999999999992 83.538459487450012 102.21786657775002 12.604970524100002 86.329079026800017 41.942745071500006 124.92778561480002 0.080515000000000017 -0.096529999999999991 186.68586460755003 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 -0.070909999999999987 0.098105000000000026 13.327513832500001 17.323446153950005 14.464966174600002 206.75106037490002 21.094950670800003 40.890797847750008 64.407391431150018 32.393814985100008 19.749058312400006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 25 5 4 -3 6 7 22 -7 10 14 13 -11 -12 -4 17 -17 19 27 20 -14 -22 23 -2 -25 -1 -26 -19 -6 -10
right_child=2 3 9 -5 28 8 -8 -9 29 12 11 -13 15 -15 -16 16 -18 18 -20 -21 21 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.0049264841213211676 -0.0056799682901784998 0.0035402327518136252 0.00310373312213877 -0.0051330608586500374 -0.0055764090867510179 -0.0050416519232241875 -0.0032810754753474008 -0.0034120399666712972 0.0016687593736458522 0.0032953778636082443 0.0020802876042003496 -0.0045613345043706453 0.0021149045768314393 -0.0032695202347483637 0.00077975565698786009 -0.0054781004829568556 0.0021474771305411209 0.0045589012950352694 -0.0047185216790118145 0.0036823431958054749 0.0018139714758958194 -0.0040402010615408811 0.0037282322035625225 0.0017849466294923106 -0.0043446187004185883 0.0027416034574325788 0.00054632169272838713 -0.0011568455829905578 0.0063310564813207626 -0.0027265810528352384
leaf_weight=15.016157718840988 3.4878540616482487 9.228773173876105 20.2270233258605 3.2609271840192369 2.7030234998092051 2.4439711743034414 15.219031255692242 8.8273942186497134 41.017840500921011 28.365092799067497 6.6382951810956001 11.775324566289781 38.532916788011789 4.9627136606723088 46.365925341844559 5.7822847403585902 9.5948353111743909 4.327625595033167 5.3480061106383792 22.305404394865036 5.1691341996192914 4.9477553255856037 5.2978739812970153 18.707707446068529 6.0631206743419153 1.3574736565351475 5.8024269603192806 4.3442196939140558 0.57774674892425526 3.6720738578587762
leaf_count=1089 91 54 80 197 114 148 273 304 228 163 33 195 157 51 227 54 38 16 54 83 20 28 23 102 75 5 42 34 1 55
internal_value=0.000493064 -0.00204508 0.000740877 0.000286488 0.00169923 -0.00021511 -0.00110232 -0.00041419 0.000978384 0.0012241 0.000475785 -0.00240103 0.00174714 -0.000208269 0.00148564 0.00130953 -0.000719982 0.00167679 -0.000751153 0.00215652 0.00145695 -0.00104906 0.000258165 -0.00028157 0.000334289 -0.00429075 -0.00195288 0.00169556 -0.00347949 0.0013076
internal_weight=361.37 32.1441 329.226 15.7705 12.5095 110.539 63.4054 48.1864 47.1339 218.687 89.9693 23.3763 128.717 11.601 66.5929 100.352 15.3771 84.9751 14.0199 70.9552 48.6498 10.1169 39.359 34.0611 30.5733 16.3736 11.8655 8.67185 3.28077 44.6899
internal_count=4034 1460 2574 366 169 1341 910 637 431 1233 586 279 647 84 307 484 92 392 104 288 205 48 333 310 219 1094 117 50 115 283
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=16 13 16 17 20 10 5 17 3 20 18 6 0 10 19 20 21 6 15 20 18 8 10 20 18 9 8 16 23 17
split_gain=15.5627 6.44231 6.28224 7.1424 5.54293 4.32281 7.13156 4.3204 3.91486 6.3449 7.18126 3.74068 4.52999 5.04536 3.54045 5.21457 3.46281 3.29679 5.14965 9.0637 4.97491 3.00787 9.08327 3.96189 3.14763 3.61956 2.98311 2.91346 5.28785 4.95265
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 38.244973486750006 71.015621515800021 19.234448447350001 167.14057114020002 93.499196860750018 41.942745071500006 13.036600629150001 14.845346859150002 96.163458868000006 69.64719632740001 12.551012654050002 41.035283712600005 12.263428102400001 16.455384477450004 36.548474543700003 38.244973486750006 13.314799198000001 9.5425530862500008 60.613977009100005 38.064633603500006 12.909082926650003 186.68586460755003 8.6432548896500023 22.604947139800004 0.049900000000000007 187.51563899930002
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 26 6 -4 -6 11 21 27 12 13 -2 15 -7 -8 -13 19 -19 -21 22 -10 -24 -25 -26 -3 28 -11 -29
right_child=8 2 3 -5 7 14 16 -9 9 10 -12 17 -14 -15 -16 -17 -18 18 -20 20 -22 -23 23 24 25 -27 -28 29 -30 -31
leaf_value=-0.0033099416898094607 0.0009507695573098354 -0.0036073921451006742 0.0020273791323527439 0.0025060621023326192 -0.0023483348308322794 0.0044705858099364712 -0.0040381318776362592 0.0013334329082710728 -0.0047150552377213436 -0.0010232467604771795 -0.0039148664164213483 0.00187762457066213 0.0019298577639340786 -0.0023747328314976295 -0.0036194331862539003 -0.0043023194415621122 0.002819069532651246 0.003143358517795253 0.001657213494463944 -0.00015000445357170902 -0.0051968820118073649 0.0031424243050975631 0.0036788916386441559 -0.0014006235948510835 0.0036590743082818848 0.00044401837373800893 0.0023370623765175736 -0.004964880443795467 0.004022629125048101 0.0017515924199521316
leaf_weight=12.068152971565722 12.933300055563452 6.3288461500778785 8.0600557727739233 5.7288664132356635 5.0571231525391331 2.0282809250056775 6.7983863903209549 42.339075055904686 4.0882725901901713 6.5146936252713257 9.2467141728848201 106.44640364684165 14.27867705374956 12.932624129578469 20.337160285562277 1.8238954385742543 1.2331560021266339 5.0766488313674953 26.796669848263264 5.0395284667611104 6.1429967507719994 7.9972463138401499 7.3264386504888526 8.2305553406476957 6.6823315843939808 19.29341072589159 1.4755376726388929 3.4257082045078269 5.3703635297715664 2.8513641469180584
leaf_count=972 65 145 56 33 139 9 356 271 92 87 162 509 47 143 409 44 18 21 97 20 61 28 28 37 19 81 10 43 17 15
internal_value=0.000461774 -0.000709876 -0.000399849 -0.00142724 0.000456486 -0.00198665 -0.000474511 0.000940592 0.000952117 0.000259428 -0.00121408 0.00124807 0.000227699 -0.000711938 -0.00299257 0.000316866 -0.00298528 0.00152206 0.000643006 -0.00102851 -0.00292245 0.00101267 0.000639324 0.00116638 0.000628243 0.0012711 -0.0024835 0.000160941 0.00125677 -0.00191392
internal_weight=383.952 113.279 101.21 46.0098 55.2006 40.2809 16.0916 47.3962 270.674 81.0271 27.4088 189.647 40.1446 25.8659 24.1893 3.85218 8.03154 149.502 43.0558 16.2592 11.1825 53.6183 45.621 41.5327 34.2063 25.9757 7.80438 18.1621 11.8851 6.27707
internal_count=4034 2462 1490 925 565 892 430 410 1572 609 324 963 255 208 462 53 374 708 199 102 81 285 257 165 137 100 155 162 104 58
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=13 6 3 10 0 20 18 8 16 6 6 23 22 23 22 22 18 17 17 23 23 8 0 4 9 10 2 20 20 7
split_gain=3.47745 2.15345 2.71403 3.22908 2.35634 4.29763 4.23467 3.02421 2.55188 2.40904 2.34901 2.30679 2.4343 5.84344 2.79331 3.58594 3.51871 2.86318 4.11158 2.71718 2.19593 2.19186 3.5165 2.63301 2.15579 2.14266 2.10281 2.40789 3.23497 3.72517
threshold=92.38617519475001 14.845346859150002 83.538459487450012 70.389210771400016 86.329079026800017 41.942745071500006 13.036600629150001 6.2451263653500009 22.584947186600004 18.195425133200001 14.745344522600002 0.080515000000000017 -0.0034049999999999996 0.099465000000000012 -0.070909999999999987 -0.083954999999999988 14.104086706500002 192.41413881610001 197.38773738110004 0.089305000000000023 -0.10747999999999999 8.6432548896500023 85.683849075550015 377.6847677435 194.56033515110002 62.030794443850006 199.66651340635002 41.385032804600009 39.664548207900005 23.165384528550003
decision_type=2 2 2 2 2 2 2 2 2 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 20 -4 5 7 9 -3 25 21 -5 24 14 -14 15 17 -17 -13 -19 -16 -2 22 23 -7 -6 -8 27 28 -9 -30
right_child=1 4 3 10 11 6 8 26 -10 -11 -12 12 13 -15 19 16 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.020744462666731217 -0.022692386493447531 -0.020936420833209887 -0.0010876823107045072 -0.01832442869247455 0.019084369913795227 0.0082051385340033318 0.010383719370413521 0.0090209422617826308 -0.025894745744665146 -0.023220841835481662 0.013076561639545077 0.012721228163408937 -0.022209534848719202 0.0060188379162587242 -0.0032558022957763729 -0.00095871760614843547 -0.027012727331220437 -0.013061925799017271 0.0056494907825142245 0.015420887367289918 0.00164870388726569 0.022263697036649887 -0.027695387728603693 -0.022821125618004277 0.005473098603848113 -0.017132554197704399 -0.0042365929657081219 0.014041505871839496 -0.010489043627928588 0.011119998332480481
leaf_weight=3.0490001342259339 1.6043737789150316 2.1188467666506758 18.524206323083494 9.9256655885837954 8.1510019972920436 8.7104328996501881 2.0313360360451025 18.633776331320405 5.8564739702269435 1.6776108997873951 1.1215378278866399 13.483055878430603 5.0835760068148357 7.9569075703620911 4.2133355177938965 7.7049001604318601 3.0647236704826355 6.5528039187192944 20.529177298769355 15.115163356065748 68.574974959017709 2.0934647247195235 1.7258345186710347 1.3341635009273876 12.423894952982662 2.9143464146181941 10.448402285575865 11.697601811960338 10.691089098341761 4.9306738134473553
leaf_count=797 68 275 240 390 73 124 16 94 150 102 17 67 54 38 26 36 45 33 117 68 800 9 18 39 91 34 69 60 65 19
internal_value=0.00110462 0.00133521 -0.00110989 -0.00633601 0.00262472 8.01074e-05 -0.006818 0.00318537 -0.0167086 5.6511e-05 -0.0151365 0.00469557 0.003179 -0.00498544 0.0046857 0.0021766 -0.00837294 0.00497739 0.00112204 0.0113496 0.00109224 0.0028732 -0.000575549 0.00408411 0.0108654 -0.00583082 0.00409156 0.00598514 0.00323405 -0.00366861
internal_weight=291.942 288.893 99.7508 29.5714 189.143 84.8641 26.3437 58.5204 10.8022 15.5415 11.0472 104.279 83.7036 13.0405 70.6632 51.3347 10.7696 40.565 27.082 19.3285 70.1793 13.8639 11.7704 10.0446 20.5749 4.94568 56.4015 45.9531 34.2555 15.6218
internal_count=4034 3237 1515 647 1722 1074 492 582 200 292 407 648 484 92 392 298 81 217 150 94 868 190 181 163 164 50 307 238 178 84
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=16 13 5 20 21 17 17 5 23 4 15 23 21 9 20 5 3 21 21 5 21 17 18 6 22 22 20 21 22 20
split_gain=10.0869 4.86591 4.166 3.67498 3.67716 3.35766 3.33901 3.31139 2.82163 3.01374 2.84519 2.90613 4.58422 2.92537 2.68708 2.6339 2.86321 3.23117 3.46831 2.59735 3.58524 2.72062 2.59134 2.54207 5.00692 4.93474 5.59084 4.3991 4.53223 3.97645
threshold=18.594956516900002 92.38617519475001 18.613387752550004 38.244973486750006 3.3069203559500004 176.60850786575003 182.63036160245002 11.83053163055 -0.41441 221.59709273005004 46.074827201850006 0.080515000000000017 4.8799967471500016 184.36538191430003 47.927946529500012 24.367802910700004 92.913112988300014 1.4744127452000002 15.285239689500001 13.154029769200003 3.9632429946000003 179.91109285790003 11.862896247150001 15.255356438950001 -0.070909999999999987 0.096390000000000017 38.334060527150008 8.5501791199000028 -0.095204999999999998 38.625745710700009
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 -6 9 -2 11 12 -10 22 -4 -12 -17 -18 -19 -9 -21 -22 -14 24 27 -26 -27 28 -13 -25
right_child=8 2 14 4 7 -7 -8 19 10 -11 15 23 13 -15 -16 16 17 18 -20 20 21 -23 -24 29 25 26 -28 -29 -30 -31
leaf_value=-0.0042709887607759933 -0.0064032367684386006 0.0011327970447875097 -0.0033100759964050821 -0.0031749040389584069 -0.0040869686400907693 0.0020635369778040503 -0.0038297114832211545 0.0026471286705826332 0.002977887394362303 0.0010314246750091453 -0.0051659164740685114 0.00083988986215373449 0.00033513539391380524 0.0012555193403952483 0.001571175161648421 0.004182855376676624 0.0028026117481622665 -0.004525965414728478 0.0013747402409195137 -0.0051401106170391566 -0.0048402784330152989 0.00024187392721500219 -0.0059569522868017886 0.002525287414278972 0.0022694281741596602 0.0024806073704125137 -0.0055570998827033915 -0.0056290430658082723 -0.0045878421270419958 0.00073496513210280891
leaf_weight=6.2432583998888722 1.9210870042443269 3.4819384114816767 12.127886248752473 2.3889928581193116 4.0052195885218671 23.163098292425275 7.7212739842943847 5.3676963951438657 31.185608722269535 1.9390729181468485 2.1221611499786368 9.9154153987765312 2.6249138647690442 19.534021297469735 2.3892782516777507 2.2678195387125006 2.848036499693988 4.9889012072235346 2.7265952248126268 2.7146232724189749 1.9959275098517562 28.278628076426685 2.0736634228378534 27.25002103485167 17.928302887827162 2.7024609744548789 3.5354466661810875 4.0788826979696742 3.7536666765809068 113.05723336525261
leaf_count=797 50 44 662 36 189 145 165 41 180 22 40 61 40 93 17 6 16 102 18 78 47 241 34 120 70 9 48 49 38 576
internal_value=0.000459368 -0.000674851 -0.000435072 -5.49501e-05 0.000313313 0.00157377 -0.00228737 -0.000446972 0.000901099 -0.00266859 0.000955651 0.00106766 0.00191128 0.000538627 -0.00250671 -0.000824304 -0.00010625 -0.00102705 -0.0024407 -6.6884e-05 -0.000508483 -9.318e-05 -0.00244181 0.000811088 -9.80496e-05 0.00114805 -0.00207491 -0.00179477 -0.00065062 0.00108268
internal_weight=356.331 99.8778 93.6346 79.1174 67.9142 25.5521 11.2032 42.3621 256.453 3.86016 252.593 237.64 55.4182 24.2326 14.5172 14.9535 12.8314 10.5635 7.7155 38.3569 32.9892 30.2746 4.69858 182.221 41.9142 24.1662 6.23791 17.748 13.6691 140.307
internal_count=4034 2462 1665 986 777 181 209 596 1572 72 1500 1318 347 167 679 182 142 136 120 407 366 288 74 971 275 127 57 148 99 696
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=6 17 10 0 3 5 6 0 22 20 8 10 23 7 7 19 8 18 6 20 22 20 15 6 2 9 9 15 23 19
split_gain=3.36762 2.40344 1.90677 5.6453 5.4502 3.1857 3.74203 3.14023 3.36824 2.88401 3.5886 3.31851 2.79839 2.75921 4.03532 4.18054 2.56771 3.37956 2.40993 3.22457 7.74424 2.9667 3.91533 2.62379 3.05476 2.22737 2.97789 2.10773 2.05978 4.00934
threshold=5.1651206822000004 159.58247398035004 66.590419433100024 90.297243227400017 89.695028606150018 20.769304081650002 18.710437166350005 91.937202686950016 -0.059424999999999999 38.400997490450003 6.2451263653500009 64.94239459915002 0.083495000000000028 24.054467534550003 24.803880018200001 12.651020723000002 8.543332867800002 13.376114027300002 16.465384711100004 40.241071441700008 -0.012794999999999999 41.257403903850005 45.560261772200008 16.425383776450001 171.03679643640001 196.26893085885004 193.24048816455004 27.689912074550005 0.092260000000000023 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 -7 -4 12 10 -6 18 -9 -14 15 -15 -12 -18 19 20 -11 -21 23 -23 -25 26 -10 -13 -16 -30
right_child=1 2 5 -5 9 6 -8 8 25 11 16 27 13 14 28 -17 17 -19 -20 21 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.02083375572889954 -0.022984241709899395 -0.028511295749772559 -0.015541345325365875 0.016781018904553163 -0.02140008503936899 -0.023681459386884311 0.021886093583656924 -0.012331987563803779 0.0034399389544884449 -0.025087349965991587 0.018565560213943708 0.0028526723486319338 0.010412298193927153 0.0047156322209314901 0.0059809513511751775 -0.02309515562993333 -0.0058244972561333763 0.019834027868517859 -0.0011007551415751072 0.015613019961033361 0.015586086867192867 0.0015845976895200761 -0.016958031827265171 0.017358592738507778 -0.0034879395934452888 0.0072826203604535152 -0.02105224840295121 -0.034757310427992662 0.012386004685300116 -0.01153411625212423
leaf_weight=2.9040186700876793 1.6943690313491959 2.4366437601856878 5.0708447606302789 11.335393962915985 1.4778898635413522 4.4485516785643986 0.90741989016532887 9.7671027798205596 7.349662473658098 4.5725100361742079 10.469362381845714 0.97349138790741507 8.2876453334465605 3.407532921060918 16.815104088513184 6.715064394287765 5.7543798796832544 3.4242850244045258 65.372621366288513 11.222271751612423 3.4234704077243796 25.730368364369497 3.4855233090929678 11.839410232380031 3.9107125001028171 37.468706408515573 2.8933946583420038 1.73163684643805 4.1287781149148932 10.097029145341365
leaf_count=659 216 25 63 64 179 129 5 337 97 33 50 24 59 27 224 120 34 18 636 65 15 172 86 102 22 287 31 25 61 169
internal_value=0.00107742 0.00129974 0.00144436 0.0028471 0.00183349 -0.000553678 -0.0159613 0.000183128 0.000928815 0.00231553 0.00933184 0.00119483 -0.00232905 -0.000353364 -0.00252087 -0.0137333 0.0116434 0.00374793 0.0016629 0.00447773 -0.00767306 0.00620687 0.00385936 0.0056086 0.0121825 0.00497236 -0.00347846 -0.0212226 0.00113557 -0.00459174
internal_weight=289.115 286.211 284.517 167.16 155.825 117.357 5.35597 112.001 106.93 153.388 21.1259 132.262 59.2183 49.4512 41.1635 10.1226 19.648 9.17866 129.557 64.1843 7.99598 56.1883 44.966 41.4805 15.7501 47.7118 10.2431 2.70513 31.0409 14.2258
internal_count=4034 3375 3159 1550 1486 1609 134 1475 1412 1461 281 1180 997 660 601 147 102 52 1131 495 48 447 382 296 124 415 128 49 454 230
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=16 13 18 19 6 6 6 22 10 13 8 23 6 22 12 9 13 4 15 10 10 17 10 0 0 10 20 13 16 20
split_gain=9.65919 4.75083 3.81061 4.5871 4.08699 5.09294 4.38204 4.06899 4.35854 4.14509 3.57029 3.367 2.90674 3.57534 3.73074 3.57628 3.27698 3.12609 2.84817 3.00114 4.36361 2.99646 4.41669 5.94549 4.11908 3.96878 4.41284 6.86878 5.53809 5.1255
threshold=18.594956516900002 95.862351557400004 17.323446153950005 13.051052998800001 13.65531905435 15.51536251395 12.26528657645 -0.51146999999999998 80.468240302450013 98.050756475600011 7.6440346712000009 0.087905000000000025 13.78532209185 -0.23783499999999999 162.55248274650003 204.54860637155002 109.72404167800001 195.50296729855003 46.074827201850006 60.613977009100005 58.167480110400007 179.56144807225004 66.964115113200009 91.937202686950016 90.407470010750018 65.611820673600008 38.625745710700009 115.68166489510001 22.454947490600002 42.198888176300009
decision_type=2 2 2 2 2 2 2 2 2 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 6 12 7 -3 -9 -10 11 -5 -6 16 17 -16 -14 -15 19 20 -2 -21 24 -24 25 26 -23 -28 -29 -30
right_child=18 2 -4 10 5 -7 -8 8 9 -11 -12 -13 13 14 15 -17 -18 -19 -20 21 -22 22 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.0039499744973495281 0.00058086687147570928 0.0047271423221777352 0.0022105597000330645 -0.0049022015644955017 0.0042995637310304265 -0.0049112682730458011 -0.0045713618912071137 -0.0046598291571929287 -0.0050559461702017004 0.0019190283934318604 -0.0052325591711248976 0.0036708415790640057 -0.0062503623564148878 0.00068469226609563704 0.0026495315979759497 -0.0048522214881199796 0.0034423348016597122 0.0046159141214779306 -0.001059483250526911 0.0039514155187763914 -0.0050221411064946672 0.0037412553391779919 -0.0049375718610366829 0.00045303867743358211 0.0041423382151393028 -0.0023376946394040947 -0.004606909393145558 0.0048550196780744494 0.0017291243227292577 -0.00048204276005775975
leaf_weight=9.5748540554195625 12.152961730957033 2.9089000970125189 10.794925604015587 1.7628728761337686 5.8887785859405986 3.2948099370114496 8.2490705987438542 5.8621339648962119 2.457217337563633 8.7499997615814191 8.3143528448417765 2.4864042960107327 2.8385176686570044 10.703909824602315 2.3396816970780483 3.68391546420753 1.0858436077833173 7.9280634419992557 14.605591480620204 8.8338203243911249 4.2152981320396057 16.843973644077778 5.1243835650384417 45.628148335963488 12.384027589112518 6.4790181554853907 4.491351567208766 9.4633697718381864 79.996186833828688 33.485229359008372
leaf_count=972 141 14 74 120 22 238 154 192 119 38 251 13 79 52 19 66 4 35 182 37 85 66 52 278 55 35 32 65 339 205
internal_value=0.000484344 -0.000773354 -0.000432941 -0.00079621 -0.000295885 0.00072508 -0.00166177 -0.000460392 -0.00134443 0.000389743 -0.00342418 0.000114193 0.00126385 0.000638354 0.00130794 -0.0019384 -0.00356846 0.00235746 0.000974747 0.00109901 -0.000862069 0.00124313 0.00113128 -9.12407e-05 0.00151159 0.00129549 0.00145864 0.00115694 0.0013675 0.00107667
internal_weight=352.628 98.9243 89.3494 78.5545 65.9908 37.7635 28.2273 19.9783 17.0694 11.2072 12.5636 4.24928 34.4687 28.5799 24.6556 6.0236 3.92436 18.632 253.703 239.098 16.3683 222.73 213.896 50.7525 163.143 150.759 144.28 127.436 122.945 113.481
internal_count=4034 2462 1490 1416 1032 515 517 363 349 157 384 133 277 255 172 85 83 87 1572 1390 226 1164 1127 330 797 742 707 641 609 544
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=0 17 7 16 19 18 4 18 7 6 6 3 20 15 20 23 17 19 15 23 22 10 23 23 21 13 7 23 18 20
split_gain=3.28254 2.27829 1.91113 2.25859 3.33615 3.14335 4.73004 2.3295 3.05456 2.16282 1.9715 1.94172 1.85758 1.90787 1.90244 2.80759 1.79727 3.51325 1.63979 2.21061 1.82386 2.87728 1.84102 2.26163 3.61598 2.6958 2.67183 2.67121 2.37674 5.58746
threshold=103.48144189910001 241.79519611995002 28.8637720374 18.594956516900002 12.851036860900001 14.85568425095 195.50296729855003 15.625782642300001 24.876210878000006 13.65531905435 15.51536251395 81.93344998355002 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 200.79056394860001 12.250988447150002 46.683480308100009 0.090390000000000012 -0.30094499999999996 62.837331883000012 -0.41441 0.084565000000000015 3.2025200283000004 109.72404167800001 24.081116689550004 0.085665000000000033 13.893471991850001 40.467253020850002
decision_type=2 2 2 2 2 2 2 2 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 3 4 7 6 -6 8 9 -1 -11 16 13 14 15 -5 -9 -18 20 -20 21 -14 -22 24 25 -24 -26 -25 -29 -30
right_child=1 -3 -4 12 5 -7 -8 11 -10 10 -12 -13 18 -15 -16 -17 17 -19 19 -21 22 -23 23 27 26 -27 -28 28 29 -31
leaf_value=-0.011715473914993625 -0.020115316649101059 0.00420900852248307 0.020667801811568496 0.0080999579326680917 -0.014852238343429514 -0.016428973199197935 0.012268461640185854 0.0066361030276543926 -0.015935186914933262 0.0057205020234726029 -0.019678170016074963 0.019998823143931522 -0.023858580119218684 0.016837981548007329 0.0083879940359726859 -0.038084861976321854 0.010901950795381806 -0.020474668195584609 -0.018598613536169303 0.0011336821352230246 -0.015005467241857223 0.0015173802984906751 -0.0038120787234715067 -0.015186804667764052 -0.0015599711285846595 0.015584653227979526 0.0097796591015315588 0.0034964294918676041 0.0034922994159070327 -0.012568210239218402
leaf_weight=4.3734094994142714 4.564514991361647 2.1129903364926577 1.9024265110492695 1.0374242519028465 4.667971392162146 9.7418371576350165 4.991680382983759 14.797714698128408 5.5353141115047029 14.369219037471337 1.2457538722082961 2.9360114580485961 2.5755606777966014 6.3672469183802605 5.2717402838170528 0.94206915516406287 2.4265054462011895 2.9856072394177318 3.4303472214378399 5.6165489302948117 2.22998570697382 4.7990264836698771 3.1954229157418039 3.6078328778967252 23.474111102987081 16.915441602468491 11.668173424899576 83.697717946022749 21.65228852443397 13.006286794319747
leaf_count=231 852 68 14 40 221 265 113 159 106 160 184 22 32 27 34 18 22 47 68 65 36 27 22 24 201 135 72 469 177 123
internal_value=0.0010015 -0.0124183 0.00132216 0.00118956 -0.00187533 -0.00866624 -0.000837461 0.000831781 -0.00320321 0.000322609 0.00369421 0.00528131 0.00218547 0.009102 0.0023091 -0.0138801 0.0031432 -0.00640705 0.00170457 -0.00634829 0.00209454 -0.00734513 0.00248247 0.00270253 0.00595318 0.0125027 0.00220509 0.00122989 0.00173032 -0.00253471
internal_weight=286.138 6.67751 279.461 277.558 68.071 19.4015 9.65965 48.6695 25.5237 19.9884 15.615 23.1458 209.487 13.6185 7.25123 1.97949 20.2098 5.41211 195.869 9.0469 186.822 7.37459 179.447 177.217 55.2531 20.1109 35.1423 121.964 118.356 34.6586
internal_count=4034 920 3114 3100 1530 599 334 931 681 575 344 250 1570 119 92 58 228 69 1451 133 1318 59 1259 1223 430 157 273 793 769 300
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=16 13 5 20 20 17 21 5 0 7 20 9 9 9 2 3 22 9 23 23 22 22 20 8 15 5 23 12 5 9
split_gain=11.3306 4.99279 4.21375 3.96114 3.93769 3.3018 3.09856 3.49847 2.91219 5.09505 3.9642 2.79609 2.73634 3.39308 3.96718 3.53459 2.89693 2.69722 2.91967 3.75689 7.06171 3.60579 4.14202 3.60423 3.45432 3.18403 3.04465 2.81162 7.36746 3.50656
threshold=18.594956516900002 92.38617519475001 18.393720489900002 38.244973486750006 47.927946529500012 182.63036160245002 3.3069203559500004 10.726864994700001 85.732241321850012 22.721067571950005 37.52517992975001 181.33671263215004 220.80451164160004 187.45330412110005 90.745765132650021 108.47659710545001 0.056690000000000011 186.68586460755003 0.084360000000000018 0.093325000000000033 -0.083064999999999986 0.15607500000000005 40.467253020850002 8.4434108459500017 44.891409666300007 21.386268748550005 1.0000000180025095e-35 121.36065266065002 20.204934414350003 191.72037998490001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 -8 9 12 -11 -10 13 15 -15 -2 -17 -13 24 20 23 22 -22 -20 26 -24 -19 28 -21 -29
right_child=8 2 4 6 -6 -7 7 -9 11 10 -12 17 -14 14 -16 16 -18 18 19 27 21 -23 25 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0048416252874554557 0.0019651549000995337 0.0011797879056825692 -0.0035879254517538007 0.0016711902583118536 0.002402295570244308 -0.0044050322946794559 -0.0052669211236464663 -4.6864897674585995e-05 -0.0015532332112951454 0.0033793906138389869 -0.0056318382023445206 0.0035115847455352805 0.0051434680620487359 -0.0056531663808515598 0.00015005486050115508 -0.0053369222067928979 0.0051308145630425831 0.00096979302472081615 -0.00092970130504181115 -0.0047090012398334092 0.0012411468330680076 -0.0066086054223803512 -0.005913125463471793 0.0025554675483706163 -0.0021571370342877223 -0.0010976929506750319 0.0033303413441925487 -0.0017792256940754488 0.0025513894048022723 0.0022792248671273446
leaf_weight=6.5918368110433212 21.920595858246092 3.4604503018781525 15.348836838733407 25.312645864672959 2.9687581090256563 7.8285187007859349 3.1440193657763293 39.16792356967926 7.6588942296802989 1.3849401772022236 5.5075224824249744 12.590083993971346 2.8067217878997317 4.0577892214059812 7.8099237848073244 2.8381514055654402 0.75975146703422058 19.665736988186836 9.884156886488201 5.4418251570314151 8.9542312473058754 3.275729998946189 5.0732804983854285 21.055636255070567 3.9523519873619071 8.0542801823466998 33.46119837090373 5.2588593997061244 7.5834048911929131 58.630573328584433
leaf_count=797 133 44 677 180 19 163 171 411 54 6 123 58 9 34 57 90 5 87 77 46 43 43 48 80 32 52 184 30 26 255
internal_value=0.0004962 -0.000831692 -0.000559837 -8.23044e-05 -0.00261708 -0.0026931 0.00035353 -0.000434745 0.00103134 -3.9075e-05 -0.00382116 0.00127073 0.000609494 0.000269112 -0.00183417 0.00124727 -0.0031265 0.00137734 0.00123613 0.000850084 -8.44957e-05 -0.00194714 -0.00125563 0.00144208 0.00213708 -0.00295867 0.00245655 0.00153414 -0.000481937 0.00194517
internal_weight=361.449 103.823 97.2312 78.9136 18.3176 11.289 67.6246 42.3119 257.626 47.0854 6.89246 210.54 40.1929 37.3862 11.8677 25.5185 3.5979 202.881 190.291 133.212 56.2973 25.3575 22.0818 30.9398 57.0793 13.1276 53.1269 76.9147 13.0252 63.8894
internal_count=4034 2462 1665 969 696 207 762 582 1572 457 129 1115 328 319 91 228 95 1061 1003 700 343 186 143 157 303 100 271 357 72 285
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=13 22 16 18 19 8 6 13 6 22 17 13 5 12 20 16 22 22 23 13 16 19 18 23 20 15 15 19 23 9
split_gain=3.10867 2.08582 1.54858 2.25487 2.84941 3.05214 2.19933 3.37423 2.97876 2.93027 2.78957 2.42278 2.57628 2.25657 2.12908 2.2296 2.05274 2.9905 1.97453 1.8417 1.75204 4.78755 1.71436 1.59669 1.51378 1.83575 1.6677 2.30913 3.16756 1.43936
threshold=95.862351557400004 0.20949500000000004 18.634956423400002 17.399600107550004 13.051052998800001 7.6440346712000009 13.65531905435 101.53768667075001 13.78532209185 -0.23783499999999999 200.26331585350002 101.01074887720002 13.361597395450001 162.55248274650003 41.147265497500008 15.969962655300002 -0.096529999999999991 -0.079634999999999997 0.087905000000000025 109.72404167800001 17.684958644900004 11.850956171350001 16.049140492450004 0.089505000000000015 35.419594101850009 35.517387705950007 27.689912074550005 14.251149826300002 -0.083619999999999986 204.89606367675003
decision_type=2 2 2 2 2 2 2 2 2 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 6 18 7 10 -8 19 11 12 22 16 -15 -16 -11 -18 -6 -10 21 -5 23 -2 25 26 -4 28 -28 -26
right_child=2 -3 24 20 5 -7 8 -9 9 13 -12 -13 -14 14 15 -17 17 -19 -20 -21 -22 -23 -24 -25 29 -27 27 -29 -30 -31
leaf_value=-0.018081225702395631 -0.013573939855666668 0.010574046976976285 0.017033818279872381 0.016890669744831437 -0.017891620457684276 -0.017625858040394283 0.014875370428987041 -0.019965650526285982 -0.022671428919338724 0.01385394569378723 -0.019685949470126602 0.015682874455391398 -0.0093778470566480889 -0.02329560621906511 0.010919605611467258 -0.019194255844148495 -0.018821819014977828 0.0048910413706299647 0.012723185758813836 0.006494406878631339 0.019158013343211919 -0.016110301323559072 0.016442804953450272 0.0098272286680523534 0.00058211458724187677 0.014774394152591882 0.0079594365073441184 0.0067963196897671049 -0.033133695371981312 0.0039595687224103383
leaf_weight=4.1486224532127371 1.8206757616717459 0.96543922065757204 1.6791232889518122 2.9814911112189275 0.9294459277298287 6.6501326337456703 4.9534735605120686 3.7701139308046541 2.5507190118078173 5.7641484998166623 2.3421902777627102 2.7970016659237436 7.2850844843778759 1.81217527296394 2.1610996560193603 1.1675746308173982 1.9447711268439949 10.453748687170437 2.1566672148182988 0.90412690490484227 2.7088483572006226 2.4850349575281143 2.7260796297341585 1.775723057799041 139.95020365854725 6.0608139336109161 0.99078975711017858 3.210046399384737 1.3892727084457874 53.880827724933624
leaf_count=881 60 91 24 15 120 259 22 121 94 91 70 45 200 55 16 63 22 148 13 12 17 37 12 13 1054 27 33 21 16 382
internal_value=0.000894647 -0.0126716 0.00114305 -0.00107256 -0.00218237 -0.0109286 -0.000612066 -0.00480854 0.00236763 5.22087e-05 -0.00176033 0.000799028 -0.00226031 0.00228951 -0.0079808 0.000356788 0.00519647 0.00117156 0.00350291 -0.0150388 0.00761077 0.00188872 0.00594088 -0.00201961 0.00191459 0.00763821 0.00168832 -0.00292107 -0.0160271 0.00152097
internal_weight=284.415 5.11406 279.301 72.1403 63.965 9.73625 54.2287 22.5169 31.7118 26.7584 18.7468 16.4046 13.6076 23.3035 5.14085 3.32867 18.1627 12.3985 3.08611 3.45485 8.17537 5.46653 6.32248 3.5964 207.161 13.33 7.26923 5.59011 2.38006 193.831
internal_count=4034 972 3062 1505 1436 392 1044 521 523 501 400 330 285 395 134 79 261 170 133 106 69 52 85 73 1557 121 94 70 49 1436
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=16 13 5 5 9 20 10 5 0 0 10 20 14 17 19 6 16 9 19 20 18 18 22 22 16 7 13 20 16 19
split_gain=15.5853 6.74799 4.82737 4.49167 4.77958 4.1896 4.15163 7.89691 5.36455 4.39448 3.90726 3.81476 3.66989 3.62492 5.11492 5.19217 7.52054 4.19046 4.01213 4.02582 3.6894 3.44876 5.15005 4.03525 3.50127 3.31709 5.84687 3.31274 3.68708 5.70824
threshold=18.594956516900002 95.862351557400004 18.613387752550004 23.626838821450004 226.28914430085004 47.927946529500012 66.964115113200009 20.769304081650002 91.937202686950016 90.407470010750018 65.611820673600008 38.244973486750006 179.09836080685002 179.91109285790003 11.950964240300001 13.65531905435 17.634958761800004 194.31002311890003 12.951044929850001 41.035283712600005 17.551307094650003 14.030930991100002 -0.073609999999999995 -0.092479999999999993 18.844955932300003 24.909276771700004 109.72404167800001 38.064633603500006 22.604947139800004 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 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 11 6 27 -4 9 8 -8 10 -2 12 -3 -13 -15 16 17 -16 19 -17 -18 -10 23 25 -24 26 -23 -5 -29 -30
right_child=3 2 5 4 -6 -7 7 -9 21 -11 -12 13 -14 14 15 18 20 -19 -20 -21 -22 22 24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0034166072683571237 0.001452912715008913 0.00043391974845802554 -0.0030724743504131416 0.0018871516295297435 0.0039274123282429796 0.0020392790319425608 -0.0031661585562166709 -0.0051921729709742395 0.0035139812039778739 0.0036344406953607664 -0.0015360388106122672 -0.0021862963965789193 -0.0040323853749041766 0.0028555572468031585 -0.00058821771998310496 0.00073697501587387877 -0.0013466430663771646 -0.0047428852264343492 -0.0017829088897372684 0.0042041023067438416 0.0043520485515029534 -0.0050039364186318875 0.0030116498127955227 -0.0051410158403833624 0.00025521226883933192 0.0023373475831245183 0.0025550237167634841 0.00031892654587936241 -0.0034775019189465985 0.00094556641693462247
leaf_weight=12.778006531298159 146.10330668650568 4.8674910534173232 14.978181241080167 7.8040628256276241 4.1339921578764907 2.8824936412274829 4.9853125661611548 3.696935959160327 7.349512852728366 13.431047797203062 6.9053620174527159 7.7519083041697732 6.4478529803454876 12.452839478850363 6.546335092745724 15.024104520678526 2.949351103976368 8.3012203844264132 5.546014141291379 7.6047616451978675 4.0851761102676392 3.845917776226992 13.594822421669965 3.157964013516902 14.208505321294068 4.6386673748493195 2.5761485248804092 19.586550813168287 13.610696818679573 6.4996567182242861
leaf_count=972 670 36 644 80 13 14 47 45 23 54 35 140 125 44 130 63 47 135 73 22 17 59 44 36 62 17 10 165 169 43
internal_value=0.000459727 -0.000760457 -0.000419135 0.000955597 -7.69896e-05 -0.0022475 0.0011931 0.000299035 0.000672504 0.00150495 0.00131802 -1.88288e-05 -0.00211113 0.000318127 0.000628703 7.47209e-05 -0.00134426 -0.00291108 0.00117678 0.00190215 0.00196277 0.00106011 0.000630942 -0.00126985 0.00160301 -0.000164585 -0.00197173 -0.000425491 -0.000880137 -0.00204797
internal_weight=388.344 112.216 99.4377 276.128 51.635 17.8607 224.494 58.0538 54.3569 166.44 153.009 81.5771 11.3153 70.2617 62.5098 50.057 21.8821 14.8476 28.1749 22.6289 7.03453 49.3715 42.022 14.2187 27.8033 11.0607 6.42207 47.501 39.6969 20.1104
internal_count=4034 2462 1490 1572 470 658 1102 343 298 759 705 832 161 671 531 487 329 265 158 85 64 251 228 122 106 86 69 457 377 212
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=6 16 19 6 5 18 3 22 7 3 12 7 7 17 8 8 0 2 2 22 15 21 7 6 2 15 21 9 15 16
split_gain=3.03304 2.06417 2.03024 2.05371 1.57231 1.84133 1.54375 2.17799 1.43439 2.4974 1.97498 1.94857 6.4751 2.55575 2.55477 4.86618 2.86953 2.35227 3.06807 2.7888 4.15939 5.72091 5.61221 4.73713 3.71799 3.76979 5.07478 4.43985 4.41389 2.90007
threshold=5.3251244207000008 13.564968279200002 10.850875481800001 11.755274660100001 13.8160216159 17.323446153950005 108.47659710545001 0.11704500000000002 19.078733418100004 103.48681881535002 49.885988093600005 21.725272673150005 20.861906850000004 171.92791459955001 9.5425530862500008 9.0429429770000009 87.009258933850006 60.327272492300004 49.864842700850012 -0.06483499999999999 42.246988155050012 6.4178488307500006 22.977992916200005 15.255356438950001 72.043920985000014 28.626568391100005 0.93316694850000015 207.30588428080003 23.908355817750003 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -6 8 -8 -3 10 -10 12 13 -12 15 17 -17 18 -13 20 23 -22 -23 24 -19 27 -27 -26 -29 -21
right_child=1 6 -4 4 5 -7 7 -9 9 -11 11 14 -14 -15 -16 16 -18 19 -20 29 21 22 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.02067459782464965 -0.023320520218287413 0.013818015993996867 -0.026410249690764182 0.013640004250551802 -0.026174889114229404 0.023773618043121024 -0.024599655224853648 0.025120862487044201 0.022998731518604858 -0.022860130746192243 -0.0093707652154502163 0.0085250745869815906 -0.026952506156917137 0.022565026909996261 0.018287413731988729 -0.033633001326020172 -0.0028461272782325389 -0.029816486249920039 -0.01935541147754986 0.0039458130732127738 -0.023482627266702444 -0.032001653107758384 0.010037277956911556 0.006182935589347416 0.00965838082065394 0.0092703892794522343 -0.020616234723162902 -0.021974854344344426 0.0056380828143257249 0.014505374078584357
leaf_weight=3.2696253254543981 1.863845071522517 5.1849829619750372 2.5418931224849075 3.4431616263464093 1.3677426360081879 0.53233695589005936 2.3196064811199899 0.56978042796254147 2.2868254557251921 2.1294679758138946 2.225162727525456 3.223740700632332 4.8939192956313491 3.1327961138449609 4.9804651718586674 3.0916089811362317 3.1975841764360666 2.5820484664291135 5.6248561032116413 77.682064628694206 8.2554096751846391 2.0470989625900975 8.47370901936665 67.069799922406673 18.818208719603721 4.238405304029583 9.702526743989436 5.9677835898473841 6.0551771018654108 16.344848278909922
leaf_count=672 273 61 235 17 82 4 184 2 9 181 82 15 119 20 27 40 23 62 66 550 124 38 54 425 157 34 233 91 61 93
internal_value=0.00114436 0.00139929 -0.00890125 -0.00272593 0.00445793 -0.012181 0.00177108 -0.0147949 0.00195021 0.00171537 0.00191673 0.00172958 -0.0080047 0.00930208 0.00213303 0.00180108 -0.0179802 0.00232804 -0.00919793 0.00277686 0.000656093 -0.00928389 0.0018575 0.00228704 -0.00322974 -0.0016968 -0.0115299 0.00274801 -0.00806803 0.0057814
internal_weight=283.116 279.847 9.74898 7.20709 5.34324 1.90008 270.098 2.88939 267.208 262.024 259.894 257.607 10.2519 5.35796 247.355 242.375 6.28919 236.086 8.8486 227.237 133.21 18.7762 10.5208 114.434 47.3641 44.7821 13.9409 30.8412 12.023 94.0269
internal_count=4034 3362 611 376 103 86 2751 186 2565 2504 2323 2314 221 102 2093 2066 63 2003 81 1922 1279 216 92 1063 638 576 267 309 152 643
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=16 13 16 17 20 10 5 17 21 3 20 16 18 16 9 6 20 21 13 6 5 12 22 22 22 7 21 19 9 8
split_gain=9.55766 4.80879 4.29923 5.81013 4.33292 4.05166 5.45305 3.46131 2.96506 2.78173 9.59699 6.66337 3.64748 5.80933 4.8161 3.63879 3.33541 3.12719 3.7284 3.77183 2.81575 5.42552 3.24151 4.98919 4.56668 3.44365 2.63672 4.40212 2.84021 2.58246
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 38.244973486750006 71.015621515800021 19.234448447350001 168.59667799010003 12.263428102400001 93.281431752200021 41.942745071500006 22.604947139800004 13.843998451900001 22.634947069650003 196.26893085885004 16.585387514950003 36.79544512155001 15.285239689500001 116.60649449195002 16.505385645700006 18.128874633450007 101.85466269095001 -0.089094999999999994 -0.070909999999999987 -0.083424999999999985 24.142338514450003 5.1185473364500007 12.551012654050002 188.63457064660003 8.6432548896500023
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 29 6 -4 -6 -8 12 -11 17 -2 14 16 -13 -14 18 -12 -20 -16 -22 -23 24 -24 -25 27 -7 -29 -3
right_child=9 2 3 -5 7 26 8 -9 -10 10 11 15 13 -15 20 -17 -18 -19 19 -21 21 22 23 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0038934193780355533 0.0021991772620259418 -0.0043220884573968929 0.0024921670817076281 0.0031257419704398231 -0.002598548024363323 0.0041599620519108451 -0.0050160491113927516 0.0015798992909074601 0.003497828520084718 0.0014016278564151555 0.0020050096026948618 -0.0056386243172501828 0.001016941674901314 0.0042804954936353674 0.0023529593214790261 0.00063784703882341072 -0.0043066159973905284 0.0045564187659000253 -0.0061349834213916179 0.00046683626654409267 -0.0067961836828798429 0.002394264686312899 0.0008575985023859911 -0.0030238462378968365 -0.0061030892045417524 0.0019205162354154945 -0.0053446961931326769 0.0022986433473146427 -0.0045652283504589615 0.0028905064258631227
leaf_weight=9.4547115708701295 70.618969641625881 5.5771385952830306 7.4376494418829662 5.1756873168051234 4.954853542149066 2.1003662869334248 5.0587296904996037 38.334272743202746 1.1026668595150111 64.083408857695758 5.8673019744455868 10.279241689480839 3.9708645120263082 9.20483650267124 18.861617513000965 2.5518608428537837 7.5715630073100328 2.9108791295438996 4.0033791558817029 3.6723820483312011 2.3339508883655062 14.336511576548213 3.4760192148387432 3.8745150640607013 5.2167693041264958 15.959724500775335 9.5258188368752581 1.6131617715582232 7.717378075234592 1.3682446535676716
leaf_count=972 326 145 56 33 148 14 356 262 18 351 50 162 22 50 78 27 85 16 51 49 33 74 22 26 71 79 263 23 162 10
internal_value=0.00053114 -0.000701817 -0.000366405 -0.00152279 0.000548207 -0.00221904 -0.000219282 0.00110164 -0.00349237 0.00102384 0.000382023 -0.00184914 0.0014094 0.000751751 0.00032211 -0.00439035 -0.00247519 0.000132547 -0.000818298 -0.00297642 0.000826138 0.000188971 0.000569318 -0.000347825 -0.00331969 0.000954661 -0.00351671 -0.00199337 -0.00337853 -0.0029012
internal_weight=348.214 99.4207 89.966 39.7315 50.2345 34.5558 13.599 43.2891 6.1614 248.794 93.3685 29.285 155.425 84.8064 75.6015 12.8311 11.5424 16.4539 13.5431 7.67576 64.0591 45.1975 42.8635 28.527 8.69279 19.8342 20.9567 11.4309 9.33054 6.94538
internal_count=4034 2462 1490 925 565 892 430 410 374 1572 706 355 866 540 490 189 107 166 150 100 383 305 272 198 93 105 462 199 185 155
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=16 13 5 20 15 16 16 20 17 9 15 17 13 22 10 10 20 3 23 23 23 22 20 6 22 10 22 20 3 6
split_gain=13.2434 6.06262 5.31449 3.9799 3.9707 3.78698 6.33616 5.19445 4.13179 3.90185 3.65949 3.58274 3.56336 4.49014 3.53044 5.22574 3.26694 3.24619 3.17255 2.81632 4.37024 3.07224 3.01139 3.93239 5.28957 3.54588 3.86291 7.59168 3.43811 3.88318
threshold=18.594956516900002 95.862351557400004 18.613387752550004 38.244973486750006 46.683480308100009 15.629963450350003 17.809958352600002 41.436838994450007 168.81379805985003 188.63457064660003 28.343014915050002 182.63036160245002 117.61735474900001 0.051245000000000013 60.613977009100005 58.167480110400007 47.927946529500012 108.47659710545001 0.086230000000000015 0.080770000000000022 1.0000000180025095e-35 -0.080019999999999994 41.685324604100011 16.455384477450004 -0.058374999999999996 64.407391431150018 0.086310000000000026 38.334060527150008 91.445214849050018 16.345381907250005
decision_type=2 2 2 2 2 2 2 2 2 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 11 14 8 9 -8 -5 18 -9 -3 13 -6 15 17 -4 -2 -7 20 21 -16 25 -24 -25 28 -27 -28 -21 -30
right_child=4 2 16 5 12 6 7 10 -10 -11 -12 -13 -14 -15 19 -17 -18 -19 -20 22 -22 -23 23 24 -26 26 27 -29 29 -31
leaf_value=-0.0030121598620342573 0.0015704092005049363 0.0010947184890252462 -0.0027153971840842596 -0.0025492273434609084 -0.0042547854560516457 -0.0035948644054770934 0.0027601063439564024 -0.0041737018136931607 0.0012874063832613741 -0.0036899791040873931 0.0021430078795164906 -0.003108504333774392 0.0008502323011752034 0.0024924390513756966 -0.0010727858981748174 -0.0037772302623684775 0.0015614101063589599 -0.0022925565622960993 0.0018840602116668231 0.003828063690389925 0.0027058856417932998 0.0014689184130406241 0.00080297814517655728 -6.8885158649998089e-05 -0.0042903305458633972 0.00085835713791374349 0.0016600675582290596 -0.0049399303047517164 -0.0015786267155794215 0.0016090029265178557
leaf_weight=10.805673038121311 9.4682453237473982 3.3931621648371202 14.073403301183136 3.5750322276726356 5.1841583959758264 1.8798322416842008 7.9886478763073665 2.8620500080287457 39.836419650353491 8.546882148832081 1.7137460783123968 7.8610064703971148 6.1726473914459348 1.4823386110365389 7.6612900812178877 4.4063909249380222 2.4510254450142375 3.4757572179660192 3.6019715145230293 7.4230456650257102 26.70051521062851 20.246077828109264 40.738337242975831 14.512484634295108 4.5588582493364802 42.338046154007316 3.9871425554156286 4.164298914372921 4.8253812342882147 60.06002102419734
leaf_count=972 58 27 644 95 86 101 45 52 213 128 14 134 44 6 61 85 14 84 23 27 150 80 201 94 39 225 15 53 27 237
internal_value=0.000424663 -0.000582178 -0.000313649 4.57575e-05 0.000833525 0.000349114 -0.000666807 0.00109649 0.000971451 -0.00224606 -0.00180794 -0.00184122 -0.00102146 -0.0027545 0.000927082 -0.000561561 -0.00208103 0.000533116 5.21529e-06 0.00103596 0.00171714 0.000771155 0.000832261 0.000203199 -0.00107799 0.00113865 0.000443434 -0.00171165 0.00162409 0.00137195
internal_weight=375.994 108.589 97.7832 81.2588 267.405 70.0046 26.5931 12.5644 43.4115 14.0287 4.5758 11.2542 12.8391 6.6665 254.566 17.3504 16.5244 12.944 5.4818 237.215 54.6079 27.9074 182.608 59.8097 19.0713 122.798 50.4895 8.15144 72.3084 64.8854
internal_count=4034 2462 1490 832 1572 671 363 111 308 252 66 161 136 92 1436 227 658 142 124 1209 291 141 918 334 133 584 293 68 291 264
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=16 8 20 10 19 3 17 10 17 16 16 22 15 10 10 16 21 10 16 5 0 15 2 10 20 13 16 20 0 18
split_gain=10.6794 5.22753 3.83628 4.41546 3.79557 4.37971 3.7851 4.52215 4.2502 4.17403 3.681 3.31777 3.29152 3.23636 4.60412 3.08485 3.71825 3.05077 6.17714 4.99435 4.22787 3.92194 6.2721 3.85883 4.93173 4.97467 5.49523 5.07206 5.02552 5.49168
threshold=18.594956516900002 5.9453602998000008 47.709122305950011 70.389210771400016 12.651020723000002 76.927540944650019 236.15709471040003 71.015621515800021 191.75825325995004 17.684958644900004 15.524963695900002 0.061925000000000015 46.074827201850006 60.613977009100005 58.167480110400007 23.044946110900003 15.285239689500001 66.964115113200009 19.974953289850003 17.679107616400003 90.297243227400017 30.046989284200006 90.745765132650021 65.611820673600008 38.625745710700009 115.68166489510001 22.454947490600002 42.198888176300009 86.20003303655001 13.036600629150001
decision_type=2 2 2 2 2 2 2 2 2 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 5 11 7 8 -6 -8 -9 -3 13 14 -2 16 -14 20 21 -20 23 -19 -23 24 -15 -26 -27 -28 29 -29
right_child=12 4 3 -5 6 -7 9 10 -10 -11 -12 -13 15 17 -16 -17 -18 18 19 -21 -22 22 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.004330555914419539 0.00055899696460393099 -0.004503057308574334 0.0029150052918371452 -0.0033718211542738577 0.002793293509286024 0.0010642659858583791 -0.0029093968313630633 -2.7210897798804669e-05 -0.0047053542200047732 0.0043852419142420707 -0.0040721384745957068 0.0016701077443842004 -0.0031798827169686626 0.0033852286030397897 -0.0045338441007996676 0.0034264017428566082 0.001926894057029935 0.0019787606911460037 0.0017638896647291253 -0.0058663142276809332 0.0035670382369387072 -0.0060425501358917924 0.00044979336814028516 -0.0021688875183286647 -0.0027731600605794635 0.0043092648532292522 0.0015867956506357371 0.00087908614572583825 0.0010430137669022474 -0.004373847233100977
leaf_weight=10.778468212112786 12.326407749205829 4.8199166734702876 3.6799032241106024 4.3098311731591821 5.3512670230120447 41.046792129054666 2.1968683861196032 5.4639106672257212 1.793081374838948 3.812845416367054 14.895674079656599 2.2781458287499845 9.3089946238324028 19.115830030292273 4.2387383338063946 2.3908421695232382 3.4805498272180548 26.093200474977493 2.2579756826162329 4.6908051073551178 15.475763365626333 3.0453959479928043 20.059853812679648 5.631306715309619 5.6579501554369918 9.7336493134498578 80.915401939302683 5.9946857690811148 19.68381629139185 8.6233159489929658
leaf_count=971 141 311 22 287 40 309 39 38 63 20 317 45 152 76 85 10 20 115 9 51 64 44 129 30 37 65 338 29 88 89
internal_value=0.000482969 -0.000683716 -0.00268975 -0.000476241 -0.000222654 0.000535573 -0.0013119 -0.00197409 0.00091129 0.00171867 -0.0029866 -0.00252176 0.00093583 0.00105453 -0.000744174 -0.000968544 -0.00179012 0.0011858 0.000333376 -0.00338691 0.00146597 0.000858828 -0.000405932 0.00125667 0.00138551 0.00109284 0.00126789 0.00101096 -0.000347408 -0.00221968
internal_weight=359.151 100.427 18.7682 7.98973 81.6585 48.1449 33.5136 27.5039 7.14435 6.00971 20.3596 7.09806 258.724 243.544 16.5651 15.1804 12.7895 226.979 56.1472 6.94878 170.832 49.1985 23.1052 155.356 149.725 130.609 124.951 115.217 34.3018 14.618
internal_count=4034 2462 1280 309 1182 665 517 458 103 59 355 356 1572 1390 226 182 172 1164 348 60 816 288 173 752 722 646 609 544 206 118
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=8 20 4 10 3 15 3 5 22 13 16 19 20 13 6 15 21 2 15 22 4 16 20 21 5 15 23 23 22 23
split_gain=6.93857 5.78077 4.72578 4.46245 5.72294 4.28472 4.18965 4.4731 3.79365 3.5256 3.45897 6.20844 3.41681 5.2687 6.08185 5.29515 4.00911 3.90192 3.2563 4.08113 5.13382 2.90192 2.82386 2.85667 2.81016 2.80721 2.76026 3.70052 3.56131 2.64583
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 29.037712645600003 81.105404879350019 14.050239455300002 -0.16276499999999997 108.17011287860002 19.199955102150003 13.751109481500002 38.625745710700009 112.64908412395 16.465384711100004 45.169600924000008 8.0341677368500015 71.99970061785001 41.492094664050008 -0.016334999999999999 273.85977434290004 21.094950670800003 42.599563320500003 12.510904521150001 23.545618314050007 32.393814985100008 0.087795000000000026 0.093160000000000034 -0.083064999999999986 0.09914000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 8 10 6 9 7 22 -3 -6 -2 -12 -13 -14 15 17 -17 -15 19 20 -16 -1 -5 -24 -20 -10 -19 28 -28 -8
right_child=3 2 -4 4 5 -7 29 -9 25 -11 11 12 13 14 18 16 -18 26 24 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0051485213456069073 0.0031084970678181131 0.0034611963648544129 -0.0054485758578922397 0.0012489026426338629 -0.0057291737556953923 -0.0057020801781330118 0.0020840950308209515 -0.0027620173237462879 -0.0058534767694662093 0.0015779799320038085 -0.0047972793594391093 0.0024368243250781269 -0.0047973893231908248 -0.0043637936152904578 5.0554072525526069e-05 -0.0056608072138476179 0.0013830654272845154 0.0032330075940020689 0.0030913919805664373 -0.0054341314778741301 -0.0064717235798391927 0.0028336161062319887 -0.0057865248473203392 0.0049030591633177564 -0.00019086229422917962 0.0065590042655921709 0.0012618740054667825 0.0022114072008749906 -0.005181671541015247 -0.0022188858667893533
leaf_weight=11.417701174970718 18.700422886759043 8.0696498672477883 2.8005980113521209 21.515933279413733 2.2444785013794881 7.3653456130996346 30.723577685654163 16.196203850675374 2.1577339638024564 5.7461839206516743 4.5937854535877696 34.093742869794369 4.135752882808446 2.2011343389749518 30.186737835407257 3.9347533565014592 3.9659658623859286 38.732854733243585 10.169063054025175 4.8628917112946501 3.2694762833416453 1.2336145788431157 2.8289263560436662 0.77948740776628245 17.095198571681976 0.56122541427612294 4.8790538161993027 27.789851577952504 3.676694527268408 3.9410705100744954
leaf_count=1089 109 54 197 383 55 236 142 249 114 29 34 151 46 14 147 75 32 233 40 45 52 5 150 7 137 1 20 119 26 43
internal_value=0.000473995 -0.00196515 0.000273909 0.000684793 -0.000228966 -0.00298186 0.000327372 -0.00073597 0.0017594 -0.000474509 0.00107796 0.000881809 0.00101985 0.000707968 0.000858991 0.00173033 -0.00212496 0.00212447 -0.000272706 -0.00120198 -0.000586829 -0.00437019 0.000570105 -0.00347737 0.00103336 -0.00329139 0.00231469 0.00133606 -0.00150714 0.00159488
internal_weight=329.869 26.2405 13.5892 303.629 91.3412 15.356 75.9852 41.3206 10.7886 7.99066 212.287 193.587 188.993 154.899 150.764 85.1803 7.90072 77.2796 65.5834 38.3191 33.4562 12.6513 25.1243 3.60841 27.2643 2.71896 75.0785 36.3456 8.55575 34.6646
internal_count=4034 1460 366 2574 1294 320 974 789 169 84 1280 1171 1137 986 940 519 107 412 421 244 199 1094 540 157 177 115 398 165 46 185
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=16 13 18 16 16 15 20 10 5 10 10 21 19 20 5 3 22 16 10 16 5 0 22 22 21 17 22 6 10 20
split_gain=12.1179 5.32321 4.9815 5.62764 6.39958 4.28118 4.21173 4.13864 6.33723 3.65524 4.18494 3.06882 2.94966 4.77962 2.92881 3.36825 3.70705 3.66608 2.92837 4.68385 5.26705 3.97111 3.59908 7.34866 3.66021 3.50085 3.31785 3.09163 3.03825 4.11284
threshold=18.594956516900002 95.862351557400004 17.323446153950005 15.584963555600002 14.074967086600003 46.074827201850006 38.244973486750006 71.015621515800021 19.234448447350001 60.613977009100005 58.167480110400007 12.263428102400001 12.551012654050002 41.035283712600005 24.367802910700004 92.913112988300014 -0.10290999999999999 22.604947139800004 66.964115113200009 19.974953289850003 17.679107616400003 90.297243227400017 -0.073609999999999995 -0.092479999999999993 8.5501791199000028 188.83172615260003 0.20949500000000004 14.825346391850003 65.611820673600008 38.064633603500006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 9 -6 8 -5 10 -2 -10 13 -9 -7 -16 -17 -18 21 22 -21 26 23 24 25 -20 28 -27 29 -11
right_child=5 2 -4 7 6 14 -8 12 11 18 -12 -13 -14 -15 15 16 17 -19 19 20 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0036320765125816808 0.00046857571042165433 -0.0028578056475169096 0.0022063925298912912 0.0023553054129903362 -0.0030969339767402855 -0.0054664902089775263 0.0015259963812272591 0.0047910309182257063 -0.004537157726107203 0.0036261767086425431 -0.0045143842692996813 0.0031182828053517887 -0.0039582381758498895 -0.004842392390084182 0.004284932593197531 0.0023187366460851234 0.00069709655916994127 -0.0053388551810306618 0.0048982129977896633 0.0022818630738816845 -0.0056752386784520228 0.0036392015202474175 0.0018240991329848432 -0.0056522901487409596 -0.0032722855119897277 -0.0024631343962523969 0.0045192461135276901 0.0028561481546210731 -0.0019814144112066971 0.0011434773930544873
leaf_weight=10.031578660942612 12.221077196300032 9.6594236930832249 11.850565057247875 7.7641908992081863 3.9960405873134723 2.3746944069862357 33.161577145569026 1.9591404944658308 5.6924414518289268 13.316612243652342 4.0644077891483894 1.1368393516167996 17.361121577676386 1.7777363257482646 2.3498492911458007 3.481079272925852 2.9915003776550293 4.6538093723356724 4.4135985374450666 2.3168465122580519 4.2981550302356482 15.572770722210405 30.816382486373186 3.9995042998343715 3.1548438891768464 3.9955623932182789 5.8778009340167037 3.9144882038235664 5.0532643124461165 129.49996308982372
leaf_count=972 141 246 74 56 95 40 197 9 356 55 85 18 395 44 6 20 24 92 14 9 51 64 134 50 34 43 19 13 27 651
internal_value=0.000537276 -0.000685898 -0.000372682 -0.00074311 0.000226931 0.00103149 0.00102883 -0.00201553 -0.000273785 0.00117149 -0.000775034 -0.00326279 -0.00322029 0.000208143 -0.00111042 -0.000342825 -0.00132019 -0.00297707 0.00131161 0.000476782 -0.00288833 0.0015922 0.000919382 -0.000511983 0.000816226 0.00186288 0.00138486 0.000169247 0.00126027 0.00137497
internal_weight=362.757 104.391 94.3591 82.5085 46.817 258.366 37.1576 35.6915 14.5935 242.515 16.2855 6.82928 21.098 3.73688 15.8509 13.4762 11.1264 7.64531 226.23 56.9094 6.615 169.32 50.2944 19.478 15.4785 12.3236 153.748 7.91005 147.87 142.817
internal_count=4034 2462 1490 1416 538 1572 292 878 430 1390 226 374 448 53 182 142 136 116 1164 348 60 816 288 154 104 70 752 56 733 706
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=16 13 5 20 5 10 5 0 0 10 20 8 4 20 22 5 14 21 16 7 20 5 20 9 20 23 20 18 0 6
split_gain=7.96202 4.28803 3.8189 3.47716 3.26901 3.62043 6.34004 5.13499 4.66444 3.90871 3.4084 3.27738 6.38412 3.35922 6.75529 7.44411 3.26688 3.09127 3.03029 4.22114 5.98972 2.84399 2.79187 3.06261 2.78966 2.78112 2.66833 4.44831 3.49485 4.55171
threshold=18.594956516900002 92.38617519475001 18.613387752550004 38.244973486750006 23.626838821450004 66.964115113200009 20.769304081650002 91.937202686950016 90.407470010750018 65.611820673600008 38.064633603500006 8.8430989333000021 168.01744813895002 42.719328117250008 -0.102645 21.850554661550003 179.09836080685002 3.3069203559500004 18.734956189500004 25.335171910400003 36.893814626400008 10.726864994700001 39.749124837650008 227.07958281845004 47.927946529500012 0.081155000000000019 38.478081868400004 12.909082926650003 86.135510041400025 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 8 7 -7 9 11 -6 13 -13 25 -15 -16 -3 -5 -9 20 -20 -19 -12 -24 -4 -2 -27 -28 -29 -30
right_child=4 2 24 17 10 6 -8 18 -10 -11 22 12 -14 14 15 -17 -18 21 19 -21 -22 -23 23 -25 -26 26 27 28 29 -31
leaf_value=-0.0051239958913888699 0.0037733628865808827 0.00059808677614215365 -0.0039023317535894688 0.0018739823353336852 0.0028852019965150116 -0.0044616566993216505 -0.0064594522604547984 0.0032837318161541449 0.0046633666648089184 -0.0023808001904009612 -0.0053972395619453564 0.0026598040795790352 -0.0049491488176556207 0.0049223514595290122 -0.0049886057825911214 0.0017978598332957008 -0.0051137610837222736 -0.0054615393040182755 0.0021865421311594779 0.0027309534165151682 -0.0032896674610929616 -4.5632210961700026e-05 -0.00079216876208519312 0.0057869650184611404 0.0022067475924640221 0.004168003358762053 -0.0035086594879602849 0.003341988491660178 0.0021696185122695552 -0.0014632920018168146
leaf_weight=5.2465470540337256 23.812261272221804 4.4506153329275531 11.38368754647672 24.497354812920094 7.5420000897720447 4.5818426720798007 3.4348167926073065 12.34200285002589 12.491966173052786 6.5049358978867522 3.1393076442182055 5.8876484930515272 5.3852567411959171 5.5239886380732086 8.0904796496033686 8.4065785333514196 5.9939057715237141 2.6488080420531324 8.7070233076810855 12.068409498780964 12.279358390718697 37.288587625138462 31.591990821063519 1.9140896499156941 2.2901745671406379 10.390734296292065 4.3715901076793662 22.523323994129896 23.828951761126518 13.944751910865305
leaf_count=797 136 48 662 181 85 47 45 51 54 35 23 27 39 23 67 42 161 171 40 41 119 425 356 6 17 44 23 86 109 74
internal_value=0.000566243 -0.000687662 -0.00042482 2.33701e-05 0.00103905 0.00130812 0.000177852 0.000634006 0.0017075 0.00144122 -0.000206684 0.00162933 -0.000975121 0.00187219 8.83087e-05 -0.00153036 -0.00267983 0.000461544 0.0011483 0.000350979 -0.00101765 -0.000404837 -0.000843026 -0.000416325 -0.00287915 0.00226951 0.00179241 0.00141071 0.00176737 0.000828473
internal_weight=342.563 93.7997 88.5531 74.8793 248.763 204.576 53.4135 49.9786 151.162 138.671 44.1874 132.166 11.2729 120.893 22.021 16.4971 10.4445 64.4348 45.3968 33.0548 20.9864 39.9374 36.6454 33.5061 13.6739 98.8716 75.0594 64.6686 60.297 37.7737
internal_count=4034 2462 1665 986 1572 1102 343 298 759 705 470 670 66 604 132 109 209 777 251 200 159 596 385 362 679 472 336 292 269 183
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=16 8 20 10 0 7 15 20 3 17 0 3 18 12 13 0 15 23 7 18 22 0 23 15 15 21 20 23 3 8
split_gain=13.0625 6.22257 4.35118 4.68387 4.29286 5.44503 4.25307 3.88566 3.80821 4.35306 3.22856 7.55645 3.94639 3.81655 6.68727 5.43489 4.46797 6.2741 5.42959 4.37844 3.93513 5.10775 3.88282 4.66975 3.72463 4.81677 4.04124 3.17468 3.09587 3.09063
threshold=18.594956516900002 5.9453602998000008 47.709122305950011 71.464594023550021 85.732241321850012 22.721067571950005 31.385732506450001 37.52517992975001 76.825379535700009 241.79519611995002 94.047642319350018 84.812788641250009 14.395252042950002 156.64017958600002 112.36141910395001 89.705782438650019 37.050691080100002 0.10040500000000002 23.109894804950002 13.314799198000001 -0.054619999999999995 93.399723909900004 0.10010000000000002 41.195083317300011 46.683480308100009 15.285239689500001 41.481306584950012 0.09117500000000002 108.47659710545001 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 2 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 5 28 8 -7 9 -3 13 -12 -13 20 -15 16 17 -16 19 22 -6 29 23 -18 26 -26 -20 -28 -2 -22
right_child=4 6 3 -5 10 7 -8 -9 -10 -11 11 12 -14 14 15 -17 18 -19 24 -21 21 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.003781954714370784 0.00070752875479204453 -0.0034288335499389733 0.0016081186066527007 -0.003865176876055791 0.0022244865304415235 0.0025136918128827661 -0.0038785467207289367 -0.0043854623022551763 0.00031053144952318399 0.0013960185233594517 0.0011320381823166435 0.00054592008174653638 -0.0049438921999994832 -0.0034506604725620805 -0.0039776294604839876 0.0028871875448152847 0.00072101357824230165 0.0010621299170508085 0.002861682593999007 -0.0041263792956835526 -0.0022631770726172428 0.0034596722070255664 0.0019067230511587566 -0.0052044871827355487 -0.0033503576523406854 0.0029736753639579084 0.0017470080055289557 -0.0012564334018141088 -0.0027166201551080478 0.00086816870533953352
leaf_weight=12.746367348823698 36.876854280009866 8.1557156043127161 5.5797731280326825 3.3603759249672294 67.996675800532103 1.3494521155953396 4.0293466458097091 5.8080224236473441 68.103905180469155 3.6223635813221327 18.976469010114673 2.6265177577733985 5.3023364413529634 4.8232468627393237 6.3809851184487325 16.516376625746489 4.2531947493553188 6.8926676511764526 26.438400477170944 3.9984284266829482 7.6661831662058892 5.7292610853910437 8.17866153270006 3.0729648824781179 4.2960352320224038 2.5892514288425446 13.603644475340845 7.2296264916658393 3.9181655412539831 9.4273944422602636
leaf_count=971 233 358 56 253 297 6 162 123 597 65 87 15 73 45 53 71 17 27 93 26 53 17 35 28 45 8 48 36 95 41
internal_value=0.000435182 -0.00065919 -0.00240803 -0.000449155 0.000857022 -0.000138293 -0.000207211 -0.00308471 -2.20237e-05 -0.00194494 0.00106821 -0.000122586 -0.00312533 0.00122913 0.00076471 0.000961247 0.000595341 -0.00136061 0.000947806 -0.000709173 0.00178281 0.000466901 0.000172066 -0.00176444 0.00154453 -0.000972169 0.00191109 0.000704744 0.000378656 -0.000536187
internal_weight=379.549 105.598 21.6865 8.94015 273.951 47.9525 83.9113 7.15747 79.882 11.7781 225.998 26.9053 7.92885 199.093 108.273 103.45 86.9339 13.2737 73.6602 19.5032 90.8195 22.8228 15.5048 7.32616 54.157 6.88529 47.2717 20.8333 40.795 17.0936
internal_count=4034 2462 1280 309 1572 457 1182 129 1020 423 1115 175 88 940 532 487 416 80 336 106 408 111 80 45 230 53 177 84 328 94
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=8 20 6 4 22 22 16 3 20 22 21 3 3 16 9 5 3 20 6 20 22 15 15 6 0 9 9 2 16 10
split_gain=11.421 8.19251 6.40516 6.35384 5.48231 5.29791 4.23872 3.96595 7.37546 4.93141 4.14088 3.84809 4.29056 3.65914 3.33448 4.26659 7.05542 3.49037 3.07432 5.72204 7.51504 6.73767 3.33903 3.12666 4.14304 3.03143 2.89972 4.23664 3.17857 3.04147
threshold=5.9453602998000008 47.709122305950011 14.845346859150002 375.65892766775005 -0.048954999999999992 -0.16276499999999997 12.604970524100002 93.499196860750018 41.942745071500006 -0.116995 15.803805445550003 83.538459487450012 77.263598210950008 21.094950670800003 186.16747084260001 29.996566321350006 94.972471916200007 39.110279783550006 16.455384477450004 41.243661560350013 -0.055334999999999995 37.274314847650004 33.593648142250011 16.405383309150004 86.692020874450009 192.39832633775004 206.75106037490002 166.67665309880002 15.709963263300002 75.166600869200025
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 11 -3 -6 18 14 -10 -11 12 -2 -1 -9 16 17 -16 23 22 21 -21 -20 24 -4 -19 -14 29 -29 -28
right_child=2 3 7 -5 6 -7 -8 8 9 10 -12 -13 26 -15 15 -17 -18 25 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0047966353850045461 -0.0035541311052102662 0.0034972662877748029 -0.0026083132345001625 -0.0050542330319000833 -0.0049024083077573444 -0.0032864798629652632 0.0013607214520816777 0.003076413538403992 0.0022366836270516608 -0.0044605569735117444 0.0020916825110560279 -0.0030428654546419873 0.0012841947298663694 0.0029991086053743933 0.0038816541759475244 0.0047873106800864684 -0.004926970706791144 -0.003227453317991767 -0.00099661778077126339 -0.0051031486566389507 -0.0080093902856587899 0.0018851622896353939 0.00291862494143677 0.0034312387829740117 0.0018636096100836665 0.0009022047608706037 0.00048370733398314338 0.0034057843593398021 -0.0021829020036542913 -0.0052572413137203667
leaf_weight=15.910064850933852 7.4190099453553549 9.5839872965589148 4.5361882820725432 3.5712837292812756 2.3531472370959809 3.170760489068928 45.024232378229499 14.448734946548937 4.1757714897394207 12.059473413974045 2.3920560758560887 14.651001568883656 22.676247222349048 1.3519337624311436 6.1411131918430355 4.2494488805532447 5.1834185793995848 4.7207212224602726 5.9014258272945908 3.9449643343687084 2.9603503420948973 10.33598770201206 19.090818025171757 25.839622564613819 78.202780913561583 16.665366072207689 2.8128556013107318 5.0448913443833572 3.615538576617837 5.9487583953887224
leaf_count=1089 293 54 36 197 148 115 283 51 31 203 13 273 183 5 21 13 63 25 36 42 25 36 64 130 377 67 19 28 47 67
internal_value=0.000526282 -0.0020011 0.000783218 0.000309139 -0.000116144 0.00181086 0.00104964 0.00122932 0.000334739 -0.00211779 -0.00337601 -0.00100457 -0.000376104 -0.00418608 0.00122338 0.000498977 -5.81221e-05 0.00085869 0.00164476 0.000603315 -0.00141273 -4.52859e-05 0.00199412 0.00204985 0.00161844 -9.36753e-06 0.000211897 -0.00118379 0.00107263 -0.00341415
internal_weight=363.982 33.588 330.394 16.326 109.546 12.7547 47.3774 220.848 70.0361 18.6273 14.4515 62.1683 47.5173 17.262 51.4088 36.9601 32.7106 27.5272 150.812 42.2335 17.2413 14.281 24.9922 108.579 82.739 21.3861 40.0983 17.422 8.66043 8.76161
internal_count=4034 1460 2574 366 1341 169 431 1233 487 247 216 910 637 1094 240 189 176 113 746 203 103 78 100 543 413 92 344 161 75 86
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=16 6 5 9 9 22 20 4 0 5 21 23 22 22 10 19 16 10 9 20 2 23 15 7 0 20 22 10 21 16
split_gain=3.83444 2.41502 3.00845 2.12884 3.74498 3.4811 3.29461 3.79123 3.05704 5.23584 3.0324 3.03219 3.3445 2.51821 2.45411 4.02192 3.63044 3.48452 2.32336 3.33313 2.50899 2.85897 3.51268 2.74809 2.24998 2.15321 2.90358 3.92396 2.04148 3.50892
threshold=13.564968279200002 11.755274660100001 13.8160216159 181.33671263215004 186.68586460755003 -0.59260499999999994 47.927946529500012 375.65892766775005 85.732241321850012 29.996566321350006 1.0000000180025095e-35 0.13377000000000003 0.11704500000000002 -0.16276499999999997 64.407391431150018 14.551174033150001 22.494947397000004 62.837331883000012 191.72037998490001 41.218101594450012 108.63443756215001 0.094175000000000023 37.050691080100002 23.109894804950002 86.643628628100018 41.436838994450007 -0.083954999999999988 62.116825104000007 8.8898213993500015 20.844951255400005
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -2 11 13 9 10 -6 12 -7 -8 16 28 24 18 19 -18 -20 22 -22 -24 -10 -23 -27 -28 -16 -30
right_child=3 2 -4 4 8 6 7 -9 14 -11 -12 -13 -14 -15 15 -17 17 -19 20 -21 21 25 23 -25 -26 26 27 -29 29 -31
leaf_value=-0.021716539980363141 0.020676029030059485 0.010374506071200058 -0.016857286081884023 0.010889928964273083 0.0092394129132629989 -0.021065299794308628 0.015629589027162466 -0.023099884973547383 0.00028188006680556415 0.016017544622448386 -0.016216795126240399 0.016194778085377524 0.0064980677521007764 -0.011248746892274987 0.0022764180111513746 -0.025640705457011297 0.0012658537854905313 0.018748714743856674 0.012235031000269687 -0.026617019135688518 -0.020829366537619437 0.011918843454474406 -0.015231240718210633 0.0028025737622582401 0.019071071166573451 0.012750600068429818 -0.024026099489785867 0.006213314395436341 -0.0024004434407808315 -0.033868681562752814
leaf_weight=4.7864211003761721 2.3563067305367467 3.7840963415801525 3.3791939665097743 21.608464785851538 2.4709392786026028 10.303553708828987 6.3551356848329306 1.9849350622389454 3.7330534383654586 3.6680417992174617 12.353138256818054 1.444176270160823 2.3855121424421659 2.0216855390463007 96.751092812046409 2.5475693196058264 5.4156347736716253 5.9060469940304747 11.520331434905527 2.8948519006371498 4.105820480734109 14.851287476718428 4.4166692215949324 23.509521527215838 11.272782802581785 4.8557013683021069 3.5688357502222043 4.009637113660574 18.87046484043822 1.6996319890022267
leaf_count=846 23 23 176 125 12 577 30 131 19 18 229 7 82 62 839 19 25 41 45 25 42 57 31 129 90 19 36 17 243 16
internal_value=0.00146232 -0.0101802 -0.00247176 0.00194727 0.00252794 -0.00367595 -0.0060185 0.00296619 0.00177008 -0.0064214 -0.0119736 -0.0126056 -0.0158835 0.0091427 0.00245884 0.000434331 0.00488413 0.00320584 0.00204603 -0.00844679 0.00327702 0.00153724 -0.00271309 -4.95658e-05 0.0143968 0.00652696 8.6941e-05 -0.00802696 0.00100054 -0.00500055
internal_weight=298.831 11.9497 7.16329 286.881 260.03 26.8513 24.495 10.3618 238.421 18.4921 14.8241 14.1332 12.6891 8.37682 219.929 119.869 100.06 85.0543 79.1483 8.31049 70.8378 59.3175 32.032 27.9262 15.0058 27.2855 12.4342 7.57847 117.321 20.5701
internal_count=4034 1045 199 2989 2077 912 889 223 1952 259 241 666 659 92 1693 1117 576 467 426 50 376 331 202 160 109 129 72 53 1098 259
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=16 8 20 10 15 0 20 18 18 16 9 20 5 17 9 16 17 2 8 6 3 17 16 23 17 23 19 15 5 6
split_gain=13.5892 6.38782 4.96738 5.25931 4.43636 4.08119 6.22808 8.10971 4.40129 7.01659 5.97812 4.12146 3.95641 3.93089 4.21017 4.98604 5.35243 3.8164 4.36321 3.80488 3.72139 3.9968 3.31852 5.59083 4.77295 3.19352 3.17997 4.23831 3.63673 3.11154
threshold=18.594956516900002 5.9453602998000008 47.709122305950011 70.389210771400016 31.385732506450001 85.995710218650018 41.942745071500006 13.036600629150001 13.843998451900001 22.634947069650003 196.26893085885004 36.79544512155001 18.128874633450007 197.78839148195001 205.22231928645002 22.544947280100004 204.64886559710001 103.92649527695001 8.7431769115000026 14.695343354350003 76.825379535700009 241.79519611995002 22.604947139800004 0.049900000000000007 187.51563899930002 -0.15572 12.651020723000002 26.135540888150004 17.505247228350004 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 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 20 6 -2 22 17 10 11 -10 -12 -14 15 16 -15 18 -7 -16 21 -3 23 25 -24 -8 -22 28 -28 -21
right_child=5 4 3 -5 -6 8 7 -9 9 -11 12 -13 13 14 19 -17 -18 -19 -20 29 26 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0040065021694604616 0.00093985537484580226 -0.0035728211181051094 0.0028738833149719845 -0.0029754148924463837 -0.0041035844306971511 0.0033570477512421572 0.00072403910762385796 -0.0047439757618478514 0.00082814065789853252 0.0034845744149498421 0.0020914358497034994 -0.0038488285998446729 -0.0031708606818923548 -0.0027373316897765826 -0.0018750732536520532 -0.0046842259527699413 0.0025480296863925815 0.0012048758797904718 -0.00031128832865287478 0.0028736255057588206 0.00096691335166803607 0.0012502063471528681 -0.0051735931348637371 0.0041253851380663722 0.0014793407181635291 -0.005007774373972599 -0.0027305320217460806 0.0011034626449898844 0.00253033256392166 -0.00012029536748264418
leaf_weight=13.71252129878849 50.736108574084938 8.0922031793743354 4.1990313688293082 5.1233738176524639 4.2169247400015584 30.340430319309235 4.3581394702196157 7.6477173641324034 4.2935986742377272 11.116664305329321 20.254396382719278 8.2903904654085618 5.0750112906098357 5.2427568137645739 4.7109645716846016 4.3910867050290099 6.3730636909604073 66.656137252226472 5.7979013845324507 16.558812428265814 43.015638925135136 3.7864226941019288 3.6428565494716159 5.4155177436769009 2.9137629792094231 2.193901255726816 13.949690300971275 11.297372374683617 2.2975698970258227 7.6047069840133181
leaf_count=971 273 358 22 287 162 143 45 152 22 52 78 85 46 49 35 41 24 269 26 70 303 65 43 17 15 42 175 110 9 45
internal_value=0.000442808 -0.000709416 -0.00252295 -0.000340753 -0.000227342 0.000904731 0.00014794 -0.00138724 0.00120062 0.000594254 0.000206177 -0.00225307 0.000646951 6.12976e-05 0.000426777 -0.00116707 0.000162502 0.00175459 0.00276851 0.00131035 -2.90642e-05 -0.00203544 -1.41502e-06 0.00121244 -0.00221703 -0.00119522 0.000308703 -0.000719205 -0.00198658 0.00193138
internal_weight=383.305 109.691 23.0349 9.32241 86.6558 273.614 76.908 26.1719 196.706 93.9115 82.7948 12.584 70.2108 49.9564 44.8814 16.0069 11.6158 102.794 36.1383 28.8745 82.4389 11.8786 18.5242 11.9676 6.55662 6.55204 70.5603 27.5446 16.2473 24.1635
internal_count=4034 2462 1280 309 1182 1572 587 314 985 547 495 107 388 310 264 114 73 438 169 150 1020 423 162 104 58 87 597 294 184 115
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=16 8 0 7 6 15 20 10 22 20 3 17 20 3 22 3 20 9 12 0 15 6 23 20 20 22 4 0 20 4
split_gain=19.0332 8.2724 6.09297 6.40251 5.33353 5.18684 5.17744 6.24569 5.02889 4.83497 4.47049 4.32078 4.27487 5.44599 4.23703 3.72252 3.57699 3.48842 4.14838 4.17356 8.2544 7.6627 4.87107 4.31337 6.42361 4.07838 3.73604 3.47561 3.40313 5.87877
threshold=18.594956516900002 5.9453602998000008 85.732241321850012 22.721067571950005 14.845346859150002 31.385732506450001 47.709122305950011 70.389210771400016 -0.041369999999999997 37.52517992975001 76.825379535700009 241.79519611995002 43.120094701700005 83.538459487450012 0.070580000000000018 108.47659710545001 43.832725745850006 181.33671263215004 149.09269374785001 87.350693116400024 36.742238227650013 16.355382140900002 0.088655000000000025 42.198888176300009 42.824128352900011 -0.053159999999999992 278.75859950360007 107.57327517365 38.400997490450003 193.73972847335003
decision_type=2 2 2 2 2 2 2 2 2 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 15 8 10 -1 -8 12 -5 11 -3 13 -4 -10 -2 -12 -6 25 20 -20 22 -22 -23 -25 -19 -21 -13 -27 -30
right_child=2 5 4 9 17 -7 7 -9 14 -11 16 27 -14 -15 -16 -17 -18 18 19 26 21 23 -24 24 -26 28 -28 -29 29 -31
leaf_value=-0.0029670076052852436 0.00059259591323527236 -0.0026915869269740259 0.00090183266954246822 0.0021127248110096313 -0.0013773501193036415 -0.0030510757757949442 0.0021468819445940156 -0.0023095344853762455 0.0016714681593593952 -0.0034973593255241482 0.00037509241624604674 0.0026209643365850419 0.0010893710494998868 -0.0029009322039697987 -0.0012274785449765118 -0.0021108313794765666 -0.0030776613068072712 0.0020116118559933786 -0.0030631223944181897 0.00069292253462256714 0.00071251346706200671 0.0014382439528148655 -0.0044021001822433297 -0.0034944249029131803 0.00098873889200462085 0.0019282821690765437 0.0023995541263540127 -0.0030155513564324127 -0.0022223124956009398 0.0020722884925895007
leaf_weight=16.576338995248083 39.663990641012788 8.7963581103831512 4.3263894617557552 1.5380105003714541 4.3267361223697653 4.8384052589535704 4.4610881283879262 5.9753769561648369 17.138006031513218 6.6091688396409154 70.356606133282185 2.8207531049847594 5.8652241528034201 10.437497641891239 5.380193166434764 4.6183315161615601 2.5242870394140473 66.460431896150112 5.1635870262980452 20.805891275405884 2.5653075799345961 43.598917558789253 3.6843168251216412 3.9043159000575525 7.7443361952900887 7.907759644091132 20.865387212485075 1.2970371739938853 6.5703827850520593 4.2717944532632828
leaf_count=971 233 358 15 6 28 162 22 287 60 123 515 13 30 115 35 95 82 260 45 89 15 147 37 35 30 28 84 52 47 15
internal_value=0.000375667 -0.000592797 0.000763937 -0.000116519 0.000955467 -0.000180235 -0.00197703 -0.00040463 4.76083e-05 -0.0024383 -1.83347e-05 -0.00156374 -0.000968892 -0.00178658 0.000978833 0.000310648 0.000255504 0.00115343 0.00121001 0.000839978 0.000397716 0.000688304 -0.00230268 0.00102665 -0.000513897 0.00168045 0.00154746 0.000845553 0.000506633 -0.000530249
internal_weight=411.092 117.646 293.446 52.4295 241.016 90.6334 27.0128 10.4365 43.1473 8.14718 85.795 12.9141 20.6291 14.7639 22.5182 44.2823 72.8809 197.869 193.542 108.332 66.6608 61.4972 6.24962 55.2476 11.6487 85.2104 41.6713 4.11779 18.7499 10.8422
internal_count=4034 2462 1572 457 1115 1182 1280 309 255 129 1020 423 160 130 95 328 597 860 832 482 309 264 52 212 65 350 173 65 90 62
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=16 8 15 20 10 5 10 0 0 15 12 5 17 20 17 9 20 20 22 5 13 15 23 20 15 13 21 23 19 17
split_gain=15.6833 6.53604 5.10136 4.99291 5.96484 4.34478 4.80028 6.68477 5.00147 4.7378 5.38608 4.51269 3.87631 3.86937 5.01275 3.65901 3.62535 3.40138 9.44519 7.23353 4.15866 9.37394 3.51875 4.26825 3.50322 4.26148 3.74034 3.43144 4.18761 3.45649
threshold=18.594956516900002 5.9453602998000008 31.385732506450001 47.709122305950011 70.389210771400016 23.626838821450004 66.964115113200009 91.937202686950016 90.297243227400017 30.046989284200006 115.02544258150002 20.748863230450002 200.11066131620001 38.244973486750006 182.63036160245002 226.28914430085004 43.832725745850006 42.719328117250008 -0.102645 21.850554661550003 115.12515406205002 33.423812040500003 0.087795000000000026 42.198888176300009 42.713473568600008 117.38883580790001 15.039695091900002 0.093160000000000034 14.351157895250003 187.77231677760003
decision_type=2 2 2 2 2 2 2 2 2 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 13 -1 -5 6 8 -8 17 12 -11 -12 -9 14 -3 -7 -15 20 -19 -20 21 -2 -22 24 25 -24 27 28 -27 -29
right_child=5 2 -4 4 -6 15 7 9 -10 10 11 -13 -14 16 -16 -17 -18 18 19 -21 22 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.0036584015987715913 -0.0044311652932433618 0.0013390974863564859 -0.0037680064878445369 0.0027460503464872706 -0.0029004119022388078 -0.00028018557427299105 -0.0033312635141150185 0.0024761789009961747 0.0032436014054294362 -0.0048204262003908732 0.00083754816021574087 -0.0036424457023822199 -0.00049722814891381124 0.00046761328418477659 -0.0033445293461760598 0.0034093611523390546 -0.0037800537303531736 0.0034179526655594189 -0.0035687675781969127 0.00089017204162588172 0.0024675798407556254 0.0017863238818385373 0.002946569635898929 -0.0011730002733977365 0.0040354913548360776 0.00098339752030690954 0.0035322193059653022 -0.0012658321698233188 -0.0042750269521570142 0.0016255110368465218
leaf_weight=13.82962523493916 4.6635515838861457 4.2782185468822709 4.7527200337499371 4.3065253319218737 5.1216416517272592 46.490959019400179 5.8151486031711093 20.226805780082945 17.294033423066139 3.0916953496634987 18.699656046926979 3.3090670257806769 7.5209570452570906 69.696257766336203 8.6040951469913107 3.6230263859033576 2.6065024510025969 7.445705737918618 8.9798479266464728 9.2207767069339734 44.740966930985451 8.6680249869823438 13.309837706387041 8.3917227983474714 6.2080111987888804 3.4780363813042632 4.8274173364043227 7.1671268120408085 4.1573086231946945 18.554935894906521
leaf_count=971 32 52 162 22 287 457 53 75 63 42 93 40 40 647 186 13 135 27 70 45 207 34 51 50 17 12 13 36 34 68
internal_value=0.000473696 -0.000634663 -0.00020256 -0.0023056 -0.000321264 0.000928456 0.00113753 0.000267275 0.00144303 0.00066324 -0.000449974 0.00016397 0.00167024 -3.6335e-06 -0.0017891 -1.34472e-05 0.000314486 0.00123518 6.27831e-05 -0.00130979 0.00147733 -0.000388631 0.00170178 0.00118339 0.00152608 0.00122355 0.000622971 0.000201951 -0.00187972 0.000819875
internal_weight=389.08 113.196 89.9378 23.2578 9.42817 275.885 225.771 58.6633 167.107 52.8482 25.1004 22.0087 27.7478 85.1851 12.8823 50.114 72.3028 149.813 25.6463 18.2006 124.167 13.3316 110.835 66.0944 57.7027 51.4947 38.1848 33.3574 7.63535 25.7221
internal_count=4034 2462 1182 1280 309 1572 1102 343 759 290 175 133 115 1020 238 470 782 696 142 115 554 66 488 281 231 214 163 150 46 104
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=3 17 8 20 4 16 20 6 6 3 10 20 3 20 22 16 23 9 7 17 7 19 22 23 17 22 22 23 18 15
split_gain=3.93876 3.27649 2.58221 5.01201 3.56311 2.68587 2.14843 1.98221 1.88198 3.71477 3.98596 2.79907 2.28712 6.52843 3.63811 3.33953 2.7541 2.32319 2.42447 2.28051 3.41649 3.18013 2.26106 6.28897 2.92189 4.04619 2.98091 3.36827 3.57288 2.87508
threshold=76.825379535700009 241.79519611995002 5.9453602998000008 47.709122305950011 376.36865522600004 21.094950670800003 49.283271594150008 8.2451926476000015 14.845346859150002 83.538459487450012 69.64719632740001 33.708131650200009 93.281431752200021 41.942745071500006 -0.097294999999999993 22.604947139800004 0.080515000000000017 186.68586460755003 22.105125139000005 189.19102531915004 22.545611589100002 14.351157895250003 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 -0.067109999999999989 0.098105000000000026 13.276755824150003 33.005488016050009
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 9 -4 -11 -12 16 17 15 -15 -10 18 -14 20 -16 -22 24 -24 26 29 27 -18 -29 -26
right_child=2 7 8 4 -6 -7 -8 -9 12 10 11 -13 13 14 19 -17 22 -19 -20 -21 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.016057187390026467 -0.01850821976180695 -0.012539594324039748 0.0022312322876829318 0.012986038647500064 -0.01957546095904902 0.010584012990626964 -0.0058200775474967405 0.017902288270444811 0.010361133647200649 0.0031985113851074748 0.020981971562623998 -0.01355349692039836 -0.00042423691745638586 0.012285239131140459 -0.022664649986860592 -0.01331943981793801 0.0062472016143724452 0.0015683710530620769 0.014274554521166626 -0.023243495155358201 -0.012056238065027959 0.016523895924813382 -0.018667552066792374 0.0062603471307614775 -0.0061923144831129602 -0.016851989596283874 0.012274800956531745 0.0059305827712981514 -0.016116728909043854 0.016224788785282867
leaf_weight=7.1887029097415489 7.5400823724921811 1.0859377142041924 62.382485237903893 6.7935268837027234 1.8037170930765558 1.1556764915585516 2.672955313231796 1.7867534933611748 22.265666052699089 9.1655721962451953 0.78256818652152915 13.97368456982076 5.240442872047427 4.1841445760801461 3.0235408572480065 2.6130115063861012 33.592508509755127 41.181469620205462 10.942637376487253 4.8524016947485507 2.6266213497146964 2.3111140169203281 5.1933836359530678 8.308715805411337 3.72928137332201 4.4603610225021821 17.794306010007865 4.3533324822783452 4.9718397371470928 3.5041752457618713
leaf_count=902 718 49 545 45 91 5 51 22 164 54 2 317 30 30 52 34 160 226 50 113 31 18 54 38 34 54 78 20 31 16
internal_value=0.00128436 -0.00964683 0.00166176 -0.00450598 0.00331455 -0.0146418 0.00767594 0.00639462 0.00211541 -5.17525e-05 -0.00600524 -0.011722 0.0031256 0.000784308 -0.00806664 0.0024421 0.00479165 0.00381012 0.00951476 -0.0136411 -0.00778846 0.00132073 0.00334814 -0.0033278 0.00459306 -0.0035407 0.00615972 0.00362431 -0.00582424 0.00466743
internal_weight=301.481 10.0614 291.419 19.966 11.2702 8.69576 9.46648 2.87269 271.453 86.3043 23.9218 14.7563 185.149 76.9754 19.6108 6.79716 108.174 57.3645 16.1831 12.8137 7.96128 4.93774 85.9079 13.5021 72.4058 11.6938 60.712 42.9177 9.32517 7.23346
internal_count=4034 973 3061 910 187 723 96 71 2151 918 373 319 1233 584 278 64 649 306 80 214 101 49 485 92 393 104 289 211 51 50
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=13 16 18 19 8 16 6 6 13 17 6 22 12 4 9 13 22 21 23 16 19 15 13 22 22 17 23 23 0 21
split_gain=3.63105 2.01176 2.55165 3.143 3.34312 2.66649 1.99648 2.44292 4.3817 3.34598 2.28817 3.0489 2.22633 2.6757 2.47791 2.10226 1.98972 1.95887 1.9383 1.76621 5.28921 1.64322 2.37759 3.10362 1.62398 1.54218 1.50235 4.32337 2.64639 2.12493
threshold=95.862351557400004 18.594956516900002 17.323446153950005 13.051052998800001 7.6440346712000009 12.604970524100002 15.51536251395 13.65531905435 101.53768667075001 200.26331585350002 13.78532209185 -0.23783499999999999 162.55248274650003 195.50296729855003 204.54860637155002 109.72404167800001 0.20949500000000004 6.9459996152000008 0.087905000000000025 17.684958644900004 11.850956171350001 46.683480308100009 117.61735474900001 0.051245000000000013 -0.10051499999999999 241.79519611995002 0.080515000000000017 1.0000000180025095e-35 71.131225215400022 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=16 2 3 5 18 -2 7 8 9 17 -9 15 13 -13 -14 -12 -1 -7 -5 20 -4 26 23 -23 -24 -18 27 28 -3 -30
right_child=1 21 19 4 -6 6 -8 10 -10 -11 11 12 14 -15 -16 -17 25 -19 -20 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.022514515682791034 -0.023768802271922938 -0.024055244309129007 0.021236444440891487 -0.022263840201722816 -0.023698562742494291 0.0074125672911674123 -0.022445870300715404 0.018244017471570027 -0.024954432416821125 -0.024803807938499088 -0.028618566416446344 0.0017734467811862575 0.012168296446616182 0.019756257140402644 -0.020482119400613646 0.011320596071620817 -0.022230598570825311 -0.013797539324530853 0.015713633593437547 0.023804859826077177 -0.019845729415413731 -0.026132185736436879 0.019179175357739445 0.013511290443358571 -0.0057560745511274318 0.031782278586230277 0.0022400558150387187 0.014838291652462181 0.019079492056196894 0.00083307282040734321
leaf_weight=4.4573182885069391 2.3267799988389006 1.8250747011043156 3.3635429255664331 0.92098463186994051 6.2846776326186955 12.482362959533935 1.8053381470963348 5.1606125384569195 4.1146298234816632 2.2335206849966189 2.3129431987181337 9.8186295758932882 1.7950735525228072 6.619200005196034 2.913317165337503 0.86539307236671437 0.41341771301813401 2.4969151655677697 2.1213579094037414 2.8522703647613525 2.6993138641119003 3.8151661660522205 2.1644322946667671 1.253769479691982 2.9479781901463866 0.64934897422790527 156.98829469177872 18.819114936515689 3.4860010314732817 24.376892430707812
leaf_count=881 152 90 16 120 251 106 226 20 121 63 76 52 15 35 65 4 90 97 13 17 41 86 10 6 34 1 1002 155 24 165
internal_value=0.00145602 0.00179163 -0.00134001 -0.00286018 -0.0145929 -0.000868522 0.000144135 0.000946743 -0.00468894 0.000155422 0.00502319 0.0022183 0.00521869 0.00901478 -0.00803415 -0.017744 -0.0161061 0.00387703 0.00421701 0.00961935 0.00294578 0.0028543 -0.00571784 -0.0163266 0.00480072 0.0107712 0.00327901 0.0066415 0.00144558 0.00311593
internal_weight=294.384 288.864 73.1869 64.2717 9.32702 54.9447 52.6179 50.8126 21.3274 17.2128 29.4852 24.3246 21.1462 16.4378 4.70839 3.17834 5.52008 14.9793 3.04234 8.91513 6.06286 215.677 10.1813 5.06894 5.11241 1.06277 205.495 48.5071 29.688 27.8629
internal_count=4034 3062 1490 1416 384 1032 880 654 387 266 267 247 167 87 80 80 972 203 133 74 57 1572 136 92 44 91 1436 434 279 189
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=6 16 19 15 6 19 3 17 10 4 14 10 15 20 20 5 3 13 5 16 0 10 6 3 15 21 23 23 16 5
split_gain=3.27211 2.24394 1.84149 1.96818 2.34008 1.45692 3.20766 4.31881 3.46566 1.94584 3.35389 1.90803 2.64443 1.70989 2.00545 1.80482 2.60963 2.34145 8.18671 6.32847 4.82455 6.02425 3.5417 3.07789 2.95938 2.59542 2.51282 3.70835 2.85369 3.59312
threshold=5.3251244207000008 13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 11.850956171350001 81.105404879350019 236.15709471040003 72.752365468100024 182.86807653835004 171.16849715720005 76.279622535200005 21.761438576950002 35.419594101850009 32.724174661450007 23.626838821450004 92.913112988300014 112.64908412395 19.234448447350001 19.844953593850004 90.297243227400017 64.94239459915002 14.815346158200002 83.939039748850021 29.329759478700002 6.9459996152000008 0.10507500000000002 0.11148000000000002 22.454947490600002 23.195398057700004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 8 -7 10 -10 12 -8 14 -14 17 -17 18 19 22 21 26 23 -15 25 -25 28 -28 -19 -30
right_child=1 5 -4 -5 -6 6 11 -9 9 -11 -12 -13 13 15 -16 16 -18 20 -20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.016532758584875344 -0.018507061214197408 0.0086670159304085264 -0.020669648904778189 -0.020819986020038223 0.0088694445265927822 0.014461708483873896 -0.013269580564288693 0.0088016180147638297 -0.02096161161550204 -0.018706379746088988 0.012106135030362021 0.01315192443403787 -0.0063849186576031107 0.0041958299379081269 0.011478896872748778 0.0094848300875880164 -0.0041157340194885057 0.013726573375655518 -0.015828538609500217 -0.024505025204854258 0.014980682954763552 -0.016233041100052952 0.010772546389358918 0.0049107771359447753 -0.021149437094704352 -0.018900898820315822 -0.016884766963021106 0.0018124421072547457 0.0021402406386968362 0.014055289500061144
leaf_weight=3.4311994940508148 1.3540135808289031 9.3735412047244591 2.5088038756512105 1.5399031310807911 4.327016047667712 1.5999536588788057 3.8307801913470021 5.0200584344565859 1.9187992587685574 8.7974867783486825 2.1463120877742767 4.9119628965854636 2.5474987346678963 23.82413206808269 11.209096167236565 5.4699672400020054 31.465388891519979 10.747027568519114 9.7810212513431889 2.7727412972599259 11.479376666247843 5.3376927413046351 16.015810823999345 5.9548584073781949 3.5148313245736063 2.0264821806922555 4.38248282670975 17.474968116730452 63.862243943847716 9.6188083142042142
leaf_count=672 235 88 235 68 73 5 172 54 44 219 11 31 76 144 74 32 566 92 176 38 60 35 77 38 132 46 31 87 374 49
internal_value=0.00110915 0.00132169 -0.00725584 -0.00259542 0.00234454 0.00162507 0.00137665 -0.00572223 -0.0107636 -0.0139013 -0.00350238 0.00193835 0.0017101 0.00195173 0.00817081 0.00156933 -0.00210155 0.00229519 -0.000526975 0.00223902 0.00376227 0.00260649 0.00368351 0.000469021 -0.00725425 -0.00113507 0.0035544 -0.0019364 0.00497928 0.00369994
internal_weight=288.244 284.813 9.72974 7.22093 5.68103 275.083 265.71 19.4826 14.4626 12.8626 4.06511 246.227 241.315 237.484 13.7566 223.728 36.9354 186.792 63.8899 54.1089 122.903 111.423 51.3361 35.3203 11.4962 7.98134 106.086 21.8575 84.2281 73.4811
internal_count=4034 3362 611 376 308 2751 2663 333 279 274 55 2330 2299 2127 150 1977 598 1379 651 475 728 668 437 360 216 84 633 118 515 423
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=6 16 20 15 13 17 18 3 19 3 23 21 6 23 12 10 18 23 23 7 22 15 22 20 12 22 6 7 18 16
split_gain=2.94261 1.93014 1.77242 2.26454 1.71602 1.38731 1.23352 2.01372 1.34945 3.13827 2.63909 2.80922 1.72202 1.62872 2.42691 1.54687 2.51788 1.87842 3.21253 2.59524 2.73128 2.20091 2.16056 1.89104 3.22431 4.85507 3.13539 5.05858 2.413 2.29927
threshold=5.1651206822000004 13.564968279200002 41.605323437500005 18.224737183350005 95.862351557400004 159.58247398035004 18.273715221050001 76.825379535700009 11.850956171350001 81.105404879350019 0.087715000000000029 5.7942671277000013 11.175261108200003 -0.41441 152.73554204000004 76.279622535200005 15.751016342950003 0.080770000000000022 1.0000000180025095e-35 24.909276771700004 -0.037054999999999998 45.169600924000008 -0.046635000000000003 38.478081868400004 90.84682862195001 -0.14259499999999997 15.785368822600002 23.032902590750002 13.012604996900002 19.644954061550003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 -7 -9 10 -10 12 -12 14 -11 16 17 18 19 20 22 -20 -15 26 25 -25 27 -19 -28 -29
right_child=1 5 -4 -5 -6 6 -8 8 9 13 11 -13 -14 15 -16 -17 -18 23 21 -21 -22 -23 -24 24 -26 -27 28 29 -30 -31
leaf_value=-0.018387974474003168 -0.018451191353500346 -0.020708580796126599 -0.020028949833609054 -0.020636835466988149 0.0088016359306649448 -0.012095849283510677 0.013553923018256905 0.0088356730185559906 -0.021851963270686191 -0.026341468025515138 0.016313518118104404 -0.014972905625050551 -0.0030218499918778521 0.0010295054324564788 0.0045442200931068598 0.012259221742478654 -0.01419373756535895 -0.025913583242975633 0.012882505018545007 -0.021809030441888696 0.01112010492221701 -0.0063984320378991828 -0.018374034320910441 0.013445677743313504 0.00083144823554325042 -0.021924923862228565 0.0015382540864590372 -0.0036726505555430677 0.016105819510518121 0.010041456514387195
leaf_weight=2.5352931483648709 0.92485044850036313 0.92012332007288833 2.4805268289055675 1.6368270304519681 4.1513615068979561 3.5598507467657319 2.7716181697323909 8.1840556012466532 3.0898924507200709 1.6467764484696084 2.5083500370383245 3.8251852821558714 3.7802813798189163 19.038862011395402 1.6850316976197062 4.7312343260273328 3.1746927956119171 2.1963808238506344 17.711285601835701 1.4920865930616845 8.783404950052498 2.176210085861384 2.0842214897274998 1.7457397580146787 138.2701642299071 4.6654556747525922 5.8548507443629232 7.7969057252630618 10.219256911659611 8.2224976606667024
leaf_count=659 178 120 320 73 45 104 40 73 72 72 10 77 43 299 35 31 54 22 161 16 72 23 11 9 1107 78 45 76 71 38
internal_value=0.0010165 0.00119263 -0.00695999 -0.00213089 0.00383636 0.00147009 0.00154589 0.00142098 0.00160402 0.00137165 -0.0072175 -0.0027465 0.00469046 0.00184126 -0.0107213 0.002017 0.00180941 0.00203006 0.00508282 0.00147894 0.00264081 0.0107727 -0.000885048 0.00115526 0.000249841 -0.0122937 0.00497552 -0.000163899 0.0107997 0.00336658
internal_weight=281.863 279.328 9.19357 6.71304 5.07621 270.134 269.214 266.443 262.883 254.699 13.2037 10.1138 6.28863 241.495 3.33181 238.163 233.432 230.257 51.2861 31.3986 29.9065 19.8875 21.1231 178.971 144.681 6.4112 34.2899 18.2158 16.0741 16.0194
internal_count=4034 3375 616 296 223 2759 2639 2599 2495 2422 202 130 53 2220 107 2113 2082 2028 582 398 382 184 310 1446 1194 87 252 136 116 114
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=13 22 6 3 10 2 12 3 20 18 16 9 3 13 20 15 0 17 16 23 23 2 9 8 23 23 22 8 8 2
split_gain=2.64656 1.69646 1.43039 2.55643 4.60331 2.73935 4.22654 2.28352 3.96714 3.8732 2.56482 2.52976 2.1406 2.79748 2.12728 2.34343 2.20926 2.11874 3.57942 2.77873 2.51024 2.02954 2.45495 2.85622 2.02678 2.20565 4.36106 2.83563 2.14987 2.04604
threshold=95.862351557400004 0.20949500000000004 14.845346859150002 84.812788641250009 70.077349628250019 186.79363985910004 353.43219817915002 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 95.611857730950007 93.394346993650018 117.51519334005 39.577821550850011 36.207782793200003 85.121961326250016 188.95754880325003 22.604947139800004 1.0000000180025095e-35 -0.15572 116.68694986600001 204.89606367675003 8.3434888241000014 0.080515000000000017 0.09013000000000003 -0.018034999999999999 8.8430989333000021 8.6432548896500023 241.85323870325001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -7 24 11 17 -11 -9 -13 -14 16 -16 -15 18 19 20 -10 -17 23 -23 28 26 -26 29 -4 -27
right_child=2 -3 7 4 -6 6 -8 8 9 10 -12 12 13 14 15 21 -18 -19 -20 -21 -22 22 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.020317487175905244 0.00097583835019875251 0.010136297706496307 0.012769177739479344 0.0058518457743646978 -0.021298660009615084 -0.028924680589555045 0.0089362773335534863 -0.02005363916723131 0.0035837061310543409 -0.0050383698301005673 -0.024651786334369825 -0.011646051120134086 0.01579882276294688 0.00089424041123484449 -0.013830639616009483 0.011770028978590938 0.016247382888062854 0.024099977316025038 -0.018932327005404186 0.016351419127721017 -0.025335289847617442 0.0034083413067310365 0.010202901933866878 -0.014389486768237082 0.0012207822367390027 0.0053047344940161788 -0.023373359650780131 -0.009533547781657754 -0.0059430410355668963 0.01806910803888119
leaf_weight=3.5180900800041845 71.055109223350883 0.89355685794726003 16.379836311098192 8.8017604197375494 6.1038445078302166 2.6990190150681874 1.9995215833187101 1.8409394205082197 3.8610370969399788 4.7099032930564118 5.7903643404133618 3.4243618920445433 7.2903500963002434 7.1131081245839578 4.3362869173288372 6.1217821612954166 7.5014623291790485 1.2821460962295521 3.7082568397745481 4.0406337899621576 1.6771962160710283 6.9539425857365149 5.2808270752429953 7.0978197269141674 26.496586371213201 41.324063578620553 3.1416574437171212 4.5321032591164103 2.8008033931255332 5.5488091632723799
leaf_count=881 878 91 147 116 278 51 19 275 104 48 150 19 55 41 29 22 31 4 54 46 83 30 37 42 171 222 40 30 18 22
internal_value=0.00101577 -0.0141492 0.00126091 -0.00076505 -0.00707489 -0.000643944 -0.0128125 0.00226869 -0.000173307 -0.0067159 -0.0158542 0.00270621 0.00346636 0.00446742 0.00260706 -0.000418684 0.0087748 -0.000129833 -0.0024679 0.00390596 -0.00517411 0.00186611 -0.00127002 -0.00558169 0.0042674 0.00290195 -0.0013862 0.00537435 0.0100368 0.00681578
internal_weight=277.325 4.41165 272.914 90.6593 19.6041 13.5003 4.69854 182.254 82.0304 25.0695 10.5003 56.9609 55.1199 51.6956 44.4052 29.7907 14.6146 14.5693 13.2871 9.57887 5.53823 25.4544 19.3326 14.0518 100.224 81.0432 29.6382 51.405 19.1806 46.8729
internal_count=4034 972 3062 1342 464 186 70 1720 1070 489 198 581 306 287 232 160 72 291 287 233 187 131 109 72 650 485 211 274 165 244
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=16 8 15 5 9 20 17 20 10 10 0 0 15 2 17 17 16 16 20 0 9 22 15 8 4 19 10 21 20 2
split_gain=11.5007 5.03799 3.92099 3.56761 3.68085 3.56232 4.12193 3.41213 3.81232 3.16522 5.55447 4.12845 4.00349 5.02919 3.28671 2.88381 3.20088 5.84317 4.17928 3.99254 3.62533 3.17817 2.70753 2.62113 3.95698 5.58674 2.66641 3.2663 2.76273 2.55585
threshold=18.594956516900002 5.9453602998000008 31.385732506450001 23.626838821450004 226.28914430085004 38.244973486750006 182.63036160245002 47.709122305950011 70.389210771400016 66.964115113200009 91.937202686950016 90.407470010750018 30.046989284200006 90.745765132650021 200.11066131620001 168.81379805985003 15.584963555600002 17.809958352600002 41.50623664750001 103.33357670195001 188.63457064660003 0.20949500000000004 28.343014915050002 8.8430989333000021 168.01744813895002 14.451165964200003 65.611820673600008 1.1798413345000001 38.478081868400004 71.99970061785001
decision_type=2 2 2 2 2 2 2 2 2 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 5 9 -5 6 -3 -1 -9 11 -11 23 14 -14 -12 -7 19 20 -19 -17 -18 -21 -20 26 -25 -26 27 -2 -29 -30
right_child=3 2 -4 4 -6 15 -8 8 -10 10 12 -13 13 -15 -16 16 17 18 22 21 -22 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=-0.0041627749201134899 0.0035908611439548085 0.0013426869055825795 -0.0042832098001344748 -0.00038050071210129707 0.0039152730414480303 -0.0029924537230124585 -0.0037939024129827873 0.0024929968402521005 -0.0033370799451574594 -0.0035674208054984535 0.002780926783348668 0.0037494383705856597 -0.0056939379015422727 0.00024555677211490453 -0.00046301954261830891 0.0016961577075974225 0.0023553793316179131 0.0030935509209505793 -0.0048078413764106346 -0.0043336171942485674 -0.003968312267050308 0.0046745618074326535 0.0020559245710774533 0.0017483700841507278 0.0012064857677980718 -0.0065822041075641472 -0.0012381261848205334 0.0037608860348143135 -0.0018541047511478473 0.0013436095972579299
leaf_weight=10.034898602869363 12.162827398627995 3.8146613151766342 3.7165997745469204 41.913256390020251 3.5374764911830416 3.9838531347922972 7.7373104989528656 3.5308734886348239 3.8176879505626857 5.304916873574256 18.584378141909841 12.28716168925166 2.6339540462940958 20.305349895730615 7.0441625379025927 34.828830000013113 1.792051706463101 7.4666075222194177 2.3514166660606866 3.2388879535719743 8.588220061734317 0.79843512270599593 1.5657928064465521 6.39251611381769 2.9147739689797163 3.1165829300880432 5.6569621786475173 7.4546239972114554 4.2636701092123976 99.134187143296003
leaf_count=971 59 52 162 457 13 172 186 22 287 53 75 54 42 133 40 170 7 43 52 186 131 6 15 30 13 29 29 29 23 493
internal_value=0.000525111 -0.000656547 -0.000227199 0.000979928 -4.61563e-05 -2.92822e-05 -0.00209771 -0.00262954 -0.000535816 0.00120495 0.000361665 0.00150113 0.000790827 -0.000436432 0.00188931 0.00034052 0.000559521 -0.000682203 0.00131874 0.00125486 -0.00287659 -0.00255213 -0.00206425 0.00130534 -0.000468523 -0.00281816 0.00147661 0.00160145 0.00138317 0.00121175
internal_weight=349.973 97.2661 79.8827 252.707 45.4507 76.1661 11.552 17.3835 7.34856 207.256 53.8728 153.383 48.5678 22.9393 25.6285 64.6141 60.6302 21.7641 11.3838 38.8662 10.3803 4.03732 3.91721 141.096 12.4239 6.03136 128.672 123.015 110.852 103.398
internal_count=4034 2462 1182 1572 470 1020 238 1280 309 1102 343 759 290 175 115 782 610 248 110 362 138 192 67 705 72 42 633 604 545 516
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=6 16 20 15 19 8 22 8 5 8 19 16 13 21 8 9 18 16 2 0 23 9 13 9 12 2 0 5 21 21
split_gain=2.55492 1.60369 1.63374 2.08299 1.52313 1.30522 5.38385 4.04231 4.34501 2.38169 2.0607 1.90855 4.62448 3.59291 3.5121 2.87854 2.72161 3.24963 2.84397 4.21724 3.48263 3.31432 5.80571 3.2777 2.87012 3.09653 2.80279 2.7072 5.62411 2.41747
threshold=5.1651206822000004 13.564968279200002 41.605323437500005 18.224737183350005 10.850875481800001 8.8430989333000021 -0.08786999999999999 9.3427090425500019 20.482113285800001 8.7431769115000026 14.651182102100002 22.764946765650006 117.61735474900001 10.003699902950002 8.543332867800002 195.10791980860003 13.552878921100001 22.654947022900004 103.92649527695001 85.995710218650018 0.09062000000000002 194.04304600165003 117.60122400020002 192.31210988165003 150.73104262400003 306.37214232930006 86.329079026800017 21.850554661550003 6.151769958900001 15.475979305150002
decision_type=2 2 2 2 2 2 2 2 2 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 9 7 8 -7 10 11 12 16 14 -14 -15 18 26 19 21 23 22 29 24 -20 -26 -18 28 -22 -3
right_child=1 5 -4 -5 -6 6 -8 -9 -10 -11 -12 -13 13 15 -16 -17 17 -19 20 -21 27 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.02000246798262327 0.0088375529295345034 -0.031754368963682174 -0.021697915611338391 -0.022243123392711499 -0.021375467636106919 0.012843282577761888 -0.014704458835829867 0.014161945157670542 -0.024074741912417159 0.01054631552228295 0.011402853351201388 0.012117608055693419 -0.010415895909342885 -0.0098751827456034919 -0.040647506745819705 0.012604452433257449 -0.02443499952499226 0.015995851458103096 -0.014988847742648605 0.015524932099456249 0.010587982658300889 0.020017171201583847 0.018995688100414822 -0.015814318319408462 0.011216227349317072 -0.021946727922979296 -0.0002417806464206229 0.011334888433454591 -0.021775729461860051 0.0046944175583364649
leaf_weight=2.2281299384776494 4.1441527635324729 2.9850511520635368 2.228567210957408 1.5245269141159949 0.76747775427065779 2.1386726647615451 9.1275430163368565 7.6529555767774582 2.9351682430133224 11.68133416213095 7.7676800033077589 5.9190326333045951 11.256484947633 4.2371952906250936 1.7190743954852212 4.6221382757648826 1.887891222257166 4.7474440746009341 3.1211659540422287 17.449664816260338 5.2614918258041161 1.9899970181286333 1.8799913600087164 6.5245961719192556 8.1993732040282321 1.2606944604776789 118.82120892219245 16.570247659226879 3.4503754954785109 0.92502969130873669
leaf_count=659 125 90 320 73 98 14 106 48 28 65 43 30 161 36 15 18 47 38 235 129 29 7 5 53 132 42 1240 118 23 7
internal_value=0.00100702 0.00117862 -0.00716082 -0.00212724 0.00411655 0.0014522 -0.00315867 0.00512186 -0.00851344 0.00186811 0.0014285 0.0010808 0.000779627 -0.00781804 -0.0144211 0.00185301 0.00174197 8.60952e-06 0.00486563 0.0101469 0.00186378 -0.00191516 -0.00945311 -0.0044838 0.00139217 0.00679677 -0.000620163 0.00666068 -0.00222982 -0.0231315
internal_weight=275.024 272.796 8.66472 6.43616 4.91163 264.132 21.8543 12.7268 5.07384 242.277 230.596 222.828 216.909 21.8349 12.9756 8.85933 195.074 125.457 69.6177 25.2297 44.3879 7.78007 5.79007 19.1058 12.5812 9.46007 120.709 25.2821 8.71187 3.91008
internal_count=4034 3375 616 296 223 2759 196 90 42 2563 2498 2455 2425 230 176 54 2195 1325 870 238 632 109 102 462 409 174 1287 170 52 97
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=0 17 0 17 6 3 10 2 12 12 6 20 22 13 22 22 0 0 10 10 22 18 18 20 5 20 6 22 20 14
split_gain=2.31479 1.5161 2.67247 1.73096 1.20577 2.18723 4.29485 2.33005 3.6778 1.96454 1.92289 3.18721 3.7847 4.34334 3.30552 2.47707 2.33439 3.60007 2.28734 2.51514 3.67391 2.73968 2.03632 2.51998 1.89431 2.0185 1.88575 1.81482 3.71581 2.63851
threshold=107.57327517365 241.79519611995002 103.33357670195001 159.58247398035004 14.845346859150002 84.812788641250009 70.123053416500014 185.72519583365002 353.43219817915002 285.40265749175006 16.455384477450004 40.563919884450009 -0.059424999999999999 117.67112391160002 -0.06483499999999999 -0.044409999999999998 85.995710218650018 85.812895065800021 64.665483411650015 60.613977009100005 -0.082094999999999987 11.928667296000002 13.077716774800001 41.872294782850005 20.556063402800003 41.092444989200011 16.565387047600002 -0.059424999999999999 38.064633603500006 184.66353353645005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 9 7 -7 -9 -5 16 18 14 15 24 -14 17 -6 19 20 21 -12 23 -17 -13 26 -26 28 -21 -30
right_child=-2 -3 -4 4 10 6 -8 8 -10 -11 11 12 13 -15 -16 22 -18 -19 -20 27 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.02276617613038388 -0.020715864441862911 0.015451726723110215 -0.021288862767466457 0.0016499031562910741 0.0012649658815280238 0.0046560952563711976 -0.023366866001899703 -0.028524353884751937 0.0083267583031169101 -0.01724317250825386 0.022227738309293373 -0.020829459005978181 -0.038569553399427324 0.0079624244495853144 0.021249944044679812 0.021151156743886873 0.0054657401877309412 -0.026616325997889181 -0.014508399443251423 0.019863310873526253 -0.029695337643505341 -0.015646431684038821 -0.019681956382969226 -0.02184013123793686 -0.041927899012720662 0.0015228596371094313 -0.0063894237449579755 0.013946338436955101 0.0076244615329166838 -0.01430969782954946
leaf_weight=1.2403069115243841 2.0132078370079389 3.0023762756027272 2.2040983699262133 65.167394943535328 10.231896441895513 9.3711071074940282 4.809718733187764 2.646900644991546 1.9249052021186797 2.3463389379903665 1.8555436395108702 1.9841152951121284 2.0544863673858336 3.3355137668550006 2.8290567975491347 1.3018779354169949 81.101281838491559 2.3419011593796304 2.3643371798098078 3.8913684519939151 1.8486626185476804 1.3634259148966519 6.3830804000608623 0.98597565735690285 0.82576954364776911 26.094013558002189 2.4004669012501836 13.36454518092796 4.3167472900822741 4.7291778237558901
leaf_count=149 649 25 273 743 139 74 273 74 20 99 11 31 20 37 13 16 552 28 27 62 28 94 56 79 7 272 71 63 19 30
internal_value=0.000954902 0.0011175 0.00095529 0.00114163 0.00125487 -0.000709044 -0.00683788 -0.00113607 -0.0130086 0.000993303 0.00221965 -5.0172e-05 -0.00339759 -0.0122546 0.000250968 -0.0185419 0.00420484 -0.00392799 0.00473217 0.00618234 -0.00690359 0.00618576 -0.0137966 0.00262359 -0.00164676 -0.000348662 -0.0154857 0.00870364 0.0032878 -0.00384264
internal_weight=270.33 268.316 265.314 263.11 261.87 86.2664 18.7526 13.9429 4.57181 67.5137 175.603 81.9282 48.1944 14.0609 34.1334 10.7254 93.6751 12.5738 33.7338 31.3695 5.06763 3.21897 8.67093 2.28785 31.3044 29.3203 3.22624 26.3018 12.9373 9.04593
internal_count=4034 3385 3360 3087 2938 1283 441 168 94 842 1655 936 602 208 394 171 719 167 334 307 133 105 151 95 381 350 78 174 111 49
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=8 20 4 22 16 10 3 16 19 15 13 0 5 22 15 2 22 14 4 17 20 21 17 18 8 5 20 0 15 16
split_gain=4.46755 5.84833 4.49457 3.46464 3.06891 2.96126 5.69108 3.68854 5.4326 3.32411 3.06751 2.96005 3.175 2.74372 2.89938 2.89951 2.69583 5.01726 4.46064 3.47014 3.20676 3.1829 3.1331 4.06362 3.76253 2.83888 4.81096 2.79959 2.67435 2.66556
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 21.094950670800003 70.206395618550019 83.538459487450012 19.199955102150003 13.751109481500002 29.037712645600003 108.17011287860002 97.878695155250014 14.050239455300002 -0.50001499999999999 45.169600924000008 310.17567643235003 -0.11347 148.67011998770002 310.49012963040008 204.64886559710001 42.957059535450007 8.3620534552000017 188.10488866565001 13.036600629150001 8.9430209551500024 19.234448447350001 36.79544512155001 86.20003303655001 32.393814985100008 22.764946765650006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 7 11 -2 -9 10 -8 -7 -13 -10 15 16 21 -18 20 -20 22 -15 23 -19 25 26 -24 -22 -5 -16
right_child=5 2 -4 28 -6 6 9 8 13 -11 -12 12 -14 14 29 -17 17 18 19 -21 27 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0053082326075345916 0.0031691637827225517 0.0037414253044586502 -0.0056228451649117297 -0.0060335985487007448 0.0033729937027341199 0.0016378912302360223 -0.005862725267263523 -0.0048374783205872686 -0.0027872926615247627 -0.005796863052666616 0.0012011860157307385 0.00079152264088369335 -0.0020533370843228219 0.0033488690599343751 -0.0016785001558069306 0.0048313229839085526 -0.004910410086881898 0.000793077511500269 0.00019743489185042586 -0.0061328362162610655 -0.0044477713008593371 -0.00094490584677493869 0.0037690455731463663 -0.0052412146070238107 -0.0024836624340066594 0.0026931462763779323 -0.0047165529216038112 0.00074025483055810708 0.0067136122582833763 0.0035336742971960678
leaf_weight=9.9655144584830868 17.729900403879583 7.9866182166151702 2.4060288891196242 1.9117989903315886 1.1856577768921841 29.532910510897636 2.2587334066629392 4.4459120091050854 5.1791990771889678 6.5544453896582127 5.4815929904580116 22.895324585027993 18.421063993126154 22.651636280119423 16.491460366174582 5.5629661157727233 3.9464005492627612 18.806155119091276 5.3694459311664087 3.8826808519661427 4.518109845928846 5.6034946311265221 3.2724416404962531 3.4341339915990821 4.4753299113363019 61.596933621913195 3.7090008649975061 6.7499181516468525 0.55188196897506703 3.0207468979060641
leaf_count=1089 109 54 197 114 5 147 55 34 42 236 29 541 286 97 201 48 33 89 29 48 52 34 13 22 33 313 37 30 1 16
internal_value=0.000431588 -0.00168186 0.000662919 0.00211012 -0.00438519 0.000609251 -0.000187728 0.000947786 0.000732234 -0.00312374 -0.00086016 0.000404651 -0.000476869 0.000871138 0.000980605 0.00121593 0.00108005 0.000745665 0.000938398 -0.00245908 0.00123338 0.00249734 0.00153767 -0.000138681 0.00204801 0.00234374 -0.000739062 -0.00133997 -0.00317813 -0.000871587
internal_weight=309.597 24.0075 12.8563 10.4503 11.1512 285.59 85.1441 200.446 182.716 14.2948 7.74033 70.8493 41.3164 178.27 173.091 153.579 148.016 119.761 115.814 9.25213 106.562 28.2551 95.294 22.2403 73.0537 68.5784 6.98144 11.268 2.46368 19.5122
internal_count=4034 1460 366 169 1094 2574 1294 1280 1171 320 84 974 827 1137 1095 878 830 699 666 77 589 131 507 111 396 363 50 82 115 217
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=16 13 18 19 8 23 6 6 13 17 18 23 6 22 12 9 13 0 7 20 9 9 10 19 2 7 20 18 18 18
split_gain=6.76646 3.87624 3.62916 3.69828 4.05538 3.02623 3.00706 4.05296 4.13367 3.15315 2.78836 4.67358 2.70926 4.39848 3.39511 2.78205 2.77715 2.47259 4.86497 3.51685 2.7671 2.92794 2.21507 5.25402 4.36456 5.26634 4.56846 3.61293 3.38768 4.23626
threshold=18.594956516900002 95.862351557400004 17.399600107550004 13.051052998800001 7.6440346712000009 0.087905000000000025 15.51536251395 13.65531905435 101.53768667075001 200.26331585350002 15.946034773700001 0.089505000000000015 13.78532209185 -0.23783499999999999 162.55248274650003 204.54860637155002 109.72404167800001 85.732241321850012 22.721067571950005 37.52517992975001 181.33671263215004 186.68586460755003 64.407391431150018 14.451165964200003 121.84632764400003 23.109894804950002 41.289992964000007 13.531614672700002 13.314799198000001 13.258241318650002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 7 8 9 10 11 -3 -9 16 -15 -16 -14 18 -2 -20 -19 -22 24 -24 -23 28 27 -27 29 -26
right_child=17 2 -4 4 -6 -7 -8 12 -10 -11 -12 -13 13 14 15 -17 -18 20 19 -21 21 22 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0030826790537867811 0.0004530655980814985 -0.0036807095016501133 0.0019478460442433373 -0.0039162769637152836 -0.0041690375102356675 0.0030846249666634084 -0.0039573029098690423 0.0033164827425288296 -0.0043785650682294812 -0.0042879442933383598 0.0015491527291870951 0.0017532320623728967 -0.0052711017208017189 0.0018403669089250378 0.0017844017167849672 -0.0036625843416932969 0.0022325366981904224 -0.0014355559012969202 0.0025257081527474009 -0.0045373378667993179 0.0028033631744272241 0.0024670958381960693 0.00066072080594005043 -0.0031616394390642033 -0.0019515893391654558 0.00058395685594223414 0.00029729029949948171 0.0033027127709368792 -0.0048286489088182555 0.0031402672526069618
leaf_weight=7.6015984769910565 35.702672500628978 5.3697785767726689 9.7552154436707479 1.387745570391415 7.4889298547059298 2.544250451028347 2.8968539088964453 5.6448304448276749 4.594916103873401 2.6666729948483399 9.895061173476277 4.0289991963654757 2.8547133076936038 18.009950282983485 2.24046098999679 3.4846974322572351 0.95807392895221699 7.0163313113152972 1.2777133509516705 5.1889149276539683 12.295342642813919 29.749210979789495 65.506894711405039 5.6836428344249716 7.5667592976242286 11.285426445305349 36.550747204571962 19.206482537090778 3.1644707657396784 3.4641257915645838
leaf_count=972 328 222 69 120 252 13 238 22 121 70 74 34 79 87 19 66 4 54 6 123 58 153 389 38 49 45 206 86 23 14
internal_value=0.000409587 -0.000475123 -0.000238648 -0.000526631 -0.00252242 0.00061375 -0.000162775 2.12004e-05 -0.00108925 -0.000401011 0.000136216 -0.00135133 0.000909604 0.000416411 0.00102716 -0.00153098 -0.00338559 0.000741537 -9.82012e-05 -0.00314178 0.000917284 0.00100217 0.000880608 0.000355555 0.00121739 0.000759753 0.00120654 0.00229647 -0.00135037 -0.000352549
internal_weight=335.081 91.4227 83.8211 74.0659 11.4209 3.932 62.645 59.7482 26.5554 21.9605 19.2938 9.39878 33.1927 27.5479 23.7351 5.72516 3.81279 243.659 42.1693 6.46663 201.489 194.473 182.178 71.1905 110.987 81.238 67.0427 30.4919 14.1954 11.0309
internal_count=4034 2462 1490 1421 385 133 1036 798 521 400 330 256 277 255 172 85 83 1572 457 129 1115 1061 1003 427 576 423 337 131 86 63
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=6 16 23 13 22 17 12 0 22 15 3 18 3 15 17 21 10 0 15 8 5 22 10 19 15 3 15 23 0 2
split_gain=2.26638 1.37189 2.00368 1.51085 1.12537 2.5725 4.06947 2.95524 2.82251 3.93377 3.19118 1.47229 1.52927 1.44115 1.57632 3.2785 3.0275 4.69962 4.2553 3.57385 3.55498 3.54404 3.41579 3.24592 3.34026 3.08438 3.00977 2.78143 2.78022 2.69827
threshold=5.1651206822000004 12.644970430600003 0.093580000000000024 95.986020631400024 -0.23783499999999999 195.76335783930003 195.38989646780001 97.991610396700011 -0.59168499999999991 31.756370566200005 81.842042407150018 18.273715221050001 76.172084209950015 46.683480308100009 188.10488866565001 5.2761091985000013 66.590419433100024 93.399723909900004 33.005488016050009 8.8430989333000021 18.613387752550004 -0.070909999999999987 70.206395618550019 12.551012654050002 24.273602154900001 83.939039748850021 27.063546193350003 0.10546000000000001 87.48511602295001 154.31016903475003
decision_type=2 2 2 2 2 2 2 2 2 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 8 -7 -8 -3 10 -10 12 -6 14 15 27 19 18 -18 29 22 -22 -19 -24 -25 -26 -27 -14 -21 -16
right_child=1 4 3 -5 11 6 7 -9 9 -11 -12 -13 13 -15 16 -17 17 20 -20 28 21 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.019828322340629461 -0.017742802548103332 0.011513272231076385 -0.021303279614864921 0.012323960232528845 -0.016563472510746469 -0.02691265407993456 0.0071288332455466249 -0.021842561401831408 0.010329380482487526 0.0098711243897258143 -0.02407323327305191 0.017116430077412072 0.005577019990655011 -0.0062505841164408717 0.010095268398037779 -0.005382275419787471 -0.026593674816843191 0.014543483041689186 0.00020941569513105126 -0.017380081563263886 -0.022089501124184441 0.00065608117365845023 0.0104205718581925 -0.016942334417574135 0.0058895967918826883 0.0090189352242023655 -0.022863810986695824 -0.015511463894833988 0.0066281054025404424 0.0032887442532729154
leaf_weight=1.994215000187977 3.5170237136771894 7.1898133179638561 0.66953350871335748 2.1598759186454117 1.760589426383375 3.6060420516878349 4.7455875724554062 1.8805870870128272 1.3747102934867159 4.073078403249383 4.1303443480283022 2.3616893740836522 28.067922879243273 8.3344348203390819 39.779306381940842 29.122248110827059 4.5732599785551411 9.799849830567835 4.4908170662820339 4.5467801145277909 4.237200244795531 6.8675099667161685 10.696999274194239 4.898673320189121 13.997352985665204 1.7211310528218735 3.3125094370916486 2.6153901675716034 3.105295579880476 50.643288348335773
leaf_count=659 462 45 79 25 79 48 39 51 10 28 179 31 424 129 258 351 61 39 28 42 146 79 64 80 105 13 91 24 19 346
internal_value=0.000944992 0.00109941 -0.00788583 0.00436662 0.00131711 -0.00246447 -0.0101928 -0.00109359 0.00225152 -0.00470081 -0.0154823 0.00175172 0.0015957 0.00173421 0.00203334 -0.000681828 0.00303157 -0.000256188 -0.013314 0.005197 0.00187518 -0.0080229 0.00434927 0.00146416 -0.00253953 0.00116783 -0.0119623 0.00377948 -0.0076373 0.00628312
internal_weight=270.273 268.279 6.34643 2.82941 261.932 27.0002 10.2322 6.62617 16.7679 9.57813 5.50505 234.932 232.571 230.81 222.476 59.8056 162.67 64.5953 9.06408 98.0747 55.5312 11.1047 44.4265 34.6267 23.9297 19.031 5.03364 30.6833 7.65208 90.4226
internal_count=4034 3375 566 104 2809 400 138 90 262 217 189 2409 2378 2299 2170 799 1371 706 89 665 617 225 392 353 289 209 104 448 61 604
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=8 20 4 10 3 22 15 0 5 15 8 22 8 20 13 0 16 16 10 20 17 20 21 13 15 12 9 22 20 13
split_gain=9.36489 7.35034 6.12669 5.78186 6.03714 4.68995 4.10234 3.90998 3.61481 3.54872 3.78812 5.57114 5.63555 3.57944 3.53185 3.40655 3.22047 3.18031 7.18079 6.79628 4.62403 6.24678 4.21154 6.47138 3.78603 3.65186 4.3457 6.74788 6.34954 4.08995
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 70.206395618550019 83.538459487450012 -0.16276499999999997 29.037712645600003 98.142164052000012 14.050239455300002 46.074827201850006 8.8430989333000021 -0.010319999999999999 9.3427090425500019 40.040005255000004 108.17011287860002 107.57327517365 21.094950670800003 19.199955102150003 66.964115113200009 36.893814626400008 188.10488866565001 39.664548207900005 10.274034306750002 117.61735474900001 40.042228346200012 155.06885325350001 204.89606367675003 -0.076484999999999984 42.198888176300009 117.59584708395001
decision_type=2 2 2 2 2 2 2 2 2 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 5 9 7 -3 14 -5 15 10 17 12 13 -12 -6 -9 -1 -2 20 -20 21 -19 23 -23 -24 -22 27 29 -29 -27
right_child=3 2 -4 4 6 -7 -8 8 -10 -11 11 -13 -14 -15 -16 -17 -18 18 19 -21 25 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0035442104395768366 0.002480540055679911 0.0025714943565967423 -0.0037901010311775095 0.001103141768218764 -0.0039202021219961478 -0.0023856737637398262 -0.003837841989637966 0.00074824660006770315 -0.0016227096459119398 -0.00071149243002087826 0.00052374675621692898 -0.0034943336107966716 0.0021203201667241403 -0.0041221701500456665 0.00099398750303769201 -0.0035086971868929029 0.0020443314090227344 0.0019005677810720865 0.0015278107935784906 -0.0029519854463000593 0.0022997480646595259 -0.00057515927121655724 -0.0016869732655151049 -0.0065914847537228939 0.0022475886029511664 -0.00014358164586868318 0.0023109934986608105 0.0022711289572565681 -0.0014769715091054072 -0.0038013931247657209
leaf_weight=13.87637502839789 18.103898357599974 9.1650943057611567 3.360842326655983 34.471859499812126 2.3406184259802085 2.8823218806646755 7.6140566151589146 24.087282476481054 17.394401955418289 15.42836213391274 4.0100036934018197 4.9855245295912018 10.799283489584921 3.6299699079245329 5.9559197947382927 2.3724753442220381 1.2952771857380856 13.084317117929457 6.4841573312878635 9.7281379625201208 43.5262719579041 5.344460943713786 5.6912761814892274 3.3363894857466221 5.5496974140405655 19.474224975332621 23.466166090220213 27.227359276264906 6.4166131950914851 4.2847669757902613
leaf_count=1089 74 54 197 168 55 115 236 303 266 182 19 52 61 32 29 237 5 48 24 84 218 31 33 26 16 93 115 102 37 33
internal_value=0.000400849 -0.00139239 0.000256601 0.000569678 -0.000137706 0.0013855 -0.00204123 0.000248962 -0.000422472 0.000858793 0.000971402 -0.000315319 0.000544209 -0.00168366 -0.000392403 0.000366554 -0.00306709 0.00112862 0.000987644 -0.00116028 0.00120888 8.10262e-05 -0.00111402 -0.00288747 0.00025553 0.00150814 0.00108206 0.000579682 0.00155629 -0.000803242
internal_weight=355.387 30.5799 15.4083 324.807 94.2366 12.0474 15.9106 78.326 43.8542 230.571 215.143 23.4248 18.4393 7.63997 8.29654 26.4598 15.1717 191.718 173.614 16.2123 157.402 33.0061 19.9218 8.68085 11.241 124.395 80.8691 57.403 33.644 23.759
internal_count=4034 1460 366 2574 1294 169 320 974 806 1280 1098 164 112 51 84 540 1094 934 860 108 752 154 106 57 49 598 380 265 139 126
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=8 20 4 22 10 3 15 3 5 16 16 19 13 3 20 22 21 8 23 23 5 23 15 4 23 6 21 23 15 4
split_gain=7.36042 7.57118 5.84445 4.24466 4.12464 5.66137 4.09739 3.67513 3.72989 3.40482 3.39114 5.98163 3.32752 3.29267 6.99299 4.31853 4.54649 3.30216 2.94839 3.958 3.50319 5.72423 3.29682 3.05396 4.04647 5.67111 3.48687 3.45656 3.04595 2.94066
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 70.206395618550019 83.538459487450012 29.037712645600003 81.105404879350019 14.050239455300002 21.094950670800003 19.199955102150003 13.751109481500002 108.17011287860002 93.499196860750018 41.942745071500006 -0.116995 15.803805445550003 8.9430209551500024 0.084360000000000018 0.085820000000000021 19.925387549600003 0.13041500000000003 30.501457990950005 243.64513104925001 0.092835000000000015 16.100376182700003 5.3480431922500005 0.11660000000000002 43.890399822900008 342.39448800975009
decision_type=2 2 2 2 2 2 2 2 2 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 -3 10 7 12 8 29 -1 -2 -12 -7 17 -15 -16 -17 18 28 -20 21 22 -21 -22 25 -25 -27 -26 -13 -6
right_child=4 2 -4 -5 5 6 -8 -9 -10 -11 11 13 -14 14 15 16 -18 -19 19 20 23 -23 -24 24 27 26 -28 -29 -30 -31
leaf_value=-0.004253990695745934 0.0025401929321717458 0.0032030544835678423 -0.0045040008139601833 -0.0026345277353009779 0.00094687117470774269 -0.0046008725668488367 -0.004607074236773586 0.0013039346207678647 -0.0020815276144256763 0.0025725721678374626 -0.0037860482027517509 0.0027698486603473789 0.0012308261155039603 0.00091537416302769914 0.0021074758578666177 -0.0040417648973695534 0.0020633435540455946 -0.0014732712036786611 -0.0029212374468703031 0.00021910022699057509 0.0024662157333218472 0.0028434790338492566 -0.0047249432080252807 0.0024697520343268161 0.0025261612900870866 -0.0054273284706087372 -0.00038250243462032438 -0.0013415891433269092 -0.00065845270866090265 -0.0036371156144546757
leaf_weight=12.928590741008522 18.8648023866117 8.7612801799550635 2.9834510940127066 2.6485164808109394 21.947117694653574 2.2126366412267071 7.1360588576644659 34.138822669163346 15.139745828695593 1.3141587376594532 4.6400595977902404 32.574246063828468 5.7464053109288216 47.969214793294668 3.2970118168741491 11.923619711771606 2.3909780848771325 7.0140254497528067 4.0715002566575995 3.8556262999773008 31.236499447375536 4.8457882702350608 5.1349901687353849 5.0178583376109591 19.249611942097548 4.4597608242183906 4.4881836622953415 4.6922181919217101 4.8630679920315734 2.5504616205580524
leaf_count=1089 109 54 197 115 445 55 236 185 249 5 34 181 29 220 21 192 13 41 32 24 131 16 44 20 78 43 23 23 35 95
internal_value=0.000424441 -0.00153546 0.000531346 0.001848 0.000605801 -0.000129151 -0.00238379 0.000332164 -0.000504803 -0.00362411 0.0009019 0.000748691 -0.000390403 0.000855454 0.000115874 -0.00206175 -0.00302202 0.00122428 0.00137627 0.000968471 0.00115932 -0.000696631 -0.00260469 0.00153072 0.00075985 -0.000968685 -0.0028969 0.00176814 0.00232452 0.000469629
internal_weight=338.096 28.636 14.3932 11.4098 309.46 88.8712 15.0951 73.7761 39.6373 14.2427 220.589 201.724 7.95904 197.084 65.5808 17.6116 14.3146 131.503 124.489 87.052 82.9805 13.8364 8.99062 69.1441 37.9076 13.9658 8.94794 23.9418 37.4373 24.4976
internal_count=4034 1460 366 169 2574 1294 320 974 789 1094 1280 1171 84 1137 446 226 205 691 650 434 402 84 68 318 187 86 66 101 216 540
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=6 22 17 15 2 2 22 8 20 6 20 20 16 6 7 15 21 7 8 15 23 22 15 19 22 22 16 9 23 23
split_gain=2.23004 1.68894 1.28205 3.46372 1.56627 2.63807 1.85474 4.42171 3.05911 4.4726 2.70334 3.73923 3.36487 6.51684 5.73318 3.25508 3.09409 2.69152 2.68965 2.61537 3.33336 2.49306 2.2448 3.2589 2.2024 5.22489 2.82985 3.1501 2.8278 2.78363
threshold=6.9501623894500009 -0.167075 168.59667799010003 26.912781836550003 41.467794892200004 60.327272492300004 -0.06483499999999999 8.9430209551500024 42.094663496250007 16.415383542800004 39.792680591700012 35.419594101850009 22.664946999500003 15.785368822600002 23.203497038450006 18.946678378300003 3.5208369948500002 24.054467534550003 9.6424751081000029 36.124429763000009 0.094375000000000028 -0.122095 43.890399822900008 14.351157895250003 -0.053159999999999992 -0.041369999999999997 22.654947022900004 201.97224908750002 0.075810000000000016 -0.046510000000000003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 10 8 24 -10 11 19 13 14 -13 -16 21 -17 -9 20 -7 -15 -12 -24 -8 -26 27 29 -29 -27
right_child=2 -3 4 -5 5 6 7 18 9 -11 22 12 -14 16 15 17 -18 -19 -20 -21 -22 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=0.0034636376171862213 -0.013697519242002987 -0.02054039081248835 0.0146096705631935 0.0094563814020068408 -0.00923234271713258 -0.026842400514485304 0.013233862043229939 -0.023504753984393487 0.0016895725703700651 -0.025210818377334677 0.0028618760388691789 -0.048944076287225448 -0.025316992032802507 -0.028486715090495537 0.012906285690504334 0.0057281329102998229 0.019173286292208071 -0.016497106525847183 0.0036901632273987788 0.017091007488498195 0.0080940903848550124 0.0080133306850482047 -0.021999222274995726 -7.9675870505780278e-05 -0.014590894477980908 0.01069942695292361 0.014939254768962887 -0.012894869182326015 0.012038257473922283 -0.0045682978331985681
leaf_weight=1.6815972134936599 6.717440002365036 3.0962984269717699 3.3289471436291924 3.7390268109738827 8.5463066790252906 1.5334618950728307 14.356450906954704 3.4358168705366543 14.575400870759042 2.7279410446062675 95.203717759926803 1.4234064684715217 3.5257441215217105 1.1294257431291046 2.2543848492205134 2.5120427608489981 4.7388815004378557 10.464740900322793 2.2294197231531143 4.4509932100772858 3.0049551040865481 1.8116817376576353 3.3600393477827302 10.10669468808919 4.7445333153009406 5.9853485738858536 11.642400018870829 1.8608758982736642 18.539772137766704 17.191082675242804
leaf_count=126 501 657 19 60 88 91 73 44 135 67 1062 16 25 39 51 13 24 201 19 22 33 16 50 121 31 41 68 27 161 153
internal_value=0.000963649 -0.0120921 0.00119892 -0.00541814 0.00147059 0.00129658 0.00166717 0.00372818 0.00475032 -0.00255138 0.000289257 -0.00422378 -0.00771268 -0.00516205 -0.0119379 -0.00847951 0.00953177 -0.0121947 -0.0128028 0.00658915 -0.00371042 -0.00600319 0.00181961 -0.00554875 0.00645031 0.0048262 0.00649455 0.00423839 0.00976394 -0.000625385
internal_weight=269.919 4.7779 265.141 10.4565 254.684 251.356 242.809 97.289 91.6238 17.3033 145.52 36.8497 27.8603 24.3346 16.6546 15.2312 7.67999 12.9768 5.66524 8.98941 4.53842 2.94111 108.67 13.4667 74.3205 59.964 55.2195 43.5771 20.4006 23.1764
internal_count=4034 783 3251 561 2690 2671 2583 819 756 202 1764 531 385 360 281 265 79 214 63 146 124 55 1233 171 554 481 450 382 188 194
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=3 17 0 6 6 22 5 19 12 10 20 3 21 3 6 5 7 18 4 22 18 22 23 3 22 9 20 6 9 23
split_gain=2.09495 1.26393 2.40973 1.18053 3.92968 2.93182 2.8857 2.3166 3.01302 2.39595 2.34939 2.2953 1.8675 2.96112 2.6698 2.40331 3.03365 4.36984 3.32391 5.2316 3.82374 2.94097 2.32072 2.17376 2.00014 1.96559 1.83631 2.53248 3.15226 1.83588
threshold=71.961958777700019 241.79519611995002 103.33357670195001 13.65531905435 13.78532209185 -0.50001499999999999 24.279163357700003 11.850956171350001 212.86469446750002 72.378669787950017 43.426640904350009 77.69375151185001 2.7968392888000007 81.715684874950014 18.145423964950002 29.996566321350006 23.203497038450006 13.455547561900003 273.85977434290004 -0.071864999999999998 14.053554955550002 -0.11572 0.10546000000000001 103.48681881535002 0.0023400000000000005 206.54353961905005 37.828051409500013 15.785368822600002 194.04304600165003 -0.11012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 7 -5 6 -6 10 9 -9 -2 -11 15 -14 26 16 17 22 20 21 -18 -20 23 29 -21 -26 27 28 -15 -7
right_child=1 -3 -4 4 5 12 -8 8 -10 11 -12 -13 13 14 -16 -17 18 -19 19 24 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.024759228665767068 0.0089669102842993183 0.017538030494411036 -0.025350778036174769 0.01772186625624509 -0.021128387273910323 0.025592783227662032 0.0080358519877285119 0.0064091447730841326 -0.025660226663142695 0.009237351799364267 -0.021537431073353843 -0.01869965725462075 -0.030942174750994457 0.020624477698949213 -0.023431866858412032 0.024209761675609585 0.023769905390496754 -0.035331495886021004 0.0095909169329428945 0.021344784517459216 0.0053261056965004912 -0.03158855777265375 -0.024732234641497576 -0.025810371907652768 0.017674186564641953 -0.028581816107953725 0.00047167782226445779 0.025438327954567741 -0.018217754274027071 0.0024687120531737996
leaf_weight=1.8331841030158091 11.780676210997624 2.7966777756810179 2.0128930914215735 8.9799767564982158 6.4002759805880469 2.4057666710577914 2.9123342311941087 8.1796865372452938 4.3978151655755928 2.319743753410874 1.7051256296690542 6.8829219520557672 1.7599958311766375 2.3095098909689096 2.6398947590496382 3.7605085661634794 11.128800623118879 2.2437328428495666 1.3919012972619382 4.3672434249892813 16.409452097956091 3.862281545996666 1.9183227438479651 1.3707987477537233 1.0101305544376376 1.1693827998824415 127.31878378149122 4.257927667349577 2.6435267990455031 12.814898322802044
leaf_count=643 119 26 278 42 128 19 27 76 177 27 162 193 29 19 131 42 94 30 8 31 102 79 20 172 6 38 1147 38 25 106
internal_value=0.00111612 0.00129637 0.00112191 0.00132817 0.00198101 0.00132077 -0.0120078 -0.00280134 -0.00769986 -0.0031558 0.00510998 -0.0116575 0.0019269 0.000365612 0.000761543 0.0053728 0.00419401 -0.00331959 0.00815784 -0.00262744 0.0127796 -0.0206796 0.000560856 0.00348527 0.0118605 -0.00714373 0.00122934 0.0117021 -0.000106336 0.00612369
internal_weight=264.984 263.151 260.354 258.341 223.075 214.095 9.31261 35.266 21.7802 17.3824 13.4858 9.20267 204.783 140.93 139.17 63.8532 60.0927 20.7535 39.3392 11.8009 27.5383 5.25418 18.5098 16.5915 6.54676 2.17951 136.53 9.21096 4.95304 15.2207
internal_count=4034 3391 3365 3087 2333 2291 155 754 473 296 281 220 2136 1389 1360 747 705 347 358 162 196 87 317 297 75 44 1229 82 44 125
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=13 9 9 0 5 20 23 4 16 3 22 6 13 0 23 10 16 20 8 16 10 6 23 15 20 15 19 15 6 8
split_gain=1.89105 1.10526 3.08682 2.68564 4.51758 2.49833 3.45354 2.80955 2.13641 3.21997 2.13831 2.092 1.90191 1.61125 2.9077 1.59457 3.70016 2.7893 2.84515 2.88318 2.84414 2.52294 2.97566 2.90234 3.62465 2.85257 3.60363 2.643 2.51902 2.50913
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 47.709122305950011 0.091645000000000018 375.65892766775005 22.664946999500003 94.972471916200007 -0.054619999999999995 16.525386113000007 120.87576600310001 90.767723400200012 0.087905000000000025 64.407391431150018 21.094950670800003 38.625745710700009 8.8430989333000021 22.454947490600002 62.837331883000012 16.235379337050002 0.12535000000000004 28.626568391100005 39.337369931850013 26.809453849000004 12.851036860900001 23.908355817750003 16.315381206250006 8.7431769115000026
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 12 13 -4 10 -10 -8 -2 -7 -15 17 21 -5 19 -19 29 22 23 25 -25 26 -17 -28 -23 -21
right_child=1 2 3 15 -6 7 11 -9 9 -11 -12 -13 -14 14 -16 16 -18 18 -20 20 -22 28 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.022722523642415369 -0.023373290330294332 0.010160294886075819 -0.027455014090732859 0.021966829090794136 0.016291356742071043 0.020394771785384395 -0.0144097304431534 -0.024695876134208001 -0.011162522925597888 -0.022364967610998352 0.018662306196628422 0.014255985955136387 0.01959518558931601 -0.019191170156247172 0.018720873611965807 0.003902735230217893 -0.023110865248701189 0.023206464541229536 -0.014525297305654192 0.00049284215425001636 0.019249516218586983 0.025017426790177318 -0.024116191883053976 0.00086291379178110822 -0.013567167473550209 0.012538435998175982 -0.026290285421193337 -0.0025376397344165926 0.0021795824492606571 0.015910594395717664
leaf_weight=1.7050679019885127 6.8940645175753179 19.499239104799926 4.0529288738034692 4.0855471789836875 3.1364233475178471 3.9906601309776288 2.0805759873474017 1.374292894033714 2.3118829531595111 4.1559744658879936 2.5966327674686891 3.431380768539384 0.56720151472836722 2.0033950915094465 2.1165676116943359 35.176967182895169 3.5007962584495536 3.7390591800212851 4.5201506912708274 65.38753133546561 5.066380336880683 4.0152353644371015 2.6786511493846765 21.907490300480276 14.865242671454324 12.779758479446171 3.777464956045149 6.4577465895563364 6.3321994189172983 5.8507383055984965
leaf_count=797 696 126 132 28 18 19 46 90 29 71 12 27 12 63 13 413 25 61 31 387 45 16 57 180 303 82 96 88 47 24
internal_value=0.000953412 0.00110967 0.00156487 0.000790346 -0.00802716 -0.0036717 -0.0101043 0.00512664 -0.0138418 -0.00775504 0.00461498 0.00343565 -0.0201068 0.0101799 0.000285561 0.00150643 -0.000288823 0.00376427 0.00288485 0.00386801 0.0029204 0.000451012 -0.000671293 -9.98745e-06 -0.00497039 0.0031246 0.000475386 -0.0113039 0.0110416 0.00175909
internal_weight=260.057 258.352 235.894 216.395 16.2538 22.4581 12.9732 9.48492 13.1174 9.06449 4.90852 5.51196 7.46127 8.11062 4.11996 200.141 111.492 88.6494 84.5639 80.0437 76.3046 107.991 97.6433 94.9647 36.7727 58.1919 45.4122 10.2352 10.3474 71.2383
internal_count=4034 3237 2271 2145 262 966 781 185 244 112 41 73 708 95 76 1883 1307 576 548 517 456 1282 1219 1162 483 679 597 184 63 411
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=13 9 9 22 20 23 22 4 0 5 16 3 0 7 22 6 8 2 8 23 16 0 21 12 5 15 23 12 19 17
split_gain=1.69839 0.936986 2.57194 2.30984 2.48292 2.40587 2.62749 2.29842 2.2916 3.8783 1.99908 2.78117 1.92139 2.59718 1.80833 1.57402 2.32439 2.68367 3.5299 2.38009 2.37369 2.36059 2.04947 1.90385 3.41308 3.88242 2.92075 2.85372 2.82516 2.40559
threshold=92.38617519475001 181.33671263215004 186.68586460755003 -0.59260499999999994 47.927946529500012 0.13377000000000003 0.11704500000000002 375.65892766775005 85.732241321850012 29.996566321350006 22.664946999500003 94.972471916200007 90.767723400200012 21.844899366700002 -0.054619999999999995 18.080422446150003 8.8430989333000021 60.327272492300004 8.7431769115000026 0.085335000000000022 22.714946882600003 87.48511602295001 16.172025809700003 149.09269374785001 19.925387549600003 31.504255087500002 0.094725000000000018 153.50554934640004 14.151141757350002 201.96256717700001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 -5 12 9 10 -4 14 -6 -14 -12 16 17 19 20 -10 22 -18 23 24 25 29 28 -25 -27 -19
right_child=1 2 8 4 7 -7 -8 -9 15 -11 11 -13 13 -15 -16 -17 21 18 -20 -21 -22 -23 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.023173231944580111 0.021334271100536678 0.009575305504249839 -0.027592123585087301 -0.02258821564369649 0.020139852142223628 0.016526834784834223 0.0075771083840833189 -0.025001664638404128 -0.0037462175622431991 0.015710633915385533 -0.010333040296993121 -0.021757598774175685 -0.032066548558642244 0.011064603367180665 0.018035367318426362 0.016360182338567016 -0.025352354261078531 0.0066187048794836712 0.015693397644533903 -0.03463062222152543 0.023331185145757893 -1.119170079833702e-05 -0.016947079763630669 -0.024003819245080743 0.013023342433366765 -0.0151554764803672 -0.039400328520005024 3.8471095332717108e-05 0.024662483938527654 -0.0076518219786064715
leaf_weight=1.5437900985125441 1.8032479472458387 19.029113162308931 3.7209988357499233 8.0025052875280398 3.7255054339766485 1.2964702323079098 1.8915917635895301 1.2529958614613859 4.309964013285934 2.9947367236018172 2.2947855275124311 3.9353377050720155 1.1402584044262769 2.105921218637377 2.4743214771151525 3.6622449457645407 3.4601793028414241 33.51287272782065 9.6659710332751256 1.9071295540779827 2.5736384838819495 4.455805498175323 3.2847844129428259 2.6897248416207722 17.881375573575497 3.9812321104109278 1.8460128447040913 95.235697958618402 1.2376494258642194 7.6961748804897061
leaf_count=797 25 126 132 660 19 5 97 90 29 18 29 71 25 45 12 18 29 345 45 40 12 38 38 32 138 92 24 902 7 94
internal_value=0.000896986 0.00104382 0.00146754 -0.00358606 -0.00590061 -0.0129576 -0.0168211 0.0037012 0.000742594 -0.0078035 -0.0134708 -0.00743417 0.00885986 -0.00408572 0.00438514 0.00141018 0.00112758 0.00164797 0.00216264 -0.0132202 0.00139302 -0.0110881 0.00105567 0.00141607 0.00443275 0.00125067 -0.0145151 -0.0006219 -0.00571271 0.00395355
internal_weight=254.612 253.068 231.85 21.2185 19.4152 11.1906 9.8941 8.22468 212.821 15.4202 12.4254 8.70444 6.97169 3.24618 4.76911 197.4 193.738 185.822 179.605 6.21709 169.939 7.91598 167.366 164.081 66.1553 48.2739 7.06489 97.9254 5.21888 41.209
internal_count=4034 3237 2271 966 941 762 757 179 2145 262 244 112 89 70 41 1883 1865 1798 1729 69 1684 67 1672 1634 700 562 123 934 99 439
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=6 16 16 16 15 23 7 16 19 21 21 2 7 7 15 2 20 16 22 7 8 20 8 18 10 10 23 7 6 18
split_gain=1.55218 1.10707 1.80187 1.82408 0.907795 1.96915 2.28988 1.66001 0.955283 1.11575 2.61245 1.04348 1.98338 3.31525 2.57736 1.52982 1.80376 2.60205 2.29594 1.47147 1.49057 2.61533 1.17701 1.77497 1.37837 4.50133 3.32351 2.47956 2.35395 2.83338
threshold=5.1651206822000004 12.644970430600003 9.719977270450002 9.2849782877000013 46.074827201850006 0.090390000000000012 23.203497038450006 23.044946110900003 14.651182102100002 1.0020322129000003 8.0341677368500015 41.467794892200004 22.105125139000005 20.861906850000004 38.884669609800007 319.18044405035005 47.927946529500012 21.094950670800003 -0.5775499999999999 22.181995028450004 8.9430209551500024 38.748048509250005 8.7431769115000026 13.754580103150001 61.977025281250008 61.901748453550006 0.11148000000000002 22.721067571950005 16.375382608200002 13.091807150500001
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 -6 11 -10 -11 -3 13 15 -15 16 17 18 -13 -14 22 -22 24 -24 25 -21 -27 28 29 -26
right_child=1 4 -4 -5 5 6 -8 -9 9 10 -12 12 19 14 -16 -17 -18 -19 -20 20 21 -23 23 -25 27 26 -28 -29 -30 -31
leaf_value=-0.025556283783351563 -0.027168677230133973 0.01414567366755725 -0.020059977305727037 0.02605607103718878 -0.027322451060087145 -0.021371019967399926 0.011450698817426464 0.010758670974615161 0.022149794708946319 -0.011952807746125959 0.021226122035345459 0.023686677070198121 0.020919215512666019 -0.031716129946798607 -0.0021313981430700333 -0.027436107475790179 0.018671877820715718 0.021025861215437539 -0.025882147384697414 0.012962523635353173 0.012524052107609358 -0.023099469915033737 -0.0005844173879956257 0.018489375965009817 -0.020658713318182805 -0.024752772282215042 0.0057834793602310865 0.0010511343928395105 0.017494899512581933 0.015501792141284837
leaf_weight=1.411022325628436 0.59229178098030288 3.9909262862056485 3.8004805496893823 1.355175405507907 3.3915882850997132 1.8587294220924375 5.0771243274211884 0.93462725728750218 3.0532548129558545 3.2785753994248807 2.8304329738020897 0.74906653538346279 2.5487576765008262 4.5377905284985891 3.2240615636110306 0.99530709628015834 3.9198665828444064 1.8203693404793737 2.9681043592281644 5.4985982961952713 1.9994451892562199 3.8771407050080597 5.9335206318646652 6.5928567554801702 2.7562687546014812 7.3179816147312504 3.3148758485913277 145.6695286615286 11.891519763506947 2.7919939663261175
leaf_count=659 174 26 373 19 97 48 30 7 18 36 13 11 16 148 16 41 26 8 433 30 21 45 39 34 24 64 13 1477 70 18
internal_value=0.000904151 0.00105435 -0.00991985 0.00986859 0.00131413 -0.00570033 0.00265485 -0.0190955 0.00165528 0.00966136 0.00341969 0.00132545 0.00109119 -0.00690174 -0.0194274 0.00239945 0.00553937 -0.00375676 -0.0158933 0.00181843 0.00157211 -0.0109789 0.00195673 0.00945446 0.00143274 -0.00562213 -0.0152329 0.00213047 0.0111458 -0.00246204
internal_weight=249.981 248.57 5.74795 1.94747 242.822 11.2621 6.93585 4.32622 231.56 9.16226 6.10901 222.398 218.407 18.2146 7.76185 10.4527 9.45741 5.53754 3.71717 200.192 197.644 5.87659 191.767 12.5264 179.241 16.1315 10.6329 163.109 17.4398 5.54826
internal_count=4034 3375 566 193 2809 182 78 104 2627 67 49 2560 2534 683 164 519 478 452 444 1851 1835 66 1769 73 1696 107 77 1589 112 42
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=16 4 17 17 0 18 22 22 15 5 3 22 16 10 10 5 19 8 22 23 20 12 18 7 21 23 0 17 20 8
split_gain=5.46092 3.23594 3.32207 4.85451 3.81441 4.59699 2.936 3.0993 2.83126 2.66835 2.60709 3.48499 3.35956 2.36519 4.3071 2.3363 5.17295 3.22197 3.1779 2.93177 2.30155 2.23809 2.36883 4.03314 2.67177 4.75551 2.1915 2.42899 5.38898 3.26878
threshold=18.594956516900002 393.99831167250005 236.15709471040003 214.03087950770001 103.33357670195001 15.912798531700002 -0.58559499999999998 -0.23783499999999999 46.074827201850006 24.367802910700004 92.913112988300014 -0.10290999999999999 22.564947233300003 60.613977009100005 58.167480110400007 16.424511567200003 13.051052998800001 7.7439566930000003 -0.016334999999999999 0.087905000000000025 49.835088602800006 335.9827356823501 13.843998451900001 23.822419043000004 8.8898213993500015 0.096885000000000013 92.313586825200005 188.10488866565001 39.664548207900005 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 20 13 -10 -11 -12 -13 14 -2 17 18 19 -17 -9 -8 22 26 -24 -25 -26 27 28 -15 -29
right_child=8 -3 -4 -5 -6 -7 7 15 9 10 11 12 -14 21 -16 16 -18 -19 -20 -21 -22 -23 23 24 25 -27 -28 29 -30 -31
leaf_value=0.002140636383776766 0.00071337587768847488 -0.0047626054338425778 0.0028925988604024473 -0.0051161462832145874 -0.0046512198961889554 0.0017015659576759701 -0.0052929843672927922 -0.0036905334970710356 -0.00566327191329826 0.0042427979123648265 0.0027369390305958573 0.0032063253876775826 -0.0046446333463610557 0.0024613566874760358 -0.005045000802610374 0.0013211718449539695 -0.0047548893369993529 -0.0053709724444806909 -0.0047830852040385017 0.002103023477528007 0.0051049781786587176 0.0034907897251954174 -0.0022229134057943469 0.0011461240803365995 -0.0060749402605297636 0.0014337142272091473 0.004679096216172106 0.0019023724924103938 -0.0011917292081386811 -0.0015490868897103563
leaf_weight=5.9669369920156887 9.314419277943669 3.386151294456794 6.0033175079151979 4.3938763595651826 3.78493743459694 20.989966842113063 4.874990561977028 3.1993165186140669 2.1708923056721678 2.0956132113933554 3.0161405801773054 1.3656831076368687 5.3352675004862249 13.265977542847393 3.5900672376155844 20.480585900135338 3.9100453513674429 4.5146895628422499 1.8555553231854052 3.8266839263960719 0.4651996437460183 7.4248796813189974 10.507851267233489 50.12591776996851 2.975096993148326 3.8735453095287085 3.8499263152480117 78.241079674102366 20.512742455117404 5.8859150670468798
leaf_count=34 141 383 90 141 531 147 219 167 40 6 20 6 110 61 85 267 220 88 140 33 2 62 87 299 40 30 15 410 122 38
internal_value=0.000463424 -0.000481473 -0.000309439 -0.000555059 -0.000283756 -4.78876e-05 -0.00079586 -0.00120215 0.000833908 -0.00111199 -0.000275575 -0.00125002 -0.00304457 0.000963751 -0.000888622 -0.000752023 -1.55733e-05 -0.00242688 0.000814066 -0.000535095 -0.00438719 0.0010853 0.000990917 0.000319676 0.000788607 -0.0018281 0.00136295 0.00125467 0.000242954 0.00166089
internal_weight=311.203 87.6523 84.2661 78.2628 73.8689 70.084 49.094 43.1271 223.551 13.9836 11.8127 9.71709 6.70095 209.567 12.9045 37.7869 26.2462 11.5407 22.3361 7.026 5.34019 196.663 189.238 67.4824 56.9746 6.84864 121.756 117.906 33.7787 84.127
internal_count=4034 2462 2079 1989 1848 1317 1170 1136 1572 182 142 136 116 1390 226 915 627 288 407 200 221 1164 1102 456 369 70 646 631 183 448
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=3 18 3 9 9 9 22 4 6 22 22 22 15 21 7 22 16 9 22 21 3 12 15 2 17 8 15 20 20 20
split_gain=1.52975 1.25804 1.86004 0.993913 1.59377 1.82015 1.59399 1.30648 1.27788 3.04103 3.82427 1.89215 3.27408 3.44907 3.16152 3.27665 2.50732 2.80427 2.40793 4.01491 3.24935 3.71495 3.67809 2.70661 2.19621 2.07749 3.18725 2.55168 2.38784 1.92888
threshold=71.961958777700019 18.273715221050001 76.825379535700009 223.29399794390005 219.59809404590001 216.0493559571 -0.099639999999999992 267.17106116560007 17.755414852450006 -0.075639999999999999 -0.30094499999999996 -0.06483499999999999 42.493282152450007 7.1067965614000004 24.312940751750002 -0.58559499999999998 22.744946812400002 199.68228938305 -0.054619999999999995 3.3069203559500004 93.819123378250012 160.88117028045005 40.309074029200012 114.12323913765002 192.28474763930004 8.1436447804000007 37.050691080100002 38.804080188450008 43.426640904350009 37.311503175250003
decision_type=2 2 2 2 2 2 2 2 2 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 8 -7 -6 11 10 -10 12 14 -14 -4 -16 17 18 23 -20 21 29 -23 -13 -15 27 28 -17 -27 -21
right_child=1 -3 3 -5 7 6 -8 -9 9 -11 -12 16 13 24 15 25 -18 -19 19 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.019794226592392283 -0.013304153450181731 0.015437121732253254 0.0026506777449727971 0.0075383630300248621 -0.0035051160563368544 0.020327570592843573 0.0033182667128723374 -0.024114797889046968 -0.024333077916643266 -0.024734381418851502 0.011977337147440302 -0.0056385436555845461 -0.018727032318495505 -0.015553369753932737 0.0080012066276806803 -0.022879869481690154 0.018396539413923423 0.0063446174472786129 0.0051061997945646767 0.00070783376722337711 0.012768530705651527 0.0036746564153160334 -0.017705654834995241 0.017521687760579163 0.005878481598743531 -0.022785204636684105 0.003479173449913683 0.001729106634296743 0.0038082967427176717 -0.02584325822320516
leaf_weight=1.371289467671885 3.5465369670419014 2.211982919718138 76.997440198087133 8.2452897336333972 3.9390675565227857 3.2713189176283777 5.7699408610351366 1.6552632513921706 1.5609149206429718 2.5271535147912791 3.7149914322653785 3.0814270451664907 7.3403694508597246 2.5911636217497271 6.2279139831662205 1.8838892711792166 3.8597261384129515 36.769845205359161 14.407107981620355 1.2420594245195449 2.5436854059807947 8.1991039480781165 4.8539094952866426 5.0382722711656243 6.0236134100705385 8.3152006859891099 3.2753945291042319 10.469113328843376 1.5120559977367509 6.2738091349601746
leaf_count=643 297 46 1049 79 38 19 61 37 36 139 55 20 120 44 45 58 19 302 118 11 70 97 36 36 38 150 24 175 63 109
internal_value=0.00070899 0.00082266 0.000690786 0.000896232 0.00066153 0.000913667 0.00947259 -0.00960316 0.000559846 -0.00717587 0.00123464 0.000846052 -0.000687916 -0.0089222 0.000520935 -0.00465477 0.00306224 0.00234404 -0.000879072 -0.0029591 -0.00798657 -0.0105533 -0.00427585 0.00873238 -0.000567818 -0.00775114 -0.0131507 -0.00202387 -0.0186934 -0.0214555
internal_weight=248.719 247.348 245.136 241.589 233.344 227.749 9.04126 5.59433 218.708 7.80306 5.27591 210.905 124.636 15.9551 108.681 31.6836 86.2689 82.4092 45.6394 37.5197 23.1126 20.5689 13.053 8.1197 8.61478 25.4557 13.1027 12.353 9.82726 7.51587
internal_count=4034 3391 3345 3048 2969 2894 80 75 2814 230 91 2584 1766 202 1564 515 818 799 497 441 323 253 133 56 82 470 237 233 213 120
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=6 16 23 13 18 3 15 10 0 23 7 6 23 6 22 20 15 20 23 20 15 23 9 16 4 16 4 13 13 15
split_gain=1.37724 1.04284 1.6275 1.19516 0.783378 1.22469 1.03036 2.08581 1.49563 1.54354 1.53531 2.33378 1.34514 1.23676 1.02511 0.956477 1.74524 1.42462 1.93233 1.06958 1.04451 1.80593 1.16156 2.73573 1.13307 2.4391 2.10127 3.47466 2.61844 2.45026
threshold=5.1651206822000004 12.644970430600003 0.093580000000000024 95.986020631400024 18.273715221050001 76.825379535700009 19.763739472850002 76.599549052750021 98.142164052000012 0.080770000000000022 25.934372643900002 11.630271739450002 0.11278000000000003 11.175261108200003 -0.0068649999999999996 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 34.654301448200009 46.683480308100009 0.090390000000000012 206.57490536735003 22.584947186600004 372.47712237630009 20.664951676350004 309.28270023145006 116.35915634395 117.58509325145 38.884669609800007
decision_type=2 2 2 2 2 2 2 2 2 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 14 7 -7 15 -10 11 -11 13 -12 -3 16 17 18 -8 -19 24 -22 23 -23 26 -26 -17 -28 29 -29
right_child=1 4 3 -5 -6 6 8 -9 9 10 12 -13 -14 -15 -16 20 -18 19 -20 -21 21 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.021268938142244016 -0.018983995129764966 -0.022956110388340813 -0.022887458555306751 0.012009148626910209 0.013368001256754115 -0.011887531122259678 0.0062452439518921694 0.012962568374566797 -0.021605967955888327 0.0038074801887980742 0.0085038393864579516 -0.023912563422416985 0.018051560623487728 -0.012955713955368743 0.0018478083589606724 0.0014565204597555641 0.017698517464406791 0.017842861919704859 -0.035366386775821719 -0.002224823815926447 -0.019830525024419378 0.01261998586116625 0.01524191129792607 -0.024998482813427533 -0.0076663115463486515 0.01561194826213911 -0.031970736750121943 -0.01113921986712354 -0.017178967777252217 0.016043018093962282
leaf_weight=1.2607393685029809 2.9275744553888208 1.7407553580123933 0.56227276253048364 1.9390959525480864 2.2612531089689574 1.8794971135212089 0.99673639750107923 7.4318112675100565 2.293778369203209 2.5015177493914944 2.3718451093882322 2.9275182671844959 2.0709323538467288 2.3993457285687327 1.2872108053416003 168.50132684072014 4.338472917675972 2.1458668459672481 0.9858580706641078 2.6195161573123187 2.8992933784611505 1.7280304152518513 1.6968350317329166 1.7064172574318943 2.8995783629361522 6.4373063985258341 2.1493824683129779 2.3702449761331064 3.4200387096498162 3.8899643803015351
leaf_count=659 462 92 79 25 44 115 62 48 52 17 16 73 12 48 24 1646 25 25 25 20 68 7 9 49 85 67 74 32 50 24
internal_value=0.000700806 0.000814613 -0.00831822 0.00416488 0.00102298 0.000904542 0.00107785 0.00794655 0.000791495 -0.00573783 -0.00277169 -0.0111401 0.00386841 -0.00228778 -0.0124118 0.00124698 0.00727046 0.000565957 -0.0144464 0.00681172 0.000909202 -0.00653523 0.000976926 -0.00607088 0.0012244 0.00838286 0.000853762 -0.00773194 -0.00235001 0.00575126
internal_weight=244.64 243.379 5.42894 2.50137 237.95 235.689 232.661 9.31131 223.35 14.5649 12.2712 5.42904 6.84212 4.77119 3.02797 208.785 11.0865 6.74798 1.98259 4.76538 197.698 8.03058 5.13128 3.43445 189.668 9.33688 180.331 11.8296 9.68025 6.26021
internal_count=4034 3375 566 104 2809 2765 2649 163 2486 218 166 90 76 64 116 2268 157 132 87 45 2111 133 65 56 1978 152 1826 180 106 56
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=17 6 8 22 6 12 2 8 22 20 10 23 15 21 7 13 10 3 9 13 15 9 2 9 2 13 9 23 0 6
split_gain=1.40398 1.19938 0.874301 3.05743 2.28101 1.27632 2.35465 2.06538 2.08808 2.60132 2.8162 2.55313 2.39202 2.74723 4.02137 2.52358 2.98666 3.15726 2.64567 2.36091 2.75885 2.87061 3.44265 2.28008 2.25448 2.37408 2.00472 1.92593 1.84392 1.71095
threshold=159.58247398035004 5.1651206822000004 9.5425530862500008 0.022350000000000005 18.335428404350001 69.826413229550027 60.327272492300004 8.9430209551500024 -0.06483499999999999 41.50623664750001 62.095317438950012 0.08376500000000002 42.493282152450007 6.4178488307500006 22.977992916200005 117.99105042915001 69.999384342500022 83.538459487450012 216.0493559571 115.28646154990001 36.124429763000009 196.26893085885004 100.60547560250002 206.75106037490002 166.67665309880002 104.59984048135001 211.04147598835002 0.086030000000000009 87.009258933850006 16.705390318750002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -3 27 8 12 19 11 -11 15 29 -15 16 -8 23 -19 20 21 22 -10 -18 25 -25 -12 -7 -9 -14
right_child=1 2 3 -5 -6 6 7 28 9 10 26 -13 13 14 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.022198390580323607 -0.020257813898612934 0.011739075172841252 0.015223772341292787 -0.015984001968253801 -0.020396613948718303 -0.0039082018588539351 0.0035180685422996029 -0.027150350988757253 0.00065320333875456724 0.007075264245551373 0.0051427859031413928 -0.022948606414372574 -0.021030862681274611 -0.026881764811532122 0.0066324443724219339 -0.024605891238426238 0.0047790541860145671 -0.017323682077597897 0.014274386136671249 0.010289883231461936 -0.020070887412568964 0.0069907055460544203 -0.03080068798737871 -0.022624052041387135 0.0018209993376889335 0.0018484733372422378 -0.011594749773672188 -0.029116105812335747 -0.0023264782290585936 0.0028002875256693087
leaf_weight=1.0839750992017787 1.0953588486881916 4.2114916974678627 5.3271675850264719 1.6611431865021584 2.0692995609715572 3.6063604736700645 70.11609078629408 1.936553471488877 5.7054897211492053 1.5945854401215935 14.573812236543747 4.0292619364336133 6.1635068098548826 1.8013426675461213 7.2832919042557478 1.5741400469560165 16.930685019586239 8.4594422805821505 1.2234243811108161 26.789241996593773 2.0773097323253742 25.675128962146118 1.8615625246893612 4.6287584840320033 7.1535484325140715 2.4428107794374228 3.5993979334598398 1.8495376351056618 3.2038046331144869 1.51362993940711
leaf_count=262 613 30 52 30 77 30 764 28 49 44 147 58 113 38 53 73 322 282 20 166 44 210 91 115 177 19 44 43 30 10
internal_value=0.000607318 0.000710254 0.000806328 0.00780559 0.000595563 0.000784425 0.000580099 0.000902835 0.00120336 0.00363041 -0.00201571 -0.0144356 -0.000409264 -0.00748743 -1.29055e-05 0.000645065 0.00100331 -0.0033143 -0.0133313 0.00579373 0.00238348 0.00378666 -0.00708474 -0.000201135 -0.00612854 -0.0141702 0.00182774 -0.0124536 -0.0116785 -0.0163323
internal_weight=241.241 240.157 239.062 6.98831 232.074 230.004 225.793 220.337 215.196 85.9058 23.7971 5.62385 129.291 16.7618 9.08463 112.529 110.955 40.8387 9.68287 62.1087 35.3195 33.2422 7.56705 31.1558 14.2251 7.07157 18.1732 5.4559 5.14036 7.67714
internal_count=4034 3772 3159 82 3077 3000 2970 2897 2839 853 293 102 1986 214 91 1772 1699 935 302 560 394 350 140 633 311 134 191 73 58 123
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=16 20 4 18 10 22 3 5 20 17 8 18 6 6 21 2 23 0 6 8 3 21 23 23 22 21 22 20 21 15
split_gain=3.16464 2.63703 2.52313 2.65497 3.62244 2.57479 2.18814 2.65271 2.05892 1.91799 1.97465 1.91725 2.28301 2.87694 1.9581 1.74273 1.65638 1.59227 2.88142 3.04002 1.93567 2.23558 1.60941 2.68483 5.25407 4.34111 4.9339 4.60982 3.19157 2.52051
threshold=18.594956516900002 38.244973486750006 393.99831167250005 15.981927061500002 76.279622535200005 -0.59260499999999994 81.105404879350019 14.582249945350002 42.536568606950006 182.50770257345002 7.6440346712000009 14.797467221750003 13.955326063950002 13.65531905435 3.2025200283000004 90.745765132650021 0.11531000000000002 85.732241321850012 16.525386113000007 8.2435668022500028 93.921284787200008 3.4801976177500005 0.084360000000000018 0.093325000000000033 0.15607500000000005 5.1185473364500007 -0.093879999999999991 40.206947806850003 6.7825386038500008 38.992510055900006
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 -3 7 8 -6 10 -1 14 13 15 -7 -13 -11 18 19 20 -2 -22 -19 24 25 26 -24 -28 -27 -30
right_child=17 2 -4 4 6 11 -8 -9 -10 16 -12 12 -14 -15 -16 -17 -18 22 -20 -21 21 -23 23 -25 -26 28 27 -29 29 -31
leaf_value=-0.0059129224868461503 0.0049945448396535412 0.0034329344382693712 -0.0061698943151247765 -0.0075397467084327863 0.0031125570848367285 0.0025772413130939528 0.0058395575711852749 -0.0067257998409562111 -0.0015315427765467803 -0.0065442361185213023 0.0024689083669655019 -0.00065176617695522729 -0.0072862590617695589 0.0025239735421115519 -0.0014641556829263595 -0.0066075707089338111 0.00081215273689822214 0.001880950693520865 0.00072475007034891086 -0.0058589891012721393 0.0028600434661072687 -0.0080608487101070589 0.0010233584013721424 0.001404732989685414 -0.0079031574356262999 0.0039590055407400654 0.00066536612708050001 -0.0072216250065802118 -0.0016644247257229484 0.0025418476939229702
leaf_weight=1.3840121198445539 1.9039712827652673 4.1034251684322944 2.2417839723639181 1.367689805105331 12.158789940876895 5.7283899076283005 4.3641252976376554 1.2906605578027655 4.3400682206265619 5.4259701338596642 2.9465199718251824 2.9536970218177867 3.3039388703182331 3.4752384424209595 13.442180729005484 3.7181358011439443 1.2644484855700282 51.050724903121591 24.182104835752398 5.487445545848459 1.2241924442350867 1.2895703604444859 10.16949435696006 71.283880885690451 2.8833104018121949 11.297388713806869 3.7492929100990278 7.3507604980841279 11.400042414665224 8.2106133233755809
leaf_count=206 11 31 318 23 276 104 26 30 212 309 27 67 98 19 519 168 29 330 295 109 9 33 65 391 45 60 26 81 80 37
internal_value=0.000433847 -0.000600725 -0.000140314 8.40484e-05 0.00160236 -0.00088839 0.00216677 0.00126576 0.00189091 -0.00321123 -0.000209875 -0.00143196 -0.00310719 -0.00174647 -0.000256539 -0.00397087 -0.00515392 0.000793452 -0.000352308 -0.00298179 0.000592087 -0.00274242 0.00101362 0.00066316 -0.000296907 0.000123411 -0.00188921 -0.00455762 0.00150841 9.66626e-05
internal_weight=284.992 73.5091 62.4881 60.2463 23.5213 36.725 22.1536 17.7895 16.4989 11.021 4.33053 32.6216 13.451 10.1471 19.1706 6.67183 6.69042 211.483 34.0873 9.90518 4.41773 2.51376 177.396 126.345 55.0609 52.1776 21.2695 11.1001 30.908 19.6107
internal_count=4034 2462 1891 1573 567 1006 544 518 488 571 233 975 352 254 623 235 338 1572 457 162 53 42 1115 785 394 349 172 107 177 117
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=13 9 9 4 9 9 22 17 6 22 22 8 22 22 15 7 22 21 13 9 10 15 20 0 20 21 21 22 23 6
split_gain=1.21505 0.790257 1.51519 1.47353 1.21111 1.44886 1.11878 1.09228 1.01377 2.50514 3.14448 1.51385 1.89732 1.43115 2.40563 2.65266 2.46862 2.31316 2.23029 2.27402 2.40994 2.78098 3.19008 2.68643 2.55592 2.19664 3.17729 2.54311 1.91384 1.89377
threshold=92.38617519475001 233.77854820110002 223.29399794390005 273.85977434290004 219.59809404590001 216.0493559571 -0.099639999999999992 207.25292259465002 17.755414852450006 -0.075639999999999999 -0.30094499999999996 9.3427090425500019 -0.11347 -0.06483499999999999 42.493282152450007 24.312940751750002 -0.58559499999999998 7.1067965614000004 117.80016990185001 198.96357396150003 61.982402197500001 37.408632939650005 41.919251152600005 86.479632682150012 39.458743938000005 3.3335862513000003 4.2898547600500008 0.056690000000000011 -0.11789499999999999 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 8 -7 -6 13 10 -10 12 -12 14 15 -2 -17 28 19 20 23 25 -23 24 -15 -22 -27 -28 -16 -21
right_child=1 -3 3 -5 7 6 -8 -9 9 -11 11 -13 -14 18 17 16 -18 -19 -20 29 21 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.021433554853450158 0.0025011754166666478 -0.014555681819370805 -0.002414717236463703 0.016812439727270579 -0.01740574663714721 0.019425750992356799 0.0036318176486912811 0.0013971249669501177 -0.026072493261015794 -0.026055172645604342 -0.029536706419775259 0.022865183001725794 0.022299686550310775 0.0033912581767425293 0.0036758177938176696 0.0072708491058897694 -0.0078352625212029601 -0.0010482422229742706 0.021099328016130861 0.0015379217613455121 0.0029771264626362046 0.01617028749673392 -0.0098052150912160164 0.0047221276189312973 -0.031134534949575632 -0.04828775735884587 0.00064091654545947539 -0.022933019379591746 -0.023644764261081051 0.010836198097787998
leaf_weight=1.1258224549819704 75.849571744445711 1.5208392902277399 2.7990597006864837 5.1200403738766909 3.2004472494591019 3.1439173808321357 5.7800964943598938 2.4971665334887803 1.3784470614045856 2.2518197390018022 0.71349269442725927 2.1686579082161188 0.58218249678611778 1.3437542687170196 1.4809861630201329 6.1066156190354404 25.100565915927291 8.1477518896572274 2.9291853457689276 21.65793625661172 12.208310036920013 8.5947108138352615 2.8612509844824663 2.7477134540677071 3.5332346158102155 0.91266378341242571 6.6717478515347448 3.0173626892501488 5.4414288934785873 18.388804156798869
leaf_count=797 1018 32 30 61 53 28 68 36 36 139 39 11 5 17 7 61 552 82 17 229 124 45 38 15 53 24 73 104 113 127
internal_value=0.000650516 0.000754915 0.000853318 0.0100165 0.000536043 0.000783884 0.009196 -0.00916477 0.000433235 -0.00748683 0.00114717 0.0119778 -0.00624519 0.000704691 -0.000772266 0.000349757 -0.0048793 -0.00874299 0.0028301 0.00217699 -0.00129374 0.00111708 0.00968262 -0.0121282 -0.0216217 -0.00318482 -0.0102805 -0.00670043 -0.0177998 0.00580754
internal_weight=239.276 238.15 236.629 7.9191 228.71 223.012 8.92401 5.69761 214.088 7.0946 4.84278 3.46433 1.29568 206.994 122.127 107.057 31.2072 15.0702 84.8667 81.9375 41.8907 34.266 11.456 7.6247 4.87699 22.8101 10.6018 9.68911 6.92242 40.0467
internal_count=4034 3237 3205 91 3114 3025 96 89 2929 230 91 55 44 2699 1833 1631 613 202 866 849 493 408 83 85 70 325 201 177 120 356
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=3 7 6 6 22 5 12 22 20 5 3 4 20 12 6 21 19 23 20 10 20 20 16 3 16 17 23 18 20 19
split_gain=1.20691 0.991397 1.19317 3.47229 2.09892 2.21895 1.78097 1.63798 1.90149 4.13665 3.64266 3.1888 2.5842 2.24461 1.8946 3.46856 2.23632 2.04501 1.99236 3.29491 1.89921 1.87237 2.15515 2.24461 2.03747 1.66435 2.58749 2.51706 2.24755 1.69313
threshold=71.961958777700019 28.8637720374 13.65531905435 13.78532209185 -0.50001499999999999 24.279163357700003 97.388883832800005 -0.11572 42.719328117250008 21.723721974650005 93.431985407450014 164.18548070700004 43.157831852650006 124.10890780100002 16.455384477450004 7.3575695755500012 14.351157895250003 0.089920000000000014 40.984321400500008 62.391047833300007 43.426640904350009 42.67709657435001 22.624947093000003 92.324340657750014 22.614947116400003 201.96256717700001 0.11768500000000003 14.150229224600002 42.198888176300009 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 14 21 12 -11 -12 -10 -14 18 16 20 -17 19 -6 -16 22 24 -24 25 26 28 -27 29 -9
right_child=1 -3 3 4 7 -7 -8 8 9 10 11 -13 13 -15 15 17 -18 -19 -20 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.020219404656813846 -0.0029364755174036846 0.014726968008348671 0.013761749818634728 0.011077905829464923 -0.022928005682652155 0.0062241312110296459 -0.020867629655893734 0.0011413638524762303 -0.026485881795988913 0.011318173019284681 0.018616917462200976 -0.022405223413691246 -0.024114087322466449 0.00094426377806792214 -0.011706715775444203 -0.0052559601967148038 0.015983405914459039 -0.032785478577450379 0.012409581329006728 0.0073283364358475477 0.015181287512864967 0.015016623034970054 0.015703973132020259 0.0024101058596622039 -0.014371672904770622 -0.025717426868738277 -0.018650232590191003 -0.0030230404976008111 -0.017910534203538858 0.010687710063940899
leaf_weight=1.0968931018142019 33.437575171876233 1.9554954541963514 8.2036699098534864 0.80309875775128414 1.8667079631704862 2.4994398895651102 4.7853881909977645 46.234864428755827 4.0994170843623596 7.4004128873348218 0.99392305896617505 3.0019906437955797 2.0040847156196833 4.7407130687497556 3.3595686452463251 2.9859145963564506 4.5172183811664581 1.6513409204781053 15.251566482242195 5.9041728565935045 1.4961791727691887 3.6573949623852959 5.8610698021948329 34.26068763807416 4.4293680200353256 2.244700599461793 2.528893186710774 13.555707165738566 2.1774732966441652 8.6983274295926076
leaf_count=643 1022 35 43 13 20 27 115 471 60 31 11 171 46 41 204 84 21 16 169 64 18 61 51 248 43 26 30 143 63 44
internal_value=0.000554617 0.000651745 0.000533439 0.00111586 0.000572729 -0.00932331 -0.0162769 0.00101029 6.38741e-05 -0.00527974 0.0030714 -0.0122016 -0.0140561 -0.00650134 0.00473864 -0.00101704 0.00593035 -0.0150593 0.00824124 6.02087e-05 -0.00342184 0.00102502 0.000598553 0.0043521 -0.00128701 -0.000518764 0.000998865 -0.00624714 0.00186894 0.00265297
internal_weight=235.703 234.606 232.651 199.213 191.01 8.08793 5.58849 182.922 145.889 22.2405 11.3963 3.99591 10.8442 6.7448 37.0327 14.0102 9.37297 4.63726 23.0224 7.77088 4.85575 123.648 119.991 40.1218 79.8693 75.44 59.6396 15.8004 57.1107 54.9332
internal_count=4034 3391 3356 2334 2291 155 128 2136 1540 360 213 182 147 87 596 343 243 100 253 84 222 1180 1119 299 820 777 608 169 578 515
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=16 4 18 19 16 8 0 6 6 13 17 6 22 13 7 22 22 9 23 15 13 22 13 5 6 20 21 10 16 20
split_gain=3.99939 2.85456 2.95631 3.25158 3.89386 3.66186 2.45733 2.19734 2.83849 4.60475 3.46904 2.44928 2.96122 2.58468 2.19958 2.10563 2.62114 2.07103 2.05657 1.95311 2.20341 2.97721 1.69438 1.63194 1.62006 4.0044 2.78013 2.13437 3.21534 4.35443
threshold=18.594956516900002 393.99831167250005 17.323446153950005 13.051052998800001 12.604970524100002 7.6440346712000009 107.57327517365 15.51536251395 13.65531905435 101.53768667075001 200.26331585350002 13.78532209185 -0.23783499999999999 109.72404167800001 22.356277907050004 -0.096529999999999991 -0.054619999999999995 211.30488836970002 0.087905000000000025 46.683480308100009 117.61735474900001 0.051245000000000013 101.01074887720002 13.716117217950002 16.465384711100004 40.563919884450009 15.173983806500003 66.590419433100024 19.199955102150003 36.893814626400008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 18 -4 8 9 10 14 -10 13 -13 -6 -14 -17 22 -5 24 21 -21 23 -16 27 -26 -27 -2 -29 -30
right_child=19 -3 6 5 7 -7 -8 -9 11 -11 -12 12 15 -15 17 16 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0042328996515697513 0.0014056042864340286 -0.0042382200567236128 0.0023226900256834364 -0.00400677966012689 -0.0044689612177785153 -0.0043022374710452579 -0.0040134073307490949 -0.0040909432227213792 0.0034311109931891969 -0.0045690193624753073 -0.0044210358079530389 -0.0052212336298239634 0.0029193343813526599 0.002476404732550837 0.0020022861905276755 -0.0016973657872897526 0.001643348980081324 -0.0032259935080242788 0.0030422071213993479 -0.0047101020709438548 0.00085521442758603361 0.0024093438046238072 0.0046152687029359287 -0.0016333235941553771 0.0013739134051652265 -0.00026930037794443778 -0.0046563622024806423 0.0011608123908069771 0.001436714534787178 -0.0025103192379638544
leaf_weight=3.4408998803701243 82.103499207645655 2.8466874796431503 9.6885834780987334 0.92054140171967302 1.1508557493798495 6.5809008525684476 1.0550396426115174 1.8803538233041752 5.4030136093497303 4.1722414777614167 2.3244056040421119 2.3318858733400734 6.4456115225330057 0.95600523054599751 6.8547061411663872 6.3499034806154731 8.5879944157786543 1.4597941311076272 2.1365488572046161 3.6434608334675413 4.721894770860672 1.2183007560670374 2.5283742765896013 2.6653845701366663 29.897192289121449 38.324111109599471 2.3850371968001118 29.466860128566623 7.1908491440117386 10.976239820942281
leaf_count=348 507 383 103 121 51 240 323 224 20 110 100 76 34 4 115 73 52 15 11 86 44 6 16 43 220 337 27 207 35 103
internal_value=0.000390143 -0.00036128 -0.000217825 -0.000529197 -0.000168449 -0.0026459 0.00170048 9.48764e-05 0.000248513 -0.000857968 5.37037e-05 0.00102686 0.000500336 -0.00298303 0.000763236 0.00103593 0.000223255 0.001209 0.000919638 0.000675711 -0.00106301 -0.00292605 0.00174634 0.000984407 0.000758884 0.000278302 -0.000526326 0.00102043 0.000356528 -0.000948015
internal_weight=289.707 79.7797 76.933 66.1894 56.5514 9.63799 10.7436 53.1105 51.2302 21.1558 16.9835 30.0744 24.6714 3.28789 14.6591 21.3835 14.9379 13.5083 3.05709 209.927 9.58366 4.86176 12.0485 9.52009 200.344 70.6063 40.7091 129.737 47.6339 18.1671
internal_count=4034 2462 2079 1653 1281 372 426 933 709 450 340 259 239 80 240 159 125 189 132 1572 136 92 174 158 1436 584 364 852 345 138
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=16 5 20 14 4 17 22 19 13 16 23 10 23 17 15 22 18 7 20 13 22 7 22 22 14 9 10 10 23 23
split_gain=6.65788 3.53076 3.89682 3.13053 2.94311 3.07485 2.56618 3.08456 3.50207 3.26486 2.76054 4.46055 2.8937 2.79984 2.34845 2.20531 2.16297 2.14558 2.14564 2.09516 3.32479 2.01896 1.95703 2.14773 1.80205 2.61933 1.75087 2.88351 2.2042 3.04939
threshold=18.594956516900002 18.393720489900002 38.244973486750006 179.09836080685002 393.99831167250005 179.91109285790003 0.13747000000000004 11.950964240300001 95.862351557400004 14.594965870600001 0.092505000000000018 75.499969677400017 0.083495000000000028 190.69924117675001 46.683480308100009 -0.58559499999999998 13.975517741000003 23.203497038450006 47.927946529500012 117.61735474900001 0.051245000000000013 24.346818680050003 -0.044409999999999998 -0.033799999999999997 275.53285369170004 206.54353961905005 60.613977009100005 58.167480110400007 0.080770000000000022 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 22 7 8 -7 -9 12 15 13 -11 26 -12 17 18 -3 20 -16 -17 -4 -24 25 -14 27 -2 29 -28
right_child=14 16 4 -5 -6 6 -8 9 -10 10 11 -13 24 -15 19 21 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0002631334548356884 0.00047230058062439707 -0.0031123944791974409 -0.0045448914974715662 -0.0037751462458985815 -0.0039061895615105481 -0.0038566085583513574 0.0035811050647232305 -0.004553718217412862 0.002633241405746401 0.0005344479704075106 0.0033028749884065679 -0.0037571962431201429 0.0015712391617852348 -0.0044009803508257674 -0.0043750684634917478 0.0013890347531433174 -0.0039430566857254871 0.0030560706155922743 0.0016445351181841781 0.00072742101085152585 0.0025153996329176712 -0.0032665567516096611 0.0044531854606071541 -0.0018125622209890031 0.0030066527701485056 -0.0030396629597932712 0.00073465863305350752 -0.0037339265289251956 0.00068157444929571489 0.0026569430097587452
leaf_weight=4.1992210084572417 8.7644575880840403 4.7762584516312909 2.4909385603386909 6.4907811041921377 2.252886487171053 1.2250204947777081 3.6286017615348092 2.0598457271698853 11.214204758405684 4.477519286330792 2.6122827269136906 5.3382685109972954 8.2645240733400005 2.3165253074839711 3.7602043240331096 2.5901717990636808 5.4709354899823666 1.4424949237145481 1.7104066535830496 4.6557863154448569 1.235774330794811 2.3685484621673822 0.91907371045090247 3.4696276150643817 7.4979452816769472 2.0403598062694064 24.216218203306198 2.8747286200523368 153.72066747955978 20.024010006338358
leaf_count=50 142 479 120 360 275 207 53 82 44 45 10 69 75 76 86 14 237 6 14 44 6 33 3 145 42 23 141 85 918 150
internal_value=0.000385122 -0.000456418 -0.000150273 -0.00218884 0.000186202 0.000333685 0.000617915 0.000411162 0.00199412 -8.65066e-05 0.000158834 -0.00120596 0.000875122 -0.00114836 0.000726173 0.000592905 -0.00218033 -0.000964088 -0.00185809 -0.00103152 -0.00267068 -0.000834723 -0.00196481 -0.000500401 0.00164734 0.000658284 0.000807112 -0.000566583 0.000887879 0.00160472
internal_weight=308.108 88.8564 75.4563 10.69 64.7663 62.5135 55.6338 52.0052 12.4392 39.566 37.5061 12.9093 24.5969 6.79404 219.252 7.571 13.4001 7.92916 6.48667 9.65176 4.99598 4.95872 6.87964 4.3887 17.8028 10.3049 209.6 11.6392 197.961 44.2402
internal_count=4034 2462 1726 410 1316 1041 773 720 251 469 387 126 261 121 1572 57 736 499 493 136 92 47 268 148 140 98 1436 227 1209 291
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=16 4 20 18 10 22 3 5 9 13 6 5 23 0 10 16 0 9 5 20 9 17 8 22 21 7 13 23 15 21
split_gain=5.23267 3.37631 3.53944 3.46714 4.37738 3.31304 2.95289 3.69695 2.76545 2.7347 2.90008 2.59611 2.86513 2.40928 2.37479 4.45123 2.25224 3.67416 5.81488 2.86131 2.15558 2.15533 2.36711 2.05946 3.93532 3.72108 2.56545 1.98896 1.95863 2.52627
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.981927061500002 76.279622535200005 -0.59260499999999994 81.105404879350019 14.582249945350002 206.54353961905005 103.93041440690001 15.710367070250003 13.716117217950002 0.088435000000000027 107.57327517365 71.015621515800021 15.969962655300002 85.732241321850012 187.45330412110005 29.996566321350006 40.098777110850008 205.88909726980003 182.50770257345002 7.6440346712000009 -0.073609999999999995 5.1185473364500007 22.381996090050006 116.53390612245002 0.098105000000000026 46.683480308100009 15.285239689500001
decision_type=2 2 2 2 2 2 2 2 2 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 21 5 -5 -4 7 13 9 11 14 12 -7 -6 -11 -16 17 23 19 -19 -17 22 -1 24 -2 26 -26 -10 -18 -30
right_child=16 -3 3 4 6 8 -8 -9 27 10 -12 -13 -14 -15 15 20 28 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.00366008394986575 0.0023157291068310994 -0.0038354701393654433 0.0022584218142803559 -0.0047563858561568469 0.0015581592992512244 -0.0028503068739834025 0.0037842898311216421 -0.0042689527612640452 -0.0038704732956524063 0.0029355115914449859 -0.0036538787430787302 -0.0037327506964609384 0.0021692463748518398 -0.0036290394299156293 0.001622168493136289 -0.0040474665610395286 0.00091232948900247753 -0.00078222413958424313 0.0026929865023951195 -0.0042264027890535783 0.0023476026701058916 -0.0032186387095165911 0.0015609458241056581 0.0029613917437833451 0.0011316088841190576 0.0028198141867601199 -0.0039890950012248213 -0.00017242940933854454 -0.00262525712814037 0.0019587423946751214
leaf_weight=1.6532907667569796 6.5957710021175435 3.3973380685783914 4.7846037386916569 1.5543315652757907 18.651309256907563 2.7500316544901597 5.2947350130416444 1.6788649489171792 5.7680809516459686 5.0738659207709196 1.9985227324068535 4.9202929143793881 3.0488190820906311 1.2125176794361312 8.0039406456053239 3.5657615279778829 176.71346918400377 5.9002654328942281 3.4059112146496764 6.3868262199684978 0.82528373971581448 7.2726404794957489 3.3240484870038927 4.6317986026406315 1.6750402953475694 2.0674955528229475 4.8341444870457053 2.7218813728541136 4.4286300633102647 2.3344100192189217
leaf_count=193 84 383 31 23 192 146 26 30 130 85 201 198 28 296 29 120 1045 40 18 166 4 286 27 43 14 9 83 34 61 9
internal_value=0.00038666 -0.000350418 -0.000209639 9.24008e-05 0.00106151 -0.00054069 0.00139847 0.000812082 -0.000886964 -0.0003813 0.0004151 -0.00182767 -0.000211213 0.00124152 0.000880611 3.94416e-05 0.00068119 -0.00014098 -0.00142972 -0.00257251 -0.00284553 -0.00198127 -0.00017329 0.000880224 0.000244891 -0.00134766 -0.00267136 -0.00268488 0.000840255 -0.00104299
internal_weight=306.474 87.5002 84.1028 71.8528 28.3918 43.4611 26.8374 21.5427 38.6765 30.1865 19.4674 10.7191 5.79885 19.8638 17.4689 12.395 218.974 35.4973 15.693 12.2871 4.39105 12.25 4.97734 19.8042 15.1725 8.57668 6.50918 8.48996 183.477 6.76304
internal_count=4034 2462 2079 1573 567 1006 544 518 975 811 439 372 174 488 238 153 1572 457 224 206 124 506 220 233 190 106 97 164 1115 70
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=16 13 16 17 10 5 20 0 7 20 17 21 10 16 20 0 3 0 15 15 21 10 6 20 22 5 16 2 8 22
split_gain=7.89834 3.40342 4.04445 4.85637 3.4043 4.60658 3.37367 2.82765 3.78464 2.91944 2.82674 2.5953 2.49535 4.60094 6.34 4.58287 5.51012 3.87833 3.01608 2.95031 3.87307 3.16419 3.02596 4.67646 6.93957 3.82024 3.95311 3.19895 2.42279 2.10485
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 71.015621515800021 19.234448447350001 38.244973486750006 85.732241321850012 22.721067571950005 37.52517992975001 168.59667799010003 12.263428102400001 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 83.538459487450012 90.407470010750018 27.063546193350003 46.683480308100009 15.285239689500001 65.611820673600008 16.465384711100004 40.636252116050009 -0.059424999999999999 22.387336278850004 22.544947280100004 123.74733359145002 8.6432548896500023 -0.02903
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 28 8 -2 -10 -8 -7 17 15 -15 29 -17 19 -18 21 -21 22 -9 -24 25 26 -25 -28 -3 -14
right_child=7 2 3 -5 -6 11 10 12 9 -11 -12 -13 13 14 -16 16 18 -19 -20 20 -22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0020088611076097482 0.00024777661088684687 -0.0021463368569009794 0.0011549146252872046 0.0016085070381756921 -0.0018073942661756344 -0.0025726975307482835 -0.0012298741472822963 0.0011841585891144283 0.0017856332685640209 -0.0027436400665520567 0.00078447358967449754 0.0018660747857064573 0.0023885148139550709 0.00050333456143563326 -0.0022756641656694306 0.0011345756213865571 0.0013122051109429273 0.0021188236559398881 -0.0021873561962336085 -0.0021555919052159435 0.0015445451774028624 -0.00085582345743847547 0.0012971514161837408 0.0011172221511630573 -0.0019984411799788245 0.0015616107768257009 -0.00022816659757961288 -0.0038270309009734594 0.0015851583612444611 0.00044040754217535488
leaf_weight=6.3151152052450916 34.047668242827058 4.8274639970622948 6.8029597974382359 4.2401868905872098 17.855528031010181 4.4785537668503821 4.5493389759212723 71.819899758324027 1.0080149173736561 4.4521990064531565 34.811331736389548 0.91644012043252576 9.8396798223257047 10.647941732779147 8.5473401211202127 10.5041546151042 1.7968744151294211 12.067630425095556 6.8240055646747351 4.5071084322407833 2.5628931149840355 6.4854713380336753 20.700842998921871 4.9141250550746971 8.6872889772057516 10.724955834448336 3.2376561984419823 2.5499798804521561 1.2691345475614069 4.7492966428399077
leaf_count=972 328 145 56 33 462 356 148 363 6 123 262 18 35 53 84 36 10 56 100 59 9 35 84 17 57 36 16 34 10 31
internal_value=0.000314265 -0.000310563 -0.000176082 -0.000799173 -0.00113887 -0.000160271 0.000293988 0.000537706 -5.00931e-05 -0.00190749 0.000551654 -0.00181869 0.000653145 0.000205097 -0.000734107 0.000739839 -3.40342e-05 0.000813042 -0.00145793 0.000697338 -0.000814283 0.000780107 0.000866623 0.000417828 -0.000186632 0.000547951 -0.000467905 -0.00181379 -0.00136955 0.00175433
internal_weight=326.741 86.0661 79.7509 34.2937 30.0535 12.198 45.4573 240.675 39.5079 5.46021 39.3607 5.39499 201.167 52.9093 19.1953 33.714 19.125 148.258 8.62088 136.19 7.07 129.12 122.635 50.8148 30.114 21.4267 10.7018 5.78764 6.0966 14.589
internal_count=4034 2462 1490 925 892 430 565 1572 457 129 410 374 1115 349 137 212 146 766 110 710 68 642 607 244 160 103 67 50 155 66
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 16 10 5 21 19 6 15 10 10 12 18 21 9 16 20 3 18 22 16 19 16 7 21 23 7
split_gain=5.83454 3.59414 3.28153 3.12484 4.72479 4.57468 4.37052 4.06529 2.72292 2.48472 3.3062 2.37424 2.16811 3.49299 2.68994 2.31541 4.39918 2.75903 2.26871 4.05121 3.81975 4.64926 2.71876 4.5875 2.547 2.47349 2.37655 2.24679 2.45621 2.2184
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.584963555600002 236.15709471040003 13.564968279200002 71.015621515800021 19.234448447350001 12.263428102400001 10.650859343850001 11.805275828400001 46.074827201850006 60.613977009100005 58.167480110400007 335.9827356823501 13.843998451900001 11.065329869750002 196.26893085885004 22.514947350300002 42.198888176300009 93.394346993650018 13.036600629150001 -0.095204999999999998 22.644947046300004 14.451165964200003 22.584947186600004 23.127267687200003 1.0000000180025095e-35 0.096515000000000031 22.620600126450004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 9 7 -5 -9 10 -4 12 13 -2 15 18 17 27 26 22 25 -22 23 -20 -24 -21 29 -17 -29 -14
right_child=11 -3 3 4 -6 -7 -8 8 -10 -11 -12 -13 14 -15 -16 16 -18 -19 19 20 21 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.001796483806797416 0.00046391444625820281 -0.003637391961763319 -0.0034571713921468252 0.0019046406336792753 0.0026238752323964475 0.0012189350679238874 -0.0026363244456463256 -0.0036442458462552407 0.0028348940023360599 -0.0038104266356883735 0.0017137338347098657 -0.00071987020663949149 0.0020426337375033872 -0.0034381749454895482 0.0027314830278498815 0.0012663275043687527 -0.0028147124508836781 0.00079166988849043406 0.0012409807883054787 0.0025905697268796906 0.00073423171115023235 -0.0033673675049866896 0.00091950062916277588 -0.0028134449111556162 0.0024337626938766635 -0.0004815048342130527 0.0029419208910390982 -0.0037768920890995403 0.00052159949440557061 -0.00013839961317487412
leaf_weight=12.402750928653402 9.9991076774895173 3.5795545554719856 2.1878974384162557 6.5300935343839281 3.9177391659468404 33.629037976264954 13.32637822604738 3.4521127587649971 0.92598950490355481 3.2450228566303849 3.8256375966593623 12.952922424301503 12.173484552651646 3.4813958108425131 8.1716095656156522 2.9522301964461786 4.8169086612761012 55.902346439659595 9.5064532049000174 5.6235810518264788 5.3181568905711156 7.495250997133553 29.54226718842984 4.6917994394898406 21.679035060107708 6.2058857157826424 12.53017073869705 4.2374179773032665 2.31325045786798 9.2295611798763257
leaf_count=506 141 383 288 51 27 282 334 287 18 251 35 182 59 85 62 18 57 321 35 23 29 89 118 30 95 28 89 46 14 51
internal_value=0.000394087 -0.000345354 -0.000204131 7.38754e-05 -0.000794634 0.000643983 -0.00134727 0.000227555 -0.00227388 -0.00144436 -0.000167591 0.0006753 0.000759015 -0.000543816 0.000845792 0.000766453 0.000279667 0.000507559 0.00104213 0.000763566 -0.00039583 -0.00166501 0.0012003 -9.88004e-05 0.0015604 0.000978921 0.00178148 -0.00116377 -0.00225896 0.00110211
internal_weight=315.845 87.0222 83.4427 71.0399 28.1523 42.8876 24.2346 10.9082 4.3781 9.25856 6.01354 228.823 215.87 13.4805 202.389 194.218 70.2222 65.4052 123.996 90.0624 24.6429 12.8134 65.4196 14.1983 51.2213 11.8295 33.9332 9.5029 6.55067 21.403
internal_count=4034 2462 2079 1573 717 856 690 356 305 574 323 1572 1390 226 1164 1102 456 399 646 447 169 118 278 65 213 51 199 78 60 110
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=16 5 13 20 15 5 10 10 10 16 20 0 0 18 10 20 6 22 22 20 12 3 22 16 15 4 16 13 22 16
split_gain=7.05281 3.45517 3.5793 3.03174 2.47902 2.7832 2.74505 3.4449 2.66579 5.30241 5.07297 4.76653 4.36005 5.57973 3.73209 4.17632 3.67324 2.75317 3.51391 3.50198 3.06294 2.49695 3.29359 3.46036 2.39775 3.64484 2.70943 2.6411 4.54521 2.36721
threshold=18.594956516900002 18.393720489900002 95.862351557400004 37.198331469900005 46.074827201850006 24.367802910700004 60.613977009100005 58.167480110400007 66.590419433100024 19.199955102150003 37.73036952315001 90.407470010750018 94.047642319350018 15.042884401850001 65.611820673600008 38.478081868400004 16.465384711100004 -0.079634999999999997 -0.083954999999999988 42.719328117250008 114.64361763410001 92.913112988300014 -0.10290999999999999 22.564947233300003 41.492094664050008 285.22127102665007 22.674946976100003 117.58509325145 -0.092710000000000001 22.624947093000003
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 -2 11 12 -11 14 -10 -14 15 -8 17 18 20 -19 -17 -7 -23 -24 25 26 27 28 -18 -30
right_child=4 -3 3 -5 5 21 8 -9 9 10 -12 -13 13 -15 -16 16 24 19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0025510858568999475 0.00038346341135825698 -0.0018832872902575239 -0.0023294076660833611 0.00033709110625879189 -0.0041268301609816375 0.0032060550588260892 0.0026820435717476105 -0.0033372007439939661 0.0024668963450862305 0.00054295342522861631 -0.0027702028884016633 0.0032392434967444183 -0.0028749886427186402 0.0011439568500125463 -0.0015109516945553054 -0.0016420851373843402 0.0015142346303793576 0.0024322169346620041 -0.0021693664044497318 -0.00061883345922395807 0.0015210071107428435 0.0020713085107601334 0.0025437424018948081 -0.0033396691688842117 0.0011809514047468068 -0.0035823307067736365 -0.0023259610888393678 0.001796488060268135 -0.0036570038370545791 -9.6967698241432753e-05
leaf_weight=5.9329140663612625 10.533252420835195 13.855935901170595 5.0827153185382477 63.203603327274323 2.1161211449652901 2.1954737678170195 16.153282940387726 3.7135107507929197 14.544157214462755 10.607147995382549 9.8187571857124549 11.102284014225004 5.2191995196044472 14.130124572664498 6.3414112851023665 3.8915295787155655 7.3967496603727367 31.06988448463381 4.1267152074724356 4.7905567586421958 25.576598362997174 3.147264037281273 1.4072508886456487 5.1007871530018747 18.434047354385257 3.3771885707974425 4.4898031465709201 10.086489044129847 4.6025605797767657 3.7314639985561371
leaf_count=910 141 736 102 714 40 6 75 85 66 53 89 49 68 78 35 28 28 182 34 22 112 20 6 110 84 41 30 36 35 19
internal_value=0.000442243 -0.000360651 -7.63915e-05 0.000138617 0.000739736 -0.000617916 0.000824488 -0.000586352 0.000920435 0.00028714 -0.00104968 0.00114213 0.00109278 5.99046e-05 0.000980519 0.00109523 0.000884398 0.00138454 0.000701286 0.00202463 0.00110329 8.64979e-06 -0.000718393 -0.00206748 0.000217882 -0.000309167 5.55696e-05 0.000469734 -0.000380973 -0.00206304
internal_weight=325.779 88.0752 74.2192 68.2863 237.704 13.9669 223.737 14.2468 209.49 54.3194 20.4259 155.171 33.8935 19.3493 144.068 137.727 121.574 69.4553 33.5948 35.8604 29.4681 11.8508 9.6553 6.50804 52.1183 33.6843 30.3071 25.8173 15.7308 8.33402
internal_count=4034 2462 1726 816 1572 182 1390 226 1164 354 142 810 212 146 761 726 651 378 174 204 140 142 136 116 273 189 148 118 82 54
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=13 22 15 16 3 22 7 7 4 8 8 22 22 20 20 15 22 13 21 20 2 9 7 3 16 22 23 23 6 20
split_gain=1.42797 1.43968 1.09081 2.02746 0.848091 1.30662 1.11143 1.66636 2.03704 1.83761 2.06737 2.06903 1.41841 2.46717 2.71753 2.61938 2.8003 2.6929 2.72303 2.62067 2.28264 2.37416 2.82962 2.35292 2.32715 2.2773 2.43178 2.13999 2.54795 2.04495
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 12.604970524100002 108.47659710545001 0.11704500000000002 19.078733418100004 21.725272673150005 143.78867033265001 9.5425530862500008 9.0429429770000009 -0.08786999999999999 -0.06483499999999999 40.241071441700008 35.419594101850009 36.742238227650013 -0.081354999999999997 109.46594969745001 3.4801976177500005 38.244973486750006 107.86920410340001 204.27826083785001 22.381996090050006 93.846007959550022 18.664956353200004 -0.083064999999999986 0.085335000000000022 0.083495000000000028 15.945372561050002 42.094663496250007
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 6 -6 -5 8 -8 10 12 -12 13 14 -9 17 -17 18 19 -16 21 22 -15 25 -23 27 -27 28 -22 -14
right_child=2 -3 3 4 5 -7 7 9 -10 -11 11 -13 29 20 15 16 -18 -19 -20 -21 23 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.024393552096832537 0.017756858833814875 0.014695998079063008 -0.025292107051437078 0.013845385810443589 -0.025312523920636602 0.022096939416128461 0.0075048034863716357 0.0087139939534899707 -0.014319284927741946 0.017408953207248314 0.0014202476243202777 -0.029391194251526954 0.0056032829619171278 -0.0088285913361684613 -0.027252781639175189 -0.034651440983596328 -0.0026315380002043605 0.0042139069010259777 -0.028304453734772136 0.0033488948349962365 -0.030180087278531966 -0.028114301830117209 0.013207613455391759 -0.021814332192363933 0.005660214978133001 0.0026095830515016952 -0.018261880169496182 0.0057663702356036371 0.00056119866501032345 -0.0037632523491847006
leaf_weight=2.2577665072167288 2.2205038296524426 0.68587361776735623 1.6119200782850374 3.9538008596282443 1.4376444300869469 0.41921976208686818 3.4373696679249388 6.4294130201451472 7.8214447631035 4.0619874438270918 2.4541042316704988 2.41363258101046 74.403381975833327 3.7963811457157197 2.0918560025747919 3.7712712911888957 2.5602162741124621 10.560038089752195 3.9212313564494243 6.1743247620761395 2.122783692087963 1.9261425118893374 22.751105823786929 2.7912378741893908 2.7873869873583317 5.931259643286479 6.5685125603340566 32.815299516078085 5.1756551079452038 15.773224793025291
leaf_count=881 31 91 149 61 184 2 35 56 399 29 23 40 550 30 59 40 22 63 102 59 106 93 177 109 16 40 105 246 34 202
internal_value=0.00107279 -0.0152856 0.00127162 0.00111907 0.00129768 -0.014609 0.00142258 0.00121136 -0.00765629 0.00166255 0.00136809 -0.0138574 0.0017171 5.79779e-05 -0.00518786 -0.00826159 -0.0217038 -0.00452011 -0.0120879 -0.00439523 0.00220728 0.0073125 0.0100564 -0.000673233 -0.00814145 0.000448339 -0.00835817 0.00319252 -0.00838004 0.00396494
internal_weight=245.126 2.94364 242.182 239.962 238.35 1.85686 236.493 232.539 11.2588 221.28 217.218 4.86774 212.351 122.174 35.5084 29.0789 6.33149 22.7475 12.1874 8.26618 86.6658 31.261 26.5475 55.4047 4.71353 52.6135 12.4998 40.1137 7.29844 90.1766
internal_count=4034 972 3062 3031 2882 186 2696 2635 434 2201 2172 63 2109 1357 401 345 62 283 220 118 956 316 207 640 109 531 145 386 140 752
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=16 4 20 18 10 22 0 15 13 22 17 8 18 6 21 6 5 6 13 13 22 6 20 10 5 16 23 22 22 13
split_gain=5.23551 3.47777 3.05314 3.13823 3.9007 3.14789 2.83519 2.53037 2.92391 3.37053 2.37563 2.71172 2.21598 2.68049 2.6963 2.65622 3.20377 2.28236 2.21162 2.22542 2.04529 2.04338 5.5562 3.84493 5.32695 3.72399 3.56537 3.29574 3.8904 3.36789
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.981927061500002 76.279622535200005 -0.59260499999999994 107.57327517365 46.683480308100009 117.61735474900001 0.051245000000000013 182.50770257345002 7.6440346712000009 14.797467221750003 15.710367070250003 3.2025200283000004 13.955326063950002 16.632399885950004 14.845346859150002 108.08408221840001 99.768681220950015 0.059320000000000012 16.465384711100004 40.563919884450009 66.590419433100024 20.769304081650002 19.974953289850003 0.097970000000000015 -0.059424999999999999 -0.06483499999999999 117.69263157665002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 5 -5 -4 20 21 9 -9 11 -1 13 14 -7 16 -14 18 19 -16 -6 23 -23 -2 25 -25 -27 28 -24 -29
right_child=7 -3 3 4 6 12 -8 8 -10 -11 -12 -13 15 -15 17 -17 -18 -19 -20 -21 -22 22 27 24 -26 26 -28 29 -30 -31
leaf_value=-0.0038125240594094919 0.0015148454433374519 -0.0040287691406904304 0.002328983135112738 -0.0048416176263303811 0.0009865659323321375 0.0024677887631543933 -0.0037950911984935116 -0.0045704454246461631 0.0009255844152280682 0.002323729076209393 -0.0033086245307744036 0.0019174465363699877 -0.0022288882307238533 -0.0038357897981569499 -0.0041327991185321775 -0.0046978531515976685 0.0023514084362709214 0.0034107725484349379 -0.0043022145215527796 0.0004926890538384035 0.0033464993175496838 0.001431287926369157 -0.00039029560186816796 0.00096624527984962819 -0.0042538250758275206 -0.0049386908777366775 0.00064637123360437507 -0.003358841923399236 0.0040105000458297846 0.0014598345288278822
leaf_weight=1.7292379708960632 89.951321172527969 3.5060251583345226 4.6651310180313876 1.4717664085328603 16.804257292766131 5.6683764341287377 1.3804004562553007 4.2410957505926472 5.2483149440959096 1.288224298506975 7.2761440731119365 3.4404245316982269 8.7532190852798504 2.460793239530175 1.7736247917637209 3.842022815719246 2.811216054018586 1.7416780064813782 2.4814461739733806 7.9260361576452851 7.3574845499824724 33.859127996955067 28.973870599642392 41.298250885680318 3.4392297752201548 3.1329963449388734 3.2392620369791985 9.0519047174602729 3.098258055746558 2.6019274503923944
leaf_count=193 507 383 31 23 203 30 296 86 44 6 286 27 229 229 102 98 25 12 99 151 45 220 245 243 44 43 15 80 10 29
internal_value=0.000402352 -0.000388461 -0.00023202 7.43596e-05 0.00106744 -0.000562508 0.00140793 0.000695651 -0.00107004 -0.00296424 -0.00193398 7.8704e-07 -0.000922619 -0.000163747 0.000297489 -0.00200883 -0.00111546 -0.000586105 -0.00115759 -0.000353101 0.00170519 0.000782687 0.000296111 0.00105031 0.000232739 0.000556426 -0.00209959 -0.000582911 3.48337e-05 -0.00228299
internal_weight=314.513 85.0893 81.5833 69.1375 27.0139 42.1235 25.5421 229.424 10.7776 5.52932 12.4458 5.16966 37.4584 22.052 19.5912 15.4065 11.5644 13.9228 12.1811 9.69966 24.1617 218.646 77.5851 141.061 51.1097 47.6705 6.37226 43.726 32.0721 11.6538
internal_count=4034 2462 2079 1573 567 1006 544 1572 136 92 506 220 975 623 394 352 254 364 352 253 248 1436 584 852 345 301 58 364 255 109
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=16 5 20 4 17 14 18 17 20 3 20 18 23 18 12 18 23 9 18 7 2 7 7 20 17 22 19 18 21 5
split_gain=6.44951 3.51003 3.6117 3.25877 3.20403 3.11613 2.77211 3.0944 2.62607 2.60639 4.42429 5.05315 3.11577 2.72406 2.52672 4.50767 3.45334 4.60768 3.88508 3.3345 3.29657 2.73274 2.63548 2.45343 5.64356 2.40744 2.3248 2.4443 2.18234 2.4367
threshold=18.594956516900002 18.393720489900002 38.244973486750006 363.87426917165004 179.91109285790003 179.09836080685002 17.323446153950005 215.04253427745002 47.927946529500012 93.499196860750018 41.942745071500006 13.036600629150001 0.080770000000000022 13.276755824150003 115.02544258150002 13.86460725495 0.093325000000000033 204.68881850780005 13.946975448150001 23.779256055650006 154.31016903475003 24.738571785850002 23.296055099200004 40.241071441700008 198.10578792550004 -0.116995 14.351157895250003 13.065205089100003 3.2025200283000004 11.83053163055
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 7 28 -3 12 -11 -12 23 26 15 -15 17 18 19 20 -16 -20 -18 24 -2 -13 27 -14 -6 -30
right_child=9 8 3 -5 6 -7 -8 -9 -10 10 11 25 13 14 16 -17 22 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00036073131971109298 0.0023581455881696678 -0.0027149335948146061 -0.0018894910844450888 -0.0028399408572205511 0.0018112278044123016 -0.0037237022756671781 0.0025956770644139939 -0.0040926279215246462 0.001491688356887915 0.00080717713470695172 7.6423104117580317e-05 0.0013101043060347625 0.0023954116683851832 0.0015689063581127384 0.00048929753088984953 -0.0028815126969253453 -0.0010977977424282042 0.0012190329918473667 -0.0042500401991947779 0.0026829541271052438 -0.0038115914811704386 -0.00036058730580430315 0.001755229307786692 0.0024921327444777986 -0.0029880841264218723 -0.0044784599351820669 0.0031724198686728005 -0.00079912529140817659 -0.0040156932968027272 0.00030418777174673009
leaf_weight=4.1816937434487027 7.5619322359561902 12.389999448088927 6.8874761620536438 4.2997855381108812 13.410481855040414 6.2398151503875852 9.168755781138314 1.9780443827621628 2.3696559905074528 43.3502053366974 14.200698545202615 1.1309053748846052 6.5241944119334239 5.1404588893055898 6.7419280484318751 7.5038700085133314 4.9003987982869139 22.105999104678631 6.4723917320370656 4.6852572485804549 3.6997473202645779 3.868686705827713 37.950779091566801 27.546480901539326 4.071774922311306 6.4889885955490163 10.078190105035899 6.3211944401264191 1.8734967333730335 26.604806276038289
leaf_count=50 37 712 258 357 89 360 199 48 24 285 162 13 24 26 31 87 30 121 71 16 26 27 184 169 29 149 54 31 148 217
internal_value=0.000426449 -0.000408173 -8.55935e-05 0.00023882 0.000459736 -0.0020848 0.000764819 0.000382145 -0.00203956 0.000750393 0.000130388 -0.00121417 0.000995022 0.000714613 0.000460731 -0.00107223 0.000675087 -3.94687e-06 -0.00106548 0.000116826 -0.00103462 -0.00279496 0.00142896 0.00189674 0.000486976 -0.00361935 0.00185612 0.000823385 0.00059345 1.99966e-05
internal_weight=319.748 89.404 74.6444 64.2228 59.9231 10.4215 53.0356 43.8668 14.7597 230.344 65.1708 21.8206 165.173 125.993 103.07 12.6443 90.4252 47.574 25.468 15.1269 10.4417 10.3411 42.8512 39.1802 11.6337 7.61989 22.9236 12.8454 41.8888 28.4783
internal_count=4034 2462 1726 1316 959 410 701 502 736 1572 609 324 963 728 619 113 506 292 171 73 57 98 214 235 66 162 109 55 454 365
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=16 13 16 18 20 10 5 21 17 23 3 20 18 10 16 20 0 18 6 15 15 20 22 21 22 8 0 13 3 23
split_gain=8.92631 4.05382 4.39659 4.75822 4.30118 3.34285 5.53257 3.33608 3.28559 3.24198 2.84359 4.89886 4.20612 2.99068 4.29595 6.54033 4.41428 5.23795 3.47351 4.64305 4.07752 7.25383 2.7583 2.71755 2.65753 2.53431 2.47155 2.34067 2.42312 2.2833
threshold=18.594956516900002 95.862351557400004 15.584963555600002 18.273715221050001 38.244973486750006 71.015621515800021 19.234448447350001 5.7087410616000005 168.59667799010003 0.083495000000000028 93.499196860750018 41.942745071500006 13.036600629150001 66.964115113200009 19.199955102150003 37.73036952315001 94.047642319350018 15.042884401850001 16.455384477450004 45.169600924000008 36.548474543700003 41.147265497500008 -0.12546499999999997 12.263428102400001 -0.116995 8.6432548896500023 93.692765846100016 117.51519334005 93.663192806700025 0.084360000000000018
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 25 6 -4 9 -6 -7 13 27 -13 18 16 -16 -15 22 19 29 21 -20 -18 -8 -14 -3 -17 -12 -29 -2
right_child=10 2 3 -5 8 7 23 -9 -10 -11 11 12 24 14 15 26 17 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0026487844186799188 0.0026314706048436868 -0.0029652198851479209 0.0018331460378171723 0.003508064569962045 -0.0016626620784629177 -0.0036912780801750516 -0.0034574526986944306 -0.0036416076041781084 0.0011342769456453895 -0.00021075362181657254 0.0029250547335265154 -4.4473574619537288e-05 0.0013887432352139297 0.0023851111173044844 0.0007992237270689369 -0.004338167950610209 0.00089430933818208903 0.0010558891733082479 0.00045780061566075471 -0.0014037091211943121 0.0012647774263703005 -0.0049282807071909084 -0.0042918748130460491 0.0024796445090477532 -0.0038961846365281787 0.002021783456088343 -0.00076496451300703391 -0.0015175310873723885 0.00085649953422864118 0.0014498909703842785
leaf_weight=7.6603754381649187 25.772414959967136 5.352614792995154 7.4288830300793034 2.2795206010341635 4.953188842162489 3.7538265534676638 4.6107911909930408 8.5487652760930342 37.978955070953816 10.896949280053375 4.8884406350553027 14.709172414615752 1.184295807033777 14.700987238436936 10.994774661958219 5.2673778906464559 1.5191839858889578 13.980491880327461 9.9249353408813459 4.8700895980000487 23.890323732048273 3.5388139598071566 3.6177333351224688 0.97427005041390646 6.1343591385520986 1.3265940323472021 3.2753109708428383 5.1230032294988623 36.038733820430934 50.484778858721256
leaf_count=972 155 145 56 13 148 118 356 257 262 107 21 162 13 66 53 62 13 78 51 46 93 46 55 18 149 10 22 27 237 223
internal_value=0.000438625 -0.000395053 -0.000199099 -0.00101824 0.000436464 -0.00130315 7.1061e-06 -0.00203815 0.000811587 -0.00110253 0.000771396 0.000212722 -0.00104005 0.00099273 0.000357751 -0.000848062 0.00105437 3.10509e-05 0.00127868 0.00165395 0.000463653 -0.000957878 -0.00275812 -0.00242177 -0.00304098 -0.00197472 -0.00296818 0.000811979 0.000561027 0.00184923
internal_weight=335.68 95.7647 88.1044 38.493 49.6114 36.2135 13.0139 23.1995 42.9321 14.6508 239.915 68.078 22.0278 171.837 53.3559 19.5375 33.8184 19.1174 118.481 81.1273 37.3541 13.4637 5.13692 5.58506 7.31865 6.67921 8.54269 46.0502 41.1617 76.2572
internal_count=4034 2462 1490 925 565 912 430 482 410 225 1572 609 324 963 349 137 212 146 614 424 190 97 68 374 162 155 84 285 264 378
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=13 22 17 15 5 19 3 16 18 9 23 5 23 12 15 23 3 13 14 5 23 6 0 7 7 8 8 22 7 21
split_gain=1.46157 1.38545 1.04896 2.36445 1.40435 1.27895 2.86674 3.28896 1.9097 1.75699 1.88357 1.25288 1.23765 1.73479 1.18957 1.18717 2.06339 2.14442 2.30132 2.00659 2.04678 2.36994 1.9147 1.58376 2.21792 1.91929 1.93625 2.65144 1.71274 1.62933
threshold=95.862351557400004 0.20949500000000004 168.59667799010003 26.912781836550003 13.716117217950002 11.850956171350001 81.105404879350019 17.684958644900004 17.551307094650003 187.94830913940004 0.11531000000000002 14.250977471750002 -0.27453499999999997 152.73554204000004 18.946678378300003 0.080770000000000022 93.281431752200021 114.05514772615001 245.89181903565003 20.374719724350005 -0.14860999999999999 17.985420226450003 85.925810307250018 20.873561687950005 21.725272673150005 9.5425530862500008 8.9430209551500024 -0.08786999999999999 22.061824394000002 1.8675847688500002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 11 7 9 -9 -7 -11 -4 13 -8 -14 16 17 18 -16 -18 22 -22 -21 -17 29 26 28 -28 -26 -25
right_child=2 -3 5 -5 -6 6 12 8 -10 10 -12 -13 14 -15 15 23 19 -19 -20 20 21 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.021176975267394284 0.0016059465062615509 0.011505062047782993 0.013082323196827696 0.0093593665274506951 -0.020123676169421536 0.005358012313112768 -0.030043455130713256 -0.0061008788546636668 0.022037973721397829 -0.021008209658078324 0.00053113735446954019 -0.0026528997152233287 0.017896310884003359 0.00053273530022795491 0.0058930266116112217 0.015280738452224624 0.022710517023804472 0.014107204924242197 -0.016709073217105675 0.01291768497696999 -0.027325683123719711 0.0041295174668920468 -0.010474071291278822 0.00048279480685906137 -0.018856867792744515 0.016684212255326226 0.0023439741165054732 -0.02640294922925163 0.0014668063694276499 -0.029018490453000766
leaf_weight=2.262090996257029 1.8324495758861283 0.72425188333727408 7.3990410068072361 2.9169010897167027 4.0122905586613342 1.9019129525404412 1.2283386548515403 1.9468033977318544 2.1429775357246399 7.7221726714633387 2.2081390656530857 3.011180865811184 1.9717454565688957 2.1735379736637697 14.966191774932673 3.2433922635391346 1.2033552974462498 12.931601420044897 2.183258033823221 3.316657197661697 2.8132976451888672 1.5831668293103573 2.6726207584142685 1.4057280030101531 1.7751024104654778 3.2774725779891005 2.8661204529926181 2.5772868748754254 145.99624611833133 1.8129906167741863
leaf_count=881 15 91 44 60 398 44 58 33 17 213 38 79 42 42 103 43 5 134 73 29 129 21 18 12 17 20 27 42 1275 31
internal_value=0.0010497 -0.0132509 0.00122394 -0.00576363 -0.013311 0.001483 0.00115824 -0.00725512 0.00864341 -0.0127504 -0.0162186 0.00853087 0.00179614 -0.0105076 0.00199873 0.00184554 0.00494326 0.00778379 0.0030156 -0.00242973 -0.00534264 -0.0159987 0.00247948 0.00105341 0.000764481 0.00111205 0.000778943 -0.0112668 0.00122267 -0.0161342
internal_weight=248.078 2.98634 245.092 8.76164 5.84474 236.33 225.92 15.922 4.08978 11.8322 9.93031 10.4102 209.998 3.40188 206.596 204.624 41.6701 30.0811 17.1494 11.5891 10.3857 4.39646 5.98928 162.954 159.711 156.492 153.215 5.44341 147.771 3.21872
internal_count=4034 972 3062 473 413 2589 2466 345 50 295 251 123 2121 100 2021 1979 512 310 176 202 197 150 47 1467 1424 1381 1361 69 1292 43
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=3 17 0 6 3 10 10 20 3 10 23 6 20 22 22 22 17 23 13 15 10 7 10 20 22 17 21 12 23 18
split_gain=1.29356 0.983987 1.91862 0.976039 1.87983 2.39385 2.30925 1.94202 2.49777 2.07211 2.29784 1.82992 2.90046 2.37367 2.50127 2.42844 2.24839 2.09701 2.05882 2.03932 1.72588 1.68547 1.60842 1.6938 1.65476 1.63191 1.60237 1.47918 1.63444 1.38891
threshold=71.961958777700019 241.79519611995002 103.33357670195001 14.845346859150002 83.538459487450012 69.64719632740001 69.563854125350005 33.708131650200009 84.812788641250009 71.015621515800021 0.077525000000000024 16.465384711100004 40.563919884450009 -0.059424999999999999 -0.044409999999999998 -0.06483499999999999 189.43751236195004 0.096665000000000015 117.56896250265002 31.025894238900005 67.940025414550021 19.250086031950001 60.613977009100005 37.828051409500013 -0.059424999999999999 188.41589330430003 2.0976681454000006 285.40265749175006 -0.10747999999999999 14.012834869550002
decision_type=2 2 2 2 2 2 2 2 2 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 27 6 20 -7 9 -9 -11 -5 19 15 -15 29 18 -18 -16 21 26 -13 -21 -24 25 -25 -6 28 -2 -14
right_child=1 -3 -4 11 5 7 -8 8 -10 10 -12 12 13 14 16 -17 17 -19 -20 22 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.027903724451531511 -0.029800996787398931 0.018649481300126693 -0.028520415993284615 0.0052659572960462074 -0.035204688640825266 0.031192130901066584 0.030031813518099339 0.012814945268415236 -0.029958794529068494 0.012820496330168202 -0.031284164250128581 0.015255378616123668 -0.0015902195324268937 -0.044592008538619651 -0.030902213954850336 0.026862001994869933 -0.042387537857334276 -0.0076389858490108096 0.014956429422928319 -0.010940532587006621 -0.039766561992684628 -0.028288001786310222 0.026799300452351838 -0.016585335380115678 0.015419116942462334 0.0085578206749426771 0.0047977444720148426 -0.021834915940272454 0.0033181979589676351 -0.024674287420240651
leaf_weight=1.1420736284344446 1.1504111188696686 2.4785999690648159 1.6255624112673093 90.159828203148209 0.84649037034250785 0.65646566590294142 1.8800277542322881 2.7125665713101608 6.1842886689119041 1.2789399179164318 2.9541545532410964 0.97561070742085876 24.69710998935625 1.9150228700600553 0.95233521505724805 2.1604464612901237 2.2328896776307374 3.1824035961180925 3.3127250890247524 2.7582817226648357 0.89206466637551773 2.1559085629414767 4.2975712171755758 3.2608591895550543 9.3485082276165432 4.8534587398171425 7.1245083013782278 1.9373596830992017 52.744646438397467 2.1399957959074518
leaf_count=643 61 26 278 759 32 3 7 35 302 28 103 45 330 23 128 12 37 23 36 30 27 131 37 23 46 25 134 95 538 37
internal_value=0.00128161 0.00141885 0.00124119 0.00144382 -0.0010236 -0.00736623 0.00236128 -0.0149464 -0.0172532 -0.00594043 -0.0179589 0.0026956 -0.000700248 -0.00537722 -0.0158886 -0.00117399 -0.0102103 -0.0219669 0.00471676 0.00616596 -0.00350818 -0.0147223 0.0088338 0.0113403 0.00753591 -0.00154633 0.000549635 0.00176298 0.00261126 -0.00343095
internal_weight=244.011 242.869 240.39 238.765 80.3619 24.5295 10.7431 13.7864 13.1299 6.94566 4.23309 158.403 68.2431 40.5929 11.5954 28.9976 9.68035 5.41529 4.26506 27.6502 8.86306 3.13152 24.5187 21.7604 17.4628 8.11432 7.971 55.8324 53.8951 26.8371
internal_count=4034 3391 3365 3087 1365 671 200 471 468 166 131 1722 963 626 247 379 224 60 164 337 193 176 161 131 94 48 166 694 599 367
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=16 6 19 2 19 3 23 17 17 17 10 18 18 15 9 20 15 20 23 15 23 14 16 4 13 13 20 6 9 16
split_gain=1.18806 1.40418 1.63592 1.60964 0.954814 2.07504 2.5421 2.9641 1.65142 1.80468 1.21017 2.7695 1.87185 1.04549 0.995602 0.918365 1.50466 1.1698 1.77495 1.11584 1.52057 1.0901 2.04946 1.92921 3.07803 2.1906 2.1256 1.19958 1.0668 2.27164
threshold=13.564968279200002 11.755274660100001 10.550851274900003 95.420340682600013 11.850956171350001 81.105404879350019 0.086230000000000015 230.44158352980003 206.50651863080003 192.20712075930001 76.279622535200005 15.946034773700001 16.119790806350004 21.761438576950002 211.30488836970002 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 46.683480308100009 0.090390000000000012 374.34418077925005 20.664951676350004 309.28270023145006 116.35915634395 117.58509325145 42.686561923500008 16.575387281250006 206.57490536735003 22.584947186600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 14 6 -6 8 9 -8 11 13 -12 -7 -2 16 17 18 -15 21 -21 23 27 -17 -25 26 -26 -23 29 -22
right_child=4 2 3 -5 5 10 7 -9 -10 -11 12 -13 -14 15 -16 19 -18 -19 -20 20 28 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.024115021837608309 0.012759772292815602 0.015236585169580073 0.0057001685333099008 -0.026285603454146322 -0.026272607944672732 -0.012630756627045273 -0.026286483545279696 0.014715567951926443 -0.025566666714353023 0.0032299562635419105 -0.015800618162908633 -0.028508211564130543 0.021156960700137038 0.0070468184874039512 -0.0083256503691528112 0.0020326753842763684 0.019290353345220189 0.0076673673214677435 -0.038697788017977984 -0.02136243059075944 0.011785859426456611 -0.025252706519250986 0.016817388122107528 -0.033456391606154448 0.018067809411226165 -0.017754659732183049 -0.0098708950292864077 0.012205643441164329 0.01593912664476075 -0.027419408411854335
leaf_weight=2.1214528516284181 6.8143354304484074 1.9401653899112714 1.5805452945642176 1.8317875887732951 3.0258406876237123 2.7504602578701443 1.4475136105902473 3.7581033697351804 2.572780673741363 4.8937807020265609 0.93180302868131448 1.6623229645192612 3.5729622067883611 0.98160927323624292 1.4677545875310896 162.32322558842134 4.1749324575066566 4.5694537570234388 0.85659874207340181 2.6868739244528106 1.6374445110559466 1.1807997189462174 6.0511403856799006 2.0748435016721478 3.432731091976164 3.1682845700997859 2.5665013422258198 0.75638192426413287 1.5998872956261037 1.5528572858311234
leaf_count=846 138 45 10 144 178 166 39 39 87 77 88 39 22 62 9 1516 25 42 21 68 7 48 67 74 24 50 32 13 9 49
internal_value=0.000986844 -0.00812658 -0.00178959 -0.0114702 0.00127979 0.000993788 -0.00714835 -0.00258189 -0.00987436 -0.0035077 0.00160672 0.00134385 0.0135123 0.00158907 0.00902301 0.00178501 0.0084422 0.00137405 -0.01427 0.00141231 -0.00737951 0.00177439 0.0101621 0.00138835 -0.00791474 -0.00213401 0.00611549 -0.0106269 0.00046367 -0.00729703
internal_weight=239.985 7.47395 5.3525 3.41233 232.511 224.229 15.698 12.6722 8.91407 6.34129 208.531 204.026 4.50477 202.364 8.28209 199.614 10.5826 6.40766 1.83821 189.031 7.47706 181.554 7.98832 173.566 11.2424 9.16752 5.99923 1.93718 4.79019 3.1903
internal_count=4034 1045 199 154 2989 2842 420 242 203 116 2422 2312 110 2273 147 2107 150 125 83 1957 133 1824 128 1696 180 106 56 61 65 56
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=13 17 22 18 6 6 12 10 10 22 23 20 16 10 0 17 21 13 20 22 22 16 8 22 22 19 22 10 13 3
split_gain=1.10121 1.2015 1.14506 0.944074 1.4821 3.41145 2.97853 2.05972 2.67348 3.01455 1.93119 2.05399 1.84363 3.69106 4.68144 3.52258 3.25854 3.19894 2.38867 2.15913 2.38394 2.84285 1.81688 1.79165 3.00553 1.71317 1.67728 1.44235 1.76437 1.49301
threshold=95.862351557400004 159.58247398035004 0.20949500000000004 17.323446153950005 13.65531905435 13.78532209185 212.86469446750002 70.206395618550019 70.727956495850009 -0.167075 0.09914000000000002 42.522337019050006 19.199955102150003 66.964115113200009 90.407470010750018 171.92791459955001 1.0000000180025095e-35 113.89115178020002 36.364346611650006 0.20949500000000004 0.13747000000000004 22.584947186600004 8.3434888241000014 -0.58559499999999998 0.04932000000000001 12.751028791950002 0.11704500000000002 75.499969677400017 108.49810477050001 83.326071295150015
decision_type=2 2 2 2 2 2 2 2 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 6 -6 23 12 -9 -10 11 27 15 14 17 25 -15 -14 -18 20 -19 -22 -12 -3 -25 -7 -26 28 29 -11
right_child=1 3 -4 -5 5 7 -8 8 9 10 22 -13 13 16 -16 -17 18 19 -20 -21 21 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.023797869222898584 -0.025610825322664798 0.014172207094584284 0.011809038429696671 0.010222933037869312 0.016340363881966868 0.0012649517672781903 -0.023656917101663223 -0.028183795582509233 -0.028916382519900814 0.0018912137985830531 -0.029571750328013555 -0.017263153098624605 -0.023552047147277096 0.0054956420891463607 0.019681213487457109 0.014145504346280049 0.0023409495949143632 0.0018164012850137641 -0.027156688060054522 0.018522392483549047 -0.038817861176437228 0.0013181039966392897 0.0071533573193552176 -0.012293676080276631 0.012247578109939383 -0.035282862433410438 -0.0076652684192570018 0.015538171269979858 0.018377566302610716 -0.016533150329923973
leaf_weight=1.8218563356203952 0.89512433216441323 3.4685571612790289 0.6521563425194471 5.9510835148394099 8.0260276608169061 1.6037172430660604 3.5973499970277762 2.3371693291701403 2.128697979263964 9.9991909116506665 2.120090695098042 2.6220717788673928 2.7095145136117926 4.1308098435401899 7.7682284153997889 13.715507097425869 1.9425839185714719 113.84482416021638 5.8733585774898529 3.9630554728209963 1.7085177227854722 2.0818725165445358 1.0818348284810779 10.591219814494254 6.5029350053518993 1.1866099279141051 3.4386620477307588 4.7564881835132828 2.6019209800288072 3.0527428041677913
leaf_count=881 140 27 91 74 41 111 177 80 35 50 50 110 21 22 49 198 12 1009 76 29 16 26 17 322 35 119 96 27 17 76
internal_value=0.000892023 0.00105403 -0.0144118 0.00115656 0.000918719 0.0016124 -0.00408944 0.000994252 -0.00447823 -0.00252484 -0.000383391 0.00194934 0.00204083 0.00120424 0.0023145 0.0093406 -0.0110701 0.00122922 -0.0198253 0.00178141 0.00121742 -0.0167732 -0.0171634 -0.00115664 -0.00374611 -0.0142773 0.00536 0.00441753 0.00103847 -0.0024181
internal_weight=236.174 233.7 2.47401 232.805 226.854 199.255 27.5987 191.229 30.7002 28.363 26.2343 23.0324 160.529 144.023 132.076 16.5058 11.9468 124.308 7.81594 121.598 117.635 3.79039 3.20193 24.0014 20.5328 2.79033 9.9416 20.4103 15.6539 13.0519
internal_count=4034 3062 972 2922 2848 2191 657 2150 462 382 347 280 1688 1260 1150 428 110 1101 88 1080 1051 42 67 480 453 230 131 170 143 126
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=16 20 16 8 23 17 18 12 16 20 23 0 7 20 9 9 2 16 22 23 23 22 15 9 17 21 7 16 23 20
split_gain=4.28683 2.89896 2.96049 3.48954 2.94627 3.12341 4.95554 2.51611 2.13784 2.13401 3.58198 2.02945 3.47497 2.15494 1.99398 2.28945 1.94899 1.8431 1.8157 1.80124 3.00217 5.04399 2.49191 2.4375 3.10396 4.00863 2.42569 3.16164 2.39354 2.33065
threshold=18.594956516900002 38.244973486750006 15.629963450350003 3.1475436881500003 0.083495000000000028 236.15709471040003 14.85568425095 96.375827709250018 13.564968279200002 41.827117825850003 0.093735000000000027 85.732241321850012 22.721067571950005 37.52517992975001 181.33671263215004 186.68586460755003 83.777728670400009 9.719977270450002 -0.088224999999999984 0.084360000000000018 0.093325000000000033 -0.083064999999999986 44.891409666300007 203.06170522940002 190.38166638035003 7.7834773016000005 25.395581754250003 22.634947069650003 1.0000000180025095e-35 39.896141435400004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 6 7 -6 17 10 -10 12 -2 -14 -13 -16 -1 -5 -12 22 21 23 28 24 -21 29 27 -23 -17 -26
right_child=11 2 4 8 5 -7 -8 -9 9 -11 18 14 13 -15 15 19 -18 -19 -20 20 -22 26 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-6.7839699300072966e-05 0.00036002043843624219 -0.0042568174121471155 -0.0034464002090541391 0.0021720812165896002 -0.0050161388829118693 0.0033777094699394845 -0.0036619196551367292 0.0015835440024498013 0.0016622542176245527 0.0026960565496725944 -0.0040771363829300491 -0.0013368642140759827 0.0023491588201444364 -0.0045629919573336669 0.0027546619306200774 0.00057833353583688777 -0.0035339438441407659 -0.0025474379788775225 0.0004123867236626219 0.0029342709465550198 0.0011446444271855176 -0.0032033555964979502 -0.0018895894366212256 0.002375429217153125 -0.0058543324375201489 0.0018749350131962777 0.001251481196531051 0.00056738641930177247 0.0024965995909767744 -0.001118769966606182
leaf_weight=4.1082448789384198 28.722855621017516 2.1999638528795904 6.4375584751833257 1.8605499977711577 1.0376727948896611 3.0618608593940726 6.6564618046395472 8.301262566354124 13.607073940802371 11.764535672962664 3.2369442991912365 6.132187630981206 0.88072358071803947 3.9503174624405801 10.899432111531494 16.749499529600143 7.0105153972981498 4.557948402245529 2.5886349454522124 4.0928934682160643 67.258903967216611 13.249974276870494 3.1896921619772902 11.705496648326514 2.7751877233386022 4.3499527145177126 3.9829098023474208 4.8500525094568721 27.336960434913635 4.1274056658148766
leaf_count=77 328 490 407 141 33 22 169 150 94 82 43 54 6 123 58 87 494 238 22 20 357 134 32 51 39 23 25 27 184 24
internal_value=0.000445312 -0.000367154 -4.60538e-05 0.000634717 -0.00110922 -0.000319723 -0.00102749 0.000850236 0.000920799 0.00135289 0.000539734 0.000735136 -0.000167357 -0.00330287 0.000902718 0.000981389 -0.00225326 -0.00117938 -0.00208219 0.000863299 0.000596138 -0.000154707 0.00152104 0.00100206 -4.55479e-05 -0.0011294 -0.00157171 -0.00219295 0.0017678 -0.0030227
internal_weight=290.684 76.4292 65.3105 39.8157 25.4948 19.0573 15.9954 9.33894 37.6157 31.1972 19.4327 214.254 33.5539 4.83104 180.701 174.568 11.1188 6.4185 5.82558 163.669 116.393 49.1339 47.2762 27.0509 15.3454 11.2525 22.0829 18.1 44.0865 6.90259
internal_count=4034 2462 1891 1110 781 374 352 183 620 241 159 1572 457 129 1115 1061 571 379 65 1003 700 343 303 157 106 86 186 161 271 63
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=6 9 9 9 4 9 16 9 20 18 21 23 6 9 21 9 9 19 7 9 17 3 14 22 21 12 16 12 18 18
split_gain=1.04492 0.781014 1.2484 1.16941 1.16341 1.16154 1.11889 1.17759 3.82951 2.62567 2.04267 1.4213 1.21797 1.15284 1.10038 1.61706 1.53577 2.51612 2.3234 3.02506 6.59961 3.28826 2.15658 2.0349 1.79355 1.61692 2.17413 2.13835 2.05443 3.91314
threshold=5.3251244207000008 233.77854820110002 223.29399794390005 219.59809404590001 273.85977434290004 216.0493559571 12.604970524100002 211.04147598835002 42.198888176300009 14.656441317600001 1.9176293050000004 0.094175000000000023 16.455384477450004 209.21153814325001 9.4408665581500006 209.86393725660002 187.45330412110005 14.451165964200003 23.109894804950002 195.30595290385003 185.24175881545003 93.765354215650021 162.62753922915002 -0.054619999999999995 2.0976681454000006 147.88310320375004 22.694946929300002 128.52556993515003 13.4793103924 13.531614672700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -4 6 13 14 9 12 -11 -12 -9 -2 15 16 17 -8 19 21 -21 24 23 -20 -18 27 28 -24 -27 -30
right_child=1 -3 4 -5 -6 -7 7 8 -10 10 11 -13 -14 -15 -16 -17 18 -19 22 20 -22 -23 25 -25 -26 26 -28 -29 29 -31
leaf_value=-0.018659814503915038 -0.025273329535341799 -0.016663585115041579 -0.0018303733379177165 -0.010198987479664239 0.018075781079890423 0.0098904851008184136 0.002110059453883002 0.019850986144197388 -0.027107778877276986 -0.033339828660468439 0.010474455648046143 -0.017614410628160212 -0.0005712535756621696 0.010676596552786584 -0.0014440022566042556 0.015002974187505272 -0.0076024909031389698 0.018721726951784878 -0.030798155925476661 0.0064276590460991172 -0.038823578363370692 -0.022432058018918656 0.0030114593615077571 -0.0019037318553117842 0.011430046377275323 0.012129201362910479 0.022275693797609648 0.01564119898775768 -0.034870573914489514 -0.00068750510319881791
leaf_weight=1.5688325878581952 1.8269289179006585 1.4328568601049472 2.6616229775827369 5.4191224210662758 4.7370974032673985 8.4457379690138605 15.956624713144267 3.931327737867834 3.6167397259268901 1.6756543698720632 2.3692987752147019 1.8714791997335849 2.979748516343534 0.72249502968043078 52.963415386038832 5.8808119795285156 4.237309452146298 7.9187533040530971 1.9737314423546193 3.4126843260601154 4.1401068149134517 3.0563825308345249 19.762769594788551 4.9944937825202933 8.9311731792986375 6.4254124686121932 2.6054245643317691 12.833847655449061 2.063816563691943 33.418013345682994
leaf_count=672 418 63 34 94 75 108 585 17 67 38 25 27 34 37 549 37 30 60 77 35 58 42 201 32 44 37 27 122 16 373
internal_value=0.000935971 0.00106833 0.0011784 0.000855993 0.0109147 0.00113078 0.000777762 0.000973114 -0.00521259 0.000960796 -0.0108197 -0.00192132 0.0110458 -0.0150853 0.00150686 0.00264258 0.00209078 0.00761966 0.000866883 -0.0057823 -0.0183771 8.06581e-05 0.00274731 -0.010088 0.00530582 0.00390722 0.000921788 0.007984 -0.000405811 -0.00267578
internal_weight=233.834 232.265 230.832 223.433 7.39872 218.014 209.568 207.019 16.4442 12.8275 5.91643 4.24078 6.91108 2.54942 190.575 137.611 131.731 23.8754 107.855 23.7777 7.55279 16.2249 84.0775 6.96823 13.1685 77.1093 44.5127 32.5966 41.9072 35.4818
internal_count=4034 3362 3299 3190 109 3096 2988 2533 208 141 90 52 51 455 2325 1776 1739 645 1094 209 93 116 885 109 74 776 453 323 426 389
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 18 16 19 6 15 21 13 17 8 21 14 9 10 18 9 12 5 23 22 4 2 20 8 23 23
split_gain=5.02845 3.29358 3.10249 2.68595 4.06869 5.01337 3.98929 2.50726 3.22138 2.44252 2.33608 2.94671 2.26641 2.43344 2.02371 3.23197 2.38913 2.01903 2.92553 2.72359 2.15548 1.8504 1.84737 3.06052 1.80859 2.83361 3.67516 1.67853 1.78474 1.62287
threshold=18.634956423400002 393.99831167250005 38.244973486750006 15.584963555600002 236.15709471040003 15.289002683150001 13.564968279200002 10.650859343850001 11.805275828400001 46.074827201850006 15.285239689500001 117.69263157665002 182.50770257345002 7.6440346712000009 3.5208369948500002 287.36199315565005 207.04102956050002 60.613977009100005 11.928667296000002 228.88999534805001 335.9827356823501 16.569990495050003 0.083495000000000028 -0.11572 310.49012963040008 224.95410153095003 41.685324604100011 8.2435668022500028 0.10335500000000002 0.11531000000000002
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 5 22 7 8 -4 17 11 -11 13 -1 21 16 -16 18 -2 -20 24 -8 -5 -24 -19 -26 -27 -25 -29 -14
right_child=9 -3 3 4 -6 -7 14 -9 -10 10 -12 -13 29 -15 15 -17 -18 20 19 -21 -22 -23 23 27 25 26 -28 28 -30 -31
leaf_value=-0.0036564684243832585 0.00089615975217087506 -0.0038560052486779303 -0.0036744032161837637 -0.0022616521902795628 0.0026369650590950772 -0.0041740486215826817 0.0032940977725878415 -0.0041223620012385363 0.0018437091901969461 -0.003083794152846325 0.001780288312864191 0.0011599683130220227 -0.0040403775430495432 0.0016756170773439092 0.00050913354820937605 0.0026143438037656936 -0.0027052655007651031 0.00087824294636682746 -0.0038226576574060824 0.0020912891026410789 0.0027505340104431184 0.0002630130799596809 0.0022678764193984052 0.00028197929237472265 -0.0036039244610569631 0.0021058273735997191 -0.0020665945284893466 -0.004134421548261177 0.0019422679261424283 0.00019572308848168779
leaf_weight=1.617092483676968 7.3654863210394961 3.3070049867965272 2.1040312617551518 5.1140013758558878 3.9064187640324226 5.9084231341257683 8.4879641428124142 3.0365057308226824 3.804225548170507 6.5700771021656674 3.2431508516892782 3.0762884318828583 5.6986336826812476 3.4015404027886689 10.548267138656231 6.650668012443929 4.1165673313662401 169.78264818899333 4.4835284813307226 1.282443083822727 7.3650204464793196 3.7048253007233134 5.7469376702792934 4.923471831250934 2.9078120701014987 6.4749958962202054 4.6409121192991734 3.0122893704101448 0.77898208145052183 1.4534918456338344
leaf_count=193 97 383 288 303 27 138 43 251 35 140 20 22 262 27 128 58 31 979 124 5 62 22 83 80 45 31 32 90 11 24
internal_value=0.000372159 -0.00035307 -0.000215186 6.785e-05 -0.000763731 -0.00128502 0.000643559 -0.00147961 -0.000121385 0.000663734 -0.000847093 -0.00173043 -0.00188594 -4.24754e-05 0.00121032 0.0005452 -0.000393181 0.000759052 -0.000598287 -0.0025073 0.000852287 0.00237309 -0.000413039 0.000240676 0.000776226 -0.000458879 0.000363834 -0.00109616 -0.00288586 -0.0031795
internal_weight=304.514 87.3213 84.0143 71.8436 29.3905 25.4841 42.4531 8.94476 5.90826 217.192 12.8895 9.64637 12.1708 5.01863 33.5083 21.3155 14.6648 204.303 13.1315 5.76597 191.171 12.1928 19.5757 14.4617 183.806 14.0237 11.1159 8.71474 3.79127 7.15213
internal_count=4034 2477 2094 1588 732 705 856 574 323 1557 182 162 506 220 282 217 159 1375 226 129 1149 65 567 264 1087 108 63 181 101 286
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=17 6 15 13 22 9 10 0 0 18 5 3 22 23 10 9 20 8 6 21 21 20 21 20 22 0 20 16 9 15
split_gain=1.2245 1.06721 0.719015 1.34809 2.15399 1.07105 0.889634 3.71887 2.67737 2.76521 2.82386 2.27025 2.18129 3.17635 2.16712 2.07786 2.06318 2.37073 2.09759 2.32087 2.0927 2.04331 2.72963 2.27446 2.92818 2.63389 2.00793 2.29775 1.9517 1.92482
threshold=159.58247398035004 5.1651206822000004 46.683480308100009 117.61735474900001 0.051245000000000013 206.57490536735003 66.590419433100024 90.407470010750018 92.313586825200005 13.545319032100002 20.016397659050003 88.931506497100017 -0.059424999999999999 0.083495000000000028 65.611820673600008 191.98656730705002 38.625745710700009 6.2451263653500009 16.465384711100004 1.6974749567000003 15.803805445550003 40.241071441700008 2.0502020052500005 42.686561923500008 -0.102645 86.329079026800017 38.244973486750006 20.084953032650002 194.04304600165003 41.492094664050008
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -5 7 14 11 -10 12 28 13 -11 16 -16 17 -3 19 -18 21 -21 -23 -24 -25 -26 27 -15 -8 -20
right_child=1 2 3 5 -6 -7 8 -9 9 10 -12 -13 -14 26 15 -17 18 -19 29 20 -22 22 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.029611518814063872 -0.027353720984204258 -0.027702210711003608 -0.03134518753630313 -0.010319885128522249 0.014393334407010488 0.01869803002464929 -0.0058255248922414677 0.022646283094397621 0.027575750358260216 -0.020928272591047223 -0.025766286426619368 0.0088769257845698231 0.0057729619167866484 -0.02445733258148914 0.003283617319410446 -0.030608798433559039 0.024339809525876954 0.015711739863650025 -0.0062143289535960761 -0.013773439303249946 0.019789415010167923 -0.029847218615457215 0.010482482180209194 0.016594864278283664 -0.032617683561006437 -0.0018397610349995077 0.0024589669886845673 0.01950380178333392 -0.039017023870381078 0.005005297479169387
leaf_weight=0.9536437297356305 0.95997020835056801 0.99661328387446602 2.6901729723904277 1.8265072586946192 1.0530458670109508 1.9153185454197226 2.2207519387593484 6.7297964139142996 2.7627167913597068 6.3204612932167867 3.0119838633108875 1.9484885375713927 37.355801689031075 4.2726119298022232 2.4741292174439868 2.8741043582558632 4.2735850140452376 12.785115955397485 34.154506769962609 5.5674180751666418 5.1826596520841113 1.6919523514807213 23.198928666766733 3.7504531776066861 3.0154537162743491 6.3420589491724968 31.729518340085633 1.0986245945096014 3.1480395700782537 16.751787611749023
leaf_count=262 613 181 86 32 6 12 32 54 23 325 139 45 385 149 20 22 46 91 483 38 26 18 198 45 42 28 462 3 45 123
internal_value=0.00104676 0.00117273 0.0012912 -0.00697441 -0.018478 0.00453344 0.00156783 0.00302197 -0.00044276 0.000888557 8.61865e-06 -0.0161901 0.000969704 -0.0031626 0.00194877 -0.0149299 0.00271566 0.0125723 0.00140859 0.00518257 0.00350315 0.00156573 0.00381316 0.00538178 -0.00364562 -0.0117579 -0.000136048 -0.0154656 -0.0252877 -0.00252227
internal_weight=233.056 232.103 231.143 7.48504 3.74322 3.74183 223.658 129.789 93.869 86.5517 83.789 7.31728 80.777 43.4212 123.059 5.34823 117.711 13.7817 103.929 53.0225 48.7489 43.5663 37.9988 36.3069 13.108 9.35751 37.1008 5.37124 5.36879 50.9063
internal_count=4034 3772 3159 136 92 44 3023 1415 1608 1486 1463 122 1324 939 1361 42 1319 272 1047 441 395 369 331 313 115 70 614 152 77 606
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=13 22 15 10 16 21 6 5 5 20 21 21 9 18 20 6 16 21 2 17 18 7 19 6 23 21 15 7 5 23
split_gain=0.956879 1.0093 0.927534 1.50306 0.888064 0.746871 1.78006 1.48755 1.67155 2.24004 1.92047 3.21033 4.03191 4.79055 2.33419 2.19199 2.19171 1.43447 2.10161 2.27419 2.67953 2.35308 4.99927 2.52903 2.30152 1.56659 2.94164 1.45423 1.43658 1.41317
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 81.479100559500012 16.484961451000004 3.2025200283000004 18.255426535100003 29.996566321350006 24.041678002600005 37.999598532650005 2.0008954101500005 1.2199730554000003 194.45262321395003 13.927976454650002 41.147265497500008 16.545386580300001 15.404963976500001 3.8781687083500005 49.864842700850012 188.10488866565001 13.276755824150003 23.109894804950002 14.451165964200003 16.505385645700006 0.085895000000000013 3.4801976177500005 37.050691080100002 24.312940751750002 21.991679690250006 -0.089139999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 7 17 8 10 -10 11 14 -13 -14 16 -12 -4 25 -19 -20 24 22 -22 -24 -21 -7 27 -27 -26 -18
right_child=2 -3 3 4 -6 6 -8 -9 9 -11 15 12 13 -15 -16 -17 29 18 19 20 21 -23 23 -25 28 26 -28 -29 -30 -31
leaf_value=-0.023467881817582126 0.016625074432178102 0.010615438718526989 -0.018984827212149953 -0.0255418227701227 0.017226798233381711 -0.00090055719577320707 -0.021589231016108195 0.019072653732561985 0.008239414386230489 -0.019671183103365249 0.01215046807909277 -0.041714712186354683 0.023086124422282181 -0.015986737061205486 0.01718121877175852 -0.013982083384131653 0.016057307322303697 0.023925245395745705 -0.0044939262835407973 -0.005092364518604761 -0.039431398217669979 0.0016593723317241363 -0.016039179646253239 0.017219746043768514 0.018064479120590636 -0.059864549646515441 0.0011507385905072654 -0.020634349983994577 0.0032949881277588894 0.0011319951985505753
leaf_weight=1.6220284524606534 1.9443466563243408 0.62490817543584842 2.5167767521925297 1.6617032724898297 0.29716213420033444 6.2503523526247573 1.9433003586600524 2.8354590545641249 2.4245687134098253 3.8859224633779377 16.627706186030995 1.7993692383170108 2.3700370788574219 5.2123741465620697 5.7840334312058976 1.8522120509296645 3.8367612897418466 2.0396763794124118 33.877655771910213 4.3283068244345513 2.3292834561434566 74.641325780656189 2.2754797127563506 2.4818606339395046 11.333171263337137 0.91291424538940225 1.8611053172498939 1.0606004279106853 4.8968238173983982 23.274807843845338
leaf_count=881 31 91 49 130 3 89 126 45 133 146 177 20 11 93 64 14 28 10 582 43 52 755 28 17 70 24 23 30 44 225
internal_value=0.000807904 -0.0139888 0.000954655 0.000819004 -0.0190538 0.000993843 7.7554e-05 0.00289464 0.00223541 -0.00894759 0.00335072 0.000800934 -0.0110506 -0.00377372 0.00394075 0.00953125 0.00135595 0.000361494 0.000966897 0.000622991 0.00231774 0.000468029 -0.01208 0.0013117 0.0096711 -0.00793489 -0.0194007 -0.0387816 0.0136083 0.00324419
internal_weight=228.802 2.24694 226.555 224.611 1.95887 222.652 150.232 72.42 69.5846 6.31049 63.2741 44.7942 9.38178 7.58241 35.4124 18.4799 29.6283 148.289 138.204 136.164 102.286 81.7279 7.08662 4.75734 20.5583 10.085 3.83462 1.97351 16.23 27.1116
internal_count=4034 972 3062 3031 133 2898 1893 1005 960 279 681 490 124 104 366 191 302 1767 1601 1591 1009 852 97 45 157 166 77 54 114 253
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=8 20 4 6 3 10 22 20 3 20 16 21 6 6 12 16 9 9 7 15 23 23 22 2 17 20 23 5 4 15
split_gain=3.96972 5.92459 4.23453 3.25906 3.61983 4.52446 3.07623 2.83247 2.72022 8.34428 4.0999 4.33455 4.69249 2.79172 2.64609 2.61763 2.40373 2.52633 2.40391 2.35676 2.27409 2.75782 5.4523 2.49771 4.12496 3.32343 2.16563 2.13162 5.35651 2.09649
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 14.845346859150002 83.538459487450012 69.64719632740001 -0.16276499999999997 33.708131650200009 93.281431752200021 41.942745071500006 22.604947139800004 15.285239689500001 16.505385645700006 16.585387514950003 285.40265749175006 21.094950670800003 186.68586460755003 191.72037998490001 22.105125139000005 32.393814985100008 0.080515000000000017 0.09013000000000003 -0.018034999999999999 229.44804549725004 199.59317753375004 39.110279783550006 -0.10747999999999999 21.269675393700002 254.30081718620002 38.62622401090001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 6 4 14 29 -3 -7 20 16 11 12 -11 -12 26 -1 18 -18 -10 -8 -5 22 27 24 -23 -26 -2 28 -22 -6
right_child=3 2 -4 8 5 7 19 -9 9 10 13 -13 -14 -15 -16 -17 17 -19 -20 -21 21 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0032638332510981486 -0.0034277744350130323 0.0024100708911760499 -0.0034325722961871209 0.0018765192156034328 0.0017002718734371956 0.003701257524052272 -0.0036418930209132848 -0.002522133221977473 2.1941916810226236e-05 -0.0037723991896010528 -0.0036128834108182886 0.003586758282710727 0.0015242497486264365 0.0003814302953846469 -0.0023646631978888311 0.0018111687508605124 -0.0015230059290199894 0.00072414239779149223 0.0026191417508461476 0.004037936712264904 0.00077230089458905091 0.0014445632718384106 -0.0038948947420420653 0.0028745726201383297 0.0015695085323811856 -0.0018743646312421145 0.0005351535236988496 0.0013908174974704196 -0.0033220078426352264 -0.0013548171501097607
leaf_weight=9.2299817474558967 1.3984663416631509 7.4593813556712121 2.1607995242811731 21.976596985012293 6.054398790001871 0.76497307419776817 1.6796049529220893 14.065623728092758 5.097545392811301 3.5551111018285173 8.8872091020457429 2.4667411372065544 3.1117482553236187 2.1572598186321548 3.4968835068866602 1.131900206208228 5.802066557109355 34.327953423373401 11.536943346261976 0.51887565851211537 11.857569305226212 36.029946753755212 3.1927577741444102 7.3877509906887999 4.2706823740154487 7.9635387063026428 62.801149066770449 12.98935856670141 4.3266533948481074 3.5261387825012207
leaf_count=1089 61 54 197 164 24 2 114 317 30 48 162 8 33 27 128 5 34 192 50 1 70 164 40 26 24 60 779 57 44 30
internal_value=0.000311532 -0.000970953 0.000553259 0.000413473 -7.14543e-05 -0.00111126 0.00144503 -0.00220113 0.000652406 0.000198125 -0.00154159 1.96404e-05 -0.00130019 -0.00283269 0.000303497 -0.00270946 0.00081654 0.000399246 0.00182324 -0.00182933 0.00097018 0.000743883 1.2816e-05 0.00116906 0.000907999 -0.000672189 0.000448829 0.000440476 -0.000322262 0.000575839
internal_weight=301.226 22.1805 11.8187 279.045 92.1076 24.4111 9.65786 14.8306 186.937 76.9426 20.1781 9.1336 6.66686 11.0445 67.6965 10.3619 56.7645 40.13 16.6345 2.19848 109.995 88.0183 32.3663 55.6519 48.2642 12.2342 64.1996 29.1736 16.1842 9.58054
internal_count=4034 1460 366 2574 1341 373 169 319 1233 584 278 89 81 189 968 1094 306 226 80 115 649 485 211 274 248 84 840 171 114 54
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=3 18 16 2 22 3 19 10 23 9 9 10 10 10 18 16 18 6 16 21 10 22 18 20 10 0 3 7 16 13
split_gain=0.933687 0.771488 1.94554 1.63452 1.03731 0.981907 1.88052 1.74227 1.50142 1.40755 1.0881 1.02625 1.6648 1.75152 1.46842 0.967228 3.29671 1.446 1.3914 1.29788 1.27544 2.0741 2.08892 1.22705 1.15528 3.96221 3.13935 4.8655 2.49293 2.28171
threshold=71.961958777700019 17.323446153950005 12.604970524100002 265.49556007400002 -0.094519999999999993 81.105404879350019 11.950964240300001 72.752365468100024 0.11531000000000002 211.04147598835002 187.94830913940004 76.279622535200005 75.634392583900009 75.408562100950022 16.119790806350004 18.634956423400002 14.937945183950001 15.51536251395 18.734956189500004 3.2025200283000004 70.077349628250019 -0.079634999999999997 14.738651916450001 39.525197829750006 66.590419433100024 90.407470010750018 84.812788641250009 24.385896469550001 19.974953289850003 109.49014582065001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 9 -8 10 -4 -9 12 13 15 -13 16 17 19 23 -7 -21 22 -22 -17 25 -20 -26 28 29 -28
right_child=1 3 5 -5 -6 11 7 8 -10 -11 -12 14 -14 -15 -16 18 -18 -19 24 20 21 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.021596441574845596 -0.022440029590853644 0.00049723291658969782 0.0068175379078209367 -0.015388274223317249 0.019839580106839814 0.01039689847656875 0.010570260777780713 0.00053486347038451455 0.0018647264796569194 -0.016406148023323276 -0.02384521748340572 -0.013542406233466449 -0.01713798043500938 0.014993753934624196 0.01831609700282023 0.018501659577042848 -0.020973376343635431 -0.01607907402482496 0.0010504668168625909 0.011919757618023243 -0.024643445976326235 0.0042359566227510477 0.018740620039830642 0.0018442497999421059 0.005772629577901406 0.018043988486829407 -0.012096291804517651 -0.026839821590683769 -0.019060759361044535 0.010018837175786121
leaf_weight=0.84346379851922293 1.6443966419319611 1.9668808710994192 7.4207445771317015 1.1197263550129717 3.4750501852831799 6.1435161426197835 1.4866280343267115 0.99455889093223948 1.9135881466791032 1.4062552042305467 4.9899033142719418 0.82266421534586598 2.2637628772063172 4.0942130517214528 3.2231122050434351 3.9870629627257568 3.9150808367412528 2.1034262720495454 123.8644616540987 2.3101676567457599 3.1125232442282154 4.1709502930752924 0.59961077943444241 4.0262874895706773 11.728511380031707 6.5437399856746188 3.0244660964235681 4.7541685514152041 2.8950759684666982 7.0156613886356354
leaf_count=643 298 39 126 46 52 58 27 67 34 14 182 91 19 20 30 29 138 333 1152 82 149 32 6 37 69 50 45 89 40 37
internal_value=0.00075527 0.000838317 0.000624258 0.00803012 0.0128487 0.00079759 -0.00393435 -0.0105673 -0.014546 0.0031177 -0.0197935 0.00122719 0.00100878 0.00122022 0.011838 0.00092372 -0.00323511 0.000530946 0.00147765 0.00266955 -0.00198775 -0.0060634 -0.0176357 0.0101322 0.00104373 0.00190318 -0.00276618 -0.00842763 -0.00166046 0.00335692
internal_weight=227.86 227.016 220.455 6.56166 5.44193 218.81 18.2117 9.38468 7.89805 8.827 5.98446 200.598 196.553 194.289 4.04578 190.195 22.3553 18.4402 167.839 16.3368 10.1933 7.88308 3.71213 8.01335 159.826 130.408 29.4179 17.6894 12.9352 10.0401
internal_count=4034 3391 3254 137 91 2956 450 310 283 140 249 2506 2385 2366 121 2346 798 660 1548 327 269 187 155 66 1482 1202 280 211 122 82
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=9 23 7 0 3 18 0 20 9 16 16 10 20 0 13 2 20 3 23 22 18 5 6 21 12 5 3 21 16 3
split_gain=3.14655 2.96956 2.97663 2.66058 4.00912 4.07325 2.42197 4.02978 3.43402 4.54408 2.36954 4.15268 5.82689 3.27492 2.83882 3.65988 3.03283 3.69968 3.02581 2.57781 2.45508 3.55778 2.35823 2.30012 2.25422 2.25397 3.84139 2.25292 3.66453 2.81182
threshold=181.33671263215004 0.086955000000000018 19.078733418100004 94.047642319350018 84.812788641250009 14.224291663350002 85.732241321850012 42.719328117250008 187.45330412110005 22.704946905950003 18.964955651700002 66.964115113200009 37.903039192800001 90.407470010750018 113.97180552410002 121.84632764400003 41.685324604100011 93.394346993650018 0.088350000000000026 -0.039434999999999998 14.080666281050002 22.053438739150003 16.445384243750002 5.2345280387500006 191.60361862930003 29.996566321350006 94.421337999450017 5.9696025344000008 15.584963555600002 81.715684874950014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 27 -6 7 8 -2 -10 23 13 -13 14 -12 18 19 20 -16 -17 -18 -22 -21 -8 -19 26 -11 -5 29 -29
right_child=3 -3 -4 4 5 -7 10 -9 9 25 11 12 -14 -15 15 16 17 24 -20 22 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=6.680580002164879e-05 0.0022610880184686872 0.00073870670230795658 -0.0033491820607069846 0.00064347322308745236 0.0032443492531861896 -0.0040143324603088134 0.00046078289889182411 -0.0044704643095286297 -0.0050221922932457636 0.0031074268874213759 -0.0018561564661310542 0.0013308846313035212 -0.0038723408253317506 0.0032495893262410496 0.0033224669424859543 0.00037547930285003879 0.00071738502988783154 0.00037156075010943767 0.00098630168872087523 0.0036186185135314674 -0.0065682431684224944 0.00095790402089702465 0.00083058302011766272 0.0042284786576871677 -0.005350872374125403 0.0032255923957691399 -0.0030301823860657434 -0.0010505565680312121 -0.003025236741545517 0.0027769190363191179
leaf_weight=6.7312381119700211 8.2439392972737604 10.443526478717102 9.7518686557887104 53.024756005033851 1.4724969249218682 6.6916511487215757 4.1273340005427581 3.2361616152338675 3.278529933653771 2.448438208550213 5.6531511023640624 6.7734251171350461 6.667501961812377 9.8337376341223699 16.208854183554649 27.014268372207873 20.491295125335462 1.5636621080338944 18.573403663933277 9.8335717394948094 1.9046078100800508 2.0211929604411125 9.1372110545635206 6.534488569945097 3.4367838967591524 2.9680204391479492 4.551247835624963 7.8373060614103469 7.8244906347244969 4.8513557240366936
leaf_count=220 35 272 1034 712 6 182 35 115 70 10 34 37 74 56 118 144 90 11 93 60 23 20 41 26 50 14 65 190 180 17
internal_value=0.000375099 -0.000909746 -0.00195419 0.000510135 -7.83072e-05 -0.00270515 0.000785646 -0.000359998 0.000258989 -0.000987039 0.000974781 0.000837196 -0.00125023 0.00106045 0.000874611 0.00101472 0.000525632 -0.000465113 0.00207498 0.00115943 0.000168993 -0.00269342 0.00227577 0.00276995 -0.00356144 0.000340184 -0.000883292 0.000213323 -0.000898577 0.000412832
internal_weight=283.13 26.9266 16.4831 256.203 81.7021 8.16415 174.501 24.7263 21.4902 13.2462 149.774 139.113 13.4409 125.672 115.838 110.185 75.4026 29.4175 34.7823 45.9851 24.4171 3.9258 18.9708 10.6618 5.00045 9.96771 6.99969 73.5379 20.5132 12.6887
internal_count=4034 1526 1254 2508 1287 188 1221 309 194 159 912 851 111 740 684 650 439 194 211 245 133 43 101 61 61 89 75 1099 387 207
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=16 4 23 22 22 5 17 19 13 9 0 17 15 5 3 22 16 18 7 6 5 10 10 12 3 5 5 10 0 16
split_gain=3.14456 2.3436 2.28012 2.52107 3.13859 2.6232 2.38165 3.67675 2.68016 2.395 2.2308 2.12215 1.74442 2.10234 2.05147 2.04041 2.68737 1.73448 3.81174 2.15572 1.92049 1.65107 3.38382 2.02073 1.59246 1.78282 2.04299 1.67215 1.39655 1.35593
threshold=18.634956423400002 393.99831167250005 0.12535000000000004 -0.59260499999999994 -0.23783499999999999 10.310231730000002 236.15709471040003 13.051052998800001 98.050756475600011 190.49354742400001 97.991610396700011 195.76335783930003 46.074827201850006 24.367802910700004 92.913112988300014 -0.10290999999999999 22.564947233300003 15.625782642300001 25.138824731100005 15.51536251395 18.280220412300004 60.613977009100005 58.167480110400007 335.9827356823501 81.715684874950014 13.154029769200003 15.120347274900002 80.468240302450013 95.620390325650007 22.724946859200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 10 -6 7 8 -7 28 -5 -12 21 -14 -15 -16 -17 18 19 20 -10 22 -2 29 25 -19 27 -27 -9 -23
right_child=12 -3 -4 4 5 6 -8 9 17 -11 11 -13 13 14 15 16 -18 24 -20 -21 -22 23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0020416730245090089 0.00055583292786183622 -0.0040542487185286254 -0.0042655797892808172 -0.0045645559559007514 -0.0039768075132669747 -0.003114790220515128 0.0031311912253975957 -0.0038814052140670008 0.0002175658316100706 -0.0037841413070731191 0.0022163990048807564 -0.004168830669927002 -0.0046845663245561261 0.0033921051357080232 0.0018531069369572897 0.0026985236666991009 -0.0036569451323688485 0.0032337750810471615 -0.0033920731192710572 -0.0039027172672910799 0.0028423314265451811 0.00065940809710008166 -0.0041028622041078284 0.0029424726735700884 0.0038823205543398872 -0.0036726501885560943 0.0027210764181932676 0.00041425470053559754 0.0034091772889981637 0.0022187582075793686
leaf_weight=7.536832714220508 8.6570805311202985 2.3105983512941739 1.9111950080841769 3.9941006540320805 2.3064474103739476 2.9798609740100792 3.695536986924707 0.54316616989672084 13.952054263092586 5.5319252600893378 1.9336550164734947 1.2437645669560877 1.7191599495708931 1.9490355774760235 2.5695342440158102 1.2426240937784321 4.3698484632186592 3.6218695817515281 4.0346629964187732 1.408990035415626 5.7138117328286162 165.53142357431352 3.0717048023361704 6.2513566575944415 3.5005311560817054 2.386827531270681 2.8669412285089493 3.7322175242006779 1.2882937267422674 8.526730287820099
leaf_count=115 141 383 52 206 469 276 27 78 90 204 47 56 40 6 20 6 110 23 83 207 58 1046 85 62 15 35 18 32 3 41
internal_value=0.000387141 -0.000272184 -0.000154382 -4.56628e-05 -0.000288684 7.6911e-06 0.000174006 -3.79435e-05 0.000377698 -0.00253278 -0.00266758 -0.000283026 0.000634501 -0.000785439 -0.000123787 -0.000961307 -0.00224982 0.000630188 3.63509e-06 0.000653724 0.000980177 0.000722122 -0.000664254 0.000812303 0.00160685 0.000975073 6.46865e-05 -0.00117991 0.00124697 0.000735797
internal_weight=280.382 76.4933 74.1827 72.2715 64.7347 57.5631 55.2567 51.5612 44.1978 7.36339 7.17152 3.17742 203.888 11.8502 10.131 8.18201 5.61247 41.2179 25.1095 21.0749 19.6659 192.038 11.7288 180.31 16.1084 12.6079 8.98599 6.11905 1.83146 174.058
internal_count=4034 2477 2094 2042 1927 1618 1149 1122 837 285 309 103 1557 182 142 136 116 561 438 355 148 1375 226 1149 123 108 85 67 81 1087
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=13 22 16 10 18 6 6 2 22 5 22 22 6 20 22 10 7 2 3 22 8 5 23 20 19 9 23 15 15 6
split_gain=0.943234 0.881285 0.853364 1.63253 0.854424 0.74094 2.83268 2.67935 1.76775 2.1574 1.57989 1.78958 1.64291 1.42867 1.37874 1.79863 2.36064 2.2147 2.26449 1.5721 3.56372 2.50022 3.07833 3.19724 2.44932 3.02832 3.30115 2.97889 2.64476 2.39511
threshold=95.862351557400004 0.20949500000000004 9.8549769548000015 81.479100559500012 17.705383164500002 13.65531905435 13.78532209185 187.91736117530004 -0.50001499999999999 24.279163357700003 -0.58559499999999998 0.04932000000000001 11.865277230300002 40.340071172300007 -0.11572 62.181348099150007 22.814487719050003 319.18044405035005 108.56262776565002 -0.079634999999999997 8.9430209551500024 21.566902724800006 0.10065000000000003 42.488347682450005 14.351157895250003 195.94564826430005 0.081280000000000019 42.841315546000011 46.074827201850006 16.545386580300001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 5 7 -7 10 9 13 -4 12 -12 -8 15 16 17 18 -10 21 24 22 23 -16 25 26 -21 -28 -26 -25
right_child=2 -3 3 -5 -6 6 8 -9 14 -11 11 -13 -14 -15 19 -17 -18 -19 -20 20 -22 -23 -24 29 28 -27 27 -29 -30 -31
leaf_value=-0.0234622437091461 0.020290993823242103 0.0086819716046037214 0.015270160061973256 -0.019673784055668088 0.01464324453351365 0.015206762099928963 -0.010089933410169167 -0.019697761890923558 0.012761184998504309 0.007739545477862023 -0.0035538767983180962 0.0047358860232055286 -0.025352707949143224 -0.035727954335511701 0.0001078874930973112 0.010481579789235442 -0.011086196615292395 -0.024948179613132337 -0.024574943915855057 0.0047473250064669521 -0.016328308390068096 0.0024560062516198944 -0.035290970122554166 -0.023601436037408004 0.0093578990311447043 0.0039334788501952508 -0.022054055654791242 0.009387707100981111 -0.015433453329334091 0.0088776376146817992
leaf_weight=1.5333567439811298 1.1926347538828839 0.62654346239287395 3.2199810734018746 1.9891106978757296 2.4054507538676253 7.5053045665845266 3.725345571525394 4.0558970880229017 9.6557528894627467 2.5181319699622691 7.108159130439164 10.037449109600855 2.415779521339573 1.6291769728995857 16.785306039266295 17.928952938760631 6.2411342374980441 1.0728222457692016 0.92862774687819261 6.493811197346079 5.1427552336826912 24.091622431296855 1.9540619796607632 6.3720993991009882 34.166899217292666 33.297391991596669 8.268940572626887 1.9401121516711999 2.401818119455128 1.4542749002575872
leaf_count=881 14 91 25 137 31 41 41 202 217 27 121 111 113 87 171 201 45 39 84 154 92 245 34 108 269 271 115 15 42 10
internal_value=0.000881542 -0.0141379 0.00102508 0.000922876 0.00110674 0.000959014 0.00145201 -0.00259692 0.000897198 -0.0096926 0.000447636 -0.00199229 -0.00908322 -0.0178906 0.00136505 0.00536927 0.000248206 0.00631652 0.00948547 0.000357389 0.00214086 -0.00287146 -0.00770278 -0.00551239 0.00323805 -4.69528e-05 -0.007982 -0.0160789 0.00772961 -0.0175663
internal_weight=228.159 2.1599 225.999 224.806 222.817 220.412 193.574 26.8373 186.069 7.87265 22.7814 19.5614 9.52394 5.35452 178.196 35.8273 17.8983 11.6572 10.5844 142.369 91.7117 50.6574 26.5657 24.6117 86.569 50.0003 16.7029 10.2091 36.5687 7.82637
internal_count=4034 972 3062 3048 2911 2880 2308 572 2267 155 370 345 234 128 2112 586 385 340 301 1526 958 568 323 289 866 555 284 130 311 118
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=16 5 20 20 15 10 10 10 0 16 0 18 20 23 20 0 18 17 5 16 10 20 15 17 13 5 22 10 21 22
split_gain=4.2089 3.05865 2.71405 2.18215 2.17994 2.20685 3.20434 2.11313 3.56329 3.25068 4.15901 3.8575 3.76996 4.84016 2.56669 4.47723 5.77111 4.31188 3.38938 2.76761 2.63142 2.73388 3.2599 3.44131 2.76457 2.75083 2.68472 2.79976 3.99454 5.06704
threshold=18.594956516900002 18.393720489900002 37.198331469900005 47.927946529500012 46.074827201850006 60.613977009100005 58.167480110400007 66.590419433100024 90.407470010750018 19.199955102150003 94.047642319350018 15.042884401850001 36.893814626400008 0.11379500000000002 42.198888176300009 86.20003303655001 13.036600629150001 197.38773738110004 21.723721974650005 22.584947186600004 65.611820673600008 38.625745710700009 37.050691080100002 195.18216166535004 117.38883580790001 20.305669781650003 0.010890000000000002 61.987779113750001 10.003699902950002 -0.06828999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 8 14 10 -9 -12 -11 -14 20 16 -16 19 -19 -17 21 -7 23 25 -24 -23 27 28 29 -26
right_child=4 3 -4 -5 -6 7 -8 9 -10 12 11 -13 13 -15 15 17 -18 18 -20 -21 -22 22 24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0024337183902378504 0.00038076692121557376 -0.0025207801596065834 0.00025071025106197808 0.0014019722782889475 -0.00076236884426266762 0.0027230148558380031 -0.0037289651192882753 0.0024747247098653121 0.0032572323122603258 0.0010211866262144604 -0.0030171510441365733 0.00082100433836495364 -0.0034104890861902577 0.0022412999114826918 0.0010572238962370752 0.0033215599310206143 -0.0034321865491892265 -0.003283325882725484 0.0014333917052948898 0.00011953810596091586 -0.0010969137400535292 0.0024609356240115009 0.0035620082420456936 -0.0022217414095660297 -0.0054215525327326831 -0.00034542567042278755 0.0036969619702252668 0.001647781414023567 0.0017697027155396936 0.00031537753872086706
leaf_weight=5.0838574189692727 9.2284285281784815 10.485627095215021 59.129863607231528 2.1188046913593999 12.183751791249959 15.571818724274634 3.167539677117019 12.71740495786071 8.7610239014029485 7.4570081904530552 4.4398421244695809 12.193761128932236 8.8715029116719943 2.3910322003066531 6.5159880593419057 9.8080157637596148 7.8430070513859391 3.9778273105621329 3.6141731590032578 5.0996869504451743 5.6807006523013106 7.4060318022966447 7.5779015198349944 6.2563163079321376 3.1567655503749839 10.491761613637207 5.0253358818590632 26.579427972435951 6.5358612835407248 4.8592624217271796
leaf_count=315 141 712 1411 24 182 78 85 66 49 37 68 78 94 11 35 74 91 34 17 21 32 38 36 50 28 53 20 106 23 25
internal_value=0.000435882 -0.000273499 3.81816e-05 -0.00186137 0.000686528 0.000772545 -0.000669392 0.000865238 0.00107791 0.000224782 0.000956953 -0.000203476 -0.000923214 -0.00221062 0.000937524 0.000143188 -0.00139493 0.00112479 -0.00103793 0.0022262 0.00123284 0.00137445 0.00110484 2.90521e-05 0.00158841 0.000815835 0.00126439 0.000967184 -0.000275946 -0.00194386
internal_weight=294.229 76.8182 64.2137 12.6044 217.411 205.227 12.396 192.831 144.761 48.0706 29.351 16.6336 18.7195 11.2625 136 36.8587 14.359 22.4997 7.592 14.9077 99.1412 93.4605 77.8887 24.1541 53.7346 17.8978 46.1567 41.1313 14.5519 8.01603
internal_count=4034 2462 1726 736 1572 1390 226 1164 810 354 212 146 142 105 761 272 126 146 51 95 489 457 379 141 238 91 202 182 76 53
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=16 5 20 3 20 18 18 16 9 21 21 20 20 22 6 18 16 23 23 2 4 6 4 20 16 13 3 23 22 22
split_gain=4.58972 3.17738 2.84643 2.55899 4.52361 5.09893 3.07424 4.23102 3.88697 3.09799 3.56636 4.17075 2.39804 2.36982 2.34347 2.14118 3.19332 2.32932 2.27364 2.07903 2.73284 2.04096 3.22066 2.74026 3.46255 2.03927 2.14576 1.93844 1.87542 3.4658
threshold=18.594956516900002 18.393720489900002 37.198331469900005 93.499196860750018 41.942745071500006 13.036600629150001 13.843998451900001 22.654947022900004 206.57490536735003 11.065329869750002 7.515317457250001 36.893814626400008 47.927946529500012 -0.116995 5.1651206822000004 13.012604996900002 22.604947139800004 0.049900000000000007 -0.15572 115.72920527990001 195.50296729855003 16.455384477450004 195.50296729855003 41.289992964000007 22.574947209950004 117.51519334005 93.663192806700025 0.12535000000000004 -0.59502499999999992 -0.54526999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 25 15 21 8 9 10 11 -8 19 -7 -4 16 17 18 -6 20 -3 22 -2 -23 -25 -5 -27 28 -16 -30
right_child=3 12 14 4 5 13 7 -9 -10 -11 -12 -13 -14 -15 27 -17 -18 -19 -20 -21 -22 23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0021988070665795232 0.0026676844696567922 -0.0022823262465351333 -0.0031832342115211921 0.0026878588212475934 0.00071556992587562291 0.0012372960237826923 0.001157253384276621 0.0031494450614431594 0.00097174600546864464 -0.0033210329483170527 0.0017217275284861569 -0.0014904240067353796 0.0013898210659288512 -0.003882273423069234 0.0020041234877431471 0.0028228628681033563 -0.002890638648744356 0.0026779526154611225 -0.0040309400422579959 -0.0033433559985427065 0.0027775196244451596 0.0013461109779694753 0.0010367934537121733 0.0011759295202253401 -0.0023002632115840796 -0.0014893767312031752 0.00071875291314559822 -0.0035342380474081975 -0.0028005461118748745 0.00042452210838287769
leaf_weight=5.31583517207764 18.569972902536392 3.2595578504260612 1.9590292153879989 4.421899899840354 3.1061171106994152 1.0380140952765939 8.3051471412181872 5.0654340162873259 32.986734263598919 3.4957862924784413 7.4574103485792866 20.325438681989908 2.1639522686600676 6.5506381662562481 6.4289163872599522 2.271024875342845 3.7902296548709273 3.2303043194115162 1.4750399123877302 6.7836088710464537 1.5660517280921338 17.819041676819328 33.914939727634192 5.4613753557205182 5.9152568355202675 5.016450159251689 33.388229581061751 1.2672355789691199 3.5495875380001882 47.374282392440378
leaf_count=315 126 241 510 21 45 13 42 37 193 47 41 185 24 149 58 10 50 15 42 461 10 77 157 21 37 27 237 30 79 734
internal_value=0.000371269 -0.000277532 9.89048e-06 0.000602431 7.22836e-05 -0.00110734 0.000816357 0.000367815 0.000173657 -0.000491422 -0.000217322 -0.000722387 -0.00165264 -0.00318199 0.000203705 2.75401e-05 -0.000519643 0.000630797 -0.00081271 -0.00221976 -0.000640258 0.00124269 0.00161383 0.000575495 -0.00063151 0.000663419 0.000430325 0.000316893 0.000401986 0.000199723
internal_weight=303.273 79.6681 65.8949 223.604 64.2879 21.4614 159.317 77.636 72.5705 39.5838 36.088 28.6306 13.7732 7.58865 60.5791 13.8727 11.6017 7.81146 4.58116 11.6092 4.82561 81.6806 52.4849 29.1957 11.3766 42.8266 38.4047 58.62 57.3528 50.9239
internal_count=4034 2462 1726 1572 609 324 963 545 508 315 268 227 736 162 1411 162 152 102 87 712 251 418 283 135 58 285 264 901 871 813
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=13 22 18 16 19 16 3 17 6 23 18 5 10 15 18 6 5 20 15 20 23 15 23 9 16 13 23 19 2 22
split_gain=0.916713 0.834747 0.771677 1.48616 1.06603 3.06074 0.874796 1.84099 1.66321 1.96917 1.13002 0.95906 0.903616 1.49116 1.27821 0.843816 0.841663 0.797675 1.57752 1.10245 1.30239 0.907789 1.33042 0.925601 1.97051 0.886869 1.42489 1.31269 0.979105 0.972327
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 12.604970524100002 11.850956171350001 17.684958644900004 81.105404879350019 199.59317753375004 12.26528657645 0.11531000000000002 15.343833331950004 13.154029769200003 76.279622535200005 21.761438576950002 16.119790806350004 14.385336111050002 16.424511567200003 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 46.683480308100009 0.090390000000000012 206.57490536735003 22.584947186600004 117.99105042915001 0.10249000000000003 14.651182102100002 181.73369492375005 -0.06483499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 7 8 11 -10 -9 -5 13 16 15 -14 -8 18 19 20 -15 25 -23 24 -24 27 28 -19 -27 -29
right_child=2 -3 4 6 5 -7 12 10 9 -11 -12 -13 14 17 -16 -17 -18 21 -20 -21 -22 22 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.02781122399548077 -0.02888561123847818 0.0090755573757072047 0.026055895219591157 0.021918744267579195 -0.022632840677583293 0.02862933135171631 -0.035260353266900427 0.01043348685788109 -0.030975501194459479 0.0082818492685429717 -0.02526727842134216 0.0018199474253782144 -0.031943328104074215 0.0041534084417426034 0.022723388998894537 0.029538296573060861 -0.0074804984122083589 0.0016966050064546317 0.022221438659507403 0.0076949789705811865 -0.042917538072191251 -0.024259251861935033 0.012733128710737387 0.017786625920516622 -0.031263201206372528 0.0037920501291520267 -0.036124776015433666 0.002843713906270009 -0.022803500770111181 0.02319712519401608
leaf_weight=1.4820070888381445 1.2138016815297294 0.64994419168215234 2.1860257163643828 2.3201894791563991 1.7983042746782305 1.6400416791439054 1.0532105490565289 0.78591072373092075 2.2267461614683266 1.6296045463532207 3.8587032842333429 7.0946418112143874 0.60442047344986294 0.92871728842146495 3.0765017331577837 0.22581642866134644 3.383294295577798 162.42571591178421 4.108867347240448 4.4464562055654824 0.81080515752546489 2.4549551818054161 1.5769536979496481 1.5227010389789937 1.4290792006067929 4.4054850041866294 1.0966640822589395 3.2284222282469273 1.3263045849744228 3.7204851992428294
leaf_count=881 160 91 16 45 41 17 20 7 73 22 132 55 85 62 24 1 219 1696 25 43 21 68 7 9 49 66 16 21 37 25
internal_value=0.00114582 -0.016566 0.00131247 0.0010598 0.0112388 0.00181848 0.00122521 -0.00452171 0.000624592 -0.0143863 -0.0192264 0.00677309 0.00173536 0.00148024 0.0146597 -0.0152209 -0.0140753 0.00183693 0.00918711 0.000529418 -0.0177867 0.00142386 -0.00817186 0.000548868 -0.00818289 0.00180418 -0.00778438 0.00219075 -0.00236201 0.013741
internal_weight=228.711 2.13195 226.579 220.954 5.62437 3.43835 219.741 17.9158 13.2712 3.85635 4.64461 9.41483 201.825 197.918 3.90674 0.830237 4.4365 193.482 10.2948 6.18598 1.73952 183.187 6.98369 4.52873 3.00603 176.203 6.82845 169.375 5.73179 6.94891
internal_count=4034 972 3062 2988 74 58 2828 334 195 95 139 100 2494 2384 110 86 239 2145 151 126 83 1994 133 65 56 1861 119 1742 103 46
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=16 4 6 0 7 17 23 20 22 22 6 20 21 15 7 20 23 20 21 15 23 9 9 9 20 15 10 19 2 10
split_gain=3.46399 3.0159 2.46429 2.17188 3.92553 2.05882 2.09606 1.95459 1.94171 2.85156 2.05962 1.92901 2.50595 2.47528 4.42516 2.3262 2.68014 2.05355 1.98418 2.22026 1.8453 1.73321 2.28306 1.76144 3.42808 2.57812 1.84193 4.04843 3.29259 2.68458
threshold=18.634956423400002 393.99831167250005 15.51536251395 85.732241321850012 22.721067571950005 162.13109061465002 0.12535000000000004 37.52517992975001 -0.59502499999999992 -0.54526999999999992 5.3251244207000008 48.778770352700008 16.359396914950004 29.037712645600003 23.729953793150003 37.198331469900005 0.11531000000000002 42.67709657435001 15.974186315300003 27.201366220250005 0.081965000000000024 181.33671263215004 186.68586460755003 192.39832633775004 40.636252116050009 37.491361913600009 64.407391431150018 14.451165964200003 121.84632764400003 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 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 4 -2 -1 8 -6 -7 20 -11 12 13 15 -15 16 -12 -17 19 -19 -10 -5 -23 24 -24 -26 28 -28 -25 -30
right_child=3 -3 -4 21 7 6 -8 -9 9 10 11 -13 -14 14 -16 17 -18 18 -20 -21 -22 22 23 26 25 -27 27 -29 29 -31
leaf_value=-0.0037327883285093733 0.00026584871515533096 -0.0037357696857520635 -0.0027133166586664073 -0.0010062928578260292 0.0018150257351599562 0.0019463499876341366 -0.0038070689062811042 -0.0039513993745780287 0.0019562407932615122 -0.0036370288394126328 -0.003863521540823962 0.0032687879613760139 -0.0047881063818039776 0.0041668792207523097 -0.0033659061187580595 0.0010753158459414422 0.0035436293828012672 -0.0025595189687631936 0.0039677642793501371 0.0024682816858331747 -0.0041156341093791828 0.0023236344400944771 0.00097140618771927271 0.0023144334333658465 -0.0046574626164124222 -0.00060008955873922833 0.00059631369679021354 -0.0030447659339629036 0.0004940108782770453 0.0025966003759446727
leaf_weight=1.6920010262401763 31.291249388828874 2.8491286701755589 4.1386840108316383 6.5101044140756121 0.83145023882388969 6.7377371585462233 1.5825467314571131 4.2141417996026576 0.73735578567720184 1.6156848962418795 2.6129651279188688 2.4706578725017598 1.18124728091061 1.152234524488448 4.5972248502075672 36.646183931268752 0.74067923333495844 5.2255648141726843 0.86901536583900441 1.2947109229862688 2.9853269164450467 10.888124410063027 11.295256551355125 21.359031453728676 2.7498255483806116 5.654851708561182 50.320393504574895 3.8862057253718367 56.880546554923058 8.2093413546681386
leaf_count=206 327 383 345 54 6 99 49 123 15 331 129 15 29 3 180 404 6 200 3 7 73 57 60 134 32 34 325 31 318 56
internal_value=0.00035077 -0.000263726 -0.000134042 0.000577891 -0.000187796 1.39296e-05 0.000103916 -0.00300116 0.00019379 3.72852e-06 0.000189633 0.000298501 0.000163402 0.000273472 -0.00185628 0.000531862 -0.00222759 0.000742017 -0.000910936 -0.00156116 -0.00291297 0.000734414 0.00080059 0.000697175 -0.000265399 -0.00192757 0.000831992 0.000335276 0.00114345 0.000759196
internal_weight=293.219 79.1289 76.2798 214.091 36.3368 72.1411 70.4491 5.04559 68.8666 62.1289 58.4062 56.7905 54.3198 53.1386 5.74946 47.3891 3.35364 44.0355 7.38929 6.52028 3.72268 177.754 171.244 160.355 19.6999 8.40468 140.656 54.2066 86.4489 65.0899
internal_count=4034 2477 2094 1557 456 1749 1543 129 1494 1395 1307 976 961 932 183 749 135 614 210 207 88 1101 1047 990 126 66 864 356 508 374
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 10 5 16 19 6 17 8 21 3 20 18 22 23 8 13 3 7 13 21 18 17 18 12 18 23
split_gain=3.79846 2.75914 2.40107 2.81351 3.94225 4.29947 3.30473 2.83065 2.27075 2.42679 2.14873 2.15661 2.10941 2.06509 3.26358 3.78547 2.27786 2.23429 2.11467 2.08505 2.24386 2.06841 3.04742 2.14409 1.98662 2.36267 3.83845 2.11472 3.60362 2.84608
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.584963555600002 236.15709471040003 71.015621515800021 19.234448447350001 13.564968279200002 10.650859343850001 11.805275828400001 182.50770257345002 7.6440346712000009 12.263428102400001 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 0.080770000000000022 8.6432548896500023 117.51519334005 93.663192806700025 22.516377366000004 116.60649449195002 7.515317457250001 13.276755824150003 188.10488866565001 13.059010054600002 115.02544258150002 13.86460725495 0.093325000000000033
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 7 5 6 -5 8 9 -4 11 -1 -8 17 19 21 -17 18 -2 -15 -21 22 23 -16 25 26 -19 28 -26 -29
right_child=13 -3 3 4 -6 -7 12 -9 -10 -11 -12 -13 -14 14 15 16 -18 24 -20 20 -22 -23 -24 -25 27 -27 -28 29 -30 -31
leaf_value=-0.0032405397717441297 0.0017270317041010467 -0.0034210698579969167 -0.0032472908764959764 0.001806077718328077 0.0023948704109767118 -0.0024931683565425603 -0.0034633828986960747 0.0010637302717810778 -0.0035585990568060741 0.0016072269472987327 -0.0027235504283505498 0.0015815422645321874 0.0025075805526205246 0.0027149453437375769 0.0030486729710766276 0.0013064927663224762 -0.0038200330845230171 0.0018753286268505911 -0.00088086861732502078 -0.001654633395733781 0.00064556288688222307 0.0022443297513163279 -0.0024534627505086509 -0.0012014436869689285 0.0012267816006301412 0.0024219380126230161 -0.0022744313806562322 -1.7480558186475244e-05 -0.002428945681458568 0.0011542200791322468
leaf_weight=1.3350788737880046 31.676737476140261 2.6972875319188452 1.4947046259185288 5.9566793148405903 3.5032079312950364 12.168893032707272 2.6546148099005227 30.721959618618712 2.5475791577482596 3.4497585215140134 6.3328639701940119 3.1681103939190507 0.77384581463411439 4.1562877744436255 2.5953468307852763 1.0470496984198687 5.428020402789115 5.8451939448714274 3.496359094977378 4.9577758982777587 32.120948126073927 3.1231223084032527 5.0566718620248139 2.2391347195953131 4.6190188229083997 11.35928459279239 3.6775297746062279 44.795009801164269 6.6796260243281722 39.512589268386364
leaf_count=193 213 383 288 51 27 334 287 282 251 35 286 27 18 21 14 13 149 23 22 27 237 23 91 34 26 64 22 292 87 214
internal_value=0.000346985 -0.000259504 -0.000144432 9.26212e-05 -0.000736099 -0.00124498 0.000373437 0.00063602 -0.00111785 0.000139713 -0.00152858 0.00015192 -0.00211566 0.000566308 7.03961e-05 -0.00100271 -0.00299105 0.000764869 0.0014678 0.000577589 0.000338005 -1.34368e-05 -0.000726324 0.00108019 0.000552623 0.00144186 0.000272755 0.0003584 -0.000934441 0.000531662
internal_weight=289.19 76.8046 74.1073 63.2712 25.0572 21.554 9.38514 38.214 7.49204 4.94446 10.8361 4.50319 3.42846 212.386 60.7244 19.4893 6.47507 151.661 35.1731 41.235 37.0787 13.0143 9.89115 4.83448 116.488 20.882 9.52272 95.6062 11.2986 84.3076
internal_count=4034 2462 2079 1573 717 690 356 856 574 323 506 220 305 1572 609 324 162 963 235 285 264 162 139 48 728 109 45 619 113 506
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=16 5 20 4 18 6 22 12 21 10 21 9 18 18 20 23 13 15 2 0 20 13 16 21 8 16 5 8 22 18
split_gain=3.98599 2.79043 2.62503 2.39825 2.39637 2.42999 2.97424 2.05245 4.31185 1.93547 1.90916 3.46361 3.59864 4.62311 4.45189 3.29286 2.40606 2.81418 2.06467 3.27139 5.38106 1.9823 3.73065 3.9358 3.0003 3.94088 2.95121 2.54889 2.31556 1.98403
threshold=18.594956516900002 18.393720489900002 37.198331469900005 363.87426917165004 13.975517741000003 15.51536251395 -0.23783499999999999 202.12526968910001 7.0441631297000011 71.015621515800021 9.4408665581500006 191.98656730705002 13.091807150500001 13.023291802750002 40.984321400500008 -0.22900999999999999 115.12515406205002 30.501457990950005 111.23922738415001 86.20003303655001 41.436838994450007 117.60660091645001 22.724946859200003 8.7462497811500022 8.7431769115000026 22.674946976100003 23.928204628200003 8.4434108459500017 -0.073609999999999995 13.552878921100001
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 6 -3 8 -4 -10 21 12 13 15 -14 -12 17 -13 -18 20 -20 29 23 24 25 26 28 -24 -23 -2
right_child=10 4 3 -5 -6 -7 -8 -9 9 -11 11 16 14 -15 -16 -17 18 -19 19 -21 -22 22 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022170246666065557 0.0014054489510491291 -0.0038985697974519488 0.00053220938244040927 -0.0023535506222221452 -0.0034442962620824464 -0.0024985521526117191 0.0024344514360724761 0.00145338236166271 0.0018754848283694112 -0.002389211012022871 0.00087241075233848069 0.0008526535522454013 0.00033465658286609275 0.0028666693368117548 -0.0051380792225212951 -0.0034837548510965595 0.0028149353794603127 -0.0032067015378711579 0.00060514977780493095 0.0015133465079876108 -0.0045665993982457751 -0.0019384609283220921 0.0033860091273381111 0.0029919516912538489 0.0015037925816952619 -0.0058189008777027882 -0.0039679913784370097 0.00038654214666586877 0.0017814592826279926 0.00058483809071979275
leaf_weight=5.2011114470660678 50.717054340057075 0.9863377169240265 34.9020462394692 3.6840032238978884 4.8398697492666534 3.7350603209342808 3.4387883259914798 12.877470118692143 1.256929013878106 8.8056115207727981 3.2589203603565702 3.6388184987008563 2.4911452382802954 3.7643208028748631 4.0083928341045976 3.9888370232656607 5.1778483800590065 3.4281778689473867 7.6772005334496516 15.948632076382635 2.8518831999972463 3.6358627490699291 4.0437443330883971 2.2401828560978165 2.6955316700041285 2.5306176682934156 3.0399006414227188 10.615605866536496 3.2988304086029547 76.216092009097338
leaf_count=315 351 109 546 374 237 341 49 212 8 271 32 23 16 19 52 49 21 39 28 67 46 27 18 8 14 24 102 100 17 519
internal_value=0.000324748 -0.00028933 -2.3851e-05 0.000161549 -0.00165199 -0.000588955 0.00102285 0.000321738 -2.35555e-06 -0.0018565 0.000552179 4.30229e-05 -0.00114345 -2.37875e-05 -0.00304049 -0.00152503 0.000579586 -0.00111653 0.000958238 0.000595152 -0.000795658 0.000732217 1.84614e-05 -0.000986354 -0.00157265 -0.00223578 -0.00132673 0.00121394 -0.000168897 0.000912719
internal_weight=294.995 79.7272 66.7272 61.5261 13.0001 8.16019 4.42513 57.8421 44.9646 10.0625 215.268 56.2342 17.5116 11.0121 6.49954 7.24776 38.7226 7.067 31.6556 26.4777 10.5291 159.033 32.1003 17.4409 15.2007 12.5052 9.97459 14.6594 6.93469 126.933
internal_count=4034 2462 1726 1411 736 499 158 1037 825 279 1572 392 168 100 68 81 224 62 162 141 74 1180 310 192 184 170 146 118 44 870
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=16 3 20 2 18 23 17 16 16 17 6 20 15 15 13 22 15 12 7 17 16 20 23 16 16 9 21 4 9 10
split_gain=5.71401 4.58055 7.1974 4.34613 4.18048 3.8682 3.77559 3.80088 3.35448 3.41704 3.23439 5.16305 5.53779 3.69339 2.83994 2.76088 2.74926 4.75918 3.79951 4.78681 3.24153 2.92089 2.54502 2.28157 2.5588 2.77069 2.45836 3.81125 2.5143 2.23737
threshold=20.404952284350003 93.499196860750018 41.942745071500006 322.38159739250005 13.036600629150001 0.12535000000000004 162.13109061465002 19.974953289850003 22.604947139800004 187.51563899930002 16.455384477450004 41.243661560350013 37.274314847650004 45.169600924000008 95.862351557400004 -0.116995 30.046989284200006 115.02544258150002 23.974509389900003 197.91512403570002 18.634956423400002 37.198331469900005 0.11531000000000002 15.584963555600002 17.809958352600002 188.63457064660003 6.151769958900001 195.50296729855003 200.52256857420005 66.590419433100024
decision_type=2 2 2 2 2 2 2 2 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 -3 5 8 6 -1 14 -4 -10 13 -12 -13 29 -8 -6 20 -18 -19 -20 21 22 -16 -23 25 -25 27 -26 -28 -2
right_child=1 2 4 -5 15 -7 7 -9 9 -11 11 12 -14 -15 16 -17 17 18 19 -21 -22 23 -24 24 26 -27 28 -29 -30 -31
leaf_value=-0.0035154688753408414 0.0018729619784724448 0.00082921006258471468 0.0021908689490455786 -0.0035047481863626304 0.001519075735168994 -0.0037374763199579265 -0.0024718542753509841 -0.0031606033896424569 -0.0041277838220879423 0.0010306067309305562 0.00149160712731849 -0.0038971864814042545 0.00026297113042323458 -0.0012584967606600441 -0.0031805221373464058 -0.0040540857035090867 -0.0044034696001165807 0.0023699016769318767 -0.0033828859239352312 0.00032014522873045496 0.0016537442795286693 0.00097458699206798207 0.0034878813934660718 0.00028080053112364023 -0.001731314064922449 -0.0029332626069377469 0.0016621761746947444 0.0032599073730304119 -0.003349751103259602 -0.0006321059169002494
leaf_weight=2.9045154904015353 71.682969726622105 42.03956741746515 3.7787163676694053 3.7082736915908745 1.0698459092527626 2.7653595535084596 3.7179427719674996 3.3929288908839217 2.9521383317187428 2.4662505127489567 20.480115048587322 4.7306918725371387 11.455994367599486 4.5490566957741967 3.9745005629956713 7.1201082710176689 2.9385724402964142 5.3046716200187829 5.136290553025904 12.645826823078094 25.140036246273667 37.162409239215776 0.70510943979024876 5.2898593442514557 2.2581109544262272 5.9780822573229671 1.8070528656244276 5.4992872606962919 2.4912329111248255 3.935430869460105
leaf_count=320 370 236 32 279 11 64 686 45 43 15 88 50 53 46 175 149 54 40 145 108 151 387 3 163 70 117 17 29 60 28
internal_value=0.00045461 0.000836404 0.000105237 -5.2056e-05 -0.00164523 4.71102e-05 0.000129944 0.000215718 -0.000148458 -0.00177987 0.0012083 0.000412485 -0.000952869 0.0015723 0.000311143 -0.00332607 0.000400088 -0.000526231 -3.27215e-05 -0.00074946 0.000667045 0.00028639 -0.00217575 0.000476877 -0.000316143 -0.00142439 0.000719685 0.00180701 -0.00124267 0.00174259
internal_weight=309.081 176.261 59.4266 132.82 17.3871 129.112 126.346 123.442 9.19711 5.41839 116.834 36.6668 16.1867 80.1675 120.049 8.18995 116.331 26.0254 23.0868 17.7821 90.3057 65.1656 4.67961 60.486 23.3236 11.2679 12.0557 7.7574 4.29829 75.6184
internal_count=4034 1121 486 2913 250 2634 2570 2250 90 58 635 191 103 444 2205 160 1519 347 293 253 1172 1021 178 843 456 280 176 99 77 398
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=9 20 23 4 12 9 0 5 6 6 22 15 20 17 16 20 3 10 16 16 17 10 10 10 0 5 23 22 23 18
split_gain=1.0089 2.51446 2.91105 2.60907 2.20999 2.02614 1.91757 3.15055 1.68868 3.08831 1.64578 1.80476 1.48402 2.15017 1.91335 1.39345 1.31795 1.22852 2.73947 2.5776 2.65144 2.27613 1.8823 3.10762 2.13747 2.96923 1.94633 1.76829 1.75885 1.93931
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 375.65892766775005 143.62136700335003 186.68586460755003 85.732241321850012 29.996566321350006 16.555386813950005 16.625388449550005 -0.16276499999999997 32.393814985100008 41.827117825850003 185.82794795070004 22.604947139800004 35.879804895950009 112.77544165605001 64.407391431150018 22.494947397000004 20.894951138500005 199.59317753375004 62.837331883000012 66.964115113200009 66.351146659450009 91.937202686950016 20.769304081650002 0.13377000000000003 -0.059424999999999999 0.083495000000000028 13.793345552600002
decision_type=2 2 2 2 2 2 2 2 2 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 16 10 -4 12 7 8 -7 -10 -3 -12 13 -2 -14 -11 -1 18 -8 22 -21 -20 23 -19 -24 26 27 28 -26 -30
right_child=5 3 4 -5 -6 6 17 -9 9 15 11 -13 14 -15 -16 -17 -18 19 21 20 -22 -23 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.024959771639068165 0.00051314374820716233 0.017982870569799768 0.014227277216490242 -0.026709965415242121 -0.021916527236141771 -0.029600998714976883 0.015892570668816636 0.016838024337857062 0.014518716275297716 0.014037404031758518 -0.028397587472429521 0.030450379689148158 0.010974619139759334 0.021997180406140331 -0.019499802524770717 -0.024613782167119218 0.018054454447757315 -0.0030279547616982776 0.0011134245175832623 0.0011358584833757034 -0.033369235675960507 0.020321275311283346 -0.02077467510639628 0.022886573607561789 -0.014847969328104282 -0.029638191874681315 -0.027448052777278718 0.0054178827709837462 0.027633085891234515 -0.0012407168567812881
leaf_weight=6.3597701764665562 4.4423589073121574 5.743395640689414 3.3797017375472933 1.2660730768111532 1.505235733115114 3.0886243621353042 10.257171154022215 2.4931719889864317 2.5230030827224255 0.66535602509975422 1.0805111209629084 0.45629748702049244 3.1466222348972215 8.0906872960622405 2.1247143987566233 4.191497134976089 0.47097952477633942 5.572961784899233 67.954227407928556 2.6487752273678771 2.8417473435401917 4.0226934216916552 3.0916469022631636 5.8273983113467693 5.7105384710011924 1.9954410949721921 1.4519321955740441 37.358837246429182 1.4985052496194828 32.26202849339461
leaf_count=1024 24 54 46 197 81 110 109 18 18 4 114 1 25 65 27 112 9 36 426 14 28 41 48 33 269 64 48 415 6 568
internal_value=0.00122094 -0.0040699 -0.011535 0.00616368 0.00308999 0.00172363 0.000993715 -0.00822767 -0.0141973 -0.00775055 0.0118806 -0.0109249 0.00973655 0.0143821 -0.00130869 -0.0193188 -0.0219939 0.00164867 0.00389645 -0.000194989 -0.0167231 0.00218693 0.000762576 0.0102185 -0.000530482 0.000249164 0.00101101 0.00154883 -0.00211318 4.08845e-05
internal_weight=233.522 20.262 11.7157 8.54628 4.88494 213.26 195.456 12.9617 10.4685 7.37986 7.2802 1.53681 17.8044 12.533 5.27134 4.85685 6.83075 182.494 82.2341 100.26 5.49052 71.9769 94.7693 11.4004 83.3689 80.2773 78.2818 76.8299 39.4711 33.7605
internal_count=4034 1526 1160 366 127 2508 2367 262 244 134 169 115 141 89 52 116 1033 2105 576 1529 42 467 1487 69 1418 1370 1306 1258 843 574
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=8 20 10 3 4 16 19 15 5 0 5 22 16 9 23 23 17 23 7 20 20 21 15 17 17 16 9 15 15 4
split_gain=4.82478 6.25991 4.30336 7.47091 3.96476 3.23726 4.82506 3.22304 3.0038 2.971 3.40002 2.78117 2.77182 2.60305 2.59477 3.54411 2.89864 3.7313 2.69766 2.50679 2.39109 2.70619 2.34987 2.42353 2.62033 2.71115 2.28196 2.2473 2.24567 2.88598
threshold=5.9453602998000008 47.709122305950011 70.206395618550019 83.538459487450012 375.65892766775005 19.199955102150003 13.751109481500002 29.037712645600003 23.626838821450004 98.142164052000012 14.050239455300002 -0.16276499999999997 21.094950670800003 204.68881850780005 0.084360000000000018 0.085820000000000021 203.00435256470004 0.10932000000000001 23.203497038450006 39.577821550850011 42.599563320500003 12.510904521150001 43.030193406950012 188.19076296340003 186.57794620975002 22.604947139800004 202.49517884540003 32.393814985100008 33.928396949100005 244.52697497700004
decision_type=2 2 2 2 2 2 2 2 2 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 9 11 -2 -7 13 14 -4 20 -3 -1 -5 18 -16 22 19 -8 -18 -11 -22 23 24 25 -17 -12 -13 -25 -30
right_child=2 4 3 7 -6 6 8 -9 -10 10 26 27 -14 -15 15 16 17 -19 -20 -21 21 -23 -24 28 -26 -27 -28 -29 29 -31
leaf_value=-0.0036976761076776424 0.0023188196638054162 0.0026343098942890292 0.001169078312531684 0.00094362491440511901 -0.0038579843416649143 -0.0029901031874544712 0.00067623255287473018 -0.0040623814422056457 -0.00023252099085037425 0.0010736057721424737 -0.0042085792991252147 -0.0040818648122966676 0.0023285615212690126 -0.0033786321456390008 -0.0023781732695949613 0.0027989153587057616 0.0011450937247477026 0.0023544519821896309 0.0025141413818444277 -0.0034052631499904835 -0.0040778023827960008 0.0036491550557614582 0.0037254493934435573 -0.00011507360151441078 -0.002331762436733476 -0.00071343315120217976 -0.0008705749043189325 0.0045056763223753375 0.0022525516289104283 0.00056765723988120209
leaf_weight=9.6834307655226457 17.290505645796657 7.4383368887938559 32.186075493693352 4.4928855746984464 2.0154861719347528 4.3257958106696597 17.018884383141994 7.3596674771979451 29.255659388843924 18.717397322179753 3.2894213572144499 1.5814769107382729 1.0663613006472576 2.8761072997003794 4.4725658297538748 4.5996771976351756 2.0785453878343088 3.2107995040714741 24.548146184533834 5.7074616514146328 2.4228834436507891 0.74608324887230981 4.0011202655732623 12.302523730322717 5.2729554437100878 6.9370240550488234 11.908891435246913 0.50629770755767811 31.456955052912235 21.564924001693726
leaf_count=1089 109 54 168 32 197 34 95 236 304 383 74 114 5 52 38 18 14 17 167 61 150 7 16 80 33 42 192 1 149 103
internal_value=0.000436085 -0.00115193 0.000563399 -0.000107396 0.000662387 0.00085378 0.000710465 -0.00240181 0.000803304 0.000380454 -0.000304 0.00161878 -0.00309988 -0.000743346 0.00101496 0.000709493 0.000851669 -0.000863488 0.00176164 -0.0021905 0.000591128 -0.00225861 0.00107064 0.000941314 -0.000259986 0.000686938 -0.00159303 -0.00199934 0.00125044 0.00156728
internal_weight=300.334 22.2914 278.043 83.9994 11.5416 194.044 176.753 14.7287 172.427 69.2708 37.0847 9.52611 10.7498 7.36899 143.172 101.605 97.132 10.9968 41.567 7.78601 21.8864 3.16897 86.1352 82.1341 16.8097 11.5367 15.1983 2.08777 65.3244 53.0219
internal_count=4034 1460 2574 1294 366 1280 1171 320 1137 974 806 169 1094 84 833 571 533 92 262 75 540 157 441 425 93 60 266 115 332 252
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=17 10 0 2 21 12 23 17 20 20 13 22 22 0 0 5 5 9 18 2 22 10 3 2 20 6 16 21 6 20
split_gain=1.20998 0.956631 2.98669 1.79522 1.53409 1.4896 1.47313 1.45899 1.36909 1.90849 1.48085 1.46214 2.42585 1.44524 1.34102 2.93702 2.8993 2.44079 1.80697 1.6548 1.51615 1.38542 1.47827 2.0617 1.57677 2.0537 3.96579 2.19115 2.04185 2.15989
threshold=159.58247398035004 70.206395618550019 94.625660817400004 41.467794892200004 14.824703203750003 283.37952236595009 0.12535000000000004 203.72643944000004 40.80591513400001 42.536568606950006 108.08408221840001 0.17076500000000003 -0.054619999999999995 100.15850764985002 93.399723909900004 18.160071980500003 18.160071980500003 210.65484416470002 13.927976454650002 110.52061241095002 -0.059424999999999999 68.910558799650019 92.324340657750014 346.74082678410008 47.927946529500012 16.355382140900002 22.614947116400003 12.510904521150001 16.465384711100004 40.563919884450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 14 3 -3 5 6 8 -6 11 -10 13 12 -4 -11 15 18 -16 19 -2 -18 -21 22 -17 24 25 26 27 -24 -27 -30
right_child=1 2 4 -5 7 -7 -8 -9 9 10 -12 -13 -14 -15 16 21 17 -19 -20 20 -22 -23 23 -25 -26 28 -28 -29 29 -31
leaf_value=-0.029010905161276926 -0.0050604637155326595 0.0286152517171041 -0.0072094070794777232 -0.031044480226714903 -0.033097904061883857 -0.018875053081879107 -0.028626295822919104 0.010515290577675359 0.012568467514601171 0.0099747074968196039 -0.029797116953886944 -0.02039717018711204 0.0085529446410521313 -0.01218744142751731 0.020857569117606931 0.0067345819158151996 -0.036745684615439707 0.025915538964429524 -0.041093206809747783 -0.021936285294906752 0.011133157636160825 -0.019835017640070396 -0.02163026581984985 -0.029311054914207969 0.019940947800598914 0.0073695437142569584 -0.035815071033105057 0.024793083378642819 0.0052843380711016571 -0.0052359820961535462
leaf_weight=0.92719671112717961 2.2610505828633896 0.39976581931114141 14.328137882403096 3.2779443671461195 1.8030938616138876 2.5634285470005116 1.100212430465034 0.77466846111929033 16.064879799145277 5.4829642897821014 1.2085590180940915 2.6199561218963927 13.300406060589017 3.347973546362482 8.1155532697448489 43.690537011367269 1.3389510884881008 1.6384147703647611 1.7396121174097059 1.6785287479870006 2.351465004961939 1.960311519447713 1.1581324575236061 1.5740164939779777 3.1205280707217744 30.212564807734452 3.0186840491369367 1.8910015493165699 22.538369529880583 35.502505443408154
leaf_count=262 28 2 393 203 97 326 48 43 225 85 89 117 147 188 41 365 13 7 20 37 25 19 67 56 30 255 40 9 292 505
internal_value=0.0012908 0.00141292 -0.0012815 -0.0245595 8.61904e-05 0.000948535 0.00183302 -0.0199913 0.0024277 0.00688724 -0.00220368 -0.00142088 0.000378603 0.00157262 0.00250312 0.00173608 0.0100436 -0.0024805 -0.0207286 -0.011146 -0.00264056 0.00235732 0.00266217 0.000865231 0.00135268 0.000737706 -0.0142195 0.00716041 0.00176608 -0.00115074
internal_weight=230.989 230.062 66.272 3.67771 62.5943 60.0165 57.4531 2.57776 56.3529 26.1044 10.0395 30.2485 27.6285 8.83094 163.79 148.667 15.1229 7.00736 4.00066 5.36894 4.02999 144.667 142.706 99.0158 97.4418 94.3213 6.06782 3.04913 88.2534 58.0409
internal_count=4034 3772 1963 205 1758 1618 1292 140 1244 587 362 657 540 273 1809 1686 123 82 48 75 62 1638 1619 1254 1198 1168 116 76 1052 797
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=13 22 15 10 17 17 9 20 20 17 17 2 20 21 6 22 22 4 14 16 3 20 14 21 23 12 19 20 7 2
split_gain=0.932232 0.826237 0.814111 1.19228 1.10106 0.764124 0.754257 1.14379 1.08341 1.07502 2.17491 1.70274 1.48748 1.78868 1.08455 1.87094 1.31513 1.09085 2.60979 1.98216 1.87466 1.56997 1.54317 1.91066 1.4234 1.36183 1.28101 1.36426 1.54994 1.85366
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 81.479100559500012 252.75344531235004 241.79519611995002 223.29399794390005 40.00488309970001 41.919251152600005 208.33805927010005 209.55094140555002 171.03679643640001 41.50623664750001 8.2292317348500017 18.335428404350001 -0.075639999999999999 -0.13734499999999997 244.52697497700004 245.89181903565003 22.674946976100003 93.870204082750021 38.400997490450003 391.21225757805007 15.531785880150002 -0.27172999999999997 152.73554204000004 14.651182102100002 47.709122305950011 23.051546669900002 198.51835910855002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 -3 9 -8 -9 14 -11 -12 -13 -14 17 16 -16 24 -19 22 -21 -22 26 -24 25 -4 27 28 29 -20
right_child=2 5 3 4 -6 -7 7 8 -10 10 11 12 13 -15 15 -17 -18 18 19 20 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.023375603704176424 0.016293944744429731 -0.023517268084398271 -0.030315133015937221 -0.025149599130403519 0.02527736727466574 0.027068322698391857 -0.0055016764863351679 0.021797723206054057 0.00089483764543171632 -0.027801340064785011 -0.012081735043099675 0.015728473617183998 -0.020730933175885643 0.011269663969968667 -0.012545175782916482 -0.026701505278827198 0.018168671935523562 -0.031461807486853968 -0.0041578175544890513 0.01927613449652537 0.014458111626190651 -0.025894996575156787 -0.024644969696589903 0.018519169292570692 0.0033083693207180752 0.004641323464906138 0.014207696984312165 0.014328102979929674 -0.00051396204604889882 -0.030363430684251319
leaf_weight=1.4872301081777544 1.8353888939600427 0.25450678833294649 1.2945346625056111 1.5079746872652311 0.2651892602443694 0.39995193481445312 2.2524066865444174 3.3841801397502422 2.0885557066649199 1.9118654197081912 4.8494874318130297 3.6253243470564485 1.8419436719268563 1.7976726996712384 1.5064818579703572 1.9348558717174444 1.401815310353413 1.3966728746891011 4.515144709381274 4.8999737109988919 0.94997909292578731 1.0653046064544467 2.7255755648366171 0.66432387859094877 118.37932183785597 1.0523539336863903 2.9873843933455637 2.8387437521014354 49.826441392186098 2.0416076759574935
leaf_count=881 31 90 73 132 1 1 32 31 34 40 77 47 34 32 36 101 13 20 93 41 7 37 115 29 1378 14 17 39 475 83
internal_value=0.00101365 -0.0139722 0.0011564 0.00103182 -0.0176079 0.00739653 0.00118121 0.00818682 0.0138206 0.000927733 -0.00517941 -0.00160928 0.00538129 -0.00492526 0.00135715 -0.00931078 0.00225907 0.0016226 -0.000560999 3.41697e-05 0.0116556 -0.00687305 -0.00119092 -0.016186 0.00295945 -0.0146405 -0.000373812 -0.00110936 -0.0018866 -0.0123176
internal_weight=226.982 2.14169 224.841 223.005 1.77316 0.654459 221.232 7.72514 5.47274 213.507 14.0263 12.1144 7.26494 3.63962 199.481 4.84315 2.9083 194.637 73.9112 72.5145 6.91526 2.01528 65.5992 3.3899 120.726 2.34689 62.2093 59.2219 56.3832 6.55675
internal_count=4034 972 3062 3031 133 91 2898 97 65 2801 230 190 113 66 2571 150 49 2421 956 936 85 44 851 144 1465 87 707 690 651 176
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=17 6 20 20 20 22 8 15 21 20 5 10 0 5 10 10 0 16 3 19 4 12 5 22 10 22 20 6 21 22
split_gain=1.04106 0.818095 0.666208 1.48348 1.02679 1.7806 0.753019 0.696671 1.2107 0.967737 0.920445 0.891422 3.01187 2.75947 2.69054 2.68356 2.40297 2.82684 2.06383 3.20305 2.00344 1.67003 2.50065 1.56268 1.91475 1.88459 1.55386 1.48836 2.65333 2.25589
threshold=159.58247398035004 5.3251244207000008 32.051492741500006 30.317390213800007 34.654301448200009 0.12427500000000002 8.2435668022500028 46.683480308100009 15.285239689500001 41.535369675400013 26.180212255300003 66.590419433100024 90.407470010750018 19.234448447350001 67.649671936450019 67.300172379550006 94.047642319350018 19.124955277500003 84.812788641250009 12.851036860900001 158.18845385165005 216.55112120135001 19.865285687250005 0.20949500000000004 65.611820673600008 0.13747000000000004 37.999598532650005 16.465384711100004 15.173983806500003 -0.079634999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -4 -3 11 9 -9 -11 12 23 14 -13 -15 17 -16 -18 -20 -21 -17 -23 24 25 26 -6 29 -29 -28
right_child=1 2 4 -5 7 -7 -8 8 -10 10 -12 13 -14 15 16 21 18 -19 19 20 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.026520424710353825 -0.018154816092056918 -0.024724078392068208 0.017695510460958429 -0.044280637394934895 0.014355502557019718 -0.013801414566912033 0.025953273611953754 -0.029155979152241048 0.0085092226608503088 -0.015916513606305693 0.013181804287604562 -0.026162626650819556 0.019476786820959872 0.0099549843157669023 0.022110752796725794 -0.030200929411431137 0.0012586637496851398 -0.0037233030956355931 0.027449552540138165 0.0068794921071725816 -0.032127587493763057 0.016705217234316297 -0.025925988493081177 0.017293983105410887 -0.015159689302559481 -0.015951199544516501 -0.00018362104162454718 0.00012675610649902233 -0.023465109199388955 0.01019056485634641
leaf_weight=0.81810922600561653 1.3107846676430188 0.27851320756599196 5.014706923859193 0.60634323040721938 6.1137372547527766 1.3621975973946971 0.47081149369478226 1.6138632055371989 2.0832266318611801 1.7996027250774207 1.0145657914690671 2.1227443991228929 5.9900636081583789 2.3524760575965029 6.7123358019161952 4.191207179625053 55.197707566490863 4.0550564583390951 0.89716253301594306 1.0204044934362171 3.4185899966396391 1.4755889158695938 1.8516766483080571 3.7246119079645714 4.1092205130262291 3.4489366610068819 26.844253018964082 47.691576478537172 3.0256962093990287 23.427593301516026
leaf_count=262 626 57 88 39 112 20 3 26 18 65 24 40 54 22 46 106 981 28 10 6 124 14 128 36 35 39 223 553 40 209
internal_value=0.000987671 0.00108849 0.00120215 -0.0158713 0.00130709 0.0109673 0.00711723 0.00101948 -0.00684917 -0.0140747 -0.00542597 0.00126619 0.00257603 -0.000689659 0.000940713 -0.012817 0.00174762 0.0123815 -0.000143872 -0.0146518 -0.0231609 -0.0199422 -0.00701973 0.00172089 0.00121501 0.00182366 0.00239605 0.00167204 -0.00128069 0.00465094
internal_weight=224.043 223.225 221.914 1.35567 220.559 6.3769 0.749325 214.182 6.51126 4.42803 2.81417 207.671 124.376 83.295 73.424 9.87095 71.3013 10.7674 60.5339 5.33616 4.43899 7.51847 3.32727 118.386 114.661 110.552 107.103 100.989 50.7173 50.2718
internal_count=4034 3772 3146 99 3047 108 60 2939 133 115 89 2806 1301 1505 1235 270 1195 74 1121 140 130 248 142 1247 1211 1176 1137 1025 593 432
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=22 19 6 3 10 23 18 10 7 13 23 0 6 0 18 23 17 7 18 17 17 5 17 18 3 10 15 18 21 22
split_gain=0.850568 1.19058 0.716652 1.39605 1.93713 1.70632 2.02207 1.67831 1.59085 1.99603 1.41708 1.31297 3.65572 2.51242 1.79895 1.59706 1.43069 1.4166 3.37776 3.30548 2.98378 2.36994 2.3044 4.8821 1.82457 4.14085 2.39379 1.75028 2.35566 2.62702
threshold=0.36215000000000008 14.651182102100002 14.825346391850003 83.538459487450012 69.64719632740001 -0.089139999999999997 14.466921572300002 69.563854125350005 20.861906850000004 115.12515406205002 -0.10747999999999999 93.399723909900004 15.155354102400002 94.047642319350018 14.329845562450002 0.43162500000000009 194.73806315685002 23.109894804950002 13.314799198000001 191.58460912770002 191.08747234645003 21.500664456800006 188.19076296340003 13.065205089100003 93.281431752200021 61.982402197500001 39.296024648600003 12.993189857450002 5.2761091985000013 -0.018034999999999999
decision_type=2 2 2 2 2 2 2 2 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 3 10 7 -6 -7 8 -5 -10 -1 12 16 -13 -15 17 -4 18 19 20 22 -20 23 27 -24 -26 -27 28 -14 -30
right_child=1 -3 11 4 5 6 -8 -9 9 -11 -12 13 15 14 -16 -17 -18 -19 21 -21 -22 -23 24 -25 25 26 -28 -29 29 -31
leaf_value=-0.025817008623371308 -0.029132645848339665 0.025056492827883779 -0.041209571743943886 0.017248827392569509 0.0091516350220459015 -0.005111192560651151 -0.027906481138036371 0.025593344909158836 -0.032080574663574134 -0.00050200445348061299 0.0016283514700709217 0.018154271254525647 0.0046456609835585716 0.015406188099718594 -0.015208781460082687 0.023012273745195051 -0.011127228355606493 0.0041936879967620312 -0.0012589164482391193 0.01939235605166811 -0.035579610153091031 -0.02586520066397479 0.020970808624200536 -0.029647762997255727 0.019696951590646456 -0.029411651620607115 0.0017639535854948141 0.011825250888731128 -0.014231740885244541 0.016185089988344222
leaf_weight=1.0867974217399012 1.0904145712265734 0.29058161377906788 1.3241150953108434 1.7506790059851498 1.6154887309530757 4.0747166570508817 4.791706383402925 1.4028172753751276 1.5194131948519496 4.4503941275179386 52.142096863564802 7.3584677688777429 12.709542253054684 1.7037682086229322 2.9961420986801386 2.0108929425477973 2.758372580865398 62.925526330713183 4.139892381615935 5.2105915604624888 1.3359842719510187 4.7639080776134506 4.4781539067625991 3.4771754643879822 4.6038036900572461 2.2934551537036896 3.5529283597134054 5.8269783144351086 11.001096788211724 1.8816577436518844
leaf_count=162 107 2 28 35 56 154 249 6 113 38 1389 50 303 8 40 12 32 545 33 51 17 77 26 89 33 21 40 50 192 76
internal_value=0.000880143 -0.0177305 0.0009974 -0.000930772 -0.00635748 -0.0133336 -0.0174305 0.00165753 -0.00269162 -0.00853926 0.00106799 0.00195698 0.00128182 0.00947628 -0.00411052 0.00197678 -0.0208841 0.00164683 -0.000808359 0.00134227 -0.000496088 -0.0144243 0.00044463 -0.00290146 0.00826644 0.00282232 -0.0104658 5.85547e-05 -0.00262054 -0.00978905
internal_weight=220.568 1.381 219.187 72.8341 19.6052 10.4819 8.86642 9.1233 7.72049 5.96981 53.2289 146.352 134.294 12.0584 4.69991 130.212 4.08249 128.201 65.2752 56.3714 51.1608 8.9038 49.8248 34.8965 14.9283 10.4502 5.84638 31.4193 25.5923 12.8828
internal_count=4034 109 3925 2202 651 459 403 192 186 151 1551 1723 1625 98 48 1565 60 1553 1008 898 847 110 830 710 120 94 61 621 571 268
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=16 4 22 6 22 23 3 20 18 18 16 9 16 17 0 17 22 2 6 23 7 7 13 3 17 17 0 18 7 20
split_gain=3.80707 2.26443 2.1862 2.55302 2.24934 2.36707 2.09067 4.21152 4.73557 2.29723 4.22849 3.34149 3.58003 2.94988 2.30541 3.53974 2.29722 2.23861 2.43093 2.17324 2.10514 3.59829 2.06385 2.24071 1.92349 3.31773 2.73148 2.69959 2.40069 2.6289
threshold=18.594956516900002 393.99831167250005 -0.59260499999999994 15.51536251395 -0.54526999999999992 -0.059734999999999996 93.499196860750018 41.942745071500006 13.036600629150001 13.843998451900001 22.654947022900004 205.22231928645002 20.664951676350004 197.20536406400001 94.047642319350018 202.58869561095003 -0.116995 103.92649527695001 16.455384477450004 0.10040500000000002 22.516377366000004 22.105125139000005 117.51519334005 93.663192806700025 236.15709471040003 214.03087950770001 103.33357670195001 15.946034773700001 24.607636026300003 40.844669808050007
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 9 22 20 17 11 12 14 -13 -11 -16 -10 18 -2 -14 21 -9 -8 -24 25 26 27 28 -6 -30
right_child=6 -3 3 -5 24 -7 7 8 16 10 -12 13 19 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0017420577927772989 0.0030526166161383744 -0.0039162444524139563 0.0040864162302378043 -0.0037793862431670737 0.00040921894785463206 -0.0043240209649571234 0.0032097976968476572 0.00036358414785953963 0.0014923614389583148 0.0010662309179105284 0.0037535475784397504 -0.0024812814341583487 -0.0037391532521760772 0.0013317445691028141 -0.0036421788643804377 0.00089585121964925617 -0.0045431238669315817 0.00092427285133394362 0.00058269781502882922 0.00029197299931953938 0.0026039831704128729 -0.0050714115562676488 -0.0018153449191457567 0.00084616981269496853 0.0024854703557771474 -0.0041387055598214751 -0.0038314323538550746 0.0015178743460607118 -0.0037285077993042376 -0.00033232927949503825
leaf_weight=7.2106736967107272 17.013768382370476 2.2967572406632817 0.53733439370989833 2.9252570541575542 19.736686347518116 3.0714051809627554 4.268389254808425 7.6803447408601659 1.0023623080924151 13.881651267409326 4.8867076486349097 3.0420735105872145 6.5995400734245759 31.324304742738605 4.5598064856603724 4.844988533295691 6.14804892707616 53.955497182905674 8.0094622746109945 2.5277576744556427 3.2872305409982792 2.1254572411999106 4.9711760804057112 33.152483106590807 3.7814594353549174 2.8286655123811206 2.4463953918311736 14.269887418719007 5.034413577290251 8.1696732689160836
leaf_count=123 123 383 2 340 412 131 21 113 13 95 37 35 68 192 76 29 149 254 41 13 23 26 27 237 80 109 463 112 125 182
internal_value=0.000428729 -0.000304318 -0.000185828 -0.000407183 -0.000242433 -0.00307172 0.000677253 0.00010963 -0.00127756 0.00091326 0.000434027 0.000191118 -0.000660363 0.00099422 0.00010881 -0.00130436 -0.00369705 0.00134813 0.00226204 -0.00262275 4.37848e-05 -0.000814479 0.000772053 0.000499119 -6.09744e-05 -0.000244439 -2.2606e-05 0.000174762 -0.000407071 -0.00162721
internal_weight=285.59 72.3086 70.0119 62.8012 59.8759 3.60874 213.281 62.6355 20.2434 150.646 71.6668 66.7801 32.4137 34.3664 23.2864 9.4048 7.15041 78.9787 25.0232 9.1273 13.093 9.8058 42.392 38.1237 56.2672 52.4857 49.6571 47.2107 32.9408 13.2041
internal_count=4034 2462 2079 1956 1616 133 1572 609 324 963 545 508 281 227 200 105 162 418 164 81 162 139 285 264 1483 1403 1294 831 719 307
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 10 5 16 19 6 21 3 20 18 18 16 9 16 0 0 17 22 9 9 17 8 13 3 16 17
split_gain=4.56179 2.34588 2.38066 2.82138 4.27418 4.16133 2.8759 2.7628 2.34153 2.3227 2.30541 2.04135 3.41413 4.74526 2.33973 4.23091 3.27904 3.59269 2.56319 2.80626 2.56168 2.20714 2.06803 3.29844 2.01847 2.25664 2.01287 2.05698 2.00344 3.03591
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.629963450350003 236.15709471040003 71.015621515800021 19.234448447350001 13.564968279200002 10.650859343850001 11.805275828400001 12.263428102400001 93.499196860750018 41.942745071500006 13.036600629150001 13.843998451900001 22.654947022900004 204.68881850780005 20.664951676350004 94.047642319350018 94.940210418650011 197.20536406400001 -0.116995 202.37225149245003 200.95377551580003 182.50770257345002 7.6440346712000009 117.51519334005 93.663192806700025 22.604947139800004 187.51563899930002
decision_type=2 2 2 2 2 2 2 2 2 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 24 7 5 6 -5 8 9 -4 -8 14 26 28 -2 16 17 18 -16 -20 -18 -15 23 -19 25 -1 -13 -28 -14 -30
right_child=11 -3 3 4 -6 -7 10 -9 -10 -11 -12 12 13 21 15 -17 20 22 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.003446756642428472 0.0012644963501099924 -0.0035784536990549217 -0.0034434745104134942 0.0017977897639208631 0.0026196179993507162 -0.0028267173807867167 -0.0036084564021467498 0.0010514269308260652 -0.0038224275734855674 0.0016969821911337506 0.0028344202075275943 0.0029440571102877871 0.0012408138294647557 0.0014928442602913617 0.0010573785659709666 0.003401437287323335 -0.002128291028782218 -0.0032433013223908493 -0.0035386476770111167 0.00033930153784523013 0.0011833083994582656 -0.0041148399926645256 -0.0050590593814253734 0.0016862768079527997 -0.0029511157518374706 0.00162372316062994 -0.0015898811106146416 0.00074255240032631079 -0.0041586466045705683 0.001280716317078419
leaf_weight=1.4758825349854285 78.129737438634038 2.4519438651623195 1.4374415334314097 5.4545127782039398 3.4316604062914839 11.350536454468964 2.7366545863915239 31.040229793055914 2.617766518262215 3.3603469110094011 0.82874469039961685 4.0333681479096404 7.7503716931678373 0.93277346994727839 13.425567828118806 5.0497006699442855 2.9216456674039355 4.2030839771032316 3.6950266249477846 5.0698419287800789 31.746226949617267 5.8189351786859325 2.4438579306006432 2.467242494225502 6.1538819608977064 3.1531819798983634 5.0105889290571204 31.914808703120798 2.4579811664298177 2.2520816065371037
leaf_count=193 418 383 288 51 27 326 287 290 251 35 18 21 104 13 93 37 35 32 75 29 198 149 23 23 286 27 27 237 43 15
internal_value=0.000390864 -0.000322339 -0.000213033 4.1245e-05 -0.000874508 -0.00146314 0.000252772 0.000608048 -0.00124786 0.000156876 -0.00211087 0.000648082 0.000121891 -0.00105518 0.000860359 0.000415777 0.000187247 -0.000606758 0.000128015 -0.00129553 0.000904222 -0.00334012 -0.00239572 -0.00141993 -0.00168117 7.10439e-06 0.000674011 0.000426053 0.000182913 -0.00155786
internal_weight=284.816 75.4928 73.0408 62.2579 23.8021 20.3704 9.01991 38.4558 7.41555 4.79779 3.5654 209.323 60.1709 19.2121 149.152 71.0222 65.9725 31.3046 22.1904 8.76487 34.6679 6.75171 9.11418 6.67033 10.7829 4.62906 40.9588 36.9254 12.4604 4.71006
internal_count=4034 2462 2079 1573 709 682 356 864 574 323 305 1572 609 324 963 545 508 275 197 104 233 162 78 55 506 220 285 264 162 58
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=16 5 6 20 14 3 20 18 18 16 9 20 23 7 20 2 22 2 8 20 22 13 3 16 17 23 23 2 4 17
split_gain=5.2322 2.89404 2.85026 2.58818 2.97003 2.30614 4.14654 5.03743 2.64997 4.49561 3.59033 3.1372 4.05628 3.07689 2.85767 2.76392 2.50259 2.23585 3.06327 2.22658 2.19349 2.14318 2.39892 2.10565 3.33054 2.87835 2.62894 2.0882 2.60129 2.07527
threshold=18.594956516900002 18.393720489900002 5.1651206822000004 38.244973486750006 179.09836080685002 93.499196860750018 41.942745071500006 13.036600629150001 13.843998451900001 22.654947022900004 206.57490536735003 36.79544512155001 0.093325000000000033 24.738571785850002 39.792680591700012 98.465712168700023 -0.11347 103.92649527695001 8.7431769115000026 47.927946529500012 -0.116995 117.51519334005 93.663192806700025 22.604947139800004 187.51563899930002 0.049900000000000007 -0.15572 115.72920527990001 195.50296729855003 179.91109285790003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 8 21 23 17 10 11 -10 13 16 -15 -14 -13 18 -2 27 -9 -7 -23 25 -25 26 -8 28 -3 -5
right_child=5 19 3 29 -6 6 7 20 9 -11 -12 12 15 14 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0032048973020118031 0.0024761207084604726 -0.00224206623075612 0.00049771458988506464 -0.0014207729551600238 -0.0032111651577317298 0.0027350979002836503 0.0010037880103760106 0.0012128740228999828 0.0013246874740728183 0.0031852714118714215 0.000954802532613867 0.00018496271212229545 -0.0022509153145594918 -0.0028234873654344591 0.0010510305656922644 0.0013977361060616019 -0.0036452536879984132 0.00084411201380556005 -0.00031844098645897957 0.0012749408307681687 -0.0038199999300027564 -0.0016137158366791183 0.00072339307230651897 -0.0039268144208647639 0.0011618427280598504 0.0029466075242119915 -0.004147450891888651 -0.0033955231756748359 0.0027979000037336799 0.00052643817636523638
leaf_weight=2.7794670630246392 21.467722930014137 3.2118275819811952 3.931724045192821 6.1431995274033389 4.7849820291157812 4.4604352265596381 2.963844945654273 1.0001652352511881 7.7376531567424527 5.3323065117001525 32.173202119767666 2.1095288954675189 2.7052564164623609 2.98721646517515 5.2422281578183174 8.9134783037006837 8.8970005139708572 54.909900777041912 4.7971428409218779 2.1445863782428196 6.4360755197703829 5.0409165620803824 34.015385029837489 2.7066526766866437 2.4490680079907179 4.1330850757658482 1.4873559381812826 6.5457421350292861 1.5026160199195144 50.017930252943188
leaf_count=657 138 241 48 228 202 21 45 13 44 37 193 15 23 30 25 57 121 254 26 24 149 27 237 43 15 17 42 461 10 591
internal_value=0.000351898 -0.000335571 -6.9662e-05 6.46564e-05 -0.00153825 0.000602962 0.000100485 -0.00104697 0.000809652 0.000385779 0.000174833 -0.000475403 -0.000926824 -0.00181775 -0.000355386 0.0005482 -0.00291115 0.00120702 0.00196571 -0.00167768 -0.00314308 0.000658864 0.000421747 8.7469e-05 -0.0015096 0.00104667 -0.000717484 -0.00224003 -0.000635698 0.000313442
internal_weight=303.028 81.0621 67.6573 64.8778 8.71671 221.966 64.693 21.1762 157.273 76.0979 70.7656 38.5924 30.8547 19.236 8.22944 11.6187 11.0065 81.1748 26.2649 13.4048 7.43624 43.5167 39.0563 13.74 5.15572 8.58429 4.4512 11.2602 4.71444 56.1611
internal_count=4034 2462 1726 1069 250 1572 609 324 963 545 508 315 271 191 55 80 136 418 164 736 162 285 264 162 58 104 87 712 251 819
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=3 17 9 17 17 16 16 20 18 10 8 8 10 6 3 15 6 16 16 12 23 21 5 15 19 20 15 5 17 22
split_gain=0.942167 1.38172 0.886553 1.11879 1.78945 1.63904 1.77231 1.58791 1.20749 2.1121 1.87584 1.66881 1.14656 1.13979 1.74135 1.63478 1.49869 1.44089 3.1281 2.05081 1.53511 1.54488 1.37587 2.00807 1.75512 1.9425 2.08883 5.23977 1.6564 1.60031
threshold=76.825379535700009 241.79519611995002 223.29399794390005 208.33805927010005 209.55094140555002 18.764956119400004 15.524963695900002 41.50623664750001 15.912798531700002 75.634392583900009 7.7439566930000003 8.543332867800002 75.408562100950022 14.745344522600002 93.499196860750018 38.62622401090001 14.645342186050003 19.199955102150003 19.509954377250004 81.514192512750014 0.080770000000000022 3.0668791869500005 19.865285687250005 31.385732506450001 14.251149826300002 38.625745710700009 37.050691080100002 20.911722254300006 194.36188291790003 -0.095854999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 6 -6 -7 9 12 -11 -12 13 15 17 16 -2 -15 -19 -20 21 -21 23 -22 29 -26 27 28 -27 -24
right_child=2 -3 -4 4 5 7 -8 -9 -10 10 11 -13 -14 14 -16 -17 -18 18 19 20 22 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.018869174556730896 -0.00095063839058428308 0.0085231799404693886 0.0095331569437729167 -0.027826798716582148 0.0070605433438996517 0.017694028672414798 -0.023976708564268701 -0.005110012846578982 0.009133733977161872 0.0010463330780733937 -0.029636615499122616 0.0083514889714461221 0.014291415865218404 0.011612121142174171 -0.0015425418183267056 -0.032658030290880699 -0.031518733279103657 -0.022501127377874849 -0.021241293313035342 0.02127881552586847 0.0030187295704175955 0.0049017864646423584 0.023928014820146698 -0.023212283999245898 0.015850970883023389 0.011324784255681661 0.0038357671623969404 -0.02939079426363583 -0.011124469036138972 0.0057453700087240125
leaf_weight=3.1568732344021546 28.037849706597633 1.6239770436659453 7.2992684030905357 1.8390202512964595 1.6353040920803303 3.1929428642615676 3.1069094131235033 4.0130798704922199 11.213584905955939 3.9017086654785071 3.4080735212191939 0.83924503251910199 4.0075756846927097 12.695358977187423 49.406580833776388 1.0472908616065968 0.9661863655783226 2.7344073392450801 1.8667309284210194 5.6942086331546298 4.3580062426626673 8.1624684780836088 4.3026507049798957 2.7859413269907236 5.0369504243135443 5.2843080386519414 26.00305484328419 4.4000478647649279 3.0008593052625656 8.1734165605157596
leaf_count=902 529 71 89 41 26 27 102 36 106 186 86 10 23 110 966 28 87 31 14 88 35 50 29 36 34 39 151 31 30 41
internal_value=0.00103287 -0.00956444 0.00126483 0.000978954 -0.00566699 -0.00225625 -0.0132738 0.00499431 0.00144331 0.000979949 -0.0110335 -0.0221304 0.00153005 0.00123605 0.00212869 -0.00303844 -0.00196893 0.00404812 0.00287423 0.00375177 0.0043561 0.0116317 0.00276458 -0.00721064 0.00403256 0.00175464 -8.06073e-05 -0.00810867 0.00319374 0.0120161
internal_weight=223.194 4.78085 218.413 211.114 13.7873 11.9482 4.74221 7.20602 197.327 186.113 8.14903 4.24732 177.964 173.956 143.905 30.0513 29.004 94.4984 81.8031 79.0686 77.2019 13.8567 63.3452 7.14395 56.2013 43.7252 38.6883 12.6852 8.28517 12.4761
internal_count=4034 973 3061 2972 232 191 128 63 2740 2634 282 96 2352 2329 1685 644 616 719 609 578 564 138 426 71 355 285 251 100 69 70
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=13 22 16 16 17 21 6 5 0 10 15 16 2 20 16 21 2 17 18 23 7 19 6 20 20 7 13 20 12 22
split_gain=0.846917 0.813352 0.71019 1.39873 0.64307 0.630931 1.62745 1.25839 1.6255 1.80328 1.6176 3.31877 2.37469 1.8071 2.1735 1.24635 1.9922 1.59761 1.99989 1.95115 1.8553 3.84632 2.07359 1.46163 2.42339 1.84626 1.62223 1.43175 1.81883 2.66726
threshold=95.862351557400004 0.20949500000000004 9.8549769548000015 12.604970524100002 241.79519611995002 3.2025200283000004 18.255426535100003 29.996566321350006 85.861287312150012 61.977025281250008 44.190294328500009 22.624947093000003 214.21704501460002 40.844669808050007 22.494947397000004 3.8781687083500005 49.864842700850012 188.10488866565001 13.276755824150003 0.085895000000000013 23.109894804950002 14.451165964200003 16.505385645700006 39.664548207900005 40.316494640950005 24.803880018200001 114.05514772615001 39.522095559600011 237.95588294345001 -0.10463499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -3 7 15 8 9 -5 11 12 13 -10 -15 27 -17 23 19 -19 21 -20 -23 26 -25 -26 -18 -7 29 -29
right_child=2 4 3 5 -6 6 -8 -9 10 -11 -12 -13 -14 14 -16 16 17 18 20 -21 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.029284482437566893 0.02409373404632028 -0.029354462940159688 -0.0302407577220919 -0.0017916573381051974 0.03340259839860537 0.0049660791977286824 -0.026485079605828361 0.022840836943611408 0.0017693423395091568 -0.03359838724060589 -0.018363713812807218 0.027080108916297391 -0.018322202006327008 0.020238936866462477 -0.012614729790109613 0.029852696891774781 -0.010746629310910399 -0.0057970370450008942 -0.044789599304862163 0.015812996947919804 0.0020511476935672897 -0.018681891249711147 0.020031173957883688 -0.031279777464369218 -0.0023372529846092463 -0.036931717938452825 0.021459380258202754 -0.0054509494162431104 0.0098282621936177945 -0.04779964470756843
leaf_weight=1.4002326983318187 1.1104380995966483 0.20775620569474984 1.1522395093925286 6.3941443564835918 0.3730601966381073 3.7623209103476238 1.833910395274869 2.6672346750274292 35.141508320346475 1.8865695134736595 2.4250175175257018 5.2689562067389479 3.8560794459190211 9.7860502311959845 1.9784214794635762 1.9741331860423077 2.074713659239932 4.4102506465278593 2.1864760676398864 15.125255977734922 72.956214640696999 2.1818743399344385 2.3471861993893981 3.031468994915488 23.420831110677685 1.332514137495308 3.3293804726563394 2.5276065226644273 1.5400665826164184 2.3414157982333568
leaf_count=881 14 90 156 194 1 28 126 45 314 117 42 44 121 126 12 10 36 43 51 114 775 28 17 24 436 26 23 23 41 76
internal_value=0.00112062 -0.0174869 0.00128969 0.00117295 0.0109546 0.0013407 0.000276253 0.00358566 0.0028161 -0.00903809 0.00449533 0.00548467 0.00324312 0.00501598 0.014714 0.000615794 0.00134616 0.000921109 0.00273747 0.0109344 0.000727585 -0.0136513 0.00138116 -0.00450831 -0.00715413 -0.00419953 0.009095 -0.00903282 -0.0172506 -0.0258156
internal_weight=220.023 1.98105 218.042 216.932 0.580816 215.78 146.376 69.404 66.7367 8.28071 58.456 56.031 50.7621 46.906 11.7645 144.542 134.37 132.396 99.2073 19.5355 79.6718 6.71554 4.52906 33.1889 27.7848 24.7533 5.40409 10.1714 6.40909 4.86902
internal_count=4034 972 3062 3048 91 2892 1877 1015 970 311 659 617 573 452 138 1751 1583 1573 1028 157 871 96 45 545 486 462 59 168 140 99
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=16 5 20 20 3 20 18 22 23 23 22 7 9 13 5 2 12 15 3 13 20 9 10 15 4 13 7 7 20 3
split_gain=4.4533 2.65334 2.48338 2.34763 2.25658 4.08845 4.88229 2.50778 2.45043 2.31026 5.81804 3.3624 5.26007 3.47913 2.89952 3.45883 2.53214 4.21073 2.48248 2.81646 2.78531 2.36834 2.27103 2.63404 2.25334 2.11459 2.07945 3.23953 2.02929 3.48798
threshold=18.594956516900002 18.393720489900002 37.198331469900005 47.927946529500012 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 0.080770000000000022 0.093325000000000033 0.086310000000000026 22.721067571950005 204.68881850780005 117.59047016770002 21.269675393700002 154.31016903475003 121.36065266065002 33.423812040500003 89.125075482450015 109.96062599345002 39.792680591700012 195.30595290385003 65.536543845950021 30.243446395250004 363.87426917165004 117.51519334005 22.516377366000004 22.105125139000005 41.741384785950011 92.913112988300014
decision_type=2 2 2 2 2 2 2 2 2 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 25 26 -8 22 10 11 -10 13 14 18 -16 17 21 19 20 -13 -11 -2 -24 -4 -6 27 -7 -18 -30
right_child=4 3 24 -5 5 6 7 -9 9 16 -12 12 -14 -15 15 -17 28 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0023090811822346776 0.0023544673090059322 -0.002418106234186809 0.00032779196836127552 0.0015719004352213448 0.002948232982534999 0.00034613414794029213 0.0013964127592999858 -0.0041123748157413107 0.0023131960270187119 -0.00023054526239421337 -0.0039628426860970102 -0.004661608660944493 0.001319067629992449 -0.0045936671357858861 0.0025160066972257852 -0.001142556226924465 0.0018507907043685838 0.0023152119503329822 -0.0034636831325199624 0.0022285524096867884 0.00029947482915183225 -0.0045069578474134404 0.0016889594640956446 -0.0012172385722384286 -0.002493250340021722 0.00045357474427257509 0.0024228025430649029 -0.00446026837591344 0.0013081966511040036 -0.0026292233137826118
leaf_weight=4.9657723368145517 20.907388940453529 9.9425023624207807 56.476564117241651 2.007400407921522 4.3011176809668532 7.4833537312224525 1.0978325828909872 6.3480426003225139 9.1412730962038022 3.1246598046272975 3.6118159089237443 2.3225786909461075 21.922574613243341 2.604158639907836 5.9337231218814832 5.7755739986896515 35.3037393046543 3.7749782353639603 4.9805287122726432 2.87728551030159 2.860189713537693 2.7645231895148754 9.8886507898569089 5.4951786324381819 3.4000017474172628 36.568413076922297 3.3121950663626185 2.0161881828680634 10.13554487377405 3.4040135741233817
leaf_count=315 149 712 1037 24 21 113 13 149 51 20 51 42 117 24 21 38 169 15 39 16 18 31 49 37 374 264 23 26 52 24
internal_value=0.000406298 -0.000290621 -2.20668e-05 -0.00174785 0.000651843 0.000103342 -0.00113292 -0.00330015 0.000865633 0.000634804 0.000182306 0.000438589 9.08321e-05 -0.000893523 -0.000504197 0.000711432 0.00111454 -0.000459439 -0.00159573 -0.000441463 -0.00192376 -0.002238 0.00163231 0.000650851 0.000167603 0.000716113 0.000126626 -0.000673979 0.00142597 0.00031828
internal_weight=294.748 76.7922 64.8423 11.9499 217.956 61.1271 20.2576 7.44588 156.828 120.537 62.0297 58.4179 49.2766 27.354 24.7499 11.7093 58.5075 9.66416 13.0406 8.06005 5.18277 5.88918 36.2912 15.3838 59.8766 40.8695 12.8117 9.49954 48.8433 13.5396
internal_count=4034 2462 1726 736 1572 609 324 162 963 728 417 366 315 198 174 59 311 66 115 76 60 51 235 86 1411 285 162 139 245 76
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=6 10 7 0 20 0 22 18 7 9 23 15 9 8 9 17 5 18 23 0 20 22 17 7 21 21 5 17 16 22
split_gain=0.898966 0.695785 0.749947 1.97084 0.709399 3.41825 2.61312 2.58266 4.8236 2.49603 3.60801 1.95315 1.79135 1.69388 1.68252 1.66409 1.57349 2.42977 1.81268 1.47069 2.35827 1.46854 1.42548 2.33169 1.61605 2.11692 1.48477 1.44541 1.35406 1.23045
threshold=5.1651206822000004 54.879495816850003 19.078733418100004 75.462331263550013 42.094663496250007 86.20003303655001 -0.116995 13.036600629150001 22.516377366000004 211.04147598835002 0.089415000000000022 39.296024648600003 214.88418602500002 7.4441906275000003 186.68586460755003 187.51563899930002 29.996566321350006 12.909082926650003 0.10249000000000003 85.732241321850012 37.999598532650005 -0.056724999999999998 197.01076493205002 23.9417051038 2.6684450811500002 4.5829628528000006 21.336111252450003 187.06455006835003 20.824951302200002 -0.14831999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 13 6 11 8 -8 22 12 -6 -11 -5 15 -15 17 18 21 20 -19 -16 24 -24 -7 -26 28 29 -25 -27
right_child=1 2 3 4 5 9 7 -9 -10 10 -12 -13 -14 14 16 -17 -18 19 -20 -21 -22 -23 23 26 25 27 -28 -29 -30 -31
leaf_value=-0.024424491801607252 -0.025094247301193473 0.010803082199628862 -0.03055842487702495 -0.020132567831802738 0.016730635435359159 0.021762622197546499 -0.029169601551273513 -0.027618823549383279 0.020568032510570402 -0.025356296854201422 -0.035164931278537835 -0.031253543830766804 0.0064402138460297725 0.0013518776599263248 -0.018976575733504541 0.017190234528881743 0.022378390912451963 0.016063644409459645 -0.03285442303526296 0.0021928232699021228 -0.028733198407956462 0.0085085346884597405 -0.023209241376611383 0.0028954801508313272 -0.021547283183177064 0.0036758827585435211 0.016426872153216858 0.011239176391142391 -0.022469558623140842 -0.030164722103711933
leaf_weight=0.81632592063397069 0.59598503261804481 4.5845373127376652 1.1616789271356527 2.0139271912048562 2.5932853828417133 4.429035947192463 2.2253475161269289 6.164073443505913 2.3534305701032281 1.3060114667750875 2.3462295801145956 0.61576379695907224 5.0907955723814666 7.3347070971503845 2.2437519356608391 8.2891608811914903 2.0585604533553115 1.010723210871219 1.96045302785933 124.59281465300592 2.1681439159438014 2.3189021865837267 2.3619863202329716 5.2832099678344075 1.5583487802650804 1.8518599462695426 3.4521040618419647 13.663208868703803 1.6110305525362489 0.95548027168843175
leaf_count=659 125 109 184 257 90 76 66 160 18 32 44 13 84 43 28 60 15 8 21 1287 63 19 27 86 169 91 26 89 19 66
internal_value=0.000944492 0.0010394 0.00111098 0.000902387 0.0010749 -0.00121152 -0.011655 -0.0173838 -0.00360512 0.00210681 -0.00947437 0.00752326 -5.15573e-05 0.00193401 0.00222643 0.00975483 0.00136379 0.00104167 -0.0133767 0.00177777 -0.01449 -0.00500767 0.00498613 -0.00149621 0.00865431 0.00543408 0.0034607 0.0079869 -0.00303176 -0.00784179
internal_weight=219.011 218.195 217.599 213.014 211.852 57.8612 13.9519 10.7429 4.57878 43.9093 8.74304 3.20905 6.39681 153.991 151.977 15.6239 136.353 134.295 6.52311 127.772 3.17887 4.56265 35.1663 12.7083 22.4579 18.0289 10.3463 16.4705 6.89424 2.80734
internal_count=4034 3375 3250 3141 2957 1156 347 244 84 809 160 103 116 1801 1544 103 1441 1426 68 1358 71 47 649 158 491 415 131 246 105 157
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=9 17 20 8 16 2 15 7 7 8 8 19 23 8 21 21 9 18 13 0 21 2 19 17 20 16 20 5 0 5
split_gain=0.7528 0.929619 0.835998 2.53809 1.72448 1.37199 1.33814 1.0166 1.38697 1.28364 2.00611 1.58285 1.27768 1.26972 1.0389 3.24159 2.74673 4.05057 1.66334 3.966 1.32303 1.41038 1.17691 1.41895 1.2749 1.57581 1.33711 1.00308 1.33449 1.86255
threshold=38.295222230400007 159.58247398035004 47.709122305950011 5.9453602998000008 21.094950670800003 253.13454704850002 25.186533201700005 20.752538901500003 21.725272673150005 9.5425530862500008 8.8430989333000021 14.451165964200003 0.088435000000000027 8.7431769115000026 1.2199730554000003 2.0008954101500005 194.45262321395003 13.927976454650002 113.97180552410002 90.533827542850005 2.2961539179000003 118.06771887965002 13.651101412550002 188.64489188380003 33.151194885250007 18.684956306450005 40.280372415600006 13.154029769200003 97.878695155250014 16.351273197450002
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 -7 -5 -9 10 13 -12 -13 14 18 16 -16 -18 19 -10 21 -17 23 -21 -25 26 -26 -22 29 -29
right_child=1 2 5 7 -6 6 -8 8 9 -11 11 12 -14 -15 15 20 17 -19 -20 22 27 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.014098466019087414 -0.023108595983581809 -0.021902471107146076 0.0149896580040948 0.014186410125462519 0.0133414040732626 0.0080575487501435977 -0.02988873413834988 -0.012228394947959294 -0.034738616205735741 0.014301196881507459 -0.0010093549040385318 -0.0046507290773403426 -0.029913340295032204 0.009111041784205718 -0.037791949700628852 0.019046774181733631 0.018659508339840054 -0.018698215081037212 0.013384165835748779 0.0091225285773371984 0.010140989284900108 -0.0041341532576092358 0.011056977071319534 0.014232926964632273 -0.025140519953233582 0.0011470489291921695 0.0047344166279274279 0.016053034537778593 -0.006091639166849603 0.00045084596623933074
leaf_weight=1.5346150539407961 0.73046150634763662 3.4899428610806345 4.415540245914598 2.637378303334116 0.76735522970557202 1.0410552005632778 0.70703717460855831 3.5893842233344904 1.2759687528014243 3.2932501672767094 4.6938359197229129 1.5372583232820036 2.2128365808166564 9.1102111241780204 1.6294211177155364 3.5745326520409426 1.9421379293780772 4.0728551875799894 7.3220698102377346 5.3793456388521035 4.7574051739065899 1.7821325759869067 6.9995280224829903 1.3787619801005329 2.8333801454864447 4.0951957870274782 0.89265606814296905 3.579185262322425 13.695288516290018 110.38148039532825
leaf_count=479 232 719 50 45 5 27 33 40 9 29 47 21 36 65 22 64 10 91 85 74 201 24 52 14 111 33 20 24 307 1065
internal_value=0.00075684 0.000863461 0.000945637 0.000715528 -0.01555 0.00867075 -0.00729029 0.00105721 0.0008841 0.0011237 0.000899011 -0.00924693 -0.0195576 0.00136285 0.000960849 0.000214977 -0.013277 -0.00663605 0.00455501 0.00172638 0.000963603 0.0113346 0.00388258 0.000438154 -0.0046397 -0.00796665 -0.0179833 0.000544053 0.0001864 0.000940867
internal_weight=215.352 213.817 213.086 206.923 4.2573 6.16363 1.74809 202.665 200.028 196.439 193.145 8.44393 3.75009 184.702 175.591 145.414 7.64441 6.01499 30.1769 22.8548 137.77 5.35667 21.5789 14.5793 9.19999 7.82123 3.72604 132.413 127.656 113.961
internal_count=4034 3555 3323 3213 724 110 60 2489 2444 2404 2375 104 57 2271 2206 1808 123 101 398 313 1685 88 304 252 178 164 131 1597 1396 1089
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 10 5 16 21 15 2 10 10 3 19 6 10 16 6 0 10 20 21 0 21 20 21 20 16 13
split_gain=4.46679 2.59386 2.54564 3.15928 3.95051 4.32353 2.99519 2.93624 2.57495 2.30556 2.20226 2.1775 2.96648 2.05088 2.04468 2.02208 2.01697 4.30664 3.40978 3.027 3.13741 3.77794 2.80918 3.06521 2.57635 2.81936 2.96951 2.5486 2.93874 2.38828
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.629963450350003 236.15709471040003 71.015621515800021 19.234448447350001 13.564968279200002 12.263428102400001 46.074827201850006 83.777728670400009 60.613977009100005 58.167480110400007 108.47659710545001 10.650859343850001 11.805275828400001 66.964115113200009 19.974953289850003 14.825346391850003 90.407470010750018 65.611820673600008 38.478081868400004 8.8898213993500015 94.165934477050016 7.6056575014000005 42.066503896600004 0.23701408045000003 36.124181380200007 19.144955230800004 115.68166489510001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 7 5 6 -5 14 -8 11 -1 12 13 -2 15 -4 19 22 -19 20 21 -13 24 -24 25 26 -18 -28 -29 -23
right_child=9 -3 3 4 -6 -7 8 -9 -10 -11 -12 16 -14 -15 -16 -17 17 18 -20 -21 -22 29 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.00015715214518925998 0.0011269356342086211 -0.0033476648893430495 -0.0031946161378394312 0.0016205809919298368 0.0023067429390808245 -0.0026236095980272231 -0.0033887362032141463 0.0010251401178690439 0.0027354712561504912 -0.00072548486572165201 -0.0026955536255833892 0.0024073813920217273 -0.0032613910364965412 -0.0021129527550733745 -0.003480506565332173 0.0013211625684085427 0.0011975687117625651 0.00091484376355305123 -0.0041098060825395487 0.0025840036971729275 -0.0014286644229721977 -0.0012959499462252976 0.00058863947429482917 -0.0038000515505193532 0.0030725923643777288 0.0022274455390944936 0.0014167238307870548 -0.00072773805381489819 -0.0045894131247164755 0.00081989706630476407
leaf_weight=4.4096715888008458 7.1990932598710042 2.6426921071251845 1.3715188790811215 5.8902391255833262 3.4232927635312072 11.542169698281212 2.8972438639029865 31.782058476470411 0.88217753265053023 12.474517599679528 6.7399068992817774 14.712233394384382 3.0979964775033286 2.6267605749890208 2.5062568460125476 3.3933728099800646 11.464036038145428 2.0552612841129294 3.7716924883425236 10.163950972259043 5.9075495898723593 5.5211407281458369 3.4741015918552867 2.8565729483962059 4.586514100432395 7.586456947028636 3.2234910558909169 6.9457604344934207 2.6940454207360744 108.97148660570383
leaf_count=77 57 383 288 51 27 326 287 290 18 182 429 75 85 84 251 35 67 10 50 55 35 39 21 50 17 26 18 62 27 612
internal_value=0.00035602 -0.000291771 -0.000183861 5.83315e-05 -0.000821782 -0.00132668 0.000221392 0.000613515 -0.00195925 0.000584856 -0.00156731 0.000663875 -0.000583501 0.000260811 -0.00118569 2.1348e-05 0.000747001 0.000193947 -0.00233753 0.000932237 0.000807982 0.000910246 0.000538343 -0.00139166 0.000873086 0.000556982 3.60494e-05 -0.000999121 -0.00180696 0.000717865
internal_weight=296.813 77.4806 74.8379 63.6883 24.6351 21.2118 9.66966 39.0532 3.77942 219.333 11.1496 206.858 12.9239 9.82585 7.27115 4.76489 193.934 48.6579 5.82695 145.276 135.112 129.205 42.831 6.33067 36.5003 31.9138 24.3273 12.8633 9.63981 114.493
internal_count=4034 2462 2079 1573 709 682 356 864 305 1572 506 1390 226 141 574 323 1164 348 60 816 761 726 288 71 217 200 174 107 89 651
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=13 17 22 18 3 17 6 23 22 19 16 18 10 18 23 15 2 9 23 23 7 3 15 7 7 20 12 22 6 7
split_gain=0.762201 0.805247 0.755843 0.716362 1.10047 1.70697 1.72431 1.55955 1.0537 0.943282 2.68967 0.869631 0.859765 1.442 1.20131 0.873814 0.82651 1.17426 0.768738 2.55625 1.62836 1.20478 1.18602 1.186 2.52393 1.1407 1.72653 1.80045 1.54729 2.48594
threshold=95.862351557400004 159.58247398035004 0.20949500000000004 17.323446153950005 81.105404879350019 199.59317753375004 12.26528657645 0.11531000000000002 -0.51146999999999998 11.850956171350001 17.684958644900004 15.343833331950004 76.279622535200005 15.868316629550002 0.092465000000000033 19.215947067900004 100.60547560250002 201.97224908750002 0.080770000000000022 1.0000000180025095e-35 24.909276771700004 108.40938565220002 44.891409666300007 19.623463571950001 21.725272673150005 38.400997490450003 90.84682862195001 -0.13125999999999996 15.785368822600002 23.032902590750002
decision_type=2 2 2 2 2 2 2 2 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 6 8 -8 -3 -5 -11 -7 13 15 -14 -6 -10 -18 19 20 21 23 -21 -17 -25 28 27 -27 29 -20
right_child=1 3 -4 9 12 11 7 -9 16 10 -12 -13 14 -15 -16 18 17 -19 25 22 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.024060025534697421 -0.025533165407781624 0.02551968336576986 0.0097324912259632562 0.022234571221902272 -0.019409178948687586 0.0064939802412453387 -0.026633369620117489 0.0035931526953855448 0.0097020161166596914 -0.019326005297331049 0.024729827278862943 -0.02178672522293475 0.019245572058801064 -0.020584366781348552 -0.01527850337326315 0.016834343910218624 -0.026096753056821829 0.001905239886680095 -0.023896172374766676 0.014676951070527258 -0.026567383993824523 -0.020806800461299704 -0.0071595570875814373 -0.026810512792054327 0.0029374070548565906 0.011109833691684962 0.00023814231004387133 -0.023019438910783906 0.011964916493495844 0.0041874121690267177
leaf_weight=1.2840489058871742 0.63268622336909075 1.191276118159293 0.51213792787166301 2.0204583369195452 1.1170116959838186 0.71517880447208781 2.2229582222644235 1.6412765868008135 3.9393433474469948 1.6177800577133896 1.4566992446780203 3.7811652523232624 2.9379311931552361 1.6761869348119933 0.68805039767175902 2.805190584156672 1.1059932101052252 3.2997512563597411 2.0432224371470538 12.750617646961471 1.2169660180807103 1.2978818403789762 1.5421883158851404 1.7133364649489546 19.909424609271809 1.1388793746009467 112.0936808079714 3.429724338464438 10.684477183036504 11.883482713252304
leaf_count=881 140 6 91 16 135 7 76 23 73 41 17 136 100 45 10 45 64 35 18 170 16 131 25 160 152 11 1100 77 118 115
internal_value=0.000831218 0.000960141 -0.0144249 0.00103924 0.000824621 -0.00474929 -0.000541988 -0.0137951 0.00482831 0.00975139 0.00154781 -0.0172885 0.00135263 0.0011307 0.0126944 0.00132892 0.00187458 -0.00512422 0.00145584 0.00428107 1.61017e-05 0.00127364 0.0123208 0.0024468 0.000580252 0.000631197 -0.00033947 -0.0145116 0.00523237 6.71978e-05
internal_weight=214.349 212.553 1.79619 211.92 206.825 17.8969 13.4006 3.86423 9.53636 5.09494 3.07448 4.49634 188.928 185.302 3.62598 183.626 8.34509 4.40574 182.509 41.2356 26.9428 25.7258 14.2928 24.428 21.6228 141.273 116.662 4.5686 24.6112 13.9267
internal_count=4034 3062 972 2922 2848 420 277 99 178 74 58 143 2428 2318 110 2273 172 99 2138 699 504 488 195 357 312 1439 1188 88 251 133
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=16 19 6 20 17 18 15 4 19 17 5 3 15 18 5 21 21 6 10 6 23 10 19 10 10 12 18 9 20 5
split_gain=3.74299 2.37643 2.67292 2.6064 2.43499 4.18789 2.05581 1.9968 2.44447 1.97765 1.77658 1.72724 1.67742 1.90217 1.66829 1.66194 2.078 1.65379 4.23743 2.44039 3.47135 2.04933 1.75367 1.43055 2.5107 2.31199 1.69466 3.0345 2.29605 2.23742
threshold=18.634956423400002 12.851036860900001 11.075258771650001 39.256147742250008 236.15709471040003 14.937945183950001 46.074827201850006 195.50296729855003 12.951044929850001 162.13109061465002 24.367802910700004 92.913112988300014 29.198705243000003 14.329845562450002 13.154029769200003 1.4744127452000002 15.285239689500001 13.65531905435 78.10777406390001 13.78532209185 0.094725000000000018 78.527173532250018 11.850956171350001 60.613977009100005 58.167480110400007 335.9827356823501 13.843998451900001 196.26893085885004 36.79544512155001 18.553574773300003
decision_type=2 2 2 2 2 2 2 2 2 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 23 8 -5 -4 -8 -12 -9 -14 -11 -13 -17 18 -16 -19 -21 -20 -23 24 -2 26 -25 28 -28 -29
right_child=6 3 9 4 -6 -7 10 12 -10 14 11 15 13 -15 17 16 -18 19 21 20 -22 22 -24 25 -26 -27 27 29 -30 -31
leaf_value=-0.0023756140119964102 0.00046399082920417733 -0.0039597611019628453 -0.0038068111912726971 0.002612200235819285 0.0021006335047053445 -0.0034208252679285593 -0.0042682555347383884 0.0028109675895392457 -0.0035283423457148147 0.0026871354524244237 0.0029229307522712694 0.0021740512105652599 0.0028180764871235924 -0.0040545793098000944 -0.0039640483353943143 -0.0035649755620198427 0.00079857057056223631 0.0031413207208254345 0.0034002272423573187 0.00093718233392503058 -0.003414308550140922 0.00035412652960635748 -0.0039188872170646972 0.0010079273385665531 -0.0037059595944448141 0.0028927256573636614 0.0009084234597558212 0.0015281016030088432 -0.0028474534185902183 2.2358839918801212e-05
leaf_weight=4.6323288487619712 7.2235208640340698 3.5725016492651802 1.3234089333564032 1.1302416956750732 3.2368032236117861 6.5659462907351545 1.5907450364902604 3.9713472244329751 2.7813612337922677 4.1443746958393595 1.7366058751940707 1.61144058778882 0.87188983382657204 1.168025769293308 3.5124000312061971 3.4941436965018511 2.2077256245538592 4.8519248748198178 2.3319016378372899 16.862644463311884 2.6265941634774199 7.8728218936594185 1.4027878148481248 110.16659297887236 2.3795600791927427 6.46508540585637 3.0212645120918733 19.974419800564647 6.074515363201499 31.566518167033792
leaf_count=963 141 135 172 7 48 190 40 80 176 33 6 16 11 32 158 102 18 22 14 232 42 116 46 641 85 62 22 111 84 229
internal_value=0.000416944 -0.000265135 0.000170839 -0.00119257 -0.000691399 -0.00123948 0.000668553 0.000203908 -0.00175406 0.000433388 -0.000836779 -0.000233613 0.00147798 -0.00111711 0.000562076 -0.000983161 -0.00187544 0.000338893 -0.000575646 0.000906975 0.000350725 0.000449675 -0.000292099 0.000754268 -0.000569287 0.000825968 0.000747739 0.000275022 -0.0015999 0.000605902
internal_weight=270.371 72.8593 49.5612 23.2981 19.7256 16.4888 197.512 9.92287 3.9116 44.9289 10.6407 9.04992 6.01126 2.03992 43.6054 7.31331 5.70187 39.4611 15.1199 24.3412 19.4892 11.6075 9.27561 186.871 9.60308 177.268 170.803 60.6367 9.09578 51.5409
internal_count=4034 2477 1798 679 544 496 1557 306 183 835 182 142 123 43 663 136 120 630 334 296 274 176 162 1375 226 1149 1087 446 106 340
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 4 20 15 4 5 13 16 21 16 10 10 12 18 21 23 9 21 13 20 18 2 20 3 6 15
split_gain=4.83443 2.71059 4.07782 3.3794 3.47454 3.2831 2.74145 2.24725 2.24361 2.22361 2.17793 2.13572 2.12299 2.40096 1.95035 2.78441 2.05503 1.99231 3.22788 2.60104 2.19217 1.9979 2.03719 1.85415 1.7122 1.96991 3.13722 1.7082 2.33493 3.29315
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 14.85568425095 195.50296729855003 36.728658719300007 46.074827201850006 193.73972847335003 13.154029769200003 110.59241365410001 15.404963976500001 15.285239689500001 23.044946110900003 60.613977009100005 58.167480110400007 335.9827356823501 13.843998451900001 11.065329869750002 0.11082500000000002 196.26893085885004 1.0000000180025095e-35 110.06278740240002 38.478081868400004 15.981927061500002 83.586740321150003 40.750688432250008 93.499196860750018 16.455384477450004 36.548474543700003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -4 14 -6 -8 -7 24 13 -9 15 -2 17 23 20 -20 21 -19 -23 -16 25 -11 -27 28 -25 -30
right_child=7 3 6 -5 8 10 9 12 -10 11 -12 -13 -14 -15 16 -17 -18 18 19 -21 -22 22 -24 27 -26 26 -28 -29 29 -31
leaf_value=-0.0029407488496940117 0.00038168438640318893 -0.0024883411971639378 -0.0040481074398533903 0.0020653118858046417 -0.00058764997851258409 0.0015942712494237978 0.0032802896066687513 -0.0024793853605682222 -0.0040349588063338659 0.0010342146110400843 -0.0043548696294502523 0.0019558113719133885 0.0017926105394658431 0.0026176916692937343 0.0021748230901570036 -0.0037876657456533645 0.002896839074635517 0.001512673275097913 -0.0047805304508290328 0.0011030336251481286 0.00082643920173342109 -0.0053487603619160381 -0.00081884030222718039 0.001836205365098834 0.00095590861798829909 -0.00440377053030243 -0.00017403635807802112 0.00028533428335022299 -0.0016228082849435064 0.001264745446262148
leaf_weight=4.7780593615025273 8.5593117554672045 6.0179245178587797 1.6022107359021891 3.697660199366509 3.4429848389700046 7.7916663498617691 4.1214302047155789 7.5840068622492236 8.6348540377803129 4.6404559165239361 0.89442405384033907 9.3940735924988967 3.1041916478425255 1.4325066208839414 18.118717800825834 2.7623844705522052 6.5361900180578223 2.5084152184426767 2.7819126211106768 1.5122081171721218 49.198713922873139 1.9519128771498797 3.8424855247139931 38.126183547079563 11.964716582093386 3.7593593823257816 5.8348002382554114 35.553426634520292 7.3082821294665363 17.43306340277195
leaf_count=908 141 332 76 38 42 153 24 152 292 25 86 40 20 10 95 85 62 18 48 9 321 24 36 223 106 121 219 216 40 72
internal_value=0.000440793 -0.000335024 0.000217401 -0.00117047 -0.00161722 -0.000438501 0.000582621 0.000725977 -0.00305225 0.000769438 0.000981676 0.000478701 -0.000782892 -0.00166958 0.000819194 -0.000635597 0.000908287 0.000835404 0.000311292 -0.00270859 0.000536811 -0.00117939 -0.0023448 0.00111332 -5.09334e-05 -0.000897221 -0.00183141 0.0009179 0.00127563 0.000411798
internal_weight=284.889 76.5746 46.0951 30.4795 26.7819 14.704 41.317 208.314 12.0778 39.7148 8.68609 35.5934 12.1207 9.01651 196.193 11.3217 184.872 178.335 61.7956 4.29412 57.5015 8.30281 5.7944 116.54 26.1993 14.2346 9.59416 98.421 62.8675 24.7413
internal_count=4034 2462 1519 943 905 571 611 1572 334 535 239 511 182 162 1390 226 1164 1102 456 57 399 78 60 646 471 365 340 551 335 112
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=6 23 15 23 15 20 16 23 19 22 2 13 21 22 16 22 4 21 20 8 20 16 16 21 12 20 9 21 9 19
split_gain=0.805088 0.643461 0.611075 1.07805 0.743565 2.01385 3.76345 2.21714 2.14384 1.8772 1.8724 3.33263 3.17202 1.79621 1.47235 1.39913 1.33044 1.27098 1.20214 2.29506 1.6999 1.6242 1.18651 1.17265 2.16999 2.24842 2.43932 2.1252 1.63215 2.01737
threshold=5.1651206822000004 0.4381000000000001 46.683480308100009 0.090390000000000012 37.491361913600009 41.942745071500006 22.604947139800004 0.095750000000000016 14.351157895250003 -0.071864999999999998 116.68694986600001 117.60660091645001 10.003699902950002 -0.14429 22.594947163200004 -0.033799999999999997 393.99831167250005 4.4092399769000012 47.709122305950011 5.9453602998000008 43.89540535710001 21.094950670800003 22.634947069650003 8.9626214023500008 182.87454670205003 39.256147742250008 183.49441567960005 10.959760372700002 187.45330412110005 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 16 9 15 8 -8 10 -6 13 -13 -12 -15 -7 18 -11 19 21 23 -2 -18 28 25 -25 -27 -26 -21 -30
right_child=1 -3 3 -5 5 6 7 -9 -10 17 11 12 -14 14 -16 -17 22 -19 -20 20 -22 -23 -24 24 27 26 -28 -29 29 -31
leaf_value=-0.025534468591892946 -0.026103422145902347 -0.01493097916581463 -0.020293366839035414 0.0010579049946040035 0.017579408826449181 0.010987917086841222 -0.027695058628139802 -0.033269856908181364 0.0037841182820734917 0.018733849941521049 0.019213789618698858 -0.034478986493972449 0.0039359024794910656 -0.0074805772160285687 0.010870432125387759 -0.0089382975455750153 -0.02679422734335762 0.0066282528297090092 0.01170407639231196 0.012187574488177606 -0.024676384096507291 0.015218447497672486 0.026624233652373021 0.0075490474491563785 -0.020386574712315229 0.012251391456569838 -0.021455154574228495 0.010096432489400545 0.002696273978360393 -0.0090501009418993208
leaf_weight=0.73294190494925615 3.3395845217164597 1.6005214350298036 2.3223786354064933 4.4041660060174763 4.0350830480456379 9.5049599786289019 2.0770492772571725 2.9456721437163651 4.2122910735197365 9.6352351284585911 4.0769557431340244 3.2192579340189686 2.4219779893755913 7.19279617955908 4.6150648444890976 2.9749759174883392 1.8847135701798827 13.239674430340527 6.0730080173816523 9.7799441518727672 1.6647220554877993 0.74877217039465893 0.31156158447265614 3.3861165012931478 1.7730130807030935 1.6349205398000766 8.8735404321923834 8.6225136599969101 77.336525906401221 10.702449962496756
leaf_count=659 665 27 70 66 20 71 33 41 57 96 20 47 10 57 17 26 171 83 63 113 180 5 3 53 50 10 137 96 994 94
internal_value=0.000996543 0.00108715 0.00120751 -0.00631375 0.00145277 0.00357356 -0.0028431 -0.0151149 -0.00661185 0.00645029 0.00172784 -0.00124355 -0.0179861 0.0047023 -0.000308144 0.00623789 0.000359885 0.0117273 0.000680897 0.000157334 0.000774772 -0.0185354 -0.0192163 0.00112175 -0.00386496 -0.0104207 -0.016211 0.00489739 0.00236003 0.00126833
internal_weight=215.342 214.609 213.009 6.72654 206.282 70.151 21.7149 9.23501 6.28934 48.436 25.5611 21.5261 5.64124 15.8848 11.8079 12.4799 136.131 22.8749 133.935 127.862 123.774 4.08836 2.19628 122.109 24.2901 13.8946 10.5085 10.3955 97.8189 88.039
internal_count=4034 3375 3348 136 3212 578 228 131 90 350 171 151 57 94 74 97 2634 179 2460 2397 1727 670 174 1547 346 200 147 146 1201 1088
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=16 5 16 6 18 18 4 20 23 6 0 10 16 0 0 22 22 21 20 6 16 20 10 16 20 22 5 9 21 15
split_gain=4.41966 2.6141 2.37945 4.02638 2.86218 3.1676 3.33774 2.85799 2.414 2.29446 4.09887 2.26503 3.64729 3.57712 3.33498 2.60667 4.90511 2.65542 2.30135 3.58388 2.17786 2.11497 3.53616 2.70838 3.16773 3.11979 3.57662 3.32253 3.00744 2.44633
threshold=18.594956516900002 23.626838821450004 15.584963555600002 11.075258771650001 18.273715221050001 14.85568425095 195.50296729855003 38.244973486750006 0.083495000000000028 16.405383309150004 86.329079026800017 66.964115113200009 19.974953289850003 96.531777631850005 90.407470010750018 -0.073609999999999995 -0.092479999999999993 8.5501791199000028 39.792680591700012 14.825346391850003 20.784951395750003 38.478081868400004 63.705703859100005 22.454947490600002 42.198888176300009 -0.11347 21.723721974650005 195.70012057590003 6.4178488307500006 41.492094664050008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 -1 5 6 -4 -5 -8 -3 -11 14 15 -14 20 16 17 18 19 -13 -2 -22 23 -23 29 -26 28 -28 -27 -25
right_child=1 9 4 7 -6 -7 8 -9 -10 10 -12 12 13 -15 -16 -17 -18 -19 -20 -21 21 22 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0021104967376018836 -0.0014064054061008759 -0.0017657465380568162 -0.0016155039840644648 -0.0013347451811879043 0.0025305828571240427 -0.001796532228600927 -0.0012914037616749061 0.00068975173780459211 0.0016564344793296676 -0.00026444966902703434 0.0021993212782812788 -0.0032312172773563499 -0.0032442060195053768 0.0011935758431264227 0.0022562924431581513 0.00091640423986074986 -0.0032570274473912209 -0.0020545719045703915 0.0023435112999437985 0.0014299532199165844 0.0016514464569974065 0.0025116494439367297 -0.0016325757911283328 0.00067373536799330853 0.0018708305307563824 -0.0036007361249875856 -0.0016679630202074268 0.0012814238373101354 -0.00066507213313145861 0.00187791689439731
leaf_weight=4.4958498359192154 3.0842621996998778 4.6776823829859486 5.8334383271867472 5.1871109013445666 1.6367618283256877 14.077463257708585 2.4761390353087318 35.196483360603452 6.6059303749352694 26.34221732290462 5.2503642141818991 1.6746430546045248 3.6388832163065663 1.7410077676177023 9.7237347811460477 25.375495623797178 3.1350009636953482 2.3600856736302385 4.2265656739473343 2.959238089621067 15.059122730046509 5.2260839566588393 4.2937638610601416 49.042853204533458 4.4293523877859142 3.1929439716041106 3.4097902756184331 9.0448871143162233 7.7634291388094425 14.077183146029709
leaf_count=908 19 71 332 159 17 355 161 452 78 378 21 39 53 7 54 133 50 34 14 13 77 64 34 250 24 41 41 49 43 63
internal_value=0.000330059 0.000520237 -0.000198163 0.000175245 -0.000745289 -0.000930224 -0.000112591 0.000429713 0.000852735 -0.000101421 0.000145004 0.000650226 0.000159443 -0.00180808 0.000822723 0.000425861 -0.000441245 0.00034548 0.000984763 -0.000254552 0.000705212 0.00076158 0.000628215 0.000729136 0.000626723 -8.87448e-05 -0.000459495 0.000473953 -0.00152059 0.000942295
internal_weight=285.238 209.729 75.5092 44.8794 30.6297 28.993 14.9155 40.3836 9.08207 36.2703 31.5926 173.458 45.1109 5.37989 128.347 39.731 14.3555 11.2205 8.86045 4.63388 118.624 115.539 100.48 96.1865 90.9604 27.8404 23.4111 12.4547 10.9564 63.12
internal_count=4034 1572 2462 1519 943 926 571 611 239 470 399 1102 343 60 759 283 150 100 66 52 705 686 609 575 511 198 174 90 84 313
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=6 21 21 12 10 20 17 16 4 17 0 6 0 7 23 22 7 18 17 17 20 23 2 17 18 3 10 18 5 18
split_gain=0.827599 1.2578 2.22245 1.78064 1.66596 1.31304 1.30151 1.66232 2.01308 1.28279 1.23808 3.57938 2.34808 2.40496 1.54432 1.22291 1.19903 2.15723 2.74128 2.55881 2.54878 2.12466 1.49073 1.47858 3.52498 1.76161 3.19141 2.21217 2.13488 1.45607
threshold=14.845346859150002 6.7825386038500008 10.628103601550002 191.60361862930003 62.837331883000012 39.952536079750011 191.75825325995004 15.839962959300001 278.75859950360007 183.19621122360005 93.399723909900004 15.155354102400002 94.047642319350018 24.437987282900004 0.43162500000000009 0.20949500000000004 23.109894804950002 13.314799198000001 191.58460912770002 191.08747234645003 38.478081868400004 0.085910000000000028 96.242542698950004 188.19076296340003 13.065205089100003 93.281431752200021 61.982402197500001 13.077716774800001 22.468249633400003 12.993189857450002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -1 -6 -5 -8 -9 -4 11 15 -12 -14 16 -2 17 18 19 23 22 -22 -19 24 29 -25 -27 -28 -29 -13
right_child=10 2 3 6 5 -7 7 8 -10 -11 12 14 13 -15 -16 -17 -18 20 -20 -21 21 -23 -24 25 -26 26 27 28 -30 -31
leaf_value=-0.033669180272484216 -0.030636761116916746 -0.017737771168562382 0.0015703859680915909 -0.024784117045199769 -0.0027685480303194909 0.0045050793357418037 0.018913932582432801 0.0082107341425276328 -0.027200592441775792 -0.023680065702549317 0.017606981475503797 -0.0021707125486924352 0.014960653489692652 -0.022742178257697056 0.02245771542175962 -0.003578156369870624 0.0039327591501993105 0.020517132451025644 0.017815201460039485 -0.033078784036228735 0.00027276291257090449 -0.029828884387516474 -0.010453977295062799 0.01947790051713463 -0.024684282404972786 0.016231075019309586 0.0077484765002282857 -0.040756469016733438 -0.0041116317542659996 0.010824643047217799
leaf_weight=0.73788448283448715 2.407694513793103 6.0360478835355051 1.8733988927560847 0.70212905068183129 24.264427650603466 28.782342401071219 3.7975809956260491 2.8844972010701895 1.2083515206468289 2.4803213647683151 6.7518093511462194 24.556197881815027 1.6620444506406786 1.9509387873113153 1.9237769618630398 1.4019202468916772 62.031769202789292 1.6605703200912088 4.7805144623853257 1.2432507136836637 1.8228855635970829 3.9158837419236079 1.6372627397067843 4.0514149814844123 3.3406569622457019 4.3697715671733004 2.2368666864931583 1.6287235766649248 1.7489644959568975 5.6205200299154958
leaf_count=14 34 337 56 135 631 804 153 12 65 105 45 580 9 33 12 21 547 14 51 17 22 51 26 26 89 34 21 17 23 50
internal_value=0.000895238 -0.001099 -0.00619612 -0.000814961 0.000699931 0.00117801 0.0052652 0.00793913 -0.00224392 -0.0128148 0.0019263 0.00131723 0.00958781 -0.00539812 0.0019793 -0.0206793 0.00166324 -0.000585195 0.00117054 -0.000460115 -0.0109947 -0.0202673 0.00514102 0.000392683 -0.00223544 0.00666864 0.00147093 -0.0100168 -0.0217818 0.000249718
internal_weight=213.51 72.767 18.9823 12.9463 53.7847 53.0468 8.59256 7.89043 4.09285 4.35372 140.743 130.379 10.3648 3.61298 126.569 3.80961 124.645 62.6135 53.5769 48.7964 9.0366 5.73877 3.29783 47.5531 33.5174 14.0357 9.98433 5.61455 3.37769 30.1767
internal_count=4034 2312 863 526 1449 1435 365 230 77 161 1722 1635 87 42 1580 55 1568 1021 908 857 113 73 40 840 719 121 95 61 40 630
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=16 15 19 6 20 20 9 21 21 16 17 10 10 12 23 16 19 21 5 6 10 6 23 10 19 4 2 20 2 7
split_gain=4.30413 2.47525 2.33504 3.18472 2.7222 2.21617 4.84769 2.96415 2.17961 2.68092 2.0723 1.93013 2.7425 2.51318 1.8617 1.73947 1.72776 1.7677 1.70399 1.79097 5.34348 2.82406 3.75553 2.04686 2.26418 1.63951 3.04341 2.4726 1.54773 1.38182
threshold=18.634956423400002 46.074827201850006 12.851036860900001 11.075258771650001 39.256147742250008 41.243661560350013 190.49354742400001 9.1239640667000028 15.285239689500001 23.044946110900003 162.13109061465002 60.613977009100005 58.167480110400007 335.9827356823501 0.085035000000000013 17.684958644900004 12.551012654050002 3.3753071955500005 13.154029769200003 13.65531905435 78.10777406390001 13.78532209185 0.094725000000000018 78.527173532250018 11.850956171350001 310.49012963040008 224.95410153095003 41.685324604100011 319.18044405035005 25.561514136100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 16 -4 7 14 15 9 -3 -5 12 28 25 -7 -6 -1 -18 -12 20 -20 -21 29 -22 -25 -13 -27 -28 -2 -23
right_child=1 8 4 10 5 6 -8 -9 -10 -11 18 13 -14 -15 -16 -17 17 -19 19 21 23 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0034280651947504515 0.00091640659446181195 -0.0024346759187739552 -0.003703630584921536 -0.003507397856773016 -0.00095539740359462753 -0.0033397595131368371 -0.0030491768260770516 -0.0039111176775537358 0.0015855649434170426 0.0022494446997494174 0.002436079876654959 0.00080265666497942505 -0.0033799200132017268 0.0027325759433904362 0.0027865951552278599 0.0022261129763963012 0.0033063454379756545 -0.0034379714497718237 -0.0037265897074978335 0.0030138295929226888 0.0031680560531199197 0.001198225516241625 -0.0031877755856546913 0.00053533993935028052 -0.0036835935309964662 -0.0033146723063412799 0.0018149504150371744 -0.0014063110680889938 -0.0034862579196847316 -0.0016733599748635498
leaf_weight=3.868027289514429 6.7002218193374556 7.4077659903559816 3.6516828900203135 1.4126676868181665 2.6707980153150874 0.64832855970598613 7.8403135412372649 1.3954286170192052 2.9875989705324164 1.5621861685067413 4.2986729969270518 156.54885705467314 2.8313463279046118 6.7435234785079947 2.7252051818650216 5.6592533136717975 0.98958744527772047 0.70100009092129767 4.1611324574332711 5.0344806825742152 2.4762053824961177 15.114915541140368 2.815255904570221 8.5553611570503545 1.5932205202989269 2.9239638000726691 5.9034370388835651 4.3846494592726231 0.96442803367972363 2.0039217062294474
leaf_count=894 107 152 135 172 36 101 258 28 20 10 33 979 85 62 31 90 10 59 158 22 14 214 42 116 46 45 31 32 34 18
internal_value=0.000361834 0.000615015 -0.000287167 9.66498e-05 -0.00111477 -0.000663295 -0.00164776 0.000471831 -0.000818263 -0.0016189 0.000369166 0.000706665 -0.000647089 0.000787167 0.00160923 0.00120605 -0.0022304 0.000509823 0.000488078 0.000287529 -0.000533234 0.000839313 0.000290126 0.000519296 -0.000126988 0.000709888 -0.00038932 0.00044209 0.000362428 0.000862079
internal_weight=276.573 198.958 77.6155 53.0244 24.591 20.9393 11.2138 9.72548 11.9576 8.96995 47.4658 187 10.496 176.504 3.37353 8.33005 5.55861 1.69059 46.0532 41.7545 16.7859 24.9686 19.9341 12.6248 10.1486 169.761 13.2121 10.2881 7.66465 17.1188
internal_count=4034 1557 2477 1798 679 544 390 154 182 162 835 1375 226 1149 132 126 963 69 663 630 334 296 274 176 162 1087 108 63 141 232
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=13 22 18 3 17 5 20 17 23 22 19 16 15 10 10 10 23 10 0 21 10 16 13 0 17 20 16 13 22 20
split_gain=0.755856 0.726795 0.663088 1.13443 1.51015 1.50267 1.14623 1.79454 1.05695 1.0846 0.836997 2.48096 0.757127 0.735694 1.28492 1.19273 1.07337 0.89591 2.11883 1.92739 1.66529 1.18269 2.93876 2.83155 2.46649 2.4573 2.02358 1.75102 1.59056 1.5413
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 81.105404879350019 199.59317753375004 13.264960807550002 40.563919884450009 197.20536406400001 0.097015000000000032 0.061925000000000015 11.850956171350001 17.684958644900004 24.273602154900001 76.279622535200005 75.634392583900009 75.408562100950022 0.092465000000000033 70.206395618550019 94.625660817400004 7.0441631297000011 71.104340634100012 19.199955102150003 112.64908412395 90.407470010750018 171.92791459955001 39.011793722550003 19.644954061550003 113.89115178020002 0.20949500000000004 47.927946529500012
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 -7 9 -8 -4 -12 -6 14 15 17 -15 21 -19 -20 -21 24 25 27 29 26 -23 -24 -29 -5
right_child=2 -3 10 13 12 6 8 -9 -10 -11 11 -13 -14 16 -16 -17 -18 18 19 20 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.026590677435860084 0.015439152927309368 0.009891394579355655 0.024107440093906717 -0.02554727948541699 -0.028393933984608405 -0.024859714810464013 -0.030711270072208866 0.010176345413790309 0.014234226580173072 0.0029228416913776637 -0.020605355450377352 0.027273769605753898 -0.0066299800152133529 0.020452736728242472 -0.018791222356466686 0.015769084024021739 -0.015312060471903375 -0.023796256107863047 0.0025941355365994186 0.0067294238731827162 -0.029024834239405998 -0.020910534961102394 -0.019617748435810461 0.018628007441085614 0.013614405117887444 -0.031644013437835718 0.0058585171457646839 0.0013664393242880115 0.019638835661112321 0.017356254688187581
leaf_weight=1.25984479964245 2.9304320506053072 0.52378468873212103 1.9030854776501644 2.0007516319747078 2.4169934170786282 3.4796041110530478 0.98218153743073378 1.3845683669205753 2.6673894394189119 1.918084282428026 1.5560290254652502 1.3866378441452978 1.9620427338813895 2.828131510643288 2.1352018425241104 3.8940565530210725 0.71157201146706928 2.9881957373581853 20.736049396684397 1.3200680166482919 2.6629526449833065 3.0558875482529384 2.6213170513510695 6.8556523248553267 12.812459596316328 3.0151578029617658 5.1166595853865147 110.74397654819768 3.3244311725720754 0.79181745648384083
leaf_count=881 53 91 16 345 98 112 71 26 17 13 41 17 45 100 18 20 12 136 249 16 120 29 21 56 231 54 34 1077 29 6
internal_value=0.000995589 -0.0158773 0.00113876 0.000914191 -0.00537698 -0.00102964 -0.00565593 -0.0148868 0.00240863 -0.00846743 0.0106557 0.00195615 -0.0186425 0.0015091 0.00128307 0.00151866 0.0132631 0.00120699 -0.00309393 -0.000591298 -0.017175 0.00199965 0.00121395 0.00237075 0.00878327 -0.0115605 -0.004151 0.00141562 0.00189897 -0.0133822
internal_weight=211.985 1.78363 210.201 205.356 17.7413 13.3623 10.4318 4.86417 5.56766 2.90027 4.84575 2.94267 4.37904 187.614 184.075 181.939 3.5397 178.045 27.7073 24.7191 3.98302 150.338 134.733 123.545 15.605 11.1877 8.17255 116.69 114.068 2.79257
internal_count=4034 972 3062 2988 435 292 239 138 101 84 74 58 143 2553 2441 2423 112 2403 521 385 136 1882 1300 1183 582 117 63 1127 1106 351
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=16 4 6 5 9 10 0 0 15 2 16 15 20 16 15 0 18 7 9 4 17 6 20 18 9 18 22 3 23 22
split_gain=3.25934 2.30308 1.9332 1.8291 2.49531 2.02138 4.58552 3.69094 2.5144 3.69679 2.40754 2.20036 2.19344 3.81968 3.22863 2.98376 3.66567 2.52074 2.67327 2.45989 2.16642 2.09322 2.31603 4.11927 2.99536 2.04564 1.86969 1.76022 1.63728 1.80743
threshold=18.594956516900002 393.99831167250005 15.51536251395 23.626838821450004 226.28914430085004 66.964115113200009 91.937202686950016 90.407470010750018 30.046989284200006 90.745765132650021 20.784951395750003 36.207782793200003 41.942745071500006 22.494947397000004 42.713473568600008 86.20003303655001 13.036600629150001 22.105125139000005 186.68586460755003 312.59262463035003 199.84861692095004 16.165377701450002 38.478081868400004 13.777522434500002 205.22231928645002 13.376114027300002 -0.095854999999999996 85.538672336450006 0.12535000000000004 -0.59502499999999992
decision_type=2 2 2 2 2 2 2 2 2 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 28 5 -5 7 -7 10 20 -10 -2 -11 14 -14 17 16 -15 -12 -19 -17 27 25 -23 -24 -25 -20 -18 -8 29 -1
right_child=3 -3 -4 4 -6 6 8 -9 9 11 12 -13 13 15 -16 19 26 18 21 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0017712226925888782 -0.0021515008936545681 -0.003571490962124908 -0.0026022202957813345 -0.00034865650786154002 0.0030138687895648543 -0.003157949920899788 0.00045658878979573778 0.0029598213990558804 -0.0043937228394576424 0.00067834625760690383 -0.0013778757895627559 -0.0024678107076022272 0.0027587384912709386 0.00052448380905934704 0.003457220370309134 0.0010988237230764404 -0.00055375946483069078 0.0026802987934558728 0.00045080292368434742 -0.0019491089250926105 -0.00027226561099057714 0.0027349314361494927 0.00071898755545331662 -0.0043008595895978529 0.00049468072846270395 0.0033971635170992678 -0.0044248550709873671 0.0029439041804431923 -0.0036761612396852381 -0.00011836197687206554
leaf_weight=6.4197052818490183 3.1047193929553023 2.3051488235360003 3.4555166098289183 33.969921176321805 2.7246109731495372 4.402635443955659 5.0781259313225773 9.6593982800841314 2.318584548309448 14.905894157476725 4.8173516467213622 3.0626014415174714 5.6735200062394133 5.2709460332989675 6.5894495174288741 16.558057032525543 2.0536798220127821 10.945675000548361 4.6402186900377256 3.7030776217579833 6.8096035197377196 4.7659247852861872 32.246137090027332 3.5766925290226927 2.5498179793357849 6.4182733595371246 4.6651946045458317 9.0408046096563321 1.3625469435937692 58.552811051951721
leaf_count=102 19 383 344 457 13 53 34 54 42 86 32 47 63 33 33 80 17 52 25 30 43 30 143 40 13 36 59 38 50 1583
internal_value=0.000373215 -0.000246803 -0.000136991 0.000586531 -9.89852e-05 0.000732055 0.000121503 0.000950954 0.000471813 -0.000376288 0.000785921 0.000142106 0.000865588 0.000200739 0.00119497 -0.000249259 -0.00158597 0.000981892 0.0011564 0.000541761 0.00129392 0.000848631 0.000512246 0.000236186 -0.00230498 0.00216085 -0.00324162 0.0020493 -8.57225e-06 6.83412e-05
internal_weight=281.647 72.0957 69.7906 209.551 36.6945 172.856 45.6182 127.238 41.2156 20.2871 117.579 17.9685 114.474 37.9245 76.5495 32.251 11.9898 69.9601 65.1427 20.2611 20.9285 54.1971 43.1386 38.3726 6.12651 11.0585 6.71887 14.1189 66.3351 64.9725
internal_count=4034 2462 2079 1572 470 1102 343 759 290 175 705 133 686 282 404 219 109 371 339 110 115 287 226 196 53 61 76 72 1735 1685
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=16 16 6 20 18 10 5 21 19 21 21 5 16 3 20 18 22 18 16 18 16 9 16 17 0 17 16 13 3 23
split_gain=2.68986 2.24682 2.70693 2.25899 2.22758 2.53594 2.98353 2.08449 2.12082 1.95474 1.8906 1.72837 2.07812 1.67587 2.85719 4.02487 1.97739 1.79659 2.61265 1.72038 3.68684 3.02332 3.13034 2.28383 1.78186 2.74397 2.21604 1.71657 2.05769 1.66133
threshold=18.594956516900002 15.584963555600002 11.075258771650001 36.728658719300007 18.273715221050001 71.015621515800021 19.234448447350001 5.7087410616000005 12.551012654050002 12.263428102400001 4.5829628528000006 13.154029769200003 15.404963976500001 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 13.012604996900002 22.604947139800004 13.843998451900001 22.654947022900004 204.68881850780005 20.664951676350004 197.20536406400001 94.047642319350018 202.58869561095003 19.199955102150003 117.51519334005 93.663192806700025 0.10040500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -3 8 -7 -8 -10 -5 -13 19 27 17 -17 18 -16 -2 21 22 24 -23 26 -26 -21 -15 -29 -24
right_child=13 4 3 11 -6 7 9 -9 10 -11 -12 12 -14 14 15 16 -18 -19 -20 20 -22 23 29 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0029616317614676872 0.0012707329441702261 0.0020183486224319069 -0.0042720541070715374 0.0034252282098646042 0.003760145497032223 0.0027283377676545146 -0.0041677536385858159 -0.004202481925908279 -0.003217048388398795 0.0032861537472097194 0.00069391405359090104 -0.00010001876874951849 0.0020992978613198995 0.0032204312952947966 0.00090105743208947642 0.0016490254315711613 -0.0045951006069633116 0.0034363071775136834 -0.0032803813640099018 0.0037257128838351318 0.0038508205956832688 -0.0023617540332482633 -0.0038108688665641596 0.001283882280378454 -0.0035881611570705539 0.00080159555352081675 2.8409843758090938e-05 -0.0019655405073460267 0.00078502694095134351 0.00011117384364259997
leaf_weight=3.4190158995916127 71.808545305393636 5.3992489194497519 1.3439777290914197 3.3717933613806954 1.2974103875458229 1.6331104859709729 2.5689433933002879 5.62133792170789 6.1096053025685233 0.65244398661889125 2.608363572973758 22.291212393669415 8.8867468740791065 3.5375519134104243 6.3302563866600412 0.87373416405171145 5.2979593612253657 2.0086197368800631 3.395053481683135 3.2118755355477395 4.3098113909363738 2.7767220400273791 5.9363652728497964 29.970565712079406 4.0675225807353836 4.3665964873507619 9.4542625779286009 4.6676100343465796 29.092084251111373 2.1851633787155151
leaf_count=908 418 56 76 24 17 17 356 267 178 18 34 471 40 21 102 13 149 10 50 16 37 35 65 198 76 28 77 27 237 13
internal_value=0.0004041 -0.000271326 0.000307995 0.00061944 -0.00115098 -0.00141007 0.000270847 -0.0023173 -0.00129351 -0.00265808 -0.00204691 0.000809718 0.000526859 0.000631944 6.56013e-05 -0.0011971 -0.00371111 0.0001252 -0.00055866 0.000858349 0.00041156 0.000172367 -0.000726832 0.00097476 5.40485e-05 -0.00131545 0.000965971 0.000671796 0.000404734 -0.00275561
internal_weight=258.494 65.2032 39.3127 35.8937 25.8905 24.5931 8.62064 15.9724 10.3511 3.22139 8.71797 34.5498 31.178 193.29 55.2029 17.9056 6.17169 11.7339 9.72531 138.087 66.2789 61.9691 29.2218 32.7473 21.1003 8.43412 12.6661 37.2972 33.7597 8.12153
internal_count=4034 2462 1519 611 943 926 430 496 229 374 212 535 511 1572 609 324 162 162 152 963 545 508 275 233 197 104 93 285 264 78
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=22 19 9 23 18 16 0 0 7 9 5 17 20 18 22 5 16 23 16 8 15 5 5 10 17 2 21 21 10 2
split_gain=0.80432 0.974088 0.75427 0.709325 0.615252 2.77198 2.09466 1.5291 1.4372 1.74254 1.45606 1.31409 1.27361 1.26974 1.03892 0.969305 2.10588 3.06293 2.18181 2.54055 1.67247 1.44157 1.72427 2.60374 1.502 1.95306 1.80846 1.45067 1.28344 2.57544
threshold=0.36215000000000008 14.651182102100002 38.295222230400007 0.095170000000000018 13.843998451900001 22.654947022900004 86.692020874450009 92.313586825200005 23.822419043000004 201.14010537530001 17.679107616400003 199.84861692095004 41.436838994450007 13.975517741000003 0.20949500000000004 23.545618314050007 20.784951395750003 0.092505000000000018 22.544947280100004 8.543332867800002 42.841315546000011 20.305669781650003 21.500664456800006 62.095317438950012 188.10488866565001 108.63443756215001 10.274034306750002 5.3092490988000014 62.030794443850006 179.86602224190003
decision_type=2 2 2 2 2 2 2 2 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 3 -1 7 6 -6 11 9 10 -8 14 -12 -14 15 16 17 -4 19 -18 21 -20 23 27 26 -26 -24 -23 -27 -30
right_child=1 -3 4 -5 5 -7 8 -9 -10 -11 12 -13 13 -15 -16 -17 18 -19 20 -21 -22 22 24 -25 25 28 -28 -29 29 -31
leaf_value=-0.025176987099565094 -0.027005220665020993 0.023812565305197635 0.0030739463562261585 0.010110485593159068 -0.027309780576074846 0.020153517915523864 -0.00087668147179910665 0.016360180856395071 0.00050795283907500066 0.0068867001184619494 -0.031794942344906478 0.017499459495283493 0.02043364299868269 -0.02213110650365676 0.013932379579330027 -0.0028374228664861099 0.016642292659086379 -0.043846266222457554 0.010063526562215692 -0.0024602229305263536 0.017085064294785807 -0.01363772664204466 -0.021053138212813478 -0.021844165984070806 0.022334926677866674 0.0078008680151628682 0.0021813333764430587 0.0026338715226960556 0.0101974484604463 -0.01892168579173489
leaf_weight=1.0552841319004063 1.0199871720978979 0.24310261011123646 1.7374481200822622 0.41230993095086876 1.5327681117923919 3.38382932730019 2.4744086316204612 3.8998678630450732 85.700387625605799 2.6508258618414402 2.8535866303718649 2.7081789448857299 0.58443744143005438 0.97036779121845029 3.3310549268499008 25.677330000093207 11.054278500378134 1.2415226320736108 6.3678753077983847 5.3904673084616652 3.1299527268856755 3.9830329455435303 2.7680819854140308 4.5533179901540271 3.0633900091052082 9.3486897395923716 4.7105132751166821 10.038823973387478 2.9355960153043261 3.4253288619220257
leaf_count=425 107 2 113 23 50 43 56 60 1688 23 58 21 8 47 33 759 102 17 44 39 21 35 32 31 18 56 27 52 18 26
internal_value=0.000926186 -0.0172245 0.00103485 -0.0152632 0.00114901 -0.000142868 -0.000852611 0.00233205 -0.000426789 -0.00882944 -0.0148823 0.00181332 -0.0227436 -0.0061314 0.00139991 0.000980031 0.00230917 -0.0164806 0.00310011 0.0103806 0.000896209 -9.35494e-05 -0.00153641 -0.00685549 0.00222727 0.0056715 -0.00641853 -0.00198822 0.00242211 -0.00548307
internal_weight=212.246 1.26309 210.983 1.46759 209.515 100.151 96.7668 109.365 95.234 9.53363 6.8828 105.465 4.40839 1.55481 102.757 99.4256 73.7483 2.97897 70.7693 16.4447 54.3246 51.1947 44.8268 18.5752 26.2516 18.773 7.4786 14.0219 15.7096 6.36092
internal_count=4034 109 3925 448 3477 1973 1930 1504 1880 192 169 1444 113 55 1423 1390 631 130 501 141 360 339 295 118 177 118 59 87 100 44
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=22 19 6 3 10 23 9 10 8 7 13 6 3 6 16 21 2 17 22 0 15 9 15 5 22 13 7 23 23 4
split_gain=0.712654 0.869997 0.666488 1.29437 1.68804 1.66856 1.78189 1.46444 1.43043 1.36237 1.77416 1.33412 1.18668 1.62559 2.2598 2.31852 1.48686 2.90159 2.63621 1.83748 1.32941 1.25653 1.69927 3.71971 1.89906 1.3992 1.24399 1.17703 1.19424 1.14032
threshold=0.36215000000000008 14.651182102100002 14.825346391850003 83.538459487450012 69.64719632740001 0.080515000000000017 202.67187917800004 69.563854125350005 2.0484014478500003 20.861906850000004 115.12515406205002 14.465337980300001 92.324340657750014 16.355382140900002 22.614947116400003 12.510904521150001 253.13454704850002 203.48482458890001 -0.089094999999999994 87.638358136350021 35.517387705950007 203.06170522940002 30.243446395250004 19.925387549600003 -0.073609999999999995 113.97180552410002 24.385896469550001 -0.10747999999999999 0.13377000000000003 393.99831167250005
decision_type=2 2 2 2 2 2 2 2 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 3 27 7 6 11 9 -7 -5 -11 -6 16 14 15 -14 17 19 -19 -4 -20 22 -21 25 -25 -24 -15 -1 29 -29
right_child=1 -3 12 4 5 8 -8 -9 -10 10 -12 -13 13 26 -16 -17 -18 18 20 21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.026228967851215371 -0.028587776775746348 0.025457017290926146 0.023878592262902176 0.018125882687402207 -0.015153295633997437 0.023051997400856877 -0.032640277087476813 0.025528472707765926 -0.024087819798231581 -0.032388067210946309 -0.00044327453185722152 0.019731974270544236 -0.020516530086243406 0.0016158758790029986 -0.028369273972737051 0.021915987677974109 0.01871661677697788 0.0030557900985980829 -0.010923551715115595 0.011583831692193488 -0.040393857760088164 0.011688357852235664 -0.030819811210691727 -0.0041506470693798356 0.017115162814421665 -0.0040559708736349559 -0.019765079585070396 0.002604727894335706 -0.026275451882942117 -0.025406174025494187
leaf_weight=0.92967503075487812 0.93526670977007487 0.22084003686904907 3.3857895508408538 1.4846411786857077 0.97754083859035645 0.41325855074683193 0.81018994050100435 1.2978021511808036 5.8746679525647778 1.3792257140739819 4.2750276364386082 2.0085862707346678 1.4461342676077031 82.441788377880584 2.7410293412394822 1.6577295958995817 4.356695480644702 4.5604536044411361 1.950203083455561 6.9531391819473383 1.7348242811858652 11.024309590458868 3.0321163185872129 5.596326598897571 4.5800605863332784 1.9094432480633257 1.665143554098903 48.168308339460054 0.9062050991342393 0.88778692082269017
leaf_count=162 107 2 23 35 116 22 13 6 298 113 38 10 73 1137 40 9 59 52 21 52 19 81 37 38 29 16 37 1047 40 302
internal_value=0.000911178 -0.0182641 0.00101753 -0.000942409 -0.00648617 -0.013249 -0.000427893 0.00159729 -0.0209897 -0.00275323 -0.00823548 0.00831191 0.00199602 0.000324664 -0.0121644 0.00214607 0.00505901 0.00372866 -0.00939225 0.00669425 -0.0247975 0.00493622 0.00156359 -0.00304498 0.0054204 -0.0204781 0.00119258 0.00107511 0.00158318 0.0020978
internal_weight=209.604 1.15611 208.448 69.4129 18.5209 10.0842 3.79632 8.4367 6.28793 7.13889 5.65425 2.98613 139.035 89.9518 5.84489 3.10386 49.0834 44.7267 8.24548 36.4812 3.68503 33.0954 22.0711 15.1179 10.1764 4.94156 84.1069 50.892 49.9623 49.0561
internal_count=4034 109 3925 2202 651 459 139 192 320 186 151 126 1723 1296 122 82 427 368 92 276 40 253 172 120 67 53 1174 1551 1389 1349
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=16 20 16 17 18 6 15 4 21 21 17 10 10 12 22 17 8 10 21 16 5 3 13 0 18 21 9 22 22 7
split_gain=4.24811 2.34579 2.88581 3.86693 4.70267 3.24768 2.10678 2.06548 2.139 2.091 2.04795 2.04204 2.91906 2.03882 2.03751 2.01467 2.1548 1.89489 1.88458 2.45879 1.67027 1.63501 1.60398 1.81618 1.55326 3.46089 1.87787 2.99736 5.36471 2.24144
threshold=18.634956423400002 38.244973486750006 15.629963450350003 236.15709471040003 14.937945183950001 11.075258771650001 46.074827201850006 195.50296729855003 5.3866163921000005 11.628334000150002 168.59667799010003 60.613977009100005 58.167480110400007 335.9827356823501 0.20949500000000004 182.50770257345002 7.6440346712000009 70.389210771400016 15.285239689500001 23.044946110900003 13.154029769200003 108.47659710545001 108.65403534205002 92.501778894350011 13.893471991850001 11.065329869750002 204.68881850780005 -0.073609999999999995 -0.11347 24.142338514450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 5 4 7 14 11 22 -9 -10 -7 12 21 24 -3 16 -1 -11 19 -8 -12 -2 -4 -24 -13 26 27 28 -26 -29
right_child=6 2 3 -5 -6 10 18 8 9 17 20 13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0033141014547685473 0.001125640199152476 -0.0034556745395452203 -0.0036682589784194685 0.0021689744027314022 -0.0032410456401607379 -0.0014944527409811704 -0.0022999103319322812 0.0022843796900481228 -0.003025281173919992 0.0032872832798128949 0.0030769892085927889 0.00094667088972756098 -0.0034400134975339849 0.0025965298145852202 0.0026415353814193657 -0.0028475233342519215 0.0015122460790943811 -0.0034115496894023445 0.0014733080152479602 0.0022313243356962787 0.00080062408026857336 -0.0020863345223151317 -0.0033293685020269947 0.0026167290961956707 0.0011893010520438135 -0.003159866982631964 0.0010654848645256425 -0.00095907226730134972 -0.0038817350998902435 0.0015499371784995313
leaf_weight=1.4328467324376086 6.7025580368936044 3.1466455499175932 2.5914035094901982 3.792781979776918 8.8279212234774587 3.667721201432868 7.1096324184909445 4.5609153881669027 2.3290854485239834 1.5857151828240605 3.8792627775110295 114.37583198165521 2.8968405653722575 6.4328171610832205 0.71257206541486073 6.3902970775961876 3.1072656894102693 0.62370471516624082 3.0841086413711301 1.5454410221427677 28.674074799055234 2.2420009337365627 0.94469720288179848 1.2855909764766691 3.9176816232502469 2.9303613137453786 27.484411437064409 5.83987236209214 5.0781470062211165 10.672722928225992
leaf_count=206 57 615 156 36 241 158 152 75 96 18 21 656 85 62 38 338 27 55 20 10 278 84 114 5 32 48 169 46 83 53
internal_value=0.000375704 -0.000271301 -4.19365e-05 -0.000874649 -0.00138209 0.000509499 0.000626197 -0.000203254 0.000709674 -0.000872808 0.000812024 0.000709509 -0.000599428 0.00079721 -0.00232988 -0.0016693 -1.09357e-05 0.00139625 -0.000712085 -0.00149082 0.00107189 0.000320542 -0.00192612 9.81031e-05 0.000729243 0.000284554 0.000475021 -0.000161183 -0.0016733 0.000662597
internal_weight=277.865 77.5525 66.6221 26.5418 22.749 40.0803 200.312 13.9211 9.09942 4.53851 36.2211 188.573 11.8414 176.732 3.85922 10.9304 4.54011 2.20942 11.7392 8.65507 32.5533 8.94456 4.82169 2.23029 170.299 55.9232 52.9928 25.5084 8.99583 16.5126
internal_count=4034 2477 1906 796 760 1110 1557 519 244 169 457 1375 226 1149 653 571 233 73 182 162 299 141 275 119 1087 431 383 214 115 99
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=20 20 22 20 17 8 10 0 5 10 13 0 16 3 15 12 5 23 22 22 16 22 10 20 3 18 19 6 21 2
split_gain=0.715174 0.93684 2.24537 0.879851 0.799392 0.702211 0.671687 2.98803 2.33959 2.23917 2.18499 1.80312 2.65073 1.52912 2.55418 1.32854 2.07149 1.10481 1.10189 1.24437 1.37639 1.09642 1.06507 1.1701 1.01558 1.94268 1.42623 1.29626 1.6397 1.82974
threshold=32.051492741500006 34.654301448200009 0.17076500000000003 30.317390213800007 159.58247398035004 8.2435668022500028 66.590419433100024 90.407470010750018 19.234448447350001 67.300172379550006 111.38282034450002 94.047642319350018 19.124955277500003 84.812788641250009 28.862433654350003 216.55112120135001 19.865285687250005 0.12535000000000004 0.20949500000000004 0.13747000000000004 22.764946765650006 -0.074999999999999997 65.611820673600008 37.999598532650005 93.499196860750018 13.405476405600002 14.551174033150001 16.585387514950003 1.1798413345000001 103.92649527695001
decision_type=2 2 2 2 2 2 2 2 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 -3 -1 7 18 10 -10 11 12 -8 17 21 -11 -17 -13 19 22 -21 -15 23 -6 27 -26 -27 28 -25 -30
right_child=1 4 -4 -5 6 -7 8 -9 9 15 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.026012823474167796 0.018466383227720574 -0.027771777129308423 -0.022312988992454548 -0.040102261746544909 0.013010023464132993 0.026914246940621101 0.02317664066070985 0.020391061606616228 0.009372595144093665 -0.030829911613721051 -0.024455690076618967 0.0014817573090758495 -0.0047644954437361239 0.022528926873071561 -0.03204804845277176 0.015856280981627009 -0.027180240538191989 -0.027503305861477027 0.016097744473396153 -0.029479747001300519 0.0020825798905264648 -0.013507071791789293 -0.011871146180365328 0.022405432403025092 -0.00040052452873087026 -0.034896088142313736 0.00023937617372113491 -0.011711311301928366 0.014328628121904115 0.001082604164175227
leaf_weight=0.30933477211510652 4.9342775492405044 0.64771761698648234 1.0925090053351594 0.62422342976788059 5.7683874764479688 0.35853426158428192 5.5843075134325755 5.6189387218910261 2.1689569740556163 3.7763064214959741 2.2306026634760192 51.980523262143834 3.7661501253023744 1.1983922638464721 2.5151539976941422 1.3435728675103749 1.6517763017327523 0.88600513269193371 3.188762954901903 1.866429227869957 1.7960914080031214 1.048835644731297 3.9517369195818892 3.0916213812306514 37.276242739055306 1.9685258634854101 1.252173419576138 3.617371477186679 8.1659196391701681 44.859015695285052
leaf_count=119 118 249 24 60 115 3 94 55 22 106 39 1385 29 40 121 14 129 40 37 23 21 9 35 43 578 77 22 29 98 300
internal_value=0.000955996 0.00107501 0.0110741 -0.0181332 0.000775524 0.00240018 0.000867713 0.00205776 -0.000996471 -0.0133868 0.000604121 0.00143868 0.0119226 -0.00026236 -0.0142311 -0.0206766 -0.00787608 0.000995988 0.00117581 0.000757002 -0.0140017 0.00571005 0.00124862 0.00173774 0.001089 -0.00205754 -0.0212358 0.00322222 0.00418486 0.00312251
internal_weight=208.538 207.246 6.02679 1.29209 201.22 0.667869 200.572 122.421 78.1506 8.94061 69.21 66.9794 9.35046 57.6289 4.76238 6.77166 2.99535 52.8665 116.802 113.614 3.66252 2.24723 109.951 105.999 100.231 40.4969 3.2207 59.7339 56.1166 53.0249
internal_count=4034 3852 142 182 3710 122 3461 1433 2028 271 1757 1718 123 1595 170 249 143 1425 1378 1341 44 49 1297 1262 1147 677 99 470 441 398
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=16 2 23 16 5 17 7 5 22 23 0 20 7 10 9 6 21 6 20 10 2 21 13 15 10 22 21 23 23 19
split_gain=2.33553 2.83524 2.93991 2.48732 2.42092 2.41554 2.07081 3.45859 3.03837 3.85806 2.70067 2.53645 2.86499 2.61605 2.12724 1.70646 1.92303 1.65894 2.7534 2.67996 2.94107 2.08939 2.03741 1.99691 2.42911 4.19303 1.80514 1.6183 2.38291 3.23747
threshold=20.404952284350003 322.38159739250005 0.12535000000000004 19.974953289850003 23.626838821450004 162.13109061465002 19.078733418100004 20.769304081650002 -0.059424999999999999 0.083495000000000028 92.313586825200005 38.244973486750006 23.974509389900003 69.999384342500022 221.38017838285003 14.845346859150002 7.0441631297000011 16.455384477450004 38.804080188450008 62.025417527550012 179.86602224190003 10.274034306750002 117.67650082785001 42.246988155050012 61.977025281250008 -0.11963999999999998 8.5501791199000028 0.11922500000000003 0.092650000000000024 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 17 -1 -7 8 9 -8 -10 12 -11 -13 -9 16 -12 22 -19 21 26 23 -2 24 25 -20 -21 28 -15 -30
right_child=4 -3 -4 -5 -6 6 7 14 10 11 15 13 -14 27 -16 -17 -18 18 19 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0044322030584970041 0.0015178987683328591 -0.0043582766578427676 -0.0046544882934386233 -0.0036082070796674176 -0.00036546926487871623 0.0030642264654984763 -0.0028110293289644139 -0.0038224842221022265 -0.0042692576603590021 0.0021670415625315046 0.0013524060244370238 0.00368718171077479 -0.0043557461099399397 0.00091979255004332318 0.0033153580232935746 0.0031675346942798585 -0.0017738736633925007 0.0027600579554094879 0.0018766148549599463 0.00035764079362122445 -0.0052603884171599849 0.0024598976161070833 -0.0019693291649010682 0.0026347941710071323 0.0012918982901567256 -0.0047079053699813989 -0.0030403412140153703 0.0043651385214771186 0.002788863392614257 -0.002524804204036181
leaf_weight=1.8400589972152364 66.85887854360044 2.5430486470577298 2.2145353909581891 2.9284507930278769 28.378558221273124 4.3800370957469559 8.5338944990071379 5.1327629239531225 1.4640973552595884 1.6143550286069501 28.869312881841324 4.1082193880574769 3.7837174669839442 18.642219842411585 0.81272203475236882 7.4615432862192383 3.7340435681981026 6.9610057584941378 2.5071190390735847 9.8515721671283263 2.6682147346436969 8.5415528491139394 2.9391699880361548 3.5962643716484299 5.2058307975530624 4.6199762970209157 3.582579866051673 1.5025267042219628 2.42467902007047 9.3837887793779355
leaf_count=318 451 279 64 47 342 83 508 365 49 16 344 27 147 291 9 40 142 45 13 52 45 36 23 20 21 46 27 7 39 138
internal_value=0.000367343 -7.95667e-05 2.04138e-05 0.000117516 0.000708939 0.000222742 0.000306841 0.000182929 0.000379745 -0.000301004 0.00119924 0.000215651 -0.00240503 0.000607944 -0.00284677 0.00139908 0.000994355 0.000968801 0.000378142 -3.05162e-05 -0.00132929 0.000824113 0.00137105 -5.30281e-05 -0.000836793 -0.00239165 -0.000548523 0.000212047 7.12116e-06 -0.00143373
internal_weight=257.085 111.374 108.831 106.616 145.711 103.688 101.848 97.4679 91.5224 49.9934 41.529 41.4595 5.39807 36.0614 5.94548 40.0649 32.6034 117.332 47.5341 40.5731 16.1024 24.4707 69.798 15.9292 12.3329 7.1271 13.4342 31.9532 30.4507 11.8085
internal_count=4034 2913 2634 2570 1121 2523 2205 2122 1748 1173 575 665 163 502 374 526 486 779 305 260 124 136 474 100 80 59 79 475 468 177
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 5 20 21 21 19 21 5 16 15 20 23 22 15 21 16 10 10 12 20 22 9 5 20 10 16
split_gain=3.68583 2.16441 3.22291 2.69744 3.22786 2.73867 2.48355 2.19336 2.02831 2.71568 2.35113 1.86652 2.28595 2.63137 2.01572 2.21338 2.47045 1.76056 2.21793 2.87334 1.52304 2.85056 2.00595 1.64544 4.12821 5.97887 3.30113 3.14832 1.63631 4.56126
threshold=18.634956423400002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 19.234448447350001 38.244973486750006 12.263428102400001 5.1185473364500007 12.551012654050002 4.5829628528000006 13.154029769200003 13.904967484100002 13.019805569300003 41.827117825850003 0.093735000000000027 -0.088224999999999984 46.074827201850006 15.285239689500001 23.044946110900003 60.613977009100005 58.167480110400007 335.9827356823501 42.719328117250008 -0.102645 192.57902085675002 21.850554661550003 43.157831852650006 64.407391431150018 20.894951138500005
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -4 -7 9 -6 -11 -8 13 -13 15 -14 -17 20 19 -19 21 -2 23 28 -25 -26 27 -27 -22 -30
right_child=17 3 6 -5 8 7 11 -9 -10 10 -12 12 14 -15 -16 16 -18 18 -20 -21 22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.0025342221290959623 0.0004518851506976054 0.0013021385609060848 -0.0016986844460946027 0.0018174973235845788 0.0025866435353756102 -0.0031648295808943015 0.0030320714150821361 0.0028397215767561987 -0.0036442577392616043 -0.0031851950991733918 0.0012043154950083517 0.002390558984244845 0.0010265803033726001 -0.0027643485145166257 0.0022552055011203593 -0.0042003422048879305 0.00084681956417700563 -0.0023767808702683264 0.0017344517027063156 0.00254035554958727 0.0010804327279264206 -0.0033586366106882442 0.0025687627361476928 0.001966549225673768 -0.0043041431957575229 -0.0039739004098474267 0.0016237471697179658 0.00032869909304429076 0.00065883409208537086 -0.0026761278666477366
leaf_weight=4.2406994864577419 8.5094503783620876 7.082978002727037 4.8942227963125324 3.4151162495836607 1.6508118454366902 3.524495046120137 3.7148854038678101 0.81951512722298492 6.7439966360107055 5.4609161140397191 1.764683070592582 1.4806577495764965 11.5253817292396 4.0230595037573949 8.7267306610010547 2.1975286342203617 2.0476652123033992 7.234939316287635 3.15901004243642 1.5831274371594188 91.831036049872637 2.8692379817366591 6.3133591264486304 7.7912942823022631 4.3369716722518232 3.1584731526672822 7.6820794567465782 4.5172387734055519 49.58707042876631 4.9279293604195109
leaf_count=908 141 66 159 38 16 360 23 18 273 167 20 36 71 220 57 30 15 152 20 10 509 85 62 54 54 32 36 22 342 38
internal_value=0.000358207 -0.000277375 0.000201573 -0.0009511 -0.00130067 3.46362e-05 0.000502056 -0.00203205 -0.00227751 -0.0012391 -0.00211316 0.000821517 0.000547794 -0.00137753 0.00098035 0.000274902 -0.00176585 0.000587182 -0.000642478 -0.001494 0.00066408 -0.000508972 0.000738175 0.00067169 -7.05039e-05 -0.000876367 9.16219e-05 -0.00144177 0.000811085 0.000357367
internal_weight=276.815 73.3133 42.8508 30.4625 27.0474 11.427 38.6101 4.34401 15.6204 8.87641 7.2256 33.7159 30.001 5.50372 24.4973 15.7706 4.24519 203.501 11.9771 8.81807 191.524 11.3787 180.145 173.832 27.4861 19.6948 15.3578 7.67571 146.346 54.515
internal_count=4034 2477 1519 958 920 444 611 378 476 203 187 452 429 256 173 116 45 1557 182 162 1375 226 1149 1087 198 144 90 54 889 380
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=16 2 3 20 16 16 21 23 17 23 2 22 5 7 23 5 22 22 7 7 22 20 17 13 13 23 15 23 22 6
split_gain=4.99298 4.27005 3.87067 8.65884 3.67664 3.59425 3.13965 3.07734 2.99902 2.97439 2.59956 2.55899 5.14698 4.29585 4.48812 2.96708 2.66679 5.23335 2.64453 4.16712 2.81717 2.68398 2.43055 2.22956 2.71741 2.70922 2.17972 2.38665 3.10731 2.8813
threshold=20.404952284350003 322.38159739250005 93.281431752200021 41.942745071500006 22.604947139800004 19.974953289850003 15.285239689500001 0.12535000000000004 162.13109061465002 0.080135000000000026 126.15794700430001 -0.059424999999999999 20.305669781650003 19.078733418100004 0.083495000000000028 10.726864994700001 -0.59502499999999992 -0.54526999999999992 24.054467534550003 24.803880018200001 -0.094519999999999993 38.244973486750006 186.93340979500002 109.34496908160001 108.12978600665001 0.08883000000000002 33.005488016050009 0.092835000000000015 -0.083424999999999985 16.265380038000004
decision_type=2 2 2 2 2 2 2 2 2 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 9 -4 6 7 10 8 -1 -2 -5 13 15 -10 -15 -13 -16 -18 20 22 -19 -21 -20 24 25 -23 -11 28 -28 -30
right_child=2 -3 3 4 -6 -7 -8 -9 11 26 -12 12 -14 14 16 -17 17 18 19 21 -22 23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.002782576489529137 0.0019022035287604969 -0.0028332172062457074 0.00076276245648990268 0.00072798334724579307 -0.0022820773799454705 -0.0025346315985891646 0.0026868934935365841 -0.0029195443019187231 0.002225104434463129 -0.0003067953034101875 -0.0023728462169475889 -0.0026854166367070026 -0.0025440360914084827 -0.0016549043768812322 0.0015208956029410614 0.0010432429011669497 -0.0032808999650999269 0.0023667348992815074 -0.00020569266462148119 -0.0028505247497590735 -0.00087622641069966874 0.0016367487144573292 -0.0033485194941360922 0.0030264228426056419 -0.0028633971028981017 -0.00058495320674997677 0.0011916128600409589 0.0014219300201891018 0.00084249107199449512 -0.0015813380643134175
leaf_weight=2.2378017534501842 20.005331628024578 3.5425504752201951 53.823872337117791 3.5352421132847685 10.647640043403952 3.4979397151619187 2.169122414663434 2.1807790701277545 5.0032155747758216 10.772519975900648 3.7702634250745177 1.4886548585491244 3.0866518390830597 12.634173179860225 7.4010714973555869 44.237744935788214 3.3568029368761918 5.9121358201373369 2.8458496464882073 1.672555763041603 2.6038438894320262 8.0174430632032507 3.9870773493312299 2.2230699174106112 1.6922692554071534 6.8845971997361621 15.816081687808035 34.283489845693111 5.9396241977810877 7.4745618253946304
leaf_count=318 147 279 302 23 189 49 10 62 51 75 59 260 143 740 62 300 75 52 43 94 31 90 78 7 49 130 73 145 31 67
internal_value=0.000372327 -2.20394e-05 0.000664182 0.000219236 -0.00123461 6.0289e-05 -5.74647e-05 0.000137561 0.000195391 0.00101312 -0.000872309 0.000254341 0.000702691 -8.63716e-05 -0.000281621 0.000921854 9.07289e-05 -0.000179321 0.000111185 -0.000282773 0.00137517 0.000303077 -0.00203956 0.00058338 0.000256096 0.000610344 0.000773692 0.000956952 0.000411591 -0.000508099
internal_weight=292.744 124.506 168.238 73.9461 20.1223 120.964 9.47463 117.466 115.285 94.2916 7.30551 113.047 48.8131 64.2341 59.2309 45.7264 46.5967 39.1956 35.8388 27.3229 8.51598 20.4899 6.83293 18.8174 16.5943 14.902 74.2863 63.5138 29.2303 13.4142
internal_count=4034 2913 1121 583 281 2634 92 2585 2523 538 82 2205 703 1502 1451 560 711 649 574 491 83 370 121 276 269 220 391 316 171 98
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=0 17 8 20 8 16 0 6 17 23 20 21 20 9 16 9 10 15 9 9 5 10 20 19 7 20 20 8 22 13
split_gain=0.77558 1.11282 0.746435 0.673623 2.14683 1.98718 2.45205 1.81382 1.79158 2.17838 2.11101 2.06262 2.00443 1.9538 1.79669 1.73909 1.6029 1.50857 1.49341 1.37574 1.45087 2.35399 1.43861 1.33466 1.39028 2.01857 3.10152 2.44671 1.9796 2.11479
threshold=103.48144189910001 241.79519611995002 7.2443465838000014 42.094663496250007 6.2451263653500009 22.614947116400003 86.692020874450009 16.585387514950003 195.42788627465004 1.0000000180025095e-35 49.122847560300009 5.5151941623000011 48.226196960950006 198.49982034990003 20.824951302200002 209.03603029655002 74.462224839050023 38.213426205600008 187.11236276785004 186.68586460755003 29.996566321350006 61.622148808000013 38.121007182500009 14.651182102100002 23.109894804950002 39.861052345600008 41.32819714970001 8.3434888241000014 -0.06483499999999999 115.68166489510001
decision_type=2 2 2 2 2 2 2 2 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 8 7 -7 9 12 15 14 -5 18 16 -11 -10 -15 -13 -6 21 22 -21 24 25 -23 27 -27 -26 -30
right_child=1 2 -4 5 19 6 -8 -9 11 10 -12 13 -14 17 -16 -17 -18 -19 -20 20 -22 23 -24 -25 28 26 -28 -29 29 -31
leaf_value=-0.030932977803967324 -0.031045781236703408 0.029067059024973297 -0.019037651670582675 -0.034261919011645992 0.011511076885337411 -0.031827256410911997 0.0024569473381536467 0.0054350884510568987 0.015296065573069772 0.014878082359966483 -0.037153245432027908 0.014889763603415106 0.0040083910991385351 -0.0027284406562977613 -0.041918953588645697 -0.014134736025208372 -0.033965338613287127 0.02168089521858596 -0.039788334497310812 0.0018607005558108362 0.027491710797562931 0.0045505881865776053 -0.037049009863790054 0.01797046855955034 -0.0010635085650953946 -0.0042880865509137564 0.0030408092155809262 -0.041307593924710638 0.0032788060143429374 0.016854909130421147
leaf_weight=1.7379872291348863 1.6076881101762404 0.66257557977223747 0.53651786607224494 2.0907104472280507 15.47456640168093 5.5506742401048523 6.0986404493451118 1.5319868260994551 1.4764413168886705 20.237964173313237 0.8275334918871512 0.63519015896599684 3.1573372057173401 6.2029352613026258 2.3340347995981574 2.0954717784188679 1.0309932920499703 3.7241628190968186 1.655980262905359 1.4091738983988755 2.0139782950282088 11.092027779668571 2.2966907708905637 4.7819374911487094 48.951435217401006 2.6854739375412446 5.8894046572968364 4.2183038126677275 33.408652447629727 15.409550506621597
leaf_count=355 852 21 47 235 113 136 28 23 16 442 75 49 64 77 41 46 37 36 36 11 15 78 55 37 582 15 35 40 331 106
internal_value=0.00126969 -0.01456 0.00754327 0.00148328 0.00256431 -0.00126986 -0.0116341 -0.0237674 0.00173471 0.00639803 0.0103941 -0.00603096 -0.0112377 0.000604667 -0.0227771 0.0121559 -0.00495897 0.00642875 -0.0246297 0.00295865 0.00195723 0.00156208 -0.0222534 0.00226011 0.00164257 -0.00491433 -0.0131207 -0.0269075 0.00324443 0.00756413
internal_weight=210.826 2.80678 1.19909 208.019 149.369 58.6501 13.1813 7.08266 45.4688 28.409 23.161 17.0597 5.24805 12.2183 4.84147 22.3334 2.50743 9.9271 2.29117 147.631 132.157 130.143 3.70586 126.437 121.655 23.8852 12.7932 6.90378 97.7696 48.8182
internal_count=4034 920 68 3114 1773 1341 187 159 1154 862 563 292 299 198 94 488 53 113 85 1418 1305 1290 66 1224 1187 168 90 55 1019 437
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 4 20 23 13 15 16 19 20 23 22 13 4 5 16 21 17 22 18 21 10 20 23 23 5 22
split_gain=4.18943 2.37011 3.53504 3.13385 3.428 3.0552 2.82372 2.15938 2.15886 2.14221 1.8774 2.13291 1.91481 3.09621 2.52636 1.85639 2.24701 2.43377 1.83243 3.40627 1.80717 1.80244 1.66194 1.54077 2.15078 1.4681 1.38995 3.11693 2.05751 2.2765
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 14.85568425095 195.50296729855003 38.244973486750006 0.11531000000000002 110.59241365410001 45.169600924000008 13.564968279200002 10.650859343850001 41.827117825850003 0.093735000000000027 -0.088224999999999984 117.99105042915001 160.10465189265003 30.284449345300001 22.824946625350005 7.1067965614000004 182.63036160245002 -0.063749999999999987 15.289002683150001 5.3866163921000005 70.389210771400016 40.984321400500008 0.08092000000000002 1.0000000180025095e-35 21.850554661550003 -0.11347
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 20 -6 23 15 11 22 13 -12 -15 26 -17 -18 19 21 -4 -11 -8 -7 -25 -24 27 -2 29 -28
right_child=9 3 6 -5 7 8 10 -9 -10 18 12 -13 -14 14 -16 16 17 -19 -20 -21 -22 -23 25 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0026537741661976887 0.00058504614554153649 -0.0022373565973104496 8.5828885074006197e-05 0.0019059558145036414 -0.0033111290989624636 0.0029102060933435601 -0.0037150226951756155 0.00093661540925430071 -0.0042305412414248558 -0.0041403648805413678 0.0013475300569124788 -0.0037405059876631408 0.0022994374726352999 -0.0042078915603942736 0.00064255576494496409 0.0013756103960955134 -0.0032657887925066089 0.001470130912801701 0.0024548580254411365 0.00031673025354822412 -0.0037732703720833203 -0.00021324017969247828 0.0028276919166482302 0.002117682059690824 -0.0034692965494255413 -0.0021059596685053072 0.0012840305899990141 0.0024402433190268071 0.0012269890629913757 5.2522260161375295e-05
leaf_weight=4.2542808916768982 23.301966538652778 5.2450831079622784 2.7621410498395553 3.4430346218869081 9.93538320425432 4.0135237914510071 0.81699993764050205 1.4860180905088771 0.76839177799411107 3.8341639027930832 13.206725423457106 1.8703964757733045 10.605203210841863 2.3109585512429476 2.3285726606845847 3.5783215044066292 4.1733402474783361 1.6297591775655744 2.0959111358970395 10.291252276394514 2.4943195634987205 1.8820192622952188 2.4484670129604642 1.8080498310737314 1.2649344294331966 0.88765580928884436 21.716509526595473 16.859191609546542 45.881210368126631 63.979655278846622
leaf_count=908 181 332 93 38 312 42 47 22 86 95 81 129 68 31 17 37 118 18 13 88 66 26 17 21 90 62 130 149 247 470
internal_value=0.000397664 -0.000282082 0.000193531 -0.00103018 -0.00144244 -0.000295055 0.000498409 -0.00275846 0.00100191 0.000643156 0.000840528 -0.000826304 0.00119342 0.000536159 -0.00177346 0.000750901 -0.000672703 -0.00193574 -0.000434806 -0.00081316 -0.00174541 -0.00284738 0.000486133 0.00156927 -0.000182089 0.00151498 0.000828667 0.00136384 0.000665318 0.000364602
internal_weight=271.173 71.9501 43.9857 27.9644 24.5214 13.1 39.7314 11.4214 7.8549 199.223 34.475 6.02352 28.4515 17.8463 4.63953 181.12 9.38142 5.8031 18.1033 16.0074 5.25646 5.71618 4.15312 7.08651 3.07298 3.33612 171.739 40.1612 131.577 85.6962
internal_count=4034 2462 1519 943 905 571 611 334 239 1572 452 255 197 129 48 1350 173 136 222 209 159 121 126 153 111 79 1177 330 847 600
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=13 22 18 16 6 6 12 22 5 22 21 23 10 20 5 0 4 20 12 20 2 9 15 15 8 16 7 16 17 23
split_gain=0.755843 0.740878 0.731854 1.37566 0.836595 2.53299 2.1923 1.66854 2.15529 1.31035 1.54461 2.62652 1.8059 1.37638 2.67579 2.53821 2.90018 1.66537 1.81851 1.36257 2.42645 2.1104 1.46522 1.35969 1.95105 1.58746 1.78558 1.48502 1.821 1.99565
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 12.604970524100002 13.65531905435 13.78532209185 212.86469446750002 -0.50001499999999999 24.279163357700003 -0.11572 8.5501791199000028 0.093160000000000034 62.181348099150007 42.719328117250008 21.723721974650005 86.20003303655001 164.18548070700004 43.157831852650006 124.10890780100002 40.984321400500008 130.66814494305004 202.16842692300003 30.108785229950005 46.683480308100009 8.3434888241000014 22.624947093000003 22.105125139000005 22.614947116400003 201.96256717700001 0.12084500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -5 8 -7 10 19 12 -12 23 17 16 -16 -15 -19 20 22 -22 -9 25 -25 27 -27 28 29 -11
right_child=2 -3 -4 4 5 7 -8 9 -10 13 11 -13 -14 14 15 -17 -18 18 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.024754755736834163 -0.025805783674328762 0.0099957534112268317 0.010414794004575213 -0.00043390104617432157 0.015886417137370296 -0.019444907107178989 -0.022762473928098929 -0.0097159001830115655 0.008789584038323587 0.0036045968834526802 -0.0046080911660364762 -0.025788683910048314 0.023771682737546689 -0.027398478909818877 0.022739674951662205 0.012097142783663549 -0.026654600937076479 -0.02844740316645249 0.0018645920612950274 0.014271548391937717 -0.037272491273615718 0.0025247518694454479 0.015043296638405352 0.0084078584316528236 -0.028669243336186215 -0.0081531787811667446 0.0081905830625569036 -0.014188658075162012 -0.0072012220138719689 -0.022968133819660366
leaf_weight=1.2594951612409193 1.1269713859073807 0.50560650491388504 4.8803730625659218 20.709297660388987 7.0401165261864653 4.9213423132896414 2.9547204969567238 1.7916030733613313 2.3485974832437932 52.297983729629777 3.8052045945078117 2.217107898555696 2.0176707897335291 3.7056615967303532 0.95715769170783316 6.6005577370524406 2.5918562649167143 1.6133420048281548 4.1775154499337077 13.076720554730853 1.4142391894711175 1.757081428542733 6.5227853269316256 1.4142183363437646 2.0362703814171255 4.4919695872813454 31.470244104042649 4.1421907786279908 13.486020156648008 1.7165320608764876
leaf_count=881 160 91 74 384 39 128 160 144 27 609 76 26 20 60 11 31 167 44 40 179 59 14 56 17 46 39 225 39 165 23
internal_value=0.00100085 -0.0148006 0.0011354 0.000911661 0.00106125 0.00163191 -0.00322188 0.00104358 -0.0103236 0.00154962 0.00589891 -0.00332682 0.00522572 0.000464728 -0.00545183 0.00320491 -0.0133331 -0.0147039 -0.00658038 0.00891875 0.00282448 -0.0152227 0.00970813 0.00151139 -0.0134728 0.00199187 0.00614912 -9.49202e-05 0.000769946 0.00276014
internal_weight=209.05 1.7651 207.285 202.405 201.278 177.614 23.664 170.574 7.26994 163.304 32.6024 8.03998 5.82288 130.702 19.6461 10.1496 3.54901 9.49652 5.79086 24.5624 11.4857 3.17132 8.31439 111.055 3.45049 107.605 35.9622 71.6427 67.5005 54.0145
internal_count=4034 972 3062 2988 2828 2284 544 2245 155 2090 574 122 96 1516 353 209 178 144 84 452 273 73 200 1163 63 1100 264 836 797 632
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=22 19 9 23 20 20 20 22 7 15 21 20 19 23 5 0 15 17 22 13 2 6 10 0 5 22 20 20 13 22
split_gain=0.714343 0.700165 0.680487 0.628431 0.59989 0.885096 0.849854 1.76528 0.67041 0.662717 1.22036 1.48084 1.03972 1.08003 0.87444 0.915731 0.863724 1.55927 2.11917 1.84724 2.21061 1.32778 1.87879 3.05415 1.93913 2.04232 3.0882 1.85663 1.85423 1.60984
threshold=0.36215000000000008 14.551174033150001 38.295222230400007 0.095170000000000018 32.051492741500006 30.317390213800007 34.654301448200009 0.17076500000000003 24.268610899850003 45.169600924000008 15.531785880150002 41.872294782850005 14.451165964200003 0.092260000000000023 24.922858152300005 86.692020874450009 41.492094664050008 204.42624920380004 -0.093879999999999991 117.64961624655002 173.34516805710004 16.455384477450004 66.964115113200009 92.313586825200005 20.305669781650003 -0.059424999999999999 38.244973486750006 38.244973486750006 117.67650082785001 -0.016334999999999999
decision_type=2 2 2 2 2 2 2 2 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 3 -1 5 -4 7 8 -6 16 11 12 13 -11 -13 -16 21 18 -18 20 -20 22 28 -24 25 26 -25 -23 -8 -29
right_child=1 -3 4 -5 6 -7 9 -9 -10 10 -12 14 -14 -15 15 -17 17 -19 19 -21 -22 27 23 24 -26 -27 -28 29 -30 -31
leaf_value=-0.02455226876932546 -0.026168147744699062 0.019485953066710655 0.0048875699908118323 0.0082005641325112767 0.02172743878589254 -0.034789871199166926 0.0063585417694748793 -0.017788612913467044 0.0044599607078444937 -0.018382886137057571 0.013921845328704758 -0.029118495633439361 0.0076950367415074576 0.0033205097567787769 -0.023449159684009364 0.010427535017354125 -0.014998103170079657 0.021554807783625306 0.010830823897924197 0.013577917998681011 -0.011505782445074822 0.011073925592598932 -0.02048302536436292 -0.019977641063692372 -0.025586198914570202 0.0052937548511779123 -2.7160267401565914e-05 -0.0028087192335167505 -0.015387050615777473 -0.01742888104578539
leaf_weight=0.97524253532173932 0.87272746901726239 0.20959419757127762 0.55774613367975578 0.42237245690193959 2.9936119150370351 0.57390317908721045 44.086481068690773 0.98260877630673338 1.8182999865966847 2.4922811035066825 1.6874223323538888 1.880263198167085 3.6250525824725628 2.1475813053548336 0.8062279673758892 0.79958109557628632 2.7751691304147306 2.6342532411217681 4.2034990116953868 8.5191397566813958 4.7459443393163383 4.2601495282724491 3.6164820769918142 4.4393828512984248 1.3891878922004242 32.311422647617299 32.340830028057098 30.841251434467267 2.0652085095643988 4.3198647669050834
leaf_count=425 106 3 70 23 53 46 474 15 46 32 11 71 27 13 60 3 27 32 33 53 37 116 115 180 109 452 812 403 20 167
internal_value=0.000847196 -0.0173271 0.000943473 -0.0146541 0.0010509 -0.0152344 0.00114224 0.00960801 0.0152025 0.00089194 -0.0039153 -0.00647669 -0.00130544 -0.00833737 -0.0187369 -0.00658092 0.00124583 0.00532181 0.00320946 0.00610203 -0.00101441 0.00066181 0.00183294 -0.000379752 0.000651779 0.00117933 -0.00243519 -0.00291057 0.00538546 -0.00460494
internal_weight=205.393 1.08232 204.31 1.39761 202.913 1.13165 201.781 5.79452 4.81191 195.987 13.4384 11.751 8.26491 4.63986 3.48607 1.60581 182.548 22.878 20.2438 17.4686 8.94944 159.67 120.249 74.0973 70.4808 69.0916 36.7802 39.4213 46.1517 35.1611
internal_count=4034 109 3925 448 3477 116 3361 114 99 3247 217 206 72 45 134 63 3030 182 150 123 70 2848 2162 1668 1553 1444 992 686 494 570
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=0 17 9 18 16 16 17 23 17 7 9 2 8 22 8 22 22 6 8 19 16 13 21 17 21 0 17 2 16 16
split_gain=0.662506 0.987415 0.922522 0.622493 1.15084 0.666253 2.06836 0.59709 0.548158 1.02169 0.670738 0.809749 0.779667 2.73711 1.55212 1.11708 3.7515 1.35994 1.00759 0.871117 0.844662 1.46492 2.61282 1.5106 1.43217 1.5708 1.48133 1.82851 1.43548 1.82875
threshold=103.48144189910001 241.79519611995002 218.72979271345005 17.323446153950005 12.644970430600003 17.684958644900004 211.67127343905003 0.097015000000000032 221.27458857605004 26.637125930550003 223.29399794390005 201.70502722175004 8.8430989333000021 -0.090495000000000006 9.3427090425500019 -0.58559499999999998 -0.54526999999999992 13.835323260100003 8.7431769115000026 14.351157895250003 22.764946765650006 117.61735474900001 9.1912342607000017 188.41589330430003 8.9626214023500008 85.812895065800021 208.33805927010005 258.06114663960005 15.404963976500001 15.584963555600002
decision_type=2 2 2 2 2 2 2 2 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 7 6 -5 -1 10 -10 12 -12 15 14 -14 17 -17 -6 20 -15 21 24 23 -23 26 -26 -18 -28 -27 -30
right_child=1 2 -4 5 8 -7 -8 -9 9 -11 11 -13 13 19 -16 16 18 -19 -20 -21 -22 22 -24 -25 25 28 27 -29 29 -31
leaf_value=-0.031721460510935606 -0.029901313642091198 0.024892947755551911 -0.032858212205347077 0.023783438113150378 0.023277618763869384 0.030521695248323759 -0.026279912738957249 -0.0015977003810938768 -0.032941212209524479 0.0074573444991600868 -0.0004252510975215874 0.024852608648067452 -0.010049744622235901 -0.0047600403958134117 0.017234373174518092 -0.035806263797842561 0.0047250349365083634 -0.0019770914077869551 0.011496806009031536 -0.032393711151710664 0.014191413273816712 -0.030908901372677284 0.0044670474206483504 -0.0077508652832376252 0.0089791124234741403 -0.03578506154951018 -0.016412828701677679 0.016675052866446983 0.02257814782499671 -0.0068167602707602006
leaf_weight=1.3794217567483422 1.4252972271497122 0.75817674386780687 0.34248387301340699 1.866024955408647 4.3209905894473186 1.217246741056442 1.1301577423000706 0.94613612978719164 1.1095834975130849 1.0291795691009609 2.0770829478278747 2.2535743806511164 3.2146349502727389 1.4067262946628014 3.9800441348925233 2.3167191755492231 89.735466969606932 3.1402507708407938 8.3585742786526662 3.1555072818882763 4.0882653668522826 4.0516900530783477 9.1107591373147425 5.9018947461154312 7.2963989646523251 1.3327518771984639 5.9670542179374015 1.8711984759429467 1.9413432995788777 25.729528872150695
leaf_count=230 852 26 42 19 34 16 35 24 30 26 26 29 35 26 40 96 1318 31 63 62 36 104 68 66 137 61 91 35 18 358
internal_value=0.0010075 -0.0138555 0.00692298 0.00119529 0.000956184 0.0123017 0.00489958 -0.0194658 0.00120176 -0.0135013 0.00136619 0.0127288 0.00110294 -0.00617742 0.00504363 0.00159159 0.00109966 0.0126485 0.00161664 -0.0238731 0.00109071 0.000740508 -0.00683369 -0.0171775 0.00181912 -0.00313326 0.00366153 -0.00851388 -0.00618036 -0.00475446
internal_weight=202.454 2.52596 1.10066 199.928 195.715 4.21343 2.99618 2.32556 193.389 2.13876 191.25 4.33066 186.92 11.7569 7.19468 175.163 167.702 7.46124 165.385 4.56223 157.026 152.938 19.0643 9.95358 133.874 36.3 97.5737 7.83825 29.0036 27.6709
internal_count=4034 920 68 3114 3044 70 54 254 2790 56 2734 55 2679 163 75 2516 2451 65 2355 88 2292 2256 238 170 2018 574 1444 126 437 376
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=17 9 9 8 22 8 8 9 16 13 21 17 18 7 9 17 17 0 3 20 20 6 3 21 9 10 6 6 7 3
split_gain=0.737739 0.613158 0.751018 0.747777 2.68678 1.56177 0.911359 0.861088 0.765793 1.19811 2.30505 2.07243 1.4064 1.54296 1.44879 1.38972 1.6068 1.49008 1.40385 1.43323 1.52415 2.17973 1.38659 1.37839 1.22545 1.78403 1.12579 1.64143 1.25658 2.16532
threshold=159.58247398035004 233.77854820110002 227.07958281845004 8.8430989333000021 -0.090495000000000006 9.3427090425500019 8.7431769115000026 200.84017322135003 22.744946812400002 117.61735474900001 9.1912342607000017 188.41589330430003 13.552878921100001 23.626037400350004 196.26893085885004 193.50449793755004 195.42788627465004 92.313586825200005 89.695028606150018 35.419594101850009 37.038444968100009 15.785368822600002 92.598563387050021 4.797392351550001 195.10791980860003 61.923256118600001 16.325381439950004 16.165377701450002 23.445318439400001 82.213049629150021
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 8 -6 9 12 11 -11 13 15 26 17 -17 18 -2 -20 21 -21 -22 -13 25 -12 27 28 29 -14
right_child=1 -3 -4 4 7 -7 -8 -9 -10 10 24 23 14 -15 -16 16 -18 -19 19 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02526411482201452 -0.015916610837525817 -0.015783702370403479 0.012609569824445074 -0.0077876947603889258 0.0020490368101583564 0.014173486640741932 0.0086817982419933395 -0.023711045005697703 0.0096081469619433684 -0.029180214787002702 0.010359711167103186 -0.016777230628655652 0.010088495822546497 -0.021012757637925299 0.00094815035903170349 0.0201641067289825 -0.00027125035650361429 0.022575434740391385 0.021325935654397016 -0.043787572318674722 0.018459403905121938 0.011569756546171827 0.0015935046152114934 0.0059787957156446176 0.011497503413950966 -0.018514810875008437 -0.020615956126972885 0.025577786658858816 -0.0024628555432803997 -0.030933857172161069
leaf_weight=0.60064819513354351 2.2601153777795835 1.2209948183153745 2.9884413832915007 3.3207438285462558 0.88341192901134302 3.8736342955380678 8.3766978888306749 3.7918776501901448 5.2246244866400948 3.1171010581310856 2.1588829657994193 2.9602686066646129 1.0178695439535759 1.3015667553991068 78.105867539765313 6.1238834522664529 3.2530133863911033 2.0577701968140891 2.2522542598890132 0.92767396289855131 2.9467809743946409 0.6810944031458348 31.059773084009066 2.9189053233712912 4.6642606481909752 2.6096869320608675 2.5809032020624718 0.9785909503698339 13.153023476916131 2.3523660250066314
leaf_count=262 26 77 55 38 6 39 65 87 42 96 22 38 79 10 1183 96 25 25 59 8 42 54 475 27 21 24 33 5 857 158
internal_value=0.000738401 0.000816822 0.000919222 0.000740019 -0.00497548 0.00403676 0.00111057 -0.0188436 0.000747547 0.000474401 -0.00518182 -0.0136914 0.00116449 0.00425457 -0.000499187 0.00489238 0.0130747 0.00307363 0.00207356 0.0031473 0.00199771 -0.0203513 0.00305499 -0.00547927 0.00293389 -0.0054424 -0.00612817 -0.00399174 -0.00574299 -0.0185444
internal_weight=199.763 199.162 197.941 194.953 11.8697 7.19438 183.083 4.67529 174.706 169.482 18.4291 8.99627 151.053 52.8639 98.1886 51.5624 9.3769 42.1855 40.1277 37.8676 35.6153 1.60877 34.0066 5.87917 9.43283 4.76857 20.0828 17.5018 16.5233 3.37024
internal_count=4034 3772 3695 3640 170 77 3470 93 3405 3363 228 161 3135 820 2315 810 121 689 664 638 579 62 517 65 67 46 1132 1099 1094 237
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=16 4 22 22 16 16 17 14 20 19 15 5 23 17 17 15 5 3 22 5 23 21 10 10 2 12 4 12 20 22
split_gain=2.51497 1.8088 1.69342 2.07215 2.0031 2.14186 2.9973 2.527 2.47679 2.23801 2.88627 1.77044 1.70929 1.52452 1.50563 1.40931 1.57434 1.63334 1.95523 2.44905 1.39674 1.73477 1.386 2.92125 1.84937 1.70384 1.66256 2.52149 4.01954 1.46378
threshold=18.634956423400002 393.99831167250005 -0.59260499999999994 -0.23783499999999999 12.604970524100002 15.584963555600002 236.15709471040003 231.12292494700003 37.198331469900005 13.051052998800001 27.201366220250005 16.078966488550005 0.09914000000000002 195.76335783930003 200.37850214585004 46.074827201850006 24.367802910700004 92.913112988300014 -0.10290999999999999 24.458659404000002 0.11531000000000002 15.974186315300003 60.613977009100005 58.167480110400007 319.18044405035005 335.9827356823501 310.49012963040008 251.89085751685002 41.685324604100011 -0.23401999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 -5 8 7 9 -6 10 20 13 -10 -4 -1 22 -17 -18 -19 -20 21 -7 23 24 29 26 -24 -28 -29 -2
right_child=15 -3 3 4 5 6 -8 -9 12 -11 -12 -13 -14 -15 -16 16 17 18 19 -21 -22 -23 25 -25 -26 -27 27 28 -30 -31
leaf_value=0.0025030929176495164 -0.0018780071147467302 -0.0041666136828813431 0.0017235715351142952 -0.0032028043556903457 -0.0043585786667117389 -0.003789613203375113 0.0030575131555576293 -0.0035626900026665947 0.0014288567881834819 -0.0028102292719358289 0.002903467415916391 -0.0045299451870159328 -0.0013433097897041517 -0.0042595125898174033 -0.0024221347837003089 -0.0046213661942335529 0.0032576809502628794 0.0020540608465248306 0.0032688865815554686 -0.0036079361237711617 0.0033617883229944143 0.0029906384976282267 0.0008019596818790879 -0.0043163708783432193 -0.0042217427569183159 0.0029700044918377785 -0.0034966727296134523 0.0027119393955031368 -0.0026951274570992932 0.002309070105817821
leaf_weight=5.5923206374282008 1.714005679823458 1.8013096723589104 1.9034857904771336 3.1056769771967074 1.382196574704724 3.071492076735018 2.5923408828675738 5.8681090881582341 22.704537251964215 4.2527432206552467 4.3817406024318188 3.2612040864769369 4.0062419618479899 0.99175129435025144 1.1448075443040577 1.4291506698355068 1.6979936584830264 2.2469401378184548 0.97650121385231692 4.2165592503733933 0.74058884568512429 0.71159634320065368 145.35091877775267 2.5895315473899245 1.1024452690035103 5.1632582135498515 3.5183876007795325 4.994730878621338 3.6381743066012859 5.0289417847525311
leaf_count=70 47 383 50 536 92 168 25 258 264 218 35 211 51 52 53 40 6 20 16 100 5 6 979 85 34 62 50 28 30 60
internal_value=0.000347487 -0.000298305 -0.000192264 -0.000404571 -0.000154162 3.6299e-05 -0.000889558 -0.00142735 0.000748781 -0.000475057 0.000640094 -0.00255288 0.00101307 -0.000325909 0.00166617 0.000584865 -0.00080237 -0.000205092 -0.000995383 -0.00231482 -0.00155226 -0.00251425 0.000669551 -0.000712833 0.000476588 0.00075823 0.000685724 -0.000704665 0.000433234 0.00124475
internal_weight=251.18 67.5121 65.7108 58.9737 52.8173 49.7116 21.6186 19.0263 28.093 13.1582 8.90542 6.15644 26.7108 2.89524 6.73713 183.668 10.5671 9.13799 7.44 5.19306 4.52368 3.78309 173.1 10.4349 7.84539 162.665 157.502 12.1513 8.63291 6.74295
internal_count=4034 2477 2094 1971 1658 1122 715 690 407 432 214 313 315 102 123 1557 182 142 136 116 179 174 1375 226 141 1149 1087 108 58 107
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=16 19 23 20 6 5 16 9 20 23 16 16 9 18 20 15 23 21 13 17 20 15 23 10 9 18 20 23 14 13
split_gain=0.667067 1.28142 1.68359 1.59841 1.48409 1.40685 1.29733 1.24525 1.66597 1.55288 1.45391 1.3911 1.20519 1.05114 0.962399 1.69712 1.38245 1.55187 1.35117 0.888262 0.724617 0.712312 0.87954 0.688628 0.676223 1.67957 2.4376 2.11042 1.4454 1.2382
threshold=18.634956423400002 12.651020723000002 0.083495000000000028 39.952536079750011 11.075258771650001 13.154029769200003 15.404963976500001 188.63457064660003 41.385032804600009 0.085335000000000022 17.809958352600002 15.524963695900002 206.22988073345002 14.937945183950001 41.092444989200011 18.465919151800005 0.093580000000000024 2.3223121640500004 100.66662623655002 241.79519611995002 43.308802343500005 46.683480308100009 0.090390000000000012 61.45546440395001 204.68881850780005 13.927976454650002 40.664404858950007 0.081965000000000024 162.62753922915002 109.49014582065001
decision_type=2 2 2 2 2 2 2 2 2 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 13 19 -6 14 -5 10 -10 -9 -11 -8 -4 15 -7 17 -17 20 -1 -16 24 23 -23 25 -2 28 -28 -27 -30
right_child=21 2 3 7 5 6 12 8 9 11 -12 -13 -14 -15 18 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.025693587251218584 0.002481113412600963 -0.019497278258236814 -0.0025545410620104242 0.01605501560984372 0.020340829776535816 0.0078631191132706186 0.017302006817128134 -0.0069513513790680865 0.015499157808373626 0.01711285005394509 0.019944654630518765 -0.026891204088480985 -0.0039580424791236402 -0.027551431688996878 -2.5297772916953488e-05 -0.031727766249065377 -0.028799259098987937 0.00024497617626881708 0.015468591725858268 0.014760530796014847 -0.028520376501263774 0.0045809459721405906 0.00013985124320492365 -0.027598198810528701 0.0047883003000932529 -0.018526359876564698 0.0053225609430878852 -0.025962326361656868 -0.0063425545998490058 0.0098883860763356434
leaf_weight=1.7395884218130988 84.331866778666154 4.5735220916394637 1.8936779104406039 2.8408665918977922 2.5924978003604364 3.4677075376093907 4.7737776034045956 2.2679604778531921 0.89715369604527939 0.50462590018287334 2.6003487226553261 3.051188568584621 2.4228023076429963 2.1826005862094462 2.1455592187121506 1.1465948589611796 2.2932359559927136 4.5300777653465047 3.5711978137260303 0.40292056847829361 0.71786192792933423 0.53755376115441267 4.0308721121400595 1.5759779202053321 37.357945374213159 2.0631205290555981 1.774328302592038 4.8580653704702854 4.5710690147243422 7.4499471858143806
leaf_count=881 815 412 37 57 30 87 148 38 11 6 42 150 36 88 22 60 65 56 53 43 155 7 66 63 357 37 16 81 58 57
internal_value=0.000768883 -0.0016652 -0.00633982 -0.00263405 0.00159908 0.00312378 0.00134327 0.0018252 -0.00251165 -0.013364 0.00741483 -0.0206463 0.0101446 -0.0159389 -0.00220074 -0.00647387 -0.0127119 -0.00621299 0.00539479 -0.0180858 -0.00716904 0.00159825 -0.00658614 -0.0194138 0.00195138 0.000942497 -0.00532083 -0.0175929 0.000458217 0.00371647
internal_weight=199.167 50.6158 20.8119 16.2384 29.8038 27.6613 25.0688 12.1621 9.32128 4.45297 4.86831 3.55581 7.19658 4.07628 17.8722 11.4376 7.96991 5.67667 6.43462 2.14251 2.86342 148.551 6.1444 2.11353 142.406 105.048 20.7165 6.63239 14.0841 12.021
internal_count=4034 2477 841 429 1636 712 682 304 247 167 80 156 184 125 498 268 181 116 230 924 177 1557 136 70 1421 1064 249 97 152 115
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=13 22 20 16 21 21 9 3 8 22 12 21 13 12 15 10 6 10 21 9 7 2 19 22 22 8 7 3 8 22
split_gain=0.568066 0.604009 0.585001 1.79861 2.05642 1.81332 1.40682 1.75002 1.40504 1.26441 1.24235 1.62188 2.22305 1.93864 1.76774 1.23445 1.20446 1.12732 1.09368 1.00837 1.43232 1.35765 1.24536 1.10636 2.62338 2.09874 1.58397 1.72453 1.52813 1.47712
threshold=95.862351557400004 0.20949500000000004 42.094663496250007 22.584947186600004 2.7968392888000007 3.8781687083500005 195.94564826430005 93.910530954700008 7.3442686056500008 -0.070909999999999987 155.48826588285002 10.959760372700002 117.34313201970001 320.0928336514001 37.050691080100002 69.873026810350026 15.255356438950001 71.504920895500007 10.109275982950003 186.68586460755003 22.105125139000005 60.327272492300004 14.351157895250003 -0.06483499999999999 -0.08786999999999999 8.9430209551500024 24.054467534550003 93.023339771650015 8.1436447804000007 -0.053159999999999992
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 16 -5 7 -7 -2 18 15 12 14 -13 -12 -6 -4 -17 -8 20 -10 -21 -22 24 -23 29 27 -26 -28 -25
right_child=2 -3 3 5 10 6 9 -9 19 -11 11 13 -14 -15 -16 17 -18 -19 -20 21 22 23 -24 25 26 -27 28 -29 -30 -31
leaf_value=-0.027764230338969426 -0.02104830698627512 0.010380707146827903 -0.00088589989247818315 -0.029708789799012088 0.012361181961261455 -0.029220912485347476 -0.0014807755398021675 0.00097045747168047374 -0.0057010991548172869 -0.013973542596646349 -0.011274084873140841 0.01386826276416051 -0.034772080772042295 -0.027686041765205088 0.020287145696372959 -0.021228706204400503 0.027269961434917143 0.0033937635649121042 0.021127796277897137 -0.010548542850482586 0.0024572462327554618 0.0026392194414760978 0.02185064932021228 0.0159380186365531 0.0095032767816272939 -0.016921377113614952 -0.0069948860034811811 -0.015669471383349398 -0.033389633690886232 0.0040021146036688755
leaf_weight=1.0117153307655815 1.9607839452801261 0.44144022674299765 1.6786562625784416 2.5851734455209252 7.9469369701982959 3.1516599850729099 3.7415000004693866 2.5891857291571796 3.5875599011778823 2.7323993230238539 6.9620026651537064 4.5178370587527743 2.4355810061097136 1.0186260274203958 1.6195345907472072 1.8970112726092336 3.4097785274498165 5.0189571438822895 2.7473491872660816 6.6927876214031121 4.0267609683796746 47.909105377271764 6.2668138816952705 9.3342309780418855 4.226658180356031 3.0987974775489411 3.1642159714829168 3.8505511349067092 3.3361501998733729 43.219479999272153
leaf_count=881 352 91 48 68 207 43 39 48 25 35 193 96 59 74 18 106 75 130 22 88 27 495 51 65 31 48 79 32 98 410
internal_value=0.00077281 -0.0161765 0.000899295 -0.00150668 0.00193456 -0.00866575 -0.0050299 -0.0156043 0.00182376 0.00155335 -0.000664501 -0.00579161 -0.0118293 0.0062229 -0.00531775 0.00504582 0.0179814 -0.00336004 0.00809159 0.00214707 0.00910413 0.00137345 0.0142641 0.00204885 -0.000436133 0.004839 -0.0105433 -0.00249703 -0.0205413 0.00612209
internal_weight=196.179 1.45316 194.726 54.0522 36.5049 17.5473 14.9621 5.74085 140.674 9.22125 31.4165 16.5536 11.0171 5.53646 8.58154 14.8629 5.08843 6.91597 6.48885 138.713 13.8811 124.832 10.2936 118.139 62.4867 55.6525 14.5776 8.07721 6.50037 52.5537
internal_count=4034 972 3062 1261 1006 255 187 91 1801 96 883 440 270 170 211 443 123 236 61 1449 103 1346 78 1258 735 523 240 63 177 475
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=16 6 4 13 18 19 6 13 8 10 17 7 9 22 2 15 16 21 22 7 13 7 2 5 23 5 6 21 13 16
split_gain=3.19724 2.11586 2.03523 1.60967 1.97582 2.58071 3.05051 2.95564 2.92383 2.49799 2.56764 2.30949 1.79979 1.85523 1.64694 1.60136 2.02163 3.79971 1.982 1.90505 1.82597 2.00835 2.32768 1.35961 1.57818 1.30247 1.28808 1.19886 1.17821 1.12053
threshold=18.594956516900002 15.51536251395 393.99831167250005 92.38617519475001 17.323446153950005 13.051052998800001 13.65531905435 101.53768667075001 7.6440346712000009 81.479100559500012 200.26331585350002 22.356277907050004 206.22988073345002 -0.088224999999999984 71.340832650850004 45.169600924000008 22.824946625350005 7.1067965614000004 -0.063749999999999987 23.051546669900002 117.99105042915001 20.873561687950005 93.57193670880001 13.264960807550002 0.097015000000000032 29.748517783600004 11.370265664450001 12.263428102400001 104.19119484555002 22.724946859200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 9 -7 10 11 -5 14 -14 -8 20 17 18 -17 -19 29 22 -22 -13 26 -23 -25 -3 -15 -2
right_child=15 27 -4 4 -6 8 12 -9 -10 -11 -12 23 13 28 -16 16 -18 19 -20 -21 21 25 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0028764751179963387 0.00057237752869080023 -0.0029308434234019578 -0.0030092489889498356 -0.0031279919528920497 0.0014181983113882943 0.0011517771350204196 -0.00020990716457049583 -0.0031839874338416277 -0.0030233762052095043 -0.0030137552472774489 -0.0031551494008041489 0.0022215793577745374 -0.0017808343384357972 0.0019154998047872926 0.0017987629054881599 -0.0036975958549070927 0.0021708313235808442 -0.0018904968929827322 -0.00015546922063930084 0.0010135135753102738 0.0018224896003260446 -0.0026553720689834375 -0.0029736448222167319 0.00013354074456488167 0.0015633594665045776 0.00047161607608009416 -0.0031967280214249315 0.0014730882763772527 -0.00063427117752746858 0.0018004441545647284
leaf_weight=1.5582548199454311 166.75623380253091 3.3083505753893401 1.8994406041456375 1.2423277595080495 7.3731185891665509 1.8977505597285915 4.4402262829244199 3.3130104278679928 4.6551370928063989 2.3095697246026239 1.6824032983276982 4.2706911824643603 3.8610678715631366 3.1853852700442058 12.565765150589867 3.8579143532551861 2.2721235416829577 2.3567998311482352 1.8926052921451653 7.9081875793635845 3.5998732428997737 3.9274327768944204 1.0507406373508272 2.8949095429852587 3.8442249447107315 1.4719015583395956 1.377794832922518 0.58464009128510941 2.6839987151324749 6.1936708055436602
leaf_count=533 1148 334 374 85 88 43 22 110 219 188 57 61 42 17 147 95 13 40 26 48 27 65 72 15 22 9 42 19 44 29
internal_value=0.00028767 -0.000239232 -0.000117739 -3.07753e-05 4.12136e-05 -0.000146021 8.329e-05 -0.000727184 -0.00181423 -0.000265293 0.000149259 0.000557137 0.0007179 -0.000254531 0.0012743 0.000468152 -0.000331772 -0.000686817 -0.00253181 0.000346764 0.00054809 -0.000626712 0.000738871 0.00092671 0.00024542 -0.00180293 -0.000940352 -0.00226947 0.00074952 0.000616357
internal_weight=270.236 68.9481 65.0551 63.1556 61.5974 54.2243 47.6714 20.9349 6.55289 17.6219 15.3124 13.6299 26.7364 9.73045 17.006 201.287 18.2876 16.0155 5.75052 10.265 183 10.0499 4.65061 12.3876 8.11693 5.39933 4.2727 3.89299 5.86938 172.95
internal_count=4034 2462 2109 1735 1202 1114 852 580 262 470 282 225 272 103 169 1572 222 209 121 88 1350 173 99 140 79 74 57 353 61 1177
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=16 19 20 23 10 21 22 10 17 6 23 6 5 19 23 21 9 20 18 7 22 22 22 16 17 18 16 22 15 0
split_gain=0.55086 1.09858 1.57004 1.0664 1.34514 1.52652 1.38723 1.36804 1.02457 0.9119 0.865635 0.84328 1.1361 0.927636 0.832329 0.77518 0.701286 1.19268 2.07849 3.08469 3.2101 2.41764 2.15468 1.71809 1.40997 2.03075 1.22945 1.21364 2.64442 1.75305
threshold=18.634956423400002 12.851036860900001 39.256147742250008 0.077815000000000009 69.999384342500022 5.7942671277000013 -0.097294999999999993 71.015621515800021 162.13109061465002 10.510245570250001 0.12535000000000004 11.075258771650001 13.154029769200003 12.551012654050002 0.11922500000000003 3.3753071955500005 204.68881850780005 36.79544512155001 13.893471991850001 24.081116689550004 -0.071864999999999998 -0.15352999999999997 -0.094519999999999993 19.644954061550003 186.09458496570002 12.794482498400003 20.784951395750003 -0.078649999999999984 42.493282152450007 86.329079026800017
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 -5 6 7 -6 -1 -7 11 13 -13 -10 -14 -15 17 24 27 22 21 -21 -20 -22 25 -2 -26 28 -19 -29
right_child=16 2 3 4 5 9 -8 -9 10 -11 -12 12 14 15 -16 -17 -18 18 19 20 23 -23 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.025783842658048707 0.012833576315383741 -0.026555191809145205 -0.025803617090209653 0.021098441079797439 0.015185498489012796 0.0085207933716314726 0.0093669918157311335 -0.027383634393272818 -0.0248530489422258 -0.023633268853289754 -0.025653375424922121 0.018659332706134152 0.00084811335327931406 0.022811160350224659 0.022085576351117985 -0.024832108211392971 0.0041484799101191927 0.00087954076625047751 -0.0018632675541538494 0.014439531185458983 -0.00095411648333738658 -0.029942998924048059 -0.034203194743401069 0.022108391274094748 0.0059258496938881175 -0.0292770716611854 0.025392782551670483 -0.00012799864523206763 -0.016268386801660237 0.01011969311118731
leaf_weight=0.81112699600634997 1.3809501042123877 2.0360767623060374 1.1542640433763143 1.3207340992521484 0.62415936682373052 0.62014256051043082 4.5867685687262574 1.4180331263924015 1.3339689504355186 2.7594637323636562 0.66203964257147063 2.4630856437142965 26.869639183860276 0.58488299930468191 1.1028949916362751 0.29490601702127606 39.428583684843034 33.839809920405969 1.7895747972652314 0.92908298037946258 5.115580554120239 2.916146715171636 3.4877041010186103 2.9089166484773159 5.1456199958920461 1.2547895642928777 2.9190394431352615 22.719797546393238 6.092224918305873 16.574657248333097
leaf_count=295 49 135 173 27 6 38 101 89 759 110 41 31 599 10 6 57 400 293 29 8 36 86 58 27 45 27 25 212 119 143
internal_value=0.000683159 -0.0015261 -0.00704609 -0.00386414 -0.00162888 -0.00462799 0.00205334 -0.0143731 0.000822744 -0.0177331 0.00147061 0.00202061 0.00305912 -0.0122572 0.00168546 0.0068411 0.00141668 0.000410732 -0.000431882 -0.0079954 -0.00121924 -0.0192193 -0.0232364 0.00740615 0.00799976 -0.00721393 0.012972 0.00120509 -0.00173663 0.00419454
internal_weight=195.145 48.6422 14.5196 12.4836 11.3293 10.0086 6.62896 2.04219 34.1225 3.37961 33.3114 32.6494 30.4356 2.21376 27.9725 0.879789 146.502 107.074 96.3735 17.147 11.8697 3.84523 5.27728 8.0245 10.7004 2.63574 8.06466 79.2265 39.932 39.2945
internal_count=4034 2477 679 544 371 344 196 95 1798 148 1503 1462 636 826 605 67 1557 1157 1011 244 157 94 87 63 146 76 70 767 412 355
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=6 3 3 10 20 3 6 8 23 2 5 6 20 15 16 12 15 23 10 5 13 16 0 13 2 15 0 21 20 8
split_gain=2.09648 2.39703 2.1154 3.27834 2.18421 2.0004 1.88993 2.74262 1.88535 1.78594 2.03637 1.78151 3.35442 4.21389 1.79834 1.77999 1.76704 1.67364 1.64202 1.56119 1.60856 6.75451 1.82538 2.21297 1.86323 1.5492 2.03657 1.51536 1.4775 2.36971
threshold=14.845346859150002 93.499196860750018 83.538459487450012 69.64719632740001 33.708131650200009 84.812788641250009 14.745344522600002 7.943800736700001 -0.10747999999999999 315.94243452415003 32.00428233840001 16.455384477450004 41.243661560350013 37.050691080100002 22.574947209950004 283.37952236595009 36.548474543700003 0.13377000000000003 69.563854125350005 23.730745871350006 112.64908412395 19.974953289850003 90.407470010750018 116.19247193985002 133.20345888755003 30.243446395250004 94.165934477050016 2.7968392888000007 39.011793722550003 6.2451263653500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 8 18 -5 6 7 -6 -1 10 28 19 16 -14 -15 17 -13 -10 -4 20 21 25 23 24 -22 26 -2 -25 29 -3
right_child=1 9 3 4 5 -7 -8 -9 15 -11 -12 12 13 14 -16 -17 -18 -19 -20 -21 22 -23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.0033650446413989905 0.0026017610627093657 -0.0031659801166012734 -9.0675062264154439e-05 0.0035733097498016862 0.0010800277845078631 -0.0033386192784597675 0.002023052287355811 -0.0035825215591466166 0.00047008423466684808 -0.0033657482072285247 0.0027643611346164936 3.4721920504599765e-05 -0.0043431660736923455 0.0011033999273325564 -0.0014805747804784964 -0.0021497333186942125 0.0019724520426248355 -0.0034062855195683612 0.0033020962585798919 -0.00097070942951497225 0.00080114672107988252 -0.0039171723277653713 0.0028611406758001765 0.0027627843632131743 -0.0022019766643554995 -0.00023932542620310496 -0.00035773731894400668 0.0011919923611386706 -0.00034381354614906586 0.0015318101263082711
leaf_weight=1.4146655733929936 8.3863251483999246 1.182935960474423 8.8007849960122257 0.68683445639908214 1.9557398848119172 6.7279125081840903 1.6018716469407079 3.3017932679504156 56.848931920074392 1.525050798896699 2.5774292808491728 9.0138922445476108 2.9274368137121192 5.5792208164930326 4.9472436159849167 2.8029495658702208 9.3176656030118448 1.1054408762138326 1.6489715278148658 3.5879041273146859 6.2692181915044767 3.0088504683226338 7.4721921607851973 7.8492901027202597 2.9614092335104942 5.2777463514357796 3.1006870390847316 25.094896577298641 40.763736535678618 8.9887964716181141
leaf_count=195 47 168 193 3 50 302 9 107 1037 65 49 60 46 22 35 368 40 41 7 39 37 48 45 101 19 39 30 139 627 66
internal_value=0.000278861 0.000490933 -0.000111215 -0.000883211 -0.00185535 -0.00212976 -0.000944079 -0.00184811 0.000195785 -3.63229e-05 5.85615e-05 0.000767849 0.000151284 -0.00103189 -0.00011102 0.000278695 0.00101964 0.000396145 0.000444704 0.00103628 0.00114001 0.00038742 0.00143975 0.00118792 -0.000162328 0.00115999 0.0018029 0.00156625 -7.83569e-05 0.000985474
internal_weight=246.728 159.832 86.8959 24.7239 14.2742 13.5873 6.8594 5.25753 62.172 55.0379 53.5129 104.794 31.7855 13.4539 10.5265 60.7573 18.3316 57.9544 10.4498 73.0085 69.4206 19.7736 49.647 42.1748 9.23063 16.7648 11.487 32.9442 50.9355 10.1717
internal_count=4034 1722 2312 671 471 468 166 157 1641 975 910 747 203 103 57 1446 100 1078 200 544 505 164 341 296 56 116 77 240 861 234
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=6 9 9 6 22 18 2 2 22 6 3 5 22 22 20 18 5 12 3 10 16 23 20 6 20 7 7 3 20 9
split_gain=0.535006 0.494423 0.743915 0.758107 1.32254 1.20379 0.751381 1.52272 0.74731 1.27398 1.64051 2.05663 1.60958 2.08071 2.08652 1.5972 1.61487 1.44269 1.31042 3.39898 1.14752 2.05764 1.88735 2.67603 1.72804 1.67465 2.16023 1.42355 1.25387 1.13062
threshold=5.3251244207000008 233.77854820110002 224.10491522260003 18.335428404350001 -0.075639999999999999 11.928667296000002 49.864842700850012 54.465024697200008 0.048475000000000011 14.745344522600002 93.281431752200021 20.374719724350005 -0.073609999999999995 -0.055334999999999995 41.50623664750001 13.512826932300003 20.849573174100005 182.87454670205003 83.538459487450012 69.64719632740001 22.604947139800004 0.08376500000000002 41.942745071500006 16.585387514950003 41.319407281650008 19.078733418100004 23.127267687200003 108.47659710545001 40.636252116050009 215.54845996915003
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 -2 -8 9 18 12 -12 29 -14 17 16 -13 -15 -9 -20 21 25 24 -24 28 27 -27 -18 -22 -11
right_child=1 -3 -4 4 -6 -7 7 8 -10 10 11 15 13 14 -16 -17 20 -19 19 -21 22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.019089408542101796 0.012393378697181158 -0.01647048190948058 0.011051070025499786 0.022773345620865457 -0.029923980105287042 -0.014152789310963624 -0.023882854830224322 -0.0010762539498787981 0.0046494940501575783 0.00024015957922221451 0.018129707835069037 -0.025008456600496151 0.022752740878416774 0.0031764452254432795 -0.012284578104275025 -0.021397866584866542 0.014570524502005336 0.022884574085473681 0.0011948170425910964 -0.029607319827980153 -0.0010539149543180948 0.013431049419224196 -0.026269508362883803 0.021216713851317157 0.010558204042347984 -0.033230602297034513 0.028769541261501191 -0.027838698961655389 -0.020870198464513132 0.018503671416932925
leaf_weight=0.93732503677892864 3.8714790237136176 1.135885830502956 4.910106253810226 1.0421403933432887 1.5259242762695056 1.4784329021349547 1.7310477998107661 28.238068024336826 30.69157080250443 38.75178875727579 3.2036195769906035 2.0470344312489024 6.4366830252110985 6.8557440340518934 3.698329644277691 3.2713033400941631 2.6130437524989243 4.1155935735441744 5.7395994482212682 4.3682750909938477 7.7399273924529606 8.2081865422660467 4.6408567451871923 0.9984562238678335 6.3673101048916569 2.2087601842940789 0.47229948639869679 0.69345659372629587 3.0948064476251602 2.4981918241828671
leaf_count=672 30 63 95 11 101 39 36 685 443 368 30 16 53 38 32 109 45 57 161 307 48 88 120 7 29 216 2 86 22 25
internal_value=0.000741975 0.000838464 0.000941126 0.0006751 -0.0105901 0.00111446 0.000924802 0.000676317 0.000916568 0.000133248 0.00159714 -0.0021984 0.00437025 0.0102803 0.00480775 -0.00373595 -0.00225766 0.0105694 -0.00398651 -0.0121168 -0.00100023 0.00487487 -0.00465157 -0.0178619 -0.000320839 -0.00685456 -0.0223086 0.00567624 -0.00671419 0.00134624
internal_weight=193.585 192.648 191.512 186.602 4.0465 2.52057 182.555 178.684 176.953 146.261 107.915 45.5591 62.3563 21.1064 14.6697 42.3554 39.0841 10.9713 38.3459 10.1079 37.0371 14.1957 22.8414 5.63931 17.202 5.98756 2.68106 3.3065 10.8347 41.25
internal_count=4034 3362 3299 3204 151 50 3053 3023 2987 2544 1391 818 573 180 127 788 679 95 1153 468 663 437 226 127 99 349 218 131 70 393
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=13 18 3 21 8 23 5 10 18 23 18 8 15 17 16 9 17 10 4 12 20 22 22 22 6 16 0 0 2 9
split_gain=0.506271 0.605664 0.914908 1.34251 1.17983 0.848282 0.980073 0.78916 1.15556 0.981993 0.746135 0.69981 0.886628 0.689371 1.60648 0.929419 0.656584 1.0446 0.630729 1.52888 1.2817 2.0906 2.02913 1.80218 1.56865 2.31528 2.13323 1.53111 2.37093 2.1931
threshold=95.862351557400004 17.323446153950005 81.105404879350019 5.9696025344000008 8.1436447804000007 0.11278000000000003 13.154029769200003 76.279622535200005 15.868316629550002 0.092465000000000033 14.395252042950002 7.7439566930000003 24.719476717350002 207.10399803250002 17.684958644900004 214.31567825310003 212.37354083175003 65.687097501250022 244.52697497700004 182.87454670205003 41.289992964000007 -0.083064999999999986 -0.088224999999999984 -0.06483499999999999 16.235379337050002 18.124957616000003 86.565663342300013 86.565663342300013 162.53466164215004 200.84017322135003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -2 8 16 -9 -6 -8 -13 -3 15 -15 18 -18 -4 -20 23 22 -22 24 25 -21 -26 28 -23 -29
right_child=1 13 7 -5 10 -7 11 9 -10 -11 -12 12 -14 14 -16 -17 17 -19 19 20 21 27 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.01560864859431973 0.017065719786965999 0.026354613884193277 0.0021433321169910232 -0.018207248801681661 0.0041750290368247431 0.025060322493043029 0.0021711713696433441 0.021393344858414799 -0.022615953535090657 -0.014368363920205469 -0.029531390952189936 -0.030201675085239379 0.00040199144504072002 0.010705174747574956 0.027467817852698102 -0.02895543806743282 0.024370279407187025 -0.0007880048570326093 -0.025330485908309608 0.012395050219039501 -0.0031697408487456791 0.01456780272232687 0.016857643360671224 0.0096410419172814031 -0.011400546050640675 -0.036726424686513208 0.01611750078533249 0.0070683422165462853 -0.032391721350269673 -0.015621086464750477
leaf_weight=1.3198394780774823 1.8895950546721012 1.3367429077625264 97.145419488631887 4.2258661455125539 0.67020579054951612 1.0727496994659294 4.321928026387468 2.5874451671552374 1.4438008492579673 0.674197498243302 1.4410092928446827 1.3344148220494392 1.3035202226601539 0.69264949299395118 1.1526144966483114 1.0142042376101015 2.1479984372854224 2.4732136633247137 1.7853094410966139 0.99688511237036648 12.449233100283893 0.93062284588814037 4.9150228598155072 15.401979197282342 4.0822207068558782 2.0281035993248224 3.7784818857908249 5.3382651291904022 3.835107348364545 6.6809007846750319
leaf_count=972 40 11 1428 172 3 9 86 100 45 12 48 59 18 11 17 35 30 25 48 20 238 4 36 142 66 40 25 32 134 128
internal_value=0.000680415 0.000794076 0.000569126 -0.00540992 -0.000915786 0.00289621 0.000209435 0.00114541 0.000891943 0.0140012 -0.0188313 -0.00436703 -0.0150791 0.010709 0.00339504 -0.012861 0.00109891 0.0109059 0.000814538 -0.00126007 -0.000549024 -0.00392115 0.00249909 0.00383156 -0.00438818 -0.0205384 0.00182683 -0.010563 -0.0232218 -0.00554367
internal_weight=190.47 189.15 184.953 16.2593 12.0334 9.92221 8.84946 168.694 165.433 3.26164 2.11122 6.95986 2.63794 4.19621 2.85947 1.70685 163.989 4.62121 159.368 62.2221 60.4368 34.1492 17.3643 26.2877 10.8857 3.02499 7.8607 16.7849 4.76573 12.0192
internal_count=4034 3062 2988 435 263 212 203 2553 2441 112 51 163 77 74 63 46 2396 55 2341 913 865 572 274 293 151 60 91 298 138 160
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=21 16 22 20 2 22 5 23 7 23 9 22 23 9 9 4 10 7 9 16 15 22 22 2 8 3 20 2 20 17
split_gain=0.483302 1.19189 1.0623 1.35001 1.26488 1.23434 1.16533 0.997929 2.1254 1.16107 1.86054 1.56234 1.62427 1.24616 1.46466 1.12686 1.28389 1.12503 1.0944 0.951893 0.840217 0.788446 3.68358 1.92555 1.16323 1.66136 1.3267 0.790444 0.765014 1.04975
threshold=3.2025200283000004 22.959946309650004 0.25988000000000006 38.244973486750006 41.467794892200004 0.20949500000000004 11.83053163055 0.081155000000000019 24.909276771700004 0.091645000000000018 197.02865361825005 -0.15076499999999998 0.09013000000000003 199.17419511990002 204.68881850780005 169.14490639835003 63.705703859100005 25.335171910400003 208.07152902175002 15.404963976500001 37.606388722050006 -0.094519999999999993 -0.070909999999999987 104.38256328765002 8.543332867800002 82.213049629150021 41.827117825850003 157.39400167590003 41.360869295700006 204.49254535040004
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 6 -6 8 18 10 17 -12 13 -13 -15 16 -11 20 19 -1 -9 24 23 -23 25 26 27 -17 -16 -30
right_child=1 -3 3 -5 5 -7 -8 9 -10 15 11 12 -14 14 28 21 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0093841518029776378 0.028019056967599879 -0.027419233443420135 0.027239897662475272 -0.039277953939449155 -0.026392524781333072 0.023310818716259583 -9.5732252221771759e-05 -0.03442744304311695 -0.025744626449302529 0.0060658016629844278 -0.033433954674917207 0.030129385717527511 -0.022424509972655625 -0.019221444217123858 0.016829518069363322 -0.035698156806352521 -0.030483012200051826 0.019429142576532048 -0.011710591522332532 0.018306033710680573 -0.0089696274193127451 0.00090741639440564982 0.011393139775160571 -0.038123773532554014 -0.0070001795793261795 0.029619573557923436 0.024767440327769674 0.0033699654760817412 0.010517979931403174 -0.035298773034396359
leaf_weight=1.1318706160527643 1.3375774547457684 1.3230651272460807 0.32359605364035715 1.1279641480650751 1.4048928502597835 1.8370532070985053 121.43660924622964 2.7421095369645654 1.291783963140914 1.6313220895826845 1.0035001181531686 1.7782954279682579 1.6467824546562031 1.800825649872422 4.3030614402377978 0.78870051410922692 1.5397689443780107 0.53778421727474768 1.3424564581364382 10.652069353149271 1.7505288636311886 1.9143103659153009 10.706240830681047 2.2851600537542254 1.8742126375436781 4.3454000148922205 1.2011911001754922 0.93016240120050497 1.1879786170029545 0.63106398424133647
leaf_count=96 9 34 16 71 619 30 1840 98 146 17 42 11 35 39 59 29 33 70 23 292 21 11 141 65 21 40 12 30 50 34
internal_value=0.000673923 -0.000311901 -3.05379e-05 -0.0244491 0.000250736 -4.71681e-05 -0.000396479 0.00282527 0.00939079 0.000702706 -0.00509343 0.000900539 0.00393673 0.00841154 0.00353699 0.00440444 -0.011681 -0.0198108 0.0128485 0.0156463 -0.024508 0.00652578 0.00245516 -0.0203316 0.0131645 0.0183662 0.0016198 -0.0145564 0.0102314 -0.00537681
internal_weight=187.807 128.791 127.468 1.45156 126.016 124.679 122.842 59.0166 14.4182 44.5984 17.3819 12.3515 11.348 9.70123 7.92293 27.2165 3.17109 5.03042 13.1264 11.7839 4.49264 24.0454 14.9057 4.19947 9.13967 7.26545 2.92005 1.71886 6.1221 1.81904
internal_count=4034 2619 2585 87 2498 2489 2459 1415 557 858 459 270 228 193 182 399 50 189 411 388 119 349 217 76 132 111 71 59 143 84
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=6 3 20 18 8 3 10 16 23 6 22 23 17 22 22 23 5 8 12 10 15 5 23 23 10 23 6 5 0 20
split_gain=2.35791 3.51282 4.42533 4.75309 3.04987 2.36493 2.95254 2.21072 2.20973 2.15947 1.99611 5.91495 2.39924 3.27165 2.29531 2.65011 1.99498 1.95726 1.81733 1.80525 1.7808 1.77728 1.76624 1.83797 1.74336 1.65714 1.61905 2.3889 2.13571 2.42249
threshold=14.845346859150002 93.281431752200021 41.942745071500006 13.036600629150001 6.2451263653500009 83.538459487450012 69.64719632740001 22.584947186600004 0.080770000000000022 18.195425133200001 -0.0034049999999999996 0.099465000000000012 204.49254535040004 -0.089094999999999994 -0.070909999999999987 0.098105000000000026 20.305669781650003 8.6432548896500023 283.37952236595009 69.563854125350005 33.005488016050009 20.971847224900007 0.13377000000000003 -0.10747999999999999 62.030794443850006 0.091375000000000026 14.745344522600002 17.089764221050004 94.773526014550015 36.010074051050005
decision_type=2 2 2 2 2 2 2 2 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 8 4 9 -3 18 19 24 17 -4 12 -12 14 20 15 -10 -6 -2 22 -7 -14 -18 23 -1 -5 -16 27 -8 29 -28
right_child=1 2 3 7 16 6 26 -9 10 -11 11 -13 13 -15 25 -17 21 -19 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.002759624676940783 0.0018506630290372557 -0.0026421335562295959 0.00044251277609386056 0.0011773935390052017 0.0021544979695365127 -0.00019088495731140275 -0.00017476816514074304 -0.0031931345169983099 0.00096301135372964914 -0.0029142066986676983 -0.0028124217486194562 0.00098509402016695854 -0.00061818917462967064 -0.0023388281288313612 0.00029020966134185876 -0.00068322944031012987 -0.0014520110645354653 -0.00056239322111118666 -0.0018096537130472229 0.0027256318612644387 0.0023014383275351343 0.00054520842502557391 -0.0028419758585310735 0.00041911482292840516 -0.002143704267331137 0.0022607280946961737 0.0012268205460354725 -0.0030307038822912457 0.0019379295149956307 -0.0032402290171582794
leaf_weight=1.2555318849044841 17.180529234465215 2.0753670049598432 12.657772276666948 1.7984092400874923 4.8540302738547316 9.3410471022361889 2.8297410318627936 6.2505803098902106 30.763590786606073 1.4407719301525492 4.395977250300346 7.4765526056289673 2.9417198179289699 3.7899589389562589 3.7975164130330077 8.4025814458727819 3.2403145860880604 2.6138446554541579 2.9445239382330319 1.6918595675379045 2.7079757452011108 41.806520791724324 1.1957445185398672 55.370189380366355 2.6223942656069994 11.927718505263327 1.3159486874938005 6.5582595461746678 1.7874729372560976 2.171392603777349
leaf_count=171 152 275 190 16 30 193 129 150 156 102 54 38 32 54 26 49 21 18 392 7 14 255 41 1037 33 57 6 281 9 46
internal_value=0.000252102 0.000427402 1.30595e-05 -0.000890621 0.00044372 -9.81351e-05 -0.000758871 -0.0021987 0.000758651 9.94797e-05 0.000557764 -0.000420992 0.000738397 -0.000471454 0.000946454 0.000609832 0.00057206 0.00153202 0.000181266 0.000256353 0.000781228 0.000401544 0.000282653 0.000348634 -0.000792662 0.00178486 -0.00152277 -0.00216986 -0.00037108 -0.00155459
internal_weight=259.206 172.744 76.7462 24.7699 51.9762 86.4617 25.6957 10.6714 95.998 14.0985 76.2036 11.8725 64.3311 9.43965 54.8914 39.1662 49.9009 19.7944 60.766 11.0329 5.6497 45.0468 57.8215 56.6257 4.4208 15.7252 14.6628 9.388 5.27481 3.48734
internal_count=4034 1722 1072 491 581 2312 671 199 650 292 480 92 388 100 288 205 306 170 1641 200 46 276 1249 1208 49 83 471 410 61 52
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=16 2 16 5 6 20 15 18 23 17 20 6 3 10 5 22 23 22 18 20 3 6 8 22 13 13 13 6 17 5
split_gain=2.66069 2.90641 2.71634 2.58297 2.35105 3.18252 3.39086 4.08308 2.32243 2.29926 1.92776 1.77466 2.97142 2.57334 2.08672 2.67491 2.04846 1.85161 3.6945 1.69609 2.18118 1.75257 3.14025 1.55666 1.52655 1.51009 1.50561 1.48866 1.47752 1.62263
threshold=20.404952284350003 322.38159739250005 19.974953289850003 23.730745871350006 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 0.12535000000000004 162.13109061465002 42.141702038450013 14.845346859150002 83.538459487450012 69.64719632740001 18.280220412300004 -0.016679999999999997 -0.10747999999999999 -0.061874999999999999 14.493864790000002 34.19870408380001 84.812788641250009 14.745344522600002 7.943800736700001 0.25988000000000006 116.60649449195002 117.58509325145 105.33378955095002 16.395383075500003 199.03437346465003 29.996566321350006
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 -2 -6 7 -7 9 -1 -8 12 16 26 -13 17 -11 18 24 -15 21 22 -21 -17 -16 -12 -14 -5 29 -29
right_child=3 -3 -4 27 5 6 10 -9 -10 11 25 14 13 19 15 23 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0033038822695789739 0.0011919950328666796 -0.0032583396471950522 -0.0027556479688711126 -0.0024833764284365348 0.0012690244655133847 0.00053508755508251669 0.00085997970354072207 -0.0039380202717944233 -0.003365835852262303 -0.0032931969870666185 -0.0029473988493389142 0.0022896455221250171 -0.0020997826816630078 0.003429588415926106 0.0014503758920177922 -0.004134959329533539 0.00048064116518480233 0.0031597308011766358 -0.0039901851880552262 0.0015609020971726199 -0.0032489452695052554 0.0019854668806729356 -0.0035457712785619171 0.00077234209875118092 -0.0031823491640089584 0.00017661165771392 0.0019957710434903072 -0.00080625550288313647 0.0015991295515553128 0.0018281409111374778
leaf_weight=1.7058085984317575 68.757008939981461 2.5078294965205705 3.0817916980013242 2.5620085494592812 19.716017389670014 3.3207022082060602 15.8439790122211 4.5314332507550716 1.7211946848547075 1.3839440114679664 2.5855398774147025 7.9722788548097041 1.1258512513013581 0.57508447766303916 8.5810111232567579 1.7427555453032231 56.289044973673306 2.7761846738867471 1.5715130893513549 1.7997047727694715 6.2196594707202166 1.679068613797426 3.0426478879526258 0.93150080880150188 0.72433900181204158 3.3175248876214027 3.3545078993774951 14.676636675838386 4.2808655770495525 2.5819318341091266
leaf_count=318 475 279 49 50 110 17 68 62 62 162 28 47 70 2 157 77 1086 18 20 37 262 9 104 16 119 32 19 209 43 27
internal_value=0.000363145 2.42198e-06 7.93659e-05 0.000639156 0.000825774 0.000315175 -0.000320185 -0.00204632 0.000164029 0.000223902 0.000303066 0.000284218 5.23039e-05 -0.00104233 0.0010045 0.000376987 0.000390083 0.000925944 0.000355798 -0.00171826 -0.00195062 -0.000712365 -0.00164783 -0.00242564 0.00108976 -0.0011917 0.000966616 -0.000275077 -1.2411e-05 -0.000412142
internal_weight=250.959 108.786 106.278 142.174 118.072 49.3152 29.5992 7.85214 103.196 101.475 21.747 99.7691 75.4695 17.7965 24.2996 16.3273 57.673 13.653 10.8769 13.3162 12.7411 6.52142 4.84235 2.67426 9.30535 5.90306 4.48036 24.1014 21.5394 17.2586
internal_count=4034 2913 2634 1121 792 317 207 79 2585 2523 128 2205 1751 503 454 407 1248 314 296 414 412 150 141 93 276 60 89 329 279 236
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=9 20 4 23 12 9 0 6 5 3 21 21 21 3 22 15 19 6 8 22 16 2 8 21 21 12 12 0 0 10
split_gain=0.479539 1.59806 1.95058 1.80941 1.66163 1.30037 1.32492 2.0555 1.29678 1.74262 1.59394 1.11458 3.26411 1.09121 1.03449 1.1079 0.909429 0.85976 1.2746 1.38611 1.09812 0.908094 1.6502 1.20312 1.867 1.30906 2.07806 1.5019 2.96219 1.34443
threshold=181.33671263215004 47.709122305950011 375.65892766775005 0.091645000000000018 143.62136700335003 186.68586460755003 85.732241321850012 16.555386813950005 31.312564341900003 94.972471916200007 0.59096247755000009 15.475979305150002 10.558528947350002 112.77544165605001 -0.16276499999999997 32.393814985100008 14.451165964200003 18.080422446150003 8.8430989333000021 -0.08786999999999999 22.714946882600003 60.327272492300004 8.7431769115000026 16.172025809700003 19.928892922550002 149.09269374785001 152.73554204000004 89.705782438650019 90.407470010750018 62.111448187750007
decision_type=2 2 2 2 2 2 2 2 2 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 14 13 -5 11 7 -7 9 -9 -11 12 16 -1 -3 -16 -2 18 20 -20 21 -8 23 25 -25 27 -27 29 -29 -23
right_child=5 2 -4 4 -6 6 17 8 -10 10 -12 -13 -14 -15 15 -17 -18 -19 19 -21 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.027972617418862901 0.0058198860326017085 0.019144060861308338 -0.029664478488209061 0.014642581763814458 -0.024634398920756195 -0.031923994050296993 -0.010827866358666342 0.0080468656114750896 0.024863921193462434 0.01583637637466807 -0.03168403797862579 0.026768150657722742 -0.024927144163455223 0.021364118813409046 -0.030985134255801693 0.031663701202783057 0.023517125252458172 0.017597701689319418 -0.00088293418289712728 -0.027988758426213858 0.021868869868837584 0.0058005644334682156 0.014572842811326812 -0.037835476028984343 0.010773023800795744 -0.031044198116848699 -0.00045024648528299658 -0.043041313792913607 0.0031549807862279776 0.024156324026619793
leaf_weight=4.2047972251748416 5.6570460727671144 4.3207702686777338 0.98111660475842644 2.6196395155857322 1.2339743565389651 2.4016381776891631 4.822780920949298 3.0110641177743673 1.1612559687346218 0.70104685425758395 2.5464180894196033 2.3684767950326195 2.190036190673708 0.38074600091204036 0.72120846142934059 0.31622239947319031 3.7674497421830893 2.419206164777278 3.7090088999830186 2.433026162441819 2.00547020882368 8.24584370292723 7.1189568350091568 1.5225201164430466 1.0328329777985343 1.7707234623376269 73.472572086859145 1.1148596853017796 35.576152798486874 4.9868747778236857
leaf_count=1024 59 54 197 46 81 112 70 33 9 7 101 16 21 9 114 1 45 18 33 34 15 49 43 31 18 26 1027 11 641 89
internal_value=0.000749641 -0.00407661 0.00651155 -0.0120302 0.00206561 0.00115947 0.000446462 -0.00948393 -0.00222052 -0.00724597 -0.0214256 0.00932069 0.00576275 -0.0238761 0.0131356 -0.011889 0.0128944 0.00109567 0.00082558 -0.0116203 0.00136517 0.00107075 0.00149632 0.000767463 -0.0181887 0.00115446 -0.00117022 0.00465815 0.0017513 0.0127181
internal_weight=188.814 14.7785 6.33932 8.43916 3.85361 174.035 160.052 9.82142 7.41979 6.25853 3.24746 13.983 11.6145 4.58554 5.3582 1.03743 9.4245 150.231 147.812 6.14204 141.67 139.664 134.841 127.722 2.55535 125.167 75.2433 49.9237 36.691 13.2327
internal_count=4034 1526 366 1160 127 2508 2367 262 150 141 108 141 125 1033 169 115 104 2105 2087 67 2020 2005 1935 1892 49 1843 1053 790 652 138
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=6 3 10 6 20 22 13 22 10 10 6 22 18 20 19 21 16 6 20 10 2 17 0 0 4 5 17 22 22 9
split_gain=0.434104 1.11146 2.21635 1.09543 1.40381 1.43496 2.13677 1.84527 1.30708 1.45902 1.27898 1.11579 1.19219 1.57616 1.28336 1.05531 1.5994 1.73749 1.57072 1.1796 1.02876 1.74815 0.988023 2.1955 1.02884 1.70423 1.59225 1.22011 1.52898 1.51649
threshold=14.845346859150002 84.812788641250009 70.123053416500014 16.455384477450004 40.563919884450009 -0.059424999999999999 117.67112391160002 -0.06483499999999999 64.665483411650015 60.613977009100005 19.835463452400003 -0.044409999999999998 13.077716774800001 41.360869295700006 14.351157895250003 6.7825386038500008 15.584963555600002 12.05528166975 41.092444989200011 70.389210771400016 185.72519583365002 209.55094140555002 85.995710218650018 85.812895065800021 200.82959231350003 20.120233242600005 191.08747234645003 -0.06828999999999999 -0.083424999999999985 203.72699028675004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 20 22 8 7 11 -6 9 10 -5 -7 14 -14 -13 -1 17 -17 -19 -18 -3 -22 23 -2 25 26 -24 28 29 -26
right_child=3 2 -4 4 5 6 -8 -9 -10 -11 -12 12 13 -15 -16 16 19 18 -20 -21 21 -23 24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.002671091488570615 0.002653508053780034 0.0033045104630453357 -0.030229594222548336 -0.032854333687566774 -0.0028703336105821049 -0.039687901412556771 0.012172231046572357 0.02623466817836731 -0.019185633218090619 0.0091767787615839747 0.0043755706924500206 -0.028054995656359029 -0.0071855002739126695 -0.037137772781451348 0.027239843256023116 -0.02888600681871983 0.011251503427491377 -0.006218023742151549 0.021440408141027614 -0.026324888839966688 -0.031393629259115645 0.012806112577608714 0.016906854464320796 -0.030062957444618264 -0.0033256180495517419 0.021767320029829437 -0.0050354420422708173 0.0086463584673713515 -0.014531070000980202 0.013344635423561102
leaf_weight=40.124982531327987 7.1100666523270757 6.8236593561887258 2.6707468537206287 1.2089475691318576 24.561828312755097 1.5551621001213778 1.9888761015608896 1.7029322190210248 1.5928181842900802 17.237082819454372 1.5262204371392725 0.46672371248132438 2.9809500896371901 2.2567712796153501 0.89587392378598452 1.1787049120757709 0.73937637731432904 3.1376597816124558 2.8778628148138523 3.510743288177764 1.8744391869113317 1.0048871897161005 4.1158020943403262 1.9003313910216091 11.173063736874612 6.5516553521156302 5.8601024895906448 16.126761609688405 4.8585622427053741 6.2050269013270727
leaf_count=1144 144 131 274 119 393 20 38 13 28 174 18 131 17 41 6 388 7 49 32 192 78 17 28 28 80 103 75 142 62 62
internal_value=0.000663497 -0.00114074 -0.00841811 0.0016101 -0.00108113 -0.0043192 -0.0129563 -0.000983248 0.00438582 0.00626568 -0.0120801 -0.0190844 -0.0142298 -0.020091 0.00829998 0.00060542 -0.00663702 0.00113208 0.00701394 -0.0197879 -0.0024145 -0.0159679 0.00405172 -0.00424653 0.00541388 0.0110536 0.00401739 0.0029842 -0.00112218 0.00262667
internal_weight=185.819 63.9431 12.3737 121.876 57.9742 36.4091 10.1444 26.2648 21.5651 19.9723 2.73517 8.15548 6.60032 5.23772 1.3626 51.5693 11.4443 7.19423 6.01552 4.25012 9.70299 2.87933 63.9014 9.0104 54.891 16.5276 9.9759 38.3634 22.2367 17.3781
internal_count=4034 2312 500 1722 998 659 253 406 339 311 137 215 195 58 137 1812 668 469 81 199 226 95 724 172 552 206 103 346 204 142
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=16 23 13 19 3 17 10 4 14 5 5 5 23 22 21 12 8 22 7 20 21 22 21 16 5 23 23 14 20 0
split_gain=0.427743 0.851151 0.822692 0.559215 1.23878 1.37294 1.33079 1.31077 1.46479 0.815766 0.76178 0.95577 0.874274 1.76682 0.957125 1.07698 0.69555 0.695264 1.14549 1.62248 1.73797 0.810413 1.25448 2.52078 1.4559 1.54658 1.25052 1.09762 1.04844 1.35964
threshold=12.644970430600003 0.093580000000000024 95.986020631400024 11.850956171350001 81.105404879350019 236.15709471040003 72.752365468100024 181.80369070585002 171.16849715720005 13.154029769200003 16.569990495050003 16.787983692950004 0.092260000000000023 -0.58559499999999998 6.6652228847500004 202.12526968910001 8.543332867800002 -0.50001499999999999 20.211626103800004 40.750688432250008 3.5208369948500002 -0.11572 6.7825386038500008 22.644947046300004 23.545618314050007 -0.13658499999999998 0.088555000000000023 148.67011998770002 41.685324604100011 86.329079026800017
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 6 -5 8 -8 -2 12 -12 14 -14 -6 -16 -9 18 -13 20 -20 22 -19 24 26 -26 -24 -23 -29 -30
right_child=3 2 -4 4 10 -7 7 16 -10 -11 11 17 13 -15 15 -17 -18 21 19 -21 -22 27 23 -25 25 -27 -28 28 29 -31
leaf_value=-0.017829920081477903 0.020652619189828938 -0.023273631730312366 0.011291195424685882 0.010170771916886057 0.013243365728674938 0.0085533496374472131 -0.023359662719372246 -0.023496307677807422 0.011651864299455217 0.0028698310124391758 -0.010266233446301242 0.018980306182440808 0.013168791580781382 -0.019422313265866433 -0.016362854179275681 0.017729118258864408 0.0023504337644343139 0.0083248089181169171 -0.016674710700772238 -0.033435621826520504 0.012855785407170747 -0.012148630595357427 0.016105044026004298 -0.025396917061998467 0.0040172669217667595 -0.028577031018406775 -0.0042262130813582486 0.0021540005801595559 -0.0077851400204583861 0.0006384931630390488
leaf_weight=1.7169091912510333 1.4896941583428986 0.41548758652061213 1.3953158853109924 1.2203415241965538 6.9448003654251789 2.1710773911327115 0.87455890909768674 4.3175487173866713 1.5232312446460126 6.1543807497946545 3.7876779949292532 0.70228599407710035 1.4887944255024197 1.6093527428456571 1.2003921442665157 0.67199656291631971 0.54519485472701479 15.559026703238489 2.1137452069669966 1.1060421173460779 1.6498379427939651 3.2437756657600394 4.0666144319111464 1.6941939555108536 1.6074757874011982 1.1690636177081626 2.1502689379267395 70.584229610947659 13.499536194023674 26.196517382981256
leaf_count=798 102 121 25 27 74 59 45 294 12 99 43 16 10 38 59 49 14 360 39 78 11 39 42 16 47 58 28 753 361 317
internal_value=0.000482702 -0.0069528 0.00336032 0.000628961 0.000374908 -0.00674657 -0.0106633 -0.0141651 -0.00111808 0.00633538 0.00084594 0.000426755 0.00609239 -0.00376087 0.00955459 -0.00412731 -0.0205985 0.000705418 -0.00676388 -0.0104766 -0.00372946 0.00100318 0.00441784 -0.00126993 0.00327515 -0.00970658 0.00907296 0.000213713 0.000577338 -0.00222615
internal_weight=182.869 3.52771 1.8108 179.342 171.698 10.652 8.48088 7.26053 2.39779 7.64407 161.046 149.13 11.9153 3.09815 8.81719 1.87239 4.86274 145.343 5.57191 4.86963 3.76358 139.771 26.2466 10.6876 8.99342 2.77654 6.21688 113.524 110.28 39.6961
internal_count=4034 944 146 3090 2889 451 392 365 57 201 2438 2208 230 48 182 108 308 2165 144 128 50 2021 551 191 175 105 70 1470 1431 678
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=16 15 16 20 17 13 13 16 17 7 4 13 6 10 7 3 8 18 0 5 20 6 10 5 6 0 2 5 10 3
split_gain=2.12318 2.63988 1.88193 1.87116 1.55266 1.43086 2.04817 2.69579 2.43698 3.56664 1.85233 1.81928 1.48821 1.47768 1.50992 1.79031 1.42949 1.26145 1.35678 1.45409 1.48361 1.95972 1.22577 1.2028 2.04186 1.91819 2.05995 2.05403 1.85935 3.26558
threshold=18.684956306450005 34.040719645900005 18.734956189500004 38.244973486750006 182.50770257345002 111.38282034450002 109.40142670235001 15.584963555600002 236.15709471040003 25.138824731100005 179.18761409460004 98.255079293500017 13.200308423050002 71.015621515800021 25.115444054700003 81.842042407150018 7.6440346712000009 15.343833331950004 97.674372337300014 13.264960807550002 40.844669808050007 11.475268117800002 75.634392583900009 23.730745871350006 16.395383075500003 86.692020874450009 315.94243452415003 32.00428233840001 66.964115113200009 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 2 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 16 6 7 11 9 10 -9 12 -5 -12 15 -15 -1 22 -19 -20 21 -21 -13 28 -25 26 27 -26 -4 -30
right_child=2 -3 23 5 -6 -7 -8 8 -10 -11 13 17 -14 14 -16 -17 -18 18 19 20 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0030414276844601324 0.0026241660382193702 -0.0035274505755229502 0.00073260968042094794 -0.0024318880637475755 -0.0024985858232929345 -0.0028416919597404142 0.0020220845239557949 -0.003472166702809646 0.0019775314082294379 -0.0033665843381501886 0.0016723082423082858 0.0005597550061628325 0.0014245400559948034 0.00084482612248990875 0.0038638743787647385 -0.0033415050011268831 0.0012563309359493371 0.0033259434772958825 0.0028914783512300518 0.0013748780942578586 0.0012251047556619467 -0.0034919071766440287 -0.0019700714508112584 -0.002593535239326161 -0.00019768087549397104 0.0025155984460054374 -0.003297906944038228 0.0028964838398548606 0.00095889626825365485 -0.0010703584414632841
leaf_weight=0.94832181453239028 3.6338711511343709 2.0213499600067726 110.36743259336799 2.969439383683496 4.730966307251947 1.3962441133335222 5.2298028522636733 1.3874934883788252 2.2593527724966398 5.207585214637219 3.7149878006894124 9.6484852983849141 1.2957597068743778 1.5927636073902252 0.52385348081588734 2.1833151335595176 2.6398905944079161 2.7461438999744123 2.8422842323780051 1.356221698224543 6.86974036693573 1.6574456412345169 2.1029196875169864 2.7231436218135086 19.282747071469213 2.7392799109220496 1.7249778704717744 2.1497517917305222 13.385802309960129 15.344145359005777
leaf_count=206 29 90 772 804 332 189 37 45 34 161 107 109 36 28 1 164 27 13 16 4 41 42 30 54 298 13 53 23 76 200
internal_value=0.00031089 -0.00014969 0.000486477 -4.18338e-05 -0.00136893 0.000158959 0.000237142 4.41043e-05 -0.000924439 -0.00137321 -0.00026917 0.000562983 -0.00126031 0.000285313 -0.000913002 -0.0015757 0.000120485 0.000848648 0.00141192 0.000998889 0.000454615 -0.00130174 0.000107041 0.000440161 -0.000120391 0.00013967 -0.000141377 0.000112674 0.000555497 -0.000124892
internal_weight=236.676 65.3244 171.351 63.303 8.31918 54.9838 53.5876 48.3578 16.8694 14.61 9.40241 31.4884 4.2652 8.01492 4.29993 3.77608 3.58821 27.2232 15.4718 12.7257 9.88341 3.01367 11.7514 167.717 28.6199 25.8968 23.1575 21.4325 139.097 28.7299
internal_count=4034 2516 1518 2426 565 1861 1672 1635 540 506 345 1095 840 300 193 192 233 255 116 103 87 46 139 1489 441 387 374 321 1048 276
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=17 9 9 4 9 9 22 9 20 18 21 16 19 0 9 10 5 22 2 6 15 9 23 18 20 20 20 22 9 22
split_gain=0.654896 0.429577 0.58428 0.829861 0.782078 0.834936 0.801688 0.668816 2.37148 1.61688 1.24781 1.04382 0.696691 0.941356 1.59592 1.01763 0.854898 1.61367 1.45039 1.27292 0.975209 0.816767 0.802613 0.770052 0.761007 1.31353 1.01608 0.881035 1.93742 1.0106
threshold=159.58247398035004 233.77854820110002 223.29399794390005 273.85977434290004 219.59809404590001 216.0493559571 -0.099639999999999992 211.04147598835002 42.094663496250007 14.738651916450001 4.4092399769000012 12.604970524100002 11.950964240300001 98.142164052000012 210.33238511570002 72.752365468100024 16.569990495050003 -0.58287999999999995 65.896304893200011 14.060328517350003 23.214132849600002 187.94830913940004 -0.09053499999999999 15.788786379500001 36.620308449100001 37.038444968100009 37.198331469900005 -0.30094499999999996 196.14870163055002 -0.16182999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 7 -7 11 9 -9 -11 -2 23 16 15 -15 17 -14 -19 -20 22 -17 -18 -13 -22 -26 -27 28 -28 -29
right_child=1 -3 3 -5 -6 6 -8 8 -10 10 -12 12 13 14 -16 21 20 18 19 -21 24 -23 -24 -25 25 26 27 29 -30 -31
leaf_value=-0.027033087524166961 -0.022740620402967572 -0.01545681228362984 -0.0034012156764608183 0.017215240692888448 -0.010272589663960921 0.022664532344024942 0.0034539433975511492 0.008495262796385232 -0.025540795752139592 -0.025983363360289162 0.0017825811518665515 -0.00078648646481192027 0.027016231076576091 0.015958862287548416 0.02449369438547511 0.00046326901982686008 -0.039983261579280872 0.01625445859710024 -0.016097331099590627 0.019901967775129991 0.0070800771623660093 -0.024481501690356292 -0.0072028463733129567 0.015097655683678209 -0.016886283518258091 0.024453484161553195 0.0068585155275164801 0.010918022921609661 -0.028257114463252114 0.00035386122609195551
leaf_weight=0.53776603110600163 1.1637120293453325 1.0323506258719124 2.024108634912408 3.1099871303304099 4.124524731130804 2.0431055572116747 4.1053412043838753 6.2832507262937707 2.7804855843423857 1.9874333050101993 2.0803825337789021 3.3303296559897708 2.2471458520740271 0.61589155727415246 0.7689746394753455 1.0900587190699296 0.55186873569618944 2.6661698147654516 2.7943838357459758 0.79155315086245526 11.61406107409857 3.3811692725867033 3.1259829360060385 4.5152305475930916 2.7118516233749679 1.1257410645484913 1.9295446858741194 6.0322983269579558 2.0191838033497334 99.260215164045832
leaf_count=262 666 77 33 75 95 34 70 58 73 59 43 124 12 25 3 102 58 17 154 7 205 162 62 105 29 14 12 160 36 1202
internal_value=0.000580436 0.00066234 0.000754647 0.00908724 0.000510384 0.000770446 0.00983755 0.000432303 -0.00499329 0.00052614 -0.0117832 0.000901847 0.00108457 0.000684917 -0.00915408 -0.0142403 0.00110589 0.00880288 0.0022566 -0.00815091 0.000596279 -0.0184001 -0.0121216 0.00835506 0.000971397 0.000343988 0.000767357 0.00052327 -0.0110979 0.000959091
internal_weight=181.844 181.306 180.274 5.1341 175.14 171.015 6.14845 164.867 13.1316 10.3511 4.06782 151.735 150.572 142.726 5.85609 5.08712 136.87 8.49925 6.25211 3.58594 128.371 4.47123 3.67785 7.84556 124.693 113.079 110.367 109.241 3.94873 105.293
internal_count=4034 3772 3695 108 3587 3492 104 3388 233 160 102 3155 2489 2260 292 289 1968 190 178 161 1778 264 120 229 1658 1453 1424 1410 48 1362
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=16 16 18 20 18 4 6 13 23 5 15 5 16 3 20 18 23 13 15 16 22 23 6 17 16 21 21 16 13 7
split_gain=2.71447 1.84699 2.43949 2.3128 2.07095 2.91834 2.06383 1.86175 1.78676 1.97717 2.71174 1.61146 1.70983 1.59471 4.90517 3.73462 1.96381 1.90406 2.23368 1.78217 1.68035 4.65749 1.64336 2.11329 2.709 1.58837 1.64745 1.50384 1.36345 2.69649
threshold=18.594956516900002 15.584963555600002 18.273715221050001 36.728658719300007 14.85568425095 195.50296729855003 11.075258771650001 110.59241365410001 0.11531000000000002 13.8160216159 24.273602154900001 13.154029769200003 15.404963976500001 93.281431752200021 41.942745071500006 13.036600629150001 0.080770000000000022 114.05514772615001 30.243446395250004 22.584947186600004 0.086310000000000026 0.099855000000000027 16.375382608200002 187.51563899930002 22.604947139800004 5.3866163921000005 11.628334000150002 22.564947233300003 108.65403534205002 23.203497038450006
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 5 28 -5 25 9 10 -6 -8 -13 16 -15 22 17 18 -2 27 -18 -22 -16 24 -24 -7 -27 -17 -3 -30
right_child=13 2 -4 6 8 7 11 -9 -10 -11 -12 12 -14 14 15 19 20 -19 -20 -21 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0033046325580952415 0.0015264086113954756 -0.0033763864615430558 0.0030295212554761158 -0.0021645595624635631 -0.0033969963576297463 0.00273796241829697 0.0025429141346190341 -0.003740070951159683 0.0012550552724216295 -0.003397714468749106 0.0017963369089886174 -9.4526103851327693e-05 0.0014843459596509162 0.00067596271800782356 -0.002820765393038225 -0.0027377739266575972 0.00063215500517427509 0.002192092253242706 -0.0010244456209932363 -0.0036575552850262186 -0.0039123492270615959 0.0008054205418231361 0.00075411403412415626 0.003098368085375188 -0.0036511106303771441 -0.003293301134489589 0.0015944142186237486 0.00097951222321566219 -0.0035034738197229141 0.0035047840070393382
leaf_weight=1.6868010676116671 8.8785486258566397 2.87478179368191 1.4179067099466909 2.8281182391219764 1.760901733534409 3.9536470682360232 3.3835351541638365 0.69422593119088549 1.3943201689980913 6.7983341955114156 1.9915244072326457 23.621661620330997 8.7323098704218847 46.775727443397045 1.561698736622932 2.1475458396598679 81.406330360099673 14.423347763717173 4.9808567184954873 5.42610451602377 2.9251355063170177 5.8051450382918119 5.7207428994588536 2.304556030780077 1.6781943938694892 1.0447310898452999 1.6586534457746891 1.9124160157516596 1.0567267278674992 0.98688626289367665
leaf_count=268 49 178 17 716 81 42 24 86 22 221 31 471 40 351 18 26 555 137 37 150 54 34 97 11 36 52 59 17 151 3
internal_value=0.000314139 -0.000217619 -0.000857302 0.000189729 -0.0010849 -0.000205166 0.000342567 0.00101104 -0.00198853 -0.00241718 -0.00064074 0.000540971 0.00033161 0.000502553 0.000128661 -0.00110502 0.00071576 0.00141666 0.000609671 -0.00251448 0.000495835 -0.000775298 8.18447e-05 0.000548996 -0.00024506 0.00150651 -0.000294458 -0.000986773 -0.00202297 -0.000119098
internal_weight=251.831 65.8851 25.6326 40.2524 24.2147 12.2697 38.5656 7.35126 11.9451 10.5508 3.75243 35.7375 32.354 185.946 67.527 20.7513 118.419 28.2828 13.8594 9.48607 90.1366 8.73028 11.2652 9.70349 7.39894 6.65703 2.70338 4.05996 4.91839 2.04361
internal_count=4034 2462 943 1519 926 571 1251 239 355 333 112 535 511 1572 706 355 866 223 86 193 643 88 162 144 133 153 111 43 332 154
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=16 5 18 6 22 3 20 18 22 0 7 7 23 8 23 22 9 18 22 16 2 18 13 20 23 16 20 22 6 22
split_gain=1.93521 1.88915 1.69148 1.61135 1.82916 1.4898 4.03525 3.672 1.7494 2.50564 1.69221 2.22851 1.47493 2.01563 1.7975 3.77856 1.64687 2.31234 2.61035 2.40076 1.53655 2.92694 1.33236 1.28576 1.30657 1.28402 1.19212 1.41024 1.23181 1.18066
threshold=18.634956423400002 18.393720489900002 13.975517741000003 15.51536251395 -0.23783499999999999 93.281431752200021 41.942745071500006 13.036600629150001 -0.086139999999999994 85.995710218650018 22.516377366000004 22.105125139000005 0.080770000000000022 8.6432548896500023 0.093325000000000033 0.086310000000000026 204.68881850780005 13.946975448150001 -0.012794999999999999 22.594947163200004 90.745765132650021 13.86460725495 117.47755492620001 37.198331469900005 0.11531000000000002 18.754956142750004 40.467253020850002 -0.083064999999999986 14.905348261050003 -0.070909999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 3 4 -3 12 22 10 9 -9 11 -8 13 -2 15 16 17 19 25 -14 21 -16 -7 24 -1 -19 28 -28 -18 -22
right_child=5 2 -4 -5 -6 6 7 8 -10 -11 -12 -13 14 -15 20 -17 26 18 -20 -21 29 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0030091311705613133 0.0017451761547179565 -0.0042686132260058287 -0.0034313567700699431 -0.0024800214038343247 0.0022035326881622115 0.0022859168708235936 0.00034474497294412676 -0.0036815867906608958 -0.004033659240309807 0.0010738963474203559 0.0023998896431196826 -0.0039820323025581946 0.0013348248677135265 -0.0011484229450271254 0.0013873393733077851 -0.0040524400868660292 0.00068124373642632009 -1.3790742615377717e-05 0.0012929086874823063 -0.0016051764061246491 0.00058059272627347116 -0.0032587467119089956 0.00047332040986968865 0.0002246364054402505 0.0019376027519389246 -0.0035914046389963618 0.0013724659029980136 -0.00094885462695044323 0.0035325801197741099 0.0017852856599736339
leaf_weight=2.5034520051849536 23.280168389901522 0.56038552301470224 3.2009732245642226 2.3878741926746443 2.6012671899516118 4.776433650404214 5.9607346057891863 2.2429380405228585 4.5243333727121335 2.4452207833528519 2.7742138695903122 1.5926997167989609 10.441365182399752 2.8532991483807555 3.5225112959742537 2.2161752781830719 3.0715999659150865 1.3741661086678494 2.311775241047143 4.0779981203377238 14.675687068141995 2.4119733776897192 41.344749118201435 46.509701003349619 0.72761943319346745 4.6215841667726636 6.6981764286756524 4.7038358189165566 3.3384659066796303 20.712902786210179
leaf_count=291 200 109 239 342 51 44 112 79 101 13 23 26 59 21 19 47 25 9 11 26 113 36 307 1421 24 94 33 37 17 105
internal_value=0.000354046 -0.000157996 -0.00155028 -0.000465278 0.00105638 0.000524242 0.000136719 -0.00110085 -0.00259227 -0.00120125 0.000229535 -0.000567589 0.00075491 0.00142925 0.000545559 7.92956e-05 0.000304613 -0.00027321 -0.00164044 0.000509078 0.00102911 -0.000500986 0.000661038 8.69386e-05 -0.00189515 -0.00277145 0.00104511 0.000414818 0.00216627 0.0012857
internal_weight=234.464 58.4913 8.7505 5.54953 3.16165 175.973 65.6613 19.5401 9.21249 4.68816 10.3276 7.55343 110.312 26.1335 84.1782 42.8551 40.639 22.8269 8.30753 14.5194 41.3231 5.93448 46.1212 49.7408 3.23107 5.99575 17.8121 11.402 6.41007 35.3886
internal_count=4034 2477 741 502 160 1557 705 354 193 92 161 138 852 221 631 358 311 199 114 85 273 55 351 1736 315 103 112 70 42 218
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=16 20 15 18 14 17 3 20 18 16 17 23 23 23 23 22 2 18 9 18 22 2 8 23 20 0 3 10 0 23
split_gain=3.26595 2.49715 2.62689 3.17047 2.20288 2.2206 1.91979 3.39507 5.26727 2.02935 2.99312 2.18496 2.0432 1.93408 2.38228 4.21034 2.89866 3.9115 2.70404 5.35284 3.3625 2.64283 1.93904 1.7653 1.68703 2.48466 1.63131 1.72517 3.45673 1.69572
threshold=18.634956423400002 37.198331469900005 29.037712645600003 14.053554955550002 374.34418077925005 162.13109061465002 93.499196860750018 41.942745071500006 13.036600629150001 22.604947139800004 187.51563899930002 0.049900000000000007 -0.15572 0.080770000000000022 0.093325000000000033 0.086310000000000026 90.745765132650021 13.86460725495 204.68881850780005 13.946975448150001 -0.012794999999999999 154.31016903475003 8.6432548896500023 0.085820000000000021 41.257403903850005 86.565663342300013 103.00289635185001 71.015621515800021 96.039789794050009 0.093735000000000027
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 -3 13 -8 9 11 -11 12 -9 22 15 18 17 -16 19 21 -21 23 -2 -15 -18 -26 27 -7 -29 -30
right_child=6 2 3 -5 -6 26 7 8 -10 10 -12 -13 -14 14 16 -17 24 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0016784203675363563 0.001358230740909583 -0.0027023997069231484 0.0019037886875264327 -0.0024517825368458846 -0.0021337748779499768 0.0014427673640204364 0.00049253752438266482 0.00081037972039938789 -0.0025559203567429053 -0.0029918737344092625 0.00097318635119755489 0.0023373129004034248 -0.003203251413918526 -0.00040658322765407736 0.00094081455550917078 -0.00272578389513202 0.0014123931877569034 -0.0028244667724824104 0.0009663072913561764 -0.0025221358317463003 0.00081718595522389185 -0.0010113282121340492 -0.00067424198045524153 0.0014524225576938977 -0.0013897899241685182 0.00095652326786024107 -0.0025363278550002482 -0.0027425219100439021 0.00068615400945656467 -0.0003561594857227411
leaf_weight=6.1986732142977408 28.257134482264522 1.5509914665599343 1.3028191840276111 5.0129862676840276 2.539776961086317 8.0366959185339493 38.382861467543989 2.7435677805915479 6.7584196194075039 2.4702329849824309 2.2518419474363327 3.7166223581880331 1.0992207303643242 4.232217036187655 4.0201892405748358 3.1001144014298907 29.499058187007904 2.9670624602586031 20.384538430720568 7.5627687368541956 2.4768573790788633 5.4618127755820742 3.2371103614568701 12.483067832887171 3.6699445042759171 11.681907882913945 1.2145402799360443 2.3537165374727911 30.041109188925475 14.233626263914628
leaf_count=440 211 258 19 214 369 145 285 45 162 43 15 17 41 20 20 49 156 36 117 105 11 38 22 71 27 66 137 124 574 197
internal_value=0.00028266 -0.000168618 -2.74309e-05 -0.00155332 0.000133268 0.000233525 0.000449165 6.65418e-05 -0.00079223 0.000178317 -0.00110103 0.000977478 -0.00033771 0.000607193 0.000448423 9.12628e-05 0.0008322 -0.000658072 0.000257289 -0.00019133 -0.0016983 0.000490878 0.00114932 0.000981733 0.00106437 0.000395624 0.000315014 0.000378364 0.000194908 0.000351067
internal_weight=268.941 72.4849 66.2863 6.31581 59.9705 57.4307 196.457 57.4228 19.0399 12.2815 4.72207 7.55941 3.84279 139.034 107.54 55.7014 51.8382 6.98725 52.6013 32.2167 10.0396 22.1771 31.4942 16.7153 44.8509 15.3519 55.8797 54.6651 46.6285 44.2747
internal_count=4034 2477 2037 233 1804 1435 1557 608 323 161 58 103 86 949 716 411 305 56 362 245 116 129 233 91 249 93 1177 1040 895 771
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=16 19 8 20 23 17 18 22 22 22 20 9 17 5 20 20 9 3 5 2 17 23 10 6 7 9 9 0 20 5
split_gain=3.45335 2.16085 2.7548 2.3652 2.00236 1.9286 3.61661 1.71326 1.67437 1.75732 1.58754 1.55941 1.51922 1.45393 2.05503 1.66785 1.67261 1.57448 2.01418 2.08309 1.59499 1.53399 1.44597 1.8885 1.41935 2.35833 1.98314 2.82352 2.43411 1.93018
threshold=18.634956423400002 12.851036860900001 7.0445025401000008 39.256147742250008 0.083495000000000028 236.15709471040003 14.937945183950001 -0.23349 -0.095854999999999996 -0.076484999999999984 48.778770352700008 187.94830913940004 162.57770630285003 23.626838821450004 38.064633603500006 39.749124837650008 226.28914430085004 93.72771580185001 29.026000224750003 319.18044405035005 199.03437346465003 0.09180000000000002 59.632689791450012 22.625528641850003 20.873561687950005 182.80199813410005 186.68586460755003 85.732241321850012 41.827117825850003 21.955793948900006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 6 8 10 -6 -10 -1 -8 -4 24 22 -16 17 21 20 -20 -19 -17 23 -15 -2 29 28 -28 -27 -26
right_child=13 3 12 4 5 -7 11 -9 9 -11 -12 -13 -14 14 15 16 -18 18 19 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0017546163309349117 0.0024724540768088065 -0.0028112767543363882 -0.0028245008259951613 -0.0021556682404496037 0.0019620017921130094 0.0018083991515601952 0.0009073829705046572 -0.0025826436670350621 -0.0029583734433997555 0.00074680142104527336 0.0018734211304095498 -0.0028211145175896573 0.00043148330565320785 -0.0028106698118656316 -0.0021713637956146973 -0.00083858528459265075 0.0026033624362133655 -0.0025272606365040525 0.0010379526671972922 -0.0027028132735960496 0.00063859702253816456 0.0010368841551130657 0.002467719895301616 0.0027588976446479146 -0.0019710901716293548 0.0021097825192090023 -0.0011778316343880192 0.00058980995338555416 -0.00020739570690870716 0.00083499215725307992
leaf_weight=1.5747184804640704 2.4241236001253119 3.2503610593266812 0.91897478862665494 3.6211860672337961 3.2411144357174635 2.760415597818791 0.85257422039285291 3.5118259529117495 1.2218631617724898 2.3367264692205918 1.453947558882646 4.0100815650075674 39.743798579555005 0.90661658672615775 2.6211840752512243 4.141303704120225 1.3833157643675793 4.8569079870358092 4.2499076994135976 1.1955285063013432 1.2552489861845968 8.0411992673762125 3.2134693488478661 0.65892317891120911 4.1242115125060073 10.580280080437658 5.9252762319520107 128.44013267522678 3.8847495354712001 2.4486858025193214
leaf_count=246 12 135 100 273 34 29 9 855 26 59 20 114 577 59 23 44 7 151 54 38 28 39 23 3 49 56 66 866 26 13
internal_value=0.000298728 -0.000183328 0.000115335 -0.000845375 -0.000491246 -7.3352e-05 -0.000518752 -0.0013927 0.000660237 -0.000525393 -1.29333e-05 -0.00216739 0.000357898 0.000472195 -9.80314e-06 -0.000270989 -7.27184e-05 -0.000228651 -0.000890597 0.000216679 -0.00187709 0.00039934 0.00150651 -0.000466483 0.000571521 0.000541868 0.000606682 0.00051186 0.00148748 -0.000925704
internal_weight=258.849 68.4976 47.2033 21.2943 18.044 14.4228 11.6624 6.54049 6.7997 3.55859 3.02867 4.86266 40.6628 190.351 32.5236 27.7446 25.1234 23.7401 11.5576 5.44544 6.11216 12.1825 4.77901 1.56554 157.827 155.403 148.83 134.365 14.465 6.5729
internal_count=4034 2477 1798 679 544 271 242 1121 119 85 266 123 677 1557 469 384 361 354 271 92 179 83 85 62 1088 1076 1014 932 82 62
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=16 20 15 18 0 7 17 4 6 21 15 21 10 16 21 0 20 23 10 20 6 0 18 21 5 17 3 6 5 9
split_gain=3.32712 2.0473 2.57301 2.58607 1.83907 3.21273 1.78755 1.68975 1.59444 1.59283 1.51124 2.36818 1.73658 3.3716 3.16955 2.94033 2.82302 4.16194 2.23587 2.4317 2.41418 2.08641 3.84252 2.05599 2.07097 2.45799 1.48287 1.56351 5.82789 2.3403
threshold=18.634956423400002 37.198331469900005 29.037712645600003 14.053554955550002 85.732241321850012 22.721067571950005 162.13109061465002 393.99831167250005 16.395383075500003 0.59096247755000009 46.683480308100009 15.285239689500001 66.590419433100024 19.199955102150003 1.0000000180025095e-35 90.407470010750018 36.257608591500009 0.11379500000000002 65.611820673600008 38.478081868400004 16.465384711100004 94.047642319350018 15.042884401850001 14.894616075700002 22.468249633400003 197.20536406400001 103.00289635185001 13.65531905435 14.582249945350002 206.08934059370003
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 -3 26 -2 -7 12 -12 15 21 -15 18 -16 -18 19 -6 -21 -14 -23 24 25 -22 27 28 -8 -29
right_child=4 2 3 -5 10 9 7 -9 -10 -11 11 -13 13 14 16 -17 17 -19 -20 20 23 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0015546981826793358 -0.0021748186969231596 -0.0026022148380301247 0.0016374788017219253 -0.0023590731215230613 0.0020083609799060177 0.0012683185216071111 0.00041602885647778841 -0.0025645444425215569 0.00040128639910375487 -0.0027063023527423933 -0.0017938643099118029 0.0013945948041203095 0.0016572450928758354 0.00095436727848838678 0.00053406688312606591 0.0022311562348269315 -0.0029796129950559816 0.001235543683113642 -0.00083965368359757069 0.0009898239007817783 0.00034983571749020451 -0.0022351837841909066 0.0008309885901080314 -0.0015509137183096257 0.0010532095284702845 -0.0016356202497624195 -0.0024752692445057217 0.0012850175332812346 -0.0027257874810418855 -0.00018840483476657331
leaf_weight=5.5611881969380184 1.5060329446569145 1.3674028788227577 1.2020116043277074 4.6924499254673719 8.5424892008304578 0.71802175790071388 21.377215448243081 1.2661706260987546 24.845613344572484 3.5035878983326256 3.729372081346809 2.1823646128177643 9.7807588875293749 5.2101592589169767 3.4222650751471511 7.8189620226621619 6.555505868047474 1.755037650465965 5.3874809294939032 52.407448578625917 14.609080649912359 3.0229539675638071 12.022033797577022 3.6448749378323546 14.860439032316206 4.9283141978085032 1.1330018874723453 17.215748545713726 4.1700041132280594 10.113896642811595
leaf_count=440 18 281 19 214 49 6 693 289 309 123 61 9 60 30 17 49 86 9 35 340 73 61 77 24 69 52 138 134 173 96
internal_value=0.000320023 -0.000141168 -1.54698e-05 -0.00154409 0.000484928 -6.13683e-05 0.000143602 0.000211527 0.000254058 -0.00203029 0.000589394 -0.000616819 0.000635708 0.000212554 -0.000623522 0.000793237 -0.00132421 -0.00208945 0.000685524 0.000768529 0.000651434 0.000783156 0.00021491 0.000185271 0.000369241 -0.000150996 0.000276608 0.000335573 -9.68014e-05 0.000739747
internal_weight=258.552 68.0991 62.5379 5.89446 190.453 30.5733 56.6434 55.276 26.3516 4.22161 159.88 5.91174 153.968 41.7687 16.943 112.199 11.7328 8.31054 104.38 98.9926 90.4502 24.8257 15.045 38.0427 34.3978 19.5374 54.0099 52.8769 25.5472 27.3296
internal_count=4034 2477 2037 233 1557 456 1804 1523 327 129 1101 70 1031 340 142 691 112 95 642 607 558 198 138 218 194 125 1234 1096 866 230
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=16 20 16 6 17 18 17 12 5 6 17 8 23 5 9 8 20 23 20 6 0 23 23 18 2 0 23 6 20 6
split_gain=3.27564 1.91921 2.31606 2.65332 2.61775 3.57401 1.73259 1.72703 1.74243 2.48194 1.61151 1.81613 1.58071 1.55699 1.84469 1.50386 1.77105 1.55235 1.86616 1.73926 1.69366 1.46488 1.88989 1.76822 4.28158 4.37035 2.20009 2.10862 2.84664 3.68041
threshold=18.594956516900002 38.244973486750006 15.584963555600002 11.075258771650001 236.15709471040003 15.289002683150001 167.14057114020002 96.375827709250018 18.393720489900002 14.745344522600002 182.50770257345002 7.6440346712000009 0.10721500000000002 23.626838821450004 226.28914430085004 8.6432548896500023 36.893814626400008 -0.25095999999999996 38.064633603500006 16.395383075500003 86.162394622750014 0.081155000000000019 1.0000000180025095e-35 13.893471991850001 78.595990734650016 87.818484831100008 0.085665000000000033 16.455384477450004 41.50623664750001 16.505385645700006
decision_type=2 2 2 2 2 2 2 2 2 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 3 -3 5 7 -5 -4 9 -9 11 -1 -10 21 15 17 -17 -15 -19 -20 -21 22 -2 26 -25 -26 -23 -28 -29 -30
right_child=13 2 4 6 -6 -7 -8 8 12 -11 -12 -13 -14 14 -16 16 -18 18 19 20 -22 23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.0031154818066485863 0.00060651250665375283 -0.0022227676504630611 -0.0037608460616796891 -0.0015389915392442536 0.001958029640638034 -0.0034047241388792671 0.00096826687856625389 -0.00024815213366472313 -0.0023268263328670301 0.0035362310100205381 -0.002605380822767778 0.0013111753518004463 0.0024558287041062522 -0.0024848346964660966 0.0026055362418416846 0.001987666936491583 -0.0025284158306390137 0.0029663814005398393 -0.0024306410165165016 -0.00022516366791380942 0.0018436608447394225 -0.00079813947270864936 0.0020019796445704752 -0.0038442942469019362 -0.0026365278046479291 0.00062805744532530377 0.0014244011249197126 0.00099058666705570419 -0.004258859860796947 6.6969546995631653e-05
leaf_weight=1.25638050411362 20.386846888810396 3.1028038260410531 1.3051428749458924 2.83989188843407 2.8432477647438636 5.0497434408171094 29.051170866470784 5.8872985949274135 3.9503385276766485 2.2477254616096616 5.3540976970107295 2.8284554812125862 0.77609364129602898 2.0381460683420363 2.31086092442274 0.99905811250209708 4.4264736683107913 2.2336411918513503 2.4056233228184309 13.688788519008087 5.0974390581250182 7.3494101893156758 16.468115599825978 2.5239457115530959 4.3211877346038809 35.2325588921085 40.708994707092643 22.209127942100167 2.4271736592054349 7.7113857716321945
leaf_count=206 119 650 51 147 36 168 305 154 365 8 338 27 7 84 13 6 85 26 48 185 23 42 151 49 51 284 214 115 24 53
internal_value=0.000366306 -0.000219961 -8.24883e-06 0.000481853 -0.000785714 -0.00119168 0.000744996 -0.000402828 -6.20667e-05 0.000797481 -0.00149965 -5.03397e-05 -0.0015415 0.000568771 -3.47963e-05 -0.000232323 -0.00169682 7.97176e-05 0.000302848 2.21087e-05 0.000336189 0.000694531 0.00123006 0.000533393 2.45344e-05 0.000271406 0.000799685 0.000960425 0.000376518 -0.000968635
internal_weight=259.031 66.4924 57.0535 34.9939 22.0596 19.2163 31.8911 14.1666 12.8615 8.13502 9.43893 4.08484 4.72643 192.539 33.2 30.8892 5.42553 25.4636 23.4255 21.1919 18.7862 159.339 36.855 122.484 42.0777 39.5537 80.4061 73.0567 32.3477 10.1386
internal_count=4034 2462 1891 1102 789 753 452 585 534 162 571 233 372 1572 470 457 91 366 282 256 208 1102 270 832 384 335 448 406 192 77
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=17 13 18 3 17 6 23 22 10 10 10 5 15 5 17 16 9 6 21 18 3 3 0 6 5 22 23 6 20 3
split_gain=0.692713 0.49607 0.591309 0.84114 1.2001 1.23072 1.25417 0.823067 0.664133 1.00115 0.891606 0.873716 0.660105 0.657319 0.612808 1.48931 0.840838 0.609456 1.14255 1.86606 1.22798 1.91774 1.13453 2.46866 1.89155 1.36543 1.19388 1.01018 1.36795 1.86721
threshold=159.58247398035004 95.862351557400004 17.323446153950005 81.105404879350019 199.59317753375004 12.26528657645 0.11531000000000002 -0.51146999999999998 76.279622535200005 75.634392583900009 75.408562100950022 16.351273197450002 24.273602154900001 13.154029769200003 207.10399803250002 17.684958644900004 214.31567825310003 14.845346859150002 7.0441631297000011 14.030930991100002 84.812788641250009 85.923121849150007 93.399723909900004 15.155354102400002 18.280220412300004 -0.061874999999999999 0.43162500000000009 16.455384477450004 38.400997490450003 91.496295553550013
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -7 -3 9 10 17 -10 -6 -9 -4 16 -16 18 20 -20 -5 -22 23 -19 -24 -26 27 -25 -29 -30
right_child=1 2 14 8 12 6 -8 13 11 -11 -12 -13 -14 -15 15 -17 -18 22 19 -21 21 -23 24 26 25 -27 -28 28 29 -31
leaf_value=-0.032545553537489461 -0.017514098683804678 0.032059171965798591 0.030155390448487328 0.0046813213125818402 -0.032557619020515134 -0.03333313673124183 0.005635106315617212 0.019810315219038477 0.023352021340600399 -0.020177701711970576 0.017185320089254153 -0.017279968985793065 -0.0068758252977962672 -0.0026312858257286067 0.012181842456167141 0.031441271794634851 -0.032785157994841357 -0.024122321181739168 -0.0010883776485531441 -0.033166480230482964 -0.025576317772768829 0.0039437636939056563 0.027132551289367566 0.0050407696642362932 -0.01745484224682417 0.016235149876579529 0.028612698529327393 0.010738557796811755 -0.039271990350974825 -0.0016761856625059309
leaf_weight=0.55758421559585158 1.2832718124409428 0.92301647365093042 1.280947178602218 19.962629027315419 1.9880618181196035 1.8234510661568486 1.2933102641254661 1.4885794911533592 2.5267871018731962 1.9334346903488029 3.3499388359487048 0.59994778502732504 1.7017321627645285 6.0774439272936434 0.64778903406113408 1.1171654947102068 0.92487777210772038 3.3183201526990151 4.5031698996317564 2.6326184970093891 3.6471207912545633 4.5082056963583454 4.3282811245881003 52.600283629843034 2.2607993017882109 2.1503904173150659 1.5656127557158459 8.1856819277163577 1.2407913766801346 49.155823784705717
leaf_count=262 850 6 11 169 98 76 23 48 99 18 20 11 45 124 11 17 35 54 100 132 154 80 32 568 29 19 12 225 18 688
internal_value=0.00114129 0.00124066 0.00136886 0.00111916 -0.00567692 -0.000896493 -0.0171631 0.00507582 0.00173619 0.00147485 0.00173104 0.0155557 -0.0207132 0.00178399 0.0129248 0.00471929 -0.014263 0.00140759 -0.00210658 -0.012923 0.000638413 -0.00925783 0.00240024 0.00160836 0.012917 -0.00103146 0.00236564 0.00199605 -0.000737769 -0.00260181
internal_weight=189.577 189.019 187.736 183.765 15.2956 11.6058 3.11676 8.48904 168.47 165.343 163.41 3.12673 3.68979 7.56602 3.97078 2.68983 1.57267 160.06 35.2537 7.13579 28.118 8.15533 124.806 116.067 8.73947 4.41119 112.748 111.183 58.5823 50.3966
internal_count=4034 3772 2922 2848 420 277 99 178 2428 2318 2300 110 143 172 74 63 46 2280 635 232 403 234 1645 1565 80 48 1511 1499 931 706
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=9 20 8 16 2 15 5 10 17 7 7 18 16 0 9 0 21 5 22 21 19 23 12 7 12 15 4 6 17 13
split_gain=0.526514 0.486136 1.95146 1.43793 1.10272 1.17238 0.670177 1.33486 1.73547 0.829362 1.50153 0.845672 0.73974 1.08591 0.66018 2.9985 1.3658 1.71739 1.13067 1.34989 1.00195 0.690342 0.740561 1.90129 1.59107 1.18929 3.04623 2.29633 1.76752 1.71374
threshold=38.295222230400007 47.709122305950011 5.9453602998000008 21.094950670800003 253.13454704850002 25.186533201700005 29.996566321350006 60.613977009100005 165.41031664360003 21.147833206800005 22.061824394000002 12.844794714750002 22.724946859200003 85.495657006400009 187.94830913940004 85.732241321850012 10.558528947350002 21.566902724800006 0.22598000000000004 3.0668791869500005 14.451165964200003 -0.26958499999999996 147.88310320375004 22.977992916200005 145.97209859650005 37.050691080100002 228.57615118090004 15.365359009150003 208.52245219595002 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -6 7 8 -4 -9 -11 -12 13 -13 16 -16 20 -18 21 -20 -15 -17 24 -24 -23 26 -25 28 -27 -29
right_child=1 4 6 -5 5 -7 -8 9 -10 10 11 12 -14 14 15 18 17 -19 19 -21 -22 22 23 25 -26 27 -28 29 -30 -31
leaf_value=-0.017017116530869191 -0.025752870150408818 0.016096800828257891 0.018615102103740011 0.016570330115892679 0.0092229964605530287 -0.033755928244576995 0.016145003604358929 0.019288438302034486 -0.029414255059573149 -0.015068956564384041 0.018251572523185117 -0.022214594450070492 0.0129578262097118 0.0059472230247426981 -0.029112255809352575 -0.013226785705149947 -0.014967613742525421 0.0098233021521018891 -0.0031647337767330623 -0.033270288655034508 0.023180698766800543 0.0031204419056582769 -0.014541035942900222 -0.032603221929523016 0.026592775937915293 -0.024302580613158896 -0.00047174971494787454 0.015666289573016124 0.013097335698858624 0.0029680703183776716
leaf_weight=1.0350043048383657 2.797233195873559 3.6843317945895242 0.63697399199008886 0.61987296119332302 0.96621070550463606 0.68605934304650873 1.8536437619477499 1.589728774735703 1.8765046952757982 3.5790107499342403 1.8590714521706093 1.2681539497571055 3.3144755817484102 5.6987900175154227 2.1150290669174856 1.9904647078947153 3.4658730474766335 3.6021490506827831 3.7838448090478769 1.2532765557989476 3.4077200614847243 53.668334692745702 5.2121417140588155 1.9838653430342663 1.8897276647621755 2.9226616444066158 31.146327124966774 8.7360867317765933 1.0991595359519122 29.085556317819282
leaf_count=479 856 53 5 5 34 33 20 42 66 32 14 53 34 98 78 40 33 25 61 47 35 794 49 27 18 87 626 67 23 200
internal_value=0.00086522 0.000964838 0.000743677 -0.0180753 0.00844334 -0.00862281 0.00110691 0.000947792 -0.0172425 0.00121258 0.00104461 0.00138891 0.00119965 0.000959574 0.00114204 0.000604224 0.00595964 -0.00233316 0.00104445 -0.0106552 0.0123961 0.00147232 0.00168786 0.000142098 0.00391882 0.00116286 -0.00239581 0.0039805 -0.0140812 0.00590112
internal_weight=186.827 185.792 180.456 3.41711 5.3366 1.65227 177.039 175.185 2.51348 172.671 171.082 167.503 165.644 162.329 161.061 144.886 16.1745 7.06802 142.771 5.03712 9.10651 137.734 135.744 80.1858 55.5581 74.9737 33.1302 41.8435 4.02182 37.8216
internal_count=4034 3555 3435 861 120 67 2574 2554 71 2483 2441 2409 2395 2361 2308 2117 191 58 2039 108 133 1931 1891 1079 812 1030 653 377 110 267
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=16 16 5 17 18 4 23 20 13 15 21 16 13 4 8 0 21 21 23 21 0 23 13 5 22 20 17 21 6 18
split_gain=2.67807 2.05679 2.24997 2.04289 2.19709 2.78941 2.04556 1.93647 1.81045 1.56075 1.85679 2.01924 1.45877 1.82554 2.38198 1.27244 1.26382 1.92438 1.12683 1.98008 2.25164 1.64716 2.76605 1.45295 1.73641 4.90548 2.67049 2.4903 2.34984 2.33097
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 14.85568425095 195.50296729855003 0.11531000000000002 36.728658719300007 110.59241365410001 46.074827201850006 15.285239689500001 23.044946110900003 118.08514646370001 160.10465189265003 10.142085217300002 86.329079026800017 5.3866163921000005 11.628334000150002 0.080770000000000022 3.0668791869500005 93.805681087600007 0.076835000000000028 116.00427987075001 21.850554661550003 -0.11347 42.779078631750004 188.41589330430003 6.7825386038500008 16.525386113000007 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -6 -4 16 12 11 15 18 -14 -15 -11 -7 -18 19 20 -2 22 -21 24 27 26 28 -20 -26 -28
right_child=9 3 7 -5 6 8 -8 -9 -10 10 -12 -13 13 14 -16 -17 17 -19 23 21 -22 -23 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0029673904368313735 0.0025028038803418581 -0.0020455316287341851 -0.0031036482465830388 0.0016478533124477887 -0.002769247577499329 0.0023504300380369882 0.0012447704523530397 0.00050798091415608232 -0.0033230295477465724 -0.0033457822287840432 0.0013757096512165548 0.0019874725514167873 0.0010706647842136702 -0.003221633434626807 0.0011802808925562467 -0.00074718294274843183 -0.0031351524345219787 0.0016663172902746551 0.0016099712324080329 -0.0025959245033012877 -0.00073376049090042412 0.001719385334486659 0.00057741880854818674 0.00087746602065228905 -0.0026566207325965309 -0.0021823397015686783 0.0022287309567468167 -0.0006694719810930352 0.00050011685074183537 0.00031851004739626447
leaf_weight=1.775335349026135 10.845989981666206 4.9911403965670669 1.2944075070554379 2.4362242375500491 7.9366173981688899 3.7826116885989904 1.2321176091209052 34.18145075708162 0.81920372764579941 3.0998246786184591 2.8994597317650914 1.2685758676379917 3.0591388493776313 3.2040395052172244 1.52388628013432 3.2350779827684164 1.1382045911159369 1.8265836273785678 14.557326979003848 2.704676457680768 2.1664181835949412 7.5443481132388106 15.715610560495405 48.146477340720594 4.3985331431031209 7.5915444027632466 6.2239216715097418 5.5658761598169795 3.6043155342340469 38.956278482452035
leaf_count=798 115 332 101 38 312 42 22 620 86 115 20 10 37 118 12 37 52 59 86 32 13 55 127 281 29 88 39 44 14 300
internal_value=0.000314554 -0.000210343 0.000216853 -0.000868943 -0.00115115 -0.000363583 -0.00222983 0.000376203 0.000745876 0.000487576 -0.000597781 -0.00135034 0.000552416 -0.000673979 -0.00180283 -0.00201874 0.00123988 -0.000177003 0.000609255 0.00104114 0.00196395 0.000578672 0.000111472 0.000478805 0.000241541 -2.80662e-06 0.000308308 0.0009795 -0.00123489 0.000581658
internal_weight=247.725 61.4139 37.2512 24.1627 21.7265 12.5577 9.16874 35.4759 7.5666 186.311 10.5029 7.60348 175.808 7.78706 4.72793 6.3349 6.7474 2.96479 168.021 38.977 13.0124 25.9646 18.4203 129.044 80.8978 60.7746 53.183 20.1232 8.00285 45.1802
internal_count=4034 2462 1519 943 905 571 334 721 239 1572 182 162 1390 167 130 152 153 111 1223 342 128 214 159 881 600 470 382 130 43 339
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=9 20 23 4 12 9 0 16 5 3 20 21 21 13 22 15 19 2 6 8 0 2 8 17 16 21 21 12 12 6
split_gain=0.467196 1.28376 1.78911 1.67509 1.3115 1.08868 1.24901 1.88363 1.05413 1.11073 1.41047 1.04563 2.56681 1.0161 0.9977 0.999003 0.842038 0.772874 0.688124 1.27031 1.3841 0.973512 1.55729 1.22962 1.13448 1.13073 1.56587 0.92939 1.59471 1.43636
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 375.65892766775005 143.62136700335003 186.68586460755003 85.732241321850012 22.664946999500003 31.312564341900003 94.972471916200007 35.879804895950009 15.475979305150002 10.558528947350002 120.87576600310001 -0.16276499999999997 32.393814985100008 14.451165964200003 74.580378076100018 18.080422446150003 8.8430989333000021 87.48511602295001 60.327272492300004 8.7431769115000026 183.19621122360005 22.714946882600003 16.172025809700003 19.928892922550002 149.09269374785001 152.73554204000004 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 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 14 -4 11 7 -7 9 -9 -11 12 16 -1 -3 -16 17 -2 19 21 -21 23 24 -8 25 27 -27 29 -29 -23
right_child=5 3 4 -5 -6 6 18 8 -10 10 -12 -13 -14 -15 15 -17 -18 -19 -20 20 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.027262417870385375 -0.0090506582791608607 0.018097114405351472 0.01398727283846626 -0.029432563739323982 -0.020670074648563408 -0.030854217698065938 0.0049598336640847181 0.0044333942892114103 0.023184228925719762 0.015993788413972362 -0.031329717508203944 0.02614669249586694 -0.021895356037450069 0.020982414477445296 -0.030560196942224546 0.031036345114315037 0.022578862355545272 0.012674914164115056 0.016256915171106116 -0.026400680601041712 0.00050481381451563268 0.0013174484944426909 0.014608299407437578 -0.022924712246242061 0.024604041279653485 -0.036646346296684638 0.0095121067883121163 -0.027413576591922 7.8592899255944363e-05 0.011756970334652476
leaf_weight=3.9968035558049433 1.924125736579297 4.0896447054401506 2.6038821581169036 0.88185781457286783 1.2448082926275672 2.3223051236709562 2.19917282112874 3.1845313990488648 1.0853393487632272 0.64047972112894092 2.0113091333769262 2.2604839578270903 2.1434773663058868 0.36769918259233225 0.70938037041196267 0.28455594182014465 3.4975137757137418 3.6757309648382943 2.3386345952749243 2.6582830455154172 3.3123712348751724 34.580686295113992 7.2082077180966726 2.7389107258059084 1.5968408398330201 1.4045243936416221 0.95050623713177618 1.6642467465717334 73.53225150948856 14.398311339318751
leaf_count=1021 17 54 46 197 81 134 15 43 9 6 70 16 21 12 114 1 45 42 18 29 38 635 45 56 12 31 18 26 1027 155
internal_value=0.00094126 -0.00390363 -0.0110257 0.00590203 0.00277781 0.00134221 0.000694694 -0.00921054 -0.00194881 -0.00662263 -0.0198998 0.00891148 0.00544555 -0.0231979 0.0120316 -0.0129256 0.0118875 0.00520995 0.00131094 0.00107194 -0.0114742 0.00160595 0.0020479 -0.0105063 0.00134128 0.0010477 -0.0180165 0.00140926 -0.000529863 0.00438635
internal_weight=185.507 14.1786 8.21319 5.96544 3.84869 171.328 157.827 9.24396 6.92166 5.83632 2.65179 13.5013 11.2408 4.3645 5.08358 0.993936 9.09737 5.59986 148.583 146.244 5.97065 140.274 135.336 4.93808 128.127 126.531 2.35503 124.175 75.1965 48.979
internal_count=4034 1526 1160 366 127 2508 2367 262 128 119 76 141 125 1033 169 115 104 59 2105 2087 67 2020 1949 71 1904 1892 49 1843 1053 790
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=16 19 8 20 20 9 21 23 5 10 0 0 15 2 9 13 20 10 16 20 22 5 9 21 13 15 5 17 20 23
split_gain=4.34619 2.65689 3.01233 2.67673 2.54801 3.94825 2.60835 2.15406 1.96455 2.19522 4.53282 3.83264 2.65096 3.5773 2.18195 2.17782 2.20978 3.6329 2.50667 2.7774 2.77854 2.87244 3.23066 2.84258 2.17127 2.29618 3.43132 1.95747 1.88946 1.84031
threshold=18.634956423400002 12.851036860900001 7.0445025401000008 39.256147742250008 41.243661560350013 190.49354742400001 9.1239640667000028 0.12535000000000004 23.626838821450004 66.964115113200009 91.937202686950016 90.407470010750018 30.046989284200006 90.745765132650021 226.28914430085004 113.97180552410002 38.478081868400004 63.705703859100005 22.454947490600002 42.198888176300009 -0.11347 21.723721974650005 195.70012057590003 6.4178488307500006 117.20333219690001 37.274314847650004 20.374719724350005 200.11066131620001 47.927946529500012 0.091290000000000024
decision_type=2 2 2 2 2 2 2 2 2 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 28 -3 6 -6 -5 -4 9 11 -11 15 27 -14 -10 -2 -17 18 -18 24 -21 23 -23 -22 -20 26 -26 -12 -1 -28
right_child=8 3 7 4 5 -7 -8 -9 14 10 12 -13 13 -15 -16 16 17 -19 19 20 21 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0022233528952261745 -0.00068560303289890291 -0.0024715461689870373 0.00040752672174147595 0.00083927781748549795 0.00089288529261438026 -0.0020120606700492266 -0.0025584488437954398 -0.0024629665733259991 -0.00018985635627861533 -0.0020309869046790698 0.0014091544210022369 0.001981343047733535 -0.0027714375572964038 0.0001341076743485269 0.0019521102499987903 0.0015602322725397268 0.002110308142999152 -0.0015424894972473047 0.0021382059896505371 0.0016116627703004235 -0.0030327303937953561 -0.0015712022318511193 0.0010803364616295899 -0.00048130501329833787 0.0012673669431986752 0.00099230619539713303 -0.0016495200016675359 -9.4809825040223701e-05 4.0155725984895522e-05 9.7742154125622543e-05
leaf_weight=3.8850780921056858 6.062633551657199 3.6761574756819781 43.373654674505815 8.0368245043791848 3.1231150773819518 7.6554195894859731 1.2358894455246616 1.2758674083743233 30.454948169179261 4.1725934296846381 13.000730622559788 10.143773913383482 2.2854434698820141 16.60551459249109 2.4349686484783879 11.434701114892958 5.1434536278247824 3.7877278216183177 5.2555597946047774 3.9903619475662735 2.8905838988721388 2.9469388108700505 8.3549826443195325 7.2944756373763084 6.8698760606348541 36.085280172526836 5.1229827925562841 5.9947517178952685 3.1791156515246257 6.4636727478355169
leaf_count=848 36 135 647 126 132 258 28 30 456 53 65 54 42 130 13 65 64 29 31 24 41 41 49 43 41 171 38 39 273 32
internal_value=0.000284034 -0.00016031 0.000116473 -0.000763556 -0.000450417 -0.00117034 0.000386421 0.000325502 0.000454372 0.000551824 0.000122926 0.000699871 0.000360146 -0.000217408 -3.12782e-05 0.000583501 0.000656333 0.000546618 0.000634134 0.000545096 -5.69194e-05 -0.000366793 0.000388956 -0.00120542 0.000801592 0.000672798 4.81111e-05 0.000934521 -0.0012047 -0.000674801
internal_weight=272.237 75.4411 51.7137 23.7274 20.0512 10.7785 9.27271 44.6495 196.796 163.906 42.059 121.847 37.8864 18.891 32.8899 111.703 105.641 94.2059 90.4182 85.2747 25.4773 21.487 11.3019 10.1851 59.7974 54.5418 18.4565 18.9955 7.06419 11.5867
internal_count=4034 2477 1798 679 544 390 154 677 1557 1088 329 759 276 172 469 705 669 604 575 511 198 174 90 84 313 282 111 104 1121 70
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=16 19 6 20 23 9 21 15 17 3 20 18 10 16 10 16 0 10 23 23 10 18 16 7 15 2 16 22 20 16
split_gain=2.43115 2.00671 2.03421 1.98667 1.7637 1.90319 2.65871 2.60441 1.61131 1.39465 4.40879 3.76258 1.98791 3.87321 2.21198 2.51987 3.13349 2.27094 2.07357 1.92545 2.45013 1.89823 2.50158 2.05056 1.87244 3.43596 1.81881 1.7404 1.74009 1.57383
threshold=18.634956423400002 12.851036860900001 11.075258771650001 39.256147742250008 0.083495000000000028 187.94830913940004 6.8443800584500005 24.545953118950006 162.13109061465002 93.281431752200021 41.942745071500006 13.036600629150001 64.407391431150018 20.894951138500005 66.964115113200009 19.974953289850003 96.531777631850005 66.351146659450009 0.080770000000000022 0.092835000000000015 62.837331883000012 13.893471991850001 22.584947186600004 24.761435049050004 30.046989284200006 90.745765132650021 22.584947186600004 -0.059424999999999999 40.316494640950005 22.564947233300003
decision_type=2 2 2 2 2 2 2 2 2 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 -6 7 -7 -4 12 -11 -12 18 14 17 24 -17 -14 -2 20 21 22 -20 -23 27 -26 29 28 -16 -13
right_child=9 3 8 4 5 6 -8 -9 -10 10 11 26 13 -15 15 16 -18 -19 19 -21 -22 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0019782291479866817 0.0021556178817591894 -0.0034410250055118144 -0.0033662290502063817 -0.0025945574044001292 0.002018369770855866 -0.0036005148471680336 -0.0030336892030057329 0.0012945985879255725 0.00047291417534813299 0.00065418820059387798 0.00019048305056370917 -0.0028225521217934623 0.00041259701686831871 -0.0023183609767653416 -0.0022062422727379097 -0.0038342537004307747 0.0014124772698224917 0.0029306236040389801 0.001575614183831435 0.0013832914103583675 0.0025919406947661132 -0.0033129141047929956 -0.0012550621055721725 0.00076351674929885332 -0.0039111916385554972 0.00026001035967103956 -0.0036926760658460601 0.0019054607475259891 0.0012398680950797621 0.0010519810859853126
leaf_weight=3.8615819624101269 13.48266091942787 2.8084198852302533 1.0663083540857758 3.4502301902393837 3.032011720002628 1.2762445900589208 3.2880354044027627 5.3576867231167853 37.376032154716086 45.457045739749447 10.271042413776742 2.0457847053185088 7.2102801352739316 4.9446808323264113 2.3779629487544325 3.0190011123195282 1.6802394464612005 6.4216537326574326 6.5759412497282081 22.960903227329254 3.1196660324931136 3.4385343603789797 5.3852750211954117 1.7739395871758459 2.1508008772507337 14.48691013175994 5.3143607380334288 10.882157456129788 3.342956654727459 1.9341660607606175
leaf_count=963 131 135 172 273 42 23 105 101 663 351 161 26 45 41 28 51 7 33 32 123 21 51 33 9 44 127 150 56 20 17
internal_value=0.000305433 -0.000222424 0.0001524 -0.00104774 -0.000638011 -0.000116894 -0.0007694 0.00035287 0.000366425 0.000487578 0.000128111 -0.00109415 0.000693959 0.000285174 0.000534799 0.00015251 -0.00195826 0.00159877 0.00110116 0.000772473 8.13638e-05 -0.000374692 0.000301164 -0.0019256 0.000450908 -0.000279212 -0.00251378 0.00118255 -0.000192545 -0.000939617
internal_weight=239.793 61.5166 42.3039 19.2126 16.4042 12.954 9.92197 6.63393 38.4423 178.276 65.0224 19.5654 113.254 56.5166 51.572 37.94 4.69924 13.6319 56.7369 43.2543 20.2934 17.1737 11.9612 5.21247 33.2408 16.6377 9.29431 16.6031 5.72092 3.97995
internal_count=4034 2477 1798 679 544 271 229 124 835 1557 705 354 852 452 411 333 58 78 400 269 146 125 65 60 275 171 193 104 48 43
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=16 19 20 17 17 18 23 6 19 5 23 3 20 18 23 8 22 0 23 22 9 18 22 16 2 18 15 7 7 22
split_gain=1.95206 1.6786 2.15522 1.68796 1.52676 3.17989 1.42879 1.49156 1.43083 1.40026 1.28219 1.24474 3.7183 3.23511 1.62744 2.0979 1.6148 2.1811 1.42231 2.98482 2.01956 3.1883 2.12918 2.1036 1.95331 3.24664 1.31682 1.29471 2.21886 1.22621
threshold=18.634956423400002 12.851036860900001 39.256147742250008 162.13109061465002 236.15709471040003 15.289002683150001 0.12535000000000004 11.075258771650001 12.551012654050002 13.154029769200003 0.11922500000000003 93.281431752200021 41.942745071500006 13.036600629150001 0.080770000000000022 8.6432548896500023 -0.086139999999999994 85.995710218650018 0.093325000000000033 0.070580000000000018 204.68881850780005 13.946975448150001 -0.026144999999999998 22.594947163200004 90.745765132650021 13.86460725495 29.593577021650002 22.516377366000004 22.105125139000005 -0.070909999999999987
decision_type=2 2 2 2 2 2 2 2 2 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 -1 5 -4 7 8 -5 -9 -11 14 -13 27 15 -2 17 -15 19 20 21 23 26 -16 25 -20 -23 28 -14 -26
right_child=11 2 4 6 -6 -7 -8 9 -10 10 -12 12 13 16 18 -17 -18 -19 24 -21 -22 22 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.0036149409880221082 0.0017522676249543219 -0.0038114182275192244 -4.244353169829739e-05 -0.0034733225310209638 0.0018227357393931646 -0.0037743409961386886 -0.0036915169728214407 0.0026668076457382001 0.0011473737415569477 0.00019618486000520151 0.0033144404503267864 0.00061844077966261349 0.00038153221341262938 -0.0037874510082659702 0.0013100982653630982 -0.0013094242760405509 -0.004188731482044932 0.00095969004286329854 0.0012481105892204643 -0.0030317500188539099 0.0011338518588621816 -0.00032777294709286588 0.001227478272548106 -0.0015597633960746562 0.00047098141302914554 -0.0037446869126680519 -0.0040878748343979266 0.0021957903810884381 -0.0041041014117037065 0.0017529290912420043
leaf_weight=1.312869815272278 23.005577636882666 2.7706164709525209 9.4420661060139519 2.1075020092830523 2.4635591688565901 3.529901150148361 1.0102607911685471 3.1831688641104838 1.1743338006781412 32.269823115551844 1.5554054677486409 43.823568530846387 5.7594438719097543 2.0526222405023873 10.372887849807741 2.8280276954174033 4.1564950831234437 2.3203061074018478 3.4669807702302924 3.317778041586279 17.383572957478464 1.3861764222383497 1.5837025027722109 3.9757977351546279 14.548362028785048 2.538866032846272 4.2972017722204328 2.5347194536589086 1.5817553452216087 19.856228126212955
leaf_count=295 200 135 367 759 48 129 41 31 67 599 6 351 112 79 59 21 101 13 19 52 111 11 12 26 113 36 87 23 26 105
internal_value=0.000281508 -0.000234568 -0.00108718 0.000129703 -0.000598191 -0.00105796 0.000248738 0.000347539 -0.00181991 0.000539744 0.000339573 0.000465286 8.70311e-05 -0.00117827 0.000682108 0.0014171 -0.00269161 -0.00126859 0.000452589 2.27593e-05 0.000282615 -0.000401957 -0.00221228 0.000514904 0.0009027 -0.000862507 -0.00317079 0.000128742 -0.000584955 0.00121084
internal_weight=231.61 60.8195 18.2061 42.6134 15.4355 12.972 41.3005 40.2902 3.28184 37.0084 33.8252 170.79 62.2289 18.4053 108.561 25.8336 8.52942 4.37293 82.7276 42.3171 38.9993 21.6158 7.26708 14.3487 40.4104 6.00585 5.68338 9.87592 7.3412 34.4046
internal_count=4034 2477 679 1798 544 496 1503 1462 826 636 605 1557 705 354 852 221 193 92 631 358 306 195 110 85 273 55 98 161 138 218
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=16 19 20 17 18 17 12 4 16 23 6 19 5 23 2 9 18 18 13 16 19 22 23 17 23 0 16 16 21 10
split_gain=0.474855 1.14858 1.43509 0.926105 2.30384 0.905229 0.829917 1.2709 0.798206 0.771802 0.711282 0.871321 0.853824 0.726328 0.666937 0.661448 1.38697 1.38451 0.887065 0.861353 1.17362 1.02235 0.591736 0.721681 0.71826 0.64224 0.590313 1.02623 0.754145 1.57344
threshold=18.634956423400002 12.851036860900001 39.256147742250008 236.15709471040003 15.289002683150001 162.13109061465002 203.99417607120003 195.50296729855003 18.484956774100002 0.12535000000000004 11.075258771650001 12.551012654050002 13.154029769200003 0.11922500000000003 81.787075821300007 205.88909726980003 15.706391932950002 14.738651916450001 98.050756475600011 14.934965075550002 10.550851274900003 0.066710000000000019 0.10065000000000003 187.61467154115005 0.094375000000000028 96.959242474650011 18.734956189500004 18.684956306450005 1.0000000180025095e-35 66.964115113200009
decision_type=2 2 2 2 2 2 2 2 2 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 7 14 -9 10 11 -7 -12 15 -4 18 17 -17 -14 20 -18 -22 23 24 25 -20 27 -2 -28 -30
right_child=26 2 3 -5 -6 9 -8 8 -10 -11 12 -13 13 -15 -16 16 19 -19 22 -21 21 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.030455617432068937 0.00044718111532302652 -0.031607839492317526 -0.0014769290648632715 0.014790433238411428 -0.031308781495234736 -0.029297330414422226 -0.029997921156516016 0.022094181878778596 -0.010171404111084378 -0.030163292416899468 0.021127726626810686 0.0095512596408630183 -0.029730130045740027 0.025915994834373294 -0.030655766572391843 0.0019185888053994626 0.024743431717464487 -0.033306893391981091 0.0072287569463622085 0.017813928098478288 -0.026881818133750526 0.0049144384551789459 -0.0082377547191207282 0.019312350204385459 0.021231310561826807 -0.0095043238649769324 0.0078887072493487691 0.023536963270735248 0.0021252450854835373 -0.0070006156364112553
leaf_weight=0.70536407679901358 3.6347077600657931 1.870484120241598 2.0686920811422156 1.6821061192313198 2.5531933214515448 1.1779053418140453 0.67039680806919921 2.740885008242913 0.80320147122256447 0.5879066078341556 2.1511562893865657 0.77580542914802197 0.56763523202972166 1.0318374410271633 0.91548992579919275 1.5945705687627181 0.91013853438198555 2.0872704433277249 4.9185496864956786 2.3003345960751176 1.7251707148971038 1.5601503979414699 1.9263211591169227 3.7055947181652291 1.7141247331164775 2.9867812655866146 13.417199214105493 2.7313754358328879 103.69522945734207 17.957206787541509
leaf_count=295 39 135 47 48 129 759 89 71 21 41 31 67 158 6 139 19 11 53 175 28 60 11 18 31 14 21 176 29 1084 229
internal_value=0.00106848 -0.00145284 -0.00849514 -0.00471413 -0.00807849 0.00143658 0.000160732 0.00325777 0.0147818 0.00214575 0.00275585 -0.0138708 0.00386909 0.0024955 -0.0104284 0.00156591 -0.00409444 -0.0180511 0.00520767 0.00381624 -0.00385858 -0.0117822 0.006508 0.00863971 0.0045284 0.000906687 0.00188371 0.0103539 0.0014845 0.00077817
internal_weight=187.167 45.7311 13.3044 11.434 9.75186 32.4266 7.19867 6.52827 3.54409 31.7213 31.1333 1.95371 29.1796 27.0285 2.98418 25.9966 10.1776 3.68184 15.819 6.49579 4.19546 3.28532 15.2514 13.3251 9.61946 7.90533 141.436 6.36608 135.07 121.652
internal_count=4034 2477 679 544 496 1798 367 278 92 1503 1462 826 636 605 186 599 182 72 417 110 82 71 259 241 210 196 1557 68 1489 1313
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=16 5 20 14 20 3 20 18 10 16 6 21 23 2 5 16 5 13 21 23 16 6 17 22 9 2 18 22 20 18
split_gain=3.81203 2.48516 2.1579 2.69556 2.15767 1.94518 5.73641 4.40968 2.43648 4.16854 2.22578 2.79108 1.98252 1.96426 4.00833 2.22581 2.83783 3.24429 3.93882 1.97143 1.93636 1.88111 1.82804 2.17849 2.58978 3.64748 2.94467 1.94541 1.80776 2.74083
threshold=18.594956516900002 18.393720489900002 38.244973486750006 179.09836080685002 47.927946529500012 93.281431752200021 41.942745071500006 13.036600629150001 64.407391431150018 20.959950986500004 16.235379337050002 11.065329869750002 0.080770000000000022 154.31016903475003 20.120233242600005 18.734956189500004 20.305669781650003 107.94965931190002 1.0020322129000003 0.081280000000000019 22.584947186600004 5.1651206822000004 179.91109285790003 0.04932000000000001 206.08934059370003 166.67665309880002 15.042884401850001 -0.044409999999999998 41.257403903850005 13.455547561900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 8 -7 -8 12 10 11 13 -2 15 -15 -10 17 -17 19 -19 -9 -4 27 24 -24 26 -26 -23 -14 -30
right_child=5 4 21 -5 -6 6 7 20 9 -11 -12 -13 28 14 -16 16 -18 18 -20 -21 -22 22 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.00036620877868740414 0.0016457495729240771 -0.0016134156636751443 -0.0023115735329427671 -0.0022474119064856937 0.0010530730489860341 0.00055013484257373482 0.00010436520602077789 -0.00075762567307594128 0.0016781073529746479 -0.0019591337906968375 0.0014481419759106828 -0.0019001765752281077 0.0012157901753625301 0.00050921006965056999 -0.0023349680921533884 0.0011116987552973591 0.0018618751192024257 0.0014845244401716234 -0.0019480646407020602 -0.00066765858432592284 -0.0027546911348245505 -0.0028349396501397518 0.00067122288696876533 0.0015010685291766131 0.00071369780851036923 0.0005702642925931342 -0.0025158612436606718 -3.3806851917240466e-06 0.0015624963574615851 -0.00010273071561838409
leaf_weight=3.7033724943175894 14.836075454950331 9.4543463909067196 1.5434031834010955 4.6094012612011284 1.8958769803866733 51.320555412210524 12.104840410407634 4.3353076805360597 8.2567522600293142 4.0309174805879584 9.5452499091625196 2.962812775745987 19.79061134532094 7.7027811054140312 3.8761841133236885 8.8673478662967735 5.2387830037623635 4.3007650151848775 6.6324898349121204 4.5668257866054773 6.0559251215308905 1.9348687306046484 21.831339761265554 7.7198861005017525 1.9898694753646831 7.5127060224767774 5.615017106756568 3.6345353577053165 6.8481426239013699 20.664840556681156
leaf_count=50 131 712 497 360 24 351 162 43 38 32 49 51 97 38 54 35 25 20 95 29 150 107 240 80 12 143 116 121 35 137
internal_value=0.000263839 -0.000189041 -4.13793e-06 -0.00108303 -0.00116802 0.000424066 0.000129101 -0.000831408 0.00059401 0.000288719 0.000434981 0.000250439 0.000918173 0.000379315 -0.000442909 0.000630761 0.000338671 1.11957e-05 -0.000618384 0.000376146 -0.0019215 0.000169063 0.000245272 0.000398926 0.000168651 -0.000557113 -0.00167083 -0.000987094 0.00068998 0.000311754
internal_weight=273.382 71.4446 60.0944 8.31277 11.3502 201.937 73.8166 22.4961 128.121 65.9809 61.95 52.4047 62.1397 49.4419 11.579 37.863 29.6062 24.3674 15.5001 8.86759 10.3912 51.7816 50.2382 44.6688 36.9489 15.1176 7.60489 5.5694 47.3036 27.513
internal_count=4034 2462 1726 410 736 1572 706 355 866 466 434 385 400 334 92 242 204 179 144 49 193 1316 819 591 511 271 128 228 269 172
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=16 16 6 20 18 0 7 10 5 21 21 19 20 21 9 9 6 6 2 3 22 8 5 21 6 23 15 21 2 18
split_gain=2.82785 2.12339 2.30542 1.90563 1.87135 1.87018 3.23022 1.82629 2.6527 1.94229 1.79502 1.58679 1.48545 1.36268 1.3444 1.44102 1.34279 2.51166 1.47262 1.46029 1.67827 1.32938 1.49909 2.10615 2.29001 1.3007 1.1948 2.98046 1.83325 1.33448
threshold=18.594956516900002 15.584963555600002 11.075258771650001 36.728658719300007 18.273715221050001 85.732241321850012 22.721067571950005 71.015621515800021 19.234448447350001 12.263428102400001 5.7087410616000005 12.551012654050002 40.280372415600006 0.59096247755000009 181.33671263215004 186.68586460755003 16.525386113000007 16.475384944750001 90.745765132650021 108.47659710545001 0.11704500000000002 8.4434108459500017 30.284449345300001 0.66785492670000013 16.605387982250004 0.083495000000000028 46.074827201850006 15.285239689500001 310.17567643235003 13.893471991850001
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 16 8 -3 -10 11 -9 -13 -8 -7 -16 17 18 -2 21 -21 -18 23 -23 -25 -14 28 -28 29 -17
right_child=5 4 3 -5 -6 14 13 10 9 -11 -12 12 25 -15 15 26 19 -19 -20 20 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0021355243982894936 -0.0018631896371863359 0.0013318710324735775 -0.0030998407367623933 0.000581199867759778 0.0027388374651324231 -0.00078764559521875982 0.0010697984155995164 0.0018966946719277131 -0.0030424205061440864 0.0023467000319875929 -0.0030599802564405644 -0.0031522069955938728 -0.0030925327190153935 -0.0031667369587541155 0.0018315291260237933 0.00084734799274693753 0.0017462720392205893 -0.0036109269949884627 0.0013727338308542425 -0.0030334526981854997 0.0029220676258207368 0.0012946202105810704 0.0019996767556824434 0.0011974410451938194 -0.0034359397758388301 0.00034053442949687397 -0.0017755003114867842 0.0019514145459836464 0.0022675798370778333 0.00026092097130553079
leaf_weight=3.0529283330542958 1.7676208317279876 4.9669870615471208 1.1845484354998905 32.465462359774392 1.1150591340847302 5.1597431534901252 0.74800823628902335 1.3775071687996367 2.6765055134892468 0.68192781577818085 4.9346058763330793 2.6424729217542335 1.186167089268565 3.5218012044206262 8.5142277963459474 80.485340751707554 8.0728854178451055 1.9140552934259174 3.2332984069362283 1.610022020991891 0.50516094639897335 2.9344892613589746 2.6342170909047127 1.2965366560965779 2.6154137044213712 3.6764470832422376 4.9802231490612021 2.6831745579838753 5.7080898806452742 51.847474042326212
leaf_count=908 16 56 76 535 17 54 6 17 356 18 267 84 85 123 58 440 70 36 32 90 2 15 14 6 47 43 71 10 60 422
internal_value=0.000349207 -0.000190609 0.000236423 0.00045162 -0.000864507 0.000519355 -0.000123048 -0.00104596 8.7216e-06 -0.00194816 -0.00168146 -0.000915635 -0.00143182 -0.00242456 0.000643716 0.000691606 0.000246615 -0.00083391 0.000228967 0.000626497 -0.00161112 0.000896127 0.00017222 -0.000530908 -0.0019003 -0.000496915 0.000624994 -0.000470601 0.000685817 0.000617588
internal_weight=250.192 59.9606 36.7029 33.65 23.2577 190.232 30.8535 22.1426 8.32542 3.35843 13.8172 8.88259 7.50509 4.26981 159.378 154.219 26.5837 6.91497 5.00092 19.6687 2.11518 17.5535 9.48066 6.84644 3.91195 4.86261 145.704 7.6634 138.041 132.333
internal_count=4034 2462 1519 611 943 1572 457 926 430 374 496 229 212 129 1115 1061 328 84 48 244 92 152 82 68 53 128 1003 81 922 862
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=9 22 20 4 23 22 0 7 9 0 6 15 21 21 15 22 22 17 6 6 8 22 16 8 21 21 7 19 12 5
split_gain=0.505574 1.2682 1.34435 1.48381 1.43484 1.53575 1.05839 1.18706 1.00772 1.23888 1.85749 1.13755 0.972834 2.00693 0.942589 0.78713 1.22302 0.64472 0.728858 0.618323 1.11332 1.28189 0.898475 0.701949 0.968079 1.4478 0.759984 0.652433 0.833641 1.4552
threshold=181.33671263215004 -0.59260499999999994 47.927946529500012 375.65892766775005 0.13377000000000003 0.11704500000000002 90.767723400200012 21.844899366700002 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 15.803805445550003 9.5720034845500006 26.912781836550003 -0.094519999999999993 -0.073609999999999995 187.61467154115005 16.545386580300001 18.080422446150003 8.8430989333000021 -0.08786999999999999 22.714946882600003 8.7431769115000026 16.172025809700003 19.928892922550002 23.756021375100005 14.651182102100002 149.09269374785001 19.925387549600003
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 5 17 -4 -8 12 10 -10 -12 13 15 -7 -2 -17 -3 -19 20 22 -22 23 24 27 -26 -25 28 29 -11
right_child=8 2 3 -5 -6 14 7 -9 9 19 11 -13 -14 -15 -16 16 -18 18 -20 -21 21 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=0.027708874945679366 0.029986757031060539 -0.035034219856014584 0.024165583722722535 -0.032332755545627083 0.017926592721746844 -0.031030269843255336 -0.036113755618747988 0.012903818921626004 -0.034472446296817172 0.0012162205625000126 -0.033218593923519446 0.0025989825086654532 0.029598247523823784 -0.014452204431477902 0.02864530822549027 -0.001252401736447137 0.027336499072008504 -0.034483159500445795 0.0044759363420254555 0.017114712286083029 -0.00014628440017075436 -0.028769372845996895 0.022834001920111494 0.00022439483307785661 -0.039343540496858141 0.010017049977376076 0.019851285081847945 0.013921050270438818 -0.00099902143575047488 0.013099859305763963
leaf_weight=1.0649395074287884 2.1669351336313394 3.5714373690425401 2.6311530210077763 0.85670737411419384 1.0493079011794177 0.35161889829032567 0.73817037304979738 1.2320465363227411 2.1918309709290025 40.869047625630628 0.95856259716674674 6.1046608246397227 1.9560719728469838 3.1637673256918779 0.83358577731996775 4.0637504307087493 2.1314000841230172 0.80183437674713776 1.0186638206942005 2.3718270044773808 3.7290139361284673 2.4045624220743766 1.8960009962320317 3.4202871471643439 1.3217314072826405 0.95732289159786876 3.9979905663058162 3.8263439591974011 73.628204759268556 12.594677083194254
leaf_count=71 33 714 19 190 14 156 31 107 112 718 50 100 13 30 12 41 24 197 15 18 33 34 15 18 31 18 28 27 1030 135
internal_value=0.00118827 -0.00436786 -0.00697856 0.00460302 -0.0152672 -0.0205629 0.0114799 -0.00546133 0.00164073 0.000965575 -0.00989016 -0.00226188 0.00966686 0.00628426 0.0109411 0.0141298 0.00858342 -0.0274879 -0.0126835 0.00163087 0.0013838 -0.0113675 0.00193261 0.00165078 0.00114111 -0.0186095 0.0108021 0.00148493 0.00111052 0.0040157
internal_weight=187.903 14.1495 13.0845 5.45808 7.62645 6.57714 4.60137 1.97022 173.754 160.272 9.25505 7.06322 13.4819 11.5259 1.1852 8.36209 6.19515 5.39194 1.8205 151.017 148.645 6.13358 142.512 140.616 133.197 2.27905 7.41828 130.918 127.092 53.4637
internal_count=4034 1526 1455 347 1108 1094 157 138 2508 2367 262 150 141 128 168 98 65 926 212 2105 2087 67 2020 2005 1959 49 46 1910 1883 853
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=8 20 4 22 16 10 0 15 22 23 16 15 10 20 6 22 22 20 20 9 23 15 12 22 16 21 16 23 2 15
split_gain=3.09197 4.48322 3.4976 2.34064 2.09489 1.81984 4.4394 2.95549 2.65612 2.99386 2.32527 1.95436 2.09759 2.93056 2.86482 2.47361 3.41017 2.52892 2.3899 2.09576 1.85962 1.80246 2.65304 3.24814 2.07098 1.78934 2.42744 1.75303 1.68878 1.68656
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 -0.16276499999999997 21.094950670800003 66.590419433100024 90.407470010750018 38.62622401090001 -0.059424999999999999 0.083495000000000028 19.974953289850003 46.074827201850006 65.611820673600008 38.478081868400004 16.465384711100004 -0.079634999999999997 -0.083424999999999985 40.984321400500008 42.719328117250008 191.98656730705002 0.12535000000000004 41.492094664050008 216.11788648010003 -0.016334999999999999 22.674946976100003 15.285239689500001 23.044946110900003 0.087715000000000029 211.52504573410002 32.393814985100008
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 6 11 8 9 -7 28 12 13 -2 15 16 17 -15 27 -19 -11 22 23 24 -16 26 -13 -17 -10 -5
right_child=5 2 -4 29 -6 7 -8 -9 10 20 -12 25 -14 14 21 18 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0028780558892086698 0.0018312688647802791 0.0020201834375796254 -0.003042443183773059 -0.003106374727078972 0.001681591765035604 -0.0019121864636619499 0.0025618449305287012 -0.003095276966336981 0.00095452363710793844 0.00013289611799531011 -0.0017056821356567745 -0.0020783057991225181 -0.001048410447825659 -0.001270023346329305 0.00060362101572418935 0.0026820638419328192 -0.00231199303851101 -0.00075876626110964608 -0.00035125221128204766 0.0015267765893252083 -0.0030838060417474251 0.00075794574313417528 -0.0026947262793189878 -0.0028050246913031026 -0.0013217547654345121 0.0012135543957331216 0.0018550047416204122 0.0011832263951631584 -0.0014907430349581242 0.0033088029272926697
leaf_weight=6.9011899791657951 14.449789855629204 6.2898342853877693 1.8006214570486907 1.3417216131929288 0.87177295237779606 7.2002590543124816 8.3949329331517202 2.1525835441425434 41.1888870713301 40.351489660912193 2.9782664394006124 6.3743549475911987 5.783750668168067 4.1788170188665452 21.258647282607857 10.654801838099969 3.2925562728196303 3.7929125409573343 4.5407051239162675 16.437664144672453 1.4294269587844599 16.696566903032362 3.3568358342163256 3.0488185179419842 5.3765955651178947 2.8969073453918099 1.486253462731838 13.702871121466158 2.2901312862522891 0.41129055619239796
leaf_count=1089 86 54 197 114 5 291 50 46 395 605 35 150 35 23 117 115 32 31 22 84 43 97 57 44 49 20 10 66 71 1
internal_value=0.000327968 -0.000793278 0.000449163 0.00123086 -0.00236667 0.000409148 0.0006053 0.000116252 0.000188687 -0.000261606 0.000663444 0.000485696 0.000582085 0.00066016 0.000501022 0.000927462 0.000335686 0.000692828 0.00149474 0.00109827 2.28449e-05 1.57417e-05 -0.000359316 -9.52156e-05 0.000214964 -0.000648412 -0.00133461 0.00183886 0.000825726 -0.00160125
internal_weight=260.931 17.6164 9.84347 8.04285 7.77296 243.315 145.724 97.591 95.4385 48.9812 46.4573 137.329 126.571 120.788 106.338 56.6003 27.7019 24.4094 28.8984 20.2306 41.7809 49.7375 33.0409 29.6841 26.6352 10.7575 7.86061 24.3577 43.479 1.75301
internal_count=4034 1460 366 169 1094 2574 1088 1486 1440 939 501 1038 858 823 737 373 170 138 203 115 648 364 267 210 166 180 160 181 466 115
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=9 20 23 4 22 9 0 16 12 10 0 22 16 10 20 13 16 10 5 7 17 9 20 9 15 13 18 9 6 5
split_gain=1.75751 2.1151 2.91057 2.70023 1.87452 1.81295 2.16179 2.71083 1.68203 1.68154 3.07454 2.30981 2.73699 2.27711 2.32928 2.97042 3.07719 2.07896 1.99765 2.25588 1.80542 1.89757 1.93767 3.54419 2.82241 1.83465 2.01905 2.07126 1.60985 1.51285
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 375.65892766775005 -0.16276499999999997 186.68586460755003 85.732241321850012 22.664946999500003 143.62136700335003 66.964115113200009 90.407470010750018 -0.059424999999999999 19.974953289850003 65.611820673600008 38.478081868400004 115.68166489510001 22.454947490600002 62.837331883000012 19.749058312400006 24.545313225450005 204.12988953870004 211.98908248575003 39.792680591700012 194.43273554075003 29.329759478700002 108.49810477050001 14.642476607400001 206.08934059370003 14.415336812050002 29.996566321350006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -2 7 -7 -4 10 13 20 18 14 -8 -16 -17 -18 -13 -20 21 22 23 -11 25 26 -24 -28 -22 -9
right_child=5 3 8 -5 -6 6 9 29 -10 11 -12 12 -14 -15 15 16 17 -19 19 -21 28 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0027651953945169892 0.0014240814684492299 0.00228905028665383 0.0016775165347942124 -0.0035175105621313022 -0.0019806365714571529 -0.0036902381336442768 0.0023379146189215858 -0.00090437591800550073 -0.0023996792111238216 0.0014474677647260052 0.0025766596363994373 0.0010098436014933253 -0.0030221782335945004 -0.0017706545037441336 -0.0023901391782417489 0.0033876304850801019 0.00031901356333425494 0.0028323315171386188 0.0020393287768226231 -0.0040011469515399793 -0.0008838552581057216 0.0015012038692951222 -0.0038795257309891308 -0.0031506968904457169 -0.0027915947969920927 0.0029815321977476926 0.001521412051847683 -0.0018145988422435231 -0.0038008185810232448 0.0021546373480664156
leaf_weight=7.3546167216845806 16.906795803108253 5.7551350706489757 3.5648642446612939 1.3795372672611845 1.3550099565763938 3.0469977364409706 7.7169018611311904 6.8432815331034345 1.5479042329825459 2.5535592135274836 8.3582924827933294 35.994518973457161 2.1054809158667913 4.4505706876516333 3.7209269106388083 3.997744992375373 69.818233244586736 3.6963716298341742 1.0307496935129159 1.8308070600032804 7.3145741993212123 6.3010126986773676 1.2004311252385402 5.9640087820589542 2.9178420254029325 3.0460268035531035 7.2197157160262559 2.7380470088683069 2.7870739689096808 2.3054190278053284
leaf_count=1033 141 54 46 197 115 134 47 112 81 33 56 405 31 30 32 63 429 28 5 54 249 103 39 142 123 13 109 57 57 16
internal_value=0.000309298 -0.0005933 -0.00144949 0.000664038 0.00147536 0.000397745 0.000309645 -0.00102214 0.000443135 0.000397552 0.000678949 5.25726e-05 0.000604528 0.000509125 0.000623193 0.0004603 0.000597133 0.000445385 0.000801047 -0.00182533 -0.000485194 -0.000104584 -0.000499211 -0.00177217 0.000134037 0.000735023 0.000121758 0.000604122 -0.00168865 -0.000133522
internal_weight=234.822 20.9571 12.4674 8.48968 7.11015 213.865 196.959 12.1957 5.11277 184.763 101.759 83.0038 40.9616 93.4007 88.9502 81.2333 77.5123 73.5146 38.8561 2.86156 42.0423 31.9406 25.6396 8.51757 17.1221 14.2042 11.1582 9.95776 10.1016 9.1487
internal_count=4034 1526 1160 366 169 2508 2367 262 127 2105 685 1420 495 629 599 552 520 457 464 59 925 619 516 175 341 218 205 166 306 128
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=16 23 13 22 8 16 7 17 20 2 22 23 10 3 22 9 9 15 9 15 6 10 7 21 7 13 4 5 20 9
split_gain=0.509494 0.831801 0.816401 0.537905 2.06862 1.48734 1.26978 3.36463 1.54101 1.26722 1.45367 2.86685 1.57673 2.73685 2.15636 1.75775 1.75002 2.06832 1.73468 1.62808 2.31772 1.75622 1.54356 1.53664 1.29231 2.1471 2.09547 1.47516 1.97594 1.45144
threshold=12.644970430600003 0.093580000000000024 95.986020631400024 -0.037054999999999998 8.9430209551500024 22.654947022900004 23.9417051038 198.89195247110004 41.806790701050012 41.467794892200004 -0.053159999999999992 0.093325000000000033 70.206395618550019 83.538459487450012 -0.06483499999999999 194.04304600165003 206.75106037490002 24.006097767650004 215.54845996915003 42.246988155050012 16.395383075500003 69.999384342500022 22.977992916200005 7.1067965614000004 22.381996090050006 116.60649449195002 198.14603809685002 21.850554661550003 42.67709657435001 198.74336288960004
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 6 7 8 -5 -2 12 -12 14 16 18 -16 -14 -18 19 21 -21 24 -22 -24 25 -11 29 28 -28 -26
right_child=3 2 -4 4 -6 -7 -8 -9 -10 10 11 -13 13 -15 15 -17 17 -19 -20 20 22 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.022730813459433809 0.021698160072475822 -0.029711862659074589 0.013967521335349432 0.0073638822675009879 -0.018594655212467396 0.016181399735187677 0.0067851750033699441 -0.038949142977711258 -0.010115538114167533 0.0054695136377496869 -0.00078373152755145052 -0.035602244665614007 0.0055921473058444934 -0.022438299058536004 -0.0015063799728109656 0.023429025670068826 -0.024521508991796653 0.0014984380688343824 0.016919384276161003 -0.032483600727288571 -0.020545426782479094 -0.025917403055921724 -0.015715954989084298 0.010160113740753006 0.017052808589848933 -0.018172884901986812 -0.0011492770250448006 0.0064237191256861842 -0.026842167339335293 0.00076566351817003171
leaf_weight=1.7501623323623783 2.0650408435612908 0.42149569382308971 1.3958537573926149 10.810480345477123 3.0157499960623673 7.489247750490903 26.652410187729402 1.744580628350376 5.8976288363628546 6.2861321791424398 6.1682429099455458 2.5199837700929493 13.572195407090481 5.4303410435677497 3.2439601209480298 6.2779355731327087 4.0987074108561483 5.2998242657631636 4.9190337867476037 2.4913894175551823 2.8916331644868469 1.661878089478704 2.4361568298190814 6.0436408465029672 12.936081798747184 5.4047657734481618 12.22344612516463 14.360697290394453 2.7795677091926327 6.0875936821103087
leaf_count=798 20 121 25 153 63 74 343 34 199 254 39 32 340 333 26 51 115 95 54 64 54 20 54 36 152 217 101 93 32 42
internal_value=0.00109901 -0.00919672 0.00383701 0.00129775 0.00355961 0.00482993 0.00294514 -0.00260127 0.001194 0.000324194 -2.29861e-05 -0.0108827 0.0007736 -0.0048771 0.00255591 0.0149339 -0.000725589 -0.00984888 0.00109218 6.24004e-05 -0.00845583 0.00197504 -0.00319153 0.00272619 0.0027466 -0.0054605 0.00472952 0.000122305 -0.00590933 0.0118409
internal_weight=188.376 3.56751 1.81735 184.808 55.6101 52.5943 45.1051 18.4527 16.7081 129.198 127.133 8.68823 118.445 28.4011 90.0439 9.5219 22.9707 9.39853 80.522 75.603 13.8628 61.7402 11.3714 8.4798 60.0783 11.6909 48.3874 29.3637 15.003 19.0237
internal_count=4034 944 146 3090 866 803 729 386 352 2224 2204 71 2133 883 1250 77 550 210 1173 1119 208 911 144 90 891 471 420 226 133 194
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=16 15 20 16 17 4 2 15 21 16 10 0 0 21 7 16 16 20 6 20 22 20 22 5 15 2 16 9 20 5
split_gain=2.52502 2.80044 2.13112 1.79495 1.79159 1.80495 1.62036 1.48576 1.7525 2.25798 1.52476 3.19106 2.95137 4.07414 4.24731 2.02192 2.5658 2.26208 2.92365 2.48741 2.87832 2.21673 1.98888 2.12435 1.86144 2.5479 1.95444 1.84566 2.66277 1.86917
threshold=18.684956306450005 34.040719645900005 38.244973486750006 18.734956189500004 162.13109061465002 393.99831167250005 83.777728670400009 46.074827201850006 15.285239689500001 23.044946110900003 66.590419433100024 90.407470010750018 96.163458868000006 1.0000000180025095e-35 24.175586727800006 20.784951395750003 20.664951676350004 38.478081868400004 16.465384711100004 40.241071441700008 -0.044409999999999998 42.719328117250008 -0.102645 21.850554661550003 41.492094664050008 192.44078413960003 22.674946976100003 200.17144541975003 36.79544512155001 13.955288807050001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -6 -1 10 9 -9 11 15 13 -12 27 16 -5 -17 19 20 -19 -21 -23 -24 25 26 -20 28 -15 -30
right_child=3 -3 4 7 5 -7 -8 8 -10 -11 12 -13 -14 14 -16 17 -18 18 24 21 -22 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00011537927087041504 0.0025327881345276527 -0.003497679982257528 -0.0031863543354546764 -0.00017904833105554567 0.00034498511628624926 -0.0031130159048330395 -0.002419545929423074 -0.0020799714812460603 0.0013879206656615525 0.0021513448495454161 0.0011870748661600373 0.0026159460074660331 0.0012293812508018683 0.0020212252653274872 -0.0035139527407897172 0.0017134527184731287 -0.0050805456145268952 -0.0025212769574842206 0.00025039209627328226 0.0016512046640045914 0.0012042177271975522 0.0024093000222682789 -0.0017296459597539999 0.00091891254996899453 0.0008201876325482359 -0.0028962108436459675 -0.0016452572553563012 0.0013530604442486133 0.00038960242992067682 -0.0041891006397915343
leaf_weight=3.7249108334071916 3.7799081495031706 2.0546738719567648 1.3236432899138879 5.9178196717984966 54.65126169892028 1.32767270162003 5.1719674688065425 6.1357594341970962 2.7949699303135276 1.3150965133681891 6.9626982435584095 7.0623415783047667 10.854729928076265 1.3983732908964137 5.6755153611302367 15.800075873732565 1.0852901889011262 3.4853964224457741 22.875608840957291 32.798805696889758 3.6413513720035544 2.8296039439737788 5.0332917459309083 5.380320162512362 15.687737599946557 3.1921565160155287 5.8686064565554252 3.5983051061630249 1.115860063582659 2.4392784284427762
leaf_count=77 29 90 279 132 1295 287 488 152 20 10 43 49 43 7 109 93 14 23 133 238 21 22 35 36 97 59 69 21 11 52
internal_value=0.000350265 -0.000128453 -2.38797e-05 0.00053515 0.000183294 0.00026297 -0.00135823 0.00049149 -0.000590853 -0.00133313 0.000559648 0.000700136 -1.31733e-05 -0.00064968 -0.00154857 0.000590666 -0.000938646 0.000682523 0.000520917 0.000993261 -0.000617767 0.00124263 0.000230729 -0.000361236 -6.4204e-06 -0.000412466 -0.000136636 -0.000244216 -0.0014045 -0.00275197
internal_weight=244.983 68.2541 66.1995 176.729 57.3026 55.9789 8.89688 172.949 10.2458 7.45086 162.703 130.658 32.0448 21.19 14.2273 123.596 7.00311 116.593 100.793 53.1688 7.12675 46.042 13.2432 10.4136 47.6241 31.9364 28.7442 8.55182 4.95351 3.55514
internal_count=4034 2516 2426 1518 1861 1582 565 1489 182 162 1307 1021 286 243 200 972 146 826 733 375 44 331 93 71 358 261 202 91 70 63
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=6 17 15 13 22 22 22 17 12 0 6 20 9 22 3 5 20 3 4 2 16 10 21 3 9 14 21 20 4 9
split_gain=0.575698 0.686507 0.48646 0.970821 0.839867 0.578486 2.21632 1.38766 1.20186 1.40895 1.06232 0.663903 1.68753 1.48524 1.91466 2.52972 1.93189 1.28341 1.11936 1.43618 1.31656 1.05996 1.0085 1.39928 1.0078 1.0045 0.980498 0.882633 0.771685 0.812153
threshold=5.1651206822000004 159.58247398035004 46.683480308100009 117.56896250265002 -0.081629999999999994 -0.50001499999999999 -0.58559499999999998 197.01076493205002 199.78749241660003 97.991610396700011 13.835323260100003 42.719328117250008 173.06691919570002 -0.096529999999999991 93.394346993650018 21.723721974650005 43.157831852650006 89.356282881700011 313.22340827140005 213.11064599365002 22.564947233300003 72.187789260650007 6.9459996152000008 108.40938565220002 79.533469524200015 164.30896597920002 13.996357022800002 42.67709657435001 299.26394832300008 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -5 6 7 10 -9 -10 -3 12 -7 21 15 16 17 -15 19 27 -20 22 -13 25 -16 -24 -21 28 29 -14
right_child=1 2 3 4 -6 11 -8 8 9 -11 -12 13 18 14 24 -17 -18 -19 20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.027722339261952108 -0.03013850004098767 0.022839340228366024 -0.024328415028240701 0.0099088592467428682 -0.014893616921829835 -0.028200902800753342 -0.023866946110071049 -0.034126613371823065 0.020942302987343005 -0.029430121298655847 -0.0019199390119475634 0.017723130087747705 0.0084290036774121793 -0.0064317902823108758 0.014454087953179557 0.013558860265539612 -0.0020942189396471553 -0.042437034283170146 0.0002227037010871733 -0.025943318385291802 0.020615952359375949 -0.028802019732804149 -0.032725168816409023 -0.03750683318830679 -0.03158478203146791 0.0089174169995763497 0.0026041449320042547 0.019279105852811475 0.015415622681148183 0.0013024368527411816
leaf_weight=0.52375733345252129 0.52886417912668449 2.8678521126857941 1.6622945179697115 2.6888558311620723 1.6785548801999541 1.324173987697576 3.2095609274983863 1.142738926864695 1.1168650612235067 0.67393067094963033 2.4173928601667285 4.5874324635078665 13.691362026089335 1.2281823468511013 0.41154643194749896 4.8968264063587403 6.4188140744226985 1.9221353121101854 4.1623133857501653 2.2497091465629633 5.6473705787211657 0.62755738767737135 0.48132959753274907 0.65032361901830871 2.8679664746741764 4.9235511117731221 1.530066307634115 2.4205216122791162 3.4039415626320979 104.41437301400583
leaf_count=659 216 39 63 36 37 363 117 30 7 64 29 113 112 33 18 29 107 27 136 82 61 102 24 46 118 121 7 62 66 1110
internal_value=0.00108152 0.0011627 0.00125203 -0.00643435 0.000376365 0.00151053 -0.00447884 0.00309251 -0.0120817 0.00198563 0.0115148 0.00191831 0.00270928 -0.00186661 -0.00682719 -0.00252428 -0.0107545 -0.0284 0.00300691 0.00231898 0.011963 0.00594408 0.00799293 0.000621315 -0.0258074 0.00520895 -0.0143872 0.0028285 0.0025008 0.00212858
internal_weight=186.37 185.846 185.318 6.02971 4.36741 179.288 11.4283 8.21878 2.93353 1.7908 5.28524 167.859 138.844 29.0157 17.7455 14.466 9.56913 3.15032 137.52 127.71 9.80968 11.2702 10.6426 6.0552 3.27951 5.40488 3.77978 123.93 121.51 118.106
internal_count=4034 3375 3159 136 73 3023 286 169 101 71 68 2737 1999 738 332 196 167 60 1636 1439 197 406 304 191 136 145 89 1350 1288 1222
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 6 21 19 17 3 20 18 22 0 10 16 23 10 16 20 0 18 10 5 23 22 5 23 20 17
split_gain=2.35603 1.7417 2.14033 2.27957 3.50468 1.8248 1.80189 1.68869 1.47488 1.46517 4.83156 3.30901 1.84613 2.36799 1.83246 4.45959 2.12371 2.07623 2.73192 3.89561 2.76728 3.61309 2.25058 2.00275 1.88478 2.62745 2.50765 2.11489 1.58357 1.49828
threshold=18.594956516900002 12.851036860900001 39.952536079750011 41.243661560350013 190.49354742400001 11.075258771650001 5.7942671277000013 12.551012654050002 162.13109061465002 93.281431752200021 41.942745071500006 13.036600629150001 -0.086139999999999994 85.995710218650018 64.407391431150018 20.894951138500005 0.080770000000000022 66.964115113200009 19.199955102150003 38.179089776100007 94.047642319350018 15.042884401850001 66.351146659450009 18.038339912700003 0.092835000000000015 -0.083424999999999985 21.386268748550005 0.087555000000000022 42.310579034350006 199.59317753375004
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 7 -4 -1 -7 14 -11 -12 13 -13 16 17 -2 22 20 23 -19 28 -16 -20 25 -18 -27 -28 -22 -17
right_child=9 2 3 4 -6 8 -8 -9 -10 10 11 12 -14 -15 15 29 24 18 19 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0033212939501092212 0.0022134700603868452 -0.0031456198575791402 0.001833107449949 0.0015830881707366239 -0.0028602045464645016 -0.0034001810346313333 -0.0027192123380725946 0.0010388428510279771 0.00041936577064110046 0.00065716020040772671 4.2596636699999462e-05 -0.0036626173193741113 -0.0040366363642041353 0.00090069869471854182 0.00045716782583202128 -0.00067672419024951403 0.0010842831086520655 0.0021369015508047582 0.0014588718033250168 -0.0031189239423275133 -0.0041084732429848957 0.00086808093117754276 0.0030077545467246539 -0.0014338755821198307 0.001383258128710639 -0.0039825333177670921 0.0017172941455765103 -0.0018107054521533756 0.00029843021720208556 -0.0041416574001677158
leaf_weight=2.7789932525483882 13.420876048505304 3.8957683593034771 4.9305626458954057 2.5645500145037641 6.0550102037377656 1.0533610695274536 1.074744301382452 1.3343000080203635 39.455729236709885 46.816688058897853 9.8412389180157351 2.1321321579162031 4.6179160103201848 2.5156930088996887 7.665846258401869 2.3526756465435019 11.640605334192513 10.149767678231003 6.0088083446025831 5.1357910446822634 2.5884605245664711 11.861017784103749 6.477560006082058 4.0768302455544472 23.76675720512867 2.4102925583720225 3.1529849767684937 3.805779742076993 1.2163700126111505 2.7432657219469547
leaf_count=894 131 155 97 131 255 172 28 69 661 351 162 79 101 13 45 13 59 66 30 72 46 78 33 33 123 35 18 34 22 28
internal_value=0.000305012 -0.000226097 -0.00104734 -0.000488406 -0.00153821 0.000114764 0.0010184 -0.00190692 0.000320046 0.000486879 0.0001062 -0.00124378 -0.00261006 -0.00119267 0.000698705 0.000309404 0.00110191 0.00057273 0.000209957 -0.000860479 0.000841109 1.57694e-06 0.00162531 0.000289562 0.000768745 7.35898e-05 -0.00118215 -0.000212185 -0.00269963 -0.00254198
internal_weight=247.54 63.143 18.5206 14.6249 8.61956 44.6224 6.00531 4.11329 40.5091 184.397 65.9237 19.107 9.26574 4.64783 118.474 60.2764 58.1973 55.1805 41.037 15.2214 25.8156 15.6658 14.1434 10.0856 44.7764 21.0097 9.36906 6.95876 3.80483 5.09594
internal_count=4034 2462 666 511 386 1796 125 963 833 1572 706 355 193 92 866 466 400 425 347 135 212 146 78 63 269 146 87 52 68 41
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=13 18 3 22 18 16 17 7 9 5 5 21 20 20 19 8 7 7 2 15 9 0 15 22 15 5 6 12 20 6
split_gain=0.52605 0.470487 0.851812 0.573988 0.520413 0.852943 0.502509 0.862128 0.558584 0.652915 0.878243 0.854364 1.33705 1.41031 1.08258 0.841074 0.797778 1.40107 1.05952 0.729962 0.660784 0.943236 0.765213 1.75227 1.66232 1.35531 1.11884 1.64871 1.30939 1.11825
threshold=92.38617519475001 18.273715221050001 76.825379535700009 -0.0068649999999999996 17.323446153950005 12.644970430600003 221.27458857605004 26.637125930550003 223.29399794390005 23.730745871350006 23.928204628200003 6.9459996152000008 48.226196960950006 37.999598532650005 14.451165964200003 6.2451263653500009 22.977992916200005 19.078733418100004 319.18044405035005 43.216642080150002 219.59809404590001 96.741477366050006 41.492094664050008 -0.071864999999999998 42.246988155050012 23.195398057700004 16.455384477450004 217.19140783420002 38.244973486750006 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 8 -8 9 20 -11 12 13 15 -15 -12 17 18 -13 -16 22 -22 26 24 -24 -25 29 28 -28 -7
right_child=1 -3 4 -5 -6 6 7 -9 -10 10 11 16 -14 14 19 -17 -18 -19 -20 -21 21 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.023416174721086966 -0.024223567889246799 0.015130861175358657 -0.014546708785282528 -0.00047565833029524624 0.011340921159904906 0.0018018720563573842 -0.026009009955583095 0.00630373889715591 0.0099133404017519872 -0.018220152936816555 -0.023348332198283986 0.01208762888335224 0.0240363716072154 -0.026568800158808418 -0.025534954228254258 0.012117310933898709 0.0064798183985722204 -0.023559111366964151 -0.024176460773779343 0.0034457911338213803 -0.025742437476704908 0.0011009633020062301 0.010568903185599669 0.0042582896680568461 -0.011036581567887697 0.02321429708833633 0.013041052382880731 -0.021550039078618671 -0.0029858511060384708 0.013739951027760234
leaf_weight=0.47738331306027149 1.2068715742789211 1.2457815274829034 1.906870168095337 0.99862761478288931 2.5841390993446103 95.76177035146975 0.96708084037527331 0.81859518599230796 3.8273167996667317 1.8063459617551441 0.44797339278739245 2.0442098574130791 0.67004865035414685 2.8038712842098903 0.65893716178834472 1.8081469703465698 8.4406220838427526 1.5278580771991981 0.54868340212851752 1.5990777265978975 1.1490900358185165 1.8097465345636008 3.4663597196340552 3.9128295057453197 4.2640337671618909 4.1976492321118712 3.0796828530728879 2.3170865222346029 24.597919905558228 4.4066980928182593
leaf_count=797 161 40 196 53 35 1390 30 24 54 26 135 83 8 241 29 24 59 75 32 54 22 23 16 40 53 31 36 43 183 41
internal_value=0.000876338 0.000939067 0.000842786 -0.0134708 0.00101679 0.000867612 0.00103374 -0.0111961 0.00115843 0.000962839 -0.00272968 -0.00136803 -0.00729281 -0.0101614 -0.0169524 0.00507528 0.00239967 -0.00595779 0.00441377 -0.00501141 0.001517 -0.00932391 0.00173669 0.00654526 -0.00134854 0.0140691 0.00115149 -0.00277438 -0.00120254 0.00232706
internal_weight=185.351 184.874 183.628 2.2055 181.423 178.839 176.932 1.78568 175.146 171.319 22.3558 20.5494 7.98806 7.31801 5.06189 2.25612 12.5614 4.12075 2.59289 2.25801 148.963 2.95884 146.004 15.8409 7.73039 8.11048 130.163 29.9947 27.6776 100.168
internal_count=4034 3237 3197 214 2983 2948 2752 54 2698 2644 766 740 491 483 324 159 249 190 115 83 1878 45 1833 140 69 71 1693 262 219 1431
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=16 5 20 14 3 20 18 23 8 18 6 22 4 17 21 23 19 22 5 8 5 17 17 23 22 2 18 7 9 18
split_gain=3.88968 2.50471 2.3395 2.30464 1.89723 2.80438 4.14224 1.97464 2.17941 1.87264 2.02038 1.85297 1.81223 1.81119 1.82169 1.79795 2.28978 2.19829 2.00684 1.88609 1.61726 1.60425 2.1046 1.5542 4.86602 2.1301 3.13518 1.77285 3.03725 2.32042
threshold=18.594956516900002 18.393720489900002 38.244973486750006 179.09836080685002 93.499196860750018 41.942745071500006 13.036600629150001 0.080515000000000017 8.6432548896500023 13.975517741000003 15.51536251395 -0.23783499999999999 363.87426917165004 176.60850786575003 3.4801976177500005 0.090735000000000024 11.850956171350001 -0.59502499999999992 10.726864994700001 8.3434888241000014 13.716117217950002 189.72181505755 182.20563699335005 0.093325000000000033 0.15607500000000005 90.745765132650021 13.86460725495 22.721067571950005 204.68881850780005 13.946975448150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 7 -6 -7 8 -2 10 11 -3 13 20 -15 18 -17 -18 -16 -19 -4 22 -20 24 27 26 -25 -9 29 -29
right_child=4 9 12 -5 5 6 -8 23 -10 -11 -12 -13 -14 14 15 16 17 19 21 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=0.00021072342475050865 0.0012531647685202032 -0.002498391211893233 0.00030888036507649875 -0.0021255193423251771 0.00043924556327226547 0.00015078581700145289 -0.002142825603980613 0.0013017425509387688 -0.00059605293595214632 -0.0023199499866852894 -0.001716594136091836 0.0015097688415108507 -0.0014740780988563734 0.00096874594284067535 -0.0022986423854574026 0.0012780692549993452 0.0013439353440557304 -0.0025889298977180742 0.00091359476152428254 -0.00031450205096413149 -0.0025076258600729233 0.0011417337545331435 -0.0021107147631876989 0.00082402284410985124 -0.0027489961618673326 0.00088832601965786479 -0.0021861706846281388 0.00017779074423843056 0.00079145707510185656 -0.0011939164401468484
leaf_weight=3.6718958145938796 28.87073496170342 0.68141097715124521 1.8862265435745933 4.412798453879077 36.599234855966642 10.811536217574032 5.7119621778838328 7.6670413240790358 3.3791485652327529 3.9216039029997773 3.0160793148679659 2.7849792055785638 2.9147576662944621 17.428759870585054 1.1256507582147666 2.3601451449794686 1.4044516282156099 4.1421276566106817 2.5149892494082442 2.9724887777119875 1.9871352460468186 11.479014295153318 1.930548910051584 3.9649451449513426 2.548732601106166 44.880037292838097 2.8034902401268482 15.433932702988388 20.421700108796358 9.4299929058179242
leaf_count=50 208 109 125 360 285 162 162 53 22 237 341 49 357 208 200 39 13 99 17 23 106 94 35 20 46 255 36 86 122 115
internal_value=0.000292813 -0.000144475 2.60347e-05 -0.00106445 0.000453251 0.000102904 -0.000642086 0.000586761 0.0010594 -0.00113158 -0.000412673 0.000721859 0.000195102 0.000293926 0.000416039 7.11344e-05 -0.000620873 -0.00114696 0.000512683 -0.00163867 -0.00113606 0.000711406 -0.000399762 0.000444506 0.000191389 0.000716505 -0.000422801 0.000332916 0.00016889 -0.000342448
internal_weight=263.158 70.6351 60.231 8.08469 192.522 53.1227 16.5235 139.4 32.2499 10.4041 6.48247 3.46639 52.1463 49.2315 45.3582 27.9294 10.8792 8.51907 17.0502 7.11462 3.87336 15.9246 4.44554 107.15 55.5014 51.6485 6.76844 52.9527 45.2856 24.8639
internal_count=4034 2462 1726 410 1572 609 324 963 230 736 499 158 1316 959 728 520 174 135 346 122 231 146 52 733 422 311 56 376 323 201
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=13 22 18 3 17 6 23 10 18 20 18 13 22 15 5 17 16 9 23 23 9 21 19 21 22 15 3 15 0 16
split_gain=0.454872 0.627581 0.513503 0.751891 1.13326 1.15298 1.17991 0.774961 0.884368 1.21035 0.788615 0.731246 0.63624 0.62027 0.605305 0.595808 1.45439 0.916697 0.588823 2.10582 1.43005 1.12422 1.62369 1.81003 1.26129 1.17214 1.19684 1.02294 1.00687 0.958239
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 81.105404879350019 199.59317753375004 12.26528657645 0.11531000000000002 76.279622535200005 15.751016342950003 42.558389508100007 16.119790806350004 102.63995450425001 -0.15665499999999999 24.273602154900001 13.154029769200003 207.10399803250002 17.684958644900004 212.96061447425004 0.080770000000000022 1.0000000180025095e-35 211.04147598835002 3.4316303497500003 14.251149826300002 4.1931896429500011 -0.079634999999999997 32.006846505750012 108.40938565220002 39.296024648600003 86.479632682150012 22.624947093000003
decision_type=2 2 2 2 2 2 2 2 2 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 12 -7 8 18 -10 11 -9 -2 -6 -14 -4 17 -17 19 20 21 -5 23 -23 28 26 -25 -21 -24 -29
right_child=2 -3 15 7 13 6 -8 10 9 -11 -12 -13 14 -15 -16 16 -18 -19 -20 27 -22 22 24 25 -26 -27 -28 29 -30 -31
leaf_value=-0.034076691698956482 0.031581354107498932 0.015992657974384712 0.033017803507763135 0.011530190322780248 -0.035642217334530685 -0.036545260569420625 0.0053658046129109686 -0.038278326114282508 -0.037919605246180654 0.013131329402650155 0.02755066459654296 0.036185792778758039 0.021537953333388399 -0.0078346648313085375 -0.0023534102837036203 0.017038134549512484 0.034549314044498416 -0.036429912890188786 0.00064568718052553022 0.023987217513970274 -0.041042673743616226 -0.070031035801410332 -0.028709367989532254 0.0033699039654726472 0.01419212241818785 -0.04856803748059365 -0.043082092779414626 -0.013711156631295249 0.0065936712370559336 0.019321349005333957
leaf_weight=0.89179298502858617 0.9160460688872244 0.4044797599199228 1.1934432871639722 8.1074546164018155 1.8724809500272379 1.7391904587857419 1.3083912413567302 0.44297675261623171 1.4218910317867988 0.81047821359243233 2.3542852946557105 0.21909478306770325 1.4549851218471301 1.7022263043327255 6.2094042336102575 0.57057913579046748 1.0576113499701021 0.94968244526535273 122.84560968723963 7.86919708442292 0.9130475134588768 0.65088860457762976 1.7768934154883029 3.6860357453697361 5.8976654030848277 0.78656361019238819 0.74038991564884771 1.9162624592427167 1.8156314715743063 1.9898384846746919
leaf_count=881 13 91 11 246 98 76 23 87 47 8 24 1 44 45 136 10 17 36 1532 128 20 28 39 150 38 9 116 35 7 38
internal_value=0.00122703 -0.0184534 0.00136627 0.00111039 -0.00598315 -0.000936058 -0.018552 0.00176698 0.00145373 -0.0193852 0.0185104 -0.0136364 0.00532072 -0.0224006 0.00218206 0.0135415 0.00452486 -0.0163625 0.00174632 0.00548653 -0.000106466 0.00148664 -0.00381668 -0.0176095 0.00470576 -0.0110642 -0.00439993 0.0170639 -0.0108675 0.0031162
internal_weight=184.515 1.29627 183.218 179.447 15.2027 11.628 3.04758 164.244 161.228 2.23237 3.01636 0.662072 8.58044 3.57471 7.66439 3.77132 2.57787 1.52026 158.995 36.1499 24.3746 23.4615 15.3541 5.86388 9.49019 5.21299 4.42643 11.7753 3.59252 3.9061
internal_count=4034 972 3062 2988 435 292 99 2553 2441 55 112 88 193 143 180 74 63 46 2386 854 653 633 387 303 84 275 266 201 46 73
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=6 22 22 22 9 7 13 15 22 8 15 6 19 20 3 5 20 17 18 15 8 16 17 16 3 6 16 10 6 7
split_gain=0.463649 0.719994 0.475402 2.31298 1.10107 1.09493 1.09359 1.30462 0.59923 1.01484 1.93829 1.55749 1.08453 0.96367 1.73232 2.15579 2.16596 1.45301 1.37158 1.04774 1.77479 1.10843 1.86681 1.09938 1.03606 0.961618 0.908725 1.15172 1.02683 0.892559
threshold=6.9501623894500009 -0.167075 -0.50001499999999999 -0.58287999999999995 189.78071820640002 23.478650568600006 104.08096806215002 20.520114807950005 -0.11572 9.4426310644000022 43.890399822900008 16.665389384150004 14.451165964200003 42.719328117250008 93.394346993650018 21.723721974650005 43.157831852650006 189.72181505755 12.885811969150001 46.683480308100009 8.3434888241000014 22.624947093000003 199.03437346465003 22.614947116400003 89.356282881700011 17.335405038950004 22.634947069650003 71.096275259700022 16.455384477450004 23.127267687200003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 7 -7 9 10 11 26 -13 19 15 16 24 -18 25 21 -21 23 -23 -10 -15 -16 27 28 -4 -25
right_child=2 -3 8 -5 5 6 -8 -9 13 -11 -12 12 -14 14 18 -17 17 -19 -20 20 -22 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=0.007329492455181252 0.023405064764875895 -0.028763376392083033 0.015032048360883572 -0.030186194902985537 -0.026151242324625557 0.010514159918835416 0.011178853121833292 -0.031582953012934838 0.0010577601069998025 0.024577881907483796 -0.031434402260939895 -0.03223175987288078 0.028221626593258189 -0.0092198819039832711 0.024429794384990204 0.01257575919237346 -0.031294144197248408 0.0050329579768983454 -0.028101035556115869 0.010059097700369325 -0.032082549839424275 0.0039502403152078544 0.024528932909456201 -0.026603304979657467 -0.041091807660578232 -0.029139881670910844 -0.0089019105496102469 -0.0045615295192647292 0.0010698547689920665 -0.00028913398815002726
leaf_weight=0.73362640858249506 1.4829035479924622 0.98286617283156263 14.207544393779264 2.1442174520052495 1.2492812271229921 1.0024897337425502 3.8235655198805034 1.2662934990366919 78.063264883632655 1.8660912960767735 1.1524271313101042 1.2926344155566756 0.27322262525558461 1.3714249137556236 0.76523616921622195 6.0061232185107647 0.96654796240181884 6.2363953799940646 3.5299152776133269 1.3206487281713628 1.7878203967120496 28.368762373691425 3.7991628292947999 2.029094640165567 1.7830778360366819 0.38173583609750494 2.5933559574186793 4.3558675467647836 5.5741197483148417 1.8943809908814726
leaf_count=126 37 657 207 140 17 38 31 45 1223 18 26 155 4 38 12 41 114 71 128 17 54 224 46 20 27 77 20 254 146 21
internal_value=0.000923336 -0.0133373 0.00105888 -0.00450356 0.0017369 -0.00263976 0.00218145 -0.0129818 0.00141859 0.00486224 0.00361293 0.00504028 -0.0216834 0.000638866 -0.0047939 -0.000564821 -0.00818484 0.0001583 -0.0195907 0.00161366 -0.0141785 0.00204369 0.00638067 0.000342054 -0.0272354 0.00660071 0.00660572 0.00827187 0.0110978 -0.013898
internal_weight=182.304 1.71649 180.588 10.9688 8.82453 7.34163 6.09235 2.26878 169.619 31.3153 29.4492 28.2967 1.56586 138.304 21.0405 16.3636 10.3574 7.20294 4.67689 117.263 3.10847 114.155 32.1679 81.9867 3.1545 1.14697 26.7309 24.1375 19.7817 3.92348
internal_count=4034 783 3251 308 168 131 114 83 2943 830 812 786 159 2113 508 291 250 185 217 1605 71 1534 270 1264 65 89 627 607 353 41
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=16 5 20 20 3 20 18 23 8 13 5 9 7 8 3 22 7 21 22 18 2 23 9 22 20 3 2 21 23 4
split_gain=2.58405 2.17068 1.86285 1.67674 1.52093 2.48898 3.85555 1.7985 2.03318 1.47483 1.56664 1.94372 2.5078 3.39156 1.93365 1.46016 1.45704 2.4552 1.83825 1.42081 4.42223 2.28062 3.53145 1.75865 1.65857 1.52408 1.61185 1.65648 1.84649 1.4165
threshold=18.594956516900002 18.393720489900002 37.198331469900005 47.927946529500012 93.499196860750018 41.942745071500006 13.036600629150001 0.080770000000000022 8.6432548896500023 117.51519334005 29.996566321350006 186.16747084260001 22.105125139000005 8.3434888241000014 94.972471916200007 -0.116995 22.516377366000004 11.798219863050003 -0.095854999999999996 13.843998451900001 78.595990734650016 0.093325000000000033 204.68881850780005 -0.092479999999999993 41.319407281650008 83.538459487450012 164.43478950170001 5.2345280387500006 0.085665000000000033 393.99831167250005
decision_type=2 2 2 2 2 2 2 2 2 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 7 9 16 8 -2 -6 11 12 13 -11 -13 -8 17 18 -7 -9 -21 22 24 -24 -22 -25 -27 28 -28 -4
right_child=4 3 29 -5 5 6 15 19 -10 10 -12 14 -14 -15 -16 -17 -18 -19 -20 20 21 -23 23 25 -26 26 27 -29 -30 -31
leaf_value=-0.0018125243599972191 0.001439664026779968 -0.0019207753192532948 0.00025490312018380931 0.0011974633463535101 0.0021869326445460324 0.0013121201157901478 0.0010219763005368308 0.00075928084527175697 -0.00088574399314023426 -0.0033412413415426227 0.0023542191153700038 -5.9115726155732665e-06 0.0022957750344543728 0.0017506941228674243 -0.0024221705718248392 -0.0031830063846899704 0.0018668207276044545 -0.0031616684748132732 -0.0019025187567061931 -0.0033630230218047834 -0.00056664089004790027 0.0010401894990488929 0.0016647114271331595 0.0016354201768411978 -0.0027771799704856106 -0.0027907270547393461 0.00069127152002251347 0.0017307921569773756 -0.003476215535846902 -0.0028366948695626639
leaf_weight=3.7097561365226275 27.66686888970435 7.5349452445516345 48.388781473855488 1.5341386938234789 3.4032534509897223 4.5156433256342998 0.69919195491820563 54.572005570866168 3.0894884020090094 1.7540915245190283 2.5432122377678743 17.48594302684069 5.6721398867666721 2.1543754488229752 2.8466005939990273 4.8059427828993639 2.7158081079833201 1.8772503845393655 1.8549628695473099 2.5517289210110894 6.5202623093500751 18.91313795093447 6.7140563651919392 2.6897826045751554 4.0779045224189758 2.0724339820444584 1.6676201820373537 2.3830488845705986 1.4861576445400713 1.1208024031948287
leaf_count=315 213 712 1120 24 21 58 13 305 22 56 25 99 22 10 52 149 23 43 38 49 63 136 29 8 56 24 15 13 30 291
internal_value=0.000315687 -0.000163832 4.56799e-05 -0.00139329 0.00047564 8.24078e-05 -0.000792537 0.000628739 0.00120608 0.000484233 0.000305694 0.000131529 0.00114114 -0.000534529 -0.000344193 -0.00264894 0.000139611 -0.000429115 0.000376097 0.000457422 0.000121758 0.000312889 -0.000185297 0.000582106 -0.0014172 -0.000123656 -0.000745468 2.00722e-05 -0.00127258 0.000184915
internal_weight=249.021 62.2884 53.2193 9.06908 186.733 52.3284 16.4688 134.404 30.7564 35.8596 32.4564 29.9132 9.58061 3.90847 20.3325 5.50513 10.9637 8.24786 6.37061 103.648 49.0761 46.5244 27.6113 17.0131 10.5982 10.299 7.60926 5.53683 3.15378 49.5096
internal_count=4034 2462 1726 736 1572 609 324 963 235 285 264 239 88 66 151 162 162 139 96 728 423 374 238 119 119 90 82 58 45 1411
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=9 22 20 4 23 22 0 7 9 0 16 5 3 21 21 21 19 15 17 20 23 2 10 0 15 13 20 13 16 10
split_gain=0.435475 1.01789 1.06854 1.24199 1.0649 1.15674 0.922626 1.03428 0.871528 1.02268 1.68405 0.98543 0.991997 1.27161 0.893815 2.42006 0.823831 0.780601 0.718202 0.712394 0.660293 0.60761 0.585497 2.81274 1.85344 1.57171 1.57802 1.4445 1.61295 1.15945
threshold=181.33671263215004 -0.59260499999999994 47.927946529500012 375.65892766775005 0.13377000000000003 0.11704500000000002 90.767723400200012 21.844899366700002 186.68586460755003 85.732241321850012 22.664946999500003 31.312564341900003 94.972471916200007 0.59096247755000009 15.475979305150002 10.558528947350002 14.451165964200003 26.912781836550003 187.61467154115005 41.806790701050012 0.087905000000000025 74.580378076100018 66.590419433100024 90.407470010750018 38.62622401090001 113.97180552410002 38.478081868400004 115.68166489510001 22.494947397000004 62.55235532115001
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 5 18 -4 -8 14 10 -10 12 -12 -14 15 16 21 -7 -3 -20 -9 -2 23 25 -24 -11 -27 -28 -29 -30
right_child=8 2 3 -5 -6 17 7 20 9 22 11 -13 13 -15 -16 -17 -18 -19 19 -21 -22 -23 24 -25 -26 26 27 28 29 -31
leaf_value=0.021281987416850515 -0.0069169997100918743 -0.028627883713733222 0.019047297352812576 -0.026372593588296647 0.012542371648040118 -0.025399710681778469 -0.028997118527504449 -0.011929726568795549 -0.027609421550866625 -0.014333938964758073 0.003735898681552394 0.020863875484502182 0.01305023663889609 -0.027957954049897659 0.022893778150146888 -0.019499426268855407 0.020353014862680562 0.021960922288843266 0.0046910196537362234 -0.028314617027135374 0.025601577872988081 0.010623479532188212 4.2374856900659395e-05 0.020486078396116172 -0.028271795237760643 0.015228507823129588 -0.016061029540735031 0.016746343705365031 -5.6900028870142572e-05 0.014713435920181841
leaf_weight=0.94661018601618607 1.9045162601396421 3.0520505558670248 2.3108746856451035 0.75474187989311747 0.9393296330817974 0.31048235626076326 0.68615169915574359 0.51294035190949194 2.0331961073679832 3.7878920137882224 3.0806926288641989 1.0309722125530241 0.63453144207596812 1.8516737758181987 1.9776186188682903 2.0959297521039835 3.2639590203762054 0.72628008341416717 1.0316640361270399 0.67684852330421552 0.68314447667216882 3.5071834432601463 65.851065785653191 5.1338626109063616 1.4773168703541149 5.3655110672116271 2.9198588393628588 4.2771031334996215 54.684900486608967 3.5363404490053645
leaf_count=71 17 714 19 190 14 156 31 89 134 30 43 9 7 69 16 21 45 12 143 69 18 42 1380 50 46 47 32 72 411 37
internal_value=0.000825512 -0.00365152 -0.00567149 0.00314992 -0.0121505 -0.0161515 0.00846384 -0.00452976 0.00116129 0.000646618 -0.00771682 -0.00158672 -0.0057445 -0.0174918 0.00744533 0.00460906 0.0104334 0.00777769 -0.0213628 -0.00838457 0.0095063 0.00445053 0.00113756 0.00258748 -0.000578894 0.00135525 0.00219484 0.00112583 0.00192879 0.000840246
internal_weight=181.045 12.6311 11.6845 4.94785 6.73666 5.79733 4.19311 1.88224 168.414 155.665 8.63107 6.59787 5.5669 2.48621 12.7492 10.7716 8.67566 1.03676 4.76056 1.70851 1.19608 5.4117 147.034 79.7055 67.3284 74.5716 70.7837 65.4182 62.4983 58.2212
internal_count=4034 1526 1455 347 1108 1094 157 138 2508 2367 262 128 119 76 141 125 104 168 926 212 107 59 2105 679 1426 629 599 552 520 448
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=10 18 6 0 18 16 6 6 14 22 5 20 20 16 21 22 22 23 15 2 12 23 17 16 9 9 2 21 12 2
split_gain=0.433839 0.83254 0.594739 0.56924 0.470921 0.500877 0.454956 1.97761 1.82128 1.08077 1.16108 0.841952 1.02563 0.784095 0.782432 1.20821 2.50426 2.67638 2.05615 2.14124 1.20251 1.43333 1.97266 1.24229 1.1817 1.11373 1.05614 0.946782 2.1976 1.24442
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 100.69082235970002 17.399600107550004 17.684958644900004 13.65531905435 13.78532209185 277.23638966875006 -0.50001499999999999 24.279163357700003 40.340071172300007 39.685256516350002 22.644947046300004 2.7968392888000007 -0.094519999999999993 -0.071864999999999998 0.079470000000000027 39.296024648600003 157.39400167590003 168.82321781925 -0.09053499999999999 198.10578792550004 19.254954973500002 209.86393725660002 208.80656562110002 185.01730422545003 4.3657573166500008 100.25158460885001 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 6 -6 8 -8 -1 10 11 12 -9 -10 15 25 17 -17 24 -20 21 -18 -23 -22 -19 26 -11 28 -16 -30
right_child=1 2 3 -5 5 -7 7 9 13 14 -12 -13 -14 -15 27 16 20 18 19 -21 23 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00048887685595880022 -0.028160464877458907 -0.027965427115919803 -0.030001886132958094 0.013202755796790764 0.001464378513495117 0.02769671150229561 0.016507227157013957 -0.026539656846132645 -0.027089290140079689 0.0098994848897747192 0.0080968370927587494 -0.038803176166606196 0.0051227696907135637 0.017042469371960946 -0.030606270878810786 0.019024275724482648 0.020242746234388487 -0.042098789592335185 0.011204753067047213 -0.03032609724136269 -0.0065274699926973351 0.003161139952001733 -0.026605653734235853 0.02023680775275951 -0.0083881585584709116 0.026508813610332138 -0.024507982161972381 0.0011085874775582615 0.0046604645538631372 -0.01068877885509833
leaf_weight=16.253684380906638 1.077317637347732 0.42750341114151558 0.25478987023234356 1.5692906887561546 1.1310404993710101 0.9735310561954974 5.9301034659147254 1.5092205703258508 2.6616085316054519 7.3940430946531688 1.6629981377627698 1.0784112580586223 1.434187591075897 0.32468462735414494 2.228805165563247 1.8295299056917445 2.3657131029758611 2.477418285387103 2.4885131074115638 1.3912063669413326 1.5512092363205727 7.6963772928575054 2.0203689625486732 6.3475696102250367 1.0703929732553659 2.8087648791261008 0.70213505197898474 84.27840081899194 8.5919090229726844 6.8026241838233537
leaf_count=398 371 425 5 159 36 17 41 29 288 254 27 87 12 6 42 62 20 53 16 53 49 90 22 64 14 28 22 1102 117 125
internal_value=0.000810788 -0.00877716 0.000497192 0.00716788 0.000993168 0.0135989 0.000839729 0.00132637 -0.00304686 0.000716992 -0.0107458 -0.0185371 -0.011112 -0.0222911 0.00117575 0.00434603 0.00150548 -0.0100222 -0.0171769 -0.00368756 0.00684611 0.00152822 -0.00302817 0.0149807 -0.0319281 0.0119621 0.00691552 -7.31577e-05 -0.0057245 -0.00212215
internal_weight=178.333 3.3289 2.25158 1.82408 175.004 2.10457 172.9 153.66 19.24 147.73 5.68482 4.02182 2.94341 2.98629 142.045 40.1432 29.2383 9.25706 7.42753 3.87972 19.9812 12.0825 9.71675 7.89878 3.54781 10.9049 8.09618 101.902 17.6233 15.3945
internal_count=4034 960 589 164 3074 53 3021 2329 692 2288 155 128 41 294 2133 747 443 198 136 69 245 132 112 113 67 304 276 1386 284 242
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=16 5 20 0 16 10 17 15 21 16 21 21 0 2 4 17 20 17 17 10 10 2 22 12 18 21 3 20 3 18
split_gain=3.03916 2.70157 2.13814 1.9249 1.89892 3.27704 3.32919 1.63562 1.74063 2.2617 1.5564 2.04102 1.86904 1.53777 1.74098 1.49816 1.40835 1.68964 1.48145 1.37188 2.27816 1.7932 1.5349 1.46229 1.79975 3.52784 1.49618 1.52372 4.41466 3.23975
threshold=18.594956516900002 18.393720489900002 47.927946529500012 103.48144189910001 15.584963555600002 71.322105742700003 236.15709471040003 46.074827201850006 15.285239689500001 23.044946110900003 5.1781607048500016 3.9632429946000003 102.03236296680001 115.72920527990001 195.50296729855003 241.79519611995002 38.244973486750006 182.63036160245002 168.81379805985003 60.613977009100005 58.167480110400007 319.18044405035005 -0.23401999999999998 335.9827356823501 13.893471991850001 11.065329869750002 87.162501047250018 42.198888176300009 93.181958801350021 13.036600629150001
decision_type=2 2 2 2 2 2 2 2 2 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 13 4 16 -6 10 19 9 -9 11 12 -7 14 -3 -5 17 -1 -18 20 21 22 -2 24 26 -26 -21 -28 -29 -30
right_child=7 2 -4 15 5 6 -8 8 -10 -11 -12 -13 -14 -15 -16 -17 18 -19 -20 23 -22 -23 -24 -25 25 -27 27 28 29 -31
leaf_value=0.00052128827329693127 -0.0012314496003880818 -0.0015833869016933298 0.001004699989421876 -0.0022885648888653254 0.0011009129701810396 -0.0024603093748359452 0.0016330736878870863 -0.0015458238055675679 0.0010336597906567657 0.0016998367302577195 -0.0024468080980049613 0.0011401122670646423 0.0013642115228530457 -0.0023576573762908123 0.0016848068380670642 0.00038705790688895082 -0.0010534757781361654 -0.0024876277218884146 0.00081593864709701908 0.0022924507742849987 -0.0022802564590822523 -0.0024041600079679412 0.0013039195772745083 0.0016777728710931233 0.00031247402532992206 -0.0020475900108299621 0.00077761064795732666 0.0010882252007261351 0.00074125382516390637 -0.0014057141513865988
leaf_weight=2.1534477260429408 1.5463569974526761 2.3611648842925193 1.9036901555955399 2.8384869362344025 5.1841264595277634 3.03205281193368 1.9908125307410944 6.1755740414373559 2.9270758777856827 1.2799941524863241 4.7251998998690397 1.9261608254164455 0.79685175791382779 5.2507978979847394 1.2212381819263098 1.6251051102299241 2.2637181407772031 1.6111388728022573 27.823553170775995 2.7061389163136473 2.2547789430245757 1.0685059949755666 4.9656911785714311 5.3489354290068141 52.777523513883352 3.324816381558775 80.304963879287243 13.908951215445997 5.3752222098410121 9.7966795312240702
leaf_count=25 47 241 24 847 61 83 27 152 20 10 209 22 13 461 10 68 100 43 228 13 85 34 60 62 387 54 404 105 35 104
internal_value=0.000298728 -0.000110374 -0.00113143 8.54953e-05 0.000206812 -0.000384018 -0.00100129 0.000439573 -0.000418484 -0.000988599 -0.00150171 -0.000725739 -0.00166437 -0.0015918 -0.000469262 -0.00131442 0.000514955 -0.000766444 0.000675287 0.000488155 -0.00031923 0.000264063 0.000701868 0.000533912 0.000497535 0.000172609 0.000660162 0.00061978 0.00018394 -0.000645069
internal_weight=260.469 66.7075 10.7369 55.9707 51.5071 17.6552 12.4711 193.761 10.3826 7.45557 10.4803 5.75507 3.8289 8.8332 3.5824 4.46359 33.8519 3.76459 30.0873 183.379 9.83533 7.58055 6.51205 173.543 168.194 56.1023 112.092 109.386 29.0809 15.1719
internal_count=4034 2462 736 1726 811 415 354 1572 182 162 327 118 96 712 251 915 396 68 328 1390 226 141 107 1164 1102 441 661 648 244 139
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=16 2 16 23 17 5 6 20 10 21 22 5 10 20 0 18 5 22 22 6 21 10 5 22 13 2 21 0 2 5
split_gain=3.10261 2.97212 2.9975 2.52538 2.61091 2.47421 2.23682 2.85679 3.05418 3.11303 2.1414 4.08061 3.11807 3.45155 2.31506 2.2511 2.13974 2.25191 2.18087 2.07206 1.87404 1.95374 3.39638 2.52837 1.81829 1.8121 1.54354 1.52888 2.24585 2.14849
threshold=20.404952284350003 322.38159739250005 19.974953289850003 0.12535000000000004 162.13109061465002 23.626838821450004 16.455384477450004 38.804080188450008 62.025417527550012 9.1912342607000017 -0.059424999999999999 20.305669781650003 69.999384342500022 38.244973486750006 92.313586825200005 13.893471991850001 18.769588925400004 -0.068964999999999985 -0.061874999999999999 14.845346859150002 10.003699902950002 61.977025281250008 23.389417063900002 -0.10623499999999998 116.60649449195002 154.31016903475003 7.0441631297000011 85.995710218650018 131.42729508740004 19.749058312400006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 27 -8 20 25 12 14 24 15 -12 -14 17 -15 -18 26 21 22 23 -9 -6 -10 -16 -2 29 -29
right_child=5 -3 -4 -5 10 -7 7 8 9 -11 11 -13 13 16 19 -17 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0025739053526182966 7.9828651532390246e-06 -0.0025126229163052682 -0.0022242108012259865 -0.0026036039799153402 0.0010932874810266598 -0.00013788942074843699 0.0016309611773980541 0.00020538742091885762 0.00052653428950091743 -0.0024050502996350075 -0.0021110432874440876 -0.002244123976374406 0.0028854342315138815 0.00015405326300087308 0.00080356965229260379 -0.0025927564686850776 -0.0027090367953155744 -0.0031719070528667113 0.0025943147676401818 0.0019652389782577671 0.0014001779393383465 0.0010495350915959241 0.0014871143214427159 -0.0028267401280074786 -0.0024118870180582681 -0.0014411462537896997 -0.00084832168970700253 0.00027356216511153461 0.00072016135016193317 0.0020598506587441757
leaf_weight=1.9045670979539853 9.0429559312760812 2.5963077757623969 3.15229124482721 1.871486501302569 12.946434213430617 27.234660144895315 7.1391949094831935 2.553940359503029 7.8356759063899535 4.6426934227347365 1.4807716961950053 2.632476366357877 0.4531775712966909 31.242665502591983 28.251552535104569 5.1147644858574495 2.9138095795642589 1.1721750590950311 0.50490403175353904 7.9426497835665932 8.9579605348408204 6.3826242201030245 2.8553608171641827 3.7929109390825069 0.87697813590057272 3.8854906819760799 3.5317530407337463 4.8132892884314087 40.878298088908195 16.709848470985889
leaf_count=318 65 279 49 62 234 342 45 14 41 41 49 143 1 729 334 246 140 31 2 38 38 26 15 43 119 42 139 34 241 134
internal_value=0.000279482 -2.23917e-05 3.8607e-05 0.000107968 0.000158228 0.000502894 0.000648944 0.000255897 1.5915e-05 -0.000772417 0.000210754 0.000599501 -9.78445e-05 -0.0004213 0.000781165 -0.00214688 -0.000153173 3.3781e-05 -0.00192579 0.000888971 0.000541534 4.7996e-05 -0.000646668 -0.00160663 0.000870914 -0.000125739 0.000620012 0.000913265 0.00104446 0.00166038
internal_weight=255.314 108.589 105.992 102.84 100.969 146.725 119.49 48.0459 40.9067 16.3639 99.0641 43.8392 55.2249 41.4015 41.2067 5.56794 35.8336 32.4148 3.41871 39.726 24.5428 15.5848 9.20221 6.34685 13.8234 11.7212 31.7833 71.4444 62.4014 21.5231
internal_count=4034 2913 2634 2585 2523 1121 779 305 260 124 2205 703 1502 1149 560 247 902 760 142 511 136 98 72 57 353 83 473 474 409 168
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=16 5 20 18 6 22 15 5 3 22 16 7 10 16 17 13 9 20 22 23 13 21 3 22 9 23 10 0 16 23
split_gain=3.08958 1.89345 1.85421 1.65824 1.72903 1.84781 1.62275 1.71082 2.04488 1.8439 2.60798 1.38116 2.12522 3.37037 3.26641 2.15748 1.95804 1.54397 2.02775 2.19916 1.34703 1.71118 1.58213 1.33351 1.2498 1.2389 1.03985 3.22161 2.73218 2.58453
threshold=18.594956516900002 18.393720489900002 37.198331469900005 13.975517741000003 15.51536251395 -0.23783499999999999 46.074827201850006 24.367802910700004 92.913112988300014 -0.10290999999999999 22.564947233300003 22.356277907050004 71.015621515800021 15.584963555600002 236.15709471040003 98.050756475600011 209.21153814325001 41.035283712600005 -0.10423499999999999 0.092465000000000033 118.08514646370001 0.66785492670000013 103.48681881535002 -0.55200499999999997 188.63457064660003 0.11531000000000002 66.590419433100024 90.407470010750018 19.974953289850003 0.097970000000000015
decision_type=2 2 2 2 2 2 2 2 2 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 25 4 5 -3 20 -8 -9 -10 -11 -4 -13 15 24 16 -14 18 19 -17 26 22 -22 -6 -15 -1 27 -2 -28 -30
right_child=6 3 11 -5 23 -7 7 8 9 10 -12 12 13 14 -16 17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0024502790253934565 0.00056684255955305831 -0.0030586073909791376 -0.0027135662819284044 -0.0026744355976891995 0.0028800637356748938 0.0016604059865934163 -0.0030277200452422065 0.0022718334321515632 0.0012420082138324406 0.0017626474176357582 -0.0024521443687785852 0.0020088516030487974 -0.0026633162914190553 0.00020933749643189926 0.0014461657317387574 0.00064735029635309917 0.00048419081441829377 0.0015115186582552603 0.000707410525680021 -0.0031806960943436017 0.0026457266046519979 -0.0014070503345917492 -0.0017985635886802707 -0.0025866712048226112 -0.0022429187615506602 0.00097462754919208812 0.00047866774280613345 0.0022683715038893052 -0.0031535554731571755 9.395204745795648e-05
leaf_weight=3.0381542117102067 122.22068101121113 0.65812480100430581 1.0765105053433206 3.3264767702203244 0.32336515188217196 2.7454635752364975 1.4766519055701781 1.8660489842295627 2.2402846813201895 1.2163197360932834 4.1233422351069748 3.7644849733915171 2.5169719759142017 1.6071187366032953 2.4819293273612848 1.8345442600548296 2.5411652658949606 9.9939892143011075 14.615933001041414 2.0144242309033871 1.5942371971905225 4.9170296499505639 0.75524447369389225 2.4365810130257159 7.7018839572556317 0.86900221114046861 36.487533310428262 7.5594537183642379 2.7695278767496339 3.6136176437139511
leaf_count=291 820 109 73 237 1 49 40 6 20 6 110 24 639 97 35 15 139 57 96 30 10 102 55 340 206 24 288 49 47 19
internal_value=0.000289909 -0.00019316 -1.02199e-05 -0.00123521 -0.000458452 0.000747928 0.000450762 -0.000495866 -0.000100072 -0.000683994 -0.00149206 0.000120539 0.000182712 3.09839e-05 -0.00113214 0.000440158 -0.00108204 0.000710705 0.000277271 -0.00135612 0.000508231 -0.000558583 0.0012171 -0.00194617 -0.00181956 -0.00168854 0.000553131 0.000665953 0.000211591 -0.00131508
internal_weight=254.386 63.5461 54.0561 9.49001 6.16353 3.40359 190.84 10.9226 9.446 7.57995 5.33966 50.149 49.0724 45.308 11.7909 33.517 5.05814 28.4589 18.4649 3.84897 179.917 7.26651 2.34948 2.75995 9.309 3.90716 172.651 129.78 42.8707 6.38315
internal_count=4034 2462 1726 736 499 158 1572 182 142 136 116 1411 1338 1314 338 976 778 198 141 45 1390 167 65 341 303 315 1223 869 354 66
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=16 16 2 23 17 5 6 20 15 18 20 22 5 7 23 20 15 23 0 6 9 9 20 17 0 2 5 21 18 5
split_gain=2.17569 2.96815 3.08044 2.54269 2.07298 2.05576 1.90494 2.85143 3.413 3.48094 1.99145 1.78036 3.40868 2.7805 3.54315 2.22631 2.35335 2.30444 2.06987 1.91365 1.84739 1.94465 1.76514 1.7279 1.6551 1.71678 1.87954 1.5073 1.5373 1.4402
threshold=20.404952284350003 19.974953289850003 322.38159739250005 0.12535000000000004 162.13109061465002 23.626838821450004 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 42.198888176300009 -0.059424999999999999 20.305669781650003 19.078733418100004 0.083495000000000028 39.792680591700012 30.243446395250004 0.096995000000000012 92.313586825200005 14.845346859150002 206.08934059370003 216.65333892300001 39.522095559600011 205.10400128480003 85.995710218650018 113.66940188285001 19.749058312400006 7.0441631297000011 14.738651916450001 21.500664456800006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 24 -8 9 -9 -10 13 18 -6 -15 17 20 22 -13 27 -17 -22 23 -16 29 26 -26 -20 -29 -2
right_child=5 -3 -4 -5 11 -7 7 8 10 -11 -12 12 -14 14 15 16 -18 -19 19 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0029229063871313169 -0.0019093154758839314 -0.0026343954916686883 -0.002882611139547474 -0.0029919221601745153 0.0022873124239651335 -0.00016901164156162216 0.0011300832558312 0.00039120809825911063 0.00080301223208713822 -0.0032982137356539483 -0.0010633127530836348 -0.0023978406145227396 -0.0025792806710619003 -0.0017063185688461623 0.0007663234308175346 0.0014209417315027794 -0.0019896844952206182 -0.0029171175751884645 0.00090597303140103425 0.0022162540527322456 -0.0014444843508584185 0.0010794683067412414 -0.0032317278796462358 -0.0025461927041947503 0.00037429769453990616 0.00085933288689406175 0.0024852688415039105 0.0010042263316485318 -0.0025745888813948968 0.00056312037601696449
leaf_weight=1.5018459743878327 2.412674102932213 3.0064495727419844 2.4811769142979747 1.8264089133008372 3.4490348471445023 25.175619654823095 17.342181062325835 3.1546482145786312 15.596969287842514 4.5762384049594402 5.7008662186563006 1.365506276488303 2.2058348377468056 9.4733927587512863 7.3946705007110705 14.969024009595165 2.3567143920809022 2.8762919005239374 27.471554195275534 7.4620904438197604 4.2867130693048221 4.6439704147633165 1.2092467988841225 1.3616175237693822 4.2406842280179253 43.322918236255646 11.251847952604292 1.5912839786615216 1.9510804858291519 5.9954690765589476
leaf_count=318 21 49 279 62 51 342 105 17 64 62 57 49 143 740 117 178 74 94 334 38 80 82 36 50 30 271 108 22 117 44
internal_value=0.000308849 1.10648e-05 9.06968e-05 0.000166442 0.000226801 0.000529625 0.000684462 0.00026313 -0.000254801 -0.00179272 0.000303446 0.000277087 0.000690589 -5.71379e-05 -0.000223616 0.000135639 0.000586596 -0.000786389 0.000871626 0.000987658 0.00084064 -0.000132025 -0.00017141 0.000251222 0.000975098 0.00113542 0.00190744 0.000692053 -0.000966931 -0.000146333
internal_weight=241.654 102.884 99.8775 97.3963 95.5699 138.77 113.594 46.3709 29.0287 7.73089 21.2978 94.068 42.0474 52.0207 48.5716 39.0982 26.2564 12.8418 39.8415 38.476 23.8997 8.93068 9.96553 8.75629 67.2236 58.8155 15.4925 31.0139 3.54236 8.40814
internal_count=4034 2913 2864 2585 2523 1121 779 305 200 79 121 2205 703 1502 1451 711 414 297 560 511 340 162 203 167 474 409 138 473 139 65
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=16 2 16 23 17 3 6 16 6 20 10 0 13 22 5 7 23 0 20 7 6 23 22 20 13 21 18 22 21 15
split_gain=2.52566 3.12791 3.0135 2.31877 2.11081 1.85406 2.23116 2.80306 2.00102 2.17879 1.91175 2.6035 3.10355 1.80437 4.04528 2.98181 4.15655 2.22608 2.14346 3.27273 2.10945 1.84024 3.70205 1.524 1.97348 1.5025 1.58581 1.493 1.64445 1.47658
threshold=20.404952284350003 322.38159739250005 19.974953289850003 0.12535000000000004 162.13109061465002 92.324340657750014 16.355382140900002 22.614947116400003 16.465384711100004 40.563919884450009 66.590419433100024 90.297243227400017 114.02557468670001 -0.059424999999999999 20.305669781650003 19.078733418100004 0.083495000000000028 92.313586825200005 38.244973486750006 23.974509389900003 14.845346859150002 0.092650000000000024 -0.59502499999999992 41.481306584950012 115.12515406205002 7.0441631297000011 14.738651916450001 -0.54526999999999992 6.8443800584500005 36.346245650200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 10 7 -7 -8 -10 11 12 -2 15 17 -6 29 -15 19 -18 25 -20 -23 24 -14 -19 -27 -24 -29 -17
right_child=5 -3 -4 -5 13 6 8 -9 9 -11 -12 -13 23 14 -16 16 18 20 21 -21 -22 22 27 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0028811081798312513 -0.0011315841208347512 -0.0028625227899127708 -0.0025617151811905782 -0.0029363392563829215 0.0022197074356220467 0.00062516477311267262 0.00094851223880667765 -0.0030512886910234131 0.0007603597097440186 -0.00031214137884616293 -0.00087677436014865762 0.0023210648806094025 0.00023610859843273686 -0.0024498967230210068 -0.0025343408244277495 -0.002006646616692935 0.0012232584286446736 0.00088455030863882045 0.00091273008200703858 -0.0028971829916691785 0.0022562604500112266 0.001995175755711297 -0.003336839214695418 0.00040439913687650465 0.002303731511611088 0.001032604203062522 -0.0025316771512810545 0.00022508985006773651 -0.0022528744130454292 0.0023571183831638167
leaf_weight=1.5747626163065422 5.2101703509688368 2.6945681790821245 3.0517469057813278 1.7263078335090529 3.7223162375739767 2.8680561268702141 32.363500972278416 3.0661397390067577 22.48917537741363 33.99529619468376 3.7081512175500384 9.9598849937319738 4.7523183971643475 1.4033640450797964 2.6789887768682084 9.8453694215859251 2.2030239643063387 27.887723705265675 19.994086927326862 3.675453758216463 7.4485337603837243 3.527510105574037 1.8776487568393339 12.046479590237139 10.783732786774634 1.6054610346909606 2.0070578756276518 5.1576267709024233 3.0426446566125378 0.58713044598698694
leaf_count=318 35 279 49 62 51 32 258 41 153 334 29 58 31 49 143 735 33 334 321 154 38 30 44 72 78 22 117 52 77 5
internal_value=0.000293093 -1.93874e-05 5.49794e-05 0.000134862 0.000188831 0.000526965 0.000312538 -0.00127442 0.000418532 0.000114873 0.000964407 0.0011241 0.000760557 0.000238844 0.000646577 -8.82921e-05 -0.000260422 0.000857759 0.000136137 -0.001353 0.000976937 0.000396673 -0.000361707 0.00111797 0.00167127 0.000674429 -0.000947654 -0.00118667 -0.000694339 -0.00176106
internal_weight=246.954 105.711 103.017 99.965 98.2387 141.243 94.7822 5.9342 88.848 56.4845 46.4607 42.7526 32.7927 96.6639 43.0311 53.6328 49.9105 40.3521 39.478 5.87848 38.9488 33.5995 13.6054 27.5825 15.5361 31.5002 3.61252 10.0779 8.20027 10.4325
internal_count=4034 2913 2634 2585 2523 1121 818 73 745 487 303 274 216 2205 703 1502 1451 560 711 187 511 524 203 181 109 473 139 173 129 740
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=9 22 4 3 22 7 0 15 9 0 6 15 21 21 9 19 6 8 0 2 8 17 16 21 21 12 12 17 12 20
split_gain=0.458031 0.986966 1.14381 1.08283 0.966159 0.935661 1.20149 0.899675 0.85014 1.04496 1.67271 1.02799 0.848387 2.19506 0.802299 0.743472 0.609094 1.00937 1.41026 0.869537 1.39145 1.32599 0.951173 0.994776 1.35789 0.71809 1.39872 1.28381 1.29213 1.19891
threshold=181.33671263215004 -0.16276499999999997 375.65892766775005 108.56262776565002 -0.093879999999999991 19.078733418100004 81.446839061900008 26.912781836550003 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 15.475979305150002 10.558528947350002 177.77223095870002 14.451165964200003 18.080422446150003 8.8430989333000021 87.48511602295001 60.327272492300004 8.7431769115000026 185.45496942040003 22.714946882600003 16.172025809700003 19.928892922550002 149.09269374785001 152.73554204000004 205.83789591070004 145.97209859650005 41.827117825850003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -3 -1 -7 -6 12 10 -10 -12 13 15 -9 -2 17 19 -19 21 22 -11 23 25 -25 27 -27 28 29 -21
right_child=8 4 -4 -5 7 6 -8 14 9 16 11 -13 -14 -15 -16 -17 -18 18 -20 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.026763210448352812 0.0051836797602970658 -0.029246045319143047 -0.029304035668988281 -0.029623493283520094 -0.028611175074500363 -0.037804829679433403 0.010014772244952804 0.020017666975625605 -0.031069649076679369 -0.00037929147629353198 -0.030240579485933679 0.002361849557213041 0.025199436951037484 -0.020030581973810614 -0.0078232703619270649 0.021915828194528642 0.015648277041093561 -0.025425606335871001 0.0018971804904167654 0.0015566568783192873 0.014024198377349814 -0.031532356477897212 0.023700459388986295 -0.035461575195338095 0.0083738086384315263 -0.025529933325330094 0.0003883219738424719 -0.013352299405463577 0.026797645144077259 0.011939415982579438
leaf_weight=2.0112671110546216 5.4581701850402151 1.7592492574040077 0.71248805278446514 0.53080510033760209 0.98199314001976556 0.48458746465621549 2.4916555197560228 1.1941902428516189 1.9599198013311232 3.5593063788837744 0.8576025734655558 5.776850493857637 1.9547599842771877 2.1228685583919278 2.4162196626421064 3.28418602142483 2.2966408506035796 2.5835894672200075 3.3497149678878486 32.764987761504017 7.1812960850074878 1.4992999332025645 1.4673653468489636 1.3055599609360791 0.93739431558060449 1.6434452994726587 73.910478040081216 3.0438244439428663 2.0584567182231686 11.636957879032705
leaf_count=31 59 369 80 83 523 122 256 34 112 26 50 100 16 21 28 45 18 29 38 373 45 45 12 31 18 26 1027 71 23 323
internal_value=0.001088 -0.00402834 0.00382912 0.00810705 -0.0117363 0.0121226 0.00222886 -0.0050287 0.00146524 0.000906282 -0.00851538 -0.0018525 0.00834678 0.00531483 0.00138548 0.0114693 0.00144886 0.00122693 -0.0100002 0.00169934 0.00212025 -0.00961262 0.00145638 0.00119998 -0.0171415 0.00152894 -0.000175451 0.00413019 0.00527555 0.00427779
internal_weight=183.235 12.5825 6.2308 5.51832 6.35165 4.98751 2.97624 4.5924 170.653 157.833 8.59437 6.63445 12.82 10.8652 3.61041 8.74236 149.238 146.942 5.9333 141.008 135.95 5.05861 128.768 127.301 2.24295 125.058 75.5539 49.5042 46.4604 44.4019
internal_count=4034 1526 572 492 954 409 378 585 2508 2367 262 150 141 125 62 104 2105 2087 67 2020 1949 71 1904 1892 49 1843 1053 790 719 696
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=16 19 20 0 20 9 21 18 7 3 6 5 17 19 16 3 20 18 16 23 13 15 23 22 12 15 9 18 16 22
split_gain=1.59875 1.81757 1.78082 1.61368 1.40481 2.92832 2.03032 1.38779 2.19402 1.28623 1.20528 1.17203 1.15857 2.10595 1.13229 1.07558 4.1333 3.28393 1.70443 1.5769 1.65661 1.85687 1.58742 3.93138 2.14797 2.83451 1.82215 2.30797 2.51375 2.42834
threshold=18.634956423400002 12.851036860900001 39.256147742250008 103.33357670195001 41.243661560350013 190.49354742400001 9.1239640667000028 15.625782642300001 24.876210878000006 81.93344998355002 13.65531905435 9.1983704482500013 200.79056394860001 12.250988447150002 17.684958644900004 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 0.080770000000000022 114.05514772615001 30.243446395250004 0.093325000000000033 0.086310000000000026 122.12526081760002 33.423812040500003 204.68881850780005 13.946975448150001 22.594947163200004 -0.012794999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 11 14 8 10 12 -1 -6 -9 -14 -4 19 -17 -18 -19 20 21 -2 23 26 25 -24 27 28 -21 -29
right_child=15 2 4 -5 5 -7 -8 9 -10 -11 -12 -13 13 -15 -16 16 17 18 -20 22 -22 -23 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0016051611426035439 0.0015616080240638754 -0.0037034538902583772 -0.00075278007954273393 -0.002408583962444014 -0.0036797662985797821 -0.0029608655671813492 -0.0038795226387155911 0.0012458487154744327 -0.0022954267742928982 0.0033732856533622881 0.00079505064752193304 0.0026608841327661471 0.0020216011096534365 -0.0030333427714628008 0.0022469430223025946 0.00069133688065055473 0.00018074061580978162 -0.0010204046202868743 -0.0040341922430423872 0.0013258893624568974 0.0022823210760893045 -0.0011610540323379799 -0.0023117692698092131 -0.0042770990067868891 0.0013098640461888637 0.001862158038088432 0.0010755582122266671 -0.0029182722395733754 -0.0018667142246746261 0.0011864172114055024
leaf_weight=2.8755321030330441 7.5864173546433467 2.4862721691024516 2.2216304155299422 2.4711817669449365 0.39943754283012856 5.4772320783231407 1.054699541069567 11.865496137528682 4.4385955155594266 2.3981515673222011 13.467443321191238 1.9043406386626882 1.6233321316540235 2.1965524973347783 3.9756333178374916 43.143560147378594 9.0037072321865725 3.76198662817478 4.8855019272305071 10.161109246313574 12.716288119554518 4.5319397710263729 4.6625773888081303 2.2946847742423406 33.182034915313125 3.0470357164740562 17.234621986746788 5.9790091728791586 3.8522751629352561 2.2454993501305571
leaf_count=231 47 135 36 877 66 258 28 151 105 22 346 66 22 44 90 351 161 43 150 59 137 37 50 47 208 15 112 103 26 11
internal_value=0.000320837 -0.000156598 -0.00106505 0.000228424 -0.000628689 -0.00162189 0.00043697 0.000396094 -0.000197139 0.00107784 0.000372736 0.00156152 0.000726884 -0.000885149 0.00117159 0.00048781 0.000130049 -0.00124187 -0.00272308 0.000690148 0.0014338 0.000543406 0.000466721 5.25239e-06 0.00093807 -0.000662127 0.000254201 -0.000382359 0.000448244 -0.00179759
internal_weight=227.144 58.8555 17.5192 41.3363 15.033 7.78101 7.25196 38.8651 20.7816 18.0835 16.343 2.30378 15.6854 3.81988 6.19726 168.288 60.7948 17.6512 8.64749 107.493 24.8346 12.1184 82.6588 41.7672 40.8916 7.70961 39.4725 22.2379 14.0134 8.22451
internal_count=4034 2477 679 1798 544 390 154 921 682 239 577 132 217 66 126 1557 705 354 193 852 221 84 631 358 273 65 311 199 85 114
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=16 5 20 3 20 18 23 8 20 10 16 16 20 15 6 2 4 22 7 13 21 13 5 10 17 20 18 9 18 17
split_gain=4.1212 2.19254 2.3252 2.09079 3.39191 3.73026 2.10868 2.46373 1.69437 1.68516 2.42684 4.02125 2.20393 1.94397 1.75946 1.64498 1.70982 1.58822 1.56683 2.7985 1.79549 1.5388 1.61484 2.11117 2.44854 1.79803 2.55688 2.57807 1.53114 1.58477
threshold=18.594956516900002 18.393720489900002 37.198331469900005 93.499196860750018 41.942745071500006 13.036600629150001 0.080515000000000017 8.6432548896500023 47.927946529500012 81.479100559500012 15.584963555600002 17.809958352600002 41.436838994450007 28.343014915050002 13.200308423050002 115.72920527990001 195.50296729855003 -0.116995 22.516377366000004 116.60649449195002 7.515317457250001 117.51519334005 29.996566321350006 60.613977009100005 163.10708527260002 39.110279783550006 12.885811969150001 186.68586460755003 13.276755824150003 188.10488866565001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 21 18 7 -2 15 10 -4 -12 -13 -14 -11 16 -3 -7 19 20 -6 -5 23 24 -23 -25 -27 -28 29 -8
right_child=3 8 9 4 5 17 28 -9 -10 14 11 12 13 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.0015722354193503105 0.001319784019388134 -0.0015711238384351462 0.00066840703588119286 0.0018461182117601421 0.0021796757775824839 0.00078768750480282576 0.00038760274987727537 -0.0006972142568645647 0.00092818648189739916 -0.0015575346723952659 -0.0014450902247217989 0.001646311328053443 -0.0025200728320731109 0.0013934143397943614 0.0012089091166951641 -0.0023803184975967158 0.0018314524566947186 -0.0026010183504291749 0.0014893560489079923 -0.001686178330060712 -0.00073300880030778342 0.0015768607281457297 0.0019350449078720249 0.001458252302542115 -0.0025296346375379706 -0.0015432575053454731 0.0017152129900847534 -9.499904148418168e-05 0.00035770717715660858 0.0016653806551520651
leaf_weight=4.2595604625530532 30.090173235163093 1.9768715241225421 29.678732194937766 3.7319707609713069 2.3165232613682765 0.79395229276269663 9.3104905784130114 3.3403809443116179 1.6316532990895209 4.990580621524713 8.6174975004978496 4.9864655472338191 1.5099296085536482 1.081549637019634 1.4798298506066201 4.8299709925777279 1.165480814874172 5.080817994195967 2.8031182298436752 4.3440482690930367 1.9229395883157847 0.99304626882076208 2.8969857338815919 6.2461867406964329 2.6301499963738024 3.8610321134328869 5.5865819379687336 12.984103167429565 90.558730036020279 9.988989105448125
leaf_count=315 208 241 292 21 14 13 45 22 24 731 263 47 52 13 13 461 10 149 23 91 34 5 25 32 89 25 20 68 624 64
internal_value=0.000325526 -0.000156163 1.08569e-05 0.000485401 0.000121131 -0.000700996 0.000628251 0.00111825 -0.00114055 0.000139682 0.000289828 -0.000403933 0.000780052 -0.000886785 -0.000924829 -0.00156394 -0.000309127 -0.00214305 4.301e-05 -0.000429323 0.000858538 0.000485658 0.000341411 0.000198483 -0.00140413 0.000400959 0.000106552 0.000449563 0.000479143 0.00104895
internal_weight=265.688 66.2081 56.6041 199.48 56.1915 17.2614 143.289 33.4306 9.60398 52.3446 45.8742 16.1954 7.57794 2.59148 6.47041 7.97232 3.14235 5.87477 11.3866 8.58351 4.23946 38.9301 35.1981 32.3011 3.6232 28.6779 22.4317 18.5707 109.858 19.2995
internal_count=4034 2462 1726 1572 609 324 963 230 736 1411 667 375 112 65 744 712 251 162 162 139 48 285 264 239 94 145 113 88 733 109
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=16 16 13 17 18 4 9 4 20 23 21 15 13 15 21 16 0 7 7 2 18 21 14 7 18 9 23 23 21 22
split_gain=2.86051 1.91957 2.77595 2.61508 2.62391 2.57641 2.30489 2.19061 1.88371 2.53923 2.38097 2.26967 1.6748 1.63812 2.0892 2.1732 1.34298 2.32825 1.50554 1.4194 1.39966 3.11193 1.83553 2.48978 2.34011 1.85927 1.62899 1.52639 1.64161 1.46912
threshold=18.594956516900002 15.584963555600002 98.050756475600011 236.15709471040003 14.85568425095 195.50296729855003 209.21153814325001 180.93811691895004 40.844669808050007 0.093735000000000027 2.0008954101500005 18.465919151800005 110.59241365410001 46.074827201850006 15.285239689500001 23.044946110900003 85.732241321850012 22.747724408400003 22.477322886550002 310.17567643235003 13.893471991850001 11.065329869750002 195.25924573520004 23.109894804950002 13.314799198000001 184.85936449530001 0.09914000000000002 0.088350000000000026 4.1931896429500011 -0.081354999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -1 -6 9 10 -4 -11 -7 16 15 -15 17 18 -2 20 22 -22 25 24 26 -18 -24 -27 -29 -25
right_child=13 3 8 -5 7 12 -8 -9 -10 11 -12 -13 -14 14 -16 -17 19 -19 -20 -21 21 -23 23 29 -26 27 -28 28 -30 -31
leaf_value=-0.0027722159037902659 -5.0148919796854413e-05 -0.0016886604135399376 -0.0020576702005899185 0.0016657801114402643 0.00031959851767221557 0.0012244783065778026 0.00028042922796470729 -0.0027044505763984842 0.0012713590719690502 0.0015420032504367322 0.0010846936397989186 -0.0024796665572310592 -0.0030503682602065069 -0.0019287379273369239 0.0013658178285580404 0.0019328421398752025 -0.000600829952378959 -0.0025009084884192044 0.001762365313437768 0.0020008134842111453 0.00041592955653864481 -0.0024458078667956252 -0.00068172672745158 0.00031341928751398495 -0.0018827987800986829 0.0021753243679280485 0.00099878847589763729 -0.00033243706903515047 0.0015451253726943036 0.0013604040557313364
leaf_weight=3.5872324783704235 18.942828365368776 4.8664911416126468 1.9763807060662681 2.8236466869711867 2.1327464859932643 6.444530762033537 3.3165723816491663 7.6750717296963558 13.923626563046126 1.279208487831055 11.201760914875193 4.1483897538855672 0.70876157958991814 6.0656040376052243 2.9027781090699136 1.219541407190263 3.1669338084757355 2.3560618818737558 3.8402425176464012 5.2796640843152991 49.371888858266175 2.7974931718781582 7.1565025150775972 15.892093174159521 4.5274183712899676 13.492649119347336 9.1661173328757268 4.7427554465830317 10.27028865367174 22.640474434942011
leaf_count=966 276 332 80 38 22 153 169 312 145 7 80 72 86 152 20 10 29 62 24 62 384 54 47 75 33 123 45 26 49 101
internal_value=0.000333482 -0.000146732 0.000214466 -0.000724519 -0.00103373 -0.000207046 -0.00130573 -0.00204686 0.000537102 -1.23801e-05 0.00061342 -0.00153182 0.000800919 0.000500887 -0.000527793 -0.00128231 0.000561241 -2.95743e-06 0.000255363 0.00065675 0.000607204 0.000262474 0.000804714 0.000531016 -0.00020374 0.00131787 0.000261982 0.00153103 0.000951987 0.000928593
internal_weight=247.916 64.0844 39.4332 24.6512 21.8276 12.0198 6.9038 9.80782 32.5294 18.6057 13.1781 5.4276 7.15329 183.831 10.1879 7.28515 173.643 25.1391 22.7831 148.504 143.225 52.1694 91.0552 59.3826 20.85 31.6726 16.3226 28.5057 15.013 38.5326
internal_count=4034 2462 1519 943 905 571 1135 334 384 239 160 79 239 1572 182 162 1390 362 300 1028 966 438 528 301 125 227 92 198 75 176
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 3 18 7 22 3 9 20 5 5 21 15 21 16 0 6 20 6 9 15 20 21 15 10 5 0
split_gain=1.45752 1.58865 1.99627 2.03788 2.33382 1.41324 1.41936 1.86572 1.22972 1.2202 1.20601 1.29889 1.16087 1.0502 1.00172 0.967556 1.55117 1.92196 1.03439 0.988333 2.75402 2.06361 1.98675 1.65411 1.86841 1.62982 2.11244 1.5165 3.26637 2.32684
threshold=18.594956516900002 12.851036860900001 39.952536079750011 41.243661560350013 190.49354742400001 76.927540944650019 15.625782642300001 24.876210878000006 0.061925000000000015 81.93344998355002 187.11236276785004 47.927946529500012 9.1983704482500013 13.154029769200003 5.4349223666500004 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 16.455384477450004 41.674196414850009 16.515385879350003 195.70012057590003 42.246988155050012 38.244973486750006 2.4921523776000005 32.866677124050007 66.590419433100024 20.769304081650002 91.937202686950016
decision_type=2 2 2 2 2 2 2 2 2 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 14 12 8 7 10 -1 13 11 -7 -5 -8 -4 19 17 18 -17 27 23 22 -22 24 -21 26 -26 -2 29 -29
right_child=15 2 3 4 -6 6 9 -9 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 20 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0040203017152157664 0.001252803567323623 -0.0038793297548194157 0.0021761104583059459 -0.0042857791013921221 -0.0033539490394388031 -0.0039963123487139311 0.0028585265873353736 -0.0025758064956515063 0.00065673159195722816 0.0039092899349542302 0.00096292154230161056 0.00064242135387408694 0.0029435426200143306 0.00032819200067403038 -0.002032055211092509 -0.0044802575022723154 0.0018539735285420858 0.0028311185827682352 -0.0010513700106606751 0.002168943322690753 -0.0050378868923573322 -6.4949261180652969e-05 -0.00074678177049220299 0.0020201635617745151 0.00093122652251191509 0.00021942154335818375 -0.0053166372402342317 -0.0025479437248993445 -0.0041195187929092183 0.00088041045164986701
leaf_weight=2.0899715530395038 60.597946476191282 3.3598377089947453 4.2461779729928804 0.4192781436722729 4.8901923564262688 1.762609552766665 3.1804433314246152 4.1085560425417489 1.4412285129074005 2.3376055187545708 12.125877587124704 1.9067424932145511 1.7181962285540064 11.445572778698986 1.0757693001069126 2.5410736595513281 2.6286133993417025 1.1705906894057987 2.8124813567847013 6.3488963758572963 3.0522074997425106 13.159364654682575 3.5312863257713616 12.161262713372706 1.4059139750897913 18.866999913472682 1.9740646090358493 3.3155650766566387 2.4206283343955866 31.952540656551719
leaf_count=744 466 155 95 66 255 396 40 102 162 22 86 89 65 155 30 115 20 10 37 106 41 179 35 64 13 104 37 50 44 251
internal_value=0.000377519 -0.000166035 -0.00121714 -0.000492864 -0.00186987 0.000242699 0.000468178 -0.000237421 -0.00211141 0.00129607 0.000370825 -0.00158584 0.00152547 0.000878416 0.00132548 0.000559119 -0.000672383 -0.00169027 -0.0026789 0.000630105 0.000238402 -0.000955711 -0.0027362 0.000816834 0.000305081 -0.000226832 -0.00271782 0.000871216 0.000257681 0.00055811
internal_weight=224.047 56.1081 15.7095 12.3496 7.02767 40.3986 36.8674 19.9038 3.5312 16.9636 15.7952 3.66935 2.13747 14.626 5.32195 167.939 9.15276 6.52415 5.35356 158.787 60.5 19.7429 6.58349 40.7571 28.5959 22.247 3.37998 98.2867 37.6887 35.2681
internal_count=4034 2462 666 511 386 1796 890 673 906 217 571 485 131 195 125 1572 182 162 152 1390 579 255 76 324 260 154 50 811 345 301
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=6 3 10 3 20 18 23 23 20 9 16 16 15 5 15 15 10 0 4 23 13 23 16 6 16 10 6 3 6 8
split_gain=2.46747 3.03886 3.95924 2.35482 3.93009 3.2957 2.02941 1.98322 1.89198 1.84214 1.79035 1.70758 3.89897 1.75041 3.82514 1.98731 1.6768 1.6626 1.65653 1.64683 1.84072 1.5914 1.48817 1.41767 2.27545 1.40448 1.55067 1.3968 1.66173 2.26735
threshold=14.845346859150002 83.538459487450012 69.64719632740001 93.281431752200021 41.942745071500006 13.036600629150001 0.080770000000000022 -0.10747999999999999 34.19870408380001 95.611857730950007 22.584947186600004 19.199955102150003 29.712811603950005 19.925387549600003 31.385732506450001 33.423812040500003 69.563854125350005 94.047642319350018 393.99831167250005 0.093325000000000033 117.59584708395001 0.13377000000000003 22.564947233300003 16.495385412050002 22.534947303500005 81.479100559500012 13.200308423050002 84.812788641250009 14.745344522600002 7.943800736700001
decision_type=2 2 2 2 2 2 2 2 2 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 16 6 9 -6 -2 -1 -4 -5 22 17 -13 14 -14 -16 -3 -8 21 20 23 25 -7 -15 -25 -9 -27 28 29 -10
right_child=3 2 8 4 5 10 11 18 27 -11 -12 12 13 19 15 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0037290633235786837 0.0020439341881194149 -9.5520970774678763e-05 0.0033845216903330621 -0.0034837795975254248 0.00015896659394623472 -0.0031206044989171588 0.0028556363313334194 0.00079183171577419968 0.00093414248324279029 0.00081795941981258535 -0.0041241110455252005 -0.0033807777249878599 0.0016064086033757731 0.0012490336815972785 -0.0052213398467721031 -0.00043572223517425083 0.0036696363523634596 -6.858937389551522e-05 -0.0036182430596458461 0.0015685434431771921 -0.0021726468433103702 -0.0037155908630003825 0.0012653975266836883 0.0013543776700262961 -0.0029923385474261472 -0.0024169009425101195 0.0018772535816836107 -0.0036636103397316095 0.001687230802889501 -0.0040036670744055354
leaf_weight=1.3851129696995474 18.006485658232123 8.1588990810560063 0.66326857724925403 1.214676524279638 9.8931903567863646 1.8475303223822248 7.8129558395594341 48.094882240635343 1.6341333135496805 42.707107565831393 4.8918923512101173 2.8922784924507132 4.1191589925438148 14.64921035803855 2.2960535474121571 1.8663818240165708 1.6948484089225537 3.2732613272964954 1.1658010593091592 25.638140298426151 3.0878344736993304 1.0266739421640512 1.8239268707111478 2.9191190190613261 2.798876229673624 3.4059626256057518 1.4110826905816791 6.8485072419862263 1.5422286763787267 3.3964760154485703
leaf_count=195 170 193 4 275 292 32 43 507 50 306 150 30 29 86 30 15 7 32 307 137 23 42 17 17 38 575 15 301 9 107
internal_value=0.000393589 -9.41579e-05 -0.00112268 0.000652116 0.000138535 -0.00119521 0.00101063 0.000341694 -0.00229436 0.000698993 -0.00275968 0.000749863 0.000521325 0.000718031 -0.000746794 -0.00307553 0.000552088 0.00199224 0.000444017 0.000965135 0.000305563 0.000531817 -0.000941702 0.00068128 -0.000773277 0.000614231 -0.00115899 -0.002575 -0.00144074 -0.00239968
internal_weight=232.166 80.4279 23.9384 151.738 62.3783 18.4565 89.3598 56.4895 14.0846 43.9218 8.56335 71.3533 60.2671 57.3748 8.28159 4.16244 9.85375 11.0862 55.1044 49.0932 23.455 53.9386 3.67146 20.3672 5.718 52.9119 4.81705 13.4213 6.57284 5.03061
internal_count=4034 2312 671 1722 1072 491 650 1641 471 581 199 480 405 375 74 45 200 75 1446 301 164 1139 49 141 55 1097 590 467 166 157
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=17 10 0 5 6 6 22 23 21 16 7 7 17 22 22 23 17 19 10 7 10 21 20 15 20 22 18 3 15 16
split_gain=0.679835 0.506927 2.74838 1.74725 1.73274 1.56459 1.36927 2.23764 1.44635 1.33247 1.12864 2.10855 2.25682 1.28633 1.1494 1.10031 1.31801 1.12601 1.16595 1.06177 1.03908 1.82073 1.14893 1.17392 0.98962 0.944227 0.937376 0.80876 1.71935 1.48413
threshold=159.58247398035004 66.590419433100024 90.407470010750018 20.769304081650002 18.710437166350005 16.325381439950004 -0.059424999999999999 0.083495000000000028 11.859661033550003 19.974953289850003 24.054467534550003 24.803880018200001 186.93340979500002 -0.094519999999999993 -0.10290999999999999 0.092260000000000023 190.79440939600002 11.850956171350001 75.951630643300021 25.520256579150004 65.611820673600008 2.3223121640500004 38.400997490450003 30.108785229950005 40.00488309970001 -0.055334999999999995 13.376114027300002 93.281431752200021 33.235275174000002 22.454947490600002
decision_type=2 2 2 2 2 2 2 2 2 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 20 5 -5 6 7 -3 9 25 13 12 14 -9 -12 16 -13 -17 -19 -18 22 -22 23 -2 -21 -8 -25 28 -24 -30
right_child=1 3 -4 4 -6 -7 8 10 -10 -11 11 15 -14 -15 -16 17 19 18 -20 24 21 -23 27 26 -26 -27 -28 -29 29 -31
leaf_value=-0.035062473950783782 -0.022723379694542595 -0.021397957203244947 0.025804085642050289 -0.033607372057131518 0.033483826144391375 -0.041148187580874809 0.033877690754229535 0.023699460609581047 -0.029048783055800949 -0.017475831467684822 0.019671892842478122 -0.0375924149540953 -0.035344511525913051 -0.0085135846801351993 -0.02193167170226357 0.013752054854476531 0.024686164076936468 -0.0039967696183689245 -0.034856157673234973 -0.026884635789646658 -0.034837441179365478 0.0053691096131455946 -0.021828017340410347 0.0083770480888785831 0.0096415711248942146 0.0074065385990791741 0.029279162116559117 -0.0015739371970656896 0.028893514475474918 0.0044449769571814476
leaf_weight=0.52677661566121869 0.8940360497799692 5.8907955992035559 5.2513340618461362 2.7246513926074836 0.46961402148008335 0.92097752075642247 1.4703350514173497 3.9100889971305151 1.2019236505293509 2.1733523611910632 1.7142703191202602 0.57112039749336219 3.6406700260704383 1.9249997051665584 1.1576683214807442 2.2740746424533409 4.3265049718320352 4.494632065994665 1.7780472330632617 0.94000667563523155 2.1466597616672507 2.5813413193682209 2.4337093405192709 6.1956421463983116 4.3150446042855037 30.260030941833978 3.4903760105371475 46.218563274829648 2.7669718712568274 39.01213600486517
leaf_count=262 167 661 55 129 5 13 11 57 78 34 13 47 100 22 40 81 37 76 95 60 16 26 34 73 116 547 33 790 68 288
internal_value=0.00153222 0.00163522 0.00302592 -0.000391537 -0.0237438 0.000630785 0.00116487 -0.00317063 0.00572666 0.00695949 0.000287768 -0.0026711 -0.0184787 0.0130724 0.00290164 0.00283433 0.0100138 -0.00569417 -0.0127441 0.0128514 0.00189469 -0.0128859 0.00258652 0.0126446 0.00310788 0.00863317 0.0159092 0.00140977 0.00452883 0.00606417
internal_weight=187.676 187.15 110.991 76.1588 3.19427 72.9645 72.0436 36.9379 35.1056 33.9037 31.0471 25.212 6.51261 5.83509 2.87194 18.6994 10.1527 8.54675 6.27268 9.58156 105.739 4.728 101.011 10.5801 5.25505 31.7304 9.68602 90.4314 44.2128 41.7791
internal_count=4034 3772 1550 2222 134 2088 2075 1405 670 592 744 665 153 79 53 512 260 252 171 213 1495 42 1453 273 176 558 106 1180 390 356
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=16 19 6 20 17 18 19 23 8 5 21 17 15 21 16 0 13 10 0 16 20 23 6 0 23 17 10 20 2 3
split_gain=2.64887 2.2816 2.24249 2.10909 1.69402 3.40071 1.52101 1.45976 2.52057 1.56108 1.30668 1.28715 1.27556 1.68872 2.13521 1.31026 1.30617 1.68753 2.43477 1.93764 3.69924 2.55005 2.10039 2.14528 3.0225 2.79572 1.77894 1.99043 2.38663 2.31598
threshold=18.634956423400002 12.851036860900001 11.075258771650001 39.256147742250008 236.15709471040003 15.289002683150001 12.551012654050002 0.097450000000000023 8.2435668022500028 19.234448447350001 3.3753071955500005 162.57770630285003 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 117.60660091645001 66.590419433100024 90.407470010750018 19.199955102150003 37.73036952315001 0.11278000000000003 14.825346391850003 96.163458868000006 -0.089139999999999997 188.64489188380003 65.611820673600008 42.198888176300009 225.71432550675004 93.181958801350021
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 7 -1 8 9 -5 -8 -4 16 14 15 -14 17 18 26 22 -21 -22 23 24 -19 -26 27 28 -2 -29
right_child=12 3 11 4 -6 -7 10 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 19 -20 20 21 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0026499675585993378 0.00088493518348527786 -0.0028527359391420314 -0.0019703612461949025 0.00097782360814396884 0.001388447351605852 -0.0028753708098512207 0.0025177729682111069 0.0014953022820028018 -0.0027806005815462225 -0.00265995484561477 -0.0026462584626541674 0.00044200931781783757 -0.0029532230277582233 0.0012547913083574694 0.0018899944746790559 -0.00056735895402131465 6.3009331685674755e-05 0.0021794734426159993 0.0022393944022500744 0.00061131673702042417 -0.0026826530133842916 0.00076981403901492569 0.0017274372643547422 0.00089387959257040191 0.0016871024135080477 -0.0030285797372505384 -0.00070676594027952605 0.0009359489030372392 0.0026577954215540778 -0.00054784587970725012
leaf_weight=2.8867701394483438 48.951412212103605 2.9794208771782023 1.5007321296725411 4.3494109108578431 2.5761564038693896 3.9771677879616609 0.86942678689956643 2.7619288018904626 2.5038382955826819 0.93699437985196699 0.50692016049288213 39.22187181469053 2.9059694344177824 2.809639498591423 1.3037471007555721 3.1185259409248829 34.954889023443684 1.4628479219973085 7.1331392228603354 8.9635239560157078 5.6190236862748852 1.8612249270081518 7.8417805582284918 9.1638654768466932 1.0473951101303125 3.8111271448433399 5.607595443725585 14.273979023098947 5.5221995040774337 13.261320365360005
leaf_count=894 278 135 181 84 48 129 10 26 135 122 59 654 115 20 10 37 342 9 49 53 77 12 45 36 7 101 35 123 41 167
internal_value=0.000290488 -0.000151419 0.000168435 -0.000867822 -0.000522092 -0.000860844 -0.00159561 -0.000101558 -0.000667704 0.000333042 0.000615817 0.000353107 0.000450583 -0.000430239 -0.00107628 -0.0017182 0.000503273 0.000617675 0.000803179 0.000175733 -0.00049633 -0.00182362 0.000649486 0.000103608 -0.00104202 -0.00201198 0.000686252 0.000781504 0.00106466 0.000221336
internal_weight=244.684 65.0706 44.9857 20.0849 17.1055 14.5293 4.26312 10.5522 7.79024 5.28641 1.37635 40.7226 179.613 10.1379 7.32824 6.0245 169.475 134.52 94.7496 39.7708 16.4438 7.48025 23.327 15.4852 6.32137 4.85852 87.6165 82.0089 54.4736 27.5353
internal_count=4034 2477 1798 679 544 496 963 367 341 206 69 835 1557 182 162 152 1375 1033 693 340 142 89 198 153 117 108 644 609 319 290
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=13 6 8 19 20 15 15 15 18 10 19 15 18 6 6 10 5 22 20 17 12 9 4 16 10 0 21 13 5 13
split_gain=0.539831 0.671649 0.918662 0.859707 0.493396 1.46097 0.850814 1.14442 0.909575 0.830046 1.17309 0.761759 1.35759 1.12792 1.99218 1.16981 2.08663 1.73902 1.08707 1.09134 0.991402 0.975647 0.965368 0.965012 1.9624 2.9193 2.8038 2.24169 1.7441 1.38726
threshold=98.050756475600011 13.200308423050002 7.1444245619500011 12.551012654050002 35.419594101850009 35.517387705950007 23.292710050100002 24.006097767650004 14.104086706500002 68.34060567600001 14.251149826300002 19.763739472850002 15.788786379500001 13.65531905435 13.78532209185 70.206395618550019 18.849479428700004 -0.167075 39.861052345600008 236.15709471040003 69.826413229550027 196.26893085885004 278.29044475435006 19.199955102150003 66.964115113200009 90.297243227400017 1.0000000180025095e-35 114.57939706160001 19.234448447350001 109.46594969745001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -2 -8 9 10 -9 12 -6 18 -15 23 17 -17 -13 22 -19 -22 -20 28 25 27 -26 -25 -16 -30
right_child=4 -3 -4 -5 11 -7 7 8 -10 -11 -12 13 -14 14 15 16 -18 20 19 -21 21 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=-0.030106588808040912 -0.031956761184315785 0.010109580585232487 -0.031516338163362981 0.020459043812592146 -0.0049280301131666288 0.02226257482234582 0.03047512896151441 -0.030708552778526282 -0.025329230396562905 0.032617386805025433 0.011179945681781305 -0.024896903647446851 0.02148396553397814 0.018377690797741195 0.021252440860338832 -0.034541483562927612 -0.033508725945134918 0.02308099201397058 -0.0022022983191409607 0.024534049509198547 -0.027449142238553711 -0.00014124520872005054 -0.025651574810689172 -0.020914915218072028 0.010189070512755808 0.02191489802574477 -0.026146106372469023 0.0020291959215625165 0.025857462936697138 -0.01681095956523149
leaf_weight=0.47336261542659419 0.70109081180998867 1.1446276959613895 1.6713635505584532 0.82470672833733261 2.9359416982042594 3.9449077919125557 1.0930169986095277 0.91393197182333175 1.2514250453095881 0.73561684042215336 1.7298691123723982 2.5446480661630622 4.2757420958951116 6.0557209653779855 5.851520821452139 1.4066486284136832 2.1333946285303673 1.5206054821610475 9.0184622952947375 1.1344722425565112 1.2597864605486417 16.462107531027868 1.9014077622559842 3.9720145016908637 2.9979723095893842 6.4186002761125556 5.1844813139177859 92.70171435107477 0.92859765817411277 2.5618785669503268
leaf_count=711 50 53 362 60 137 27 21 71 22 4 16 99 41 40 41 28 123 6 179 21 38 234 135 38 19 55 80 977 67 279
internal_value=0.00135911 -0.00935382 -0.0168564 0.00201944 0.00160176 0.00793643 -0.000859801 0.00294913 -0.00354782 0.004518 -0.00330043 0.0012182 0.0107314 0.000800008 0.00157506 0.000865489 -0.00534985 -0.00244058 -0.00713447 -0.00338486 -9.39674e-05 -0.00208247 -0.00628537 0.00203947 0.00126436 0.00238329 -0.0128332 0.0010865 0.011272 -0.00545956
internal_weight=185.75 4.11406 2.96943 1.29807 181.636 10.3699 6.42495 5.72386 4.63084 3.37942 2.6438 171.266 7.21168 164.054 149.455 143.399 22.7825 20.6491 14.599 12.0543 19.2425 17.7219 10.9199 120.617 111.275 103.092 8.18245 96.6737 9.342 3.49048
internal_count=4034 1186 1133 771 2848 211 184 134 113 91 87 2637 178 2459 2025 1985 429 306 434 335 278 272 314 1556 1169 1070 99 1015 387 346
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=16 5 9 6 4 23 23 19 6 10 17 7 12 18 2 3 23 6 20 22 6 0 5 15 3 17 19 15 6 0
split_gain=3.88468 2.14558 2.10121 2.08966 2.07572 1.85309 1.70765 1.69444 2.63591 2.33715 3.05767 2.19805 2.04755 1.53383 4.80778 4.11639 1.80938 1.92332 3.39267 3.1838 1.78688 1.94615 3.7718 2.33842 2.63422 2.05673 1.75224 1.64827 1.52099 2.33288
threshold=18.634956423400002 23.626838821450004 226.28914430085004 15.51536251395 393.99831167250005 0.081155000000000019 1.0000000180025095e-35 12.851036860900001 11.075258771650001 69.999384342500022 236.15709471040003 25.138824731100005 124.92778561480002 13.893471991850001 78.595990734650016 92.058183302850011 0.085665000000000033 16.455384477450004 41.50623664750001 -0.082094999999999987 15.885371159150003 93.399723909900004 19.925387549600003 31.504255087500002 85.538672336450006 197.20536406400001 14.451165964200003 42.246988155050012 16.395383075500003 86.162394622750014
decision_type=2 2 2 2 2 2 2 2 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 28 4 7 6 -2 8 -1 -9 11 12 -11 16 -15 20 -7 -18 27 -20 21 22 -16 24 -23 -25 -21 -19 -3 -30
right_child=1 2 -4 -5 -6 13 -8 9 -10 10 -12 -13 -14 14 15 -17 17 18 19 26 -22 23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.0015698479818966713 0.00062745154142318917 -0.001835229853309192 0.0021485539407060444 -0.0020393858068650877 -0.0025970823291915825 -0.00045019577094357419 0.0016675131998743948 0.0022716605833642098 0.00045844067843928452 -0.0017078430820458594 0.0013782013193936763 -0.002682285326436469 0.00068868371045007035 -0.0030892326291523755 -0.0031336045952058606 -0.0021167363618880752 0.0011718659206822451 0.00058679937594091039 0.00044731402667403996 -0.0036884459482377156 0.001463967364772162 0.00026107810397894425 0.00058192761341305677 -0.0028776239325765374 0.0026447855480634386 0.00023711240185224751 -0.00065703955197562796 0.0022947742652392115 -0.00038327719570131904 0.0013362157323507954
leaf_weight=4.2946666731149881 20.652992747724056 3.1323928353376678 2.4849741235375395 3.4088630380574605 1.9030080612283189 7.6339240409433833 17.897846145555377 1.5539275861810917 41.477659261086956 4.8313152648042905 2.97319531161338 4.996932810987345 3.9242699710885063 2.6627917177975169 2.7302293488755849 3.7962481901049605 40.428588464856148 19.014951849356297 5.5959881898015738 2.5448491461575014 10.071034427732227 5.9996051508933324 4.2315111011266708 1.5608079573139528 5.3064734172075987 7.358295458368957 2.1255192141979933 4.1877146437764159 23.212348158936951 6.0394173860549918
leaf_count=680 117 55 13 354 374 42 151 15 616 134 40 191 73 49 42 49 211 98 29 27 55 36 32 34 23 55 21 17 373 28
internal_value=0.000344336 0.000519652 -3.54571e-05 -0.000157795 -6.05456e-05 0.000637822 0.00111032 1.48158e-05 0.000268133 -0.000619492 -0.000888099 -0.00137806 -0.000633715 0.000492391 0.000119934 0.000328082 0.000692101 0.000810104 0.000373118 -0.000806511 0.000577187 0.000248691 -0.000875216 0.000635553 0.00137986 -0.000307954 -0.00230883 0.000895062 -0.000203046 -2.82649e-05
internal_weight=268.032 198.669 34.8691 69.3638 65.955 163.799 38.5508 64.052 45.7723 18.2796 16.7257 13.7525 8.75559 125.249 43.717 41.0542 81.5315 73.8976 33.469 10.2664 37.258 27.1869 6.96174 20.2252 11.3061 8.9191 4.67037 23.2027 32.3842 29.2518
internal_count=4034 1557 469 2477 2123 1088 268 1749 1296 453 438 398 207 820 375 326 445 403 192 77 277 222 74 148 59 89 48 115 456 401
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=16 16 16 15 21 16 0 7 7 22 2 6 2 7 10 20 16 23 16 17 22 20 21 12 12 5 12 15 0 22
split_gain=0.499824 1.02505 1.19543 0.506437 1.28919 1.20472 0.871633 0.51066 1.06792 1.23772 1.40776 1.35677 1.0635 0.991823 0.952444 0.836108 1.56215 1.21557 0.751775 2.37448 2.79732 1.94425 2.08631 0.841868 1.80865 2.27834 1.37155 1.638 1.15146 0.8039
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 22.105125139000005 20.861906850000004 0.18145000000000003 41.467794892200004 16.605387982250004 319.18044405035005 22.181995028450004 60.613977009100005 47.927946529500012 21.094950670800003 0.10721500000000002 22.624947093000003 199.03437346465003 -0.10423499999999999 41.872294782850005 8.119216894900001 246.36519872610003 251.89085751685002 21.386268748550005 241.11057232950003 43.890399822900008 96.851704149400021 -0.083424999999999985
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 6 -5 8 12 10 -10 -12 15 -9 -15 16 17 -2 23 20 -20 -22 -23 26 -25 28 27 -16 -26 -27
right_child=3 -3 -4 4 -6 -7 -8 13 9 -11 11 -13 -14 14 18 -17 -18 -19 19 -21 21 22 -24 24 25 29 -28 -29 -30 -31
leaf_value=-0.027977387910097788 -0.026277452718308687 -0.026632378452848667 0.025769254737441061 -0.029570219060508902 0.010787024336464479 0.016520169423195719 -0.0067812160076338775 0.019490089047975195 0.01771736456618114 0.017974356103356952 -0.034832438153431441 -0.0082508516197549245 -0.027187977581676428 -0.023077048162629767 0.0016781107010065727 0.017922236876779865 0.016646970082184218 0.024626549442954088 -0.021788350059619679 0.021466310081355168 0.0089782164608263066 -0.026020371543642475 0.004816221806011981 -0.030899376335799165 -0.031775193657542639 0.025497857678510236 0.023667509570061918 -0.021548794839535781 -0.0033296524339335638 0.0026791748662744596
leaf_weight=0.4269328358859632 1.6166700235335145 1.2608893265278309 0.77353588324331213 2.1044470344204447 2.3283692002296448 0.81905046943575133 2.3746710028499365 2.1264214409748083 0.78271294757723797 0.89366636448539782 2.191396178532159 3.0573380605783314 0.66613082820549596 1.0194756565615524 109.23670687715639 2.7215548013336957 1.7981320582330225 0.38637854601256538 2.8539052344858673 5.1381708849221459 19.977267865091566 2.4560249694623044 3.591113000176847 1.6477026664651919 1.6745784161612376 1.6829202673397956 1.8441618320066471 2.0563471238128832 2.174236878141528 2.6306082943337969
leaf_count=455 435 435 40 115 20 10 37 25 8 15 126 47 41 39 1471 27 21 13 27 54 123 40 23 45 76 21 16 26 170 33
internal_value=0.00114347 -0.0103973 0.00665488 0.00129967 -0.00520355 -0.0122309 -0.0174883 0.00158435 -0.00311708 -0.010343 -0.0145388 -0.0193489 0.00384376 0.00199879 0.00176336 0.00701286 -0.000798002 -0.0164583 0.00192469 0.00531698 0.00244361 0.00510095 -0.00770796 0.000986134 -0.00625927 -0.00128527 0.00161438 0.00124895 -0.015706 0.0115819
internal_weight=184.312 2.46136 1.20047 181.85 7.62654 5.29817 4.47912 174.224 14.114 6.92511 6.03145 5.24873 7.18887 160.11 157.983 6.52274 3.80118 2.00305 156.964 34.0165 28.8783 26.0244 6.04714 122.947 9.81005 8.16234 113.137 111.293 3.84882 4.31353
internal_count=4034 930 495 3104 182 162 152 2922 733 196 181 173 537 2189 2164 496 469 448 2125 267 213 186 63 1858 345 300 1513 1497 246 54
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=16 2 16 3 20 23 18 17 22 5 10 20 0 18 6 15 21 16 16 23 15 2 5 18 2 7 7 22 6 16
split_gain=2.83518 3.11396 2.97756 2.63999 5.49715 2.73412 2.71801 2.38514 2.50071 3.56615 3.24039 3.80791 2.43493 2.10594 2.07205 2.03363 1.96783 1.93504 1.78134 2.37616 1.94852 3.48295 1.82184 1.76843 1.76328 1.73629 2.07136 1.73564 1.65426 1.59325
threshold=20.404952284350003 322.38159739250005 19.974953289850003 93.281431752200021 41.942745071500006 0.080135000000000026 13.036600629150001 162.13109061465002 -0.059424999999999999 20.305669781650003 69.999384342500022 38.244973486750006 92.313586825200005 14.642476607400001 14.845346859150002 33.005488016050009 7.0441631297000011 22.584947186600004 22.534947303500005 0.09450500000000002 38.884669609800007 154.31016903475003 22.580289596950006 13.893471991850001 41.467794892200004 22.516377366000004 22.105125139000005 -0.053159999999999992 15.785368822600002 22.564947233300003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -2 25 -1 10 12 -9 23 -10 24 16 27 -14 29 28 20 21 -20 -22 -12 -13 26 -6 -7 -17 -8
right_child=3 -3 -4 4 6 15 17 8 9 -11 11 13 14 -15 -16 18 -18 -19 19 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0027584820382256484 0.0017311618445043069 -0.0026699937036069178 -0.002356152150276685 0.00059685368618879995 0.00044436005104734493 0.00018439950874922137 -0.0022508567569564297 0.00092258697571088305 -0.0023865797036287076 -0.0022845997836766375 0.002911916236190483 0.0021974994728744344 0.00085235851657503069 0.00011609857756373192 0.0020428685487659465 0.00028762673449435919 -0.0011299791222760635 -0.0030068521074274992 6.5001363482996587e-05 0.0010873614922475607 0.0015429513572742413 -0.0035224036190911441 -0.00067134632252380331 -0.0027331623643193298 -0.0017634285906454629 0.0016248721848380583 -0.0030840242893790783 -0.0022232824089126017 0.0018430994886852808 0.00092002372310735119
leaf_weight=1.7268643825082097 17.087879650294781 2.6343039450584902 3.0411012042313805 46.771202674135566 2.7034031432122019 7.047760758548975 1.9973874147981387 13.29270255891606 1.4353175682481367 2.4564521936699739 0.36957824230193992 0.78046458214521308 29.17657650320325 28.860281977104023 8.2176679782569391 6.0764091834425953 3.4960438580019391 5.13356545381248 4.8730071634054211 17.627451648935676 5.0873921066522581 2.5808736309409142 4.2531616427004337 5.4167479940806516 6.8545399362919852 2.7368748271837831 1.6830832622945306 2.5391150768846256 14.280118629336355 1.9547335170209408
leaf_count=319 147 279 49 302 41 53 24 354 49 143 1 4 345 707 39 30 146 150 27 86 27 39 38 262 216 23 26 22 69 17
internal_value=0.000317816 1.13158e-05 7.85066e-05 0.000546489 0.00016259 0.000843322 -0.00109048 0.000151036 0.000201101 0.000640179 -0.00015271 -0.000490768 0.000809925 -0.000192402 0.000922128 0.000607616 0.000640244 -0.00199581 0.000793286 0.000447028 -0.000225067 -0.00117712 0.000534685 -0.00237261 -0.00135854 6.42515e-05 -0.000909472 -0.000453283 0.00137879 -0.000682528
internal_weight=252.192 107.759 105.124 144.433 62.9803 81.4532 16.209 102.083 100.356 44.7821 55.5743 42.2816 42.3256 36.4953 40.8903 64.3653 32.6726 9.08569 54.7784 34.4219 16.7944 7.45388 9.34055 5.78633 7.635 7.12336 4.38649 9.58688 20.3565 3.95212
internal_count=4034 2913 2634 1121 583 538 281 2585 2266 722 1544 1190 579 927 530 391 491 191 316 217 131 66 65 263 220 90 67 75 99 41
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=6 23 15 23 10 9 16 7 7 23 8 2 4 7 20 16 23 10 17 19 16 20 18 20 3 18 17 10 12 16
split_gain=0.481769 0.447956 0.459863 0.972603 0.539296 0.517589 1.105 0.458688 0.869883 1.16709 1.10107 0.96353 0.951771 0.776362 0.752227 1.43128 1.12282 0.696234 0.77217 0.737062 0.654291 2.00552 1.7549 1.79663 1.29803 1.29932 0.930177 1.59839 1.80384 1.05232
threshold=5.3251244207000008 0.4381000000000001 46.683480308100009 0.090390000000000012 61.45546440395001 206.57490536735003 22.584947186600004 22.105125139000005 20.861906850000004 0.10433500000000002 8.3434888241000014 56.478612905150008 377.6847677435 22.181995028450004 47.927946529500012 21.094950670800003 0.10721500000000002 61.622148808000013 189.50863627480001 14.651182102100002 22.624947093000003 41.872294782850005 13.531614672700002 41.243661560350013 92.598563387050021 13.036600629150001 200.11066131620001 62.165217350350012 103.54784004735002 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 -5 8 12 10 11 -10 14 -9 15 16 -2 18 -15 20 26 22 23 -22 -23 -26 29 -28 -29 -19
right_child=1 -3 3 5 -6 -7 -8 13 9 -11 -12 -13 -14 17 -16 -17 -18 19 -20 -21 21 24 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.023069992712630827 -0.031776517041175213 -0.017918523075655033 0.0027946393858961915 0.01213541844325699 -0.035199822706248989 0.018038235105321671 -0.029037193386201716 0.02213976272772061 0.022199014020061889 -0.035802726271014461 0.0060447247316216387 -0.03537888055915437 -0.032774421064373602 0.0069267609781834072 0.020459483328218279 0.018905038409818276 0.02926714929757834 0.0035450704694775714 -0.034896003004153082 0.014754059176362168 -0.0013213883375386003 0.0054188155007479427 0.026928563885321253 0.019163743629304602 0.0066390389789392004 -0.030952185847679912 -0.029400451137846964 -0.025525226813745302 0.00055321024609063284 -0.010419189218546152
leaf_weight=0.78564340074080874 1.5448414706916067 1.1584352394565929 0.49147342517971893 1.4283441416919238 1.4118056317092849 1.2905312180519102 1.1468496657907961 1.9056548399676092 0.3519129306077956 1.5163610882591454 3.3311276114545763 1.4615329251973888 0.6219269792200065 0.74066033726557989 2.6363048893399537 1.7594330310821531 0.36317073274403799 81.119653268506227 1.0297280140221117 4.5054110623896113 11.505226992070684 4.0198318883776647 5.0620950646698466 6.5602610334753981 1.2956401929259298 2.9183909599669278 2.1624330561608067 2.8306169630959621 30.23994524491718 5.6318407561630002
leaf_count=672 465 27 7 7 63 9 50 22 3 21 37 162 47 15 30 21 13 1254 34 38 64 24 58 43 12 55 43 59 618 61
internal_value=0.00133982 0.00144517 0.00156918 -0.00710879 -0.0253887 0.00189128 -0.0062006 0.00185507 -0.00365756 -0.0117175 -0.00461837 -0.0242055 0.00409427 0.00231875 0.00773173 -0.00141749 -0.0201575 0.00208212 -0.017399 0.00230061 0.00193472 0.00595907 0.0106726 0.00611754 -0.00728043 -0.0193944 0.000900082 -0.00338034 -0.00167893 0.00263852
internal_weight=182.827 182.041 180.883 5.769 1.90328 3.86573 2.57519 175.114 13.5866 6.66093 5.14457 1.81345 6.92568 161.527 6.30375 3.66745 1.90801 159.622 1.77039 157.851 153.346 31.3614 23.1276 18.0655 8.23386 4.21403 121.984 35.233 33.0706 86.7515
internal_count=4034 3362 3335 136 70 66 57 3199 799 223 202 165 576 2400 529 499 478 2378 49 2329 2291 256 165 107 91 67 2035 720 677 1315
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=10 3 3 6 18 10 21 19 6 23 20 22 18 7 8 4 16 22 6 7 16 5 17 0 18 9 8 9 9 8
split_gain=4.5972 6.26654 3.03693 2.90924 2.72642 2.88922 2.31734 2.43413 2.20377 3.02863 2.11936 3.223 2.92238 4.2698 2.75354 1.98346 1.87749 1.8541 1.56851 1.49278 1.38103 1.93404 1.97307 1.8556 2.05766 1.88477 1.57585 1.37598 1.67176 1.36669
threshold=70.206395618550019 83.538459487450012 93.499196860750018 13.65531905435 14.118140587000001 71.104340634100012 5.9696025344000008 11.850956171350001 13.78532209185 0.09450500000000002 41.942745071500006 -0.116995 13.036600629150001 22.516377366000004 6.2451263653500009 377.6847677435 13.564968279200002 -0.23783499999999999 14.315334475500002 17.543892076850003 17.634958761800004 15.363313533450002 205.10400128480003 103.33357670195001 15.946034773700001 193.42660545270004 7.1444245619500011 186.16747084260001 191.98656730705002 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 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 29 6 5 -3 20 16 -5 -10 14 15 13 19 -4 17 -8 -12 -11 -13 21 22 23 24 25 -2 -24 -16 -29 -1
right_child=1 4 10 8 -6 -7 7 -9 9 18 11 12 -14 -15 27 -17 -18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00071552710014134236 0.00032121137932368771 0.001819496747960368 -0.0021230842919143524 0.0015269991865890175 -0.0018100507576979319 -0.0016937850384884526 -0.001871969423206698 -0.0021524655171523154 0.00062691470970861892 -0.0025043377702841621 -0.00093240695416220551 0.0017701826987647387 -0.0024149222646482906 0.0017415611335220278 0.0011502272428154693 -0.0022083414521389482 0.0011574096179769486 0.0015957514634437899 0.00025526751321725742 -0.0023848689856432121 0.0010334121127899463 -0.0024454681136029531 0.00096195306814882999 -0.0021213264208964633 0.0013146838801662525 -0.0024128032982233031 -0.0022801474207759156 -0.00077860874756201768 0.00050828305541417824 -0.00015915199191408262
leaf_weight=119.3728672201978 4.5679193891119301 2.1638232856057575 1.8463490429567162 8.5795501163229364 11.645793550764209 1.9166184652131049 1.3916084358934298 4.9018785035004839 18.849066289141778 2.2821705648675557 1.692372179822996 0.43299882113933419 4.9363765851594508 2.6177923465147614 9.8499481752514821 0.99350585904903699 2.4561820658273064 4.9251389042474356 1.4705885685980318 2.8242286731256172 5.1174635894130907 1.5133566354634229 0.88247954571852405 1.2162791572045524 7.2561110159149393 1.4399803169071672 2.4812998537672684 5.5509937964379814 20.833897121250629 8.2955623380839807
leaf_count=829 97 20 281 37 379 69 285 238 98 42 125 18 158 18 51 47 56 38 12 126 38 38 103 396 51 36 108 38 145 57
internal_value=0.000299407 -0.000117223 0.000480681 0.000170721 -0.00129648 0.000169278 -0.000258314 -0.00117871 0.000627868 0.000286562 7.84668e-05 -0.000501755 -0.00123304 -0.000239979 0.000359159 0.000537027 6.17914e-05 0.000949196 -0.00142294 -0.00183252 7.07257e-05 -0.000183777 8.0374e-06 0.000341999 0.00056788 -0.00033408 -0.00142959 0.000485642 0.00023754 0.000658693
internal_weight=264.304 80.1322 184.172 64.4059 15.7262 4.08044 33.2246 8.74967 31.1814 22.6018 56.5036 18.4224 10.8114 5.87502 38.0812 7.61102 3.84779 6.61751 3.75276 3.25723 24.4749 19.3574 17.8441 14.4803 13.264 6.0079 3.36378 36.2348 26.3849 127.668
internal_count=4034 2103 1931 1635 468 89 1446 579 189 152 1045 530 320 162 515 210 341 163 54 144 867 829 791 580 184 133 211 234 183 886
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=16 4 20 16 17 10 16 5 21 19 6 14 15 21 16 13 4 8 23 20 22 19 23 21 0 23 13 20 12 22
split_gain=2.84277 1.9989 1.80677 2.17855 2.95031 3.0244 2.88283 1.9014 1.99511 1.79963 2.07982 1.71045 1.70923 1.90021 2.77219 1.43649 1.72355 2.21386 1.43342 2.30907 2.60265 1.42531 1.29252 2.11785 2.39277 1.73449 2.96053 1.57394 2.22397 2.10199
threshold=18.594956516900002 393.99831167250005 38.244973486750006 15.584963555600002 236.15709471040003 71.015621515800021 13.564968279200002 19.234448447350001 12.263428102400001 10.650859343850001 11.805275828400001 179.09836080685002 46.074827201850006 15.285239689500001 23.044946110900003 118.08514646370001 160.10465189265003 10.142085217300002 0.093580000000000024 41.827117825850003 -0.088224999999999984 12.751028791950002 0.081155000000000019 3.0668791869500005 93.805681087600007 0.076835000000000028 116.00427987075001 42.198888176300009 94.328280857900012 -0.11347
decision_type=2 2 2 2 2 2 2 2 2 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 11 6 5 7 9 -5 -9 10 -4 21 15 14 -14 22 -17 -18 -8 20 -20 -1 23 24 -2 26 -25 28 -24 -29
right_child=12 -3 3 4 -6 -7 18 8 -10 -11 -12 -13 13 -15 -16 16 17 -19 19 -21 -22 -23 27 25 -26 -27 -28 29 -30 -31
leaf_value=0.00092061351166719215 0.0019964839467789971 -0.0024248659848509387 -0.0023368811368267165 0.0011037581917097839 0.0017152882565176074 -0.0016644148179661286 0.001097969870311366 -0.0024906478221445672 0.0019465586328568925 -0.0025168540906188169 0.0010708651271821863 -0.0018492871670584736 -0.0016387732617692413 0.0011242842344958467 0.0017538436337610147 0.00089212784153163804 -0.0024744345913925215 0.0009474664280535595 -0.0027865850753902442 0.0017037810976272502 0.00049893281489950877 -0.0025081947562287463 -0.00089216181012632045 -0.0020911999097129107 -0.00059186470219167525 0.001342036250450709 0.00048727638944764777 0.0010437760237784364 0.00063323875121290433 -0.00035110396574852571
leaf_weight=2.9198982208035873 11.965819814242421 1.9073411597055372 1.3762413527583692 4.8726861092727694 2.7359881671145549 9.9306827648542804 20.094578180927787 1.9566617030650379 0.72465325146913517 2.3294609745498747 2.912744082743302 5.207778216979932 6.6888577174395305 2.9922617757692924 1.5477516688406465 2.8360216403380027 3.0808611665852368 1.4515101574361322 2.2533875992521644 2.5683302395045757 2.84907277021557 0.80766220856457938 5.2611189614981404 2.7144547998905244 2.2077136207371941 8.8495477559044939 16.145619744434953 7.3307642750442055 96.023611644282937 24.412029531784356
leaf_count=53 116 383 288 51 27 334 207 287 18 251 35 412 152 20 10 37 118 12 39 15 21 41 59 32 14 60 127 53 574 188
internal_value=0.000290976 -0.000120589 -5.14189e-05 0.000104409 -0.000490601 -0.000835776 0.000454327 0.000253573 -0.00129145 -0.000900494 -2.26059e-05 -0.00100369 0.000430173 -0.000434848 -0.00100126 0.000483461 -0.000504593 -0.00137856 0.000777276 -6.28211e-05 -0.000952043 0.000177683 0.000525084 0.000875059 0.00159331 0.000507669 0.000116167 0.000414896 0.000554004 -2.89667e-05
internal_weight=258.955 65.4472 63.5398 54.6045 20.2207 17.4847 34.3838 7.554 2.68131 6.61845 4.28899 8.93534 193.508 11.2289 8.23661 182.279 7.36839 4.53237 27.7654 7.67079 5.10246 3.72756 174.911 41.8832 14.1735 27.7096 18.8601 133.028 101.285 31.7428
internal_count=4034 2462 2079 1573 717 690 856 356 305 574 323 506 1572 182 162 1390 167 130 282 75 60 94 1223 349 130 219 159 874 633 241
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=6 3 10 10 20 3 6 8 23 0 6 0 7 23 22 7 18 17 17 20 23 6 16 17 18 3 10 16 2 7
split_gain=0.503649 1.15509 1.80527 1.40111 1.30768 1.19712 1.08704 2.14771 1.08693 0.966289 2.39327 1.7927 1.98917 1.17205 1.0035 0.962987 2.34688 2.12831 2.0882 1.99846 1.41922 1.36534 1.51537 1.2898 1.96496 1.40352 2.61518 1.71548 1.26641 1.10793
threshold=14.845346859150002 83.538459487450012 69.64719632740001 69.563854125350005 33.708131650200009 84.812788641250009 14.745344522600002 7.943800736700001 -0.10747999999999999 93.399723909900004 15.155354102400002 94.047642319350018 24.437987282900004 0.43162500000000009 0.20949500000000004 23.109894804950002 13.314799198000001 191.58460912770002 191.08747234645003 38.478081868400004 0.08674500000000003 16.525386113000007 22.614947116400003 188.19076296340003 13.065205089100003 93.281431752200021 61.982402197500001 22.644947046300004 96.242542698950004 22.444423115000003
decision_type=2 2 2 2 2 2 2 2 2 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 3 -3 -4 6 7 -6 -1 10 14 -11 -13 15 -2 16 17 18 23 28 -21 -17 -23 24 29 -25 -27 -28 -18 -12
right_child=9 2 4 -5 5 -7 -8 -9 -10 11 13 12 -14 -15 -16 21 19 -19 -20 20 -22 22 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.027738783465805553 -0.031361077953307719 -0.0021002297015676689 0.028468288530367335 0.02707991984710191 0.012726626495282204 -0.025790045858936621 0.01343693511354044 -0.029254292850053688 0.0020152881644605555 0.019482130615858604 -0.0042547269050060383 0.016787377558436286 -0.024314297174459879 0.025121553971013115 -0.0017089729020977234 0.0061296396274503236 0.022856216573832185 0.019851161970795065 -0.035264970420322589 -0.0051909691210044843 -0.034131014520652467 0.0019939669832598405 -0.021170926069299403 0.021677250105487347 -0.022387781349697142 0.01855426582695624 -0.026859542183592173 0.0045538307754978335 -0.012934884233486687 0.007091714734702213
leaf_weight=0.85047678137925586 2.0842938323039557 6.4720470724860233 0.47268744072061863 1.3521740557625888 1.2806132556725045 4.4405586749489885 1.2902502119541166 2.3454294241964817 44.531227063474944 5.5282691810280067 15.167168599029543 1.5094944015145304 1.703719187993556 1.4887583814561356 1.2357440218329427 45.070363284088671 1.2833985164470498 3.957187629886902 1.1211027605459083 1.7975057777948675 3.206553045543842 6.4496732655679789 2.7328821179689839 3.5620534420013419 2.9512750485446295 3.7081767437048239 2.2954397071152925 2.4353305562399328 1.4105405852023976 9.5221548830158991
leaf_count=195 34 193 3 7 50 302 9 107 1446 45 555 9 33 12 21 438 14 51 17 26 47 53 56 26 89 34 35 26 26 75
internal_value=0.00114403 -0.000743527 -0.00640207 0.00294265 -0.0138404 -0.0159777 -0.00711491 -0.0144278 0.00145768 0.00213373 0.00147921 0.0104809 -0.00500567 0.00214848 -0.0203243 0.00182786 -0.000692297 0.00159653 -0.000175608 -0.0139887 -0.0237355 0.00426277 -0.00490029 0.000816753 -0.00228201 0.00795381 0.00216118 -0.0106884 0.00411607 0.000121358
internal_weight=183.257 63.0355 17.6538 7.82422 9.82954 9.35685 4.91629 3.62604 45.3817 120.221 111.48 8.74148 3.21321 108.16 3.32004 106.671 52.4179 44.7199 40.7627 7.698 5.00406 54.2529 9.18256 39.6416 27.6406 12.001 8.43895 4.73077 2.69394 24.6893
internal_count=4034 2312 671 200 471 468 166 157 1641 1722 1635 87 42 1580 55 1568 1021 908 857 113 73 547 109 840 719 121 95 61 40 630
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=16 5 20 6 3 20 18 10 10 10 0 16 20 10 0 18 8 5 15 21 22 20 6 20 16 9 2 17 22 2
split_gain=2.77905 1.88216 2.06301 1.95268 1.85824 2.92616 4.07346 1.79789 2.7967 1.77966 2.77571 2.55621 4.18895 2.22192 2.12085 3.35867 2.01739 1.9791 1.93997 2.42641 1.97162 2.16701 2.04999 2.75227 1.91997 2.15505 2.93257 2.08255 1.84241 1.6464
threshold=18.594956516900002 18.393720489900002 47.927946529500012 6.9501623894500009 93.499196860750018 41.942745071500006 13.036600629150001 71.015621515800021 74.739136026450012 66.964115113200009 90.407470010750018 19.199955102150003 38.179089776100007 65.611820673600008 94.047642319350018 15.042884401850001 8.8430989333000021 18.038339912700003 46.683480308100009 1.6529868760000002 -0.078649999999999984 42.719328117250008 16.455384477450004 41.147265497500008 22.574947209950004 205.22231928645002 187.91736117530004 191.86029796145002 -0.02903 115.72920527990001
decision_type=2 2 2 2 2 2 2 2 2 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 29 -1 9 -6 -7 -5 -9 10 13 14 17 16 28 -16 18 -13 19 -2 24 22 -22 -24 27 26 -26 -21 -11 -3
right_child=4 2 -4 7 5 6 -8 8 -10 11 -12 12 -14 -15 15 -17 -18 -19 -20 20 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.001678560438321954 0.0020129719546719206 -0.00031652200135533557 0.0011732924635377822 0.0016721628418232637 0.00040150342225229898 7.5915566735866387e-05 -0.0022542608496718985 -0.0018595099242695514 0.00018129521204334414 0.0021117877989591627 0.0018814036894671559 0.0010788889970446236 -0.002208754503631255 -0.00077456611139342126 -0.0019200253190207192 0.00062956030609707611 -0.00071893968585930331 -0.00099401207220235787 -0.00093101468256280356 0.0020685921550922986 0.0017918889892584314 -0.00055133005267399803 0.0013476286471747613 -0.0010695720825928236 -6.1657468814287354e-05 0.0011714555258685862 -0.0026093096897809405 0.00028418603026075041 9.1047882568881527e-05 -0.0024305950602265462
leaf_weight=3.3367866326589128 8.3586845407262427 3.2445942625636217 1.743956935359164 3.6660274142632252 37.740306430496275 11.294728080276402 6.0248900679871431 3.8495825345162293 40.677614287124015 6.6300123631954193 9.571088679134844 6.2563507324084622 5.4334832057356826 5.8872263729572287 3.5014514662325373 11.911569930613039 5.0509468130767337 3.9258075747638941 3.3386412747204295 5.1112416312098459 17.749460943043243 3.6963486298918715 7.355510860681532 3.7119376137852669 8.874365486204626 4.1422846689820281 3.226670764386653 10.385206285864113 3.6716147512197512 4.7591120632714592
leaf_count=771 60 251 24 27 285 162 162 120 808 35 56 30 74 35 68 78 37 33 39 24 139 18 33 33 38 17 29 56 31 461
internal_value=0.000264579 -0.000159973 -0.00108214 1.44676e-05 0.00039948 4.41089e-05 -0.000734671 0.000131689 4.85815e-06 0.000541484 0.000711728 0.000144156 -0.000586183 0.000582884 0.000587667 5.03585e-05 0.000681544 0.000279666 0.000774681 0.000853108 0.000702221 0.0010983 0.0013099 0.000536918 0.000296485 -0.000253277 -0.000740974 0.000872742 0.00139157 -0.00157358
internal_weight=254.128 61.2777 9.74766 51.53 192.85 55.0599 17.3196 48.1932 44.5272 137.79 96.4596 41.3303 15.6156 86.8885 25.7146 15.413 81.0013 10.1822 75.9504 72.6117 64.253 32.5133 28.8169 11.0674 31.7398 16.2433 12.101 15.4964 10.3016 8.00371
internal_count=4034 2462 736 1726 1572 609 324 955 928 963 614 349 137 558 212 146 523 63 486 447 387 223 205 66 164 84 67 80 66 712
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=16 16 16 20 15 15 15 18 13 19 13 22 20 22 10 18 16 9 22 10 23 13 15 9 9 23 6 14 22 20
split_gain=0.517613 0.959229 1.12084 0.474651 1.38284 0.851563 0.983673 0.925301 0.629755 0.913214 0.615108 0.546883 3.16497 0.82167 1.39588 1.34651 1.17557 1.02541 0.987462 0.951729 0.796587 0.873451 0.756437 0.899354 1.13756 1.87735 1.26235 0.988158 1.03115 0.956389
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 35.419594101850009 35.517387705950007 23.292710050100002 24.006097767650004 14.104086706500002 111.38282034450002 14.251149826300002 113.97180552410002 -0.30094499999999996 39.792680591700012 -0.16276499999999997 62.030794443850006 11.928667296000002 18.704956259700005 181.33671263215004 -0.093879999999999991 70.077349628250019 0.087905000000000025 120.87576600310001 20.729785921300003 186.68586460755003 192.31210988165003 -0.10747999999999999 16.525386113000007 151.21503237055003 -0.037054999999999998 41.827117825850003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 -7 8 -8 10 -10 12 -5 14 15 -13 19 18 -15 -16 21 -20 -19 29 25 -25 27 -27 -29 -24
right_child=3 -3 -4 11 -6 6 7 -9 9 -11 -12 13 -14 17 16 -17 -18 22 20 -21 -22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=-0.029892128480499162 -0.02942882242029693 -0.028554864972002859 0.027246629415377827 -0.027636032805524728 0.020210671554542009 0.027131002594234524 0.028471961971114575 -0.023043279463845601 -0.043764612136417476 0.010401916603545027 0.0032748518101832691 0.0091384177477488934 0.0046455263778042424 -0.03097997187697743 0.020312984983143115 -0.026179938922455379 0.026891244317833546 0.0096974210686239012 -0.026542044205375828 -0.029903736551673492 0.0060550666598626979 0.030336146579721116 0.013199644818207302 0.017136502586782575 0.0011072917156780388 0.0029596180402831486 -0.0011810478338611381 -0.034608620011347742 -0.0085941491614557573 -0.0045515557415508421
leaf_weight=0.41166198482096594 0.70926264298031849 1.2372952847508711 0.72976130222377833 3.3117874540621397 3.8543722480535507 1.0357522059930486 0.68892849655821953 1.2508056291844694 0.51451115414965931 1.7254306152462957 0.3638143336866051 2.357071174366864 7.8411346959182993 1.3869052233785621 0.57347177201881983 1.2753231420647351 3.756614338606596 7.916174213634803 1.4699546229239775 0.5839842755231075 2.4662625021010172 0.24090747535228718 8.3738933727145177 1.9944736063480384 111.34222258825321 1.1528841638937555 4.6726300877053291 3.3063194098649533 1.8062515892088424 3.2222322095185509
leaf_count=455 84 435 40 74 27 23 10 24 6 16 59 87 210 223 9 114 37 101 257 45 45 1 66 17 1395 11 39 60 23 41
internal_value=0.001164 -0.0116671 0.00663915 0.00133433 0.00715201 -0.000851942 0.0027809 -0.00277005 0.00493123 -0.00129742 -0.0242802 0.000985276 -0.00494027 0.00140382 0.00975347 -0.00326176 0.0193741 0.000926021 -0.0107369 -0.00502342 -0.00401568 -0.018533 0.00137733 0.000892583 0.000204464 -0.00756838 -0.0120731 -0.0201962 -0.0254178 0.00826709
internal_weight=181.572 2.37872 1.14142 179.193 10.1429 6.28851 5.57924 4.54349 3.29268 2.60376 0.878325 169.05 11.1529 157.898 8.54646 3.63239 4.91407 149.351 5.56403 1.15746 4.17712 1.71086 143.787 135.871 124.275 12.9326 10.9381 6.26546 5.11257 11.5961
internal_count=4034 930 495 3104 249 222 138 115 91 81 65 2855 284 2571 292 201 91 2279 526 54 303 258 1753 1652 1545 150 133 94 83 107
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 5 13 19 20 21 18 7 9 9 20 15 15 23 20 0 5 20 23 23 21 20 23 10 3 6
split_gain=1.788 1.90803 1.99778 1.84468 2.86328 2.17433 1.7087 1.5947 2.1745 1.52783 1.47136 1.65493 1.43714 1.33588 1.19765 1.40615 1.22846 1.6304 1.21007 1.05668 1.37431 1.62265 2.30427 1.04705 1.86073 2.87657 1.84034 2.76152 1.74578 1.78457
threshold=18.594956516900002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 19.234448447350001 98.050756475600011 12.551012654050002 41.035283712600005 12.263428102400001 15.534338342150003 24.909276771700004 209.21153814325001 188.63457064660003 35.419594101850009 35.517387705950007 46.683480308100009 0.090390000000000012 32.724174661450007 97.674372337300014 13.154029769200003 41.092444989200011 0.088075000000000028 0.084360000000000018 1.0000000180025095e-35 37.627645350900004 0.085820000000000021 63.705703859100005 93.281431752200021 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -3 12 8 -5 -7 11 -8 -4 -9 15 18 23 -18 -2 -12 -21 22 -22 24 -16 -26 27 -25 -27 -30
right_child=14 3 6 4 -6 9 10 13 -10 -11 19 -13 -14 -15 16 -17 17 -19 -20 20 21 -23 -24 26 25 28 -28 -29 29 -31
leaf_value=-0.0026320951730402224 -0.0023475435482674155 0.0015411868942979358 -0.0030256043634246197 0.0028161768220170626 0.001593489101774883 -0.0030845381068308419 0.00048593400655596241 0.00031765349909614781 -0.0031383372665545681 0.0024687345602483935 0.0031703951039423915 -0.0020976928410715587 0.00032159480257565261 -0.0028437101843723053 0.002389993398141443 0.0024574594994391389 -0.0027580755462177134 0.00018031110597525228 0.0010239763892248791 0.0028044281952972414 0.001062285670066264 0.0014977758146636499 -0.0034323859909361982 -0.0033090942087019111 -0.002572736399544146 0.0012665846308148067 0.00036446694712218122 0.00059152774930169643 -0.0028207411581888807 0.00035230875660840572
leaf_weight=1.9020009076048143 1.1092547427397201 4.6569591136649278 2.0621258307655799 1.2324663470499211 2.2429859680123618 1.8817404238507154 11.790072485571729 1.2887860588380124 0.89051488926634181 0.53673788183368731 2.2509457776322952 2.540162398479878 2.2732775250915438 8.960914623225106 5.4359073117375365 5.2104222178459167 2.3934292548801741 4.7523184842430055 4.6974729085341096 2.7541252113878718 2.1345158684998737 5.4054035469889641 1.7495677173137663 2.9334018789231768 2.2998120673000804 23.201005337759852 99.095421972451732 3.1978905266150832 1.6897279694676388 12.906037141568957
leaf_count=311 55 56 747 11 38 356 164 95 44 18 11 39 141 325 46 27 68 65 39 16 12 34 44 34 24 194 795 23 30 172
internal_value=0.000287347 -0.00015949 0.000261167 -0.000835576 -0.00142467 0.00038132 0.000428126 -0.00197182 0.000318471 -0.00185209 0.000685392 2.7963e-05 -0.00127049 -0.0024462 0.000436944 0.00136246 0.00037237 -0.000803885 0.000379918 0.00134446 0.0010032 0.000469171 -0.000962319 0.000428122 0.000795951 0.000579846 0.00026896 -0.00127465 0.000771671 -1.50301e-05
internal_weight=225.475 56.5533 34.8622 21.6911 14.6157 7.07544 32.9602 12.3727 2.12298 2.41848 28.6248 14.3302 4.3354 10.2497 168.922 11.0171 157.905 7.14575 5.80673 14.2946 12.0436 9.28949 3.88408 150.759 45.5325 40.0966 105.227 6.13129 37.7968 14.5958
internal_count=4034 2462 1519 943 513 430 1208 475 55 374 320 203 888 420 1572 121 1451 133 94 117 106 90 56 1318 466 420 852 57 396 202
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=10 18 6 10 18 6 6 12 22 10 20 21 23 22 22 12 15 2 6 9 16 23 16 22 7 0 2 13 15 9
split_gain=0.49027 0.755493 0.570152 0.562251 0.454359 0.47246 1.70768 1.29531 1.00762 1.00517 1.38585 0.895154 1.10417 1.85663 2.78632 2.13145 1.66719 2.05536 1.40525 1.15602 0.944855 0.899137 0.853669 0.878418 1.76719 2.03208 2.05303 1.9687 1.78286 1.87105
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 82.457699319000014 17.831113090000006 13.65531905435 13.78532209185 212.86469446750002 -0.50001499999999999 69.999384342500022 40.750688432250008 2.7968392888000007 0.081280000000000019 -0.094519999999999993 -0.070909999999999987 168.82321781925 39.296024648600003 157.39400167590003 14.775345223550003 210.33238511570002 22.824946625350005 -0.41441 22.744946812400002 -0.053159999999999992 22.381996090050006 93.953546284800012 131.42729508740004 116.58229836875002 29.037712645600003 206.36238950785003
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 5 7 -7 -1 9 10 -8 12 18 -14 16 -16 19 -18 -10 -15 22 -20 23 24 27 26 -26 -13 29 -27
right_child=1 2 3 -5 -6 6 8 -9 11 -11 -12 20 13 14 15 -17 17 -19 21 -21 -22 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=0.0001221030602190572 -0.035284378041906719 -0.035078856878849402 -0.037848409630326874 0.015356859768820211 0.022181845383550242 0.019831873697048023 0.0069873144223861058 -0.023864804210768215 -0.0073071007050215858 -0.038500577175340056 -0.037216476635653375 0.0059932442293798632 0.016214359366151284 -0.050019196844174094 -0.0082843897045495225 0.01928680784932325 0.013706751014279778 -0.038288965402967688 -0.018111220072885834 -0.0074250817756545033 -0.025033818245227917 0.023720056025045812 0.023589665372558331 -0.0045276823968425084 0.014867200199940228 0.012311351320900695 0.0012387676863004795 -0.030118177492942839 -0.027323436590970331 -0.025292446641863479
leaf_weight=17.899473865036274 1.0427235452661983 0.44019652677525334 0.26423987839370955 1.5687321945151778 1.211997479200362 5.941992870066314 3.0592646962031713 2.9917130733301738 2.5613953336724071 1.3179051356855778 1.097161032259464 3.1350153211678835 8.0898508391110209 2.3529371657641636 5.9558115180116165 6.8809618069790304 2.4864302789792423 1.32789931143634 0.62720667876419511 1.048914731480181 1.6533265230245877 8.7047537091129907 1.8190231635235239 30.343864530470455 21.653067896142602 5.0141622642986459 30.054382175207138 3.8055151292937808 3.9057775388937443 2.1536906156688929
leaf_count=455 371 425 7 157 25 41 42 265 32 32 81 89 94 53 78 85 16 51 49 15 40 274 15 428 172 57 270 102 184 29
internal_value=0.00135178 -0.0115033 -0.000594698 0.00768683 0.00159248 0.00145059 0.00209267 -0.00331293 0.00138548 -0.0128229 -0.00468105 0.00192723 0.00621192 0.00256904 -0.00293582 0.00649474 -0.0197117 -0.00439475 0.0148319 -0.0368859 0.000270414 0.0209086 0.000681037 0.000264597 0.00235027 0.00413645 0.00694582 -0.0138068 -0.00898172 0.00101272
internal_weight=180.409 3.31589 2.27317 1.83297 177.093 175.881 154.99 20.8912 149.048 5.47433 4.15643 143.574 40.0362 28.1428 20.053 12.8368 7.21618 3.81433 11.8934 3.40185 103.538 9.33196 101.884 100.065 69.7216 62.7811 51.7075 6.94053 11.0736 7.16785
internal_count=4034 960 589 164 3074 3049 2329 720 2288 155 123 2133 747 392 298 163 135 67 355 68 1386 323 1346 1331 903 712 442 191 270 86
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=9 9 8 22 22 4 8 8 6 2 5 20 15 20 23 3 22 20 6 13 16 5 17 17 0 0 23 23 23 23
split_gain=0.480914 0.565695 0.765339 1.91627 1.34919 2.13306 0.75321 0.744458 0.64741 0.627323 0.805799 0.594705 1.40072 1.26959 1.10918 0.693608 0.655144 1.68258 3.97908 1.47751 1.41006 1.20143 1.18406 1.10166 1.44232 1.50072 2.0886 1.09166 1.39995 2.13108
threshold=233.77854820110002 227.07958281845004 8.8430989333000021 -0.090495000000000006 -0.13734499999999997 143.78867033265001 8.7431769115000026 8.9430209551500024 18.080422446150003 76.243484112200022 21.876867948900003 35.419594101850009 23.292710050100002 32.724174661450007 0.09062000000000002 89.695028606150018 -0.037054999999999998 38.179089776100007 15.785368822600002 117.74908919740001 22.684946952700002 23.700766800900002 187.28691448030003 204.49254535040004 90.297243227400017 90.767723400200012 0.09450500000000002 -0.27343499999999998 0.083365000000000022 0.096315000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 11 -5 -3 -8 -11 12 -1 14 -14 -15 17 18 -13 27 23 -20 -22 -19 -25 -26 -27 -18 -29 -30
right_child=-2 8 3 7 -6 -7 9 -9 -10 10 -12 16 13 15 -16 -17 19 20 21 -21 22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=-0.029312374830572859 -0.017970249938412335 0.0011402030789827854 0.014564177712864739 -0.0019302898325600354 0.017983229048126138 -0.030507061541675862 -0.0030689169394985979 -0.028446499908503915 0.029402601813581546 0.027816503341091973 0.0060966975931316036 -0.025845237021558474 0.010719339514345866 0.0096293832938185945 -0.039427913684172783 0.028267315452069799 -0.036738050634739075 0.0021446627733990196 0.028893240901434261 0.028122402514328751 -0.035530329918397607 -0.009277759632556214 5.2495606100095295e-05 -0.024348043517801211 0.029270040970025394 0.00074145113775572053 -0.041964813428877569 0.010901073636309143 -0.0080629536457451322 0.0065566156046524254
leaf_weight=0.72182982170488585 1.0342193122050947 1.3675646748743013 1.5979335210286083 1.1408079583197812 2.7498535271733999 1.6817864598706362 2.0859517138451329 2.9964080987265334 1.1766912043094633 2.2430694568902254 3.2849688248243183 5.7409105980914301 0.72295654122717479 4.4007306741550565 0.65695107134524733 2.4122234743554145 0.55131675149459525 79.592082577910332 1.7565502010402272 1.8033881466835726 1.5410707406699651 1.0154240534175185 1.3861821347381917 2.8723036318551731 1.0867928303778169 5.5325910005631158 1.0657805770169941 12.067318727582458 14.655746250464292 16.586436595200212
leaf_count=215 77 46 19 12 26 34 12 84 10 18 35 220 65 34 18 42 77 1625 16 16 22 67 21 69 12 223 47 336 366 170
internal_value=0.00102315 0.00113445 0.000943181 -0.00649388 0.00355207 -0.00854761 0.00140484 -0.0211348 0.0142113 0.00998428 0.0149098 0.000986546 0.00799268 0.0112794 -0.0131549 0.0162284 0.000562398 -0.000686832 -0.0125743 0.00334157 0.000400406 0.0149105 -0.0186803 0.00101998 -0.00745895 -0.00114671 -0.00615654 0.00232268 0.00281991 -0.000301442
internal_weight=177.528 176.494 173.949 10.1668 6.02957 3.27972 163.783 4.13722 2.54426 7.61399 5.52804 156.169 8.91469 8.19286 1.37991 6.81295 147.254 101.59 8.51288 45.6642 93.0768 2.77197 2.92725 90.1496 10.5575 7.68516 6.59837 43.8608 43.3095 31.2422
internal_count=4034 3957 3901 175 79 53 3726 96 56 65 53 3661 374 159 83 76 3287 2322 303 965 2019 83 43 1976 351 282 270 949 872 536
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=16 15 16 20 2 4 21 17 0 16 9 12 21 13 6 20 21 9 3 20 18 10 0 3 7 15 13 16 13 16
split_gain=1.68211 2.28088 1.57924 1.53576 1.57526 1.51356 1.37132 1.46012 1.91179 3.33216 1.65549 1.47463 1.47045 1.45468 1.39875 1.32446 1.28915 1.46067 1.28478 3.95224 3.60692 2.32733 2.60503 2.30591 5.00483 2.10815 2.45899 2.10341 2.00584 1.88797
threshold=18.684956306450005 34.040719645900005 18.734956189500004 38.244973486750006 83.777728670400009 393.99831167250005 3.2889937526500006 168.59667799010003 93.953546284800012 15.629963450350003 197.02865361825005 208.68539434980002 7.2055597121000003 107.70500962200002 12.26528657645 42.47354681640001 6.8125785082500014 205.88909726980003 93.281431752200021 41.942745071500006 13.036600629150001 66.590419433100024 90.407470010750018 84.812788641250009 24.385896469550001 33.423812040500003 115.12515406205002 19.974953289850003 109.49014582065001 22.584947186600004
decision_type=2 2 2 2 2 2 2 2 2 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 -1 6 -5 -8 13 11 -11 12 -10 -9 -13 -14 17 -12 21 -20 -21 22 25 -23 27 26 -4 28 -25 -22
right_child=2 -3 18 5 -6 -7 7 8 9 10 16 14 15 -15 -16 -17 -18 -19 19 20 29 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00026948044787881693 0.0023811176831731039 -0.0032394008930614823 -0.0019221497598094898 0.00088498033656209032 -0.0022835605416988937 -0.002960132126889121 -0.0025185570864968833 -0.0014243580310816285 0.00052952130198809406 0.00016440094144806709 -0.0030511763595238981 -0.0012249117843381758 -0.0031150352149142304 0.0026018015052811714 0.0025821859324300814 0.00069072966242209705 -0.0032203279537578039 0.0010010940342755151 0.0005491315485381342 0.00020606326247732179 -0.00078941543506375273 0.00082777039384032203 0.0024723700479868231 -0.0013239808447580636 -0.0033187223091693846 0.00088743891204222348 0.001170970680913312 -0.0019713711070230393 0.0015729791391472171 -0.003346993539143838
leaf_weight=3.3407607736298806 3.2224438618868581 1.7371608554385591 4.7637594342231733 17.199881212261971 4.2998469769081566 1.1750743392040011 1.8077155375503924 0.87560397596098383 10.540586089948198 3.2601552505511773 1.2341681495308878 0.93277927263989013 1.8818065882660442 3.4436413692310452 3.846594182017725 1.1436966730689162 4.1969324839301407 1.5750789903104303 45.045863485662267 9.7898303221445548 3.9832345466129464 12.879038507118823 7.1372975558042517 2.5434184214100259 4.339872943237423 57.227518059313297 3.4454794265329838 2.7661436730995765 6.9122234210371971 5.1459548748098314
leaf_count=77 29 90 37 358 488 310 355 91 156 82 66 95 69 50 29 56 120 24 344 154 43 76 50 45 89 397 27 40 37 150
internal_value=0.000302843 -8.82039e-05 0.000447268 1.89895e-06 -0.00116728 0.000170089 0.000240908 -7.79855e-05 5.59871e-05 -0.000205118 -0.00147749 0.000506916 3.7561e-05 0.00178561 0.00183916 -0.00167639 -0.0022415 -0.000779163 0.000409723 9.98286e-05 -0.000969954 0.000604032 0.000872348 -5.73932e-05 -0.000745733 0.000697831 -0.000623944 0.000167917 0.000793743 -0.00223107
internal_weight=231.694 62.4915 169.202 60.7543 7.64061 53.1137 51.9386 34.7388 32.931 28.6118 10.2663 18.3455 13.5661 4.31925 4.77937 3.0255 7.00618 2.80925 165.98 63.9649 18.919 102.015 72.5741 29.4407 16.5617 65.4368 8.20924 12.2218 9.45564 9.12919
internal_count=4034 2516 1518 2426 565 1861 1551 1193 838 697 292 405 281 141 124 125 210 90 1489 691 347 798 511 287 211 461 64 122 82 193
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=16 5 0 9 5 21 22 21 7 6 6 18 6 22 18 16 7 14 7 9 0 20 23 23 20 18 22 21 23 0
split_gain=2.05257 1.82397 1.75221 2.77806 4.11059 2.03549 1.62879 2.0826 2.28216 1.96276 1.55746 1.53569 1.35611 1.58018 1.24835 3.32422 2.81274 2.64837 2.73659 1.79823 2.06392 1.74804 1.88938 1.69287 1.83885 1.5935 1.52074 1.46441 1.40891 1.50868
threshold=18.594956516900002 18.393720489900002 85.732241321850012 187.45330412110005 29.996566321350006 1.0000000180025095e-35 -0.073609999999999995 5.1185473364500007 22.381996090050006 16.575387281250006 16.585387514950003 13.975517741000003 15.51536251395 -0.23783499999999999 13.843998451900001 22.654947022900004 23.203497038450006 195.25924573520004 23.109894804950002 194.82237869650001 86.329079026800017 41.436838994450007 0.096010000000000026 0.088350000000000026 38.625745710700009 13.142272494650003 -0.090495000000000006 5.7587983756000005 0.08674500000000003 87.170566421650008
decision_type=2 2 2 2 2 2 2 2 2 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 -5 7 -2 9 -9 -11 12 13 -3 17 16 -16 23 19 20 25 28 -23 -4 -25 -19 27 -26 -20 -30
right_child=2 11 14 4 -6 -7 -8 8 -10 10 -12 -13 -14 -15 15 -17 -18 18 21 -21 -22 22 -24 24 26 -27 -28 -29 29 -31
leaf_value=4.1610278354250412e-05 0.0013454682163999093 -0.0029371265012903989 0.0018777283586573535 0.00066621665509596951 0.0017791616855411918 -0.0022750396239571767 0.0020037306534788179 -0.0031985860587928649 0.0017205027284215688 0.0017356559434932852 -0.001844309947519268 -0.0026161189238386156 -0.0018471005740770398 0.001606224091612395 -0.0029648950259128265 0.0024921895558197966 0.00018055695064821101 0.00018673248390897425 8.4084214556124227e-05 -0.0015171009630250568 0.00097967941103866904 0.00072384621043046645 -0.0011120659482238668 0.0021548644624325808 -0.00029613866618753113 -0.0020137992578442634 -0.001021600935862088 0.0017847381369098085 0.0011101713163365217 0.0027373109117537265
leaf_weight=48.278023655322613 4.9205245687626284 0.59462594526121426 15.02561427280307 1.7770768664777268 2.5644419211894265 8.3260753904469293 3.5908560059033361 2.4681690568104386 1.7564026666805146 1.3949817940592768 1.6522961151786146 3.0918519339174964 2.2906211352674291 2.3980012449901533 1.8261961396783579 3.7944239974021903 56.990779437124729 4.6774989198893362 5.2981986124068525 5.7415688056498757 8.3325755149126035 11.147202791646125 5.0785723812878123 4.1850612610578564 3.8479821048676968 3.6438978966325521 4.011593155562875 4.6472994536161423 13.202887151390316 4.8495175242424002
leaf_count=1726 84 109 132 12 18 194 43 51 9 6 40 237 341 49 25 37 489 27 31 46 43 51 30 23 22 33 24 21 55 26
internal_value=0.000270595 -0.000144839 0.000397985 -0.000171491 -0.00104169 -0.00175769 0.000526928 9.1985e-05 -0.000756189 -0.0015449 -0.000205474 -0.00121962 -0.000402361 0.000703474 0.000501645 0.000228904 8.28945e-05 0.000683914 0.000383832 -0.000313095 0.000101995 0.00077821 0.000149216 0.00127023 0.000723383 -0.000776869 0.00024438 0.000842194 0.00121528 0.00154728
internal_weight=241.405 56.6531 184.752 28.4508 12.6676 10.1032 15.7832 12.1924 7.27185 5.51545 3.04728 8.3751 5.28325 2.99263 156.301 62.6114 58.817 93.6895 61.9719 22.3955 16.654 39.5764 16.2258 31.7176 16.6919 8.3214 12.5069 8.49528 23.3506 18.0524
internal_count=4034 2462 1572 457 224 206 233 190 106 97 46 736 499 158 1115 551 514 564 342 149 103 193 81 222 90 60 67 43 112 81
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=17 15 23 0 17 20 0 18 9 23 22 9 6 12 15 12 7 22 7 16 9 7 17 18 0 20 15 2 20 17
split_gain=0.459914 0.775294 0.443875 0.433335 0.872231 0.442541 1.24937 3.19712 1.49789 2.05268 1.42735 1.2338 1.05322 1.85294 2.15543 1.14154 0.959335 1.62061 0.841316 1.91656 1.10792 1.25201 1.05464 1.03055 0.81884 1.83727 0.881095 1.21087 1.58367 1.30392
threshold=160.21442126885003 35.098844929350008 0.4381000000000001 103.48144189910001 241.79519611995002 42.094663496250007 86.20003303655001 13.036600629150001 211.04147598835002 0.089415000000000022 -0.116995 214.88418602500002 15.255356438950001 140.52911877810001 38.213426205600008 246.36519872610003 22.516377366000004 -0.11103999999999999 22.105125139000005 22.744946812400002 186.68586460755003 22.870118039000001 204.42624920380004 12.909082926650003 85.732241321850012 38.121007182500009 46.683480308100009 189.28685862455004 41.898943182100005 190.94474013770002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 18 7 16 12 11 -9 -10 15 -14 -15 -8 17 -7 19 -2 21 -20 -23 -22 25 -25 27 28 29 -26
right_child=2 -3 -4 4 -6 6 8 10 9 -11 -12 -13 13 14 -16 -17 -18 -19 20 -21 23 22 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.029381657073012723 -0.02395384923496633 0.028200107931693696 -0.015302606687077515 -0.026713534334522924 0.0083921190725865461 0.008055358632780724 0.00092346509086729562 0.0081996171367245234 -0.026861814302869266 -0.034810754411737518 -0.028362479177055023 0.0054394928360956413 0.02423572578549019 -0.011911421429036895 0.012077217113801438 -0.030913263174483206 0.01984441607972438 -0.022273011744425902 0.015905947703605761 0.0047392657530221649 -0.01255620371783734 -0.03312077318026236 0.0098657167726898254 0.020414960762872279 0.0048790666765461408 -0.029832592110318024 -0.012522483780967548 0.0084722472575945295 0.015451627393297593 -0.0021855023785292671
leaf_weight=0.75124048312136338 2.6882365631172425 0.20326085388660431 1.1235070382244874 1.0846328918632924 0.87471278762677673 3.6634964185068379 11.826315174184856 0.86456274887314055 1.0137844560667861 1.6374047785066066 4.711403465422336 4.0056643183343112 4.0436081159859887 3.9683095514774305 7.2342734429985285 0.82423728411959096 1.8559316089376805 1.7965505535830728 7.4739320081425813 3.9079996049404144 3.2648460492491713 0.71862183135817737 0.85514894366497174 0.74316823296248857 29.510300531983376 1.5082314899191258 2.5396047532558432 22.249482525978237 5.257236565463244 45.334184643696062
leaf_count=277 311 1 31 735 68 116 421 24 28 35 164 58 79 38 42 107 19 100 70 44 34 39 13 9 223 56 30 314 34 514
internal_value=0.0009879 -0.0171196 0.00108578 0.00119072 -0.0110413 0.00132886 -0.00082435 -0.00777322 0.00176827 -0.0093802 -0.0226935 -0.00108444 0.00442857 0.0090581 0.00357968 -0.00115083 0.00359843 -0.00192376 0.00213933 -0.00695435 0.00264148 0.0114411 -0.00976296 0.00192036 0.0023615 -0.0132463 0.0026965 0.00307413 0.00157472 0.000599974
internal_weight=177.534 0.954501 176.579 175.456 1.95935 173.497 47.4455 12.8919 34.5536 6.65685 5.57597 5.01945 27.8967 15.2462 11.2026 12.6506 7.31598 5.46005 126.051 6.59624 119.455 9.0477 1.57377 110.407 107.142 2.2514 104.891 102.351 80.1017 74.8445
internal_count=4034 278 3756 3725 803 2922 1231 423 808 121 188 86 687 159 80 528 235 216 1691 355 1336 122 52 1214 1180 65 1115 1085 771 737
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=16 23 13 19 3 17 22 10 18 20 17 17 5 18 6 13 23 20 15 20 23 9 20 22 9 6 20 22 20 4
split_gain=0.44601 0.732161 0.678653 0.45913 1.2593 1.31523 0.937449 0.876579 0.840891 1.06039 0.800117 1.03183 0.734335 0.691079 0.665117 0.629094 0.599176 0.579772 0.989019 0.626413 0.856527 0.509549 1.02034 0.76506 0.692364 1.45396 1.94422 0.69071 1.2211 2.40487
threshold=12.644970430600003 0.093580000000000024 95.986020631400024 11.850956171350001 81.105404879350019 230.44158352980003 -0.086139999999999994 76.279622535200005 15.751016342950003 42.558389508100007 205.10400128480003 192.20712075930001 13.154029769200003 16.119790806350004 14.385336111050002 101.01074887720002 0.088435000000000027 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 214.31567825310003 41.605323437500005 -0.083424999999999985 211.36251378275003 14.935348962050002 40.80591513400001 -0.079634999999999997 39.792680591700012 194.89319003730003
decision_type=2 2 2 2 2 2 2 2 2 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 12 5 10 -7 8 17 -10 11 -5 -2 14 -9 -14 -13 18 19 20 -6 24 -23 -24 27 -26 -27 28 29 -19
right_child=3 2 -4 4 7 6 -8 13 9 -11 -12 16 15 -15 -16 -17 -18 21 -20 -21 -22 22 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.022739182203551443 0.025597273543344054 -0.029306181730236011 0.013384528032570267 -0.029455073471855192 0.0089289994788844477 -0.018154027435897085 0.017692234686134699 -0.031846035327366545 -0.030985080472384015 0.0090668216221693066 -0.029384798623021693 -0.028697994123466998 -0.0016541778291720318 0.023100294702955951 0.029353578749868253 0.018428713629249454 0.0021488845704315689 0.0044833336189378696 0.021378865903582088 0.0070891806439082501 -0.036595745403800915 0.012431201451401964 0.0077888826414395616 -0.012070729210055375 -0.035107394940512071 0.018729835949625344 -0.025062856997111662 0.0028764302326522956 0.00048370567177727689 -0.022357408468727268
leaf_weight=1.5254133347043528 1.3902468004525861 0.35677951511752315 1.2192656105617059 1.3685595110291595 0.56783056439598911 0.74905004477477666 1.9447307123336939 0.37320408024243024 1.3087664896156632 0.7831638364586978 1.9651168213895287 0.54018326851655762 4.3975818599574268 2.281462938815821 0.20334877073764801 1.5685100114787927 3.4332497746800072 4.6091230581514449 2.8548892959952354 3.3253241756465286 0.66519043256994337 7.8112991102971119 2.7309586037881672 3.0364760453812778 1.242069809231906 1.7397632445208731 1.3227581516839562 62.014900689042413 52.028560025588376 5.3420410251710564
leaf_count=798 102 121 25 79 65 42 40 88 46 8 147 67 44 30 1 55 76 97 25 46 28 90 38 44 36 18 31 795 853 99
internal_value=0.000938874 -0.00929343 0.00372036 0.00112381 0.000825772 -0.00853641 0.00772459 0.00143281 0.0011508 -0.0159907 -0.0145311 -0.00906694 0.00777802 0.0163702 -0.0102611 0.0036257 -0.00204471 0.00139099 0.00881331 0.00094351 -0.0156307 0.00100317 0.00601842 -0.00266693 0.000472377 -0.0102617 -0.000185017 0.000845021 -0.00118754 -0.00992547
internal_weight=174.7 3.10146 1.57605 171.598 164.242 10.0009 2.69378 154.241 151.383 2.09193 7.30711 5.34199 7.35634 2.85802 0.576553 5.96609 3.97343 149.291 7.41323 4.55835 1.23302 141.878 13.5787 5.76743 128.299 4.30459 3.06252 123.995 61.9797 9.95116
internal_count=4034 944 146 3090 2889 451 82 2438 2319 54 369 222 201 119 89 99 143 2265 164 139 93 2101 172 82 1929 85 49 1844 1049 196
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=9 9 4 6 22 22 19 22 9 17 5 5 22 21 8 16 4 16 15 9 14 5 4 6 2 13 6 6 2 20
split_gain=0.449094 0.526261 0.617396 0.586901 1.03105 0.833778 0.544665 0.886952 0.560153 0.584858 0.524919 1.11817 1.81644 1.14282 1.05683 0.691654 1.42712 0.920183 1.26028 0.773384 0.689648 1.36465 0.885609 0.547606 1.64193 2.30077 0.998951 0.741058 0.938784 0.678092
threshold=233.77854820110002 223.29399794390005 273.85977434290004 18.335428404350001 -0.075639999999999999 -0.13734499999999997 14.651182102100002 -0.06483499999999999 219.96883426190004 203.92158861145001 23.626838821450004 23.195398057700004 -0.071864999999999998 18.593782865600001 8.6432548896500023 22.604947139800004 387.60063489055005 22.644947046300004 49.946010968500012 189.46063690070002 305.57537992420004 24.107645372150007 292.37128869975004 16.455384477450004 185.01730422545003 117.64961624655002 16.445384243750002 16.515385879350003 129.61088881085001 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 8 -8 10 -10 11 13 -13 23 15 16 20 18 -17 -19 21 -12 -23 26 27 -26 29 28 -25 -1
right_child=-2 2 -4 4 -6 -7 7 -9 9 -11 14 12 -14 -15 -16 17 -18 19 -20 -21 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0026051448890351755 -0.017680870037916838 -0.0025615297176385058 0.018515099270433537 -0.017065740821909967 -0.03117039634526951 0.020477639034813134 -0.00058410845568920443 0.021806175958441722 -0.032196452741780589 -0.0035625168266266369 -0.044682793972348575 -0.00590980589660946 0.027169228208981926 -0.026741112940447516 -0.032357479807977561 -0.03712065035575194 -0.029588737762409854 -0.019036927698044343 0.0093186173270840035 0.0044900355691137855 0.014682783833664049 0.0088680822236322145 -0.033717080102586977 -0.018945585420233529 -0.037252012544588757 0.0073358312106965654 0.01491718713530121 0.0034705983968411863 0.0016390028691357999 -0.0034943219967536869
leaf_weight=81.328972211915243 1.0071336011314986 1.7634233339922492 2.7815382049593609 0.91219955775886774 1.2243740668927774 0.92524890694767259 3.0394461348187178 2.5069638621062031 0.78637303228606414 1.8737394906347615 0.49557872064179154 2.1500794456806034 3.218796494184061 1.1473109158323485 0.94028782146051426 1.55063980189152 0.94346486523863937 1.507942500291392 0.64151727827265848 3.8678877118509263 4.1573206021566875 3.5692079663713234 0.42428362084319804 3.0314735621213975 2.2485511992126699 1.4968877360224722 4.5369926970452061 17.371348154963925 3.9779527857899666 17.135138587054826
leaf_count=1608 77 34 75 36 101 13 29 27 34 40 23 34 27 52 40 53 71 23 17 51 37 346 13 30 46 6 43 127 20 901
internal_value=0.000872765 0.000981687 0.0103375 0.000727081 -0.0113608 0.00183926 0.000952828 0.00953625 0.000652282 -0.0120272 0.00086885 0.00145547 0.013922 0.000949468 -0.00359264 -0.00201626 0.00295392 -0.00831428 -0.0235306 -0.00210937 0.00650487 -0.00106869 0.00434367 0.00119175 -0.00225435 -0.0194322 0.00213277 0.000384557 -0.00726353 0.00154369
internal_weight=172.562 171.555 4.54496 167.01 3.06182 1.83745 163.948 5.54641 158.402 2.66011 155.742 137.644 5.36888 132.275 18.0981 17.1578 9.58986 7.56799 2.19216 5.37583 8.64639 4.48907 3.99349 131.127 28.1262 3.74544 103.001 24.3808 7.00943 98.4641
internal_count=4034 3957 109 3848 150 49 3698 56 3642 74 3568 2894 61 2833 674 634 490 144 70 74 419 382 359 2781 229 52 2552 177 50 2509
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=17 15 9 9 6 22 15 22 4 8 8 21 22 15 6 10 3 9 7 9 15 0 13 5 22 19 16 0 17 0
split_gain=0.377605 0.716694 0.377965 0.430168 0.634632 0.79349 0.620139 0.614176 0.538701 0.525851 0.781487 1.07063 0.585418 1.27972 1.56476 1.28121 1.81642 1.12613 1.07145 1.06418 1.04796 1.36405 2.44536 1.22464 1.12604 1.08439 1.06475 0.857902 0.852678 0.844136
threshold=160.21442126885003 35.098844929350008 233.77854820110002 223.29399794390005 18.335428404350001 -0.075639999999999999 37.050691080100002 -0.116995 273.85977434290004 9.4426310644000022 8.9430209551500024 5.7587983756000005 -0.06483499999999999 42.493282152450007 16.395383075500003 69.999384342500022 83.538459487450012 216.0493559571 22.977992916200005 206.75106037490002 42.493282152450007 86.329079026800017 117.56896250265002 23.730745871350006 -0.037054999999999998 14.651182102100002 22.604947139800004 100.15850764985002 186.57794620975002 90.297243227400017
decision_type=2 2 2 2 2 2 2 2 2 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 9 7 8 -6 -5 10 12 -12 13 15 -15 29 19 28 -16 27 21 22 -14 -22 -24 -23 -25 -17 -18 -2
right_child=2 -3 -4 6 5 -7 -8 -9 -10 -11 11 -13 20 14 18 16 17 -19 -20 -21 23 25 24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.033884501223269851 0.0020379525558983894 0.032670535529572407 -0.017869860788414453 -0.019402585009896906 -0.017483781497007078 -0.033758421280075487 0.022487872170363715 0.021899847336358472 0.010806954770922915 0.019627827588840709 -0.036451793598749324 0.0041658668013888969 -0.039844751306665573 -0.032416401706731823 -0.022392102776053916 0.01001055109370504 -0.006363941676156541 0.022732824098672066 0.0012551285060505809 -0.0086726486221290391 0.024833767336077967 0.002963172172102531 -0.013013815622719759 0.018127526543028565 0.012778781971050838 0.031956122205699641 -0.0093730762159878484 -0.010974642826322514 -0.030570153152954912 0.012612086419410654
leaf_weight=0.67678350330970616 44.724470931512769 0.19254423677921295 0.98103234220616187 0.86462659470271264 0.80837200675159693 1.0982986009330478 2.090206750202924 0.67165042646229289 1.4880551256646866 1.4014214202761639 1.2129046786576503 1.1921643799869341 1.9141835768823492 2.2724660764215505 2.3302928641787712 9.3418402953248059 2.0493364712747271 0.56311406416352827 7.4514739232836291 7.6512822986987876 4.2493392704054695 48.065202201149077 3.244328074157238 2.3527670812327415 3.0352449915371835 1.2256290540099133 2.9270048182224855 2.2370199324504929 3.9406675869686296 8.290956867465864
leaf_count=277 729 1 77 24 36 79 31 7 53 16 23 19 91 71 50 141 107 15 90 223 46 836 23 19 31 10 45 513 227 124
internal_value=0.000865741 -0.0191435 0.000968257 0.00107781 0.00082502 -0.014157 0.0104233 0.000388942 -0.000295257 0.00106395 0.000901625 -0.0163181 0.00116396 -0.000427923 -0.00966406 0.000984975 -0.00458041 -0.0184199 -0.00437831 0.000135703 0.00332214 0.00177243 -0.00972747 0.0126708 -0.000546909 0.00368409 0.00288172 0.00595624 -0.0222886 0.00369162
internal_weight=170.545 0.869328 169.675 168.694 164.251 2.57832 4.44289 1.48002 2.35268 161.673 160.272 2.40507 157.867 90.8529 12.0542 78.7987 25.7833 6.55312 9.78177 19.2301 67.0137 57.4846 8.19376 9.52911 6.27957 49.2908 5.27977 11.5789 5.99 53.0154
internal_count=4034 278 3756 3679 3571 122 108 43 77 3449 3433 42 3391 2290 211 2079 1226 349 140 877 1101 991 145 110 54 846 64 654 334 853
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=6 3 10 20 3 20 18 10 16 23 23 22 23 3 4 8 6 5 5 9 5 16 14 22 12 15 23 5 8 17
split_gain=1.87246 2.28749 3.49784 2.25772 2.15073 3.20341 2.84014 1.796 1.70115 1.6549 1.75332 3.74894 1.64795 1.59886 1.51532 1.50639 2.72001 1.49176 1.77637 1.54155 1.48142 2.47768 1.65763 1.43993 1.36451 1.93705 1.34689 1.31769 1.26201 1.23447
threshold=14.845346859150002 83.538459487450012 69.64719632740001 33.708131650200009 93.281431752200021 41.942745071500006 13.036600629150001 69.563854125350005 22.584947186600004 0.080770000000000022 0.09013000000000003 -0.018034999999999999 -0.10747999999999999 84.812788641250009 393.99831167250005 7.943800736700001 14.745344522600002 20.305669781650003 20.849573174100005 95.611857730950007 21.269675393700002 22.554947256700004 241.71484286130001 -0.091639999999999985 122.12526081760002 33.423812040500003 0.13377000000000003 18.280220412300004 8.543332867800002 188.95754880325003
decision_type=2 2 2 2 2 2 2 2 2 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 7 -4 9 17 29 -3 23 -2 11 20 -1 15 26 -5 -17 -6 -19 -20 21 22 -11 -8 25 28 -14 -26 -12 -7
right_child=4 2 3 13 5 6 8 -9 -10 10 24 -13 14 -15 -16 16 -18 18 19 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0031891613074577648 0.0016441960133230862 -9.9421351495686421e-05 0.0034105136746075053 0.0013609120438175251 0.0022697671004880526 -0.00024577289549881389 0.0014598543005660256 0.0032300009411273898 -0.0035080090929153762 0.0010889418603472784 6.4878739704643971e-05 -0.0034755672873721492 0.00047299933495824012 -0.003189518054816294 -0.0031074559285057973 -0.0034088386328214181 0.0014226175296347969 -0.0025118160270880224 -0.0029988245197944837 0.00058172024006164838 0.0011697802287276688 -0.0030726903605144637 -0.0017721233423090524 -0.002322065057891242 0.0028757822331365781 0.0017138063057185555 -0.0031820618490440255 0.0010158043890663927 -0.0029104709704600995 0.0033612163620815
leaf_weight=1.1982644439558487 16.566345805535093 7.8320491372142005 0.68596791685558756 1.6530959968222285 3.865878999233245 8.7877757372916676 1.4985006020870062 1.7494393754750488 4.4834266016259789 6.704386102035647 2.8342595025897008 2.5133743910118929 50.440755208866904 6.2880897164577618 1.1051784038427275 3.3477069712243974 1.4845192171633241 1.8432083157822479 1.0934948025969777 36.026158265769482 10.374797027558087 2.3873064480721942 2.437005240470171 2.1830244138836843 3.7787533374503246 3.1282096728682518 0.90582319459644978 30.46654449030757 2.2627176875248551 0.9256678521633156
leaf_count=195 170 193 3 50 30 288 14 7 150 54 21 40 1097 302 307 107 9 16 275 260 55 25 32 35 21 16 42 190 26 4
internal_value=0.000294545 -8.05092e-05 -0.00086345 -0.0018401 0.000494066 6.86069e-05 -0.000987665 0.000508482 -0.00227918 0.00080356 0.000595356 -3.90144e-05 0.000255737 -0.00212208 0.000334436 -0.0010871 -0.00192456 0.000509536 0.000334887 0.000476242 0.000355322 -0.000377618 0.00032621 -0.000782701 0.000960064 -0.000126507 0.000408519 0.00122104 -0.00125598 9.79645e-05
internal_weight=220.852 76.6909 23.0409 13.4594 144.161 60.7071 17.8784 9.58149 8.16495 83.4537 66.8874 24.4169 53.65 12.7734 52.4518 6.48532 4.83223 42.8287 38.9629 37.1197 21.9035 11.5287 9.14139 3.68153 42.4705 8.22519 51.3466 34.2453 5.09698 9.71344
internal_count=4034 2312 671 471 1722 1072 491 200 199 650 480 206 1641 468 1446 166 116 581 551 535 166 111 86 49 274 63 1139 211 47 292
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=16 5 18 20 23 22 20 13 10 22 15 17 23 12 16 0 2 23 13 15 5 15 23 23 23 10 0 16 21 20
split_gain=2.18476 1.82098 1.70336 1.53796 1.44351 2.16 1.53906 1.75433 2.32344 1.7442 2.42998 1.82443 1.56441 1.66763 1.5502 1.38782 1.38 1.30061 1.19647 1.54498 1.12136 1.08301 1.28722 0.878983 1.30594 0.870524 3.01874 2.63752 3.32593 2.83334
threshold=18.594956516900002 18.393720489900002 13.975517741000003 37.198331469900005 0.10469000000000002 -0.59502499999999992 42.622319549950006 108.49810477050001 74.739136026450012 -0.14654999999999999 22.662932349550001 200.11066131620001 0.080770000000000022 144.57070813310003 12.644970430600003 100.27142289135001 199.66651340635002 0.11531000000000002 108.80996591365 19.215947067900004 19.234448447350001 46.683480308100009 0.090390000000000012 0.075810000000000016 0.092505000000000018 66.590419433100024 90.407470010750018 19.199955102150003 1.0000000180025095e-35 36.257608591500009
decision_type=2 2 2 2 2 2 2 2 2 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 18 17 6 -6 7 8 -5 10 11 -10 -8 -14 -11 -15 -7 -1 19 -3 -20 25 -23 -16 -25 26 -2 -27 -29 -30
right_child=21 2 -4 4 5 16 12 -9 9 14 -12 -13 13 15 23 -17 -18 -19 20 -21 -22 22 -24 24 -26 27 -28 28 29 -31
leaf_value=-0.0023769103905279219 0.00043562357573127472 -0.0018952193453639122 -0.0025903314911643214 -0.0027207916062358508 0.0012426370021543587 -0.0029562737227681098 -0.002696898047897054 0.0025379670569532476 0.0014592961221380413 -0.0010718327692059099 -0.002957057386930694 -0.0025987901821134815 -0.0022334304242096897 0.001619005906073365 -0.00029469168156108722 -0.0011801867601474625 0.00062741066367560342 0.0011555752610406585 0.0027183112987130293 0.0018253179051434293 -0.0027174595032845401 -0.0019507092328366485 0.00020847653100672053 0.0015335792438573982 0.00014477259926894874 0.0006176190758748906 0.0021273391487028953 0.0010134390550202784 0.00051950540916431058 -0.002202266566529559
leaf_weight=2.6954271751455958 116.68153822491877 0.99173431389499311 3.3132972458843142 1.4166327426210035 1.6525954616954548 2.8145838527125302 1.8093368792033269 2.3588145971298209 2.66453933838056 2.5055190084676822 1.9544125031679866 0.88706822547828768 1.6457155106472781 3.0292528556892648 2.9342433456331518 1.6400374189252032 0.83757919704657968 0.81556042761076231 0.26817116141319264 2.0697509758174419 1.5210585616878232 2.5344044114463022 4.7996380846016109 14.405878037214281 5.6674453746527425 24.624904485419393 6.7002342492341986 4.9376743901520994 3.2497479468584043 7.8412831155583262
leaf_count=291 1033 120 237 39 19 70 374 11 55 202 46 109 123 36 39 95 20 24 1 91 287 70 66 129 44 212 49 30 17 95
internal_value=0.000242965 -0.000159971 -0.00123574 9.79064e-06 0.000123816 -0.00108235 0.000272898 0.00049717 0.000348758 0.000488943 -0.000762123 0.000445727 -0.000687608 -0.000111918 0.000758938 0.00063582 -0.0021344 -0.00155636 -0.000310479 0.000620091 -0.00190274 0.000383803 -0.000537667 0.000958309 0.00114147 0.000425002 0.000527492 0.000113951 -0.000659835 -0.00140477
internal_weight=231.268 59.8987 8.16401 51.7346 48.2237 5.30476 42.9189 34.7946 32.4357 31.0191 5.50602 3.55161 8.12434 6.31501 25.5131 4.66929 3.65216 3.51099 4.85072 3.06149 1.78923 171.369 7.33404 23.0076 20.0733 164.035 123.382 40.6536 16.0287 11.091
internal_count=4034 2462 736 1726 1411 109 1302 674 663 624 210 164 628 254 414 131 90 315 499 211 288 1572 136 212 173 1436 1082 354 142 112
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=16 5 18 6 22 20 0 7 5 10 16 17 2 10 15 21 23 23 18 12 23 9 23 2 23 21 22 9 21 22
split_gain=3.06549 2.37543 1.9577 1.89961 1.86817 1.75629 1.67718 2.55844 1.55983 2.08501 4.85018 3.77539 1.46663 1.51864 1.42407 1.99187 1.5956 2.26315 1.61482 3.38993 2.82215 3.81626 2.15671 1.58542 1.33377 1.3307 1.30272 4.48248 1.5259 1.29312
threshold=18.594956516900002 18.393720489900002 13.975517741000003 15.51536251395 -0.23783499999999999 37.198331469900005 85.732241321850012 22.721067571950005 11.270433591700002 71.015621515800021 15.584963555600002 236.15709471040003 186.79363985910004 81.479100559500012 46.683480308100009 9.1912342607000017 0.081155000000000019 1.0000000180025095e-35 13.843998451900001 115.02544258150002 0.093325000000000033 204.68881850780005 0.089415000000000022 78.595990734650016 0.11531000000000002 0.59096247755000009 -0.054619999999999995 205.88909726980003 3.6533552218000005 -0.55200499999999997
decision_type=2 2 2 2 2 2 2 2 2 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 -3 24 7 -2 -7 -10 12 -12 13 26 16 -16 17 -8 -18 23 21 -21 -23 -20 -1 -9 27 -11 -29 -5
right_child=6 2 -4 29 -6 8 14 25 9 10 11 -13 -14 -15 15 -17 18 -19 19 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019571356137107914 0.00018577863072575504 -0.0022987422253319839 -0.0021639120526318377 0.002317961036865256 0.0014904657738407923 -0.0010703923018156763 0.00041449251696384215 0.00094169579646788567 0.0016994969479275906 0.00096200382952273491 -0.0016008874711775966 0.0012856714788583639 0.0014210331084939783 -0.001251087022722178 -0.0023023735838598757 0.00029266184757008757 0.00060138923879237305 0.0014523150480402322 -0.0025119159005885161 -0.0011992085676239305 0.00099836245666279485 0.00096816805075330189 -0.00093814466549852079 -0.00043716399245671025 0.00098190037193775443 -0.0022480076249622753 0.00090899928378344039 1.5731427899707172e-05 -0.002574069649383949 -0.0020969560931975622
leaf_weight=2.883587366668507 24.489332621917132 0.68237771699205074 3.8594305520527996 0.31412807106971774 2.686373630538581 4.0078207098995327 18.400596536695957 0.67160370200872366 3.8578904988244167 7.0620074708713219 9.2002673591487092 2.386534145101904 6.2738730204291633 2.3403907080646595 1.7835292438976456 4.0370612740516663 73.318655230104923 16.820647267624736 2.5669246613979331 8.5915760677307862 15.908507228828965 10.825571224093435 3.2203865721821776 3.851534029468894 0.83211327251046885 2.9481676071882248 13.218481557443742 1.4390305764973161 2.8082982636988163 2.3767701523611322
leaf_count=291 328 109 237 1 49 760 105 6 23 56 205 30 79 142 44 26 396 149 49 103 106 66 32 39 24 123 57 10 49 340
internal_value=0.0002755 -0.0001027 -0.0010255 -0.000300431 0.00072292 5.98509e-05 0.000409136 -5.14233e-05 0.000155848 0.000256997 0.000132581 -0.00100634 0.00053076 0.000322877 0.000490391 -0.000502502 0.000528039 0.000910127 0.000414265 0.000109142 0.000338275 -0.000125601 0.000531098 -0.00126692 -0.00129895 -0.0016562 0.000473061 -3.64689e-05 -0.00169662 -0.00158157
internal_weight=253.663 66.2294 9.91908 6.05965 3.36875 56.3103 187.434 28.1091 52.5946 48.5868 44.7289 11.5868 33.1421 26.8682 159.325 5.82059 153.504 35.2212 118.283 44.9645 38.546 22.6375 14.046 6.41846 3.7157 3.61977 24.5278 11.3093 4.24733 2.6909
internal_count=4034 2462 736 499 158 1726 1572 457 1411 651 628 235 393 314 1115 70 1045 254 791 395 307 201 98 88 315 129 172 115 59 341
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=0 17 18 16 20 23 17 7 15 21 0 3 22 18 15 22 15 20 15 20 23 9 20 9 6 20 0 10 20 5
split_gain=0.400381 0.786949 0.442811 0.672834 0.548331 0.480636 0.440129 0.682884 0.426464 1.39042 0.722783 0.855812 1.05953 0.646767 0.567549 0.761034 0.527942 0.464718 0.927371 0.523277 0.783384 0.44686 0.83997 0.756231 1.45 1.54345 0.636306 0.947431 0.704631 0.593328
threshold=103.48144189910001 241.79519611995002 17.323446153950005 12.644970430600003 41.741384785950011 0.097015000000000032 221.27458857605004 26.637125930550003 19.763739472850002 6.7094573673000006 98.142164052000012 77.69375151185001 -0.08786999999999999 15.788786379500001 21.092276343250003 -0.122095 19.215947067900004 35.419594101850009 35.517387705950007 33.96174662340001 0.079355000000000023 214.31567825310003 41.605323437500005 211.36251378275003 14.935348962050002 40.80591513400001 87.278104746850019 71.015621515800021 40.280372415600006 16.569990495050003
decision_type=2 2 2 2 2 2 2 2 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 3 5 -4 -1 8 -8 9 13 17 -12 14 -5 -13 -16 -11 18 19 20 -10 23 26 29 -25 -26 28 -28 -23 -19
right_child=1 -3 4 6 -6 -7 7 -9 10 16 11 12 -14 -15 15 -17 -18 21 -20 -21 -22 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.038562138758152592 -0.036978021157555135 0.010168385844398217 0.02561660449984068 0.00023210940083711907 -0.0074765975863794526 -0.00097335089993556422 -0.04001007468271834 0.0067180301301785691 0.01063254578193332 -0.040548803002387244 0.0046225530810137128 0.021672833884406186 -0.039390259889398829 0.032256236258227725 -0.039294821244465039 0.00017760179501499863 0.008855417567929489 0.011874069321799349 0.027657232479974883 0.0081695847947716466 -0.048140808559638766 -0.018177288993553094 -0.002704407048119385 -0.045515283034612226 0.022864778339913863 -0.030628870605558179 0.036041180647761004 0.0043607886819047688 0.019825959644031558 0.00062836761311206818
leaf_weight=0.95696179127844405 1.02280579269427 0.85738732726895239 2.0734840747900303 1.1995314103696721 0.96732426696689788 0.84285039897076786 0.84785163914784678 0.80149569315835834 0.57658575155073666 0.76038596154830862 3.8262379399238835 0.7650375479133803 1.9316467311291488 2.7030014776391909 0.98674265731824617 1.8497392423450942 0.45574602211127058 6.5232824555423568 2.6956360191106796 3.3233396121067926 0.62005914415931329 1.2881925599649533 5.8761995849199593 1.3446096985135216 1.6675617350265386 1.2381747061153872 3.000810538418591 2.1237442176789045 1.2827982509043065 117.70225110184401
leaf_count=230 852 68 42 82 28 24 30 26 63 64 40 13 99 29 53 22 11 162 25 45 25 20 83 40 18 31 30 23 24 1732
internal_value=0.00117871 -0.0154788 0.00136269 0.00111304 0.0150892 -0.0209593 0.00135323 -0.0173027 0.00154115 0.0118527 0.0012084 -0.00857596 -0.0177029 0.0224129 -0.006071 -0.0135539 -0.0220345 0.00182192 0.0108077 0.000759014 -0.0198217 0.00136547 0.00762902 0.000703809 -0.0143508 7.03906e-05 0.0155195 0.022912 0.000784467 0.0012189
internal_weight=172.111 1.88019 170.231 167.19 3.04081 1.79981 165.391 1.64935 163.741 5.11866 158.623 9.3594 5.53317 3.90253 3.60152 2.83648 1.21613 149.263 7.21562 4.51998 1.19664 142.048 13.5717 128.476 4.25035 2.90574 7.69555 5.12455 2.57099 124.226
internal_count=4034 920 3114 3044 70 254 2790 56 2734 186 2548 227 187 111 88 75 75 2321 158 133 88 2163 180 1983 89 49 97 53 44 1894
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=20 2 20 22 10 0 5 0 0 16 23 18 12 5 0 15 10 3 18 16 22 5 6 16 15 6 20 22 22 22
split_gain=0.400148 0.595309 0.570065 1.23881 0.482503 2.32965 2.0356 1.99071 2.94878 2.37923 1.52371 1.98953 1.09065 1.37435 0.858002 1.49677 0.84288 0.997509 1.13325 1.03397 1.53151 1.41105 0.876798 2.16865 1.7777 0.900004 1.07996 1.3296 1.61614 1.30051
threshold=32.051492741500006 111.23922738415001 34.654301448200009 0.17076500000000003 66.590419433100024 90.407470010750018 18.946524085150003 93.399723909900004 94.047642319350018 19.124955277500003 0.11531000000000002 13.565177112500001 216.55112120135001 19.865285687250005 94.625660817400004 28.862433654350003 65.611820673600008 92.324340657750014 13.4793103924 22.604947139800004 -0.083064999999999986 21.336111252450003 16.355382140900002 22.614947116400003 42.246988155050012 16.465384711100004 40.563919884450009 -0.059424999999999999 -0.06483499999999999 -0.044409999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 16 7 9 -9 -6 11 -8 -13 -14 15 -10 17 18 -4 20 -20 -21 23 24 -19 -24 -27 28 -28 -29
right_child=2 -3 4 -5 6 -7 10 8 14 -11 -12 12 13 -15 -16 -17 -18 22 19 21 -22 -23 25 -25 -26 26 27 29 -30 -31
leaf_value=0.006755135976892139 0.020811570647846927 -0.045493337037688715 0.021073086231154742 -0.022018509222423887 0.010557624396354187 0.024221496578375506 0.019442001947301273 0.024862205410181405 0.0061454130386152678 -0.040868496431251254 0.017338597032079673 -0.039125837874900218 0.014216566601127448 -0.032834208702539891 0.00095087798181298902 -0.038800797069494429 -0.013543921555261296 0.019468180904252348 0.0056552063813120126 1.2963396610236345e-05 -0.026777027832258115 0.026105881401965354 0.0058805969689609515 -0.036094963211545011 -0.043152103649470683 0.0049463205489262956 -0.0033583502309663957 -0.042692835400294109 0.030888978562741691 -0.010131592975345056
leaf_weight=0.41022784401138679 3.3725261111540012 0.44477724222815596 4.8446560882730436 0.82191761981812295 1.4199948128662065 4.453517466550692 1.0029619483684635 5.120972874457947 1.4327795080462231 2.3167536412365735 1.1587146976962683 3.5905799176834989 1.0860828502045481 1.3787874717672819 45.244030854752054 1.4678857429535126 3.7097169705084516 2.0790938105783421 3.9227668042294681 4.9242655970156175 2.2376116998493663 3.4484650269150734 23.278522822016384 2.1699952993076295 0.56398699607234437 15.51419183728285 18.829525338165695 1.4404464919352902 1.4524429426528538 7.2020503693493101
leaf_count=42 118 140 44 24 61 55 31 51 44 40 19 117 20 124 1612 42 39 104 34 34 37 42 271 40 23 217 353 22 12 222
internal_value=0.000922169 -0.0204247 0.00102986 0.0124188 0.000740849 0.00210531 -0.00135275 0.000745576 0.00229398 -0.0213262 -0.0159089 -0.0213668 -0.028126 -0.0121025 -0.000106524 -0.0165997 0.00107522 0.0016653 0.00797039 0.00360257 -0.00612504 0.0107598 -1.92171e-05 -0.0129204 0.00610611 0.00089775 -0.00171244 -0.00528399 -0.000905813 -0.0155586
internal_weight=170.34 0.855005 169.485 4.19444 165.291 100.071 65.2195 57.0024 53.2657 3.73675 8.21713 7.05841 6.05545 2.46487 48.1447 2.90067 95.6177 91.908 19.3778 14.5331 6.16038 8.37273 72.5303 4.81308 2.64308 67.7172 44.4387 28.9245 20.282 8.6425
internal_count=4034 182 3852 142 3710 1549 2161 1850 1749 101 311 292 261 144 1698 86 1494 1455 191 147 71 76 1264 167 127 1097 826 609 365 244
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 4 20 4 13 7 5 23 22 16 5 20 23 22 15 21 16 0 13 13 15 5 10 16 20 23
split_gain=2.38728 1.94903 2.56995 2.33762 3.07218 2.3053 2.12157 2.06724 1.58518 2.57942 1.55782 1.44041 1.43165 1.36692 2.35132 2.02366 2.90334 1.43343 1.29197 1.41321 1.87264 1.35069 1.23214 1.22573 1.78053 2.19324 1.67116 2.41688 3.35748 4.10925
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 14.85568425095 195.50296729855003 36.728658719300007 193.73972847335003 108.65403534205002 23.203497038450006 13.154029769200003 0.077815000000000009 0.20949500000000004 13.904967484100002 13.812766882300002 41.035283712600005 0.09914000000000002 -0.10423499999999999 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 104.08096806215002 117.61735474900001 41.29990759910001 23.854886427500002 66.590419433100024 19.199955102150003 36.728658719300007 0.11379500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 5 8 -4 -6 -3 -10 -8 -7 -1 14 -12 16 17 22 23 20 21 -20 -15 26 -25 -26 -2 -28 -29 -30
right_child=18 3 6 -5 7 11 10 -9 9 -11 13 -13 -14 15 -16 -17 -18 -19 19 -21 -22 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.0023841503876309458 0.0006954295196183978 -0.0025209815211001802 -0.0025375109747194399 0.0012363569147671684 -0.0002313164863514279 -0.0014430898236023157 0.0020148973347252799 -0.0025035675310162916 -0.0024660288445181723 0.002700537346764835 0.00089999429634724187 0.0012605457614271382 0.0013096839969151443 -0.0028798462964967847 -0.0019290256087369098 0.0013883699179298953 -0.0026526053774899123 0.00079995546185532382 -0.002625177256324432 0.00098394699847186538 0.0016343122673256132 -0.00043138740657065635 0.00034048858515362549 -0.00046667938323080111 0.0011399220014808782 -0.0008230981054216551 0.0006039420096791081 0.00083066367664886903 -0.0020653232945973348 0.0015096583293774724
leaf_weight=2.8244323499384332 94.845373374177143 2.578021168475976 1.2498948507709418 3.0381626822054377 2.9650899623520655 1.2590133459307251 3.1464192795101544 6.9830005748081021 0.98083626013249192 1.0296329557895658 2.8234299002215293 5.4961522776866332 0.67597518110414956 1.1356244180351489 3.3266220836667344 9.5702795166289416 1.8227460337802757 10.267452069558205 2.817748992238192 2.7001878689043224 1.2031212616711853 3.025255985558033 1.354012726806104 17.134285409003496 10.941983826458452 4.0552065309602758 23.531365608796477 5.8824520278722074 8.1343437749892455 2.1036260165274134
leaf_count=820 706 178 76 38 42 141 24 292 151 3 24 98 88 16 255 76 44 67 115 20 10 37 29 236 57 37 212 33 98 11
internal_value=0.000252628 -0.00013016 0.000191105 -0.000634532 -0.000901493 -9.04532e-05 0.000378949 -0.00182631 -0.00133755 0.000179954 0.000487937 0.000756648 -0.00167082 0.000329374 -0.00063025 0.000573752 3.9032e-05 0.000423616 0.000388331 -0.00041852 -0.000955968 -0.00148933 -0.00112844 0.000435525 3.54468e-05 0.000609126 0.000531103 0.000138042 -0.000542043 -0.00133076
internal_weight=238.902 62.5268 38.1969 24.3299 21.2917 11.3437 34.6965 9.94809 4.58849 2.01047 33.4466 6.75517 3.50041 30.3002 6.15005 24.1501 14.5798 12.7571 176.375 9.74631 7.04613 5.843 2.48964 166.629 32.1315 14.9972 134.497 39.6518 16.1204 10.238
internal_count=4034 2462 1519 943 905 571 611 334 332 154 535 239 908 511 279 232 156 112 1572 182 162 152 45 1390 330 94 1060 354 142 109
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=16 16 20 17 18 4 6 4 13 7 17 23 2 20 22 22 23 10 6 9 17 22 9 5 0 9 16 5 0 22
split_gain=2.27078 2.03643 2.26694 2.13777 3.07103 2.39907 1.93218 1.74868 1.55127 2.67108 1.38537 1.68925 1.32422 1.31843 1.44168 1.29334 1.21069 1.19416 1.34268 1.00615 0.966709 0.966645 3.46282 0.95598 0.946038 2.22835 2.97302 1.40698 2.18457 1.31973
threshold=18.594956516900002 15.584963555600002 37.198331469900005 236.15709471040003 14.85568425095 195.50296729855003 11.075258771650001 193.73972847335003 108.65403534205002 23.203497038450006 187.61467154115005 0.092650000000000024 137.02423825130003 41.092444989200011 -0.076484999999999984 0.20949500000000004 0.10301500000000002 70.389210771400016 15.255356438950001 206.08934059370003 162.13109061465002 -1.0000000180025095e-35 216.0493559571 15.363313533450002 85.732241321850012 187.45330412110005 22.704946905950003 29.996566321350006 85.121961326250016 -0.073609999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 15 23 -3 -10 16 19 -7 14 -13 -4 20 18 -14 -12 -8 22 -21 -6 25 29 -27 28 -28 -2
right_child=24 3 6 -5 7 12 10 -9 9 -11 11 13 17 -15 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0025842462498505071 0.00023537648244705036 -0.0030233136649497551 -0.0028650915587046348 0.001598811575131381 0.0011202010544961701 0.0021133601322796312 -0.0031595417207484254 -0.0029933953276036779 -0.0030836208591788466 0.0032528370999534402 0.0026778183276180627 -0.0032660748321051299 0.0019868131635326441 0.0014250172064935492 0.00053754026681710745 0.0021100373731424704 -0.0025938077649121797 -0.0028818574811899701 -0.0031607496196495834 -0.0033905089838362837 0.00037225390956380081 0.0020496107817985776 0.0023648200518146941 -0.0020754326969162841 0.00053962187711802665 -0.0031691170481063747 -0.002120200940116774 0.0018803262641760555 0.0016640842663467655 0.0023049760898456386
leaf_weight=2.0199323815177186 10.942106377799062 2.6070891672279739 2.0351684341148935 2.4817814710550001 1.4564997265115365 3.4575196042424068 0.60806639847578736 6.7140961486729793 0.96784949552966271 1.0306673198938368 4.7895256776828337 1.4832780505530538 1.6368897960055626 2.2549100276082754 1.5075306044891466 0.48557650885777537 1.2526027541607607 0.9644950225483625 0.49520137527724717 1.3493311880156409 13.29598396347137 3.3942440003156653 1.8732991339638827 1.3564989389851687 142.48039732989855 3.2656466579064709 3.2712203997652978 2.0838958881795406 1.7604614179581402 2.9309632363729206
leaf_count=311 190 178 650 38 13 64 51 292 151 3 38 27 20 13 14 42 33 80 75 35 274 16 15 29 1115 121 74 16 13 43
internal_value=0.000290543 -0.000168752 0.000235753 -0.000803385 -0.00109157 -0.000116446 0.000401681 -0.00223381 -0.00163148 0.000184193 0.000584614 0.00112998 0.000948174 -0.000156481 -0.00134885 -0.00190672 -1.45639e-05 -0.000352824 0.000791236 0.00172162 0.000217798 0.00102949 -4.49646e-05 -0.000420814 0.000454494 -4.55831e-05 -0.00100536 -1.23229e-05 -0.000796173 0.000672621
internal_weight=226.253 59.518 36.3494 23.1686 20.6868 11.1597 34.3295 9.52709 4.60561 1.99852 31.8088 16.6521 6.55411 5.24572 2.99081 2.52074 15.1567 3.09659 2.13209 11.4064 13.9041 6.61687 3.22263 2.813 166.735 24.2543 10.3812 7.11558 5.03168 13.8731
internal_count=4034 2462 1519 943 905 571 1208 334 332 154 516 158 239 54 41 692 358 175 95 104 325 66 50 42 1572 457 224 103 87 233
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=13 22 18 2 3 19 10 5 20 10 15 18 8 17 20 13 9 8 23 23 7 3 2 21 12 15 18 20 20 12
split_gain=0.394112 0.633627 0.474025 0.838031 0.674408 1.07354 1.11225 0.927028 0.847235 0.728572 0.736942 0.66547 0.6591 1.03115 0.609099 0.58801 0.466294 0.57452 0.426825 1.41303 1.20558 0.945359 0.834224 0.739003 0.943389 1.00382 0.658756 0.656877 1.5268 0.931701
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 258.06114663960005 81.105404879350019 11.950964240300001 72.752365468100024 13.154029769200003 33.151194885250007 76.279622535200005 21.178773360300003 16.119790806350004 7.7439566930000003 189.72181505755 47.927946529500012 102.63995450425001 187.94830913940004 8.543332867800002 0.080770000000000022 1.0000000180025095e-35 24.909276771700004 108.40938565220002 63.19085977000001 1.0000000180025095e-35 93.660658182900008 40.042228346200012 13.24088655595 38.478081868400004 38.748048509250005 90.84682862195001
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 7 -7 -2 -8 10 14 15 -9 -14 -6 -11 -10 -18 19 20 21 23 -21 -12 -25 -26 -27 -20 -29 -30
right_child=2 -3 3 -5 9 6 8 12 16 11 18 -13 13 -15 -16 -17 17 -19 27 22 -22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=-0.029691365714581461 0.026616958692345375 0.015693907158282987 0.020446187304671935 -0.012394980715379436 -0.03185046132017362 0.012079605146852589 0.014146784954459382 0.0066142263485995736 -0.0028456084040195746 -0.033575318015605413 0.020189909233363501 0.02374220345090685 -0.032901974419171781 0.0014552344274920946 0.003316357137330805 0.030943293313369619 -0.031331869941686727 0.003044110782194694 0.005382929485794454 0.030626223194453694 -0.030078044495737866 -0.026541155219096883 0.0091716691360914857 -0.010178324847267701 0.012586653688929448 -0.011972252910598963 0.0070859777502170129 -0.028766255272584317 -0.014913428869718227 0.00054305243728699245
leaf_weight=0.8336387532253855 1.110088434536008 0.37549622518417891 2.4824921945109959 0.88777823839336623 1.0333938845578803 1.1423247507191261 0.56525273376610119 3.4896320335101336 0.77806280579534348 0.36163309647235964 1.8831826437963268 2.1198849831707776 1.194588818936609 1.9116430748254059 0.69211369520053256 0.17710396647453308 3.5594102337490767 0.46230964828282584 19.218323147215415 1.8353800727054466 1.0677711982280005 0.96223022032063354 9.0274795542354678 4.6331136638764319 6.9751260053017159 3.4221837199293077 2.7553373000118881 1.5811844235286105 3.4061214376706621 90.185226201778278
leaf_count=881 15 91 43 31 192 23 14 85 25 87 105 24 50 13 15 1 194 16 249 15 18 171 194 42 122 35 32 21 86 1144
internal_value=0.000906509 -0.015597 0.00102464 0.0117953 0.000805372 -0.00523653 -0.0139126 0.00209007 -0.0194469 0.00137282 0.00110365 0.0164254 -0.00203783 -0.0117578 -0.0177448 -0.0123655 -0.0234031 -0.0273802 0.00132497 0.00425539 -2.04948e-05 0.00153514 0.0127966 0.00290867 0.00107891 0.00504435 -0.00347178 0.000490813 -0.000497059 -1.94638e-05
internal_weight=170.13 1.20913 168.92 3.37027 165.55 14.2133 6.50736 7.70595 5.36504 151.337 148.678 2.65862 6.59586 3.10623 1.72551 0.538737 4.79978 4.02172 146.953 32.5618 21.6989 20.6312 10.8629 19.6689 17.7858 13.1526 6.17752 114.391 95.1725 93.5913
internal_count=4034 972 3062 74 2988 435 272 163 249 2553 2441 112 148 63 207 88 235 210 2234 734 525 507 209 336 231 189 67 1500 1251 1230
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=17 20 20 20 22 7 23 10 0 5 0 0 16 23 18 12 5 3 15 20 21 16 6 2 20 22 22 16 10 3
split_gain=0.518806 0.375309 0.544563 0.453929 1.03212 0.472953 0.575517 0.423146 2.04236 1.81413 1.72023 2.55021 2.20344 1.35069 1.77539 0.993293 1.25676 0.767828 2.06796 1.00284 0.788321 1.59579 1.31687 1.37546 0.961898 0.72919 0.969518 1.37549 0.926639 0.84745
threshold=159.58247398035004 32.051492741500006 30.317390213800007 34.654301448200009 0.17076500000000003 24.268610899850003 0.097970000000000015 66.590419433100024 90.407470010750018 18.946524085150003 93.399723909900004 94.047642319350018 19.124955277500003 0.11531000000000002 13.565177112500001 216.55112120135001 19.865285687250005 84.812788641250009 28.862433654350003 39.952536079750011 6.8125785082500014 15.584963555600002 12.05528166975 166.67665309880002 47.927946529500012 0.20949500000000004 0.13747000000000004 22.584947186600004 65.611820673600008 92.324340657750014
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -7 8 25 10 12 -12 -9 14 -11 -16 -17 20 19 -19 -13 22 -22 -24 -23 26 28 -28 29 -5
right_child=1 3 -4 7 -6 6 -8 9 -10 13 11 17 -14 -15 15 16 -18 18 -20 -21 21 24 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.02860070934743892 0.005151084351718239 0.024561264625427598 -0.037912693930067805 0.0067584214211290124 -0.016938729134395872 -0.019192953558880711 0.017178512057872748 0.0086154226590138827 0.019790206203487572 0.015498580452604131 0.020111611280569132 0.0029669982981613136 -0.033744800087918622 0.013626265918525046 -0.032524830665381796 0.011005188683531401 -0.02768711296303961 -0.011177995936961116 -0.030827393039116711 0.026424053895947302 -0.028017195752240886 -0.025640086514285444 -0.0065720356631328936 0.020248803945283646 0.0090703311832821976 0.015673837987919034 -0.035145936232989207 0.0018036825963149092 -0.012618258319785157 0.00028318334450669867
leaf_weight=0.42083011025897477 0.39997134737495699 1.9498798621498274 0.42361734716541832 17.842491063289344 0.81966620701132331 0.47694391567347316 0.84443133368040435 1.4217034561443136 4.2215018357965155 0.97471555511583474 4.8827724626171394 33.616772065506666 2.17868428863585 1.1439895834773777 3.3137507923238445 1.0788208509911785 1.2930364200292386 0.98980896174907618 1.917912795266602 0.99786621778912377 0.84570834545593054 3.0321352689061318 2.5502060643048026 2.8218894518504385 0.68586521640827403 2.307012779521755 1.2669420372694724 1.5937552634859455 3.3257408410427152 68.614567100390559
leaf_count=262 117 60 55 174 24 39 16 61 55 30 51 840 40 17 113 17 120 9 118 39 318 157 33 39 26 37 18 26 35 1088
internal_value=0.00075141 0.000825009 -0.016999 0.000912907 0.00962119 0.0162762 0.00405041 0.000694238 0.00177574 -0.000988299 0.000679502 0.00189685 -0.0170178 -0.0129431 -0.0175067 -0.023165 -0.0100882 2.281e-05 -0.01122 0.00769924 0.00103101 -0.0055192 0.0026835 0.00751659 -0.019237 0.000974813 0.000608778 -0.0145605 0.00109211 0.0016195
internal_weight=168.253 167.832 0.823589 167.009 4.09092 3.27126 1.32138 162.918 99.172 63.7456 55.9413 52.3409 3.60039 7.80431 6.66032 5.68561 2.37186 47.4582 3.90559 1.98768 43.5526 9.9358 6.2178 5.3721 3.718 94.9505 92.6435 2.8607 89.7828 86.4571
internal_count=4034 3772 172 3600 139 115 55 3461 1433 2028 1731 1630 101 297 280 250 137 1579 166 48 1413 573 390 72 183 1378 1341 44 1297 1262
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=16 15 7 10 13 0 16 7 0 7 21 23 7 9 9 15 21 3 22 16 10 21 5 2 2 7 20 23 23 21
split_gain=2.83242 2.53646 2.15444 3.10512 3.63158 1.9191 1.5348 2.61609 1.52357 2.94405 1.54108 1.40225 1.40069 1.37437 2.148 1.64071 2.71847 1.58499 1.34836 1.3243 1.908 2.68362 2.26899 3.77749 2.09395 2.9106 2.57574 2.34841 2.1693 3.62179
threshold=18.684956306450005 34.040719645900005 22.356277907050004 71.015621515800021 104.79878638300001 103.48144189910001 15.584963555600002 28.8637720374 85.732241321850012 22.721067571950005 0.59096247755000009 0.11531000000000002 19.506002767000002 226.28914430085004 187.45330412110005 43.401366108000012 1.0000000180025095e-35 108.47659710545001 0.11704500000000002 18.734956189500004 66.964115113200009 6.9016076392500008 17.679107616400003 90.745765132650021 108.63443756215001 23.109894804950002 41.257403903850005 0.088350000000000026 0.085335000000000022 4.797392351550001
decision_type=2 2 2 2 2 2 2 2 2 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 12 -4 5 6 -5 11 9 13 -11 -8 -1 14 17 16 -16 -2 -19 -10 24 22 -22 -24 27 -26 -27 -21 -28 -30
right_child=8 -3 3 4 -6 -7 7 -9 19 10 -12 -13 -14 -15 15 -17 -18 18 -20 20 21 -23 23 -25 25 26 28 -29 29 -31
leaf_value=0.00016396933142673458 0.00066823197284319568 -0.0020848918648274702 0.0010260853175816254 0.00038766970803255207 -0.0014179539006963569 -0.0010423302187171669 -0.0012094391891895014 0.0019009425050680183 0.0016306012325284138 0.00084433844208004296 -0.0019916751038724745 0.00097584598531028749 -0.0016534607452964771 0.0018801669738450081 0.00084937968557242851 0.00070068689862789731 -0.0019686250037057522 -0.001909432373188598 0.0016907945911012509 0.0013779454731351888 0.00080289782372473632 -0.0013114410395692901 -0.002230614117878334 0.0001844916455193606 -0.00025213875817485168 0.0009405022775773647 0.00087705776347337218 0.00043184790632701053 -0.0012397422628391858 0.000335179508351214
leaf_weight=2.076701441226759 14.430531078018261 1.9885761197656382 9.4952652434585598 31.646051713963971 5.937363047618418 4.4449684633582356 6.2786689774366078 1.2879408597946165 2.8837827164679757 0.76608296483755012 3.269278954481706 1.1209602933377025 4.0571726660127752 1.487495370209216 1.5271680578589428 2.0077323294244707 4.0482876603491604 1.4629171525593836 0.43780608475208271 16.04986072704196 11.481358574703341 4.3803759282454839 2.6095221526920787 10.698246053420005 19.93287274800241 28.240789618343115 10.799614138901232 18.062692601233721 6.5098554901778725 17.297333955764771
leaf_count=148 131 90 96 388 192 898 216 14 18 6 123 15 459 7 10 24 58 92 2 134 61 81 58 81 141 163 67 101 76 84
internal_value=0.00022953 -8.20412e-05 -2.20093e-05 8.15073e-05 -9.53408e-05 8.00295e-05 0.000203719 -0.000466354 0.000348885 -2.52588e-05 -0.00145328 -0.000878393 -0.00103815 0.000201597 9.71889e-05 -0.000694381 -0.00119675 0.000464743 -0.00108017 0.000422829 0.000398984 -1.27992e-05 0.000216678 -0.000289087 0.00050174 0.000347108 0.000537166 0.000876984 0.000208024 -9.54683e-05
internal_weight=246.717 68.3337 66.3451 60.2112 50.716 44.7786 40.3336 8.68757 178.384 29.4373 4.03536 7.39963 6.13387 25.4019 23.9144 7.58319 5.57546 16.3313 1.90072 148.946 146.063 29.1695 24.7891 13.3078 116.893 82.7805 62.8476 34.1126 34.6068 23.8072
internal_count=4034 2516 2426 1819 1723 1531 633 245 1518 453 129 231 607 324 317 92 68 225 94 1065 1047 281 200 139 766 531 390 235 227 160
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=16 16 20 17 10 7 5 7 0 17 23 21 19 21 20 22 5 9 21 8 22 19 16 16 4 13 2 23 23 21
split_gain=1.73008 1.80938 1.90735 1.82906 3.06801 1.81655 1.71139 1.47003 1.37935 1.35976 1.67725 1.3188 1.80272 1.48816 1.24843 1.65509 1.22123 1.34817 1.14992 1.14779 1.58805 1.17934 1.61817 2.17031 2.00382 1.16461 1.05865 1.05783 1.42741 1.15317
threshold=18.634956423400002 15.584963555600002 37.198331469900005 236.15709471040003 71.015621515800021 22.356277907050004 11.270433591700002 24.803880018200001 94.114853772600014 187.61467154115005 0.092650000000000024 5.1185473364500007 12.551012654050002 4.5829628528000006 42.522337019050006 -0.088224999999999984 23.626838821450004 226.28914430085004 10.707595079300001 8.6432548896500023 -0.088224999999999984 14.551174033150001 22.604947139800004 22.644947046300004 387.60063489055005 117.62810858150002 93.57193670880001 0.08092000000000002 1.0000000180025095e-35 0.89981818375000011
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -4 -7 -9 18 -11 12 -6 -14 15 -12 27 19 -8 21 -21 22 24 -24 25 -18 -27 28 29 -2
right_child=16 3 6 -5 11 7 9 8 -10 10 14 -13 13 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0025471286560134749 0.0017924004344056197 -0.0017109964510409626 -0.0028528813062661906 0.0015119303007307858 0.00199108847412326 0.0020762269454234492 0.00020168033041432663 0.0020267995536054611 -0.0029854322047448384 0.0017106944053171592 -0.003214418870544656 -0.0029995192175373882 -0.002645117526252913 0.00064996653618757489 0.0018038046509104659 0.00060654347263001539 0.0013001016279132591 0.0022684087920951616 -0.0024005117107981071 -1.3366418528500828e-05 -0.0033172486272567258 0.0016139539954367289 -0.0036355214793828204 -0.00032863666893837593 -0.0029645909015113673 0.0022865961436787253 -0.0030974142595893107 0.00041726969008242404 0.0017190765813203247 0.00011452361097039319
leaf_weight=1.7404475437942881 4.0826826095581117 2.4485431908397057 1.1745458267250786 2.4722857386805108 1.1785734430886785 3.9658441079081967 13.415171096479755 0.70522924605756987 1.049196151550859 11.167363943648526 1.5982823978411032 5.0239688921137713 4.0470312268589623 1.423028018325567 1.6276684730546547 1.9131411593407386 7.9484912310727065 1.7434124462306488 1.4449664851999831 2.4489177344366908 2.0555348806083193 3.0504720804747185 2.065827506594359 5.8177015234250575 1.1612016474828113 0.39968183217570163 0.9410275851842016 105.4872559113428 12.574667153879998 13.720203304663299
leaf_count=311 22 347 618 38 16 23 291 7 67 138 43 273 167 20 11 19 67 13 88 40 50 32 64 67 46 10 80 826 145 95
internal_value=0.000296099 -0.000122484 0.000279204 -0.000736018 -0.00101612 0.000286651 0.000431304 0.00114174 -0.000970657 0.000555072 0.00110771 -0.00192783 -0.00111802 -0.00178791 -0.000202594 -0.00113263 0.000440481 -9.0659e-05 -5.1351e-05 -0.000249524 -0.00152104 1.83109e-05 -0.000247178 -0.00119518 0.000467974 0.000897064 -0.00149238 0.000548505 0.00100423 0.000499306
internal_weight=219.892 56.3953 34.0816 22.3137 19.8414 8.16881 32.3411 5.72027 1.75443 31.1666 16.3065 11.6726 6.64863 5.47006 5.13909 3.51142 163.497 27.6323 14.8601 25.8889 4.50445 21.3844 18.3339 7.88353 10.4504 9.2892 1.34071 135.865 30.3776 17.8029
internal_count=4034 2477 1519 958 920 444 1208 97 74 590 211 476 203 187 73 62 1557 469 379 456 90 366 334 131 203 157 90 1088 262 117
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=16 2 16 3 20 18 23 16 23 17 15 23 22 16 5 22 5 22 5 7 23 0 20 7 6 22 22 21 16 17
split_gain=2.00916 2.81604 2.83026 2.18281 4.62327 2.71521 2.24098 2.13018 2.10507 1.87761 1.77259 1.81879 2.3141 1.7717 2.43135 1.66039 1.59141 1.58779 3.19739 2.73783 3.94518 1.91196 1.85646 1.90911 1.80917 1.7861 3.46597 1.67975 1.53923 2.41955
threshold=20.404952284350003 322.38159739250005 19.974953289850003 93.281431752200021 41.942745071500006 13.036600629150001 0.080135000000000026 22.584947186600004 0.12535000000000004 162.13109061465002 33.005488016050009 0.092835000000000015 -0.013805 22.554947256700004 21.336111252450003 -0.078649999999999984 20.374719724350005 -0.059424999999999999 20.305669781650003 19.078733418100004 0.083495000000000028 92.313586825200005 38.244973486750006 23.974509389900003 14.845346859150002 -0.59502499999999992 -0.54526999999999992 7.0441631297000011 22.604947139800004 187.51563899930002
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 16 28 15 -7 9 -1 -8 12 13 -12 -15 -2 -5 19 21 -11 -21 -19 23 -22 27 -24 -27 -23 -6 -30
right_child=3 -3 -4 4 5 7 10 -9 -10 17 11 -13 -14 14 -16 -17 -18 18 -20 20 22 24 25 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0028983620060081131 0.00067436517602920902 -0.0029124697428481255 -0.0026558414802443503 0.0021572177403058742 0.0018269931289090909 -0.00059656354133914727 -0.0005564294961935963 -0.0032406519958227144 -0.002967764751841503 0.0022337550727009317 0.0012951352527880247 0.0012378556909339465 -0.0021029934542886042 -0.0024138674719170966 0.00054974176385356869 0.0025009612293583651 0.00040468257716074781 -0.0024068911731794235 -0.002600023658134663 -0.0018197068953074826 0.00095573064571953124 0.00090257934539718419 0.0019326509581418226 -0.0027582322538207923 0.0022417979024195404 -0.0032586638070162778 0.00040729829264445273 -0.0011833082428182231 -0.0031046605415373791 0.0012450399866303563
leaf_weight=1.4186236922105298 6.254646621644496 2.402076971367932 2.7358364732936016 4.2485485486686221 2.5991300246678284 3.980570082087068 8.6547035351395589 5.2271847310476005 1.5732303881086398 3.5534636795055112 10.81257374957204 28.50613733753562 2.8104106783866909 2.8661215491592866 7.2372077312320471 9.003903850913046 40.232892114669085 1.2912076328648243 2.1051357029937199 9.3975284870539308 1.572648856206796 26.208618245436814 4.7639089448493932 2.955648698087316 6.7095317728817454 2.0738439612323445 24.613091417471878 3.2144149754021774 1.8656031675636771 1.9292252203449605
leaf_count=318 39 279 49 31 32 41 75 150 62 51 71 145 25 28 47 108 271 49 143 740 33 334 43 154 38 58 423 139 43 15
internal_value=0.00029973 -7.17389e-07 7.3542e-05 0.000512752 0.000124676 -0.00115088 0.000818966 -0.0020976 0.000155194 0.000209859 0.000585089 0.000774233 0.000217211 0.000528971 -0.000290978 0.00175222 0.000572072 0.000259705 0.000665638 -6.82327e-05 -0.000248502 0.000849335 0.000161887 -0.0014684 0.000965698 0.000396615 0.000122416 0.0006747 0.000212465 -0.000893348
internal_weight=232.818 96.5888 94.1867 136.229 60.0832 15.6017 76.1457 9.20775 91.4509 89.8777 60.8872 52.2325 23.7263 20.9159 10.1033 15.2586 44.4814 88.459 39.5289 48.9301 45.3767 37.4238 35.9791 4.5283 36.1326 31.4508 26.6869 29.423 6.39396 3.79483
internal_count=4034 2913 2634 1121 583 281 538 191 2585 2523 391 316 171 146 75 147 302 2205 703 1502 1451 560 711 187 511 524 481 473 90 58
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=16 16 13 17 10 5 9 20 23 21 19 21 21 22 15 21 16 23 22 10 10 12 4 4 2 20 18 22 17 8
split_gain=2.53825 2.01375 2.49992 1.99828 2.97791 2.51686 1.91589 1.79952 2.68441 1.79133 2.35425 2.22517 1.74909 1.7296 1.65896 1.78788 1.81155 1.4373 1.25488 1.24698 2.16098 1.43284 1.42259 1.28234 1.81072 2.14996 1.18357 1.13796 0.997535 1.60928
threshold=18.634956423400002 15.584963555600002 98.050756475600011 236.15709471040003 71.015621515800021 19.234448447350001 209.21153814325001 40.844669808050007 0.10608500000000003 5.1185473364500007 12.551012654050002 4.5829628528000006 12.263428102400001 -0.10423499999999999 46.074827201850006 15.285239689500001 23.044946110900003 0.092465000000000033 -0.58287999999999995 60.613977009100005 58.167480110400007 335.9827356823501 387.60063489055005 310.49012963040008 224.95410153095003 41.685324604100011 15.148411436800002 -0.23401999999999998 190.94474013770002 7.1444245619500011
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -1 8 13 10 -6 -12 -7 17 19 16 -16 18 -4 20 22 23 27 -21 -25 -26 -9 -2 -8 -30
right_child=14 3 7 -5 9 12 28 26 -10 -11 11 -13 -14 -15 15 -17 -18 -19 -20 21 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0025323038412738692 -0.0012058438899398851 0.0011039932845973409 0.0027504309625324391 0.001395575443998836 0.0019562920423918284 -0.002242015076244734 0.0017701884620050107 -0.00037881017149210994 -0.0028302041200961824 -0.0026417802350892894 -0.0023371847619816557 0.00088855397377645123 0.0021532875451312958 0.00073014511152608391 -0.0016848449708163867 0.0011189683444971892 0.0015905051666307724 -0.0030341716667086961 -0.0011760015175233368 0.0005750208771038444 -0.0024786613906274003 0.0018665801642703535 -0.00258433532073562 -0.00228020391888979 0.0012935075219118741 -0.0011456133115672472 0.001523141969406429 0.0013523097422011585 0.0028478187423410712 -0.0026175246575275311
leaf_weight=3.1000512152677393 1.3432606961578129 6.1415603884961509 0.70555691514164243 2.5560791310854247 1.4397581708617488 2.9690058900741865 1.3244601879268887 2.3459169940324491 1.7696374151855696 5.6949089292320423 4.7508082597050816 1.7202729573473332 0.652164602652192 13.094245626707563 6.0915324809029681 2.8596917679533362 1.1925154216587541 1.4548801276832817 1.5085140269948234 139.03373785829172 2.1905480173882097 4.7608255110681048 0.87110558710992325 2.1673007346689692 4.7791706230491382 3.8564759055152535 10.960245324764399 4.3614944682922197 0.44167739246040572 1.1380243674502706
leaf_count=966 47 66 3 38 16 360 38 82 41 273 167 20 18 111 152 20 10 21 63 979 85 62 34 45 31 32 63 60 7 124
internal_value=0.000291904 -0.000122707 0.000234735 -0.000644481 -0.000867625 0.000156512 -0.00120361 0.000505978 1.64292e-05 -0.00160249 -0.000854318 -0.00147965 -0.00145043 0.000316939 0.000444283 -0.000509347 -0.00114862 -0.00115777 7.52328e-05 0.000503497 -0.000388132 0.000554056 0.000308264 0.000512353 -0.000294181 0.000204254 0.00118782 0.000749958 0.000214711 -0.00108944
internal_weight=237.275 63.7678 37.8432 25.9246 23.3685 9.76273 6.00421 31.839 18.5328 13.6057 7.91084 6.47108 3.62117 16.7632 173.508 10.1437 7.28405 3.66895 2.21407 163.364 8.76641 154.598 6.57586 149.837 10.8029 8.63565 13.3062 5.70476 2.90416 1.5797
internal_count=4034 2477 1519 958 920 444 1135 384 239 476 203 187 378 198 1557 182 162 87 66 1375 226 1149 141 1087 108 63 145 107 169 131
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=16 5 20 20 6 5 19 15 20 23 5 5 3 20 18 23 23 22 10 7 9 12 15 9 8 13 20 10 5 10
split_gain=3.16801 2.27608 1.76793 1.57995 1.51039 3.58785 1.80373 2.41315 1.75743 1.57681 1.45011 1.63593 1.36861 2.88504 3.58422 1.50764 1.50522 3.37789 2.14644 1.53282 3.1094 1.52217 2.59883 1.50873 1.45994 1.37677 1.36534 1.33739 1.27763 1.96013
threshold=18.594956516900002 18.393720489900002 37.198331469900005 47.927946529500012 13.65531905435 15.120347274900002 12.951044929850001 27.980927088250002 40.844669808050007 0.093905000000000016 11.270433591700002 13.812766882300002 93.499196860750018 41.942745071500006 13.036600629150001 0.080770000000000022 0.093325000000000033 0.086310000000000026 61.993156030000002 23.225757870600003 197.02865361825005 121.36065266065002 33.423812040500003 195.30595290385003 8.6432548896500023 117.51519334005 41.827117825850003 62.181348099150007 29.996566321350006 60.613977009100005
decision_type=2 2 2 2 2 2 2 2 2 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 10 8 -8 9 -6 -4 -12 15 25 -15 24 17 18 -17 -20 -21 22 23 -18 -2 -14 -13 -16 29 -27
right_child=12 3 4 -5 6 -7 7 -9 -10 -11 11 26 13 14 27 16 21 -19 19 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0014944955832180186 0.001148479309237711 -0.0015979169608648794 -0.0011436136181257471 0.00091567753764577994 0.00083094136985178047 -0.0024475211418359894 -0.0024913125643397423 0.00096347355423689321 0.001758597561790907 -0.00092820072142305726 0.00077119342813477556 -0.001771968380253505 0.0018200051063369993 0.00011051725164265489 -0.0025139949267937293 -0.0012801099440019463 -8.7821140250840155e-05 -0.0021808424253293933 0.0010426245075466521 -0.0021242254587964366 0.00036834371948562194 0.00086242810720802278 0.0013080213289141168 -0.0027023243591127858 -0.00051491988917128041 -0.0014772690559012327 0.0001892252968033822 0.00063282096015195661 0.0018835728627955523 0.00039274059459135855
leaf_weight=3.4812777811894184 25.74921804852784 7.3646135290618968 4.0163070388662225 1.4349117724923415 8.731412818655377 3.0933344954391933 2.0004037972539659 1.8867866406217215 6.3814293369650832 3.3998765852302304 12.816775060608053 2.6811696665827176 3.2662734054028979 10.044997986871747 4.7767296368256202 3.8565991707146159 2.2215882595628491 2.8193111233413211 13.412316625006495 2.6295004598796394 27.964521730318666 39.927737228572369 3.0820493325591087 2.0272090770304203 2.8105668276548377 3.00096841040068 4.6811227386351675 0.75050748139619816 2.3389157431665799 26.138144662603736
leaf_count=315 213 712 760 24 38 109 52 22 34 33 180 83 21 162 154 29 20 51 92 40 205 245 15 31 22 94 100 8 25 145
internal_value=0.000270722 -0.000155654 1.52026e-05 -0.00118803 0.000120975 -0.000225187 0.000542686 -0.000814409 0.000827641 0.00033793 5.89347e-05 0.000298282 0.000420155 0.000114452 -0.00066937 0.00054175 0.00041256 0.000150222 0.00028753 0.000424914 0.000154112 0.000693904 -0.00022397 -0.00133527 0.000984784 0.000465758 -0.000524994 -0.00208671 0.000325236 0.000200153
internal_weight=238.787 61.9694 53.1699 8.79953 49.6886 27.2887 22.3999 3.88719 18.5127 12.1313 24.1954 20.1791 176.817 50.3165 15.5722 126.501 97.9408 50.6822 47.8629 44.0063 30.594 47.2586 7.33085 4.2488 28.5598 34.7443 7.36229 5.52724 31.478 29.1391
internal_count=4034 2462 1726 736 1411 1232 179 74 105 71 1123 363 1572 609 324 963 728 417 366 337 245 311 66 51 235 285 183 162 264 239
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=8 20 4 6 3 10 6 0 0 20 0 5 6 23 15 18 20 0 9 20 20 13 20 21 23 20 16 6 5 4
split_gain=1.9658 3.37407 2.31814 1.74229 2.80244 2.99904 1.748 2.26841 2.55805 2.21819 1.73731 2.36713 1.70444 1.71814 1.69505 4.62496 2.3023 3.16374 1.58639 1.56553 3.28586 1.44767 1.42727 1.41251 1.30329 1.28708 1.15504 1.11501 1.74817 1.23709
threshold=5.9453602998000008 44.756878345700009 375.65892766775005 14.845346859150002 83.538459487450012 69.64719632740001 16.455384477450004 85.995710218650018 85.812895065800021 38.400997490450003 98.142164052000012 14.050239455300002 14.745344522600002 -0.089139999999999997 36.548474543700003 13.327513832500001 41.919251152600005 86.20003303655001 208.07152902175002 41.066313126200008 42.686561923500008 99.604685275000008 42.599563320500003 12.510904521150001 0.092075000000000032 42.456897412850005 19.199955102150003 16.405383309150004 23.730745871350006 278.75859950360007
decision_type=2 2 2 2 2 2 2 2 2 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 21 4 10 -6 7 8 24 -8 -2 22 13 -7 15 19 -16 -18 -13 -11 -21 -3 -12 -24 25 -5 -14 28 29 -9
right_child=3 2 -4 6 5 12 9 27 -10 14 11 18 26 -15 16 -17 17 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0026151867515748694 0.00076698153741565031 -0.001605981040450678 -0.0027796338820600657 0.0005375530739868328 0.00045390322018240017 0.0011662998356558622 0.0013188930206190796 0.00062983295739127789 -0.0028648992937584396 0.00079841765948434034 0.00080501743830922376 -0.0022966030478899615 0.00063744531479112225 -0.0029422719983059733 0.0006435976534243579 -0.0029224516457627635 -0.0022661141526822645 0.00052475510694430239 -0.00030439698573788494 -0.0043275106936674496 0.00079423739022001585 0.0011354073486301633 -0.0028095425363641692 0.0025282644866502666 0.0010765986417474185 -0.0029859420142765761 -0.0020174477308178081 0.0015031471102040764 -0.0011874961502714137 0.0015551571132659803
leaf_weight=3.9775282780174157 27.580279963556677 1.5138702937983888 1.4927044136857137 1.4271745560690745 7.1102310717105892 0.74347478896379549 9.9011040665209276 38.015976714901626 2.1106383381411433 7.7450957428663951 13.148018922423946 4.1054788634646666 2.62096997955814 5.8938157355878475 30.145585967227817 4.378515236079692 4.8004393270239216 5.8394968956708908 7.0355266390834004 1.3658324787393215 2.0053876712918282 7.1539417156018317 1.413864659203681 0.41622344963252533 4.9606368211098015 1.2715571424923835 1.7880422724410889 16.644724804908037 2.8640956450253716 12.437581053003667
leaf_count=858 166 212 228 10 54 9 83 277 28 45 383 133 42 249 166 64 138 28 129 17 30 162 150 7 35 38 19 133 37 104
internal_value=0.000293605 -0.000626661 0.000151786 0.000353351 2.873e-05 -0.000836244 0.000513212 0.000767175 -0.000382371 0.000207249 0.00032119 -0.00014954 -0.00166668 -0.00248205 1.16828e-05 -0.000705402 0.00028411 -0.000734406 -0.00103853 0.000167854 -0.00128081 0.000656612 0.000511706 -0.00159555 0.000301722 -0.00112261 -0.000439227 0.000927705 0.000748064 0.00085794
internal_weight=231.908 14.138 10.1605 217.77 71.8559 18.1565 145.914 79.7324 9.77001 66.1815 53.6994 26.1191 11.0463 6.63729 56.2804 15.4948 40.7855 10.6399 11.141 11.1163 3.37122 8.66781 14.9781 1.83009 7.65937 2.69873 4.40901 69.9624 53.3177 50.4536
internal_count=4034 1460 602 2574 1341 373 1233 662 111 571 968 802 319 258 488 156 332 166 262 92 47 374 540 157 83 48 61 551 418 381
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=17 6 22 20 15 23 9 8 10 10 16 10 17 0 13 10 0 5 18 22 4 10 16 7 9 16 17 6 5 2
split_gain=0.518106 0.452067 0.666053 0.543035 0.370035 0.855573 0.515805 1.09434 0.464739 0.413157 1.95911 1.63393 1.06261 0.939554 1.66795 0.938168 1.52897 1.55841 1.41399 1.33145 2.02178 1.31388 2.109 1.61615 1.05802 1.33999 1.38045 1.1062 1.95686 1.04859
threshold=159.58247398035004 6.9501623894500009 -0.167075 47.709122305950011 46.683480308100009 0.090390000000000012 206.57490536735003 8.3434888241000014 61.45546440395001 64.407391431150018 20.894951138500005 62.837331883000012 199.59317753375004 87.278104746850019 115.68166489510001 66.964115113200009 92.313586825200005 20.769304081650002 13.565177112500001 -0.059424999999999999 169.14490639835003 66.351146659450009 20.784951395750003 22.620600126450004 206.08934059370003 18.404956961200003 203.48482458890001 13.65531905435 14.250977471750002 166.67665309880002
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 -6 11 15 -3 -12 14 -13 21 -17 18 -18 20 -20 22 23 -11 25 27 -27 28 -22 -26
right_child=1 4 -4 -5 5 6 -8 -9 -10 10 12 13 -14 -15 -16 16 17 -19 19 -21 24 -23 -24 -25 29 26 -28 -29 -30 -31
leaf_value=-0.028431497270752042 -0.028140952549387151 0.0017051680506016342 -0.027531351262327128 0.019156135028989583 0.0024146450937510247 0.0075164299237876217 0.015427612370391267 -0.02954517376964429 -0.029143577081928111 0.005267979612953568 -0.0038081311415306403 -0.022828113469743384 -0.030736740543187226 0.02259210337502994 0.024628049995293319 -0.015976644874502573 0.027443417286208929 -0.028557151059675653 -0.026185265597324085 0.0049392676715980166 0.010024047117373388 0.021319555111886362 0.014855598639284975 -0.037247270753541298 -0.012808330744327969 -0.023072783875039266 0.010959062908869877 0.016519493447378662 -0.028725618249358893 0.0022214437197039831
leaf_weight=0.41781642042769718 0.24188136749580735 79.954771991906455 0.93642782184906426 0.57704224062035792 0.44096255116164584 1.5976835454348481 1.2532663969323037 0.86075290921144176 1.2748564104549585 1.185917126887942 1.9940475374460209 1.0382209097733714 2.1255517192184925 4.3504128706990741 1.041790686547756 3.9817855247529215 1.4471574755734753 1.2303062353894336 2.4300312991253987 29.276825054577792 3.2384784224996128 3.6507620010524988 3.3477477245032787 1.3338386861723845 7.5379475347581302 2.1706841704435642 1.3619355438277123 5.8736820858903229 1.2753773970471227 5.7417692916933447
leaf_count=262 102 1137 617 16 7 19 9 38 63 57 15 37 28 68 8 108 16 84 96 363 151 40 25 16 180 107 15 49 88 213
internal_value=0.00103955 0.00111082 -0.0122676 0.00518623 0.00124814 -0.00555989 0.00159299 -0.00545966 -0.0210332 0.00147128 8.90163e-05 0.00273864 -0.0177022 0.0155886 0.000940691 0.00106516 -6.33621e-05 0.000965527 0.00156734 0.000931647 -0.00302822 0.0088389 0.00107343 -0.0172376 -0.000959372 0.00414498 -0.00995244 0.00893926 -0.000924563 -0.00630989
internal_weight=173.19 172.772 1.75535 0.818924 171.017 5.42752 3.7117 2.45844 1.71582 165.589 79.2038 86.3852 4.1196 6.43042 2.08001 75.0842 65.566 61.5842 60.3539 58.9067 29.6299 9.51827 5.8675 2.51976 27.1999 13.9202 3.53262 10.3875 4.51386 13.2797
internal_count=4034 3772 735 118 3037 136 66 57 70 2901 1651 1250 43 113 45 1608 1470 1362 1278 1262 899 138 98 73 803 410 122 288 239 393
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=16 16 5 10 17 5 20 21 19 21 3 20 18 22 23 8 13 21 9 7 8 9 9 18 16 23 23 23 22 12
split_gain=2.2966 1.92934 2.2698 2.14463 2.84617 2.54807 2.07725 1.86151 2.35398 2.03197 1.78955 2.52292 3.5012 1.72039 1.69773 1.94519 1.69463 1.52444 1.43647 2.22977 2.8752 1.54822 1.39439 1.37252 2.13588 1.71702 1.57494 1.3357 3.88788 2.12626
threshold=18.634956423400002 15.584963555600002 11.270433591700002 71.015621515800021 236.15709471040003 19.234448447350001 36.728658719300007 5.1185473364500007 12.551012654050002 4.5829628528000006 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 0.080770000000000022 8.6432548896500023 117.51519334005 12.263428102400001 186.16747084260001 22.105125139000005 8.3434888241000014 189.46063690070002 87.774713523900019 13.012604996900002 22.604947139800004 0.049900000000000007 -0.15572 0.093325000000000033 0.15607500000000005 121.36065266065002
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -3 -4 8 -5 22 14 16 23 -14 15 -2 -12 -7 19 20 -18 -20 -10 24 25 26 -13 28 -16 -29
right_child=10 3 6 4 -6 17 -8 -9 9 -11 11 12 13 -15 27 -17 18 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0022060661632161463 0.0011291289367322613 0.0010126785053709841 -0.0023378421242604662 0.0017755594459283579 0.0010434069584551039 -0.0019445730700968097 0.00043486037741334989 -0.002352772630969893 0.0015853329138876577 0.00078024557368499008 0.0017551714732717129 0.00045553393966317473 0.00087447121507773539 -0.0025226287091635129 0.00025375477539063898 -0.00069800448247100434 -0.0022561129411046649 0.0017176786671029439 -0.0015401277775744595 0.0017684943987746704 0.0014039463750395163 0.000117854220360513 -0.0023863893099629577 0.0017617779608604365 -0.0017842086034465339 0.0018277807486069564 -0.0027828157016249007 -0.00040787354440885844 -0.0026351885341904203 0.00082071436186182236
leaf_weight=1.7081739116110828 27.271425275132064 6.5646001999266463 1.2957698362879444 1.4028819217346624 2.5483211763203135 2.8233865550719206 33.287905883742496 5.7948439909378067 0.45091347128618497 1.6173182022757826 3.5562915094196788 2.2169560547918072 0.80220863688737232 4.8391298772767168 49.547006223350763 2.9838395938277236 1.8893483537249252 0.6444034338928758 2.985426718369129 5.5891871079802513 2.0829994380474091 20.124742982909083 4.2899719686247408 1.8111098818480975 2.9342835294082761 2.4534607212990522 1.0086191864684235 7.7373731248080722 2.2478423640131941 40.734388815239072
leaf_count=798 211 66 101 16 38 360 620 273 12 20 21 45 13 149 367 22 68 18 22 22 10 142 155 10 50 15 41 66 44 239
internal_value=0.000246821 -0.000108965 0.000211561 -0.00055403 -0.00103978 0.000225712 0.000330974 -0.00143139 -0.000743438 -0.00129923 0.000368317 3.24914e-05 -0.000676154 -0.00203955 0.000502866 0.000948933 0.000346749 -0.00126403 0.000193444 0.000893819 -0.00033687 -9.63278e-05 -0.00200863 6.1671e-05 -0.000295808 0.000473229 -0.00055708 0.000368265 0.000128378 0.000624599
internal_weight=245.244 62.4285 36.2918 26.1366 16.1043 10.0324 34.5837 13.5559 7.76109 6.3582 182.816 52.2938 16.0658 5.64134 130.522 30.2553 36.228 3.46779 32.6717 9.56153 3.97235 23.1102 4.74089 10.4244 8.61332 5.67904 3.22558 100.267 51.7948 48.4718
internal_count=4034 2477 1519 958 514 444 721 476 203 187 1557 608 323 162 949 233 285 378 264 100 78 164 167 161 151 101 86 716 411 305
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=22 19 9 13 18 5 16 15 23 0 5 5 21 20 16 20 23 6 23 4 6 9 22 22 10 18 10 10 13 3
split_gain=0.424084 0.783062 0.396371 0.404688 0.798094 0.539369 0.842994 1.05988 1.11272 0.647997 0.98995 0.781296 0.645995 0.842089 0.55764 0.540503 0.631406 0.907337 0.657105 0.532677 0.55127 0.482862 0.472417 0.785756 0.687708 0.672928 0.606433 1.60893 0.786344 1.92562
threshold=0.36215000000000008 14.651182102100002 38.295222230400007 98.050756475600011 17.323446153950005 13.264960807550002 14.844965286000003 22.351147806600004 0.086955000000000018 97.878695155250014 16.569990495050003 16.787983692950004 5.7087410616000005 41.092444989200011 15.404963976500001 40.844669808050007 0.11278000000000003 11.260263094250002 -0.067029999999999992 371.57449297710008 8.2451926476000015 202.86075815500001 -0.50001499999999999 -0.58287999999999995 75.499969677400017 13.4793103924 70.206395618550019 70.727956495850009 108.49810477050001 83.538459487450012
decision_type=2 2 2 2 2 2 2 2 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 -4 6 -5 -8 -9 10 21 -12 15 -14 -15 16 17 -11 -19 20 -6 -7 23 25 26 -13 -24 -28 29 -29
right_child=1 -3 3 5 19 9 7 8 -10 12 11 22 13 14 -16 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.020019723265959501 -0.03660891261499756 0.033402776279675798 -0.033216012790017353 0.027030211472789605 -0.034026149443561762 0.0034408280552049508 -0.034608205022172447 -0.020984724447027106 0.026933056529726693 0.0022093170470640711 -0.014057904428345041 0.013582369291848131 -0.034866612401271403 0.0069650146236611846 -0.024367942393253385 0.0081540499833690668 0.012645059724265164 0.0079526798903553943 -0.035183056424926015 -0.03414579021997112 0.016623238772861142 0.021217625157725191 0.0026197355453141755 -0.032995340668014767 0.020232742540123246 -0.01450824341464781 -0.036156103913569604 0.0038549993503610002 0.014790779031356043 -0.025184723337697442
leaf_weight=0.89512830052990366 0.7159329531568791 0.2149767279624939 1.0298057419204263 2.1913341057952485 0.26252368704444995 2.628443317487835 0.67802648665383491 0.74633250897750292 1.528999989852309 2.1438258616253716 3.3102855514734975 1.6792534741107377 1.5384192783385504 1.5844040717929604 0.9345647869631647 4.0502114645205438 1.2904895581305025 0.45381338987499398 1.8776164106093356 0.36025281348702254 1.4547509300464296 3.9693102957680821 115.40552642897819 1.0393544452963386 2.1315118407364926 1.8602698640897868 1.4701172485947598 8.2469043289311212 2.708762156777083 3.3122282500262363
leaf_count=448 107 2 367 17 99 25 35 52 31 14 41 23 76 13 45 36 12 13 78 127 135 34 1690 96 14 26 89 54 32 203
internal_value=0.00121323 -0.020441 0.00133126 0.00144376 -0.0100592 0.00165808 0.0119125 0.000695405 0.0112155 0.00133169 0.00195582 0.00138656 -0.00531583 -0.0161132 -0.00465985 -0.000852787 -0.00717974 -0.0128964 -0.0267867 0.00141942 0.00888035 0.0141356 0.00175743 -0.00840268 0.0021065 -0.00118123 0.00181189 -0.004112 -0.000810283 -0.00446623
internal_weight=171.713 0.93091 170.782 169.887 3.10733 166.78 5.14469 2.95336 2.27533 161.635 147.762 141.164 13.8733 4.05739 2.51897 9.81596 5.76575 4.47526 2.33143 2.07753 1.71727 6.59775 137.854 4.57888 133.275 3.53952 131.144 15.738 14.2679 11.5591
internal_count=4034 109 3925 3477 728 2749 135 118 83 2614 2327 2268 287 134 58 153 117 105 91 361 234 59 2227 145 2082 49 2068 378 289 257
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=16 5 5 5 10 16 17 20 6 0 17 10 5 0 0 16 21 0 21 20 22 5 21 6 20 10 21 22 19 21
split_gain=2.26517 2.30018 1.84079 1.62284 1.80728 3.52731 1.94983 1.64685 1.59609 2.77734 1.6367 1.38356 2.97955 2.52506 2.3141 1.54811 1.42233 1.57873 1.49542 1.39834 3.27002 3.7231 2.04781 1.62055 2.17516 2.15401 1.81929 1.57652 2.62313 2.16202
threshold=18.594956516900002 18.393720489900002 23.626838821450004 11.270433591700002 71.015621515800021 15.584963555600002 236.15709471040003 37.198331469900005 16.405383309150004 86.329079026800017 203.72643944000004 66.964115113200009 20.748863230450002 90.407470010750018 91.937202686950016 20.784951395750003 8.9626214023500008 94.165934477050016 7.6056575014000005 42.779078631750004 -0.102645 21.850554661550003 9.6671863198000008 16.455384477450004 38.804080188450008 62.030794443850006 9.5720034845500006 -0.078649999999999984 14.351157895250003 7.2787589807000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 11 -1 -5 7 -7 -6 10 -10 -4 13 14 15 -13 -2 18 -18 -16 23 -21 22 -22 27 -25 -26 -27 28 -17 -30
right_child=2 -3 8 4 5 6 -8 -9 9 -11 -12 12 -14 -15 16 19 17 -19 -20 20 21 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.0013972001677683883 -0.0011728821596781905 -0.0012641153931043697 -0.00267618709048404 0.0018588866478001628 -0.0020528656090780394 -0.001585967732738762 0.0010758341276981358 0.00060398704467492235 -0.00023013974551438634 0.0018803623910166234 0.00052485596130949562 -0.0017495270513463966 -0.0024722848573106139 0.0019969238713051533 0.00049405363921358402 0.0014859627436081338 0.00040227443862215069 -0.002682994868052139 0.0022839335644344347 0.0019997773620222996 -0.0032144303080947081 0.0007622910101197849 -0.00048097317720324518 0.0016319533480115295 0.00062122583101155199 -2.0137900654355282e-05 -0.0019632898663699003 0.0014755646127984007 -0.0013100317204198177 0.00086192232498266013
leaf_weight=3.9522446312184902 2.8561555519700041 8.6697285745176469 2.5551235796883733 3.5098197467159471 1.4071555329719583 8.8872138205915672 1.9269624203443516 29.224586147000082 22.947076400509108 4.2530472576618186 1.4355526510626075 2.8795281359925857 2.3677011635154477 7.6496019586920729 24.699668732471771 9.3670743778347951 2.3544802963733669 1.6049354290589688 3.0137964934110633 3.4966575615108004 3.2934449538588506 5.74851936660707 3.0263370350003242 6.8435871526598921 21.2633450422436 9.0159509219229204 4.003897536545991 23.901560377329591 5.444066718220709 5.115337073802948
leaf_count=951 19 736 58 25 79 247 31 393 378 21 13 47 46 54 168 46 18 47 17 24 48 41 19 45 111 55 36 194 43 24
internal_value=0.000288573 -0.000125334 0.00042161 7.65337e-05 0.000206096 6.61302e-05 -0.00111167 0.000481937 -0.00010799 9.98612e-05 -0.00152469 0.000533264 0.000130984 0.000667037 0.000309373 0.000568628 0.000496557 -0.000848329 0.0006887 0.000618111 -4.28883e-05 -0.000634728 -0.00190547 0.000739216 0.000397196 0.000150714 -0.000617701 0.00106016 0.000561878 -0.000257863
internal_weight=236.714 57.5777 179.136 48.908 44.9557 41.4459 10.8142 30.6317 31.1908 27.2001 3.99068 147.946 36.9201 111.026 34.5524 103.376 31.6729 3.95942 27.7135 100.52 15.565 12.0683 6.31978 84.9548 41.1268 34.2832 13.0198 43.828 19.9265 10.5594
internal_count=4034 2462 1572 1726 775 750 278 472 470 399 71 1102 343 759 297 705 250 65 185 686 132 108 67 554 247 202 91 307 113 67
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=13 22 18 2 6 6 14 22 5 16 22 22 22 20 6 21 23 22 22 12 17 9 6 16 23 21 12 7 20 6
split_gain=0.39985 0.608143 0.366842 0.718649 0.662242 1.43457 1.34334 0.802233 0.965011 0.773409 0.727429 1.2146 0.853175 0.7191 0.68974 0.687742 0.962579 1.37834 2.39537 1.6223 1.36662 1.86328 1.10726 0.900686 0.867136 0.766919 1.95141 1.372 1.0761 1.2885
threshold=95.862351557400004 0.20949500000000004 17.399600107550004 258.06114663960005 13.65531905435 13.78532209185 277.23638966875006 -0.50001499999999999 24.279163357700003 22.644947046300004 -0.58559499999999998 0.04932000000000001 0.061925000000000015 40.340071172300007 11.865277230300002 2.7968392888000007 0.079470000000000027 -0.094519999999999993 -0.070909999999999987 168.82321781925 194.73806315685002 194.82237869650001 14.775345223550003 22.824946625350005 -0.41441 4.3657573166500008 100.25158460885001 22.575645983950004 42.094663496250007 16.315381206250006
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 6 -6 10 8 13 -8 -2 14 -13 -7 -12 16 22 -18 20 -20 21 -19 -9 25 -24 26 -17 -28 29 -29
right_child=2 -3 3 -5 5 7 9 15 -10 -11 11 12 -14 -15 -16 23 17 18 19 -21 -22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.029115803864081833 0.016317921111566967 0.014623118914828542 0.019110111947414975 -0.011168720355503595 0.015989367027030889 -0.010326670300246277 -0.027852968707250406 -0.0047926158608985869 0.0080690713314058859 0.017257654436404247 -0.0065899410220467891 0.026490689272315324 0.00062827133057962695 -0.039070800145784165 -0.027621904357714187 -0.031375846189057435 0.012206427923137649 -0.02444401258393461 -0.0051619109137636676 0.015262017538355058 -0.03182801719775101 0.012751987348712183 -0.015420024756764248 -0.020989485992501385 0.01997915832290487 0.0017216937247059032 0.025576420637762273 0.010491996354835255 -0.022563866039642236 -0.0090940765817925893
leaf_weight=0.81612172340464784 1.7677989029325605 0.37400903468369506 2.2869634106755252 0.87416811380535353 5.3963141255080691 2.4507342642173167 2.4452203615946924 2.3888366327155364 1.6133623751811681 0.35060365870594967 5.1250729774474149 1.2206675764173267 6.5589006769005209 0.98420938628260035 1.6673342857393434 1.9888654413225619 7.6082544098317149 2.160342815564948 6.0989366010762769 6.4628223089966923 2.5814624319318682 2.1861015029717237 0.60451047038077366 1.5859720344888035 7.3047843372332864 81.435292201902485 1.3790468807565037 4.7783986171707493 2.1540273110149419 6.2604563161730766
leaf_count=881 23 91 40 29 41 41 211 21 27 6 184 15 124 87 116 38 96 26 83 89 87 24 49 40 263 1072 40 55 100 35
internal_value=0.00103619 -0.0153705 0.00115124 0.0107369 0.000969316 0.0016146 -0.00400202 0.00106843 -0.0100516 -0.022196 -0.000888934 -0.00297638 0.00468626 -0.0185627 -0.0117527 0.00147825 0.00476262 0.00195329 -0.00204927 0.00534587 -0.0154582 -0.00573579 0.0121549 0.000244877 0.0172736 0.000588534 -0.00498361 -0.00138144 -0.00419933 -0.000615836
internal_weight=170.91 1.19013 169.719 3.16113 166.558 147.423 19.1356 142.026 5.04831 2.79582 16.3398 14.572 7.77957 3.43494 6.79241 136.978 37.3961 27.0979 19.4897 12.5618 6.92791 4.34644 10.2981 99.5821 7.90929 97.9961 16.5608 14.5719 13.1929 11.0389
internal_count=4034 972 3062 69 2993 2314 679 2273 155 217 462 439 139 128 300 2118 738 405 309 172 137 50 333 1380 312 1340 268 230 190 90
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 5 20 21 3 20 18 10 16 10 16 20 0 0 10 15 16 23 5 21 19 21 23 22 5 23
split_gain=3.24936 2.62311 2.54717 2.07485 2.91982 3.19304 2.06574 1.84611 1.75687 4.72992 3.64459 2.42276 3.85541 2.26412 2.66109 3.62535 2.15715 3.42127 2.03918 1.99873 1.92352 1.9085 1.72142 1.61243 2.05725 1.76768 1.59729 2.66976 2.54989 1.825
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 19.234448447350001 37.198331469900005 12.263428102400001 93.281431752200021 41.942745071500006 13.036600629150001 64.407391431150018 20.894951138500005 66.964115113200009 19.199955102150003 38.179089776100007 94.047642319350018 96.163458868000006 66.351146659450009 27.063546193350003 22.584947186600004 0.080770000000000022 18.038339912700003 5.1185473364500007 12.551012654050002 4.5829628528000006 0.092835000000000015 -0.083424999999999985 21.386268748550005 0.087555000000000022
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -4 -7 11 -10 -11 21 13 18 16 22 -15 19 -13 -18 -12 -2 -16 24 -6 -26 27 -23 -29 -30
right_child=8 3 6 -5 23 7 -8 -9 9 10 20 12 -14 14 15 -17 17 -19 -20 -21 -22 26 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0015078028291419195 0.0014807688507422288 0.0010784966862727868 -0.0018096784719762804 0.0011220966786924986 0.0014437310502660959 -0.0021593348365953132 0.00049203943562445762 0.0016476804666319296 0.00049292272702327786 0.00013552571456775853 -0.00055306866412788277 0.00039206956758204819 -0.0014453983905213491 0.0013122690761716766 0.00088698482497076992 -0.0019510004202362716 0.0010220223124708919 0.00085516271821912005 0.0019457226015037439 -0.0017553688731901404 -0.0024258758757064874 0.00086416095673264818 -0.00088821608589087779 -0.0022239621956727756 -0.0019614913045433147 0.00050993467794716648 0.00099719832000848057 -0.0024747653415024226 0.0011594072412658292 -0.00094829810389720896
leaf_weight=3.2805266397190271 14.874447353184221 5.2828349452465826 1.7125984648009751 2.4945997698232523 1.383955982979385 2.8209694817196582 32.405400474613998 0.65470712282694865 47.599746108055115 10.397549147717656 4.0069782156497222 7.4633188694715482 5.0354775749146929 9.998965900391342 5.9359453478828055 4.9093009615316978 1.4102148767560709 9.6032015681266767 6.6772900894284248 4.6292243618518114 5.3325928922276944 11.940303336828945 3.6987657602876425 6.0123561058426276 4.5781209798296914 1.6397631950676439 24.048385206609964 2.2774991765618342 3.163404293358326 3.7399486936628819
leaf_count=908 131 56 95 38 16 356 516 18 351 162 43 45 41 66 30 72 10 36 33 100 150 59 33 273 166 20 123 35 18 34
internal_value=0.00027343 -0.000130631 0.000211214 -0.000644739 -0.000841745 7.81926e-05 0.000376502 -0.00144221 0.000408157 0.000144346 -0.000696313 0.000556929 0.000264323 0.000422797 0.000175452 -0.000522432 0.000571294 9.76545e-05 0.00112571 -0.00110685 -0.00162238 0.000846209 0.000205485 -0.00143357 -0.000808451 -0.00130973 0.000637247 0.00022741 -0.000600727 1.75404e-05
internal_weight=249.008 62.2658 37.3985 24.8673 22.3727 8.75851 34.118 3.47568 186.743 67.3369 19.7371 119.406 59.3617 54.3262 40.1856 14.544 25.6416 15.6426 14.1406 6.03944 9.33957 60.044 9.63471 13.6142 7.60184 6.21788 45.1695 21.1212 9.18085 6.90335
internal_count=4034 2462 1519 943 905 430 611 374 1572 706 355 866 466 425 347 135 212 146 78 110 193 400 63 475 202 186 269 146 87 52
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=22 19 17 15 5 2 2 8 22 8 20 8 13 17 17 18 20 22 13 19 5 21 15 18 18 23 16 2 6 15
split_gain=0.394109 0.734726 0.365932 1.19759 0.959289 0.692257 1.12412 0.606203 1.66105 1.5696 1.73923 0.952172 0.632425 1.2511 1.75078 1.98746 1.25553 1.09606 1.05212 1.3065 1.44259 1.07223 1.65085 1.9433 1.51681 1.33152 1.22446 1.21529 1.16133 1.02204
threshold=0.36215000000000008 14.651182102100002 168.59667799010003 26.912781836550003 13.716117217950002 49.864842700850012 54.465024697200008 8.8430989333000021 -0.010319999999999999 9.5425530862500008 40.040005255000004 8.7431769115000026 117.61735474900001 188.19076296340003 190.94474013770002 13.565177112500001 40.664404858950007 -0.018034999999999999 117.55283175385001 14.351157895250003 23.042623356550003 6.088545839700001 42.246988155050012 13.565177112500001 13.659439901750002 0.081765000000000018 22.644947046300004 211.52504573410002 16.555386813950005 20.313914079200003
decision_type=2 2 2 2 2 2 2 2 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 3 4 -1 -4 -7 11 9 10 -9 12 18 17 -15 16 -16 -14 21 20 -20 22 23 28 -25 -24 27 29 -8 -26
right_child=1 -3 5 -5 -6 6 7 8 -10 -11 -12 -13 13 14 15 -17 -18 -19 19 -21 -22 -23 25 24 26 -27 -28 -29 -30 -31
leaf_value=0.0034359575704135344 -0.038611864753242006 0.035479548640285574 0.016727322493859189 0.017446813341111967 -0.032607965603214252 -0.028382283541879955 0.022362294036841843 0.0063480411637535615 -0.035040814209362753 0.025033644253020539 -0.035517835982495971 0.014425343093534769 -0.022260399719190214 0.021801981695325934 -0.0045796968724289774 0.0097267638856355886 -0.04351381384107119 0.0079293210278417389 -0.033722692844146168 0.015555750817197532 0.0071172986853068488 -0.0031189341367713654 0.0024127670305449959 -0.046267435120957275 0.019098228831554709 -0.03808295755669891 0.035971361385661961 -0.017224348577819848 -0.0056866408500644405 0.0017797166878502919
leaf_weight=1.4281155742537515 0.68194317285087791 0.20381724834442139 3.4805080927908412 1.5622315341897772 2.1982472000818234 1.48286947980523 10.063446932530494 2.968039839528501 1.9491872747894357 2.1530175239313394 1.9133497739676384 6.9905989768449208 5.8468946856446564 3.8311378289945415 1.9458085428923353 4.3289017572533339 1.9384681105148045 1.8579626153223241 1.4570489339530492 13.282237362582235 3.3351325255353004 42.451441950892331 1.895820073783397 0.7458971689484305 4.4835683538694857 1.9120436832308767 1.2802675440907467 3.5460796208280945 2.0900756667833766 36.672515915808617
leaf_count=152 107 2 32 60 413 34 160 30 45 31 42 63 101 28 18 43 31 14 24 122 38 1123 33 12 295 42 18 292 126 503
internal_value=0.00121706 -0.0215631 0.00133639 -0.00761622 -0.0184133 0.0016198 0.00129203 0.00156889 -0.00707067 0.000679669 -0.0100621 0.00208647 0.00148313 -0.00420527 0.00268768 -0.00622842 -0.02401 -0.0149804 0.00239487 0.0100261 -0.00529998 0.00108301 0.00392843 0.00534145 0.0021691 -0.0179214 0.0029548 0.00200921 0.0175386 0.00366641
internal_weight=169.977 0.88576 169.091 5.18859 3.62636 163.902 160.422 158.939 8.98359 7.03441 4.88139 149.955 142.965 19.7492 12.0443 8.21318 3.88428 7.70486 123.216 18.0744 4.79218 105.141 62.6897 58.8819 46.7283 3.80786 45.9824 44.7022 12.1535 41.1561
internal_count=4034 109 3925 625 565 3300 3268 3234 148 103 72 3086 3023 235 120 92 49 115 2788 184 62 2604 1481 1406 1120 75 1108 1090 286 798
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=0 17 8 15 21 16 23 7 10 18 2 8 5 21 16 23 13 10 10 21 15 5 13 19 21 21 0 6 20 18
split_gain=0.38664 0.661697 0.38624 0.376466 1.09174 0.829303 0.568762 0.885253 0.450422 1.25665 0.967176 0.825687 0.791502 0.83582 0.651818 1.46164 0.894356 0.654804 0.903835 2.03829 1.54422 1.30227 1.0608 1.07847 0.742333 0.66474 1.15912 1.11455 1.31962 1.05192
threshold=103.48144189910001 241.79519611995002 7.2443465838000014 46.074827201850006 15.531785880150002 23.044946110900003 0.090390000000000012 23.514778597300005 60.613977009100005 11.928667296000002 319.18044405035005 10.441851282850001 29.026000224750003 0.89981818375000011 22.724946859200003 0.10301500000000002 117.74908919740001 61.901748453550006 61.987779113750001 8.7462497811500022 41.800301886400014 20.911722254300006 117.55283175385001 14.351157895250003 6.7697770556500005 8.8898213993500015 85.705356740550016 16.435384010100005 41.741384785950011 13.4793103924
decision_type=2 2 2 2 2 2 2 2 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 8 5 6 -5 -8 9 10 12 -11 13 -1 16 -16 17 -10 19 20 21 -19 25 -24 -25 26 -20 -27 -29 -28
right_child=1 2 -4 4 -6 -7 7 -9 14 11 -12 -13 -14 -15 15 -17 -18 18 22 -21 -22 -23 23 24 -26 27 29 28 -30 -31
leaf_value=0.019298548437455623 -0.032348233589229253 0.027545724004785898 -0.017348662424056745 -0.031863113421893297 0.017224784067032664 0.019777097675143924 -0.035682555127379605 0.0035512451816071613 0.014711730098026385 -0.02929126778418039 -0.033673954679554217 0.029220984698295142 0.024581823017635125 -0.033967246015126781 0.030839932080573257 -0.0038702544782052177 -0.025189905788000219 -0.0034576718574852667 -0.028784038888442609 0.0059820957598488477 -0.0020784642588119635 -0.045010774904795353 -0.0041368562365146615 0.0043850765376498456 0.021244463054451719 -0.00024453018190819209 0.010117638393041001 -0.0034881700049654483 -0.037362999211228466 0.001179819868223153
leaf_weight=0.57329768314957597 0.91704362415839458 0.43146729291765951 0.35039016354130581 1.8103989600785997 1.5475507089868186 0.6701194904744624 0.84780888794921372 1.8390450868755577 3.7981756778026456 2.4023608457064261 0.54804133251309384 0.27077206782996643 1.9399778473307376 0.61731236944615375 2.4147930815815917 2.4826351813971996 1.2592833098024119 1.0786416046321377 1.181471490242983 6.5925201624631882 3.0144946146756411 2.5843620081432164 4.0173353739082804 4.1770112160593253 7.1392333321273327 22.540920584433483 16.442795417562593 2.8972857077606013 1.9355462344828991 69.224265451914107
leaf_count=10 852 21 47 96 12 10 43 21 49 202 26 3 95 89 22 22 13 8 153 38 25 111 39 33 47 525 161 34 27 1200
internal_value=0.00103323 -0.0140435 0.00742626 0.00118767 -0.00617979 -0.0131891 -0.0181013 -0.00882857 0.00149855 -0.00678978 0.00525437 -0.0233643 0.0120692 -0.00831892 0.00184313 0.0132444 0.00146556 0.00169449 0.00134832 -0.00654725 -0.0189172 -0.0327747 0.00215704 0.010002 0.0150214 0.00110391 0.00246437 -0.00321242 -0.017055 0.00289533
internal_weight=167.546 1.6989 0.781857 165.847 6.71492 5.16737 4.49725 2.68685 159.133 6.35176 3.67863 2.67313 3.13059 1.19061 152.781 4.89743 147.883 146.624 142.826 13.27 6.6775 3.663 129.556 15.3336 11.3162 114.222 86.8485 27.3738 4.83283 85.6671
internal_count=4034 920 68 3114 182 170 160 64 2932 425 220 205 194 99 2507 44 2463 2450 2401 182 144 119 2219 119 80 2100 1514 586 61 1361
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=16 16 20 18 10 5 21 8 19 21 21 3 20 18 22 0 23 13 23 22 9 18 16 22 15 2 18 16 5 5
split_gain=1.99698 2.0825 1.95711 1.89133 2.25199 2.3195 1.81443 1.67041 1.6544 1.65005 1.57072 1.5382 3.64379 3.24668 1.69594 2.3588 1.57299 1.92972 1.76026 3.77853 1.61097 2.49196 2.55733 2.42198 1.603 1.56353 2.90072 1.51105 1.50731 1.47165
threshold=18.594956516900002 15.584963555600002 37.198331469900005 18.273715221050001 71.015621515800021 19.234448447350001 5.7087410616000005 3.1475436881500003 12.551012654050002 12.263428102400001 4.5829628528000006 93.281431752200021 41.942745071500006 13.036600629150001 -0.086139999999999994 85.995710218650018 0.080770000000000022 114.05514772615001 0.093325000000000033 0.086310000000000026 204.68881850780005 13.946975448150001 22.594947163200004 -0.012794999999999999 30.243446395250004 90.745765132650021 13.86460725495 18.754956142750004 20.374719724350005 20.872540794500004
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 8 -4 -6 -7 -10 16 28 -14 15 -15 17 24 19 20 21 22 -18 27 -2 26 -20 -23 -13 -30
right_child=11 3 7 -5 6 9 -8 -9 10 -11 -12 12 13 14 -16 -17 18 -19 25 -21 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0021731489846756836 0.0010979997121254742 0.00125804821541918 -0.0025721368710020444 0.0024224200246037724 0.0016731496105573057 -0.0025806407393618733 -0.0026597933339627374 0.00048118463699012959 -0.0020404844681663412 0.0020576529788138157 0.00038064069267346358 0.0018829288593198159 0.0001398907076352876 -0.0028119544346172361 -0.003059183506493163 0.0008000311061541923 0.0010362344761725561 0.00174441771259062 0.0010375754817560621 -0.0030232585190253358 0.00080537656201444714 0.00017153513084608909 -0.0012742300298115127 0.00084877030568495239 -0.00074148846989718941 0.0009689387444921986 -0.0025271060916878798 -0.0028658758618022953 -0.0014709358349716138 0.00044740782259096982
leaf_weight=1.9329963903001033 7.4999248981475848 4.7020846337545725 1.1264545784797508 1.1037032795138646 1.3825018797069768 2.1728977616294292 5.0076005680602966 32.130154862359632 5.062031177803874 0.59298614691942919 2.3988161562010646 4.1532538980245581 9.7150041800923663 2.0445684136357158 4.2009187745861691 2.3724480867385864 10.594177588820459 13.548285052180288 3.3914072960615149 2.2950676754117003 16.880939833819866 1.287646973505616 4.0115692391991606 2.247420869767665 4.6686517857015133 34.756034318357706 2.3454709444195032 4.3743881843984127 2.5969786904752246 37.545651532476768
leaf_count=311 49 56 497 17 17 356 267 711 178 18 34 31 162 79 101 13 61 137 19 49 114 9 26 11 37 224 36 94 16 304
internal_value=0.00026031 -0.00013639 0.00023764 -0.000723385 -0.000886247 0.000204626 -0.00147441 0.000377764 -0.000803177 -0.00158622 -0.00126204 0.000394332 8.70999e-05 -0.000836939 -0.00193812 -0.000871901 0.000572658 0.00110461 0.000406202 5.0737e-05 0.000229816 -0.000201714 0.000401649 -0.0013159 0.000392253 0.000772186 -0.000419812 -0.00217511 0.000469536 0.000323303
internal_weight=228.142 57.6122 35.1896 22.4226 21.3189 7.46797 13.8509 33.2566 8.84335 2.76588 7.46085 170.53 62.6288 18.3329 8.61794 4.41702 107.901 25.7169 82.1841 41.6912 39.3961 22.5152 14.6057 7.90946 12.1686 40.4929 5.73688 5.66204 44.2959 40.1426
internal_count=4034 2462 1519 943 926 430 496 1208 229 374 212 1572 706 355 193 92 866 223 643 364 315 201 87 114 86 279 55 103 351 320
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=20 20 20 22 15 23 15 23 10 0 0 10 18 23 5 18 22 23 6 20 23 15 21 15 6 6 5 9 3 22
split_gain=0.380081 0.451593 0.436916 0.9954 0.434857 1.16632 0.416234 0.892801 0.480323 1.69717 1.611 2.06289 2.0521 3.55305 1.53531 1.0836 0.965352 1.77436 1.63831 1.03915 1.08675 0.954449 0.948726 0.881398 1.13406 1.0314 1.00607 0.819249 0.813404 0.745613
threshold=32.051492741500006 30.317390213800007 34.654301448200009 0.17076500000000003 31.025894238900005 0.097970000000000015 46.683480308100009 0.090390000000000012 66.590419433100024 90.407470010750018 93.399723909900004 69.873026810350026 13.581061237400002 0.11531000000000002 18.946524085150003 13.303774303900001 -0.059424999999999999 0.083495000000000028 14.865347326450001 40.80591513400001 0.09450500000000002 28.626568391100005 11.702496363450001 28.176737565850001 13.975326531250003 13.65531905435 14.250977471750002 211.30488836970002 84.850427055100013 0.20949500000000004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 8 -8 9 29 12 -12 15 -14 16 -10 17 -13 22 20 -19 23 28 24 25 26 -21 -22 -18 -4
right_child=2 -3 6 -5 -6 -7 7 -9 10 -11 11 14 13 -15 -16 -17 18 19 -20 21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0035722472205174933 -0.032033487144081441 -0.041166514812661176 0.0011556924610104605 -0.01863611271562475 0.028031827944782452 0.025787619947464757 -0.027170048785333724 0.00066770809062319529 -0.014267570792487444 0.021634901778043874 0.02257223882531471 -0.022038930078982184 -0.037169591327312269 0.031669421542609676 -0.021407097661883954 0.025837244666659369 0.0053785149736842591 0.0013306063108668362 0.031178329389322437 0.0079196457391110045 -0.031647169307421119 -0.017243901425557862 -0.027401544063884106 0.033222027635893422 -0.017269867290642584 0.025109014718316294 -0.032521017188094276 -0.0050661020225841865 -0.019008929807595241 0.01898956815576789
leaf_weight=0.39115778806444623 0.47811248582001986 0.41715908095648047 88.619633075300953 0.81720833529834624 1.8050308264791963 0.89909776093554683 1.4823912195279252 3.383810963248834 1.0817662997869768 3.9384766728035165 3.6285781207552636 3.9209271734216555 3.9909560503438115 0.80639853060711164 3.0333239770261562 1.3614284088253041 19.276089293402055 5.6125541601577442 1.9449398592114437 3.6411142885262926 2.1548010514597991 1.3768119695596386 0.90865279201898275 1.2129029203206307 1.5407947851344941 2.8145641125738621 0.64842739421874274 2.0006806076271459 1.3066222941852164 2.1484128045849493
leaf_count=122 74 60 1327 24 21 23 68 65 19 54 46 596 139 7 188 33 429 161 17 140 102 47 85 5 44 17 27 46 12 36
internal_value=0.000944819 -0.0195167 0.00104455 0.0108112 0.0183733 0.00571444 0.00080319 -0.00781251 0.00107029 0.0024119 -0.000970434 0.000774987 -0.0142341 -0.0255983 -0.000763991 0.00808015 0.000530826 -0.00356731 0.00488903 -0.000118889 -0.00725437 0.00608511 0.00250988 0.00934341 0.00599318 0.0110387 0.00180644 -0.0188496 0.00383036 0.00157781
internal_weight=166.643 0.808317 165.835 3.99945 3.18224 1.37721 161.835 4.8662 156.969 94.7065 62.2623 55.0218 7.24055 4.79735 51.3932 2.44319 48.3599 24.9236 23.4363 21.0027 9.76804 11.2346 21.4914 9.8578 8.6449 7.10411 4.28954 4.15548 20.5827 90.768
internal_count=4034 182 3852 142 118 97 3710 133 3577 1417 2160 1962 198 146 1916 52 1728 1185 543 589 309 280 526 233 228 184 167 148 441 1363
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=16 5 5 6 0 2 5 8 8 5 10 16 17 20 20 23 23 23 2 17 18 2 0 21 15 6 15 13 16 23
split_gain=3.66581 2.07459 1.93731 1.90132 2.33042 1.96162 2.10941 2.24857 3.19628 1.88873 2.06401 3.47871 2.52151 2.01208 1.86991 1.68999 1.65198 1.59546 1.41052 1.40345 1.36841 4.23092 3.114 1.91125 2.43699 1.80136 1.83898 2.25308 1.88607 1.7653
threshold=18.594956516900002 18.393720489900002 23.626838821450004 16.395383075500003 86.756543869550015 315.94243452415003 32.00428233840001 8.6432548896500023 10.441851282850001 11.270433591700002 71.015621515800021 15.584963555600002 236.15709471040003 36.728658719300007 47.927946529500012 0.08092000000000002 0.11531000000000002 1.0000000180025095e-35 186.79363985910004 199.03437346465003 13.893471991850001 78.595990734650016 87.818484831100008 8.8898213993500015 30.046989284200006 15.885371159150003 36.207782793200003 115.51498049095001 18.734956189500004 0.085665000000000033
decision_type=2 2 2 2 2 2 2 2 2 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 15 -4 5 6 7 19 -9 -1 -11 13 16 -12 -3 17 -13 -2 -15 -5 29 -22 -23 25 -25 26 28 -28 -24 -17
right_child=2 14 3 4 -6 -7 -8 8 -10 10 11 12 -14 18 -16 20 -18 -19 -20 -21 21 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0011128247446262236 0.00046960938647134452 -0.0013254816793041755 -0.0014542780186416783 1.3437720108724739e-06 0.001890832609339179 -0.002055612841276496 0.0017922589823651301 -0.002326326039156246 0.0011655005188692163 0.0014332784733220424 -0.0020809635206883339 -0.0015728243267258608 0.00093331655751579124 0.000204193796669739 0.00087950609363480526 -0.00034928654871343079 0.00060960635233151461 0.0012781912887983415 0.0012057721340635002 0.0016129105894149946 -0.0022995387074025626 -0.0012035225294952348 0.0016194718310887023 0.00057742896504630649 -0.002186464469439479 0.0013571313038116481 -0.0022999262433963273 0.00052531685971632673 0.00023199728146901897 0.00059311676501456947
leaf_weight=4.9723054152564137 19.875665802508593 8.0146415521739964 3.0768336113542309 16.500748244347069 2.3656940460205069 1.6325554531067599 2.2952182278968385 3.1508869449608019 1.3152919691056011 3.81387407449074 1.2116968282498408 8.6771033611148578 2.2623866638168684 27.244635922135785 1.6399821306113143 7.809631844982504 1.4300759364850808 15.278034219518302 6.0897527088527559 2.163671910762786 2.4872718006372443 4.7414756268262854 4.5543243438005545 2.4025771655142298 2.1307286117225885 7.9729722663760176 1.9334278125315894 2.0678099542856216 14.540364981628953 71.024542454630136
leaf_count=951 119 712 55 241 12 53 23 69 10 25 60 223 31 328 24 44 24 145 84 7 49 53 21 20 51 43 38 19 94 406
internal_value=0.000238401 -0.000145778 0.000371027 -4.70372e-05 0.000100116 -5.6445e-05 7.19187e-05 -9.87884e-05 -0.00129798 -6.22369e-06 0.000102241 -5.96198e-06 -0.000862136 0.0003006 -0.000950932 0.000457671 -0.00126403 0.000821025 0.000387169 0.000188165 0.000352684 8.19808e-05 0.000228806 0.000419563 -0.000721647 0.000586078 0.000319902 -0.000839862 0.000562927 0.000499758
internal_weight=254.676 65.3565 189.32 32.5009 29.4241 27.0584 25.4258 23.1306 4.46618 55.7018 50.7295 46.9157 12.3696 34.5461 9.65462 156.819 10.1072 35.1537 33.3344 18.6644 121.665 42.831 40.3437 35.6022 4.53331 31.0689 23.0959 4.00124 19.0947 78.8342
internal_count=4034 2462 1572 470 415 403 350 327 79 1726 775 750 278 472 736 1102 247 264 412 248 838 388 339 286 71 215 172 57 115 450
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=13 22 18 6 6 14 22 10 15 7 22 22 6 22 16 18 21 21 12 7 5 7 9 18 8 0 23 5 16 12
split_gain=0.385752 0.512206 0.371226 0.624587 1.25038 1.17831 0.702994 0.929464 1.08302 0.918435 0.623063 0.98469 0.841202 0.787433 0.62302 0.61662 0.61524 0.883558 1.52701 1.05493 0.829156 1.19143 1.62634 1.50395 1.27254 1.27648 1.33564 1.01212 1.2364 0.9306
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 13.65531905435 13.78532209185 277.23638966875006 -0.50001499999999999 69.999384342500022 27.437241680050004 23.478650568600006 -0.58559499999999998 0.04932000000000001 11.865277230300002 0.061925000000000015 22.644947046300004 16.304170230500002 3.2025200283000004 4.3657573166500008 100.25158460885001 22.575645983950004 29.996566321350006 23.203497038450006 197.90890142995002 13.455547561900003 8.2435668022500028 87.638358136350021 0.094175000000000023 19.092410691950004 20.784951395750003 109.22180275385001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 10 7 8 -6 -10 -2 12 15 -13 -7 -12 20 18 -18 -20 21 23 -23 27 -24 26 -26 -8 -29 -27
right_child=2 -3 -4 4 6 14 16 -9 9 -11 11 13 -14 -15 -16 -17 17 -19 19 -21 -22 22 24 -25 25 29 -28 28 -30 -31
leaf_value=-0.027358033313997821 0.014250067019625423 0.012270801158664014 0.0098567603852992292 0.01427038675000967 0.024939507459626101 -0.02559370721759624 0.027785421660985393 -0.030131079373722471 -0.022717812916242131 0.0076643156781459358 -0.0020178317686146336 0.024275165099693602 -0.02880905598626312 -1.6472293792960179e-05 0.014762654357331373 -0.029959310424806013 -0.027753495020606988 0.0011913147986101511 0.017898127777325541 -0.0054336138900260237 0.024677433391773591 0.016708448463454571 -0.012913063317611363 -0.030040914150879779 -0.0305913668858263 0.00013753473470242588 0.0076315316604231905 -0.025589556387207116 0.0013079502178718581 0.016605912947420216
leaf_weight=0.74911867369883001 1.6754002529196448 0.33804046407749411 3.2649009050801387 5.1572572290897361 0.79963400983251576 2.2512199215125288 0.85457450523972411 1.1474144291132686 1.7178263284731659 1.2118881568312643 4.4699940683203749 1.1177634531632064 1.4174450084101406 6.4663663643877953 0.31093518808484066 0.64551362034399051 1.9819899334106583 80.241918720479589 1.5802921649301414 11.141477572324218 1.3516825312108256 7.9433750510215786 3.2832553803455111 1.3497344881761808 1.2691966758575284 4.0907844211906177 1.3445718660950658 1.4226180634577748 8.5906454578507674 6.1118065789341927
leaf_count=881 23 91 74 41 64 208 9 32 39 20 157 15 115 124 6 26 38 1097 42 173 42 118 82 26 39 28 15 206 106 97
internal_value=0.000830474 -0.0150359 0.000935517 0.000754544 0.00135183 -0.00388561 0.000867061 -0.0090977 -0.00262633 -0.0101501 -0.00115828 -0.00298693 -0.0105915 0.00356368 -0.0206962 -0.0055437 0.00123366 8.77557e-05 -0.00593463 -0.00253536 0.0041263 0.00336022 0.00681338 -0.00343526 0.00193126 0.00573403 -0.0109288 -0.000130966 -0.00251347 0.0100028
internal_weight=165.299 1.08716 164.211 160.947 142.592 18.3546 137.435 4.87676 3.72935 2.92971 15.7925 14.1171 6.53295 7.58413 2.56216 5.11551 132.558 94.9457 14.7038 12.7218 37.6122 36.2606 24.043 12.2176 16.0996 12.8164 2.61377 10.8678 10.0133 10.2026
internal_count=4034 972 3062 2988 2314 674 2273 155 123 59 460 437 298 139 214 183 2118 1350 253 215 768 726 379 347 261 179 54 321 312 125
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=22 19 20 8 3 18 22 16 6 21 6 7 7 4 9 9 18 21 23 0 20 6 17 22 21 17 5 17 3 18
split_gain=0.379852 0.630157 0.350338 1.19606 1.13196 1.80196 1.69903 1.40164 1.34726 1.24966 1.14803 0.93695 1.25007 0.991168 0.91335 0.891771 0.87081 1.2822 0.947492 0.872611 1.37471 0.77817 0.735328 0.721052 1.00202 0.760545 0.677612 0.61753 0.61568 0.606662
threshold=0.36215000000000008 14.651182102100002 42.198888176300009 6.2451263653500009 93.181958801350021 13.036600629150001 -0.083064999999999986 22.594947163200004 15.255356438950001 2.6684450811500002 16.455384477450004 22.516377366000004 22.105125139000005 377.6847677435 186.68586460755003 206.75106037490002 12.909082926650003 5.3866163921000005 0.10249000000000003 85.732241321850012 37.999598532650005 18.195425133200001 187.51563899930002 -0.59502499999999992 2.6251474860500008 191.46721301340003 21.269675393700002 191.86029796145002 108.40938565220002 13.314799198000001
decision_type=2 2 2 2 2 2 2 2 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 3 -1 8 11 7 -7 23 -10 15 12 13 21 22 -11 17 18 -16 20 -18 28 26 -4 -25 -26 -5 -27 -6 -21
right_child=1 -3 4 14 5 6 -8 -9 9 10 -12 -13 -14 -15 16 -17 19 -19 -20 29 -22 -23 -24 24 25 27 -28 -29 -30 -31
leaf_value=-0.039601459807312937 -0.043661671246181276 0.040368147509377922 0.025617879761446673 -0.01367529849067241 0.028306725793777295 0.0025620325247582881 -0.047463676168806937 -0.044095860687562889 0.040472690660010947 0.023295859197675794 -0.01894699781395718 0.028214610975419968 -0.044459771858203115 -0.041143580229373582 0.011461690589463877 -0.0033213317822417482 0.02269207076886768 -0.044761227311408296 -0.026273639977418582 0.0091638459639360702 -0.044404619476598892 -0.042108248219755728 0.022834109085586463 -0.046177094131244552 -0.018280380774026925 0.026043232452329354 0.013625627794489975 -0.0022577803199439286 -0.0085217178081135204 0.0014279991814523116
leaf_weight=1.0334888024080999 0.63754040622734365 0.17436419427394867 1.1306806395077753 2.2427355199179129 2.450628719147061 3.7540146947721951 2.8540603264118545 1.3405222747824153 2.0501939021050921 5.2663895413279516 2.0885296147316685 1.8044546991586683 0.97795345284976054 0.62688227248145256 2.7599406605586401 3.049214530736208 0.6970668733119959 1.471019892953336 1.620064048329368 19.41329806856811 1.4285723924404008 0.36788604262983415 5.898296279105125 0.93092854908900591 4.1909164951757694 1.3668882932688564 3.6889888700097799 8.785615936823886 0.97288329938601226 78.210843993503659
leaf_count=593 107 2 42 25 110 44 94 61 59 41 32 19 25 40 34 34 10 25 22 112 64 81 75 57 511 20 29 342 51 1273
internal_value=0.00110914 -0.0256155 0.00124269 0.00235127 -0.00174143 -0.0104117 -0.0232692 -0.00971503 0.0028099 0.0125228 0.00701512 0.00378128 -0.00438902 0.00448035 0.00272049 0.0135357 0.00156431 -0.0131218 -0.00249575 0.00242575 -0.0224014 0.012024 0.0130411 -0.00456392 -0.00679812 -0.00424232 0.00330338 0.00155254 0.0178409 0.00296633
internal_weight=163.285 0.811905 162.473 118.464 44.0086 15.1493 7.9486 5.09454 28.8594 12.4543 10.4041 7.20069 5.39623 4.41828 117.431 8.3156 105.601 5.85102 4.38 99.7498 2.12564 3.7914 11.83 16.405 15.2743 14.3434 5.93172 10.1525 3.42351 97.6241
internal_count=4034 109 3925 2262 1663 525 199 105 1138 166 107 326 307 282 1669 75 1540 81 56 1459 74 242 129 972 930 873 54 362 161 1385
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=23 23 17 15 8 22 23 8 20 8 12 4 17 4 7 18 21 5 20 20 22 23 0 22 10 6 19 23 22 22
split_gain=0.350744 0.393656 0.315242 0.581568 0.351779 1.4424 1.46911 1.00789 0.809362 0.501789 0.470939 2.20834 0.970787 0.885624 1.18769 1.76085 1.48774 1.24255 1.40177 1.3978 0.849292 0.834278 0.825635 0.761413 1.18129 1.20676 1.09742 0.996553 0.922049 0.907043
threshold=0.4381000000000001 0.43162500000000009 160.21442126885003 35.098844929350008 8.8430989333000021 -0.010319999999999999 0.10249000000000003 9.3427090425500019 40.040005255000004 8.7431769115000026 156.64017958600002 222.75625367455004 205.83789591070004 227.97173202615002 23.109894804950002 13.314799198000001 3.7576866553000006 21.850554661550003 42.599563320500003 43.157831852650006 -0.018034999999999999 -0.27172999999999997 87.638358136350021 -0.10051499999999999 69.873026810350026 16.465384711100004 14.451165964200003 0.088075000000000028 -0.58559499999999998 -0.080019999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 9 6 7 8 -6 10 12 -12 21 -13 15 20 -17 18 -16 -20 -15 -4 -21 24 25 -23 -27 28 -26 -25
right_child=-2 -3 4 -5 5 -7 -8 -9 -10 -11 11 13 -14 14 17 16 -18 -19 19 22 -22 23 -24 29 27 26 -28 -29 -30 -31
leaf_value=-0.033525492335192836 -0.0171762643793258 0.012862427707214482 -0.024409923258058967 0.032806724053820659 0.012732105051660468 -0.026737928643397049 -0.022371294111470409 0.024919483693892241 -0.017901564013906399 0.0095165064365189071 -0.045340778963873118 0.018420862437383115 -0.015226091220133419 -0.007349021660442873 0.00063468593396123329 0.0044206302253707603 -0.044154012674040073 0.0063839228724766909 -0.033740167636078802 -0.040236736556909021 0.015008616614600061 0.021991637896879111 -0.0001427326349079044 -0.0060742870359381312 0.033945394464923867 -0.014617264515362233 0.015168369059246942 0.0062440871629655566 -0.027671326702267181 0.0041393500817927566
leaf_weight=0.58995455464537272 1.0335312107345078 2.5985459645744404 1.0171554743137665 0.16124379634857178 1.7700786809436979 2.2308932520681974 1.8470302909845484 2.3509714853717014 1.5497586771380154 6.6214429421816012 1.05785861192271 2.3442345876246682 2.7943465135031138 8.9517902377992851 23.494228897558063 0.84711460060498156 2.1057029893636354 24.096103601274081 2.4906041068607001 0.5596841238439082 1.9895857620867889 7.8796675213379803 4.0729821905988501 11.061923437780932 0.2679172662610666 2.0807484235847369 2.7532140798866749 4.8358525600051507 1.7689076903552612 33.734707257630362
leaf_count=277 31 22 94 1 17 61 36 47 30 63 11 20 93 205 839 41 147 272 83 6 51 98 320 143 7 148 18 96 228 529
internal_value=0.000797215 0.00091337 0.000716008 -0.0192874 0.000811978 -0.00488178 0.00160395 0.00941289 -0.00156823 0.00119002 0.000796789 -0.000948942 0.00264019 -0.000287083 -0.000926307 -0.00900782 -0.0302187 0.00112595 -0.00301211 -0.0150401 -0.0032835 0.00340357 -0.00498659 0.00384298 0.00893357 0.0145225 0.00234733 -0.00140527 -0.0195665 0.00161723
internal_weight=160.958 159.924 157.326 0.751198 156.575 9.74873 7.51784 5.67081 3.31984 146.826 140.204 72.0099 68.1944 70.952 68.6078 13.8942 2.95282 54.7136 30.6175 7.12327 10.9414 65.4001 4.63267 64.3829 19.5863 12.7136 4.83396 6.87268 2.03682 44.7966
internal_count=4034 4003 3981 278 3703 191 130 94 47 3512 3449 1995 1454 1984 1964 444 188 1520 1248 409 256 1361 326 1267 595 264 166 331 235 672
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=16 5 20 13 0 23 23 19 17 20 16 16 2 6 3 20 18 22 23 8 23 13 3 23 22 10 5 6 6 22
split_gain=1.47534 1.42942 1.35753 1.12516 1.85405 1.23784 1.29695 1.83495 1.55672 1.45183 1.27288 1.22882 1.1216 1.08933 1.07111 2.18148 2.8989 1.61941 1.54004 1.44462 1.56517 1.43381 1.28778 1.21494 2.80699 2.47182 1.59444 1.5566 1.34838 2.62219
threshold=18.594956516900002 18.393720489900002 47.927946529500012 108.49810477050001 95.620390325650007 -0.10747999999999999 0.093735000000000027 11.850956171350001 168.81379805985003 37.198331469900005 15.164964537700001 16.234962035600002 115.72920527990001 6.9501623894500009 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 0.080770000000000022 8.6432548896500023 -0.26958499999999996 117.51519334005 93.663192806700025 0.093325000000000033 0.086310000000000026 61.993156030000002 22.629964856950004 16.455384477450004 15.785368822600002 -0.070909999999999987
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 -1 -6 8 -8 -7 -10 -9 -12 -3 -11 18 21 -17 -18 19 20 -2 -16 -23 24 25 -20 27 28 29 -25
right_child=14 2 -4 -5 5 6 7 10 9 13 11 -13 -14 -15 15 16 17 -19 23 -21 -22 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025694314822468896 -0.00079087913624006478 -0.00034053993562574854 0.0011440475262489574 0.0017165694387602942 -0.0025933661981373669 -0.0025806310351708804 0.00075424855597588838 -0.0027679764108186587 -0.0026437260708782324 -0.0018043746537009624 7.0302779246568346e-05 -0.0022838421058386416 -0.0025533918689107944 0.00076681808074047307 0.0019864564201817971 6.6197556299497112e-05 0.0011638265770949324 -0.0028038176599725359 -0.0016661504294015078 -0.00065242743037489893 0.0013749700722773502 -0.00099998586521466174 0.00044579368191323009 -0.0011212247173942958 -0.0023616037854190973 0.00038030930542228355 0.0015629113534789496 -0.00056685361832274357 0.0012628276792529031 0.00097112343868911493
leaf_weight=1.6509132228093211 2.1687447577714982 2.2842891915934151 1.2556223925785159 2.2717512557283035 1.0140583511529246 0.97336527754669333 4.5356900653569019 2.1751911124447343 0.8133693589479688 1.0177871588675795 4.5287954129744321 1.8491871341830117 3.3392207691504154 23.633798633294646 3.0449718348681953 9.1055738988798094 0.71004154346883286 4.2886221301741889 3.8185294568538657 2.8367578834295264 22.219309544190764 4.286721013486388 24.498135342262685 5.7094814404845211 2.6685242066159836 41.273347251117229 8.615586690604685 7.7663379013538352 12.364429820328949 9.3644834682345426
leaf_count=162 16 251 24 14 185 190 141 79 122 378 59 72 461 324 21 162 13 149 29 22 197 27 237 71 51 337 54 55 76 55
internal_value=0.000248767 -0.000111416 -0.00114371 4.82934e-05 -4.15315e-05 6.14091e-05 0.000129517 -0.000496965 0.00043967 0.000555117 -0.00116047 -0.000612241 -0.00165452 0.000660662 0.000361022 4.54516e-05 -0.00075122 -0.00224023 0.000483032 0.000991187 0.00118237 0.000398468 0.000230484 0.00033197 6.34919e-05 0.000207008 0.000624587 0.000394953 0.000667189 0.000178616
internal_weight=216.083 51.343 6.87913 44.4639 42.1922 40.5412 39.5272 13.0889 26.4383 25.465 8.55317 6.37798 5.62351 24.6516 164.74 45.9341 14.1042 4.99866 118.806 27.2248 24.3881 31.8298 28.7849 91.5807 47.7604 45.0919 43.8203 35.2047 27.4384 15.074
internal_count=4034 2462 736 1726 1712 1550 1365 351 1014 824 210 131 712 702 1572 609 324 162 963 235 213 285 264 728 417 366 311 257 202 126
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=16 16 6 20 17 18 23 7 10 12 22 9 5 17 17 9 19 16 2 16 23 3 13 15 15 5 20 22 23 18
split_gain=2.04124 1.90824 2.10451 1.90511 1.81453 2.87481 1.68282 1.58454 2.62513 1.85614 1.78225 1.39407 1.29861 1.25742 1.23582 1.20142 1.27437 1.6526 2.09275 1.93468 1.14781 1.41472 2.06096 1.86493 1.48254 1.32968 1.38647 4.53848 1.89111 1.16911
threshold=18.634956423400002 15.584963555600002 11.075258771650001 38.244973486750006 236.15709471040003 14.937945183950001 0.11531000000000002 22.356277907050004 71.015621515800021 139.45036571045003 -0.095854999999999996 191.72037998490001 23.730745871350006 168.59667799010003 182.63036160245002 226.28914430085004 14.551174033150001 22.604947139800004 315.94243452415003 22.644947046300004 0.08092000000000002 93.281431752200021 113.97180552410002 30.243446395250004 35.215351613950006 21.850554661550003 42.753078181500008 -0.101395 0.12535000000000004 13.065205089100003
decision_type=2 2 2 2 2 2 2 2 2 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 14 5 7 11 -3 -9 -10 -11 -7 20 -5 -4 16 17 18 -14 -19 21 22 23 -2 -23 26 -22 -28 -29 -26
right_child=12 4 3 13 -6 6 -8 8 9 10 -12 -13 15 -15 -16 -17 -18 19 -20 -21 25 24 -24 -25 29 -27 27 28 -30 -31
leaf_value=-0.0016835194207034841 0.0011099381493764131 -0.0015977204838246192 5.647947001664837e-05 -0.00086829451357188904 0.0012394098081621814 0.0004551187328454895 0.00084451516176522079 0.001449070448902837 -0.0024688203817814082 0.0022479559591360707 -0.0024507610908310216 -0.0025202678020666662 0.00051326215742171499 0.00076170317202902641 -0.0025165517511975704 0.0018446585609356064 0.00086088742018774849 -0.0030092905114149611 -0.0024679422077304039 -0.00055652465194897731 0.00032911520961123375 0.0014426893613555072 0.0017387498209481091 -0.00078969216468988352 0.0002631669166639295 0.00073753301648159101 0.0014726115699824707 -0.0023030116476708408 0.00043292309545290013 -0.002038087801891519
leaf_weight=2.7306390217272556 7.4117983952164703 2.7719526651781115 2.1825925817247476 2.7199632460833554 2.4847332551144055 0.92840402654837628 1.0986434994265435 5.1344708981923741 2.1312361042946582 1.2300269069382919 0.63692970038391639 6.9198044673539698 9.661461297655487 25.759313133603428 1.7470818300498647 1.6015646867454041 4.7961042844690374 2.256693375296889 1.4016190925613035 6.4488572508562356 63.37170800101012 2.3231150433421126 13.163370221853254 4.2138775810599327 2.5079438723623753 35.360344419023022 3.7538307150825858 5.3311307672411186 1.7426016405224798 2.1157014034688473
leaf_count=908 47 367 93 158 38 52 22 51 129 32 29 238 161 294 66 13 65 71 47 98 480 15 129 32 16 237 38 75 7 26
internal_value=0.000269822 -9.69147e-05 0.000238728 0.000400688 -0.000602324 -0.000821791 -0.00179833 -8.78777e-05 0.000370391 -0.00101485 0.000644945 -0.00216829 0.000397882 0.000606027 -0.00108746 -6.86761e-05 -0.000193421 -0.000449209 0.000135563 -0.00119234 0.000484283 0.000866099 0.00112093 0.000421392 -4.32495e-05 0.000373684 0.000200289 -0.000553708 -0.00162902 -0.000789848
internal_weight=225.938 58.4758 35.1396 32.409 23.3362 20.8515 8.94685 11.9046 9.13266 3.99819 1.86696 7.84821 167.462 28.4793 3.92967 26.1663 24.5647 19.7686 11.0631 8.70555 141.295 31.7358 24.789 11.6257 6.94676 109.56 74.1993 10.8276 7.07373 4.62365
internal_count=4034 2477 1519 611 958 920 312 608 241 190 61 290 1557 452 159 455 442 377 208 169 1102 265 208 79 57 837 600 120 82 42
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 4 20 4 13 7 2 17 23 20 3 20 18 23 22 0 13 15 23 22 2 18 9 18 16 22
split_gain=1.84641 1.67455 2.11784 2.07325 2.61264 2.15236 1.8984 1.88764 1.53389 2.42845 1.37267 1.31821 1.41352 1.52034 1.30864 3.82996 3.02585 1.87659 1.86738 2.36834 1.79958 1.94448 1.68367 4.39662 1.96971 2.76796 1.73441 2.71087 2.46683 2.42285
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 14.85568425095 195.50296729855003 38.244973486750006 193.73972847335003 108.65403534205002 23.203497038450006 137.02423825130003 187.61467154115005 0.092650000000000024 41.092444989200011 93.281431752200021 41.942745071500006 13.036600629150001 0.080770000000000022 -0.086139999999999994 85.995710218650018 114.05514772615001 30.243446395250004 0.093325000000000033 0.086310000000000026 90.745765132650021 13.86460725495 204.68881850780005 13.946975448150001 22.584947186600004 -0.012794999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 -4 -6 -3 -10 -7 -8 -13 -14 17 -16 -17 20 19 -18 21 -2 23 26 25 -24 27 28 -19 -29
right_child=14 3 6 -5 7 10 11 -9 9 -11 -12 12 13 -15 15 16 18 22 -20 -21 -22 -23 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0017212741886473845 0.0011362222691730036 -0.0026029819237827221 -0.0011493150797048891 0.0014092159388961753 -0.00021869001578494812 0.0018086070093217656 4.2710296897016259e-05 -0.0025594994412783045 -0.0026439844952242252 0.0027658489626718311 -0.00033234737169008207 0.0015516574821141757 -0.0011968324509001741 0.0014478095328446905 0.00048282804500121253 0.00011366084108499678 -0.0026646025268633414 0.0010549103267232371 -0.002981848323306174 0.0007831802260577119 0.0016757708618209944 -0.00081062626944632653 0.00084948392784018765 -0.0029455788994092384 0.0009135659129131835 -0.0024422099342946567 0.00079006249267107561 -0.0020603617341094622 -0.0010601912852491603 0.00079375065241341514
leaf_weight=2.9207081817439748 7.981974698603155 2.5107288600411319 3.974503749574068 2.523302419576793 2.8237237352877838 3.3689133103471249 13.031773761613296 6.1290226900018752 0.87615840288344748 0.99370753765106201 3.3528663953766227 10.597217448404988 2.6629601386375716 2.2507052819710225 43.35602233489044 9.4008688461035508 2.0410702521912754 10.20198415219784 4.1198260572273266 2.4719940312206745 13.776852808892725 4.5027258116751909 3.321226939558982 2.6129201482981435 35.301148972474039 2.5219929777085781 17.372774419374764 6.0748790651559821 4.4411525279283515 2.301217094063758
leaf_count=908 49 178 159 38 42 64 310 292 151 3 175 96 33 13 351 162 79 59 101 13 137 37 19 49 224 36 114 103 28 11
internal_value=0.000255108 -0.000110273 0.000210961 -0.000614464 -0.00086908 -0.000101308 0.000384516 -0.0018212 -0.0013933 0.000230977 0.000740685 0.000598098 0.00106472 1.45463e-05 0.000378495 0.000101233 -0.000816181 0.000532656 -0.00182874 -0.000776108 0.00108547 0.000434073 0.000360132 3.23885e-05 0.000702697 -0.000571245 0.00022503 -0.000201403 0.000413416 -0.00127623
internal_weight=229.817 58.0163 35.4379 22.5784 20.0551 11.1024 32.5172 8.95275 4.38059 1.86987 6.72178 28.5427 15.5109 4.91367 171.801 61.3898 18.0338 110.411 8.63289 4.51306 26.2616 12.4847 84.1493 43.0049 41.1444 5.84322 40.392 23.0192 14.6431 8.3761
internal_count=4034 2462 1519 943 905 571 611 334 332 154 239 452 142 46 1572 706 355 866 193 92 223 86 643 364 279 55 315 201 87 114
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=16 5 22 22 16 21 18 3 17 20 15 23 20 3 20 18 22 10 16 3 8 2 20 15 20 2 19 3 15 21
split_gain=2.43753 2.27038 1.49211 2.5554 1.72108 1.63375 1.45147 1.39299 1.32448 1.28116 1.96151 1.37355 1.55191 1.20402 2.21241 3.27043 1.45399 1.32726 2.99744 1.86821 1.85471 2.05538 2.59264 1.7952 1.87908 2.0891 1.80625 1.54592 1.77364 1.49878
threshold=18.594956516900002 18.393720489900002 -0.59502499999999992 -0.14654999999999999 12.604970524100002 14.824703203750003 13.975517741000003 103.00289635185001 200.37850214585004 42.660927378600007 28.176737565850001 0.09914000000000002 37.784765830350004 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 64.407391431150018 20.959950986500004 91.017750006350013 8.8430989333000021 103.92649527695001 41.289992964000007 38.884669609800007 42.753078181500008 179.86602224190003 14.351157895250003 92.437255899200025 37.274314847650004 11.065329869750002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -4 -5 9 7 -3 -1 11 -11 12 -6 17 -15 -16 -17 19 29 -2 21 -21 -23 27 25 -25 -27 -24 -29 -19
right_child=13 6 3 4 5 -7 -8 -9 -10 10 -12 -13 -14 14 15 16 -18 18 -20 20 -22 22 23 24 -26 26 -28 28 -30 -31
leaf_value=0.0018240396686383443 0.0018003003907540803 0.00027552192105969442 -0.0015472476142207091 -0.0018728722014580562 -0.0012950096475688143 -0.0021614923257322351 -0.0025775893868654953 -0.0024731828128822368 -0.0013672046850445043 -0.0017817665790112298 0.0016108534718500989 -0.00051416441921519381 0.00098948326289375189 0.00045713313876278189 0.00013828426740936372 0.0010899750191243991 -0.0027932713631308747 0.00052996348384951226 -0.0018867008983553327 0.0017451330688691257 -0.0012175794729613603 0.0012012815324972516 0.00014235792263317138 0.001201312190078 0.0015745814054264622 0.00034427331479732777 -0.0021906725143663918 -0.003406240122995311 -0.00048855199653896001 -0.0012652960662909213
leaf_weight=4.4815415061311787 9.3789973668754083 3.8286721103358996 6.1206835387565652 2.3602247541712122 1.9161259881220818 1.5677087650983583 3.248619586287532 1.5371308511821551 0.93510447232983995 3.4309464105172074 1.4390070941299198 5.6876831820700309 23.0335725157056 34.048088774085045 9.9854023759253305 0.66111350897699583 4.3327785268193102 49.846844971179962 3.5444507747888556 9.8311614766716939 3.0662244819104663 19.703075043857098 5.6420363895595091 4.539516584947707 6.4678957350552073 3.2944982573390007 3.3956054896116257 2.1336791589856148 2.9572365060448647 2.928958708420395
leaf_count=63 75 223 517 518 80 42 237 276 57 127 12 93 217 285 162 13 149 381 32 97 24 111 24 26 27 16 48 34 15 53
internal_value=0.000293505 -0.000132799 6.29209e-05 -8.09727e-05 0.000146605 0.000275167 -0.0012909 -0.000511894 0.00127312 0.000382749 -0.000779292 0.000567461 0.000814035 0.000438035 0.000113473 -0.000667669 -0.00227919 0.000563597 0.00028451 0.000786835 0.00063109 0.000728881 0.000521314 5.00785e-05 0.000527371 -7.57884e-05 -0.000942355 -0.000736927 -0.0017114 0.00043033
internal_weight=235.345 59.587 50.9726 45.556 39.4353 37.075 8.61442 5.3658 5.41665 35.5073 4.86995 30.6374 24.9497 175.758 49.0274 14.9793 4.99389 126.73 56.3203 70.4099 61.0309 57.9647 48.1335 28.4305 17.6975 11.2296 6.6901 10.733 5.09092 52.7758
internal_count=4034 2462 1726 1606 1089 571 736 499 120 529 139 390 297 1572 609 324 162 963 466 497 422 398 301 190 117 90 64 73 49 434
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=16 2 16 5 23 17 22 5 10 23 3 6 9 5 15 15 16 6 20 15 18 20 0 2 5 5 19 22 6 7
split_gain=3.2571 2.79061 2.80963 2.55351 2.36826 2.16781 2.3862 3.75391 3.19043 3.56944 2.33856 2.35305 2.01548 1.86597 1.77187 1.6036 2.29829 1.5703 2.89083 2.92699 3.36277 2.00444 1.63518 1.78626 1.72594 1.72036 1.52235 1.6115 1.52516 1.4244
threshold=20.404952284350003 322.38159739250005 19.974953289850003 23.730745871350006 0.12535000000000004 162.13109061465002 -0.059424999999999999 20.305669781650003 69.999384342500022 0.083495000000000028 83.538459487450012 14.745344522600002 206.08934059370003 11.270433591700002 29.329759478700002 24.006097767650004 9.719977270450002 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 42.141702038450013 85.995710218650018 113.66940188285001 21.500664456800006 19.749058312400006 14.551174033150001 -0.074999999999999997 16.405383309150004 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 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 17 5 -1 8 13 -7 -10 12 -12 -11 -8 -13 16 -14 22 -19 20 -20 -21 24 25 -2 -24 28 -28 -5 -25
right_child=3 -3 -4 26 -6 6 7 -9 9 10 11 14 15 -15 -16 -17 -18 18 19 21 -22 -23 23 29 -26 -27 27 -29 -30 -31
leaf_value=-0.002058540036246627 -0.0014130953543507823 -0.002027384827210107 -0.001802660893732071 -0.0017212512524042887 -0.0021043342079132563 0.00073451017450986149 -0.0015275078561980732 -0.0018344744507684254 -0.0015805228683869427 0.00072196103017018777 -0.0020733139786432786 0.0010362599333780017 0.0014466574832305166 0.00073040490320553243 -0.0011072308695689427 0.00038661962178543558 -0.0016584185344330517 0.0008643409238726919 0.00035871018368350687 0.00061765816717527632 -0.0021835294306769464 -0.00069456028433433049 0.00035566715070262512 -0.00010796690537228737 0.00048359447492826306 0.0017754045579176226 0.001434380231161756 -0.00056626849027398729 -0.00017716104564779835 0.00080550085487804813
leaf_weight=1.6232380931905925 2.4078225083649141 2.4491509713989208 2.9440820766612879 2.7680186228826704 1.7617410633829411 12.836008049082009 1.3873267198796373 2.3541312776505938 7.2019995650625779 13.204292778798846 3.7745706196874362 2.6030474645085633 1.0707915020175258 38.222258922294714 3.0790838617831469 5.1524312398396432 4.6939786245347932 19.309388121590018 3.3288830611854818 16.131159875541929 4.4434815980494022 5.7846414288505903 4.2565527893602839 7.5127016156911841 6.4709041956812143 11.710387155413626 3.9016712037846446 2.3654143593739709 15.123516722582279 36.96753242239356
leaf_count=318 21 279 49 50 62 353 270 143 506 222 141 20 20 290 35 59 146 110 17 68 62 60 30 43 45 108 31 38 210 228
internal_value=0.000246694 -1.00069e-05 3.84762e-05 0.000434709 9.32477e-05 0.000133077 0.000170298 0.00051187 -9.70404e-05 -0.00035878 -9.67351e-05 -0.000902819 0.000219286 0.000651321 -0.000125274 -0.000388697 -0.00108166 0.000550398 0.000288326 -8.63175e-05 -0.00109469 0.0002713 0.000735622 0.000848193 -3.0769e-05 0.00139692 -0.000131909 0.000679266 -0.000416049 0.000651216
internal_weight=246.84 104.358 101.909 142.482 98.9649 97.2032 95.5799 41.9637 53.6162 40.7802 33.5782 9.4567 24.1215 39.6096 5.68213 10.9172 5.76477 118.323 48.9976 29.6882 7.77236 21.9158 69.3259 60.4472 8.87873 15.9669 24.1586 6.26709 17.8915 44.4802
internal_count=4034 2913 2634 1121 2585 2523 2205 703 1502 1149 643 196 447 560 55 225 166 792 317 207 79 128 475 409 66 138 329 69 260 271
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 4 20 23 3 20 18 10 16 23 16 6 2 22 16 23 6 20 9 20 16 23 22 3 3 16
split_gain=2.78029 2.00307 2.50099 2.39361 2.57314 2.34861 2.0177 1.92815 1.6818 4.45511 3.23213 2.18712 3.70599 2.02082 1.98343 1.86603 1.94396 2.79223 1.65471 2.5641 2.28495 3.05491 3.07908 1.61479 4.85579 2.69597 2.69969 2.60753 4.2187 1.60253
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 14.85568425095 195.50296729855003 38.244973486750006 0.11531000000000002 93.281431752200021 41.942745071500006 13.036600629150001 64.407391431150018 20.894951138500005 0.080770000000000022 22.584947186600004 16.235379337050002 175.11059598075002 -0.061874999999999999 22.534947303500005 0.09450500000000002 16.100376182700003 42.094663496250007 195.94564826430005 36.893814626400008 19.029955499700005 0.10932000000000001 -0.101395 85.538672336450006 83.538459487450012 22.564947233300003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -4 -6 11 -10 -11 13 15 -2 29 16 23 -18 -15 20 -20 22 -22 -13 27 26 -26 28 -25 -12
right_child=8 3 6 -5 7 -7 -8 -9 9 10 14 12 -14 18 -16 -17 17 -19 19 -21 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0015591610203243226 0.0014846471014895381 -0.0013125370267765498 -0.00099120924744991392 0.0012025177509378965 -0.0019751509389120707 0.00054354405697652622 0.00052826605902510739 0.00076720576817473744 0.00047285494313567051 8.1112148438266377e-05 -0.0017897473258890316 0.0010221676257466835 -0.0014133579293259054 0.0013188988715713123 -0.002425324562293192 0.0013249585774844953 -0.0026395181400874442 0.00023158910362633143 0.0010528528641513377 0.00092063024579745929 3.2141429914410952e-05 0.00026875154393765177 -0.0030629296805591748 0.00089939400142583566 1.3889904719075873e-05 0.00098454146173624453 -0.0024315656029707568 0.0018173987638108768 -0.0020855313628815875 0.00078300931461298268
leaf_weight=3.1501068689103695 14.07981890067458 4.6630518032470771 4.1518213461386031 2.7959534786641589 8.0843536822358129 7.2906289369566366 29.909355056006461 1.2326554097235192 45.999635587213561 10.570578167214991 2.0288942852057499 12.61738960444927 5.0811492577195159 10.307966362684963 5.0941513208672404 7.950681969523429 2.2326574176549911 3.8495195116847745 4.5653973743319538 18.216703038662672 2.3022244460880739 6.8990178778767586 3.2112702317535877 8.2634383738040977 2.997852597385644 2.3001183690503231 5.0653300192207089 6.5524667501449576 2.5957722067832938 2.0112342978827655
leaf_count=908 131 332 159 38 312 239 452 22 351 162 26 71 41 54 150 49 38 34 24 88 12 49 42 29 32 13 70 32 57 17
internal_value=0.000262063 -0.000114957 0.000182021 -0.000574138 -0.000807673 -0.000180501 0.000343053 -0.00161233 0.000387084 0.000124759 -0.000687849 0.000531816 0.000254843 0.000808435 -0.00157772 0.000410587 0.000254159 -0.000822343 0.000599195 0.000388405 -0.000182654 -0.000637081 -0.00177055 0.000416256 0.000141008 -0.000965955 -0.00152236 0.000799864 0.000185881 -0.000508992
internal_weight=246.071 61.2779 37.2113 24.0666 21.2707 11.9537 34.0612 9.31701 184.793 65.7045 19.7049 119.089 59.5064 59.5824 9.13428 54.4252 46.4745 6.08218 45.5026 35.1946 16.9779 12.4125 5.51349 40.3924 27.775 10.3633 8.06318 17.4117 10.8592 4.04013
internal_count=4034 2462 1519 943 905 571 611 334 1572 706 355 866 466 400 193 425 376 72 269 215 127 103 54 304 233 115 102 118 86 43
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=13 22 15 10 5 5 15 22 15 5 6 16 9 19 5 9 13 2 16 18 22 9 0 7 7 6 4 22 13 6
split_gain=0.376203 0.526529 0.426831 0.791319 0.404738 0.373424 0.808852 1.19879 1.22322 1.1152 1.20673 0.702594 1.04445 0.867117 1.0607 0.948617 0.815977 1.17562 1.06942 0.914127 0.87682 0.849322 1.01623 1.35337 0.653461 0.602447 1.54154 1.20661 0.978688 0.880851
threshold=95.862351557400004 0.20949500000000004 14.548557371600003 81.479100559500012 10.726864994700001 23.730745871350006 41.492094664050008 -0.06828999999999999 42.493282152450007 23.195398057700004 16.435384010100005 23.344945409400005 226.28914430085004 14.551174033150001 23.854886427500002 206.75106037490002 117.60660091645001 306.37214232930006 22.744946812400002 13.3584252364 -0.026144999999999998 66.346857137250012 85.861287312150012 19.078733418100004 18.508193892750004 16.455384477450004 269.4564136126001 -0.016334999999999999 117.60122400020002 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 6 25 8 -8 10 -9 12 13 14 -7 16 17 21 19 20 -18 -16 23 24 -23 29 27 -27 -28 -4
right_child=2 -3 3 4 -6 11 7 9 -10 -11 -12 -13 -14 -15 15 -17 18 -19 -20 -21 -22 22 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.032892349806908326 0.020953000366576189 0.014825522519759302 0.0016376001415859252 0.020141449609094763 -0.034308979330879424 -0.050501810222776944 0.013346819539281825 0.023256041886280877 -0.01173986809510495 0.03101360754716885 -0.012238745166414752 -0.038961850084258433 0.030766984966691457 0.011365183917942225 0.029952913294262463 -0.031163977802734031 -0.022758220480732082 -0.03377823179983775 0.024541659922682705 -0.043447746957896903 0.021679231644652987 -0.033958477858071281 0.0092440742121924994 -0.037434911487431319 0.025574874672402964 0.0019720708635397222 -0.041029837194885788 -0.022522381771832412 -0.0064345263240511942 0.016880937964173951
leaf_weight=0.74688366299233055 1.1362705586652726 0.35253340734925587 94.078364316665102 0.16665103111881652 0.932543846196495 0.54752461082536186 3.8436183575540763 2.0748186083510514 4.2266740645281971 3.5986057193949819 1.9007927961647508 0.53817434119991858 0.97656352259218593 3.4220629502087823 1.2864465088350669 1.3064035896677513 1.4839129506726751 0.85382539177953809 0.60856678709387768 1.2669322448782621 0.66640297335106824 0.25057137875410107 5.6226828848011792 1.3286702813784357 0.80258553707972169 22.603761505335576 1.6638669352978461 2.2942727392073712 1.724899362423457 4.0971945300698271
leaf_count=881 39 91 1628 9 123 12 23 27 57 31 16 16 13 58 25 53 95 62 9 19 15 99 42 248 26 179 42 38 16 42
internal_value=0.00117177 -0.0175914 0.00129657 0.00116052 -0.0260536 0.00134396 0.00193543 0.0088385 0.000208107 0.0180341 0.00628551 -0.00266591 -0.00170947 -0.00334036 -0.00648075 -0.00492343 -0.00250429 0.00236052 -0.0147633 -0.021763 -0.00898664 0.00568162 0.00178085 -0.0158373 0.0114105 0.00108146 -0.00305667 -0.000285013 -0.0234206 0.00227376
internal_weight=166.403 1.09942 165.304 164.167 1.09919 163.068 142.107 15.6445 8.07029 7.57422 3.97561 20.9613 20.4232 19.4466 16.0245 15.477 14.1706 10.1448 4.02581 3.41725 2.15032 9.29096 8.00451 2.38183 1.05316 126.462 28.2868 24.898 3.38877 98.1756
internal_count=4034 972 3062 3023 132 2891 2099 154 80 74 43 792 776 763 705 693 640 502 138 129 110 440 415 373 125 1945 275 217 58 1670
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=6 3 6 5 23 22 7 18 17 17 20 2 17 18 3 10 15 23 6 16 21 17 15 3 19 22 0 6 20 7
split_gain=0.347918 1.0323 1.71267 1.10179 1.05597 0.996805 0.843966 1.73987 1.86989 1.65191 1.50886 1.30108 1.11156 1.88037 1.04776 2.13029 1.34353 1.04391 0.965212 1.35297 1.00334 1.57603 0.921064 1.59733 1.56404 1.59578 1.12927 1.00214 0.853481 0.884298
threshold=14.845346859150002 86.272621406050021 15.155354102400002 18.280220412300004 0.43162500000000009 -0.061874999999999999 23.109894804950002 13.314799198000001 191.58460912770002 191.08747234645003 38.478081868400004 96.242542698950004 188.19076296340003 13.065205089100003 93.281431752200021 61.982402197500001 39.296024648600003 0.085910000000000028 16.525386113000007 22.614947116400003 2.7968392888000007 201.96256717700001 37.050691080100002 92.598563387050021 14.251149826300002 -0.041369999999999997 87.350693116400024 16.235379337050002 41.685324604100011 23.974509389900003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 7 8 9 12 11 -9 13 -4 -14 -16 -17 -12 20 -20 21 -8 24 27 -22 26 -26 -24 -25 -30
right_child=1 2 4 5 -6 -7 18 10 -10 -11 17 -13 14 -15 15 16 -18 -19 19 -21 22 -23 23 28 25 -27 -28 -29 29 -31
leaf_value=-0.00083311535260287056 0.022314891905826025 -0.019549718900324753 -0.00048198773233922156 -0.013135292718185896 0.026057662432483652 0.015910602495540389 0.021677556257135813 0.024729412216075039 0.019960936494125819 -0.035500109721034616 -0.0023864057312320054 -0.016273311522123201 0.021053584110327764 -0.024520063589296245 0.018879802265847664 -0.028418722997566839 0.002015223999453121 -0.03176196666255985 0.0024411193544967968 -0.021925546283768315 0.015521070149002487 -0.0048797020654720866 0.0065537601755359214 0.0062229922010752703 -0.0094157543660225371 0.0037536166757881654 -0.040858900404675207 0.026355094981050362 -0.014228785265553491 0.0071761158658556513
leaf_weight=56.396241623060632 3.6495654941536477 2.903164214512798 22.683961895876568 1.8165064211934807 1.308064080774783 1.7041613049805162 5.860708008753134 1.1297496945189771 3.5036323746899134 0.9984793970361342 1.2586061086039988 1.1748035740019984 3.0150602199137193 2.7111789964255868 3.2696248759748414 1.7871649600565431 2.726066637551412 3.1621164118405432 5.830972843221387 2.3912581554614007 2.2082847170531732 2.3217343953438103 3.7748893573880222 10.418539270758631 1.8650136161595585 2.8984691649675369 1.5618676766753194 3.8337299935519695 3.996201461646705 2.2422462389804423
leaf_count=2312 39 55 630 29 12 19 121 14 51 17 22 26 26 89 34 21 40 51 53 56 25 47 34 57 20 17 20 24 49 24
internal_value=0.000903583 0.00181042 0.00109923 0.0118118 0.00171136 0.000924225 0.00138177 -0.00121526 0.000908962 -0.000885831 -0.0140691 0.00382725 6.90937e-05 -0.00304829 0.00740072 0.00211164 -0.0100361 -0.0233986 0.00388467 -0.0046454 0.00559607 0.014142 0.00346411 0.00617508 -0.00424462 -0.0111451 -0.0237466 0.016531 0.00144468 -0.00653536
internal_weight=164.402 108.006 100.836 7.17023 97.9324 3.52067 96.6244 47.4204 40.6952 37.1915 6.72528 2.30455 36.1931 25.3951 10.7979 7.78286 4.51323 4.42072 49.2039 8.22223 40.9817 8.18244 32.7992 24.2656 8.53364 6.32535 3.42688 7.60862 16.657 6.23845
internal_count=4034 1722 1635 87 1580 48 1568 1021 908 857 113 40 840 719 121 95 61 73 547 109 438 168 270 188 82 57 40 58 130 73
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=23 15 23 9 8 7 7 2 5 9 4 20 16 23 7 7 20 7 0 7 21 22 20 18 5 2 23 22 6 22
split_gain=0.350157 0.345731 0.69915 0.450962 0.883988 0.403618 0.873857 0.914075 1.54819 0.881838 0.83518 0.840738 1.29956 1.04781 0.697034 0.468155 1.06753 0.627962 1.3459 0.880721 0.78188 0.751086 0.760686 0.646868 0.950019 0.718076 0.645754 0.591373 0.550927 1.11859
threshold=0.4381000000000001 46.683480308100009 0.090390000000000012 206.57490536735003 8.3434888241000014 22.105125139000005 20.861906850000004 32.468269602050007 21.955793948900006 179.18874144770004 377.6847677435 47.927946529500012 21.094950670800003 0.10721500000000002 22.181995028450004 22.356277907050004 41.965809985500009 22.721067571950005 85.732241321850012 22.747724408400003 1.8400491212500001 0.26941000000000009 38.064633603500006 13.192618516750001 20.971847224900007 127.03026555610002 -0.26958499999999996 -0.067109999999999989 14.845346859150002 -0.054619999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 10 -8 -9 -10 11 12 13 -1 -7 16 -16 20 -19 -20 -17 26 -23 24 -22 -26 27 -21 29 -28
right_child=-2 2 3 -5 -6 14 7 8 9 -11 -12 -13 -14 -15 15 17 -18 18 19 21 23 22 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.028109019415810406 -0.015106493752974534 -0.022221210820784158 0.0057689680197526294 0.014399577719160086 -0.030521482122305314 0.019192880327809348 0.023872888493401183 -0.031883879183226715 -0.034166675342755151 0.0043184970467563802 -0.028780838188726836 0.019314178997730174 0.01634595514375909 0.026259956662491032 0.0082954159458662417 -0.0070598297161451554 -0.032067116666233471 -0.025524661331037691 -0.020751508815485299 -0.0025894297193536546 -0.0056083385428603713 0.0022161885849688767 -0.031116336345761251 0.020165793421950646 0.018090260951717917 0.00049866498441966363 -0.0043347063492544359 -0.034732987780037555 0.0036721132977657485 0.0038489582168147679
leaf_weight=1.4725226026930598 1.0436902868095774 1.4694806643528853 1.49604771565646 1.1782932989299295 0.77884867787361134 1.6951282872469153 0.52033450454473484 2.2773393344104989 0.54641358059598166 2.6961543039651588 0.55461488564469608 2.3710039000216057 1.553681496530771 0.33136204606853414 0.9995389728865115 2.718675154887026 1.0005899475945623 1.4562815555836994 1.3801124050514761 1.1984886976351843 3.6400580834597331 1.0135097146558103 1.0782955140020929 3.1458558443991924 4.769400842487812 2.8161754667526111 24.979449171212753 0.68720496989770552 65.324048910290003 26.023051211817826
leaf_count=468 31 70 19 9 38 26 4 107 95 37 51 36 21 13 12 40 31 90 14 56 28 60 66 73 32 28 1245 24 638 572
internal_value=0.000842434 0.000945713 -0.00626239 0.000528775 -0.00665567 0.00117281 -0.00362528 -0.0111278 -0.0144271 -0.00216674 0.00358712 0.00672084 -0.00217217 -0.0181218 0.00158363 0.00137376 -0.0118965 0.00156304 0.000874378 0.00119031 0.00652508 0.00144203 -0.0149662 0.00909495 0.00599248 0.0115593 0.00173238 -0.0143035 0.00199233 -0.000159148
internal_weight=162.216 161.172 4.92267 3.45319 2.2749 156.249 12.3234 6.04024 5.51991 3.24257 6.28318 5.72857 3.35757 1.80388 143.926 142.231 2.00013 140.231 123.14 121.684 17.0902 120.304 2.09181 14.3715 11.2256 7.58558 118.212 1.88569 116.327 51.0025
internal_count=4034 4003 136 66 57 3867 832 243 239 132 589 538 502 481 3035 3009 43 2966 2765 2675 201 2661 126 161 88 60 2535 80 2455 1817
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=0 17 18 16 19 16 15 21 0 21 20 16 9 5 23 13 10 10 22 16 17 10 20 0 4 6 13 20 5 22
split_gain=0.327977 0.652711 0.335746 0.549595 1.63701 0.506764 0.460896 1.00898 0.559352 0.647229 0.541792 0.541008 0.535465 0.512803 0.637672 0.607489 0.571826 1.41187 1.26665 0.972626 1.54997 1.25938 1.97875 1.46364 1.0779 1.34301 0.982018 1.22712 0.92048 0.874748
threshold=103.48144189910001 241.79519611995002 17.323446153950005 17.684958644900004 11.850956171350001 12.644970430600003 19.763739472850002 6.7094573673000006 98.142164052000012 5.7087410616000005 38.244973486750006 15.454963859600001 38.295222230400007 16.569990495050003 0.092465000000000033 107.29098706995002 70.206395618550019 70.727956495850009 -0.167075 19.199955102150003 171.92791459955001 66.964115113200009 38.179089776100007 90.407470010750018 252.13038187165003 14.935348962050002 113.97180552410002 38.400997490450003 18.038339912700003 -0.053159999999999992
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 -1 7 10 12 -10 -7 -11 -8 14 15 -14 19 -18 -19 20 -15 23 28 26 -22 -26 -21 -28 -23 -25
right_child=1 -3 3 -5 -6 6 8 -9 9 11 -12 -13 13 16 -16 -17 17 18 -20 21 24 22 -24 29 25 -27 27 -29 -30 -31
leaf_value=-0.01871984636091114 -0.035865052045305337 0.0093950911324622646 0.025848428425136877 0.036452216961065979 -0.038157300291447441 -0.0037968763148089209 -0.038004766116341945 -0.018511298047478159 -0.0010089027669916565 -0.0080322815080599887 0.028880032844329422 -0.037661055786957179 0.022482249432013213 -0.025094969575956281 -0.0068502770205000349 -0.004828434625798953 -0.039121302210435041 -0.0394323190043342 0.00014777229108137968 -0.016807435549328426 0.026763771808583976 0.012883054615445741 -0.036345473661287091 0.036409395237009021 -0.042221373220304476 0.02272124830105508 0.014738445850602251 0.00055788892076994996 -0.016046121142904865 0.005364384612738215
leaf_weight=1.6137045525974816 0.85438910622178699 0.734542747202795 1.4040497252717612 0.86550725251436222 0.76532081951154385 0.82238622556906138 0.42756121949059789 1.0261255229852393 6.25975479808403 1.7973022165824661 2.6743045820330735 1.3286805388052014 4.420760429580695 1.1158562317723388 1.9989913653116671 1.3084217868745325 1.3570126328850189 1.0594394094077895 18.571127383620478 3.6097725182771674 5.6115067433565855 3.0762697234749776 2.7825165069662035 2.379401471465826 0.70759429881582014 0.89274338912218809 8.3793568603578006 77.783823757257778 2.4486072268337011 2.1341849640011779
leaf_count=254 852 68 21 16 33 54 60 76 107 51 57 96 85 276 35 10 85 41 307 34 115 17 64 30 19 25 137 952 31 26
internal_value=0.000974508 -0.0149419 0.00113394 0.0127318 0.00326818 0.000907716 0.00111342 0.0121863 0.000778322 -0.00754245 0.0211948 -0.0206258 0.0013359 0.00145635 0.0102712 0.0162451 0.000939921 -0.00438926 -0.00198832 0.00194826 0.0135201 0.00100896 -0.0121327 0.00216684 0.0194948 -0.00599333 0.00118323 0.00193695 6.17394e-05 0.0217302
internal_weight=160.211 1.58893 158.622 3.03488 2.16937 155.587 153.974 4.52282 149.451 9.38574 3.49669 3.12598 140.065 139.637 7.72817 5.72918 131.909 20.9876 19.6306 110.922 8.3277 102.594 8.30739 94.2865 7.21184 1.60034 89.773 86.1632 5.52488 4.51359
internal_count=4034 920 3114 70 54 3044 2790 187 2603 254 111 147 2349 2289 130 95 2159 433 348 1726 435 1291 112 1179 159 44 1123 1089 48 56
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=16 5 18 13 13 6 22 15 21 16 20 12 0 22 16 16 6 2 9 22 22 9 22 21 17 10 10 12 4 2
split_gain=1.63993 1.68208 1.44997 1.34016 2.12588 1.32913 1.34424 1.32526 1.34927 1.61044 1.31259 1.72131 1.08477 1.07159 1.01714 2.07468 1.69505 1.62315 1.28326 1.14318 1.01836 1.92946 0.970849 0.942918 1.197 0.935861 1.76876 1.61709 1.12822 1.62664
threshold=18.594956516900002 18.393720489900002 13.975517741000003 108.49810477050001 105.33378955095002 15.51536251395 -0.23783499999999999 46.074827201850006 15.285239689500001 23.044946110900003 38.244973486750006 93.660658182900008 86.329079026800017 0.26941000000000009 15.584963555600002 17.809958352600002 11.075258771650001 186.79363985910004 190.73543849905005 0.20949500000000004 -0.037054999999999998 205.88909726980003 -0.55200499999999997 2.0008954101500005 184.16216363550004 60.613977009100005 58.167480110400007 335.9827356823501 310.49012963040008 224.95410153095003
decision_type=2 2 2 2 2 2 2 2 2 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 10 6 -3 25 9 12 11 -1 -9 14 16 18 19 20 -16 -12 21 -18 -7 -23 -25 26 -2 28 -27 -30
right_child=7 2 -4 -5 -6 22 -8 8 -10 -11 13 -13 -14 -15 15 -17 17 -19 -20 -21 -22 23 -24 24 -26 27 -28 -29 29 -31
leaf_value=0.00057279591924187204 0.00034358464830032122 -0.0032507999081545034 -0.0029847945313495644 0.0020505534272312895 -0.002241551820545059 0.0031066105689613673 0.0020154657762477073 -0.0032455126887748686 0.0011403898923129732 0.0018894545835003663 -0.0029259527212372313 -0.002721613732626851 -0.00072511149421445481 -0.0031619745384923745 0.00033520451389371667 0.0021024803356336891 0.00085570872029724508 0.0024807378558278528 -0.002352233560752196 0.0029499409021746955 0.0015228843599795006 0.00065455004715809313 -0.0028816669184656145 5.2236640514249603e-05 -0.0034660023086359598 0.0005808441579137968 -0.0028119498139369771 0.0022049012767170846 -0.0025988731464767038 0.00017813042884571662
leaf_weight=2.3560059629380694 5.5565787421073756 0.48069276020396534 2.7905081789067481 2.6002455595880738 3.2396483013872048 0.24770334362983693 1.9949538068613026 2.5458482631947827 2.5741233872249722 1.0749858412891624 1.548017004213764 2.7433863281330559 2.9414934460073709 0.68592851312132452 2.3303182070958419 1.8812317059491759 9.5754943549400213 4.162109767436049 3.6348540149629116 0.31916746927890915 5.9579944077995615 1.3214204600080854 1.7102521420456467 1.224127291585319 2.0962759561371058 131.58601637836546 1.9067297917790709 4.6455147620290509 2.1149185709655276 8.3059745449572784
leaf_count=43 141 109 237 14 95 1 49 115 20 10 608 347 37 48 138 36 116 36 110 7 53 10 340 16 49 992 85 62 45 65
internal_value=0.000311743 -0.000120824 -0.00138838 7.9652e-05 -3.93198e-05 -0.000383601 0.000992922 0.000451912 -0.000594197 -0.0012746 0.000139774 -0.00119954 -0.00189445 0.000336386 0.000406858 -0.000486037 0.000674216 0.000873365 -0.00130238 -0.00192156 0.000541769 0.000130617 -0.00212408 -0.00136516 -0.00216894 0.000513929 -0.000462593 0.000563625 0.000509934 -0.000385462
internal_weight=216.153 52.9003 7.22411 45.6762 43.076 4.4336 2.47565 163.252 9.13645 6.56233 39.8363 5.09939 5.48734 34.7369 34.051 7.8464 26.2046 24.3374 5.96517 1.86718 20.1753 14.2173 1.95796 4.64182 3.3204 154.116 7.46331 146.652 142.007 10.4209
internal_count=4034 2462 736 1726 1712 499 158 1572 182 162 1617 390 152 1227 1179 284 895 280 248 615 244 191 341 75 65 1390 226 1164 1102 110
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=9 20 23 4 9 0 5 10 16 2 7 20 22 18 16 12 9 10 10 22 16 23 23 15 21 3 12 17 23 10
split_gain=2.29942 3.02176 3.2947 3.16476 2.32973 3.53346 3.46309 2.25061 2.83738 2.19917 2.69522 2.72786 1.99862 1.94267 2.0499 1.8114 1.69234 1.59718 2.59683 2.13586 2.42479 1.79739 1.73276 1.58427 2.17769 1.8387 2.02886 1.92484 1.86757 1.60459
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 375.65892766775005 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 20.894951138500005 108.63443756215001 23.109894804950002 41.289992964000007 -0.16276499999999997 13.531614672700002 22.604947139800004 143.62136700335003 195.41812862360004 66.964115113200009 66.351146659450009 -0.059424999999999999 19.974953289850003 0.083495000000000028 0.12535000000000004 29.037712645600003 8.2292317348500017 77.263598210950008 199.78749241660003 192.28474763930004 0.09180000000000002 71.104340634100012
decision_type=2 2 2 2 2 2 2 2 2 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 12 -2 6 -6 9 17 -7 -11 13 -3 14 -12 -4 -13 18 -9 21 -21 -19 23 25 -25 -23 27 29 -29 -27
right_child=4 3 15 -5 5 7 -8 8 -10 10 11 16 -14 -15 -16 -17 -18 19 -20 20 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.0019062466083759142 0.0010675385218905978 0.0016961431933587181 0.0011406375365213266 -0.0023335503014443623 -0.001334842870575262 0.0012646353634731583 0.0015305539528935462 -7.9301469866559714e-05 -0.0014956234319769826 -0.00045589658324907562 0.001637955344540379 -0.0011801769730312632 -0.0012423239919087962 0.0016985281184731876 -0.00032034224426684773 -0.0016316115038169318 0.00038387634255518187 -0.0013282559705311901 0.0020081356763378649 0.00056959428434883157 -0.001914331631627712 -0.0019801101495860278 -0.0024124663511375681 -0.00012227192373676934 -0.0024561151304302955 0.0024321173790309166 0.0017144633361040129 0.00029282665177152444 -0.0022121264796321339 0.00027910824201776431
leaf_weight=8.2781191121321189 18.332198663847521 6.0323134796926752 3.6507410424528635 1.4665799042559227 11.037631430663167 18.1047941185534 2.4326447267085305 5.6466978862881643 4.9432380236685267 13.544923307374118 4.2066031619906443 3.7227316480129984 1.3361914129927734 13.968641944229601 6.3235996253788471 1.6029330916353499 26.848815712146461 6.2900281194597474 5.6191365793347359 37.824567747593392 1.9532062131911505 1.4852952121291334 1.4264121601590876 8.282293015625326 2.4478999990969887 2.0258470475673738 5.1183780999854198 3.0054091829806557 2.6439880300313234 8.4988137884065491
leaf_count=1033 141 54 46 197 244 130 18 36 42 97 21 25 115 86 34 81 183 283 33 464 31 163 44 134 69 9 41 27 61 92
internal_value=0.000257433 -0.000406046 -0.0010517 0.000582829 0.000326222 0.000257377 -0.000817371 0.000336087 0.000108961 0.00059069 0.000412863 0.00062654 0.00116329 0.00116702 0.000461958 0.000294805 0.00019342 0.000194926 0.000961864 8.82601e-05 0.000447626 -0.000258496 -6.58822e-05 3.40105e-05 -0.000654696 0.000358448 0.000521579 0.000144083 -0.000879523 0.000693532
internal_weight=238.101 22.3669 13.5318 8.83508 215.734 197.402 13.4703 183.931 97.2112 86.7201 68.6153 55.0704 7.3685 24.4988 10.5302 5.25367 30.5715 92.268 11.2658 81.0021 39.7778 41.2244 34.9343 33.5079 10.7302 22.7777 21.2924 16.1741 5.6494 10.5247
internal_count=4034 1526 1160 366 2508 2367 262 2105 1529 576 446 349 169 141 55 127 208 1487 69 1418 495 923 640 596 203 393 230 189 88 101
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=13 22 15 10 5 17 5 15 22 5 16 15 16 9 19 5 2 13 9 0 7 4 7 10 20 16 20 10 6 21
split_gain=0.332047 0.474961 0.448252 0.703208 0.372302 0.333163 0.329696 0.6497 1.09455 1.04865 1.08025 0.920083 0.631544 0.944717 0.722443 0.959066 0.792931 1.05042 0.835386 0.895125 1.21506 0.759067 0.767584 0.59288 1.0936 0.999425 1.49802 0.684691 1.02739 1.31701
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 81.479100559500012 10.726864994700001 241.79519611995002 23.730745871350006 41.492094664050008 -0.06828999999999999 23.195398057700004 22.644947046300004 42.493282152450007 23.344945409400005 227.07958281845004 14.551174033150001 23.854886427500002 315.94243452415003 117.60660091645001 66.346857137250012 85.861287312150012 19.078733418100004 160.10465189265003 23.314707969200004 61.977025281250008 41.50623664750001 22.654947022900004 39.577821550850011 62.009286778800011 16.455384477450004 9.6112532470000023
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 -3 7 23 11 10 -10 -9 13 14 15 -8 17 18 -17 20 -20 -19 -23 24 25 -4 -27 -25 -29 -30
right_child=2 5 3 4 -6 -7 12 8 9 -11 -12 -13 -14 -15 -16 16 -18 21 19 -21 -22 22 -24 27 -26 26 -28 28 29 -31
leaf_value=-0.03278058818338532 0.022374678655368931 -0.033104496745464673 0.0075477460275522783 0.019077269404272023 -0.033959245547358713 0.035033822211845908 -0.049220073982712657 0.011537663227335336 -0.012226127942955738 0.030449089064399994 0.021924846618823577 -0.010550576800209628 -0.038027424294790411 0.031417242761140239 0.010114611655730972 0.029049656387142742 -0.030995005884969635 0.024446529247265019 0.010807725884409829 0.0063835780679825649 -0.036999806421793326 -0.033215646086130403 -0.0035997200475197471 0.011772129904970067 -0.025888934651787335 0.0088005496870878809 -0.031294168135187053 0.0022949292593848957 -0.0016204983678221065 -0.024352649179244623
leaf_weight=0.67940909323806298 1.0100785890826944 0.10776256666576955 5.5815943891066109 0.16170475404942297 0.86056419124361128 0.23418925702571869 0.51871763367672485 3.6205333285033703 1.8142318655736729 3.2692176355049014 2.0058191306889057 4.1774276932701468 0.50905064446851511 0.84015593118965526 3.3432643334381273 1.1397062042378809 1.1008433348470124 0.42522921832278271 0.92656002976582241 5.8058705534785986 1.333915873095975 2.1467012610519309 1.5498900820966808 6.4445223519578567 2.2798386308131731 1.7131053898483517 2.1753691229969263 89.948517086319043 11.516853393637573 3.393585870973765
leaf_count=881 31 90 32 9 124 1 12 23 26 31 17 57 16 11 59 25 72 12 127 48 267 114 31 39 47 20 24 1621 125 42
internal_value=0.000961813 -0.0172655 0.00107845 0.000942822 -0.0255698 0.0135607 0.00111482 0.00166833 0.00799606 0.0171161 0.00570575 -0.000295177 -0.00277276 -0.00183468 -0.00336205 -0.00637636 -0.00483611 -0.00267546 0.00334885 -0.000282457 -0.0174037 -0.0161307 -0.0207984 0.000902788 -0.00594849 -0.001148 -0.01363 0.00162605 0.00100249 -0.00679429
internal_weight=160.634 1.02136 159.613 158.603 1.02227 0.341952 157.581 137.941 14.8872 7.08927 3.82005 7.79796 19.6399 19.1309 18.2907 14.9474 14.4287 13.3279 9.20605 8.06635 2.26048 4.12182 3.69659 123.053 11.7499 9.47007 3.88847 111.303 104.859 14.9104
internal_count=4034 972 3062 3031 133 91 2898 2104 154 74 43 80 794 778 767 708 696 624 467 442 394 157 145 1950 123 76 44 1827 1788 167
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=16 15 20 2 4 16 23 17 16 10 17 9 7 12 6 21 23 23 23 22 6 21 20 12 22 6 7 18 19 8
split_gain=1.51455 1.84579 1.46501 1.45778 1.2876 1.23372 1.16761 1.17858 1.10785 3.10703 3.34694 1.31009 1.27762 1.25735 1.18095 1.06703 1.57196 1.01487 2.14463 1.31358 1.69709 1.01201 1.00531 1.58887 1.95972 1.43586 1.93366 1.90057 1.88877 2.03818
threshold=18.684956306450005 34.040719645900005 38.244973486750006 83.777728670400009 393.99831167250005 18.734956189500004 0.12535000000000004 162.13109061465002 15.584963555600002 71.015621515800021 236.15709471040003 188.63457064660003 22.356277907050004 206.61091615435004 12.165284239900002 7.2055597121000003 0.11922500000000003 0.080135000000000026 1.0000000180025095e-35 -0.080019999999999994 16.305380972600002 3.2889937526500006 38.478081868400004 90.84682862195001 -0.14429 15.785368822600002 23.032902590750002 13.012604996900002 13.751109481500002 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -2 7 -4 13 12 11 -11 -10 15 21 -9 -17 18 19 20 -7 -15 25 24 -24 26 -19 -27 29 -28
right_child=5 -3 4 -5 -6 17 -8 8 9 10 -12 -13 -14 14 -16 16 -18 22 -20 -21 -22 -23 23 -25 -26 27 28 -29 -30 -31
leaf_value=0.00018667518421127422 0.0021946009907338276 -0.0030697623780142733 -0.0028609160420404165 -0.0022156331032701271 -0.0028170785042943153 -0.0041365263977597632 -0.0029001702421577354 0.00060255515476980576 -0.001242739203390324 0.0003767664648952524 0.0018980314800696335 -0.0023870447691574457 0.0014346583884602183 0.0016843230924508345 0.0025841431555134347 -0.0020888666388602884 0.0029916635745571764 -0.0023794461408086728 0.001617657968159244 0.00079674452428277935 -0.0001710375917863786 -0.002881259360586994 0.0015102835697183323 0.00018433638781039131 -0.0030632494094924895 5.8379828527880172e-05 -0.0024247403665887224 0.0024906905675493845 0.0015078448062037183 0.0017482177350051271
leaf_weight=3.2791488032089537 2.7061008089222005 1.4946191422641266 0.86860145194805127 4.1462731400388293 1.0540108239219979 0.86875419132411291 0.87017811363330011 18.97978053562111 1.5590288208331928 1.5064724622061456 2.0839940337464204 7.1142072468064725 7.54099988238886 0.8237844104587555 3.9415080617181957 2.3779304843046698 0.54209384322166432 1.8713503889739538 13.200673565734176 12.43956466810778 7.8614425407722592 0.61440817802213132 0.96042400598526034 89.667325216345489 2.3187486911192527 3.8545094195287657 2.3589587500318872 5.8825730034150183 6.2322872169315815 1.3249758966267107
leaf_count=77 29 90 255 488 310 13 35 343 156 86 27 228 62 55 51 153 2 14 163 94 167 98 8 800 50 32 46 53 37 12
internal_value=0.000250711 -0.000116068 -3.90267e-05 -0.00115475 0.000127076 0.000393013 0.000190635 0.000246723 0.000304052 -0.000180642 -0.00116387 -0.00190407 0.000975963 0.000655936 0.00182216 0.000369453 -0.00114568 0.000360258 0.000765981 0.000234907 -0.000565649 -0.000266133 0.000238438 0.00011702 -0.00172373 0.00076274 0.000130733 0.00152784 0.000604445 -0.000923881
internal_weight=210.345 58.797 57.3024 7.42542 49.877 151.548 48.823 47.9528 47.0842 19.8047 10.7047 8.62068 9.10003 27.2795 5.3797 21.8998 2.92002 148.842 34.3704 21.1698 8.7302 1.43819 114.471 92.9465 3.27917 21.5247 11.7876 9.73708 9.91622 3.68393
internal_count=4034 2516 2426 565 1861 1518 1551 1516 1261 559 341 314 218 702 204 498 155 1489 437 274 180 153 1052 858 58 194 109 85 95 58
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=9 20 23 4 9 0 5 10 16 10 19 22 12 21 20 2 7 22 21 5 5 20 23 21 4 17 16 18 3 6
split_gain=3.09331 3.45039 3.23712 3.18239 2.66279 3.42547 3.57389 3.02152 2.8875 2.62002 2.61263 2.23412 2.00976 1.90892 1.90547 1.83158 2.11573 2.36273 3.06461 3.00228 2.88192 2.16404 2.15683 1.75111 2.37425 2.44917 1.73084 1.65715 1.91478 1.62393
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 375.65892766775005 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 22.494947397000004 62.837331883000012 14.551174033150001 -0.16276499999999997 143.62136700335003 1.0000000180025095e-35 43.933728833200007 108.63443756215001 23.109894804950002 -0.06828999999999999 7.7834773016000005 21.336111252450003 22.580289596950006 41.481306584950012 0.083495000000000028 8.8898213993500015 286.86996866160007 192.94032447935004 15.584963555600002 13.314799198000001 93.499196860750018 16.515385879350003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 13 8 -7 15 14 -3 -4 -6 23 -10 27 18 19 -18 -21 -19 -22 -9 25 -25 -26 28 -17 -30
right_child=4 3 12 -5 5 7 -8 10 9 -11 -12 -13 -14 -15 -16 16 17 21 -20 20 22 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=-0.0017102333114659765 0.00097264374339261627 0.0014722846763394778 0.00098779009385950318 -0.0020138900088143546 0.00060981061126987642 0.0013950413885258778 0.0013967019083925075 0.0002684340943639456 0.00096748889619124737 0.0017275470656758524 -0.0021198081038643676 -0.0010035296944925481 -0.0015554174926242887 -0.0014985881741682203 -0.0019428196873879887 0.00077739519577303803 -0.0026515477724230506 0.0012497102355712624 0.00066065975030262479 0.00062301238793890121 -0.00010714817740916848 -9.6111790328144537e-07 -0.002580325613439989 -4.4940285202317228e-05 0.0012554403165128153 -0.0017700923344001929 -0.0012386999685328479 -0.0018580957350262479 -0.0018149922512807686 0.00022683164847279498
leaf_weight=8.7231669962639007 19.112265135277994 6.1295325964456424 3.4483705884777001 1.5275250644190235 1.8220335319638241 12.429317284375427 2.384179829619824 83.267749335092958 13.018294155597685 5.0561948493123046 1.8643374629318703 1.6280146559001858 1.6080509429448282 9.0101991393603367 1.5497222992125887 4.3639029935002309 2.1920444220304445 14.395050920546064 12.243156742304562 6.0805690437555295 2.5713682137429714 7.3892335565760723 2.411753099411726 6.0803580887150037 4.0191140944953068 5.5604265001602471 1.2994892289862034 2.5259123742580405 3.0221481085754931 2.5219591706991196
leaf_count=1033 141 54 46 197 12 109 18 1023 56 41 19 115 81 232 173 24 34 74 52 22 18 44 36 78 64 123 49 21 32 13
internal_value=0.000234867 -0.000420522 -0.00101698 0.000464659 0.000301697 0.000239772 -0.000685624 0.00030286 0.000554236 0.000419895 8.40341e-05 0.000952705 0.000178995 -0.00114395 0.000124404 0.000328993 0.000189802 0.000371135 -1.70245e-05 -0.000642942 -0.000244978 0.000825482 -0.00130413 0.000156367 -0.000393861 -0.00086899 0.000646049 -0.000499764 -0.000153476 -0.000886187
internal_weight=249.255 23.0647 13.7796 9.28507 226.191 207.079 13.2164 193.862 90.2209 77.7916 103.641 7.75755 5.05642 10.8322 101.777 72.7354 59.7171 47.2832 25.4989 13.2557 11.0637 21.7843 4.98312 100.227 16.9594 11.6408 5.3186 12.4339 9.90801 5.54411
internal_count=4034 1526 1160 366 2508 2367 262 2105 576 467 1529 169 127 244 1510 426 370 280 162 110 76 118 54 1337 314 201 113 90 69 45
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=16 19 20 23 6 6 17 5 6 0 2 5 8 8 17 18 16 23 23 3 17 5 22 20 17 6 18 2 9 21
split_gain=1.81007 1.87413 1.67659 1.48738 1.43166 1.42724 2.38975 1.318 1.52812 1.65259 1.44614 1.52121 1.4652 2.04448 1.37735 1.77675 1.2723 1.24049 1.38399 1.23543 1.22526 1.09639 1.45894 3.21371 1.91407 2.17074 2.07052 2.73456 2.04377 1.84787
threshold=18.634956423400002 12.851036860900001 39.256147742250008 0.083495000000000028 11.075258771650001 11.175261108200003 191.86029796145002 23.730745871350006 16.395383075500003 86.756543869550015 315.94243452415003 32.00428233840001 8.6432548896500023 10.441851282850001 196.70243143610003 13.405476405600002 18.404956961200003 0.08092000000000002 1.0000000180025095e-35 86.589859465500012 162.13109061465002 21.850554661550003 -0.11347 42.779078631750004 188.41589330430003 16.555386813950005 13.314799198000001 80.683647763550013 195.10791980860003 6.7825386038500008
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -1 -5 16 17 -9 10 11 12 14 -14 15 -10 -7 18 -2 -18 -6 22 29 24 25 -24 -26 -28 -29 -19
right_child=7 2 3 5 20 6 -8 8 9 -11 -12 -13 13 -15 -16 -17 19 21 -20 -21 -22 -23 23 -25 26 -27 27 28 -30 -31
leaf_value=-0.0013628271303465825 0.00047694758306616477 -0.0025547919342142709 -0.0019284467608950198 0.001201231816587341 -0.0024624005723711336 0.0017737846708348179 -0.0017835381547831404 -0.0017468314947045513 0.00013282569733293574 0.0022554067579672633 -0.0024957962055666655 0.0022049110173026037 -0.0027233679535301194 0.0012128084892366706 0.0014696347247603815 -0.0027116950271108041 -0.0026401095845576482 0.0012444477837577803 0.001485245505039 0.0016077847866759144 0.00039053833460361397 0.00070638866196497704 -0.0019185884476439915 -0.0014906161445677661 0.001637021508108753 0.0006454012702728348 -0.0020692504280358471 -0.0012874112852844508 0.00059030792619740836 -0.00041654163422167559
leaf_weight=2.9800453040807033 17.799436245113615 2.3859929058817242 2.9453800308401688 3.4012128174654199 0.84034611299284634 2.4236954143270837 4.3725247452966869 2.7172985225915935 10.461497585405608 1.7938080877065647 1.2670303257182229 1.6758768439758558 2.3320504475850607 1.0395071599632499 3.5277805426158002 1.3510027169249941 0.92833265336230375 13.029551316984 12.71688452363014 0.6236865958198905 34.29939038772136 34.735581767745316 4.3815440461039534 6.7731115464121094 6.4394169487059107 3.0527278985828161 2.6795536093413821 3.5471850456669918 28.819797802716494 5.069508494809269
leaf_count=963 120 135 273 67 172 24 129 54 183 11 53 23 67 10 28 26 35 87 145 16 663 237 30 86 44 16 51 48 194 44
internal_value=0.000268619 -9.7336e-05 -0.000739875 -0.000445188 0.000190575 -7.3361e-05 -0.000592652 0.000390893 -8.97237e-05 0.000102308 -7.60481e-05 7.43314e-05 -0.000116488 -0.00150978 0.000189736 -0.000192504 0.000717096 0.000481338 0.00089713 -0.000933072 0.000322312 0.000364424 0.000203454 1.63469e-05 0.000224989 -0.00086574 0.000420448 0.000196915 0.000384524 0.000779208
internal_weight=220.411 55.2006 17.0808 14.6948 38.1198 11.7495 8.34824 165.21 26.1659 23.4486 21.6547 20.3877 18.7118 3.37156 15.3403 11.8125 3.97571 139.044 30.5163 1.55202 35.1397 108.528 73.7924 55.6933 48.9202 7.43427 41.486 35.0465 32.367 18.0991
internal_count=4034 2477 679 544 1798 271 204 1557 455 401 390 337 314 77 237 209 75 1102 265 51 835 837 600 469 383 46 337 293 242 131
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=16 23 12 16 17 3 20 18 23 16 16 17 22 5 20 7 0 6 2 22 20 21 15 22 22 23 22 5 5 12
split_gain=1.69186 2.0579 2.01561 1.94711 1.67562 1.57385 3.65521 2.04705 2.03762 1.58369 1.44922 2.06304 1.41012 2.64581 2.59331 2.545 1.63095 1.56344 1.526 1.79531 1.46158 1.33826 1.31008 1.81808 1.94585 1.31974 2.11462 1.36988 2.18759 2.04821
threshold=20.404952284350003 0.12535000000000004 320.0928336514001 19.974953289850003 162.13109061465002 93.281431752200021 41.942745071500006 13.036600629150001 0.080135000000000026 22.584947186600004 22.604947139800004 187.51563899930002 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 92.313586825200005 14.845346859150002 186.79363985910004 -0.068964999999999985 34.466665687600006 7.0441631297000011 33.005488016050009 -0.053159999999999992 -0.122095 0.092835000000000015 -0.013805 21.269675393700002 22.629964856950004 139.45036571045003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 8 -7 10 -2 -9 -8 -12 14 16 15 20 -14 21 19 -16 -6 -18 23 24 -10 26 27 29 -29 -24
right_child=5 -3 -4 -5 12 6 7 9 22 -11 11 -13 13 -15 18 -17 17 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0029075823495825414 0.0016957180223561167 -0.002975891627597713 -0.002539464092969815 -0.0023206007504795578 0.0020929985045069397 0.00054981179285185479 0.0017652101494229138 -0.00067490170524162237 -0.0018411858670481264 -0.003124683701971798 -0.0030525457873658737 0.0011404619413855903 -0.0024696258639372902 -0.0025272040627034231 4.5258298695750255e-05 -0.0029411254773028923 0.00083079322100265706 0.0021538298457049604 0.0012401040857092979 -0.0034569195379768221 -0.0019314632144927213 -0.0011182721497371719 0.0016845384621989119 -0.0025997025299869534 0.0013832433572176326 0.0011077225635973708 -0.0020387874948979336 0.0016683672882812012 -0.00083264479784121628 -0.0016076863763422641
leaf_weight=1.2522597794013552 13.766052957624195 1.6604019881051488 2.1225797973602303 2.309280812740325 1.5933231635135592 41.630788648035377 2.3865415067411941 3.6344116828404367 2.0700819790363312 4.1214866205118597 1.7367751081474128 1.6988926734775303 1.0849986956454802 1.8442119032843027 27.941823040600863 4.1531564638426062 25.578599783038957 6.0014638043940058 8.0804114656639268 1.1139955546241314 1.1280674368608741 2.8672941513214019 2.0662706121802357 2.1497272010892612 4.0489096418023109 26.879723498597741 2.6760766468942192 9.8249558806419355 3.4613871537148944 4.1827817149460316
leaf_count=316 147 69 355 47 80 302 32 41 20 150 43 15 49 141 715 222 325 38 293 36 91 136 17 22 33 145 25 46 35 48
internal_value=0.000293906 7.59423e-06 6.44876e-05 0.000129551 0.000198018 0.000494998 0.000152268 -0.00106661 0.000761028 -0.00197672 0.000145767 -0.000979158 0.000245802 0.000632214 -8.23615e-05 -0.00160868 0.000796196 0.00089906 0.000200186 -8.90147e-05 0.000424784 0.000634331 0.000536708 -0.000459494 0.000292405 0.000704504 0.000216541 0.000525489 0.0010168 -0.000519101
internal_weight=215.067 88.7319 87.0715 84.9489 82.6396 126.335 55.2089 13.5781 71.126 7.7559 5.82221 3.43567 81.3873 37.3766 44.0108 6.87455 35.5324 34.4474 37.1362 29.0558 2.72139 28.4459 57.3599 8.26872 6.11899 49.0912 22.2115 19.5354 13.2863 6.24905
internal_count=4034 2913 2844 2489 2442 1121 583 281 538 191 90 58 2126 689 1437 393 548 499 1044 751 171 461 391 75 53 316 171 146 81 65
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=17 15 6 8 22 8 22 21 8 22 19 22 14 16 18 23 16 6 18 21 22 17 23 21 15 16 16 22 6 15
split_gain=0.347962 0.509253 0.438971 0.35079 1.32864 1.07624 1.09893 0.616152 0.5976 0.59747 0.484538 1.01025 0.489595 0.956061 1.78467 1.46089 0.759479 1.00743 0.997472 1.4832 1.27405 1.23209 1.78703 1.14876 1.04323 1.4573 1.39875 1.0903 1.15787 1.04047
threshold=160.21442126885003 35.098844929350008 5.1651206822000004 8.8430989333000021 -0.08786999999999999 9.3427090425500019 -0.11963999999999998 4.4092399769000012 8.7431769115000026 -0.010319999999999999 14.651182102100002 -0.06483499999999999 241.71484286130001 22.654947022900004 13.531614672700002 0.11002000000000002 22.674946976100003 16.555386813950005 13.86460725495 11.859661033550003 -0.102645 183.92349703790003 0.080770000000000022 2.0523604381000005 28.626568391100005 18.684956306450005 18.734956189500004 -0.095204999999999998 14.865347326450001 26.583493790300004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 8 5 6 -5 9 10 -6 12 -12 16 -14 15 -15 18 -18 20 24 -4 22 23 -22 29 -26 -27 -28 -29 -20
right_child=2 -3 3 4 7 -7 -8 -9 -10 -11 11 -13 13 14 -16 -17 17 -19 19 -21 21 -23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.03296426794953361 -0.030714783351320846 0.032073726785133629 0.016433811862615527 -0.02758160778728622 0.0061813812640038055 0.018692611914773349 0.0102228767471606 -0.035065233599922037 0.010380198504714201 -0.021337871220996205 -0.0025244439056439903 0.027410369397745431 -0.0025561815778940645 -0.023347204464920231 0.023273836644660584 0.014095002989713152 -0.021655605972940511 0.0019452569706711175 0.00070657414034346153 -0.027752315829344558 0.031621827427188443 0.0061395035321581207 -0.038607702302363898 -0.021684135914170895 -0.034198856643785885 0.024585520333111881 0.0064347309384014707 -0.0053900896363541333 -0.034455957782829262 0.014176444479752111
leaf_weight=0.57195632774892047 0.40100511708806053 0.13948006927967072 10.008774342655668 1.3702076990157368 1.27687903563492 2.8331097180489451 1.500422644196078 1.2616904641035942 6.9214190093334755 1.7309662990737689 2.2589679781813174 1.9621597584336985 54.542167466752289 2.0737021341919895 3.9559632567688823 1.8245790947694329 2.7089157719165078 4.4551762007176876 16.225942945675346 1.6995530764688727 0.86289729957934758 19.873760314658284 1.4876724923960862 0.66807742143282667 1.4711657247971732 1.5946289002895344 3.8483137986622724 4.1187213184311995 1.8498804303817449 7.9622806999832383
leaf_count=277 613 1 311 26 20 46 16 51 65 36 22 21 1291 39 53 14 26 35 375 62 10 221 61 47 86 10 62 41 36 60
internal_value=0.0010838 -0.0202133 0.0011769 0.00125567 -0.0042894 0.00534813 -0.00782194 -0.0171643 0.00161861 -0.0096555 0.00120169 0.0113905 0.000897166 -0.00112261 0.00883252 -0.00582249 0.00249577 -0.0069788 0.00344282 0.00012615 0.00735115 0.00338012 -0.0147867 0.0083605 0.00140427 -0.00561095 -0.00192542 -0.00623178 -0.0143986 0.00514059
internal_weight=163.46 0.711436 162.749 162.348 9.97328 5.70374 2.87063 4.26954 152.375 3.00785 145.453 4.22113 141.232 62.3964 7.85424 3.89828 78.8358 7.16409 71.6717 38.7705 32.9012 22.8924 3.01865 1.53097 37.0709 12.8827 11.4115 9.81692 5.9686 24.1882
internal_count=4034 278 3756 3143 195 88 42 107 2948 56 2883 43 2840 1397 106 53 1443 61 1382 732 650 339 118 57 670 235 149 139 77 435
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=16 16 20 17 18 6 4 23 5 10 0 0 15 2 10 20 6 15 17 0 9 23 23 6 17 15 21 21 23 13
split_gain=3.17298 2.71986 2.72374 2.35179 2.95978 2.21478 2.09588 1.82376 1.58111 1.74683 4.20427 2.59349 2.40577 3.00474 1.82245 1.72734 1.89802 1.68978 1.65832 1.61718 1.67281 1.70744 1.82111 2.17222 1.6152 1.67 1.57615 1.63564 1.48576 1.41758
threshold=18.594956516900002 15.584963555600002 38.244973486750006 236.15709471040003 14.85568425095 11.075258771650001 195.50296729855003 0.11531000000000002 23.730745871350006 66.964115113200009 91.937202686950016 90.407470010750018 30.046989284200006 90.745765132650021 65.611820673600008 38.478081868400004 16.455384477450004 36.207782793200003 200.11066131620001 85.995710218650018 195.70012057590003 0.084360000000000018 0.093735000000000027 16.100376182700003 198.49975298390004 36.346245650200011 5.3866163921000005 11.628334000150002 0.091645000000000018 108.65403534205002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -4 29 -6 9 11 -11 14 18 -14 15 -2 19 -15 -12 28 -21 -22 23 -23 -18 -26 -8 -28 -17 -3
right_child=8 3 5 -5 7 -7 26 -9 -10 10 12 -13 13 17 -16 16 24 -19 -20 20 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0012026880481479658 0.001383356378011446 -0.002232242324595647 -0.001455500254119215 0.0011378488637442299 -0.0020013593522666879 0.00060832830003751186 0.0013606927639752673 0.00063759223328466587 -2.5169566512373273e-05 -0.0019412045110218143 0.0012882404948325256 0.0017643720301574019 -0.0026068195614593836 0.00041005617569933882 -0.00062804054231301401 -0.0011796591542535238 0.00034561503557478126 -0.0013749427009117816 -4.3654890834339915e-05 0.0015013487815620555 0.0014496377905706889 0.00087710068436799209 0.00091753831477536991 -0.00127180417215805 -0.0023904219550805808 6.2210830959750704e-05 -0.0021889891294851601 0.00083487223698045627 0.00060417009085751195 0.00010673972744773911
leaf_weight=4.7396358276600941 11.026229396462439 2.5948698224965536 2.3456431131926356 2.7720951032824805 8.8152645959635247 29.828364999149926 4.0880371745442972 1.2506224690005172 26.710621761973016 3.6626484487205735 12.699924827553334 8.0370162352919561 1.9002482183277631 13.33711825404316 5.1448067575693122 2.9685590537264925 34.387649611569941 2.660420353524386 5.6484406478703013 15.225087217986582 7.5751548707485226 3.2765669301152247 9.0465797223150712 4.9234091863036156 1.9312005322426546 2.9114703368395567 1.415413376525976 1.5868303469615055 5.7066026404500008 1.8607558642397632
leaf_count=417 68 178 650 38 312 452 83 22 456 53 75 54 42 86 35 34 209 48 40 131 52 17 51 34 40 15 87 69 32 154
internal_value=0.000296049 -0.000105462 0.000244653 -0.000635486 -0.000862948 0.000457865 -0.000156308 -0.00167349 0.000433714 0.000514316 0.000146871 0.00064506 0.00035787 -0.000175584 0.000558663 0.000620346 0.000524691 0.000113208 0.000878224 0.000794264 0.000967674 0.00064033 0.00028486 -0.000413139 0.000189895 -0.00091587 0.000534399 -0.000590733 -6.23956e-06 -0.00125544
internal_weight=240.077 61.2975 36.9136 24.3839 21.6118 32.174 11.5459 10.0659 178.78 152.069 39.9088 112.16 36.2462 17.8978 104.123 98.9785 87.9523 15.9975 18.3484 48.722 40.0468 24.8217 17.2466 8.19998 39.2303 4.84267 7.09028 3.00224 8.67516 4.45563
internal_count=4034 2462 1519 943 905 1102 571 334 1572 1116 344 772 291 176 718 683 615 134 115 351 285 154 102 51 264 55 239 156 66 332
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=8 20 4 16 22 6 3 13 20 21 3 20 12 22 23 7 23 22 17 9 5 5 12 15 0 21 3 5 20 21
split_gain=1.77212 3.42398 2.35384 2.01493 1.61256 1.32825 1.85533 2.5904 1.86561 1.84771 1.43831 4.3934 2.55812 1.96329 1.80407 1.73694 1.62788 5.42984 1.86982 2.05137 1.47119 1.71109 1.46587 2.81434 1.42919 1.39632 1.62704 1.34734 1.40051 1.54989
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 21.094950670800003 -0.16276499999999997 14.845346859150002 83.538459487450012 109.49014582065001 36.957836847500012 4.1284891430000012 93.281431752200021 41.942745071500006 124.92778561480002 -0.096529999999999991 0.080515000000000017 22.477322886550002 0.093325000000000033 -0.018034999999999999 204.12988953870004 206.08934059370003 20.305669781650003 20.971847224900007 122.12526081760002 33.423812040500003 97.878695155250014 3.2025200283000004 84.812788641250009 14.050239455300002 42.599563320500003 12.510904521150001
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 -3 6 24 25 -9 -10 14 20 13 -13 -7 -15 17 18 -16 -20 -12 -22 23 -18 -2 26 -8 28 -26 -30
right_child=5 2 -4 -5 -6 10 7 8 9 -11 11 12 -14 15 16 -17 22 -19 19 -21 21 -23 -24 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0024087144917176472 0.00067324054243079481 0.0016231681326852921 -0.0024824585844752264 0.0016221658839433658 -0.0012746521929905266 0.0013183798477233964 0.00031239173177878267 0.0019061953453823057 -0.0021509860270362744 0.00040889358914309381 0.0018301381787102706 0.0010848992997604609 -0.0019748654847402403 -0.0027278540649269467 0.00072362373939057834 0.00061109723122186924 -0.0014656425934511177 -0.0025670831382564609 -0.0024343368627224014 0.00040456265378898217 -0.0012914376963329814 0.00051917728532990088 0.0010487273086262211 0.0014710567023747477 0.00066411107266872412 -0.0025234682770192357 -0.0028026699485194663 -0.00065148815339335225 -0.002584205253017894 0.0023521012365295686
leaf_weight=5.1953111261536815 24.989832977764308 5.1526348402258009 1.2348005275416651 0.77673412486910809 1.3129623008135238 16.756286347284913 3.0429143626242894 2.6234415993094427 2.2413450516760349 4.8846410606056452 4.2237924039363852 4.0722642843611538 6.9866961913648993 1.9913141746073946 23.191573228687052 1.4797558411955831 3.9176110653206697 3.7207039454951873 2.3602122627198687 3.3631354859098792 3.0749022066593161 37.864604924339801 28.279969429597259 3.255876362323761 12.814535341196462 4.0847747125662863 1.3056266517378388 12.809557955944909 1.5129389858921047 0.44955671415664245
leaf_count=1089 144 54 197 5 115 164 40 9 38 32 30 32 195 43 131 8 41 52 38 43 21 255 165 15 384 207 47 283 150 7
internal_value=0.000256892 -0.000558009 0.000470714 -0.00188445 0.00103471 0.000308642 4.65997e-05 -0.000596141 0.000223294 -0.000396268 0.000436925 0.000159314 -0.000957158 -1.45484e-05 0.000632239 -0.00130442 0.000463384 8.7195e-05 0.000428741 -0.000766152 0.000518508 0.000383185 0.000809674 -0.000132744 0.000268881 -0.00154346 -0.000622889 -9.74148e-05 0.000382887 -0.00145343
internal_weight=228.97 13.6724 7.7004 5.97205 6.4656 215.298 70.7592 18.1827 9.74943 7.12599 144.539 59.6933 14.53 7.54333 84.8454 3.47107 68.0891 32.6356 28.9149 5.72335 45.1633 40.9395 35.4535 7.17349 52.5764 8.43332 4.34854 27.5866 14.777 1.9625
internal_count=4034 1460 366 1094 169 2574 1341 373 79 70 1233 584 278 83 649 51 485 264 212 81 306 276 221 56 968 294 87 824 541 157
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=16 16 6 20 17 10 5 0 20 18 21 19 21 3 21 16 17 23 23 10 16 3 2 23 20 17 3 12 22 3
split_gain=2.53128 2.13869 2.37296 1.97198 1.94439 2.7718 2.5591 1.60835 2.53619 4.66922 1.5011 2.07677 1.85196 1.49766 1.46026 1.42374 2.3782 2.14549 1.95952 1.37042 3.94629 1.75001 1.83581 2.47752 2.32536 2.05563 2.25972 1.88317 1.7583 1.62823
threshold=18.634956423400002 15.584963555600002 11.075258771650001 37.198331469900005 236.15709471040003 71.015621515800021 19.234448447350001 85.995710218650018 41.942745071500006 13.036600629150001 5.1185473364500007 12.551012654050002 4.5829628528000006 93.663192806700025 12.263428102400001 22.604947139800004 187.51563899930002 0.049900000000000007 -0.15572 64.407391431150018 20.894951138500005 91.017750006350013 123.74733359145002 0.088350000000000026 41.289992964000007 204.12988953870004 93.090551224900011 182.87454670205003 -0.080019999999999994 88.931506497100017
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -3 8 13 15 11 -7 -13 -2 -8 17 -17 18 -10 21 29 -9 23 -23 27 26 -26 -24 -28 -21
right_child=7 4 3 -5 -6 10 14 19 9 -11 -12 12 -14 -15 -16 16 -18 -19 -20 20 -22 22 24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0016332036561221832 -0.0011854638595843587 0.00097155262980343129 -0.001947179442776395 0.00050566903183144149 0.0012148903674954171 0.0015771079938253088 -0.0019951434113843589 0.0015875377440208625 0.00065062183254473182 -0.0025190662676828697 -0.00235773030727615 -0.0020752654082534386 0.0006870687328077395 0.00052838976501185398 0.001742705768176906 -0.0025422755714497101 0.00079854509523582097 0.0020173196483951167 -0.0028531801775514018 0.00021286338180683928 -0.0016202801539917154 0.0019565672015742054 -0.00017126375983521878 0.00032668757147668692 0.00063721315470842291 -0.0017173262103458173 -4.3571274079607907e-05 0.0013337724309435725 -0.0021116601529907377 0.0011341684418921612
leaf_weight=3.0252141385280984 2.6320208832621566 5.8052427642978781 1.637424767948686 31.184632962627802 2.4691685945726922 1.3689313982613365 2.9765729196951729 9.3244155496358854 2.4045789819210746 4.6031163472216567 5.3705886679817922 4.6376271772896871 1.5327403652481733 30.063107636291534 0.59531042794696976 2.0778335724025965 1.9705488942563532 3.1790679544210434 1.1061141090467579 37.929153010249138 4.8716968521475783 9.2836409807205218 5.3978320360183742 8.4613126516342145 16.649025507271297 3.0881447158753863 5.9079395364969969 14.672803141176699 2.913667753338812 11.981264151632784
leaf_count=908 18 66 95 516 38 16 360 75 45 152 273 167 20 255 18 43 15 17 41 339 41 96 25 45 71 57 35 84 31 72
internal_value=0.000257725 -0.000126991 0.000213125 0.000383301 -0.000619483 -0.000822712 7.87939e-05 0.00038833 4.75096e-05 -0.0006833 -0.00147752 -0.000850511 -0.00138909 0.000390421 -0.00137217 0.000103637 -0.000916132 0.000720762 -0.000453321 0.000513802 0.000251341 0.000703742 0.000579584 0.00117939 0.000360713 -3.86734e-05 0.000164852 0.000929005 -0.000726635 0.000434028
internal_weight=239.121 60.6035 35.8473 32.8221 24.7562 22.287 9.37713 178.517 48.0364 15.3413 12.9099 7.5393 6.17037 32.6951 3.57188 10.7381 4.04838 6.68976 3.51069 130.481 54.7821 75.6988 66.3744 17.745 48.6294 28.5588 25.4706 20.0706 8.82161 49.9104
internal_count=4034 2477 1519 611 958 920 444 1557 586 313 476 203 187 273 378 161 58 103 86 971 452 519 444 141 303 194 137 109 66 411
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=7 7 13 6 3 7 10 6 8 22 19 16 0 9 3 9 2 9 5 22 20 17 23 16 18 7 22 0 3 18
split_gain=0.36241 0.795407 0.750917 0.707792 0.702378 0.549171 0.692629 0.631994 0.544574 1.00364 0.537818 0.523254 0.861547 0.428712 1.17174 1.31974 1.06777 0.87903 0.841851 0.658179 0.987627 1.58231 0.834701 0.806992 0.626143 0.557099 1.9855 1.79051 1.67994 1.50764
threshold=22.061824394000002 21.946499523750003 105.33378955095002 15.51536251395 93.72771580185001 22.181995028450004 60.613977009100005 18.195425133200001 9.0429429770000009 -0.08786999999999999 13.051052998800001 22.704946905950003 85.495657006400009 186.68586460755003 93.846007959550022 187.45330412110005 189.28685862455004 185.90443620030001 22.692834890150003 -0.117885 41.827117825850003 193.46017548480003 0.085035000000000013 20.824951302200002 13.342238590850002 23.109894804950002 -0.086139999999999994 85.995710218650018 93.337889372900023 13.077716774800001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -2 -7 8 11 -10 -6 12 -8 16 25 -16 17 18 19 22 23 -22 -14 24 -21 26 28 -28 -15 -29
right_child=5 -3 3 4 10 6 7 -9 9 -11 -12 -13 13 14 15 -17 -18 -19 -20 20 21 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.023840455765527645 0.013999954324773535 -0.038580788077638352 0.018014708761798406 -0.036155775644841549 -0.028843469010285425 -0.024111848715366164 -0.030611530301027864 0.022391562901483395 0.0051288854128420606 -0.03261975692673226 0.001081257463389084 0.011857465001243689 -0.031317552225847527 -0.0034322615814041295 0.025666487856903675 -0.032647143953289118 -0.032722091590783479 0.021516369258355802 0.021404265664461661 0.029280626327403546 -0.034943280352082412 0.024014691315642565 0.023731842558683824 0.010597493394986324 -0.042729085474043291 0.0019930814839604566 -0.029275981448236194 0.013366031785419449 0.020582150659832085 -0.014068562195218908
leaf_weight=1.165899756793803 2.8008191285771309 0.51044782248209308 1.564334166527259 0.48739517852663894 0.52355776124750075 0.87333862599916656 0.6922918891068538 1.1587895844131697 1.2264575464650991 1.0794597405474622 7.5417162747326074 3.8285426688380531 0.26748035793570757 6.1186987608671206 0.39548938442021508 1.5813277445267884 0.54333264263186798 3.0131473130313688 1.741064053494483 0.12646099925040966 1.5822725495308989 0.48474011232610781 1.3981505439151076 2.7045990452170372 0.44408579513765289 106.96865975727997 3.3091082300525141 2.6145086549222469 3.8806339483708143 4.3487199749797583
leaf_count=171 48 15 91 6 218 42 51 15 18 24 320 40 110 51 4 78 421 37 14 2 79 39 46 15 113 1841 37 17 23 48
internal_value=0.0011023 -0.00372048 -0.00214337 0.000357041 -0.00287265 0.0014736 0.0012403 0.00138839 0.00122433 -0.0125422 -0.000861308 0.00144169 0.00116129 0.00131671 0.000831786 -0.0209807 0.0064089 0.00821651 0.00363597 -0.000778506 -0.00566428 -0.0211169 0.0148916 0.0040882 -0.0267682 0.00117067 -0.00316901 -0.0119848 0.00588747 -0.0037676
internal_weight=164.976 11.7934 11.2829 10.117 8.55267 153.182 150.381 149.508 148.349 2.30592 8.06527 146.043 142.215 141.522 129.217 1.97682 12.3053 11.762 8.74885 7.00779 5.34216 2.06701 1.66563 3.27515 0.570547 127.24 20.2717 10.2723 9.99933 6.96323
internal_count=4034 821 806 635 544 3213 3165 3123 3108 42 538 3066 3026 2975 2099 82 876 455 418 404 248 118 156 130 115 2017 176 102 74 65
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=6 3 20 18 3 10 9 20 23 16 23 3 0 5 6 8 20 0 5 23 22 17 18 17 17 10 7 7 22 3
split_gain=2.2547 2.17149 3.09292 2.67056 2.02581 3.2392 1.91362 1.82671 1.72086 1.62678 1.5906 1.5813 1.53605 1.65245 1.51047 2.33013 1.4334 1.53853 1.38617 1.37811 1.96028 2.02209 2.07367 1.63503 2.38075 1.34493 1.32243 1.2088 1.76203 1.32435
threshold=14.845346859150002 93.281431752200021 41.942745071500006 13.036600629150001 83.538459487450012 69.64719632740001 95.611857730950007 33.708131650200009 -0.10747999999999999 22.584947186600004 0.080770000000000022 84.812788641250009 97.878695155250014 14.050239455300002 14.745344522600002 7.943800736700001 42.599563320500003 100.27142289135001 20.305669781650003 0.09013000000000003 -0.087234999999999993 194.36188291790003 13.893471991850001 191.37184185705004 196.70243143610003 69.563854125350005 24.268610899850003 22.516377366000004 -0.12546499999999997 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 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 10 6 27 8 25 -3 -7 -1 -5 -2 14 -10 16 15 -9 -14 -18 -8 20 23 -22 -23 -12 -25 -6 -24 28 29 -4
right_child=1 2 3 9 5 7 18 11 12 -11 19 -13 13 -15 -16 -17 17 -19 -20 -21 21 22 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025719404138973153 0.0013668386801025186 -0.0024183312024486478 0.00099349252937920639 -0.00059156387519223935 5.7740427585433712e-06 0.0026823643769352799 0.0018982855254520636 0.00087924360544124373 0.00068198577962295611 -0.0027750638624950809 0.0022752749168987608 -0.0024764344200649139 0.00070695283891995331 -0.00075067303266170558 0.0013764184256827112 -0.0026923092776927273 0.0011329755321623973 -0.0026400240853056613 0.00040005040571391667 0.00079975857804880242 -0.0027400169678588608 0.0013262582537533765 -0.0030733976376398162 -0.0017751424783078262 0.00079311233567125458 0.0024809813568163431 -0.00015872019941657643 0.0015918651860069443 -0.0020127772611324372 -0.0025556425263908618
leaf_weight=1.2592342244315649 16.488146472722292 1.2869244702742424 4.0678806281648585 3.5923090025316915 8.3589569872128777 0.5848430551122864 3.8908927068114272 1.6104550024028847 25.508894630358554 4.2578859442146495 2.749798052012923 6.3002636550809257 13.478270341933245 13.105317953362826 1.4346491694450376 2.9609604934230447 0.98898436152376179 1.6415313007892107 37.634151427075267 41.393523989245296 2.2904610009863955 3.0258191656321287 1.4976451061666014 2.6347115933895102 9.4673224436119181 1.4747017072513706 2.1869305297732353 2.351612928789109 2.4818498719832869 0.70432602462824423
leaf_count=195 170 275 75 49 193 3 30 50 171 150 20 302 583 272 9 107 27 393 276 274 28 18 30 15 65 7 30 23 139 55
internal_value=0.000270141 0.000449955 0.000105825 -0.000741959 -5.42783e-05 -0.000656006 0.000451495 -0.00144398 0.000189981 -0.00177588 0.000703704 -0.00164008 0.000253535 -0.000120575 -0.000762756 -0.00143409 0.000392042 -0.0012215 0.000540435 0.000536126 7.86224e-05 -0.000801352 -0.000139627 0.000611925 0.000233982 0.000376968 -0.00134343 0.000103006 -0.000379651 0.000469679
internal_weight=220.709 142.002 60.2678 17.4559 78.7071 22.7248 42.812 12.8912 55.9822 7.85019 81.7344 12.3063 54.723 29.2141 6.00606 4.57142 16.1088 2.63052 41.525 65.2462 23.8527 9.00086 6.71039 14.8518 12.102 9.83366 3.68458 9.60567 7.25406 4.77221
internal_count=4034 1722 1072 491 2312 671 581 471 1641 199 650 468 1446 1275 166 157 1003 420 306 480 206 106 78 100 80 200 60 292 269 130
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=6 23 22 5 9 8 16 20 22 17 18 9 4 20 7 2 10 3 16 20 15 18 22 22 16 0 5 5 13 17
split_gain=0.412814 0.374787 0.352813 0.344298 0.598062 0.641523 0.802356 0.910422 0.732254 0.643016 0.949914 1.00667 0.664824 0.674726 1.10808 1.15585 0.579313 1.42942 1.3373 1.10036 0.951053 1.54414 1.64183 1.49596 0.868731 0.915661 0.874619 1.65734 1.41078 1.22609
threshold=5.3251244207000008 0.4381000000000001 -0.62218499999999988 23.730745871350006 226.28914430085004 8.6432548896500023 22.794946695500006 40.206947806850003 -0.088224999999999984 199.20888372035003 13.405476405600002 206.57490536735003 376.36865522600004 48.226196960950006 22.977992916200005 114.12323913765002 64.407391431150018 91.017750006350013 20.894951138500005 41.975471476700008 43.030193406950012 13.946975448150001 -0.08786999999999999 -0.071864999999999998 22.544947280100004 86.420486603250012 20.305669781650003 21.500664456800006 117.49368567500001 188.19076296340003
decision_type=2 2 2 2 2 2 2 2 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 16 5 6 7 -5 -7 10 12 -12 13 14 15 -9 17 19 -18 -2 21 24 -23 -22 25 -19 -26 28 -28 -29
right_child=1 -3 -4 4 -6 8 -8 9 -10 -11 11 -13 -14 -15 -16 -17 18 20 -20 -21 23 22 -24 -25 26 -27 27 29 -30 -31
leaf_value=0.032548731362195271 0.036383806305434176 -0.019335368364527553 -0.036941566758926923 -0.028242785304088032 0.023901739675462101 -0.0037786070115643244 0.03698021761723265 0.025491229707685085 -0.039422910901233219 0.016362549791689461 -0.044299927432319988 0.010726934158332044 -0.036709364695849477 0.023947093591747761 0.0075726257359517123 -0.037567143345133995 0.0010889389900415279 -0.0024598942034947183 -0.021324124367687408 0.0053589342840569855 -0.0010075581191053599 0.0044671143307143859 -0.041593245437321652 0.036678414401714717 0.01392986349827021 0.021792786290133887 -0.029667357406162026 -0.0068229820449680189 -0.0039342596004799703 0.010795174488738032
leaf_weight=0.10848229708790313 2.9741636123508206 1.0798816811293352 0.5805850178367099 1.6059172488021474 0.99687907285988231 1.6425564594101163 0.65314738452434618 0.47121574911579633 1.2851621949812386 2.4408287212718269 1.283590817125513 0.61528433114290226 0.55078693578252647 1.6216248124837873 5.0645607634214684 1.5930332857242318 71.929167325004528 2.9625317480240465 3.492059636861085 2.7548527420731261 2.7049658801406622 1.8322653944778724 2.0528425560332826 2.5694652050733557 5.8547472152858964 5.6842827461659908 3.4780153483152381 7.2291401727125075 11.405586877837775 15.616601346409878
leaf_count=35 44 27 637 185 14 49 7 40 60 35 63 2 48 16 40 254 1803 49 40 31 26 14 48 24 46 80 28 69 86 134
internal_value=0.00131763 0.0014328 -0.0260015 0.00157093 -0.00279646 -0.00421006 -0.00140845 -0.00305295 -0.0194252 -8.7409e-05 -0.00367234 -0.0264698 0.000981844 0.00335428 -0.00133007 -0.0231725 0.00217835 0.0045686 5.11973e-05 0.0214652 0.00299179 0.00164211 -0.0198706 0.0173513 0.0032423 0.0134834 0.00121052 -0.000763237 -0.0099476 0.00522021
internal_weight=164.134 163.445 0.689067 162.365 19.8246 18.8277 15.9 15.2468 2.92772 13.6409 11.2001 1.89888 9.30122 8.75043 7.12881 2.06425 142.541 67.1195 75.4212 5.72902 61.3904 56.116 3.88511 5.27443 52.2309 8.64681 43.5841 37.7293 14.8836 22.8457
internal_count=4034 3362 672 3335 813 799 690 683 109 498 463 65 398 350 334 294 2522 679 1843 75 604 554 62 50 492 129 363 317 114 203
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=9 9 0 5 20 23 4 10 19 16 10 12 16 6 6 23 15 20 17 10 22 22 20 6 16 14 2 16 3 22
split_gain=1.20354 1.79055 2.25421 2.52967 1.67673 2.38397 1.8759 1.51449 2.2225 1.98275 1.75224 1.44398 1.27329 1.393 1.496 1.40757 1.39497 2.35279 2.52439 2.92171 1.901 2.60534 1.55448 1.59765 1.51947 1.47213 1.35111 1.22632 1.91157 1.19768
threshold=181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 47.709122305950011 0.091645000000000018 375.65892766775005 64.407391431150018 14.451165964200003 22.494947397000004 62.837331883000012 143.62136700335003 21.094950670800003 16.235379337050002 16.315381206250006 0.13377000000000003 30.046989284200006 35.419594101850009 197.91512403570002 65.611820673600008 -0.059424999999999999 -0.074349999999999986 39.792680591700012 12.165284239900002 17.684958644900004 271.76753865565007 188.47750099235003 22.664946999500003 94.972471916200007 -0.16276499999999997
decision_type=2 2 2 2 2 2 2 2 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 3 27 5 -1 29 9 12 -4 -11 -7 13 15 -15 16 20 -18 19 -19 21 22 25 24 -24 -9 -25 -3 -29 -6
right_child=1 2 7 -5 6 11 -8 8 -10 10 -12 -13 -14 14 -16 -17 17 18 -20 -21 -22 -23 23 26 -26 -27 -28 28 -30 -31
leaf_value=-0.0024052517623132695 0.0012736700768514937 -0.0032725396173506924 0.0018808545962321662 0.0019952126336324509 0.0019061296068858399 0.0015353949933294318 -0.0030076514764221201 -0.0022692400409484634 -0.002117346539199897 0.00035063070282556846 0.0023929735184387612 -0.0020234551580540507 -0.0026191153521195935 0.0030617121227012297 0.00035350971146594226 -0.0030608445445803843 0.0011455137495386383 0.0022659699033028128 -0.00015104431831450426 -0.0033031869473737884 0.00093992019383460853 -0.0034952963207760934 -0.0021474675251979204 0.00050605659972388845 0.0026688477953730506 0.00058109463278598723 0.0026901569695848716 0.00047195359719497202 -0.0027717613556882213 -0.0014091701898741496
leaf_weight=5.7441538248385786 15.307114551600533 2.6936570819234458 9.1583328936249 1.8662514546886075 4.6274450506898575 2.9376651694765314 0.98067619575886045 3.7258113466086789 3.5917784944176665 62.602300931699574 3.6279973313212386 1.3622845267236696 1.309081595391034 2.7966853305697432 4.1150989942252636 1.1258835845219426 5.7016385979950455 0.9055579230189349 10.76245550252497 5.0991406959947199 27.095038598054096 1.7606104707811017 2.8054510482470536 12.102729374077169 0.66063593327999104 2.4530476849758998 2.8581296168267718 3.3754822541959584 2.645426340168342 1.1012150492315402
leaf_count=1033 141 132 109 18 54 46 197 121 38 426 41 81 11 16 43 49 33 6 166 191 355 56 212 134 7 71 20 41 71 115
internal_value=0.000271957 0.00033664 0.000254603 -0.00102364 -0.000462174 -0.00120092 0.000643756 0.000336942 8.42569e-05 0.00063481 0.000462507 0.000407901 0.000176986 0.000220578 0.00144932 0.000110363 0.000157385 -0.000439977 -0.00097912 -0.00246331 0.000408444 -0.000137719 0.000102524 0.000518372 -0.00122948 -0.00113764 0.000923308 -0.00167014 -0.000953248 0.00126883
internal_weight=206.899 190.145 174.838 10.5808 16.7534 10.0441 6.70934 164.257 88.8688 75.3886 66.2303 4.29995 85.277 83.9679 6.91178 77.0561 75.9302 22.4688 16.7672 6.0047 53.4615 26.3664 24.6058 18.4269 3.46609 6.17886 14.9609 8.71457 6.02091 5.72866
internal_count=4034 2508 2367 262 1526 1160 366 2105 1529 576 467 127 1491 1480 59 1421 1372 396 363 197 976 621 565 373 219 192 154 244 112 169
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=6 3 10 10 23 9 23 3 6 0 7 23 22 4 21 3 14 5 23 22 23 15 9 17 17 3 21 13 6 12
split_gain=0.409617 0.995019 1.31789 1.17388 1.05844 1.4249 0.937545 0.802231 1.37938 1.07111 1.50617 0.982866 0.851945 0.795081 0.783872 0.721711 1.28452 1.27766 0.932722 0.996243 1.95805 1.67809 1.03991 1.58544 1.17855 1.00829 0.91019 0.805502 0.76966 1.85438
threshold=14.845346859150002 83.538459487450012 69.64719632740001 69.563854125350005 0.080515000000000017 202.67187917800004 -0.10747999999999999 86.272621406050021 15.155354102400002 94.047642319350018 24.437987282900004 0.43162500000000009 0.20949500000000004 393.99831167250005 2.2149533928000005 93.181958801350021 148.67011998770002 20.305669781650003 0.080770000000000022 -0.083424999999999985 0.097450000000000023 37.050691080100002 201.32298960505003 192.61429575720004 197.38773738110004 90.041839705000015 15.803805445550003 117.46680109370001 16.425383776450001 121.36065266065002
decision_type=2 2 2 2 2 2 2 2 2 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 5 14 -1 9 12 -2 -11 15 -9 -8 -4 16 -10 -17 -18 22 21 -21 23 -20 -25 -22 28 -23 29 -19
right_child=7 2 4 -5 -6 -7 13 8 11 10 -12 -13 -14 -15 -16 17 18 26 19 20 25 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.030615809301902677 0.020026360238722164 -0.0029260631288239671 0.018753188000648565 0.029074202728374219 -0.022283504268865859 -0.037085036889925434 0.0025000729548447123 -0.030902829545601727 -0.019647317305858912 0.01956132046900071 -0.024526957581666446 0.027345617830667707 0.0016128095017071374 -0.029800502035524999 -0.016587825694517049 0.018157583825944082 0.013905562586122581 -0.038101612001336237 0.014224821999994907 -0.03355364300879677 -0.0074295322899352659 0.0098376589876604525 0.015912940733048653 -0.01967999991230349 0.0056643720328788828 0.014111019905253751 0.01075511249310533 -0.012456164486104662 -0.0015177237159283053 -0.0031475988181706091
leaf_weight=0.74460890219051989 4.4645321387797585 6.0482352218677979 1.8118595549458394 1.1284514223225413 5.4811556119020679 0.72882021020632226 40.459009631973458 1.7393867097562172 1.7862581610679615 1.2396844178438189 1.3351880223490296 1.2541328482329834 1.0857961936853824 0.64224624844427936 0.73061808005149931 2.7934996187686911 8.3860581845510733 1.7053936782758672 4.9497449770569784 2.2131996518001023 2.5822036731988174 2.1641224147751927 7.6684039374813429 3.2226021438837051 2.8846610952168703 5.9725946933031082 4.2732709153206079 3.5501640122383833 35.167826916760532 4.8120095880585723
leaf_count=195 45 193 14 7 330 13 1139 34 16 9 33 12 21 307 114 32 138 41 46 50 24 19 63 18 25 48 52 36 854 106
internal_value=0.00103161 -0.000917061 -0.00704354 0.00210561 -0.0145455 -0.00158027 0.00141506 0.00210129 0.00142807 0.0114939 -0.00330045 0.00201553 -0.0184062 0.00199535 0.00859743 0.00167805 0.00429209 -0.000755187 0.00527301 0.00321684 -0.0019474 -0.0122602 0.00776245 0.00210981 -0.00770902 0.00760916 -0.00190476 -0.00401302 -0.00320256 -0.0122939
internal_weight=163.026 57.775 15.9291 7.17669 8.75245 3.2713 41.8459 105.251 98.2113 7.0394 2.57487 95.3861 2.82518 41.1013 2.54248 94.132 45.38 48.752 43.5938 35.2077 16.4823 7.92749 18.7254 11.057 6.10726 8.5548 45.9585 5.71429 41.6852 6.5174
internal_count=4034 2312 671 200 471 141 1641 1722 1635 87 42 1580 55 1446 128 1568 483 1085 467 329 177 105 152 89 43 72 1053 55 1001 147
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=17 2 2 22 22 8 8 9 20 22 22 19 23 23 7 5 23 22 6 23 20 20 23 20 4 16 6 22 23 18
split_gain=0.457476 0.390349 0.788995 0.98842 0.62917 0.520875 0.980765 0.931655 1.29613 0.723467 0.478747 1.27078 1.89743 2.23496 1.71886 1.12871 1.39195 1.04856 1.29015 1.16756 1.06847 1.63272 1.71458 1.30339 1.0849 1.05865 0.971241 1.29805 0.940267 1.36198
threshold=159.58247398035004 49.864842700850012 60.327272492300004 -0.11347 -0.053159999999999992 8.8430989333000021 8.7431769115000026 215.54845996915003 40.040005255000004 0.022350000000000005 -0.079634999999999997 14.351157895250003 0.087715000000000029 0.092075000000000032 23.271765593750004 21.454033346250004 0.081515000000000018 -0.08262499999999999 16.515385879350003 0.083495000000000028 40.844669808050007 36.491284729650012 0.10184000000000003 40.241071441700008 271.38025028115004 15.839962959300001 13.200308423050002 -0.10946499999999999 0.086030000000000009 14.493864790000002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 10 8 -7 -9 17 14 -13 -14 15 16 -12 19 -19 26 21 24 -23 -24 -21 -22 -4 -28 -27 -30
right_child=1 2 5 4 -6 7 -8 9 -10 -11 11 12 13 -15 -16 -17 -18 18 -20 20 25 22 23 -25 -26 28 27 -29 29 -31
leaf_value=-0.034515958925397563 0.011185797871238332 0.015658679553744555 -0.03414278035263818 -0.042469608459635474 -0.01149857535785122 -0.003048518642873014 0.014083055113005226 0.014904256549362817 -0.040535672283130618 -0.015334635764209785 0.0017460761423045987 0.021405118166597691 -0.02976786944757116 0.0070854854419118204 0.0026435462207233741 -0.0037119156840924547 -0.044376723684181663 -0.025988161527210563 0.0084516256133002256 0.024750717320967047 0.02127690365463308 -0.0025161487451756549 -0.043162257215249834 -0.00028785716009973661 -0.013620956869756208 0.015928611022322233 0.0031079324297035708 -0.01922792592001394 0.0039623368826760888 -0.020601801376988992
leaf_weight=0.37766531084343924 3.9543225467205039 0.93477995926514301 1.3633914933015976 1.0624063815921549 1.9439820799743743 2.4886842737905672 6.4012544318102291 2.4805866410024469 1.5787557795410974 1.2443068461725486 1.0203532440355041 8.4519891989766638 1.9822599636390794 13.199841540306805 38.343501288203697 4.3658720553212333 2.0868551206367556 3.4997640214642223 1.6889831044245509 3.0056704528688014 4.2595603115260046 11.996276176098034 2.21149854484247 1.1180328978225587 1.0382719973567871 5.4419555843924199 7.2641434345423477 4.3608998175477591 18.766439519706186 2.7047215930651864
leaf_count=262 41 19 551 33 31 29 62 49 63 28 46 147 36 118 775 157 61 130 12 85 121 196 63 16 54 58 410 89 212 80
internal_value=0.00106029 0.00114413 0.000890092 -0.0134061 -0.0224432 0.00125989 0.00169919 -0.00689042 -0.017599 0.0048029 0.00112546 0.00302036 0.00911545 0.00227371 -0.000123735 -0.0143223 -0.0292308 -0.000789611 -0.0147777 0.000352837 0.00257686 -0.00339237 -0.00821879 -0.0287653 0.0148989 0.00628595 -0.00830158 -0.00527091 0.00391332 0.000867993
internal_weight=160.637 160.259 156.305 3.94117 3.00639 152.364 144.572 7.79233 4.06744 3.72489 138.17 69.4507 23.6341 15.1821 45.8166 7.47308 3.10721 68.7196 5.18875 63.5309 50.5424 19.3698 15.3258 3.32953 4.04394 31.1727 12.9884 11.625 26.9131 21.4712
internal_count=4034 3772 3731 83 64 3648 3479 169 92 77 3417 1340 301 154 1039 264 107 2077 142 1935 885 414 275 79 139 471 1050 499 350 292
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=16 16 17 18 20 16 4 23 19 6 13 7 17 2 21 20 17 15 21 16 10 10 12 10 18 4 20 12 14 9
split_gain=1.97545 1.89168 2.29559 2.532 2.12194 2.11029 2.04965 1.76491 1.73258 1.57293 1.31352 2.10355 1.28236 1.26814 1.21002 1.75561 1.67135 1.20726 1.40709 1.56142 1.20949 1.65766 1.47649 1.15749 1.33038 1.06814 1.66216 3.19082 1.20135 1.00999
threshold=18.594956516900002 15.584963555600002 236.15709471040003 14.85568425095 38.244973486750006 13.564968279200002 195.50296729855003 0.11531000000000002 10.650859343850001 11.805275828400001 108.65403534205002 23.203497038450006 182.50770257345002 137.02423825130003 3.4801976177500005 40.206947806850003 181.79266834725004 46.074827201850006 15.285239689500001 23.044946110900003 60.613977009100005 58.167480110400007 335.9827356823501 70.389210771400016 13.919698996450002 310.49012963040008 42.686561923500008 251.89085751685002 332.05400081050004 188.63457064660003
decision_type=2 2 2 2 2 2 2 2 2 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 12 8 10 29 9 -6 -3 -12 -1 -8 -7 16 -16 20 19 -19 21 -2 25 24 -15 -22 27 -27 -29 -5
right_child=17 2 -4 7 5 14 13 -9 -10 -11 11 -13 -14 23 15 -17 -18 18 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-6.2812371495795654e-05 0.00016794872796921671 -0.0025631818576179253 0.0013369732144048495 3.4824459517371688e-05 -0.0023876118770225093 0.0013906306644877499 0.0017416042410263392 0.00083828711725541301 -0.0026141909613647202 0.0010643349354070089 -0.0026765242198660598 0.0026868357301676762 -0.0025661627585546278 -0.0014070118696523845 0.0010667574819007884 0.00070375339727227204 -0.0026109539025163321 -0.001574862256894165 0.0010100698933224674 0.0015043024695456633 0.00050898346243029779 -0.0023661787752938496 0.0018325833303165036 -0.0024830768088590308 0.0023513430405278702 -0.0022730666086059775 -0.0016925658607681543 0.0023856754539442115 0.00016540627893070841 -0.0025732250402117443
leaf_weight=2.3411650288035153 5.7020505000837138 2.3965040848124826 2.8219317225739351 0.93671714299125408 1.0133520031522523 9.6352040343917924 3.1899937158450484 1.174533423501998 2.0112565848103259 2.6440866592456587 0.76255114475497954 0.86758546531200409 2.2054815373849124 0.97340688330587077 1.0677388235926657 13.304988911200779 1.9171412480063734 5.2549567270325479 2.6271919952705503 1.1064043641090391 135.58941833209246 1.9132590549997983 4.4356670007109633 0.98541843611747015 1.1289370870217679 1.9071437045931796 3.1814439091831446 2.693350637331605 2.7167641799896955 6.8527451907284558
leaf_count=161 141 178 38 60 413 69 64 22 301 43 151 3 256 87 9 217 50 152 20 10 992 85 62 80 8 37 32 13 28 252
internal_value=0.000269317 -0.000104349 -0.000647452 -0.000938079 0.000227615 0.000444163 -0.000141575 -0.00185369 -0.000857888 0.000107918 -0.00145347 0.000177944 -0.00127713 0.000699893 0.000728866 0.000337442 -0.00129538 0.00039951 -0.000440318 -0.00103932 0.000447246 -0.000468722 0.000493586 -0.000376307 0.000611186 0.00045293 -0.000270989 0.000347093 0.00127074 -0.0022596
internal_weight=225.358 58.2307 22.0903 19.2684 36.1404 31.5938 10.3044 8.964 5.6687 3.65744 4.02664 1.63014 4.54665 6.27776 25.9251 16.2899 2.98488 167.128 8.98855 6.36136 158.139 7.61531 150.524 3.08776 2.10234 146.088 10.4987 7.31726 5.41011 7.78946
internal_count=4034 2462 943 905 1519 1102 571 334 757 456 332 154 417 239 345 276 59 1572 182 162 1390 226 1164 175 95 1102 110 78 41 312
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=6 3 10 10 23 9 23 23 3 6 17 6 0 20 22 22 13 10 20 22 0 6 17 10 17 7 21 2 2 7
split_gain=0.355059 0.83467 1.11443 1.04346 0.907737 1.25167 0.834998 0.765152 0.725659 1.12116 1.04788 0.749035 1.16292 1.20609 1.19677 1.42257 1.22309 1.16091 0.823434 0.810285 0.798402 1.34722 1.39321 1.10154 0.936488 0.94945 0.839813 1.02919 1.98445 1.41072
threshold=14.845346859150002 83.538459487450012 69.64719632740001 69.563854125350005 0.080515000000000017 202.67187917800004 -0.10747999999999999 0.13377000000000003 86.272621406050021 15.255356438950001 200.37850214585004 16.455384477450004 89.168090812600013 40.563919884450009 -0.059424999999999999 -0.06483499999999999 117.67112391160002 60.613977009100005 37.828051409500013 -0.059424999999999999 86.565663342300013 16.435384010100005 194.36188291790003 62.025417527550012 186.26099832155003 22.695144739300002 12.807913564700002 109.60702220095001 54.465024697200008 23.127267687200003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 -1 -8 10 -10 -2 20 13 17 15 -15 -16 -13 -19 -20 21 22 24 -23 -11 -26 27 28 -22 -29
right_child=8 2 4 -5 -6 -7 7 -9 9 11 -12 12 -14 14 16 -17 -18 18 19 -21 26 23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.036869614843040639 0.021816105465016274 -0.0034113553646921099 0.0098758482377311763 0.034296208852494146 -0.025477421064695076 -0.043671025726326487 0.0027116903248222018 -0.036579674200428305 -0.018712428918153029 0.020019547776293653 -0.0090647645711430785 -0.017094712898267091 -0.035226608539820466 -0.0020554501896758786 -0.021328534394463722 0.034339594642185278 0.013536362072909373 0.028509311948664982 -0.0018847844348655108 0.016012628606544149 -0.018283654368544254 -0.0083744783468001349 -0.036196573590294913 0.029033549126025793 -0.028204490081608309 -0.00030542496150471812 0.028933955858484108 -0.017135346368158395 0.028108340044353756 0.0075056440509891553
leaf_weight=0.67800850728417472 4.8942287527024737 5.9996674888825501 2.4433403513976359 1.0464896420016883 5.2431608010301716 0.6768845774931832 40.045553952830232 0.61097237777721503 3.2019152959110206 1.9136065253987897 1.8342472617514429 2.0404184132930849 1.1578905722126354 20.695849580282811 6.9458156186883588 1.3917015455663229 1.4824926974833941 2.6585356314317314 6.1039594896137714 6.182509226142427 1.4033878520131171 1.4594786825473409 1.6797537475358684 2.7694682693108916 1.9583608990069459 6.0774784262757748 2.3629005849361411 3.4436223320663002 5.5355906439945102 15.605133578414096
leaf_count=195 51 193 128 7 330 13 1399 47 67 57 36 137 24 386 215 13 38 85 56 44 12 20 39 39 35 59 19 27 103 160
internal_value=0.00111384 -0.0010987 -0.00802027 0.00218894 -0.0166215 -0.00174032 0.00148167 0.00212123 0.00233515 0.00156036 0.0133977 0.00225933 -0.000723556 0.000117489 -0.00402497 0.000237744 -0.015196 0.00755979 0.0109258 0.00712113 0.00554249 -0.000718713 -0.00684334 0.0161234 -0.00188767 -0.00710452 0.00904474 0.00723634 0.0187257 0.00305106
internal_weight=159.542 56.7441 15.4095 7.04616 8.36339 3.12022 41.3345 40.6565 102.798 96.0699 6.72848 92.868 48.6592 47.5013 30.5159 22.0876 8.42831 16.9854 14.945 12.2865 44.2088 15.8581 11.6292 4.22895 9.94945 8.03584 28.3506 25.9877 6.93898 19.0488
internal_count=4034 2312 671 200 471 141 1641 1446 1722 1635 87 1568 998 974 652 399 253 322 185 100 570 249 190 59 151 94 321 302 115 187
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=13 6 19 8 5 13 5 0 0 22 7 23 23 22 20 20 13 20 10 16 20 22 7 21 15 22 5 10 21 22
split_gain=1.70408 1.17352 1.39623 1.38396 1.04894 1.92909 3.73617 2.50246 2.38941 2.26311 2.04693 1.89781 1.73043 2.2063 2.82735 1.74345 1.54579 1.72075 1.87876 1.90953 2.21263 2.00878 2.41478 2.24772 1.63924 1.90439 1.60984 1.59082 2.07509 2.2413
threshold=98.050756475600011 13.200308423050002 12.551012654050002 7.2443465838000014 23.626838821450004 112.64908412395 20.769304081650002 90.407470010750018 91.937202686950016 -0.059424999999999999 20.873561687950005 0.083495000000000028 0.092650000000000024 -0.59502499999999992 35.509685375550013 38.244973486750006 113.97180552410002 38.478081868400004 63.705703859100005 22.454947490600002 42.198888176300009 -0.11347 22.516377366000004 5.2345280387500006 41.492094664050008 -0.071864999999999998 22.127107789600004 61.987779113750001 14.30537942105 -0.085584999999999994
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 8 16 10 11 -2 -10 15 -14 -15 -13 -7 -18 19 -19 24 -22 -23 26 27 -26 -24 28 29 -21
right_child=4 -3 3 -5 -6 7 -8 -9 9 -11 -12 12 13 14 -16 -17 17 18 -20 20 21 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0021935587855826245 0.0014779672172159251 0.00073958751341728351 0.0013585809637755185 -0.0024174473310030991 -9.6204466188218592e-05 -0.00073989064302472439 -0.0021092712356456833 0.0017298715090546851 -0.001212477703723178 0.00062771570556461904 -0.0024911508555138422 -0.0017694229855022506 0.0010755147569871399 0.0013522408378172431 -0.0012972057587475763 0.00070752993105284792 0.0013699005283128525 0.0020644617792984531 -0.0012368188940824136 0.00027079263501434911 0.0013717700626564658 -0.0024616010567977496 -0.0031288236951534099 0.00024587376267237282 0.00022406646927940037 0.0020222791830101774 -0.0003062170138514777 0.00071188480888778171 0.0013054746671016854 -0.0017517872121273811
leaf_weight=3.1679443837347199 0.76214656606316511 1.6580056395614517 1.3060630734544245 0.66216691210865963 31.247249840234872 4.8648811578750601 3.3662086557014836 7.1900053843855849 5.8796369311166918 37.8334961370565 2.5770457373000681 1.3873552363365913 3.4992312919348469 2.2100220536813167 10.421735703945158 17.679748438764364 9.0843931473791582 3.2125340923666945 3.0771459117531768 5.4072043504565945 3.3205161616206196 2.3089011292904642 1.7181452400982409 13.844216367229818 4.2772729620337486 7.0778786055743677 1.9561426527798174 29.209489714354277 3.2273300513625136 4.5819331035017958
leaf_count=1046 8 53 60 27 824 34 169 54 227 301 85 29 30 20 190 208 65 64 29 28 24 39 25 87 19 44 23 169 14 39
internal_value=0.000232809 -0.000816757 -0.00131916 8.82208e-05 0.000265043 0.000324461 8.77525e-05 0.00051866 0.000177669 0.000252267 -0.00158523 -9.35294e-05 9.33844e-05 -0.000419514 -0.000833665 0.000527303 0.000429036 0.000490645 0.000394663 0.000457306 0.000390191 -0.000159818 -0.000416315 -0.00014675 0.000626921 0.00134493 -0.0016261 0.000434749 -0.000177744 -0.000656948
internal_weight=228.016 6.79418 5.13617 1.96823 221.222 189.975 85.6166 104.358 82.2504 78.9112 3.33919 41.0777 35.1981 16.131 12.6318 19.0671 97.168 92.3031 83.2187 80.1416 76.929 23.1479 19.8274 17.5185 53.7811 11.3552 3.67429 42.426 13.2165 9.98914
internal_count=4034 1186 1133 87 2848 2024 1267 757 1098 1005 93 704 477 240 210 237 703 669 604 575 511 198 174 135 313 63 48 250 81 67
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=16 16 20 13 18 10 5 21 19 21 5 6 0 21 23 18 10 6 17 17 20 17 18 2 0 6 0 5 5 22
split_gain=2.6083 2.10441 2.34277 1.8551 1.78851 2.42992 2.1538 1.45181 1.80169 1.64129 1.41339 1.42891 1.81027 1.39055 1.35728 1.35379 2.00073 1.32252 1.21677 1.19359 1.63868 1.12777 1.11177 3.20544 3.09996 1.31299 1.95755 2.28187 1.32315 2.50752
threshold=18.634956423400002 15.584963555600002 38.244973486750006 98.255079293500017 18.273715221050001 71.015621515800021 19.234448447350001 5.7087410616000005 12.551012654050002 4.5829628528000006 23.626838821450004 16.395383075500003 86.329079026800017 12.263428102400001 0.081765000000000018 15.534338342150003 75.634392583900009 13.200308423050002 182.50770257345002 193.96328872865004 40.241071441700008 190.79440939600002 13.893471991850001 78.595990734650016 87.818484831100008 15.885371159150003 93.399723909900004 19.925387549600003 18.769588925400004 -0.061874999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 18 17 5 6 -3 8 -7 -10 14 -12 -13 -8 19 16 -5 -4 -1 21 -21 -2 -16 -24 -25 26 27 -26 -28 -30
right_child=10 4 3 15 -6 7 13 -9 9 -11 11 12 -14 -15 22 -17 -18 -19 -20 20 -22 -23 23 24 25 -27 28 -29 29 -31
leaf_value=-0.00013402533050458525 0.00085808849117106933 0.0010532606370382844 -0.0018246406108388953 0.00059920747820665617 0.002245467631576467 0.0015628038772063403 -0.0021884933305892445 -0.0024994340600265831 -0.002018131526193811 0.00027896776732242335 -0.0016825268912709699 -0.00017497549789917416 0.0014110687118771034 0.001875435116682959 0.00057741787869252683 0.0012060351468915374 -0.0017606699771151708 0.0010486057561124253 -0.0025601077876761099 0.00019788512978702129 0.0017648469644855375 -0.00053629547889838774 -0.0027732779583637878 -0.0018579984164978564 -0.002840043701235371 0.0013366412914857045 0.001001470176575983 0.00025358342758298024 -0.0028020054893146528 0.00078233162896447939
leaf_weight=2.2591855729115187 11.170077046379445 5.3896037407685125 2.9634824614622657 10.045904463506306 1.0863175545819093 1.3865334289148439 2.4200236077886079 4.5575015703798263 5.570807994110508 2.4359251535497606 2.6184176150709417 20.47128724236973 4.8501769565045825 0.56608627876266826 66.63076806627214 13.495489538414402 2.4313040128909043 1.2373425496043635 2.2465181058796588 4.9838499752804664 13.450803934596477 4.4076334014534941 2.0436029070988289 3.4383132383227339 2.2197778020054164 7.3797366693615905 12.059224760159852 3.1324011646211147 1.6267828033305702 3.071227151900529
leaf_count=161 70 66 804 119 17 17 360 267 179 34 55 386 28 18 439 108 35 36 256 38 139 33 49 51 42 51 80 30 38 28
internal_value=0.000286226 -0.000138659 0.000226388 0.000460837 -0.000679371 -0.000821682 0.000172178 -0.00141837 -0.000893853 -0.00131927 0.000437139 -4.09307e-05 0.000128822 -0.00141808 0.000535633 0.000693609 0.000139363 -0.000978333 -0.00134366 0.000939246 0.00134122 0.000463555 0.000400519 6.34718e-05 0.000239531 0.000484095 0.000199529 -0.00102948 0.000592068 -0.000458819
internal_weight=221.646 58.092 34.6792 30.1735 23.4128 22.3265 8.37571 13.9508 9.39327 8.00673 163.554 27.9399 25.3215 2.98611 135.614 25.9727 12.4772 4.20083 4.5057 34.0124 18.4347 15.5777 101.602 34.9711 32.9275 29.4892 22.1094 5.35218 16.7572 4.69801
internal_count=4034 2477 1519 1102 958 941 444 497 230 213 1557 469 414 378 1088 262 154 840 417 280 177 103 808 369 320 269 218 72 146 66
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=16 16 0 18 20 10 5 21 19 21 21 15 21 16 10 10 12 18 16 21 19 22 22 10 5 2 2 22 16 19
split_gain=2.46893 1.93578 2.29479 2.2043 1.72332 1.59133 2.22505 1.94116 1.52797 1.62257 1.49096 1.4486 1.9356 1.75553 1.47532 1.86219 1.69973 1.7174 2.34833 2.81791 1.85939 2.22975 2.51678 2.07515 1.99219 2.64835 1.41464 1.43837 1.38809 1.90704
threshold=18.594956516900002 15.584963555600002 103.33357670195001 18.273715221050001 38.244973486750006 71.015621515800021 19.234448447350001 5.7087410616000005 12.551012654050002 4.5829628528000006 12.263428102400001 46.074827201850006 15.285239689500001 23.044946110900003 60.613977009100005 58.167480110400007 335.9827356823501 13.843998451900001 22.654947022900004 11.065329869750002 14.251149826300002 -0.083424999999999985 0.010890000000000002 66.590419433100024 18.128874633450007 90.745765132650021 319.18044405035005 -0.23401999999999998 13.564968279200002 10.650859343850001
decision_type=2 2 2 2 2 2 2 2 2 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 -1 6 -3 8 -7 -10 -8 14 13 -13 15 26 17 -16 19 20 23 -22 -23 -19 -25 -26 27 -2 29 -6
right_child=11 3 -4 -5 28 7 10 -9 9 -11 -12 12 -14 -15 16 -17 -18 18 -20 -21 21 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00091038254416786772 -0.0012041846789135943 0.00086851313922498333 -0.0014703389536736657 0.0019238422963357195 0.00036905179033775831 0.0013767843063383575 -0.0020361449819653733 -0.0021113058683802852 -0.0015304780618548921 0.0004178286492485414 0.0014561882235843524 -0.0013419574097521794 0.0010019169504077389 0.0013370510319139874 0.00055616907565788915 -0.0019384961959190139 0.0015189091055958471 0.0017131525454398002 0.0021129147195022503 -0.0017354603008873039 0.00032269651564784823 -0.0022954091772783348 0.00012562273005641754 0.00070115428279768387 -0.0023621866200133606 4.0904286473920025e-05 -0.0020948571285976558 0.0010088206038844042 0.00066886812504628754 -0.0022229587285448231
leaf_weight=3.887559395749121 1.4915583725087342 4.5737441584933611 3.008092157309874 1.295519662555306 3.4010220933123518 1.3261593475472162 2.3151525970315565 4.8207637947052708 5.1324974284507334 2.4203502666205168 0.59030622197315086 5.9695348530076426 2.8197922161780298 1.1173272579908369 100.07843427965418 2.19615185004659 5.4650069121271363 4.0888054035603991 2.175887629389762 3.2484712610021225 6.9942584149539471 3.8554007299244386 2.8910657986998558 15.531649971380832 2.0831595920026293 11.538660459220408 0.95376497413963068 4.6632358930073661 24.754941709688865 1.6088238338415974
leaf_count=151 47 56 890 17 131 17 356 267 178 34 18 152 20 10 646 85 62 25 13 55 45 55 22 94 48 99 34 60 210 137
internal_value=0.000240323 -0.000106727 0.000171152 -0.000560004 0.000317881 -0.000711941 1.57727e-05 -0.00110923 -0.000565159 -0.000906133 -0.0013266 0.000356165 -0.000372653 -0.00091958 0.000399334 -0.000359708 0.000444048 0.000405526 0.000117853 3.14323e-05 0.000153598 -0.000453362 -0.00125792 0.000404485 0.000220943 -0.000326596 0.000128051 0.000472519 0.000478303 -0.000463327
internal_weight=236.297 59.1349 36.6604 22.4745 33.6523 21.179 7.4792 13.6998 8.87901 7.55285 2.90546 177.162 9.90665 7.08686 167.256 9.30471 157.951 152.486 52.4074 50.2315 46.983 13.7407 6.74647 33.2423 29.1535 13.6218 7.10856 6.15479 29.7648 5.00985
internal_count=4034 2462 1519 943 629 926 430 496 229 212 374 1572 182 162 1390 226 1164 1102 456 443 388 122 77 266 241 147 141 107 478 268
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=16 16 17 10 20 5 5 19 20 9 21 17 23 23 3 20 20 9 23 19 13 6 18 17 22 15 15 23 0 18
split_gain=1.20947 1.63616 1.91203 2.5297 1.60894 1.47429 1.3435 1.23255 1.80978 1.48284 1.06756 0.978272 0.909749 1.35852 1.43342 0.999294 0.946271 1.45464 1.41713 1.72233 1.56269 1.64125 1.31696 1.65022 1.30654 3.02725 2.79645 2.26654 2.0614 2.4099
threshold=18.634956423400002 15.584963555600002 236.15709471040003 71.015621515800021 37.198331469900005 19.234448447350001 11.270433591700002 12.551012654050002 41.035283712600005 188.63457064660003 12.263428102400001 162.13109061465002 0.080770000000000022 1.0000000180025095e-35 108.40938565220002 40.241071441700008 41.685324604100011 212.35746315350005 0.093325000000000033 14.551174033150001 117.67650082785001 16.565387047600002 12.909082926650003 181.44667750215004 -0.096529999999999991 39.296024648600003 39.296024648600003 0.12535000000000004 86.20003303655001 13.077716774800001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -3 -6 8 -5 -9 -7 -8 13 14 -2 -15 17 18 19 20 21 -14 23 -20 25 -18 27 -26 29 -28
right_child=12 2 -4 7 6 10 11 9 -10 -11 -12 -13 16 15 -16 -17 24 -19 22 -21 -22 -23 -24 -25 26 -27 28 -29 -30 -31
leaf_value=-0.0029365607871433956 0.0006243703042900508 0.0014009033243282466 0.0019267627783958669 0.0031405204681555451 -0.003402928840249632 -0.0029876726658783275 -0.0036339041443337054 0.00070536052787206814 -0.0035518878559314643 -0.0032290096987157278 0.0026904449837803503 0.00070100834586450536 -0.00070653313549231688 -0.00024467189734260627 -0.0028208179496681174 0.0021622150526269621 0.001555936180420653 0.0017039364384388461 0.0010092658060819276 0.0017277978429987182 -0.0032704590717883763 0.0021349515380944166 0.00098567679006217237 -0.0027185863625834028 -0.0023043322087491578 -0.002843758758603719 0.00082857082350141088 0.00060719684173169287 0.0016082579465811089 -0.0039897711514405958
leaf_weight=1.5822024897934159 19.590713200159374 4.632566030835739 2.3590851807966819 1.0357460062950838 0.94312884604733227 1.824144962069113 0.58338737877784552 1.2101796813949466 0.77677024813601736 8.0673532797954959 0.45432792755309481 28.984270579909207 16.962622276041667 2.2909071464091531 1.4229931477457274 10.961837716633452 9.9686543336138111 9.8868729341775161 2.6800781544297925 4.0283115282654753 2.2141583180055013 2.5715205967426291 33.146025289781392 2.5414147078990936 10.636820316314699 2.075636160792782 2.795522724511101 4.0575561905279747 8.2674559410661441 1.9257761352928353
leaf_count=311 185 66 38 11 618 360 60 95 44 326 18 530 192 28 97 152 83 90 26 40 32 15 235 25 116 43 44 21 55 78
internal_value=0.000288486 -0.000143976 -0.000878902 -0.00124659 0.00032227 0.000327328 0.000491264 -0.00222742 0.000272428 -0.0027158 -0.00185545 0.000615478 0.000441731 0.000915157 0.000391071 0.00174615 0.000299125 0.000520565 0.000338166 -0.000262866 -0.000631585 -0.000332473 0.000741959 -0.000805161 -0.000113523 0.000797721 -0.000509984 -0.00150037 0.000610458 -0.00113679
internal_weight=200.478 52.4532 20.3602 18.0011 32.093 6.91104 30.5108 11.09 1.81252 9.27753 2.27847 29.5677 148.025 34.2665 21.0137 13.2527 113.758 74.031 64.1441 25.7766 21.7483 19.5341 38.3675 5.22149 39.7274 12.0443 27.6831 14.6944 12.9888 4.7213
internal_count=4034 2477 958 920 1519 444 1208 476 55 421 378 590 1557 462 282 180 1095 655 565 279 239 207 286 51 440 126 314 137 177 122
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=16 2 23 5 16 17 6 20 18 7 5 13 3 15 5 21 13 23 9 22 20 9 22 17 18 23 5 0 2 9
split_gain=2.78345 3.02015 2.49876 2.32841 2.12944 1.9975 1.59725 2.50054 2.15677 1.58732 2.61586 2.23951 2.82285 3.09756 2.00996 1.63964 1.53479 1.53198 1.53061 1.5242 2.00138 1.48026 1.43044 2.18203 1.28639 1.28559 1.2695 1.23607 1.33723 1.87631
threshold=20.404952284350003 322.38159739250005 0.12535000000000004 23.730745871350006 19.974953289850003 162.13109061465002 16.465384711100004 38.804080188450008 13.777522434500002 19.078733418100004 20.769304081650002 109.34496908160001 83.939039748850021 29.037712645600003 18.160071980500003 6.088545839700001 117.67650082785001 -0.10747999999999999 221.38017838285003 -0.046635000000000003 38.334060527150008 66.346857137250012 0.22598000000000004 164.98791775435004 14.254777969200001 0.096885000000000013 18.492557862250003 103.48144189910001 186.79363985910004 206.36238950785003
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -1 16 -8 -9 -7 11 12 17 14 15 -14 -2 -11 21 20 24 -12 -21 -24 -19 26 -13 28 29 -22
right_child=3 -3 -4 -5 -6 9 7 8 -10 10 18 25 13 -15 -16 -17 -18 19 -20 22 27 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019929007142260816 0.0007614538666282281 -0.0020110209197907393 -0.0021050894343704074 -0.00014119870658732265 -0.0016219923018765711 0.0013068842744840203 0.001263928002393485 0.00018999200539240957 -0.0013569744525022524 -0.002006572310759245 0.00069322120076603124 0.00098876401215734658 0.00010737329899685396 -0.0020725547128057141 0.0012529743447445172 -0.0021954265049051896 -0.00070033647261297217 0.0021426696173179622 0.0015159456910809898 0.00080517626765034471 0.00043120977014499151 -0.0020695698290169092 0.0010490264477831671 -0.0021953518542258618 -0.0018441854114052947 0.0017327087367069074 -0.00032037210506332542 -0.0014421633699794279 0.0010370158411925846 -0.00076375339426129661
leaf_weight=1.5409386067331059 64.691509937867522 2.5974220447242251 1.8784350727219123 22.607367126038298 2.5147850969806305 4.1703386314329682 7.0574851073324671 32.28902039444074 3.5533926151692858 1.0724481400684371 0.84444680076558043 7.2447623014450055 2.771039193030445 4.2724222838878632 2.6626919112168252 1.8192569948732851 2.6558998152613631 0.32030302286147305 0.65680757258087386 20.65454188064907 13.739321364788347 3.7373776833992451 1.4498518407344811 1.4960865996545178 2.8030777461244725 4.2066857889294615 4.1313559487462044 1.6245394520810794 5.9719901060452676 7.0681971004232755
leaf_count=318 466 279 64 329 47 83 48 204 51 164 40 41 42 197 41 94 23 1 9 244 153 325 4 71 180 24 33 285 92 82
internal_value=0.000230373 -5.02833e-06 4.77879e-05 0.000409774 8.95767e-05 0.000135241 0.000522757 0.000238531 3.66268e-05 0.00017061 0.000117094 0.000198324 5.01038e-05 -0.000799542 -4.96657e-05 -0.000805288 0.000703807 0.000224347 -0.00117468 0.000267747 -3.38513e-06 -0.00156038 0.000629947 -0.000598622 -0.00143533 0.000842515 0.000513338 0.000154075 0.000250909 2.52875e-05
internal_weight=234.104 101.249 98.6517 132.855 96.7733 94.2585 110.247 42.8999 35.8424 92.7175 88.5472 83.3086 67.7258 11.5254 7.25299 4.5903 67.3474 56.2004 5.23863 55.1279 31.5274 4.58182 23.6005 2.94594 3.12338 15.5828 11.3761 28.404 26.7795 20.8075
internal_count=4034 2913 2634 1121 2570 2523 792 303 255 2205 2122 1748 1650 374 177 136 489 1276 374 1112 793 365 319 75 181 98 74 612 327 235
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=16 12 23 5 16 17 22 5 20 7 2 22 20 0 6 6 22 23 21 8 16 5 21 23 17 20 15 19 16 6
split_gain=2.00652 2.46873 1.97443 1.78747 1.6954 1.71045 1.68801 2.64473 2.54344 2.43947 1.76304 1.97838 1.595 1.58608 1.61435 1.58507 1.57666 1.82294 2.04829 1.39664 2.5105 1.38685 1.30059 1.16358 1.5214 1.13073 2.06583 1.5729 2.24712 1.42912
threshold=20.404952284350003 320.0928336514001 0.12535000000000004 23.730745871350006 19.974953289850003 162.13109061465002 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 186.79363985910004 -0.068964999999999985 34.466665687600006 92.313586825200005 14.845346859150002 16.395383075500003 -0.59260499999999994 0.10469000000000002 3.2025200283000004 8.2435668022500028 18.634956423400002 12.290720980000001 7.0441631297000011 0.081765000000000018 195.16372169425003 38.478081868400004 32.393814985100008 14.251149826300002 22.614947116400003 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 23 5 -1 8 13 9 12 11 16 -7 -8 22 -5 -10 18 -18 -20 -21 -12 -15 24 -2 29 -27 28 -28 -25
right_child=3 -3 -4 15 -6 6 7 -9 10 -11 21 -13 -14 14 -16 -17 17 -19 19 20 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.0025440274284507141 0.00050457024612641653 -0.0022665264177745728 -0.0026058100385050239 -0.0020035274117392926 -0.001929031797883469 0.0017115509910299305 -0.0019511081824686515 -0.0022731732842662528 0.0013024034761790902 -0.0025354816872257824 -0.0025858471900146716 -0.0031465855447291094 -0.0018329347311067895 0.00075299491522623995 0.0019567162365171898 6.2088667997171933e-05 0.0010108170106189083 -0.0030950354110746633 -8.3240589907539411e-05 -0.002749336758401034 0.00069964098692272168 0.0013305255917111772 -0.00089125961585636703 0.00011286635764381666 0.0017525620368534483 -0.0016473239450822469 0.0021597585799286653 0.0002444868339428252 -2.9541009796377638e-05 0.0017290077406787695
leaf_weight=1.3142554309888499 12.268710608594121 2.675470532354665 1.5569421157124441 2.4031910682097104 2.271934973075985 1.780604534549638 1.2315022721886624 1.7739269291050721 4.4899195134639731 4.3435578402713872 0.55151251706411031 1.191583810665185 1.225547697744332 26.417169590626148 5.8518182355910531 18.292558649438433 6.925189243804204 1.2125566315371532 12.398344314162388 3.4650813145562998 1.8515450563281772 8.2625133031979185 3.070334683317923 5.1392298713326436 10.253132805228232 2.8934676628559819 6.3817425873130542 51.685083252377808 4.6223359480500221 7.9963747747242451
leaf_count=316 84 360 64 50 47 80 49 141 57 222 130 36 91 325 38 279 137 19 355 132 15 163 136 32 132 36 38 390 24 56
internal_value=0.000260262 -2.54491e-06 6.38822e-05 0.000462561 0.000110257 0.000163294 0.000204647 0.000578192 -9.56488e-05 -0.00138941 0.000140019 -0.000124241 0.000266536 0.000716502 0.000809463 -0.000177771 -5.55074e-06 -0.000232707 -9.18503e-05 -0.000522908 -0.00154821 0.00108547 0.00058179 0.000593459 0.00107272 0.000456338 0.00032808 0.000419256 0.00124013 0.0010967
internal_weight=215.797 93.8613 91.1858 121.936 89.6289 87.357 86.0427 38.3448 47.698 7.34971 40.3482 31.5342 3.00615 36.5708 35.3393 20.6957 30.3426 25.8527 24.6402 17.715 5.31663 8.81403 29.4875 101.24 22.5218 78.7182 65.5826 62.6892 11.0041 13.1356
internal_count=4034 2913 2553 1121 2489 2442 2126 689 1437 393 1044 751 171 548 499 329 715 658 639 502 147 293 461 792 216 576 488 452 62 88
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=6 22 20 8 16 2 15 9 0 5 22 20 7 16 19 9 20 9 10 10 19 16 16 10 7 5 0 22 23 18
split_gain=0.424785 0.346399 0.333173 1.39436 1.10413 0.770914 0.805336 0.591422 1.06458 1.43317 0.920188 1.3983 1.20445 1.0741 0.798307 0.711038 0.861498 0.523144 0.518612 1.68894 1.33092 1.0195 0.901137 0.924232 1.3555 1.01712 1.36564 0.993041 1.07236 0.957818
threshold=5.3251244207000008 -0.62218499999999988 47.927946529500012 5.9453602998000008 21.094950670800003 253.13454704850002 25.186533201700005 186.68586460755003 85.732241321850012 29.996566321350006 -0.13125999999999996 42.434124620650003 22.105125139000005 22.604947139800004 14.351157895250003 187.45330412110005 40.00488309970001 185.44496129890004 64.407391431150018 62.837331883000012 14.451165964200003 22.494947397000004 21.094950670800003 66.964115113200009 23.032902590750002 20.769304081650002 91.937202686950016 -0.059424999999999999 0.083495000000000028 13.793345552600002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -7 10 9 15 -5 12 -12 -13 -14 -9 -17 -16 19 21 22 -10 23 24 -20 26 -25 28 -28 -30
right_child=2 -3 5 7 -6 6 -8 8 18 -11 11 13 14 -15 17 16 -18 -19 20 -21 -22 -23 -24 25 -26 -27 27 -29 29 -31
leaf_value=0.029127782007273183 -0.032845530821337711 -0.033662081368317921 0.018711396880826101 0.029054722421538969 0.020317406951439441 0.01137527093455486 -0.042058177935743617 0.021529254859444361 0.018784630903038377 0.020567272678968851 -0.010358712968279168 0.0082736086385942331 0.0037248737590943938 -0.035509188733012891 0.012735964985842988 -0.0092430133048359182 -0.034614254373593709 0.033620512521362222 -0.0073340470536951913 0.020849858025901048 -0.021946246234202202 0.00094956825127986576 -0.02790843360909576 -0.036951208385144207 0.021571206956485057 -0.024854726299654448 -0.018815519781451805 0.0052444877005616754 0.033909201770666995 -0.0018710541099166669
leaf_weight=0.10796210455009714 2.0589719983836399 0.58418559591518615 3.1057021885062559 1.8216819230583485 0.50442013144493092 0.67567879629495997 0.51588617265224457 0.44793728645890851 3.546755287796258 1.2334719616919754 2.4653219021856776 0.98346489761024658 3.6514998351631203 1.4204178499057887 2.4029594212770462 3.0916636027395725 2.5188974522752687 2.5789909176528454 2.5511390529572955 5.44523587450385 2.8300650715827933 52.927667259704322 1.1320548988878716 0.99535581935197015 4.9419659376144409 1.6951720938086499 3.9328632288088476 29.347171632616675 0.80238632112741726 23.532157249079319
leaf_count=35 708 637 47 43 5 17 32 6 70 18 20 15 37 41 18 43 195 34 23 80 38 426 11 32 47 72 257 426 6 595
internal_value=0.00130751 -0.023868 0.00141431 0.00117496 -0.0223842 0.0102625 -0.0117587 0.00156135 0.0009082 -0.0110743 0.0075698 0.00467121 0.00949428 -0.017597 0.0151634 -0.0175163 -0.0206336 0.0235472 0.00156182 0.0037212 -0.000301441 0.00206966 0.000587229 0.00106303 0.01173 -0.000262371 0.000448913 0.00109504 -0.00321291 -0.000691267
internal_weight=163.849 0.692148 163.157 158.86 2.56339 4.29727 1.19156 156.296 140.972 7.29197 15.3243 13.5027 11.0988 2.40388 8.63345 6.0585 5.61056 4.98195 133.68 61.9197 71.7603 56.4744 68.9303 67.7982 7.4931 60.3051 58.6099 57.6146 28.2674 24.3345
internal_count=4034 672 3362 3266 713 96 49 2553 2345 262 208 165 109 56 89 244 238 52 2083 576 1507 496 1469 1458 70 1388 1316 1284 858 601
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 7 21 19 21 8 7 0 13 16 23 20 22 23 5 6 0 23 23 5 20 22 23 9 5 16
split_gain=1.1064 1.46916 1.63662 1.42204 2.33196 1.70191 1.34244 1.55354 1.60752 1.30279 1.21857 1.26619 1.12473 1.01722 1.2141 1.91837 1.57113 1.00959 0.951365 1.21338 1.75306 0.859287 1.22227 1.05726 0.940929 4.01668 1.78772 0.93853 1.15593 1.38582
threshold=18.634956423400002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 22.356277907050004 5.1185473364500007 12.551012654050002 4.5829628528000006 3.1475436881500003 24.803880018200001 94.114853772600014 100.15850764985002 12.644970430600003 0.093580000000000024 41.827117825850003 -0.088224999999999984 0.093580000000000024 23.626838821450004 16.395383075500003 86.756543869550015 0.080515000000000017 1.0000000180025095e-35 21.850554661550003 42.779078631750004 -0.101395 0.10932000000000001 201.7576686733 20.182301868200003 18.734956189500004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -3 7 -5 12 -4 -7 -12 -9 17 -15 16 -16 -11 21 -20 -21 22 -2 24 27 -26 -27 28 29 -23
right_child=18 3 9 4 -6 10 -8 8 -10 13 11 -13 -14 14 15 -17 -18 -19 19 20 -22 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0027233582471166673 0.00046355042937789605 -0.0019607855537199436 -0.0031379913091439272 0.0021265822222641 0.0016351825204557351 0.0021962843403516624 -0.0032079513257841645 0.0019541232959085207 0.00096013173161233118 -0.0024560632270420489 0.0022638505321582706 -0.0031857916110417132 -0.0032990373180601901 0.0012297169787589025 -0.0035014097169124799 0.0022372936012631378 -5.2544370974062047e-05 0.00077256477332276075 -0.0021948012668481687 -0.00015936794696302736 0.002945755979532417 0.0017170128208864736 0.0017596592631519215 0.0008468467937390626 0.0019089389938232026 -0.0034584289701769639 1.9086707005563804e-06 0.0008197252661785912 0.00041350394407513286 -0.0011018704538896728
leaf_weight=1.5226402104017349 16.113574489951137 2.1013822589884539 0.87571678158565447 1.1514125093817691 2.0004645548760882 3.637066779541783 4.2420483790920116 0.4112274931976575 1.4617458358407018 1.8534774369036342 0.65049943979829528 0.93854048172943294 3.4374494426883757 17.379440585966226 1.7342585332226006 2.0977600133046508 3.795045585371553 1.6495531332911921 2.315985233057293 20.585037634009499 1.7801696956157673 1.8336915802210558 11.055126207880674 31.067300042137504 3.3444200120866299 3.7470102254301292 2.0992052517831326 21.368947854265571 24.457369337324053 10.997678026091306
leaf_count=311 117 347 497 16 38 23 273 12 20 334 7 67 155 203 47 14 49 64 55 402 12 14 140 228 37 66 13 190 166 117
internal_value=0.000283341 -9.91507e-05 0.000311273 -0.000732409 -0.00133984 0.000320753 -0.00189585 -0.00103448 -0.00171987 0.000468517 0.00123814 -0.000954892 -0.00273774 0.000579296 0.000791528 -0.000206954 -0.00113428 -0.000935724 0.000412575 -0.000126403 8.77859e-05 0.00051808 0.000990946 0.000388201 0.00017819 -0.000714909 -0.00221592 0.000318123 3.06708e-05 -0.000699033
internal_weight=201.705 50.9397 30.9079 20.0318 12.7043 7.32749 10.7039 6.46184 5.31042 29.3853 5.22611 1.58904 3.84868 28.5095 25.0065 7.62706 5.5293 3.50303 150.766 24.6812 22.3652 126.084 27.1687 98.9156 67.8483 9.19064 5.84622 58.6577 37.2887 12.8314
internal_count=4034 2477 1519 958 514 444 476 203 187 1208 97 74 167 711 313 110 96 398 1557 469 414 1088 257 831 603 116 79 487 297 131
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=16 16 18 10 20 7 21 6 23 7 0 22 5 16 3 20 18 16 23 23 22 9 18 16 22 13 15 16 18 16
split_gain=1.63078 1.56955 1.7668 2.02791 1.71806 1.69034 1.57543 1.53325 1.33376 1.29335 1.40446 1.06934 1.02374 1.24867 1.0059 2.99991 2.71933 1.81324 1.41753 1.64003 1.97758 2.05038 2.54992 1.68693 1.57864 1.36833 1.63715 1.31678 1.23258 1.78852
threshold=18.634956423400002 15.584963555600002 18.273715221050001 71.015621515800021 37.198331469900005 22.356277907050004 5.7087410616000005 11.075258771650001 0.083495000000000028 24.803880018200001 94.114853772600014 0.20949500000000004 13.154029769200003 15.404963976500001 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 0.080515000000000017 0.093325000000000033 0.070580000000000018 204.68881850780005 13.946975448150001 22.584947186600004 -0.026144999999999998 114.05514772615001 30.243446395250004 22.564947233300003 13.012604996900002 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -3 8 11 -5 -7 -11 -6 -9 -14 18 -16 28 27 25 20 21 22 23 -20 -24 26 -2 -18 29 -17
right_child=14 2 -4 6 7 9 -8 12 -10 10 -12 -13 13 -15 15 16 17 -19 19 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0023031421514948767 0.0012776734167762086 -0.0017271529089759104 0.0025105483996964331 -0.0028269027669613283 -0.0026907924456018055 0.0018998398092893672 -0.0027720787440832497 0.0021428800503721277 -0.00027785378442852707 0.0020310763720029525 -0.0027669399645093803 0.0019077546742447095 3.6209857434172849e-05 0.0012902599689428233 0.00051059426664146765 0.00066925881412689193 -0.0020967008685809706 -0.0030399632323956853 0.00093014765117268759 0.00078724552373679504 -0.0019769832063567042 0.00088554912942793876 -0.0024180689253266679 -0.0010537186010321081 0.00069566371280685327 0.0017321590276314195 -0.00078965457248978603 0.0010111457702590637 0.0022989721485077827 -0.0021164863224565227
leaf_weight=1.6970139206096053 6.5605647675693053 2.1280822107801276 1.118004289921372 1.7621952000190484 1.6811113172443612 3.5898602155502886 4.2397355075809164 2.4512986089102951 6.4750818650936708 0.68729417957365502 1.0267363204620776 0.42816073464928184 19.0858912190015 7.4494620561599723 41.915344495326281 4.7273441569414008 1.8520981578622004 4.2777846809476614 8.8642043471336383 37.339787440374494 3.0694486554712048 16.00212221685797 4.9224058487452567 4.2934593651443711 1.4145562779158343 12.18802799284458 4.2658998370170593 1.8280753865838051 1.568651291541755 2.3178270035423338
leaf_count=311 44 347 17 122 650 23 267 24 108 7 67 42 454 38 351 101 26 150 58 273 52 115 98 28 12 135 37 17 10 50
internal_value=0.000277265 -0.000113091 -0.000667099 -0.000845543 0.000242141 0.000228696 -0.00148542 0.000381046 -0.00082317 0.00101344 -0.000843025 -0.00175733 0.00053665 0.000388268 0.000410733 0.000140664 -0.000795008 -0.00188983 0.000570413 0.000399181 2.34578e-05 0.000196438 -0.000369217 0.000282795 -0.00172301 0.00113517 0.000463094 -0.000552921 0.000216449 -0.000247238
internal_weight=211.228 53.8199 21.027 19.909 32.7929 7.43197 12.477 31.0959 8.23728 5.30389 1.71403 2.10927 28.9867 26.5354 157.408 58.4871 16.5718 7.95796 98.9205 75.906 38.5662 35.4967 19.4946 13.1577 6.33696 23.0145 10.8265 3.68017 8.61382 7.04517
internal_count=4034 2477 958 941 1519 444 497 1208 230 97 74 692 516 492 1557 705 354 193 852 636 363 311 196 86 110 216 81 43 161 151
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=0 17 18 16 16 17 4 16 3 19 17 9 18 9 21 7 23 23 21 23 22 6 22 21 23 15 0 13 5 22
split_gain=0.441525 0.710831 0.39165 0.992137 0.580546 1.3677 0.412117 0.838365 1.67243 0.869283 0.694223 0.734404 0.969982 0.67673 0.654523 1.01954 0.934492 1.32025 2.28572 1.21678 1.10917 1.13461 0.990736 0.93296 0.764555 1.09654 0.732701 1.19661 1.07036 1.32627
threshold=103.48144189910001 241.79519611995002 17.323446153950005 12.604970524100002 17.684958644900004 211.67127343905003 244.52697497700004 22.654947022900004 92.324340657750014 14.651182102100002 208.33805927010005 219.21617201485003 15.788786379500001 215.54845996915003 7.2787589807000002 23.051546669900002 0.08481000000000001 0.09180000000000002 2.7968392888000007 0.10111000000000002 -0.041369999999999997 16.235379337050002 0.061925000000000015 4.797392351550001 -0.22900999999999999 40.974857724300008 97.878695155250014 105.33378955095002 21.991679690250006 -0.076484999999999984
decision_type=2 2 2 2 2 2 2 2 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 3 -1 5 -4 10 9 -9 14 11 12 13 -5 16 24 20 23 -19 -20 21 -8 -22 -18 25 -16 27 -17 29 -29
right_child=1 -3 4 6 -6 -7 7 8 -10 -11 -12 -13 -14 -15 15 26 17 18 19 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.028973730819320625 -0.028531651526670851 0.0065150127610375608 0.020105024812090592 0.0021876943684625075 0.028978892157891661 -0.024069009012440874 -0.022829625922476855 0.023382860469683981 -0.0011149348749593692 0.013425916263834129 -0.010317799898062686 -0.018309139740003481 0.016501332008007602 0.019294058789704322 0.010616866921332627 0.026682516525199713 -0.028001010226967746 0.0069704396028819286 -0.0045264753252472903 -0.038766992935738501 0.028679221553070497 0.0042776299811514758 0.00031866022962992853 -0.0061843888695130977 -0.021977223133333699 -0.024652332882680032 -0.014869826099159085 -0.02588288328596277 0.0083238398100677 0.00099369675928153876
leaf_weight=0.851905546252964 0.99005686547752592 0.830596340354532 1.4327845745719967 82.528283402934903 0.97020940110087384 0.88485234091058362 2.1339143723598681 3.2686581630259735 6.4997933456907049 2.7778094358509398 3.2100803075009017 1.2558567475061853 4.084596528846304 1.8452408064622421 2.068645281149657 1.7371634687879183 4.0094504063017657 6.0058625247329456 1.5749871126608925 1.6676235741470007 1.6745241902535801 2.7687288626329973 2.2571981862420216 2.4736298830539454 2.4576163019810364 1.0308261588215826 1.6458788240561251 1.863369341590446 10.477521457942201 6.2037308714352521
leaf_count=244 852 68 19 1473 16 35 62 43 114 27 66 30 37 25 50 63 129 93 34 29 27 55 20 39 108 11 86 49 80 50
internal_value=0.00113758 -0.0125431 0.00129165 0.00109353 0.0108351 0.00323979 0.00125614 -0.000457715 0.00708236 -0.00180108 0.00244754 0.0029043 0.00320547 0.00256181 -0.00261371 0.000348015 -0.00592734 -0.0100105 -0.00323452 -0.0221358 0.00134367 -0.00752102 0.0123974 -0.0196768 -0.0103402 -0.00111301 0.00305671 0.00451145 0.00243459 -0.00521436
internal_weight=163.481 1.82065 161.661 158.373 3.28785 2.31764 157.521 64.5969 9.76845 54.8285 92.9241 89.714 88.4581 84.3735 52.0507 27.4848 24.5659 15.7316 9.24847 3.24261 8.83437 4.90264 3.93172 6.48308 5.55709 3.09947 21.9277 20.2818 18.5446 8.0671
internal_count=4034 920 3114 3044 70 54 2800 1169 157 1012 1631 1565 1535 1498 985 497 488 324 156 63 164 117 47 168 169 61 328 242 179 99
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=16 19 20 17 18 6 17 19 12 4 18 21 21 5 21 6 10 6 23 10 10 22 15 21 16 0 13 22 2 15
split_gain=1.81587 1.66843 1.81293 1.57206 2.78276 1.34629 1.19451 1.07012 1.05217 1.29516 1.11998 1.07803 0.979464 0.967853 0.909502 0.901868 2.97155 1.31737 2.2349 1.2855 1.34571 1.00477 0.866968 1.49079 1.2958 0.871064 0.857665 1.13943 3.04279 1.47537
threshold=18.634956423400002 12.851036860900001 39.256147742250008 236.15709471040003 15.289002683150001 11.075258771650001 162.13109061465002 12.551012654050002 203.99417607120003 195.50296729855003 14.708525021850003 5.5824770163000013 11.628334000150002 13.154029769200003 3.3753071955500005 13.65531905435 78.10777406390001 13.78532209185 0.09914000000000002 78.527173532250018 80.468240302450013 -0.23783499999999999 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 117.60660091645001 -0.10051499999999999 86.324034997400005 41.29990759910001
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 -1 9 10 -4 -11 -13 -8 -9 16 -15 -17 21 -18 -21 -19 26 24 25 -24 -2 28 -28 -29
right_child=22 2 3 -5 -6 6 13 14 -10 11 -12 12 -14 15 -16 17 19 18 -20 20 -22 -23 23 -25 -26 -27 27 29 -30 -31
leaf_value=-0.002938221282845824 0.00061145396417801236 -0.0031482203851863409 -0.0023842182552777759 0.0015862526434306501 -0.0031774108243848493 -0.0030604180362981191 0.0020123636623512321 0.0026161983384254623 -0.0030153195415651693 0.0027234638924595149 0.00091144160086261371 -0.0021994970905551427 0.0018146533523776796 -0.0031432623377275737 -0.0029363770843373609 0.0022193979375198145 0.0025758280045019254 -0.0016648359629003631 -0.0032967901730960956 -0.0032548689679162339 0.00031097946822608493 0.00086840388447429113 -0.0031777047949430991 0.001370117873713756 0.0019185829309750773 -0.00073293370440460437 0.0011330179834698085 -0.00037237724677709492 -0.0029207003099477264 0.001042868992243922
leaf_weight=1.9221162729809287 115.51632170728408 2.5024648564867702 2.0400675320997821 2.4120402564294627 3.278363531571812 0.82788608761620608 2.8174224877730003 0.67713220161385812 0.89224375539924938 2.1740819835104048 1.4283490367233751 0.98807755380403228 0.9929363401606679 2.4589169969549429 0.37260093376971781 3.5661305868998197 1.7574263270944346 1.414326819940469 1.2932976754382242 0.97890001814812233 7.2378885266371071 13.01171446428634 2.1923026797594485 2.5220257327891886 0.87820634618401516 2.590440028347075 2.8205597456544664 11.765915438998492 3.2435408118180931 12.249795368174089
leaf_count=894 1033 135 180 48 129 172 33 10 89 28 6 46 18 158 59 22 14 31 29 23 139 214 115 20 10 37 32 118 110 82
internal_value=0.000289605 -0.00015529 -0.000908024 -0.000513405 -0.000942811 0.000172789 0.000327854 -0.00167242 -8.25428e-05 0.000260705 -0.00102701 0.00133561 -0.000187499 0.000409076 0.000645321 0.000266663 -0.000332784 0.00065312 0.000297791 0.000360076 -0.000113835 0.000620045 0.000448852 -0.00045518 -0.00126837 -0.00185356 0.000499662 7.03431e-05 -0.00103522 0.000349503
internal_weight=208.823 55.0444 16.7086 14.2062 11.7941 38.3358 35.3639 2.97185 8.51576 7.62351 3.46842 4.1551 1.98101 34.536 1.04973 31.7186 12.4331 19.2855 15.7193 9.97421 8.21679 14.426 153.779 8.18297 5.66095 4.78274 145.596 30.0798 6.0641 24.0157
internal_count=4034 2477 679 544 496 1798 835 963 367 278 186 92 64 663 69 630 334 296 274 176 162 245 1557 182 162 152 1375 342 142 200
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=16 5 18 6 22 5 20 14 9 10 5 0 3 13 20 6 10 2 21 16 16 6 9 21 9 2 21 20 21 15
split_gain=2.5949 2.0783 1.83486 1.8132 1.68372 1.63897 1.61257 2.05467 1.55009 1.40057 3.90224 2.54846 2.31401 1.54293 1.70197 2.10476 2.01869 3.57398 1.54988 1.33477 2.15002 2.03487 1.94724 1.87914 2.26315 1.45976 1.38918 1.59883 1.31036 1.7262
threshold=18.634956423400002 18.393720489900002 13.975517741000003 15.51536251395 -0.23783499999999999 23.626838821450004 38.244973486750006 179.09836080685002 226.28914430085004 66.964115113200009 20.769304081650002 90.407470010750018 87.732454170950021 113.97180552410002 38.478081868400004 16.455384477450004 62.025417527550012 179.86602224190003 1.1798413345000001 15.584963555600002 17.809958352600002 11.075258771650001 188.63457064660003 7.0441631297000011 200.52256857420005 186.79363985910004 7.2055597121000003 42.47354681640001 10.274034306750002 42.246988155050012
decision_type=2 2 2 2 2 2 2 2 2 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 4 -3 9 7 -1 -7 11 12 13 -11 -2 -15 18 28 -18 -16 21 22 -8 -21 -22 -25 26 -23 -28 29 -17
right_child=5 2 -4 -5 -6 8 19 -9 -10 10 -12 -13 -14 14 15 16 17 -19 -20 20 23 25 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00034175565586317384 -0.000595426936605652 -0.0024229216742817973 -0.0022565291992893135 -0.0016634791357539873 0.0014680695131048689 -0.00015609456417358205 -0.001416961333548103 -0.0020532743842019315 0.0017999580632968436 0.00049505330975276127 -0.0025022766272247013 0.0018093345758871423 -0.0015645506694765346 0.001437920014155737 0.0022214078632001111 -0.00021702677401978885 -1.5635447348914588e-06 -0.0027573036417211589 0.00070353464456765957 0.00027778957359813543 0.0013590354344435633 0.00062427700388269095 -0.0019146870600677695 0.0013116732885835563 -0.0024066725418086573 0.0017488991043089267 -0.0022573729641070781 0.0010836295525179815 0.0012259186037188235 0.0014418000986375853
leaf_weight=3.0896820924244812 5.1257330775260916 0.61939755326602641 3.4252843522990588 2.4915314717800356 2.6893918486312014 28.548772983253006 2.3449762916716308 3.4124540551565588 1.9599060751497734 31.351958226412535 2.3494843197986475 7.7290496900677672 2.6805979255586854 9.9091790057718736 3.2683299481868735 12.051753303036095 12.974606346338986 2.5490563735365859 44.627121489495039 2.9674105137819407 4.6528756644111127 19.778881924576133 4.8003067602403462 1.3068947716383266 1.7112893443554638 4.545900303986854 1.7077913305256509 1.0452960523543877 8.1190643608570081 3.7153069879859677
leaf_count=50 36 109 239 342 51 456 646 360 13 243 43 54 43 65 31 80 75 44 317 140 43 199 129 17 57 39 37 19 36 21
internal_value=0.00028807 -9.19659e-05 -0.00102177 -0.000292596 0.000739685 0.000418191 7.50382e-05 -0.000915205 -3.04359e-05 0.000511649 0.000149741 0.000631273 0.000332827 0.000542302 0.00060229 0.000507446 0.000143256 -0.000454069 0.000807113 0.000218562 -0.000288082 0.000484408 -0.00107712 0.000510898 -0.000796603 0.000649069 0.000427175 -0.000988856 0.000531459 0.000173855
internal_weight=237.549 60.5894 9.22561 5.80032 3.30879 176.96 51.3638 6.50214 30.5087 146.451 36.382 110.069 34.0326 102.34 97.2144 87.3052 39.4098 15.5237 47.8955 44.8616 15.4388 29.4228 7.76772 7.67106 3.01818 27.0779 22.532 2.75309 23.8861 15.7671
internal_count=4034 2477 741 502 160 1557 1736 410 469 1088 329 759 286 705 669 604 256 119 348 1326 386 940 269 117 74 294 255 56 137 101
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=16 16 20 5 17 18 4 23 2 16 15 20 15 16 21 22 23 20 3 13 4 8 9 23 21 13 2 5 20 22
split_gain=2.76511 2.29791 2.60084 2.21395 2.07801 2.13889 2.40213 1.96298 1.70315 1.50019 1.47229 1.63115 1.43959 1.49407 2.50875 1.66877 1.389 2.88168 1.33874 1.25703 1.94331 1.68012 1.1748 1.05162 2.00064 1.2289 1.71674 1.20404 1.46368 4.34049
threshold=18.594956516900002 15.584963555600002 37.198331469900005 11.270433591700002 236.15709471040003 14.85568425095 195.50296729855003 0.11531000000000002 137.02423825130003 13.564968279200002 18.019770707250004 41.741384785950011 45.169600924000008 22.824946625350005 7.1067965614000004 -0.063749999999999987 0.093735000000000027 41.092444989200011 82.213049629150021 117.99105042915001 160.10465189265003 10.142085217300002 188.63457064660003 0.081155000000000019 5.0750534271500012 112.36141910395001 63.548891378550003 21.850554661550003 42.753078181500008 -0.101395
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -3 22 -8 10 11 -5 19 14 15 -14 -11 18 -18 23 -21 -22 -7 24 25 26 -2 28 -25 -30
right_child=12 4 3 9 -6 7 8 -9 -10 16 -12 -13 13 -15 -16 -17 17 -19 -20 20 21 -23 -24 27 -26 -27 -28 -29 29 -31
leaf_value=-0.0017443406394513005 0.0014074505437095301 -0.0012726214284041882 -0.0018956944832566693 0.00068426908315654582 0.00099404888529286656 9.6312915058235533e-05 0.0013727371525972904 0.00077693032118144852 -0.00047458210194997735 0.00083557583085810028 -0.0020298005144788098 -0.0019656091211477066 -0.0022338425413878692 0.0014083012522687532 0.00018255924404826694 9.7157399618775847e-05 -0.0019438330823084468 0.001127020001458296 0.00041930863429276904 0.00087217758792647174 -0.0017428322208406027 0.00075158397507184532 -0.0020360991858477083 0.00032837297113819797 0.00025933482550766186 0.0015033911360584815 -0.00036935935596381754 0.00062055626342503794 0.0011993065961909161 -0.0012402126886140808
leaf_weight=2.2529376610764293 3.8136403486132648 4.5022635505301931 1.4952394497522608 3.5330625361530101 2.595291913021355 1.0116568693774732 3.4729539812542498 1.1963322930969296 3.3448074040934443 20.14646471710876 1.4835992387961594 1.0225888494751414 3.2012832567561396 1.7966687642037857 9.1793629338499141 1.5591833810321998 2.6351590084377672 3.4072889471426606 1.187104435637593 2.8509008716791859 3.3911364246159792 1.2660029567778108 6.8835385129787028 63.782175724394619 17.026800814317539 11.696487186942248 3.6173044741153717 39.228199955075979 3.7967338860034943 7.2342072855681163
leaf_count=311 17 332 618 67 38 60 64 22 175 177 87 166 95 13 88 26 55 28 10 37 124 12 252 476 157 132 30 243 39 83
internal_value=0.000236965 -0.000104325 0.000179778 0.00030395 -0.000563242 -0.000761249 -0.00022523 -0.00142866 0.000466439 0.000402378 -0.000431155 8.94615e-05 0.000355366 -0.000177527 -0.00038192 -0.00147038 0.000586259 -0.000108508 -0.0012099 0.000408541 -0.000329271 -0.00106475 -0.00176286 0.000445423 0.000720011 0.0011301 0.000542518 0.000358371 0.000220895 -0.000400556
internal_weight=233.61 60.1703 37.1634 34.9105 23.0068 20.4116 11.32 9.09153 6.81776 33.4153 6.03925 4.55565 173.44 15.7365 13.9398 4.76047 27.376 7.22955 3.82226 157.704 7.50804 4.65714 7.8952 150.196 36.1542 19.1274 7.43094 114.041 74.8131 11.0309
internal_count=4034 2462 1519 1208 943 905 571 334 239 590 320 233 1572 222 209 121 270 93 65 1350 173 136 312 1177 336 179 47 841 598 122
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=13 22 15 10 16 17 15 23 9 16 10 0 5 0 23 23 6 18 16 20 23 20 13 16 20 4 7 9 22 3
split_gain=0.441548 0.548425 0.478367 0.773079 0.463704 0.366615 0.343467 0.796123 0.414893 0.942328 0.397336 1.55679 1.22253 1.08703 1.04001 1.064 1.02067 0.760145 0.738325 1.71475 1.20012 1.1466 1.21832 1.4231 1.07965 1.39857 1.11946 1.54202 1.44554 1.06394
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 81.479100559500012 16.484961451000004 241.79519611995002 46.683480308100009 0.090390000000000012 206.57490536735003 22.584947186600004 66.590419433100024 90.407470010750018 20.769304081650002 91.937202686950016 0.12535000000000004 0.11379500000000002 16.235379337050002 13.545319032100002 20.784951395750003 47.927946529500012 0.10721500000000002 38.625745710700009 115.68166489510001 22.454947490600002 42.198888176300009 313.22340827140005 22.105125139000005 186.68586460755003 0.010890000000000002 93.394346993650018
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 -3 10 -8 9 -9 11 18 13 -12 15 17 -14 -15 19 20 -4 -20 -23 -24 25 26 -25 -28 -29 -26
right_child=2 5 3 4 -6 -7 7 8 -10 -11 12 -13 16 14 -16 -17 -18 -19 21 -21 -22 22 23 24 29 -27 27 28 -30 -31
leaf_value=-0.037525271153790715 0.025135100211928559 -0.038014112572082627 -0.035743133224094517 -0.038638138321875432 0.027530933948829245 0.040341741417003016 -0.029305724999753868 0.012570739800424344 0.019518948304961405 -0.0346769981979273 -0.023518173005333876 0.026455947002872144 -0.041774900718782211 0.025150465250784359 -0.02847479012224411 0.026769338595458325 0.010851994088892824 0.00078954476010241817 0.014981563526139495 0.013425729696633229 0.02087319161293345 -0.02339680419060941 0.030587863387457982 -0.019313215222655101 0.0012192697971306584 0.024843334575200667 0.021022243374381657 -0.00085680929105091572 0.025618653806805902 -0.016608322686310028
leaf_weight=0.81153960974916006 1.159234526217914 0.11568292714946438 2.935746901115635 0.94857843552017473 0.16634089313447475 0.25719562172889709 1.5607675754581567 1.3652612911537296 1.1992095177993176 0.9612162725534289 2.3524940448696716 3.8197548417374483 1.6461492520611494 1.7688181734411035 1.4755585463717569 2.3360077133402219 0.70266636973246921 52.93112058416591 10.230111531913279 2.5060047889128327 0.60308916959911574 2.4558667466044417 2.3787927650846532 2.8649147753603748 11.716667518019678 4.2049911161884657 6.2718047946691504 32.749638569075614 3.0089482897892585 7.2358972325455388
leaf_count=881 31 90 514 130 3 1 70 7 9 50 90 52 107 21 53 23 14 947 98 53 16 35 83 40 89 56 53 242 23 153
internal_value=0.00157493 -0.0206642 0.00173598 0.00156895 -0.028766 0.0160324 0.00177865 -0.00756949 0.00205281 -0.00695031 0.00208307 0.00360326 -0.000153031 0.000845638 0.0018252 0.00260908 -0.0260312 0.0015773 0.00262424 -0.00971067 -0.0260946 0.00352131 0.00191281 0.00279533 0.00182384 0.00468445 0.00279632 0.00430337 0.001371 -0.00558712
internal_weight=164.74 1.18442 163.556 162.396 1.11492 0.372879 161.281 5.08645 3.52569 2.32648 156.195 92.9822 63.2128 60.864 58.5115 57.0359 2.34882 54.6999 89.1625 6.04484 3.53884 83.1176 72.8875 70.4317 68.0529 49.1003 44.8953 42.0304 35.7586 18.9526
internal_count=4034 972 3062 3031 133 91 2898 136 66 57 2762 1507 1255 1134 1044 991 121 968 1455 583 530 872 774 739 656 414 358 318 265 242
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=6 22 16 15 18 15 19 16 20 20 9 17 9 19 17 22 23 5 9 9 20 20 21 7 23 6 6 7 10 15
split_gain=0.401373 0.327684 0.319357 1.33251 1.64584 1.56838 1.27271 1.10698 1.0077 1.08236 1.21452 0.716923 0.665174 1.03843 0.627017 0.603782 0.77388 1.51952 0.90318 0.730447 0.949971 0.764544 0.666383 0.596826 0.972071 0.59657 0.676047 0.591677 1.52697 2.14228
threshold=5.3251244207000008 -0.62218499999999988 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 18.734956189500004 39.458743938000005 41.243661560350013 190.49354742400001 162.13109061465002 213.27127849780001 13.251069136700002 236.15709471040003 -0.59502499999999992 0.093735000000000027 15.363313533450002 219.96883426190004 199.17419511990002 42.536568606950006 41.827117825850003 6.9459996152000008 23.604435110900003 0.084565000000000015 13.835323260100003 15.51536251395 25.297859295400006 69.999384342500022 27.063546193350003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 11 -4 -8 14 -11 -2 -6 -14 -10 -13 18 -18 19 23 21 22 -21 25 -25 -17 -27 28 -9 -30
right_child=2 -3 7 4 12 -7 8 27 9 10 -12 15 13 -15 -16 16 17 -19 -20 20 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.033472384210058222 -0.039805374836350285 -0.039008389549577374 0.029202360110012721 0.023677543693989986 -0.041224359546114926 0.027200447701750324 -0.0410601854807668 0.0023737268484480944 -0.0033149820864175395 0.016569165964074133 -0.040371043133395901 0.020137336068175648 -0.042237760294907598 0.026527451968408302 0.032228857883328618 -0.03823925723657385 0.0046387967568154278 -0.033706802372184631 -0.040324006300433438 0.018921164336447752 -0.011294606201801326 0.039367925580420675 -0.0044267842192019253 -0.056777421359938227 -0.0029422011104743746 0.02274659165998532 -0.037746545408873081 0.010771978226121496 0.034842419060669351 -0.026808217046809489
leaf_weight=0.10358151944819838 0.54079632379216747 0.55672392097039747 2.1494057993404558 0.97934760671341692 2.6371194506064062 2.9886087785707778 1.5663521271635525 100.61477934842696 2.7918685176409785 0.70944583852542598 2.0117706329328939 2.8027586662501554 0.6157748175319282 0.614113783929497 0.92516452225390811 0.34713893517620364 3.9004956780408966 2.3001845394028351 0.57481737749185313 5.950854749651624 2.0010068815026889 1.7559155320050184 2.4025936152611393 0.67161392254638519 1.5612775633344425 1.9053252601297574 0.29929246293613676 10.071600055787711 0.93628380820155044 5.0223816744983196
leaf_count=35 247 637 29 25 191 35 104 1283 92 61 111 59 39 10 26 110 116 62 70 89 33 18 39 107 41 43 118 80 8 116
internal_value=0.00147547 -0.0276384 0.0015944 -0.00117472 -0.0196525 0.00118141 -0.00103914 0.00259332 -0.0141437 -0.00759529 -0.0255262 0.00284392 -0.0306262 -0.00790159 0.00553183 0.00371516 0.00177065 -0.00958576 0.00580146 0.00737078 0.0122612 0.0169237 0.0122059 -0.00500727 -0.0191349 0.00735496 0.0145342 0.002103 0.00128375 -0.0171211
internal_weight=162.308 0.660305 161.648 42.8536 4.84636 38.0073 35.0187 118.794 8.0046 6.43825 2.72122 27.0141 3.86701 1.22989 3.71703 26.4733 23.6705 6.20068 17.4698 16.895 12.1104 10.1094 8.35345 4.78465 2.23289 2.55176 2.20462 116.645 106.573 5.95867
internal_count=4034 672 3362 1846 265 1581 1546 1516 394 290 172 1152 240 49 118 905 846 178 668 598 179 146 128 419 148 271 161 1487 1407 124
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=13 22 18 6 6 12 22 21 22 22 6 22 21 21 2 0 10 16 13 3 20 6 8 15 9 2 20 5 21 21
split_gain=0.404369 0.44913 0.416403 0.615219 1.42163 1.27989 1.0541 0.906346 0.702556 1.04175 0.93864 0.732024 0.677304 0.807435 0.994552 1.08541 1.70497 1.11828 1.38532 1.27743 1.11748 1.05223 0.897781 1.72241 0.872441 0.893375 0.84494 1.11665 2.22197 0.899433
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 13.65531905435 13.78532209185 212.86469446750002 -0.50001499999999999 5.2345280387500006 -0.58559499999999998 0.04932000000000001 11.865277230300002 0.11704500000000002 3.2025200283000004 3.8781687083500005 49.864842700850012 94.047642319350018 71.504920895500007 18.734956189500004 112.64908412395 89.356282881700011 38.179089776100007 15.115353167800002 8.1436447804000007 37.050691080100002 182.80199813410005 108.24034454255001 38.478081868400004 21.454033346250004 9.4408665581500006 5.4279412736500001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 8 7 -6 -2 10 -10 -11 -8 22 -15 17 -17 21 20 -20 -19 -16 -14 -24 -21 26 -26 28 29 -28
right_child=2 -3 -4 4 6 -7 12 -9 9 11 -12 -13 13 14 15 16 -18 18 19 24 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.031205768548560234 0.015350101814906047 0.012310733358357067 0.012025918374464692 0.016935650118001924 -0.022462361623652661 -0.027179473435724043 0.0050934812947391276 0.0056780802740567932 -0.0061221090349175503 0.010837107567830309 -0.032597946475215057 -0.0085747837907440162 0.009168624110217214 0.030146385841419359 0.029357501182525846 -0.026568040886377597 -0.00079018723206959556 0.003154585068520544 0.02296456622339196 -0.011255957159541202 -0.034498791006872254 -0.0092436109758536038 -0.039429663966183144 -0.0025146821725446681 0.029026006348673142 9.1349019120237531e-06 -0.00032244313266262622 0.019691621546694356 -0.023229405621654264 0.021809532593759541
leaf_weight=0.71641599541908252 2.0267488611862126 0.31623615730495658 3.2285200096666804 5.4372526849620035 3.1511646348517379 2.0004536225023903 36.432846668787533 1.5944556083995847 5.1866264502750692 4.9825886578764766 1.6273124648432711 2.8106893268995918 1.6841038430866309 1.068522986024617 2.4736895702080797 3.2748318677768102 8.623133509187026 1.2402512785047286 2.6122048236429682 4.7618899068329474 1.7691093953326342 0.88763147729332548 1.8847829662263391 3.0795717212022282 1.6711617931723584 41.953935082419775 3.7986872121691686 3.9497781433165065 2.6455808132886887 3.0724116899073124
leaf_count=881 27 91 74 41 127 177 768 28 195 35 128 112 38 8 35 175 95 12 32 123 40 161 60 47 20 378 26 33 31 36
internal_value=0.00109135 -0.0178794 0.00121462 0.000990442 0.00169536 -0.00419465 0.00106583 -0.0130076 -0.00143042 -0.00375871 -0.0124451 0.0038361 0.00159219 0.000181907 0.000991295 0.000614754 -0.00788536 0.00204247 0.00118954 0.00213112 -0.0189807 0.019164 -0.0100203 -0.0165299 0.00125128 0.00229448 0.00862833 0.00609702 0.000454752 0.00957387
internal_weight=159.963 1.03265 158.93 155.701 137.067 18.6344 131.63 4.74562 16.634 14.6072 6.81394 7.79328 126.884 90.4513 83.8028 82.7343 11.898 70.8363 67.475 64.4656 3.00936 3.36132 6.64846 4.96435 61.8534 57.0916 15.1376 13.4665 9.51668 6.8711
internal_count=4034 972 3062 2988 2314 674 2273 155 497 470 323 147 2118 1350 1205 1197 270 927 731 679 52 196 145 107 647 524 146 126 93 62
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 20 20 9 16 8 20 23 3 6 12 21 13 6 7 10 16 15 20 7 6 2 15 8 23 6
split_gain=2.15251 2.37636 2.85142 2.72866 1.93461 1.77505 1.93804 1.56987 1.55264 1.44269 1.43904 1.20168 1.89209 1.81246 1.61426 2.44257 1.61086 1.1992 2.14287 2.43938 1.70787 2.08193 1.47353 1.90464 1.832 1.69401 2.34361 2.19222 2.35379 1.69094
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 41.243661560350013 190.49354742400001 18.734956189500004 7.0445025401000008 47.927946529500012 0.080135000000000026 93.281431752200021 16.405383309150004 198.57093999515004 7.515317457250001 114.05514772615001 15.635365317800002 25.350214218950004 69.999384342500022 19.974953289850003 33.235275174000002 38.625745710700009 22.381996090050006 16.605387982250004 121.84632764400003 37.050691080100002 8.543332867800002 0.10335500000000002 16.575387281250006
decision_type=2 2 2 2 2 2 2 2 2 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 9 -6 -7 -8 -2 10 -1 12 16 -14 -15 -16 -10 18 19 20 -13 -22 -19 29 25 -25 27 28 -27 -24
right_child=8 2 -4 -5 5 6 7 -9 11 -11 -12 17 13 14 15 -17 -18 22 -20 -21 21 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0022175056294113978 0.0018489456481971917 0.001442885688695901 -0.0019260225568406759 0.0017152387366188712 -0.0024822633488554265 0.00049194582457842272 0.00018390027074630149 -0.0024098129824279696 0.00043701740090653252 0.00032663854973173542 0.00027777683207365643 0.00078704524393209522 -0.0028795048685067628 0.00084971087681546414 0.0009680430027262098 -0.0022800263333951297 0.0015738922235726683 0.00099777048364066857 0.00075954432742040797 -0.0021321174641905829 -0.002763995639666283 -0.00015580846250373126 -0.0023127998578260371 0.00094779412874458299 -0.00091957180834557678 -0.0032984029540048189 0.00041189042776012771 0.00082623905086064554 -0.0001924280992255275 -5.4118031653762544e-05
leaf_weight=2.2574013192352131 3.4106546668335787 1.4992635771632183 5.9099472292000428 4.4226501635275772 2.4489087100955649 5.3226702813990396 1.787187442590948 2.9348659699317068 10.667542818933727 33.618369287520181 2.1459152717288816 5.3494336865842396 0.93736917478963633 8.0323202710133028 2.0363775296136728 2.4019610523246229 13.365434668958185 14.865830795373766 7.9972805650904766 3.8702459707856169 1.9527974715456364 5.7353964112699032 2.4224514160305253 21.840004522353411 5.0265587891917667 2.4311588257551184 41.053711119922809 2.2049629203975201 2.223656140267849 4.5243468433618546
leaf_count=846 29 27 245 39 110 119 125 111 73 629 265 34 20 121 32 59 132 104 42 93 34 47 36 146 69 34 328 26 10 49
internal_value=0.000260116 -8.44684e-05 -0.00124432 7.19549e-05 -7.19157e-05 -0.000816751 -0.000410698 -0.00142815 0.000392446 0.000172831 -0.00100145 0.000361191 0.00070293 4.62974e-05 0.000266218 -0.000789763 0.00106927 0.000255881 -0.000170986 -0.000611119 -0.000159607 -0.000818287 0.000365942 0.000251015 0.000352529 0.000444199 0.00021465 -0.000965776 -0.00181464 -0.000841754
internal_weight=224.697 62.3472 7.40921 54.938 50.5153 12.4936 10.0447 4.72205 162.349 38.0217 4.40332 158.939 37.441 13.408 12.4707 4.43834 24.033 121.498 24.9052 16.9079 13.0376 7.68819 96.5927 81.7269 74.7801 69.7535 47.9135 6.85978 4.65481 6.9468
internal_count=4034 2516 272 2244 2205 465 355 236 1518 1740 1111 1489 437 232 212 91 205 1052 250 208 115 81 802 698 613 544 398 70 44 85
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=0 17 9 15 21 16 0 10 18 2 5 21 8 12 13 17 17 12 20 16 16 18 16 7 15 21 22 6 6 13
split_gain=0.38103 0.612009 0.547736 0.333385 0.876591 0.901448 0.545735 0.366664 1.15702 0.794424 0.652793 0.820661 0.650248 0.536034 1.74866 0.669191 0.974441 0.71057 1.4267 0.914368 0.84272 0.658955 0.466253 0.532753 0.492801 0.780412 0.575592 0.563952 1.09636 1.34481
threshold=103.48144189910001 241.79519611995002 218.72979271345005 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 60.613977009100005 11.928667296000002 319.18044405035005 29.026000224750003 0.89981818375000011 10.441851282850001 335.9827356823501 112.36141910395001 208.33805927010005 209.55094140555002 196.02356660640004 41.50623664750001 18.794956049200003 17.319959498400003 17.138111898250003 12.644970430600003 25.016749795550002 19.763739472850002 6.5119136755000007 -0.18231499999999998 14.745344522600002 14.515339148550002 109.96062599345002
decision_type=2 2 2 2 2 2 2 2 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 7 5 6 -5 8 9 10 11 -1 -10 15 -15 21 -17 19 -19 -18 -20 22 23 -9 25 -24 -27 28 -26 -30
right_child=1 2 -4 4 -6 -7 -8 13 12 -11 -12 -13 -14 14 -16 16 17 18 20 -21 -22 -23 24 -25 27 26 -28 -29 29 -31
leaf_value=0.021687252701083428 -0.035047631531338934 0.028421105158024186 -0.036118316731815182 -0.03749158908178845 0.012123772045330532 0.022126233678980169 -0.010454371950490246 0.0027562858913691879 -0.030794217962782418 -0.036200425841477639 0.02549909514637394 -0.036783513753282794 0.029169839454705925 -0.035671064328942681 0.030210409761978554 -0.040848270335781728 -0.031774818279923137 0.019927244154410557 0.013096243301805838 -9.2248051781506182e-05 -0.037225674401140642 0.026539053690898484 0.022839435152741169 -0.036896127590785116 5.5902481642039051e-05 0.017958375848248338 -0.038843894933087139 0.0033989389112995807 -0.038124308555714644 0.014019836857441582
leaf_weight=0.56217095302417852 0.86369488751006318 0.48784328947658651 0.22735963226296008 1.5336686507216648 2.0384126191493124 0.64461239334195841 2.0671353004872799 0.83210761953523504 2.1806930745078721 0.45237616635859002 1.8066834393248425 0.5702604361140402 0.23639502190053452 0.59849810974264928 2.3052680548280478 0.90297543865744856 1.8497483235551024 3.0309160030446947 0.60973058739909891 2.5625996757298708 1.101490097120404 1.3178549399599422 2.9684592811681791 0.76881156741001178 31.327182039443869 0.36990029684966463 0.48789381276583255 91.266702856111806 1.942058393848128 0.83370681107044209
leaf_count=10 852 26 42 115 20 10 37 115 202 26 95 89 3 92 50 33 78 53 17 17 37 18 44 103 512 19 29 1078 208 4
internal_value=0.00119484 -0.0155914 0.00790433 0.00136347 -0.0063869 -0.0152747 -0.0219702 0.00168625 -0.00677425 0.00616494 0.0126856 -0.00775697 -0.0249296 0.00202499 0.0166315 0.00172666 -0.00681261 -0.00345541 0.00577362 -0.0133742 -0.0192953 0.00237673 0.00213328 -0.016286 0.00236152 0.0145022 -0.0143495 0.00199099 -0.00177697 -0.0224627
internal_weight=158.747 1.5789 0.715203 157.168 6.28383 4.24542 3.6008 150.884 5.80858 3.39149 2.93911 1.13243 2.41709 145.076 2.90377 142.172 10.0575 9.15448 4.74214 4.41235 1.71122 132.115 130.797 1.60092 129.196 3.82625 0.857794 125.37 34.1029 2.77577
internal_count=4034 920 68 3114 182 162 152 2932 425 220 194 99 205 2507 142 2365 235 202 107 95 54 2130 2112 218 1894 92 48 1802 724 212
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 15 3 18 7 21 16 7 21 13 7 16 3 17 19 20 22 23 23 21 0 23 13 20 0 15
split_gain=2.40001 1.69637 1.72333 1.86455 1.93853 1.60725 1.59873 1.5683 2.23818 1.50388 1.6286 1.38419 1.36703 1.26806 1.43603 1.54357 1.13492 1.15136 2.39277 1.10072 1.08337 1.0553 1.0251 2.10761 1.65805 1.43336 1.91371 1.15934 1.02437 0.984944
threshold=18.634956423400002 12.851036860900001 39.256147742250008 41.243661560350013 190.49354742400001 46.074827201850006 76.927540944650019 15.625782642300001 24.876210878000006 15.285239689500001 23.044946110900003 22.649177329550003 6.8443800584500005 118.08514646370001 20.873561687950005 21.094950670800003 81.93344998355002 200.79056394860001 12.250988447150002 47.927946529500012 0.061925000000000015 0.085035000000000013 0.081155000000000019 3.0668791869500005 93.805681087600007 0.076835000000000028 116.00427987075001 40.720231579350006 86.329079026800017 40.974857724300008
decision_type=2 2 2 2 2 2 2 2 2 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 12 21 13 20 8 11 10 28 19 -4 22 15 -15 17 -9 -19 -8 -1 -5 23 24 -2 26 -25 -28 -7 -29
right_child=5 2 3 4 -6 9 7 16 -10 -11 -12 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23 -24 25 -26 -27 27 29 -30 -31
leaf_value=-0.0021138520894518637 0.0018194296449172784 -0.0022380200945066272 0.00072204668183400045 -0.0021124294167623528 -0.0017945676266990969 -0.0023383233416626689 -0.0020913800157935526 0.00083914464707335985 -0.0014669328104306874 0.00086370832566973839 0.0013234103211730087 0.00051710955801865155 -0.0016855533872013214 -0.0021065461339809092 -0.0014349313653068704 0.0013314822104890239 0.0020330647474312946 0.0014030608209143528 -0.0019392973687067591 0.0003298117179458214 0.00016357719868912002 0.0012823048114111927 0.00036526859549813141 -0.0016522253466713722 -0.00020666806232872315 0.0011669768167052214 0.0013475255872156934 0.00052768388392138447 -0.0005840428547720626 -0.00076912930548865164
leaf_weight=2.1389426281093615 9.8049340443685633 2.4617290039313984 6.2190412674099189 0.49772334308363531 5.2029075957834721 2.6487224745796976 1.7385147307941253 10.488039942632897 4.2102201582165426 2.6126889856532216 1.0885510444641111 12.630089779151602 1.1758513944223521 0.7150095291435713 3.2119131574872881 2.3383344933390617 2.3417931384174144 1.5816738177090877 2.0781237296760082 1.4390176184242589 1.4831357026559997 1.680071005830541 111.37185595510527 2.3159846900962355 2.0472173355519763 7.2402968429960302 3.6590550839900962 6.0810890425927919 2.9503861237317324 4.1193690747022629
leaf_count=744 115 135 119 101 258 115 367 136 102 20 10 156 35 77 70 20 22 17 42 50 162 31 862 31 13 60 20 75 37 32
internal_value=0.000245481 -0.000114507 -0.000651779 -0.000387499 -0.00111561 0.000372797 0.000116274 0.000245014 -0.000140188 -0.000453695 -0.000968369 0.000213179 0.000339218 0.000423068 -0.00047909 0.00052639 0.000712635 0.000494073 -0.000494813 -0.000994888 -0.00118131 0.000506456 0.000461613 0.000765859 0.00146946 0.000409722 7.0768e-05 0.000358688 -0.00141393 3.9768e-06
internal_weight=219.572 57.3669 17.2373 14.7756 7.3807 162.205 40.1296 36.5075 20.0178 9.30035 6.68766 15.8076 7.39489 152.905 6.26526 3.05334 16.4896 14.1478 3.6598 3.17753 3.62208 2.17779 146.64 35.2679 11.8522 23.4158 16.1755 13.8595 5.59911 10.2005
internal_count=4034 2477 679 544 390 1557 1798 892 675 182 162 573 154 1375 167 97 217 195 59 417 906 132 1208 346 128 218 158 127 152 107
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=13 22 15 16 5 15 10 18 20 15 21 6 20 6 22 20 4 9 17 4 22 10 23 23 16 21 17 17 12 8
split_gain=0.364099 0.387621 0.344501 0.356243 1.04552 0.587245 1.02021 0.44123 0.435536 1.00317 0.630696 0.597893 1.39122 1.29378 0.833482 1.53012 0.853602 1.54741 0.786561 0.744715 0.676555 1.5622 0.898315 0.667985 0.665436 0.592475 0.538481 1.62775 1.09098 0.787764
threshold=95.862351557400004 0.20949500000000004 14.022476987850002 14.184966829400002 13.716117217950002 19.763739472850002 76.599549052750021 13.154691941050002 35.419594101850009 35.517387705950007 1.0020322129000003 13.65531905435 39.861052345600008 13.78532209185 -0.30094499999999996 39.577821550850011 267.94697827110002 214.31567825310003 236.15709471040003 278.29044475435006 -0.16182999999999997 62.030794443850006 -0.10747999999999999 0.10721500000000002 22.644947046300004 11.798219863050003 182.20563699335005 183.49170501290004 81.514192512750014 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 6 -5 -6 9 10 -7 12 -10 -13 15 -15 17 23 19 -14 21 22 25 -17 -21 -16 -22 -28 -29 -30
right_child=2 -3 3 5 7 8 -8 -9 11 -11 -12 13 18 14 20 16 -18 -19 -20 24 26 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.037708523624769515 0.022745366054911943 0.012612469661383012 0.0053439191162883547 -0.021019282784650151 0.022640102981893354 0.0053571764936038609 0.028231928557676467 -0.03931313817347902 -0.039956291445867091 0.025815620775158237 -0.028649721907115816 0.019296313965326915 -0.0015402126998070073 -0.044798448886117462 0.02072581598639427 -0.049387180944689024 0.019089933591521779 0.034574887287544084 0.025969717552045773 -0.041788213476739243 0.0085967753593759223 0.032226472408555785 -0.031869069757087927 0.0041721637702210523 0.017467603455229956 -0.039299344547948777 -0.026849910331667119 -0.036231324288525928 0.0018587758616519531 -0.013602694753317464
leaf_weight=0.64106149276994884 1.0109844838734705 0.30483184619515669 2.5185111283208235 0.73491722752805744 0.17401483881985758 4.1108095659001247 2.4936145880492404 1.4309556046791838 1.5109842014498998 3.1168603003025055 0.89655308736837458 5.2659731600433579 8.6614096968551149 1.5113577293232072 1.3706868812441828 1.1640602562110878 1.6213034719694404 0.59315176494419564 1.1791533334180702 1.2126510861125996 10.579513992823207 2.9545669234357774 1.1050974621902998 0.43049617204815138 0.32413936033844937 0.26480196765623976 2.982695165090262 1.0676614474505175 91.793298800184857 4.6738164082635185
leaf_count=881 31 91 37 80 21 130 42 191 95 27 35 38 194 32 106 76 27 8 24 136 238 40 61 7 6 15 35 17 1231 82
internal_value=0.00123245 -0.0214916 0.00136957 0.00123082 -0.00942333 0.00152057 0.0170208 -0.032596 0.00118333 0.00945321 -0.000731655 0.000704343 -0.00683595 0.00146728 0.000698422 -0.0135219 -0.00111179 -0.0160832 -0.00243736 -0.00572189 0.00134622 0.0136957 -0.006282 -0.0349273 -0.02929 0.0110071 0.000713147 -0.000116609 0.000700918 0.00110967
internal_weight=157.7 0.945893 156.754 155.743 4.12348 151.62 3.22853 1.60497 148.391 8.12422 5.00736 140.267 12.8883 127.378 122.113 5.32037 3.80901 2.18771 11.3774 10.1982 116.792 5.69515 2.74059 1.59456 1.53679 1.63549 111.097 100.517 97.5348 96.4671
internal_count=4034 972 3062 3031 249 2782 122 212 2660 192 165 2468 455 2013 1975 150 118 91 360 336 1825 222 182 83 142 121 1603 1365 1330 1313
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=20 20 22 7 20 8 15 23 17 16 10 0 5 0 0 16 23 18 12 15 22 12 0 15 10 18 20 15 23 22
split_gain=0.363836 0.48322 0.904122 0.39423 0.39076 0.373866 0.36024 0.779112 0.428217 0.416026 0.387447 1.3473 1.26528 1.36564 1.95241 1.73038 1.01347 1.23665 0.920234 1.20804 0.744882 0.690325 0.839767 0.871296 0.823624 1.35203 0.872962 1.05823 1.19704 0.779591
threshold=32.051492741500006 34.654301448200009 0.17076500000000003 24.268610899850003 30.317390213800007 8.2435668022500028 46.683480308100009 0.090390000000000012 203.72643944000004 22.584947186600004 66.590419433100024 90.407470010750018 18.946524085150003 93.399723909900004 94.047642319350018 19.124955277500003 0.11531000000000002 13.565177112500001 216.55112120135001 35.83914456115 0.20949500000000004 69.826413229550027 94.625660817400004 28.862433654350003 71.015621515800021 14.366548389000002 40.80591513400001 19.215947067900004 0.09914000000000002 -0.10423499999999999
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -1 10 -8 9 -9 11 20 13 15 -15 -12 17 -14 -19 -20 -3 -16 23 -23 -24 -26 27 -27 29 -29
right_child=1 6 -4 -5 -6 -7 7 8 -10 -11 12 -13 16 14 21 -17 -18 18 19 -21 -22 22 24 -25 25 26 -28 28 -30 -31
leaf_value=-0.039808907277251032 0.036769093315849648 0.0014296096274942719 -0.020982436022846572 0.0075769919987488327 -0.051220066156459715 0.040560682070114575 -0.035012298264442313 0.005792467652126123 0.019826966294450507 -0.029902108772128424 0.011166562675841367 0.027397859462218909 0.022354352623796491 0.028743788361524615 0.026395078371743593 -0.049089162734327514 0.019250637309353349 -0.046062408171748594 0.018950624926752483 -0.042339192071359971 0.02587587555992911 0.0010048381871719625 0.017839286538037128 -0.047081737255847661 -0.044157598427916764 0.014711070153923807 0.0065527094214565089 -0.024777304336883452 -0.035521541520714135 -0.00050865920760022028
leaf_weight=0.1641737125137287 1.8302603319243642 82.99561795667978 0.84647503393352952 1.195044560547103 0.42660162042011507 0.20145503804087639 1.3603524444042694 1.1421244116500027 1.1642362251877783 0.92244640795979638 1.255366662400774 3.3955342082772395 0.77441607271612056 4.069105423288419 1.5107418335974205 1.8314234632998703 0.99657365900930006 2.8129169087842456 1.0269897365724321 0.98428289592266072 1.9947378472425032 1.1447802313923596 3.8882617609342551 1.2126955122512297 1.115187168084957 3.2273232556272005 16.894337827205163 2.5881206168705821 2.4504380807047701 10.306184450026192
leaf_count=119 63 1327 24 55 60 3 68 7 13 45 61 54 31 51 8 40 19 117 58 85 36 42 49 42 127 270 819 102 91 148
internal_value=0.00120576 0.0013424 0.0151328 0.0252377 -0.0255165 0.00447333 0.000988949 -0.00991754 0.000655319 -0.0101558 0.00133066 0.00297895 -0.00117732 0.000910705 0.00253642 -0.0245838 -0.0174802 -0.0240184 -0.0314626 -0.0110436 0.00200337 0.000131247 -0.000795215 -0.0237311 0.000540861 -0.00129779 4.98708e-05 -0.00586553 -0.0101932 -0.00537982
internal_weight=155.728 154.936 3.87178 3.0253 0.79223 0.365629 151.064 4.58916 3.22881 2.06457 146.475 88.3859 58.0891 51.494 48.4072 3.08679 6.59518 5.59861 4.82419 2.01127 84.9904 44.3381 42.8273 2.35748 40.4699 36.5816 35.4664 18.5721 15.3447 12.8943
internal_count=4034 3852 142 118 182 122 3710 133 65 52 3577 1417 2160 1850 1749 101 310 291 260 143 1363 1698 1690 84 1606 1557 1430 611 341 250
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=16 16 20 13 23 10 17 7 20 12 9 7 21 22 5 6 0 17 8 22 4 9 18 20 23 13 16 2 13 13
split_gain=2.42373 1.97607 2.09518 1.71095 1.61687 1.75179 2.17859 2.33698 1.80592 1.52681 1.42819 1.29053 1.21748 1.56949 1.20221 1.48395 2.48141 1.58397 1.07353 2.00172 1.37938 1.21785 2.94227 2.76977 2.50176 1.64726 2.02371 1.46274 1.46226 3.23969
threshold=18.634956423400002 15.584963555600002 37.198331469900005 98.050756475600011 0.083495000000000028 69.999384342500022 236.15709471040003 25.138824731100005 33.151194885250007 103.54784004735002 209.21153814325001 22.356277907050004 5.2345280387500006 -0.079634999999999997 23.626838821450004 16.405383309150004 86.329079026800017 203.72643944000004 8.8430989333000021 -0.084794999999999995 158.72209390785002 204.68881850780005 13.927976454650002 40.750688432250008 0.081965000000000024 109.49014582065001 18.874955862150003 90.745765132650021 112.64908412395 109.55466881580001
decision_type=2 2 2 2 2 2 2 2 2 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 10 -3 11 7 9 -9 -7 -4 -6 -11 -14 18 17 -17 -16 21 20 -20 22 -2 25 -25 26 -24 -27 29 -23
right_child=14 4 3 -5 5 6 -8 8 -10 12 -12 -13 13 -15 15 16 -18 -19 19 -21 -22 28 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0017941363980967209 0.00054520976839926084 -0.0014337214589777206 -0.0020100867692660167 0.00048469732919981977 -0.00064730927642450231 -0.0022517543895585078 0.0014981568141407076 0.0014551256328264204 -0.0020914017055464825 0.00094639243763133785 0.00026070898968039684 0.0020986811233574161 -0.0022086728576913542 0.00062242569702179566 -0.0020810791986100273 -0.00011028866381948115 0.0015351610179712546 0.00048573498604515968 0.0016235674821292168 -0.0012065425963232632 -0.00032517440531176653 0.00084340645656397683 0.00013100703023968591 0.00057753904627335544 -0.0020513036401016626 -0.00033426737548230678 -0.0023245966060223256 0.0012675221652909325 0.0011953762952844258 -0.00142597206802342
leaf_weight=1.8459522130433459 78.447239960543811 5.5782082885270965 1.997662819543623 27.603374492726289 0.96668662957381757 1.0476313708350042 1.7707203421741713 0.59326457977294911 5.0216843895614147 3.8798937585670501 2.0988554176001344 1.8292152881622312 1.356927905231714 1.5504081302788111 2.3853323222138019 20.092073715757582 4.0734314061701289 1.4156984612345693 2.4916708916425705 4.1092923302203399 2.9096753215417266 10.561032740399243 4.223161023110154 1.8740947991609562 4.6743618668988347 3.2479538172483426 1.7558218371123073 5.9960802793502808 16.575807105749846 2.980687139555811
leaf_count=311 534 487 747 320 99 37 23 6 196 33 141 9 32 36 58 377 21 13 15 45 25 67 49 14 78 22 38 41 121 39
internal_value=0.000238862 -0.000103091 0.000196719 0.000312651 -0.000529348 -0.000249338 -0.000506248 -0.000770136 -0.00171668 -9.17824e-05 -0.000846642 0.00114925 0.000241616 -0.00069892 0.000355297 -8.54471e-06 0.000167075 -0.00112507 0.000428058 -0.000195443 0.000573791 0.000473555 0.000371689 -0.000253543 -0.00129896 0.000196161 -0.000590119 0.000704723 0.000812523 0.00034389
internal_weight=224.954 57.1405 33.5458 31.6999 23.5946 18.0164 15.2205 13.4498 5.61495 7.83486 4.09652 2.7959 6.78723 2.90734 167.813 27.9665 24.1655 3.80103 139.847 9.51064 5.40135 130.336 100.219 21.7715 6.54846 15.223 5.97898 9.24403 30.1175 13.5417
internal_count=4034 2477 1519 1208 958 471 363 340 202 138 888 108 101 68 1557 469 398 71 1088 85 40 1003 776 242 92 150 87 63 227 106
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=16 15 20 14 3 20 18 22 13 4 17 21 21 5 2 6 9 21 15 9 7 8 9 19 20 16 17 23 23 23
split_gain=1.5205 1.90808 1.58444 1.24726 1.18492 2.03916 3.02254 1.52532 1.35806 1.14161 1.0999 1.15498 1.28915 1.21996 1.14746 1.44804 1.40271 1.57798 1.28076 1.05414 1.86694 2.49218 1.05967 1.03061 1.02237 0.997785 2.07471 1.24823 1.36006 0.922765
threshold=18.684956306450005 34.040719645900005 38.244973486750006 179.09836080685002 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 117.51519334005 393.99831167250005 162.13109061465002 3.3069203559500004 3.9632429946000003 10.726864994700001 188.47750099235003 12.165284239900002 206.54353961905005 8.2292317348500017 24.719476717350002 186.16747084260001 22.105125139000005 8.3434888241000014 191.98656730705002 12.751028791950002 39.749124837650008 22.604947139800004 187.51563899930002 -1.0000000180025095e-35 -0.15572 0.080135000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 23 29 8 25 -8 -6 10 -4 -12 24 -14 16 -16 -15 18 -18 20 21 -10 -21 -1 -13 27 -27 28 -7 -2
right_child=4 -3 9 -5 5 6 7 -9 19 -11 11 12 13 14 15 -17 17 -19 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00076802567425775215 0.00098332082727282748 -0.0027804394409824047 -0.0026160133490509383 -0.002057690893035596 0.0019725915763135057 0.00084038169919033992 0.0011232463517608308 -0.0028391426421927731 -0.0027391754240122692 -0.0025665446963469927 0.00080156827681013873 0.0018257970730076408 -0.002592846858529545 0.00035282247496001373 -0.0016192296275179606 0.0017052216429814342 -0.0017393071069612845 -0.002815042421029619 0.0010413857834871763 -0.0010851182868195823 0.0019304346120337893 0.0014841325596946955 0.00025210726133457188 -0.0026794114047145184 -0.0030007489629644271 -0.0027885994615385896 0.0010543810722229109 0.0021294241195482806 -0.0030782577868127704 0.00043119246422646218
leaf_weight=2.5091077177203256 23.362261810339987 1.5267620987724502 0.81266253687499457 3.7263460336980643 3.0658446587622192 1.787701049121097 0.6868645981885465 4.1881901735905576 1.550781779224055 0.90634277868957625 16.368617445230484 0.32936615124345081 0.97600065747974696 14.780226938892161 0.94798151729628344 4.9576396725024097 1.7773065301589657 2.0473999648820609 2.3185077221132815 4.702027095481756 5.0368398204445839 1.8745340853929517 15.349467234686015 0.6666554627008735 1.3980349828198084 1.7069159159436824 1.7061946429312227 2.4241219069808704 0.76955011766403902 86.311792359687388
leaf_count=53 217 90 256 471 21 43 13 149 68 310 320 3 274 294 56 102 35 62 28 38 22 10 126 41 121 43 15 16 41 696
internal_value=0.000284667 -6.30618e-05 1.30318e-05 -0.00109051 0.000410795 7.33078e-05 -0.000737389 -0.00228087 0.000413958 0.000172981 0.000226134 0.000276453 -1.4597e-05 0.000113746 0.000212208 0.00117157 -5.85727e-05 -0.00104837 -0.000165247 0.000246371 0.000975813 -0.000427933 -6.14689e-05 4.43405e-05 -0.00208046 0.000158978 -0.000867515 0.000862305 -0.000338849 0.000548804
internal_weight=210.572 56.049 54.5222 6.90211 154.523 44.849 13.2695 4.87505 31.5795 47.6201 46.7137 45.9011 29.5325 27.8051 26.8291 5.90562 20.9234 6.14321 4.09581 28.5137 8.46216 3.42532 20.0515 3.17576 1.7274 8.39448 3.41311 4.98137 2.55725 109.674
internal_count=4034 2516 2426 565 1518 605 320 162 285 1861 1551 1295 975 851 577 158 419 125 63 264 100 78 164 94 124 158 58 100 84 913
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=17 14 7 7 5 4 20 16 23 7 0 7 5 6 0 22 15 10 21 22 20 5 20 21 15 16 17 20 16 10
split_gain=0.427304 0.403249 0.391292 0.950647 0.987751 0.787307 0.805584 1.1631 0.904568 0.52946 1.14769 0.811853 0.706693 0.968924 1.20142 0.625209 1.5231 0.817832 0.616333 0.609276 0.62489 0.587895 0.521433 0.504807 1.09553 1.36511 1.19978 1.10666 0.832273 1.02023
threshold=159.58247398035004 121.25703220415001 22.061824394000002 20.873561687950005 22.649179082500002 377.6847677435 47.927946529500012 21.094950670800003 0.10721500000000002 22.721067571950005 85.732241321850012 22.747724408400003 20.444185446200006 16.375382608200002 89.415428960600011 -0.082334999999999992 42.493282152450007 61.982402197500001 4.837019638150001 0.26941000000000009 38.064633603500006 10.310231730000002 37.52517992975001 3.2025200283000004 44.190294328500009 22.624947093000003 199.72613295375004 42.522337019050006 20.959950986500004 67.074341896550024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 5 -5 6 7 8 -3 12 22 -12 18 14 -14 -15 17 -17 -4 21 -21 -13 -11 24 25 26 27 -23 29 -28
right_child=1 2 9 4 -6 -7 -8 -9 -10 10 11 19 13 15 -16 16 -18 -19 -20 20 -22 23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.036610639623120271 0.02332744934593417 -0.034859351004244463 0.0071571035285713392 -0.033268710037018964 -0.0027805732826281598 -0.035891873860358262 0.025697726919338089 0.025479505531631631 0.032399445210659045 0.010094980664410771 -0.025427778186318369 -0.035283702045370055 -0.043213529401268401 0.014641163090633806 0.0082737034125497516 -0.023489838414906202 0.025580986683244655 0.0026767207036261275 0.031202962534701964 0.00084038275325573457 -0.038708973268790227 0.0069600051546097746 -0.036373030576282113 0.00038336717688021801 -0.021325252755840785 0.02992546615334311 0.036294460764117284 0.033927799541228272 -0.023907514335515252 -0.0037438548079179413
leaf_weight=0.35544189351094146 0.96853799559175868 1.2507676557579528 2.8944215595547602 2.2127011706616031 2.9242171404548571 0.50107232019945502 2.0376845925857197 1.0050544440746305 0.29243848472833622 0.35939069092273612 1.3580287529621262 0.50856470827784406 1.1198403183370822 6.024503288208507 1.0325273350026689 2.599623919464646 2.0145824000937864 3.1092335563153028 2.2423876012326218 0.99368142560706363 0.90470058139180765 16.577605613361822 1.4063636870123444 83.8971508327013 1.7284920152742405 2.7674957290291777 0.83694251626729776 2.02392479404807 2.1207694243639699 7.6471288333414122
leaf_count=262 14 397 37 104 72 48 27 11 12 6 14 647 24 72 18 40 30 22 67 63 61 281 125 1203 44 41 8 60 41 183
internal_value=0.00109532 0.00118159 0.00104266 -0.00546591 -0.0159132 0.00508385 0.00956096 -0.0033426 -0.0221138 0.00150423 0.000641816 0.00104275 0.00655194 0.0029653 -0.0185142 0.00632811 -0.000156302 -0.00923866 0.0176539 0.0013423 -0.0180074 0.00165331 -0.0269152 0.00181305 0.00537203 0.00681527 0.00462542 0.00989421 -0.00461635 0.000205873
internal_weight=155.715 155.36 154.391 10.2239 5.13692 5.08702 4.58595 2.54826 1.54321 144.167 123.13 121.364 21.0371 15.9003 2.15237 13.7479 7.72344 5.70886 5.13681 120.006 1.89838 118.108 1.76575 117.6 33.7024 31.9739 29.2064 18.6015 10.6048 8.48407
internal_count=4034 3772 3758 671 176 495 447 420 409 3087 2777 2646 310 206 42 164 92 62 104 2632 124 2508 131 1861 658 614 573 341 232 191
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=0 17 20 22 3 18 7 17 15 4 17 21 7 15 15 7 8 16 5 9 17 18 6 20 15 3 6 22 0 20
split_gain=0.333957 0.552181 0.342472 0.852495 1.67367 1.82028 1.90503 1.60603 1.06639 1.18871 0.987201 1.31399 1.44346 1.50895 0.85532 0.782161 0.771027 0.767944 0.683391 0.675618 0.720584 0.720538 1.17675 1.29905 0.6705 0.61774 0.892835 0.810586 0.570058 1.21107
threshold=103.48144189910001 241.79519611995002 42.198888176300009 -0.11572 93.394346993650018 13.036600629150001 22.516377366000004 188.41589330430003 39.296024648600003 375.65892766775005 197.01076493205002 4.1620892039000008 23.9417051038 38.992510055900006 34.040719645900005 17.543892076850003 7.3442686056500008 22.574947209950004 21.042547594650003 186.68586460755003 187.77231677760003 12.909082926650003 21.760508430800005 39.861052345600008 31.233764884050004 108.40938565220002 13.755321390900002 -0.16276499999999997 85.732241321850012 37.999598532650005
decision_type=2 2 2 2 2 2 2 2 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 16 8 7 6 15 -5 9 14 17 -12 -13 -14 24 -6 -1 18 -9 20 -18 22 23 -21 25 26 27 -4 29 -23
right_child=1 -3 3 4 5 -7 -8 10 -10 -11 11 12 13 -15 -16 -17 19 -19 -20 21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.031600762366082898 -0.04121569886405211 0.0093302371739616332 0.011504092065497327 -0.041014634116420597 0.039240317036286512 -0.040946806677954757 0.031652876828464044 0.010412945536629734 -0.030356304298782295 -0.041942342305155034 -0.0412415533427112 -0.035559083733197501 -0.0047658866724912558 0.032676084352358581 0.041675675493040285 -0.043993120543940376 0.0032899846741757913 -0.0021119485171818882 0.038363712037764383 -0.0066939798162771111 0.024415862292035885 0.022558975991462879 0.020533865211027229 -0.053851394941414325 -0.046288285580440264 -0.022651643664766477 0.031502954160281697 -0.043774932351206775 0.0030703550201653653 -0.044775439973109045
leaf_weight=1.0746564121363906 0.78005839991419523 0.64680689465603791 1.975292980423544 1.4603655295359264 0.2157670343149215 3.9131744186161086 1.5780737656168637 3.7220698249002471 1.051700566895305 0.6090267279614644 1.4509558477438975 1.5706215631362273 5.731423540535614 2.542114719748497 1.7595235775224862 1.2836789771390611 6.0835423758253437 3.7636945769190788 2.3252544978167862 2.8097927328199139 4.6689221803098917 0.69935127347707648 1.3558362927287815 1.448397835018113 0.32914642966352392 0.71142637607408676 3.2018492285278626 0.55620399162580625 93.275260696129408 1.1650821160292251
leaf_count=371 852 68 104 99 14 155 18 76 27 117 44 27 90 23 19 116 46 21 57 28 57 10 20 35 58 50 112 88 1168 64
internal_value=0.00117464 -0.0183029 0.00135708 -0.00187051 -0.00534923 -0.0226426 0.000631774 7.95518e-06 0.00821576 0.0126529 0.00284637 -0.00530659 -1.00388e-05 0.00673848 0.0165493 -0.032016 0.00249671 0.0122326 0.0211603 0.00282533 0.0124632 0.00179677 -0.0122847 -0.0227343 0.0100227 0.0128987 0.0173099 -0.000641454 0.00262769 -0.0195182
internal_weight=153.759 1.42687 152.332 39.7514 29.5572 6.99069 3.07752 22.5665 10.1942 9.14247 21.1061 11.2951 9.84416 8.27354 8.53344 1.49945 112.581 9.81102 6.04732 111.506 10.7525 100.754 5.61403 4.25819 6.77392 6.44477 5.73335 2.5315 95.1397 1.86443
internal_count=4034 920 3114 1315 740 303 148 437 575 548 338 184 140 113 431 130 1799 154 133 1428 103 1325 83 63 412 354 304 192 1242 74
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 7 13 5 6 0 17 7 0 21 19 9 9 21 23 21 3 5 21 13 20 16 23 19 18 7
split_gain=1.80394 2.13618 1.70238 1.47532 2.17257 1.62918 1.4198 1.27669 1.3675 2.37049 1.40848 1.24988 1.36504 1.24744 1.55416 1.56653 1.13941 1.03794 1.01359 1.04855 1.14647 0.964172 2.12729 1.81435 1.1961 1.30167 0.958649 1.32874 0.938188 1.43354
threshold=18.634956423400002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 22.356277907050004 98.050756475600011 23.626838821450004 16.405383309150004 86.329079026800017 203.72643944000004 24.803880018200001 94.114853772600014 5.1185473364500007 12.551012654050002 188.63457064660003 209.21153814325001 4.5829628528000006 0.081155000000000019 3.0668791869500005 85.923121849150007 29.996566321350006 7.3575695755500012 117.60660091645001 38.121007182500009 22.584947186600004 0.076835000000000028 14.251149826300002 15.534338342150003 24.909276771700004
decision_type=2 2 2 2 2 2 2 2 2 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 5 13 -3 16 18 10 21 -9 -7 -13 14 -5 -16 -4 -17 19 20 -2 23 -23 -10 -25 -26 27 -21 29 -8
right_child=7 3 6 4 -6 11 28 8 9 -11 -12 12 -14 -15 15 17 -18 -19 -20 26 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0021858121797935452 -9.055050361203122e-05 -0.0016701838342875702 -0.0025009370487272089 0.0016874158729632805 0.0011072935877382076 0.0016972900446929238 0.00052054637698737468 -0.0026865241727997489 0.00034432421372252017 0.0018605295177813717 0.000534613476613059 0.001916640826704726 -0.0025744020865026969 -0.0025675811472380509 0.0011477777524750345 -0.002620012066983925 0.00026295609445565115 0.00052827333290303695 0.00039569968106439803 -0.0013077960115024654 0.0019409684322325344 0.0018901981870043435 -0.0018425911896509221 9.8230220438735313e-05 0.00021298949436661363 -0.0027107570587514471 0.001301418436650243 0.00058867520530331481 0.0010962354225033217 -0.0016160963677308486
leaf_weight=1.5054870053281799 1.9868510467931644 1.9859573818394007 1.5946131789751263 1.0791482292115668 1.9923008491750795 3.4588017534697428 11.214910391019659 2.1114695435389907 7.0119528863579088 3.7903911694884291 1.2273725774139164 0.63021582365036 1.0026219524443147 4.5364538080466446 1.0600068462954366 3.5998737905174494 1.8334086481772827 0.71822763234376896 100.90865477127954 2.6700400076806572 7.9198511149734259 2.9580111352261147 1.2384360143914817 2.1835908243665472 1.134410597849637 3.7449844828806818 6.8456350527703753 10.114901065826414 12.177176469471304 2.1377063924446693
leaf_count=311 13 347 747 16 38 23 164 58 106 21 13 7 67 273 24 154 141 9 820 26 107 41 53 58 24 95 59 63 117 39
internal_value=0.00028694 -0.000105693 0.000293322 -0.000711532 -0.00119023 0.000166783 0.00042221 0.000414236 -7.62249e-05 0.000139616 -0.00150242 0.000883278 -0.000841023 -0.00160659 -0.000931459 -0.00145695 -0.00102272 -0.00209636 0.000509739 0.000899332 0.00153353 -0.000217386 0.000788595 -0.00051732 -0.00137274 -0.00203102 0.000579278 0.000192611 0.000616229 0.000178477
internal_weight=206.373 50.5269 30.4633 20.0636 12.986 7.0776 28.9578 155.847 25.4006 22.0618 3.33884 5.09164 1.63284 10.9937 6.45726 5.37811 3.42802 4.3181 130.446 29.5373 9.9067 18.2714 4.19645 14.0749 7.06299 4.8794 19.6306 12.7849 25.5298 13.3526
internal_count=4034 2477 1519 958 514 444 1208 1557 469 398 71 97 74 476 203 187 888 163 1088 268 120 377 94 283 177 119 148 89 320 203
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=9 9 4 6 22 22 22 16 22 15 21 22 6 16 15 6 7 18 18 2 0 18 10 21 16 23 22 10 7 7
split_gain=0.324787 0.420919 0.591621 0.448145 0.890003 0.694032 0.503704 1.36195 1.14168 1.88221 1.14624 1.00898 1.50261 1.27751 0.986836 1.49778 0.940557 0.829762 1.60211 1.7001 1.19913 1.34598 0.901645 1.17065 1.20822 1.65692 0.800642 0.776374 0.959303 1.07317
threshold=233.77854820110002 223.29399794390005 273.85977434290004 18.335428404350001 -0.075639999999999999 -0.13734499999999997 -0.037054999999999998 22.654947022900004 -0.053159999999999992 28.862433654350003 18.593782865600001 -0.06483499999999999 14.865347326450001 22.634947069650003 42.493282152450007 16.395383075500003 22.977992916200005 13.4793103924 13.531614672700002 71.340832650850004 86.420486603250012 13.552878921100001 62.154463517850012 6.9459996152000008 20.784951395750003 0.092505000000000018 -0.054619999999999995 62.095317438950012 22.356277907050004 19.078733418100004
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 8 -8 10 -10 11 14 26 -14 17 -16 -17 22 -19 -20 -21 -22 27 24 25 -24 -13 28 29 -1
right_child=-2 2 -4 4 -6 -7 7 -9 9 -11 -12 12 13 -15 15 16 -18 18 19 20 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.012226496096283073 -0.021143096735961042 -0.005791885995119447 0.024618071003723884 -0.022255344751788836 -0.040357770314409881 0.027147654434119976 0.0018433449134237082 0.020502234963216598 0.0029708740831729599 -0.033557219261807644 -0.033206570324482085 -0.044797367907173764 0.031598752279415346 -0.00078184492886828032 -0.038100426001717307 -0.024727834757046051 0.0028449513762103572 -0.041010972587535104 -0.034064372984040837 -0.044581795174253432 0.038768671768412831 0.00089321625578544475 0.024686843196259998 -0.0039379023349565391 0.035747024751942219 -0.060300741044618217 0.003364300190703661 -0.017328069605997407 0.01001266983753067 -0.02149318916078034
leaf_weight=2.08023194107228 0.8805792880775688 1.3616700408456375 2.3319359876331873 0.7323417286388576 1.0449948337918602 0.79903979055234253 38.466140946484302 6.0887917999643824 4.0982101455228976 3.5268810065463185 1.3109389194760286 0.77271401051984856 4.7681251857429743 2.4934602174907923 2.0840912070125333 2.1781952747842279 7.0212518634507433 1.3477589411777433 1.9186030796263356 0.75087342764891118 1.3058792810188595 36.53225050504625 0.92360726883634725 2.5447667969565373 4.2368617560714483 0.46268404391594231 1.1603474098956192 2.3879871107637873 13.615869272325652 3.249568598519545
leaf_count=113 77 34 75 36 101 13 998 77 35 37 58 43 45 24 71 49 93 15 92 36 53 1333 79 40 56 7 7 21 92 224
internal_value=0.00105524 0.00118418 0.0134073 0.000878934 -0.0142759 0.00352201 0.0011476 0.00439323 -0.000287419 -0.0139247 0.000828951 0.00131481 0.0128342 0.02048 3.3153e-05 -0.0100404 -0.00368358 0.00162607 -0.00169263 -0.000384444 0.00129009 0.00220038 0.00633448 0.0166915 0.0260274 -0.00367833 -0.0158876 0.00236914 0.00485185 -0.00833233
internal_weight=152.477 151.596 3.69361 147.902 2.57638 1.53138 145.326 44.5549 100.771 7.62509 93.1461 91.8351 9.19465 7.26159 82.6405 11.2835 9.19945 71.3569 41.8554 40.5076 38.589 37.8381 29.5016 8.16792 5.62315 1.38629 1.93306 21.3337 18.9457 5.3298
internal_count=4034 3957 109 3848 150 49 3698 1075 2623 72 2551 2493 119 69 2374 213 142 2161 1529 1514 1422 1386 632 182 142 86 50 450 429 337
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=13 15 18 2 3 17 6 23 10 18 20 22 23 15 17 10 5 4 4 20 22 22 22 16 18 21 6 23 7 19
split_gain=0.321581 0.380345 0.314254 0.570633 0.523886 0.809411 0.869099 0.975385 0.68213 0.659352 0.805705 0.64556 0.644358 0.623803 0.462506 0.680253 0.402765 0.360415 1.51678 1.03219 1.20479 1.888 1.16284 1.14217 1.00026 1.16911 0.955786 1.37363 1.07557 0.813543
threshold=95.862351557400004 20.229639301750002 17.323446153950005 258.06114663960005 81.105404879350019 199.59317753375004 12.26528657645 0.11531000000000002 76.279622535200005 15.751016342950003 42.558389508100007 -0.51146999999999998 0.092465000000000033 24.273602154900001 212.37354083175003 65.687097501250022 13.154029769200003 244.52697497700004 245.19972926210002 41.289992964000007 -0.083954999999999988 -0.088224999999999984 -0.06828999999999999 22.614947116400003 13.390703749000002 5.2345280387500006 16.100376182700003 0.092835000000000015 24.112074426950006 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 6 11 -8 9 14 -11 -2 -10 -7 17 -16 -13 -6 -19 22 21 -21 24 26 -20 -26 28 -28 -22 -24
right_child=2 -3 3 -5 8 13 7 -9 12 10 -12 16 -14 -15 15 -17 -18 18 19 20 23 -23 29 -25 25 -27 27 -29 -30 -31
leaf_value=-0.034006249797943221 0.034581280291057712 0.011710274258122641 0.0207174896924627 -0.011936634249604165 0.0024687963636378721 -0.034881040317664577 -0.035628027188728775 0.0066239253453123318 0.027235211997701878 -0.036429243937682126 0.0082112724754734509 0.02153013194233205 -0.016234730860838074 -0.0050392720504825149 0.030824014545927304 -0.0014772021580178253 -0.0018032961513167688 -0.049364993789829503 -0.022186747076846852 -0.004329705201511643 0.018524545399019526 0.024673732489105142 -0.0082509644899798132 -0.0021394509495989999 -0.010972144480085952 0.018092949164583511 -0.043219991429666253 -0.0072173798472847227 -0.024433235668226888 0.014893116912368342
leaf_weight=0.59475812689197383 0.70796561241149802 0.29471185975853587 2.1010522795841093 0.8002168834209441 76.617745765470318 1.56601419619983 1.4174433415755632 1.0155189856886861 1.9170331705972778 1.0949132445384737 0.72953347314614791 0.93363279380719078 0.4573466395959257 1.4710814173813558 1.3981125392019742 1.426190656609833 5.6419104956439696 0.69583334587514301 2.4362468833278417 10.0048977783008 1.2110115327232054 3.2102408460341403 1.9414494737575285 7.8210077512776479 3.1605405475420412 2.8499613064341247 2.8795856071228627 1.9079008661210535 1.3181269976776091 10.758579915389417
leaf_count=885 6 87 43 31 1427 98 76 23 100 47 8 48 12 45 30 21 139 10 48 250 20 29 49 104 79 33 95 21 67 103
internal_value=0.000869032 -0.0188588 0.000986413 0.011711 0.000774155 -0.00559858 -0.000963769 -0.0179921 0.00138143 0.0010657 -0.018579 0.00472431 0.0188621 -0.0204265 0.00134217 0.0145128 0.00150972 0.00104884 -0.00111856 -0.000440344 -0.0045442 0.00271585 0.00506195 -0.0108822 -0.00440005 0.00280947 -0.0202277 -0.0288723 -0.00386403 0.0113551
internal_weight=150.381 0.88947 149.491 2.90127 146.59 12.7536 9.71647 2.43296 133.836 131.462 1.82445 7.28351 2.37438 3.0371 129.637 2.8243 6.57554 126.813 50.1954 49.4995 28.3528 13.2151 21.1468 15.1376 8.44675 6.0105 7.31663 4.78749 2.52914 12.7
internal_count=4034 972 3062 74 2988 435 292 99 2553 2441 55 193 112 143 2386 51 187 2335 908 898 586 279 312 307 160 112 203 116 87 152
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=16 16 10 8 18 20 6 6 12 22 10 15 7 22 22 21 5 7 18 4 22 2 9 5 16 9 23 9 21 12
split_gain=0.363047 0.49023 0.684318 0.606584 0.339835 0.30204 0.293743 1.12672 0.957145 0.688804 0.747152 0.935455 0.752646 0.519891 0.718102 0.51341 0.747232 0.811548 1.43036 1.0946 1.81743 1.3423 0.859632 0.84352 0.920387 0.787524 0.668547 0.668282 0.640493 1.21122
threshold=9.2849782877000013 9.719977270450002 81.479100559500012 7.1444245619500011 17.705383164500002 42.402981339000007 13.65531905435 13.78532209185 212.86469446750002 -0.50001499999999999 69.999384342500022 27.437241680050004 23.478650568600006 -0.58559499999999998 -0.54526999999999992 3.2025200283000004 29.996566321350006 23.203497038450006 13.455547561900003 273.85977434290004 -0.071864999999999998 89.995434560150002 208.80656562110002 19.092410691950004 20.784951395750003 206.54353961905005 0.084360000000000018 201.32298960505003 4.3657573166500008 100.25158460885001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -4 8 -8 13 10 11 -9 -13 -3 -15 16 17 18 23 21 22 27 -21 -11 -25 -22 -27 -19 29 -17
right_child=1 2 3 -5 -6 -7 7 9 -10 15 -12 12 -14 14 -16 28 -18 19 -20 20 25 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.034114263635809813 0.031167625606120419 0.016231197300478419 -0.031843579649418974 -0.033051077043288454 0.017898404319836896 0.026497870330234461 0.016011953532443432 0.028989725056105687 -0.023709434677094202 0.032639513996748332 -0.035025377390824695 -0.027561494150287615 0.0073160111239496794 -0.03541794275872874 -0.00082675522672757962 -0.030511324571523897 0.029425351795013436 0.0079137044624085044 -0.03490785752968268 -0.03773100689687181 0.021936086919604528 0.019508036930500509 0.0022772936407640509 -0.028458375992709166 0.0018417068444939958 0.015080188162162092 -0.035462217653006382 -0.013049980973030641 0.0010601650198397926 -0.0027335156925007006
leaf_weight=0.29719585775637725 0.52936063734159589 1.6719035986607202 0.12151393197927873 1.0841606982066876 1.1692511308938254 0.32597512677966733 5.004614947596564 0.66922952758613918 1.9843317189224752 0.76255190442316134 1.0407145855715496 1.4770364455180245 1.0602005613036452 0.62804955992032674 12.789124475610151 1.805012012424412 1.1553813107602753 4.5353734837844994 1.2672951257263765 1.6893908558413389 2.1518611316569145 8.9454458337277156 0.78446910553611804 1.1422503381472768 8.0300563103519362 0.49711189931258537 0.54977260378655046 2.2790905507281423 71.265552337223198 11.817160688602597
leaf_count=455 40 29 167 250 31 111 41 64 236 11 32 39 20 27 374 38 42 37 26 54 35 138 38 206 106 8 38 31 1096 214
internal_value=0.000758358 0.000828275 0.000719541 -0.0202817 0.0009396 0.0106555 0.000802851 0.00132216 -0.00308832 0.000724102 -0.0117733 -0.00422649 -0.0129877 -0.000376478 -0.00244595 0.00117135 0.00446392 0.0035802 -0.0033089 0.00718093 -0.00471603 0.0114631 -0.0250442 0.000721877 -0.00193164 0.0110055 -0.0114622 0.000902421 -0.000139272 -0.00641423
internal_weight=148.53 148.233 147.704 1.53165 146.172 0.447489 145.003 127.93 17.0734 122.925 4.24718 3.20647 2.53724 15.0891 13.4172 118.678 33.7901 32.6347 11.2022 21.4325 5.67261 15.7599 2.47386 9.93486 9.17231 3.19875 1.04688 6.81446 84.8877 13.6222
internal_count=4034 3579 3539 528 3011 278 2980 2314 666 2273 155 123 59 430 401 2118 770 728 349 379 173 206 92 323 312 81 46 68 1348 252
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=23 23 20 9 22 3 18 7 17 15 15 4 5 16 15 0 7 16 15 9 3 15 6 7 13 7 9 2 23 7
split_gain=0.265009 0.303887 0.28912 0.902397 0.713129 1.36484 1.55468 1.62138 1.3947 0.867998 1.07606 0.80597 0.793181 1.47319 0.812603 0.715253 0.712176 0.709051 0.738178 0.664922 0.64917 0.702834 0.775318 0.600555 0.469828 1.08514 0.464328 0.656345 0.813042 0.495589
threshold=0.4381000000000001 0.43162500000000009 42.198888176300009 95.611857730950007 -0.11572 93.394346993650018 13.036600629150001 22.516377366000004 188.41589330430003 39.296024648600003 34.040719645900005 375.65892766775005 21.723721974650005 22.554947256700004 41.800301886400014 67.04476885710001 23.478650568600006 15.484963789400002 28.343014915050002 211.04147598835002 108.56262776565002 31.233764884050004 12.05528166975 22.695144739300002 105.33378955095002 22.356277907050004 186.68586460755003 60.327272492300004 0.08572500000000001 22.105125139000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 9 8 7 15 -6 10 11 19 13 16 -14 -7 -10 -18 -19 20 21 22 23 24 25 -4 29 28 -28 -5
right_child=-2 -3 4 26 5 6 -8 -9 12 -11 -12 -13 14 -15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.035513262754994182 -0.018223268803149138 0.013173596389519225 -0.039257834908949456 -0.003715433570991944 -0.034582348765480206 0.035238361120030343 -0.034237367801338806 0.025927176442094541 0.030386264430712091 -0.024983477913056454 0.036011641970472359 -0.036253836424729867 0.027650960849054645 -0.025200048089020655 0.0014328172444678672 -0.037869302425619741 0.014693674985179307 -0.031367519631745881 -0.00066452550124297856 -0.03807945121817756 -0.036881246223449946 -0.039944328713922471 0.026155605652011197 -0.037705901002051206 0.034427164117469038 0.034974769446240839 -0.0028027560150884413 0.0017996646266833225 -0.035027136140859116 0.013645552450682909
leaf_weight=0.80340757056546763 0.90230743266874824 2.445003883301978 0.54036799033928751 2.7814014106988889 1.3851446415101296 0.19303201232105438 3.633581235219026 1.4793725563213227 1.0744753903709376 0.98588297783862877 1.5828682696446774 0.56721586399726209 2.5390676201786837 2.8594304956495753 3.4391668804455549 1.1532013846881453 2.8737739107746147 1.1847226296085862 5.2786078988574445 0.37300609730300482 0.34024047706043337 0.29271264863200475 3.4083814321202226 0.44002062248182472 0.56347850058227777 0.44262507581152022 3.6658284426666787 90.706451932179334 1.3142920995305756 7.5372369160832022
leaf_count=640 31 22 55 31 210 4 155 18 76 27 19 228 17 24 36 126 99 56 96 20 44 56 153 137 7 6 36 1436 50 119
internal_value=0.000768 0.000885463 0.000676004 0.0016002 -0.00201881 -0.00492866 -0.0190298 0.000526313 -0.000514576 0.00624795 0.0098488 0.00390562 0.00193689 -0.00285221 0.0125682 -0.0273866 0.00328538 0.000166724 -0.00629236 0.00746439 0.0102827 0.0131041 0.0159824 -0.00147263 0.00883689 -0.00583215 0.00188148 0.00111751 -0.011307 0.00896588
internal_weight=146.786 145.884 143.439 106.809 36.6304 27.0936 6.45919 2.82561 20.6344 9.5368 8.55092 6.96805 19.2492 13.271 5.97823 1.34623 10.4116 9.3371 6.46333 6.40083 6.02783 5.68759 5.39487 1.98649 1.54647 0.982993 106.005 95.6866 4.98012 10.3186
internal_count=4034 4003 3981 2312 1669 917 303 148 614 752 725 706 404 351 53 130 327 251 152 478 458 414 358 205 68 61 1672 1522 86 150
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=2 2 18 8 8 8 5 0 15 20 18 20 12 19 6 20 7 21 6 21 21 15 22 22 20 15 8 20 22 21
split_gain=0.269125 0.489161 0.580942 0.436112 0.413187 1.00829 0.818113 0.777517 0.698712 0.462057 0.89855 0.828418 0.568503 0.555311 0.897553 1.13705 0.947864 1.04383 1.13653 1.03246 0.955032 0.909102 0.935875 1.07176 1.3305 0.844805 1.25258 0.795082 0.968628 1.33163
threshold=49.864842700850012 60.327272492300004 13.552878921100001 8.3434888241000014 8.8430989333000021 8.7431769115000026 30.284449345300001 87.278104746850019 43.216642080150002 35.419594101850009 15.981927061500002 32.724174661450007 200.88600031510001 14.451165964200003 16.465384711100004 40.241071441700008 23.203497038450006 11.065329869750002 14.845346859150002 6.6209860876500004 12.807913564700002 19.215947067900004 0.070580000000000018 -0.041369999999999997 38.244973486750006 29.037712645600003 8.3434888241000014 42.066503896600004 -0.073609999999999995 7.7834773016000005
decision_type=2 2 2 2 2 2 2 2 2 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 9 7 8 -6 10 11 -3 -13 14 15 16 20 18 19 21 -11 -18 23 24 -23 -20 -27 28 29 -15
right_child=1 4 3 -5 6 -7 -8 -9 -10 13 -12 12 -14 27 -16 -17 17 -19 25 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0099591826151145986 0.00097126589941218277 -0.017810288857705348 -0.047255147930470649 -0.011874921854794464 -0.028436048486786623 0.014784626842127368 0.021204349329403363 0.0032092988654523228 0.0092328653702943662 -0.042638849472336648 -0.035803385639463246 0.026893268694517126 0.0021149257972285221 -0.0098153654127737314 -0.0073434723364093537 0.0036768117476424968 0.015864147404590613 -0.027644514180308138 0.030580866161052919 -0.037822635599438104 0.0016375661059187146 -0.038768001655117748 -0.038289693563354633 0.0085805538106635947 -0.0030518335187536567 -0.017444317960438088 0.019940659887195327 -0.0060793775621375661 0.016753373507752186 0.014827414137033829
leaf_weight=3.517393205780535 1.8512976679485285 0.83991416542630659 0.6940826724458018 0.95651064021512866 3.0664955906104292 6.0172292956849551 1.0094043165445326 2.427550312015228 0.69785314763430495 1.4680466815661959 0.46464061386359379 3.2499883831187617 1.5929386679781599 5.7001197664067185 20.811459418386221 48.417337207822129 2.3136523025968989 1.8366004329109262 1.8518739652354259 1.0944038199158956 0.91168863885104645 1.7388899252400758 1.0370141283201508 4.2276641902863004 3.9154074827820295 1.8911953195929525 2.2844545599073172 6.0476936625200315 8.2793489098548889 4.5541828796267509
leaf_count=45 29 102 42 12 95 62 16 41 20 56 154 81 16 92 536 1760 155 76 22 86 7 83 52 24 84 25 26 121 85 29
internal_value=0.000675559 0.000444377 -0.0120961 -0.0267525 0.00076319 0.00120026 -0.00716 -0.011784 -0.0214528 0.000543859 0.00962621 0.0133406 0.0187432 7.22165e-05 -0.00111908 0.000655704 -0.00529744 -0.00311205 -0.000898472 -0.00610614 -0.0256763 -0.00348303 -0.00758255 -0.00436014 -0.0140358 0.0114798 0.00300861 0.00461809 0.00810876 0.00112909
internal_weight=144.766 141.249 3.50189 1.65059 137.747 130.546 7.2013 6.1919 3.76435 124.529 6.14748 5.68284 4.84293 118.381 93.7997 72.9882 24.5709 22.1912 20.3546 14.327 2.37974 13.2326 10.919 9.88196 5.6543 6.02752 4.17565 24.5813 18.5337 10.2543
internal_count=4034 3989 83 54 3906 3734 172 156 115 3672 353 199 97 3319 2992 2456 696 633 557 484 63 398 243 191 167 73 51 327 206 121
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=13 15 18 16 19 3 21 9 8 13 10 10 10 23 17 5 20 16 18 6 6 13 23 21 9 23 19 20 22 20
split_gain=0.257676 0.310368 0.275302 0.495339 1.3204 0.405564 0.671122 0.698656 0.628706 0.581674 0.544113 0.582602 0.730353 0.548627 0.422116 0.433416 0.384358 0.34816 1.90924 0.521538 0.581977 0.997825 0.444046 0.940176 1.01402 0.591492 0.722918 0.864864 0.779181 0.456909
threshold=95.862351557400004 20.229639301750002 17.323446153950005 17.684958644900004 11.850956171350001 81.105404879350019 6.7825386038500008 223.29399794390005 8.1436447804000007 108.49810477050001 76.279622535200005 75.634392583900009 75.408562100950022 0.092465000000000033 206.50651863080003 13.154029769200003 38.121007182500009 18.634956423400002 14.937945183950001 15.51536251395 14.745344522600002 108.08408221840001 0.080770000000000022 3.0668791869500005 201.7576686733 0.079355000000000023 14.251149826300002 41.806790701050012 -0.06828999999999999 38.478081868400004
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -4 6 8 -8 14 -10 11 12 17 -12 15 -2 -16 18 19 20 21 -7 23 24 -19 26 27 -25 -28 -24
right_child=2 -3 3 -5 -6 10 7 -9 9 -11 13 -13 -14 -15 16 -17 -18 22 -20 -21 -22 -23 29 25 -26 -27 28 -29 -30 -31
leaf_value=-0.032644989332245314 0.023528022268561075 0.010249970422547713 0.027350279027596416 0.032606465851062277 -0.026035545824077876 0.0028509433184094992 -0.02976344089358551 0.026215570947947762 -0.033877583443805225 0.0059686008007680666 0.024928727600407295 -0.018893197850230165 0.017661521042461697 -0.015246083400661243 0.0051019149042366378 0.0012435965888855263 -0.034941375311779439 0.022378106242656154 -0.030104010262113672 -0.023615379782241396 0.015720591754926055 -0.03331176687880031 0.0052700418315976688 -0.03129541596740907 -0.0050876203453809965 0.016135978284538392 -0.0037365080447269369 -0.0021608381035003467 0.015010907168787765 -0.00090520471147429479
leaf_weight=0.49506101506176392 1.0215519233024659 0.25849278589885216 0.98677406273782187 0.75198197364807118 0.88451278116554022 6.6263516319231677 1.6719190768490069 0.25926933158189047 1.0505007018800814 0.56840891391038884 1.7083313650073244 1.5046652136370529 2.5842011831700793 0.42793965560849745 0.42259442049544294 6.2826440795324743 0.56261120270937681 5.0096224499284316 2.3614191188535179 0.78369674479472529 2.7515836493112147 0.86890693148598064 14.555202960036693 1.5217831776826667 1.8541791085153816 2.2292211884632698 5.6807280184002593 3.1472868359996937 3.6763979038223606 70.446047054487281
leaf_count=885 36 87 16 17 41 192 136 7 55 2 100 18 20 12 22 152 25 148 141 349 58 115 202 28 39 35 71 96 42 887
internal_value=0.000574668 -0.0179307 0.000672732 0.0108564 0.00211607 0.000481336 -0.00513663 -0.022248 -0.00180152 -0.0198873 0.00100204 0.000731971 0.000969925 0.0168809 0.00173062 0.00436026 -0.0177652 0.000614946 -0.00421092 0.00133228 0.00324032 -0.00134131 0.00121268 0.00511166 0.0149585 0.000953838 -0.0014591 -0.0116566 0.00362932 0.000152215
internal_weight=142.954 0.753554 142.2 2.62327 1.87129 139.577 11.8395 1.93119 9.90831 1.61891 127.738 125.601 124.097 2.13627 8.2894 7.3042 0.985206 121.512 13.392 11.0305 10.2468 7.49526 108.12 23.1192 6.8638 16.2554 14.0262 4.66907 9.35713 85.0013
internal_count=4034 972 3062 74 57 2988 435 143 292 57 2553 2441 2423 112 235 188 47 2403 855 714 365 307 1548 459 187 272 237 124 113 1089
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=6 3 20 18 23 23 22 22 0 5 4 22 23 20 23 13 22 5 9 3 16 12 15 22 22 8 20 17 20 7
split_gain=1.15848 1.90374 2.98472 2.66053 1.84979 1.7561 3.44207 1.60989 2.0013 1.57693 2.52225 1.57543 1.92624 1.73321 1.44182 1.40071 1.52327 1.34842 1.40603 1.29867 1.21114 1.10682 1.56605 1.15231 1.87883 1.83635 1.8423 1.38168 1.13932 1.10185
threshold=14.845346859150002 93.281431752200021 41.942745071500006 13.036600629150001 0.080770000000000022 0.09013000000000003 -0.018034999999999999 -0.086139999999999994 85.995710218650018 21.269675393700002 254.30081718620002 -0.054619999999999995 0.083495000000000028 40.750688432250008 0.098545000000000021 108.08408221840001 -0.11347 20.305669781650003 95.611857730950007 84.828919390050018 12.604970524100002 122.12526081760002 33.423812040500003 -0.070909999999999987 -0.16182999999999997 8.4434108459500017 39.749124837650008 200.93854407600003 40.316494640950005 22.516377366000004
decision_type=2 2 2 2 2 2 2 2 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 4 17 29 -2 6 9 8 -5 10 -6 12 -1 14 19 -15 -17 -3 -19 -14 -13 22 28 24 -23 26 -26 -25 -7 -4
right_child=1 2 3 7 5 21 -8 -9 -10 -11 -12 20 13 15 -16 16 -18 18 -20 -21 -22 23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.001312635304536818 0.0012238885825168102 0.0016769841881916325 -0.00037448249072481477 -0.0024407187433876419 0.00023685300789681802 -0.0018573302001578787 -0.0025895692326688763 -0.0026581500770922403 0.00063582900535219826 0.00080787327995520113 -0.0021916227026416444 -0.0022976872702133895 0.00010521515507793346 0.00070390105562624964 -0.0018887773504692518 0.0022913943991341988 -0.0019397807390049236 -0.0022092274332468666 0.00030442054563885329 -0.0024131615952518357 0.0003889597662249513 0.0017349741542505937 0.0011886378107553012 0.0015116448113419467 0.00040263199856436003 0.00065574351553465118 -0.0024476952759817515 -8.1572322064448459e-05 0.00029206652417195698 0.0013709917394077926
leaf_weight=7.6266182216786538 15.613514925586058 3.3527513965964308 6.7237516517634521 1.7829850624548269 7.7692534187808686 2.5367581481114021 2.3712578965350977 3.9096945365890843 2.3242126777768135 10.068055119365452 2.7679774146527052 0.8210128018326931 7.6212307905370853 12.9194467041234 3.4305661639082237 0.50955236703157458 1.9983213634695847 1.0939397698384699 36.241050977259874 1.12083399889525 32.352634698938346 3.7200720491819075 2.8539418056607246 14.189986385405069 1.97162521257996 6.7513408251106739 2.3984279315918684 3.1794805414974681 2.1951425112783909 2.3217169139534235
leaf_count=748 170 30 269 81 69 27 40 105 13 55 42 336 205 291 138 3 103 275 276 47 441 28 16 80 14 36 27 26 20 23
internal_value=0.000212771 0.000329303 2.83442e-05 -0.000738549 0.00055103 0.000383671 -9.71867e-05 -0.00165482 -0.000699738 0.000189637 -0.000401072 -1.91621e-05 -0.000340883 -7.23613e-05 -0.000688632 0.000413895 -0.00108009 0.00034994 0.000230769 -0.00021767 0.000322468 0.000661292 -8.9399e-05 0.000838084 0.000391107 -5.84129e-05 -0.00116172 0.00122001 -0.000860219 7.35316e-05
internal_weight=204.537 136.137 57.7501 17.0624 78.3868 62.7733 22.9765 8.01689 4.1072 20.6053 10.5372 68.4002 35.2266 27.6 12.1726 15.4273 2.50787 40.6877 37.335 8.74206 33.1736 39.7968 7.58584 32.2109 14.8415 11.1214 4.37005 17.3695 4.7319 9.04547
internal_count=4034 1722 1072 491 650 480 206 199 94 166 111 2312 1535 787 390 397 106 581 551 252 777 274 63 211 105 77 41 106 47 292
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=9 17 7 0 9 4 15 23 19 22 14 6 20 16 9 21 3 21 7 0 7 7 15 16 2 18 16 12 4 22
split_gain=0.267522 0.376201 0.32633 0.336274 0.309472 0.50615 0.337313 0.98158 0.440383 0.614268 0.447194 0.809906 0.530995 0.387326 0.436244 0.380116 0.88027 0.428397 0.374484 0.916645 0.432769 0.651285 0.968075 0.616506 0.571834 0.482227 0.341183 0.32982 1.46648 0.65877
threshold=233.77854820110002 159.58247398035004 28.8637720374 104.60521739760001 223.29399794390005 273.85977434290004 46.074827201850006 0.090390000000000012 14.651182102100002 -0.097294999999999993 121.25703220415001 17.755414852450006 38.244973486750006 22.614947116400003 206.75106037490002 18.593782865600001 93.910530954700008 17.127134634300003 19.078733418100004 82.602876058000007 22.061824394000002 20.873561687950005 43.030193406950012 22.724946859200003 53.810443956900009 12.844794714750002 18.964955651700002 156.64017958600002 222.75625367455004 -0.096529999999999991
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 6 -6 8 -8 10 -10 -3 15 -13 -9 -15 17 -17 18 -12 -20 21 26 24 25 -23 -22 -21 29 -29 -27
right_child=2 4 3 -5 5 -7 7 13 9 -11 11 12 -14 14 -16 16 -18 -19 19 20 23 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.034785333072950585 -0.035868359629171266 0.027003298792388958 0.034279334914117679 -0.03498701499672062 -0.0055353051341912275 0.021016460804465453 -0.029639825985098157 0.009356869656887758 -0.0068835981982539769 0.020439230867003919 0.015125315334116391 -0.00072643036598299729 -0.031958731194980251 -0.030751035918690366 0.0058191708647754529 -0.033354118608199576 0.021559782726392949 0.023273773933845533 -0.038757904112283414 -0.010887981520109818 0.02261732420951185 0.0062324376917037849 0.0062664069125204832 0.020468614442706409 -0.039555065327752721 0.0074233349442840582 0.033999080641132509 -0.043813025688431012 -0.00050046197723085028 -8.7588855181129513e-05
leaf_weight=0.32354809281605312 0.47309773741289873 0.6899337712675323 0.19490035995841026 0.12489188121980987 1.2690707669244141 2.0219170725904405 1.5525479045172677 2.4383661736501385 1.3243869952857492 2.7471138026448889 1.9484890244020778 1.0378363090567284 1.3735977004980666 0.70240134675987043 0.7146906778216362 0.99923830819898174 0.46432905067922547 0.92750021490064583 0.64046544879238254 0.2957716807868559 1.0936125917942252 0.3642351366579536 1.2367499824613331 1.7642397719901044 1.5861714918064533 18.909993974921235 0.48618660122156143 0.86215836671180923 55.38461478408135 38.503608020379033
leaf_count=262 20 10 2 55 33 75 101 34 13 49 94 38 139 38 6 55 11 48 238 47 13 5 7 21 98 475 6 9 1403 629
internal_value=0.000602202 0.000709042 -0.0184865 0.00722801 0.000790294 0.0107776 0.000552203 -0.00751524 0.000881129 0.0115516 0.000543217 0.00040046 -0.0185169 0.00139408 -0.0123074 0.000764044 -0.0159322 0.000961104 0.000792956 0.000562403 0.000771414 -0.00992955 -0.0165417 0.00113594 -0.0310043 0.000838713 0.0170208 0.000629164 -0.00116436 0.00238624
internal_weight=142.456 141.663 0.79289 0.319792 141.339 3.29099 138.048 5.40801 132.64 4.0715 128.569 127.879 2.41143 3.85546 1.41709 125.467 1.46357 124.004 123.076 121.128 120.487 3.96911 3.18716 116.518 1.95041 114.754 0.781958 113.66 56.2468 57.4136
internal_count=4034 3957 77 57 3695 108 3587 179 3408 62 3346 3336 177 78 44 3159 66 3093 3045 2951 2713 163 110 2550 103 2529 53 2516 1412 1104
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=6 22 20 8 16 2 15 5 10 17 7 7 9 20 22 6 19 8 0 6 16 7 7 22 3 17 15 6 10 15
split_gain=0.263945 0.242073 0.237443 0.891528 0.67867 0.521744 0.527922 0.390961 0.848247 0.756002 0.565775 0.489146 0.418633 0.632786 0.920966 0.84301 0.793039 0.73125 0.632454 0.998158 0.743716 0.370958 0.428288 1.94441 1.34957 1.23207 0.98035 1.44222 0.649426 1.09672
threshold=5.3251244207000008 -0.62218499999999988 47.927946529500012 5.9453602998000008 21.094950670800003 253.13454704850002 25.186533201700005 29.996566321350006 60.613977009100005 168.08333277715005 21.147833206800005 22.061824394000002 186.68586460755003 41.827117825850003 -0.092990000000000003 16.445384243750002 14.351157895250003 8.1436447804000007 85.732241321850012 16.555386813950005 22.714946882600003 22.407814303000006 23.109894804950002 -0.086139999999999994 93.337889372900023 191.37184185705004 40.94720173475001 16.505385645700006 66.590419433100024 38.62622401090001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -7 8 9 -5 -10 -12 13 16 -15 -16 -13 -18 19 -14 21 -20 23 24 25 -23 27 -25 -24 -30
right_child=2 -3 5 7 -6 6 -8 -9 10 -11 11 12 18 14 15 -17 17 -19 20 -21 -22 22 28 26 -26 -27 -28 -29 29 -31
leaf_value=0.034177232393354053 -0.037831102595390229 -0.038217057841705954 0.019962502187224507 0.017491906995533581 0.019532290582997082 0.011355003296768666 -0.046274145153925257 0.023447031518424526 0.031289808768678422 -0.041024982689809704 -0.014948046874219061 6.4441502585510104e-05 -0.040329805829603639 0.014410136345009908 0.0059090413620682038 -0.046886701676448025 0.0061292021095067139 0.038583736969380951 0.021793769490708475 0.0009278975794358693 0.030182402916350323 0.011146433831228927 0.0047698597874945969 -0.021558160938950435 0.024945446285860495 -0.023514143066340774 -0.034823058693010459 0.012886226968562045 -0.00070817259381058162 -0.043414486161727946
leaf_weight=0.075803981730132364 1.3807536332496955 0.40679145763806346 2.3296264511009208 0.40929235890507598 0.35963401570916165 0.51155888032371866 0.38570018671452999 1.0475845369510342 0.84553948021493752 1.2035138409119097 2.6840365933603598 2.9391629048914165 1.3398597048944787 1.7179791334783661 0.73446485633030512 0.97219492448493838 1.6074518971145155 2.3859617225825787 1.1344470400363196 2.0559871742734686 1.1903300844132889 3.2940180338919181 43.789889243431389 4.548009440302847 3.7145745754241943 2.4921147227287292 2.7784669345710427 2.6682540997862816 49.350403488522716 0.8461261538323005
leaf_count=35 708 637 47 7 5 17 32 20 42 64 32 48 110 35 17 26 13 37 14 30 16 31 466 39 25 28 45 21 1343 44
internal_value=0.000613807 -0.0268457 0.000707981 0.000473917 -0.0259775 0.0106809 -0.0134177 0.00081304 0.000637014 -0.0261748 0.000961925 0.000768015 0.0010936 0.00826616 -0.00481415 -0.0241659 0.0147277 0.02552 0.000470392 -0.0153507 0.00093432 0.000630568 0.000419005 -0.00459797 0.0074498 -0.00378204 -0.0160502 -0.00882215 0.00145967 -0.00142804
internal_weight=141.2 0.482595 140.717 137.49 1.74039 3.22689 0.897259 135.75 134.702 1.61281 133.089 132.244 129.56 10.3572 3.42464 1.70666 6.93258 3.99341 119.202 3.39585 115.807 114.616 113.482 19.4954 9.50071 5.78613 9.99473 7.21626 93.9864 50.1965
internal_count=4034 672 3362 3266 713 96 49 2553 2533 71 2462 2420 2388 176 78 43 98 50 2212 140 2072 2056 2042 189 84 59 105 60 1853 1387
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=16 16 13 9 17 10 5 21 19 21 20 23 21 2 7 15 13 22 6 6 21 21 20 0 18 4 5 14 4 4
split_gain=1.81424 1.68168 1.70453 1.59767 1.54547 2.53261 1.75297 1.53886 1.69221 2.08481 1.18602 2.26014 1.66471 1.63965 1.36833 1.03507 1.12119 1.85868 0.952307 1.05842 1.1829 0.947821 0.861437 2.50193 3.08226 1.72218 1.74231 1.57477 1.42638 1.4529
threshold=18.634956423400002 15.584963555600002 98.050756475600011 209.21153814325001 236.15709471040003 71.015621515800021 19.234448447350001 5.1185473364500007 12.551012654050002 4.5829628528000006 40.844669808050007 0.093735000000000027 2.0008954101500005 49.864842700850012 24.525599138800004 46.683480308100009 117.61735474900001 0.051245000000000013 11.865277230300002 13.975326531250003 4.5452899713000017 12.263428102400001 42.198888176300009 86.20003303655001 13.036600629150001 199.39562187565002 21.723721974650005 284.63379681220005 313.22340827140005 308.60034485820006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 8 -7 -10 11 12 13 -4 -13 22 17 -17 -12 -20 -21 -8 28 24 -24 -25 27 -27 29 -2
right_child=15 4 10 -5 -6 7 21 -9 9 -11 18 14 -14 -15 -16 16 -18 -19 19 20 -22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020269399605156633 0.00042579960595883235 0.00082662675018999314 0.0022894340217469752 0.00026607551411497808 0.0010894792662962235 0.0014540854622789204 -0.0017252653307231515 -0.0021022693294458919 -0.0018537682533044195 0.00077188608380760859 -5.5235007085086379e-05 0.00052444651735597655 0.00078279712815958798 -0.0023880244771682354 -0.0017827818290267273 -0.0022065100799436672 0.00036957959808399388 0.00098574832092347101 0.0015831364570423592 0.0019106940917137352 -0.0014020709788141808 0.0015164730351855777 0.00022502983986819467 0.0013549166689789201 -0.0017363397298765936 0.00010528952809736952 0.00090940911602195205 -0.001585968054955151 0.0012765158521422428 -0.0010105633043113115
leaf_weight=2.3908550409250884 101.12382678268477 5.255718103842816 0.3717806637287201 2.2845299554755911 2.0860479595139614 1.1993311585392783 2.0498294756398541 4.8707153942086734 4.0919281110400334 1.6241241646930573 3.1412432906217864 1.400960754835977 10.419185954960993 1.2805963886203242 3.3547470169141889 2.3103206597734238 3.3585585402324796 1.0068443212658165 6.4294931553304178 0.67106843832880247 1.0835048265289513 0.41736460477113713 7.2481917350087297 6.2452021073550013 5.3571698684245348 8.4189419765025395 7.3156919777393332 2.8276162976399055 7.4323679730296126 2.7819758229888967
leaf_count=966 798 66 1 169 38 16 360 273 167 20 33 11 80 79 68 86 44 6 51 13 48 18 136 92 115 53 44 40 84 59
internal_value=0.000218422 -8.96798e-05 0.000189874 -0.000906505 -0.000514647 -0.000686172 0.00018658 -0.00125805 -0.000663436 -0.00110773 0.000371953 4.1785e-05 0.000492826 -0.00133561 -0.00110311 0.000326305 -0.000429017 -0.00123758 0.000862521 0.00121478 -0.000135044 -0.00117687 0.000360202 0.000102794 -0.000608535 0.00046424 0.000164575 -0.000319927 0.000446699 0.000387342
internal_weight=209.85 54.423 32.828 4.67538 21.5951 19.509 7.72291 11.7861 6.91538 5.71605 28.1526 16.8273 12.0716 1.65238 4.75571 155.427 6.67572 3.31716 11.3253 8.18407 1.75457 2.46719 148.751 37.4128 12.6054 24.8075 18.5623 11.2466 111.338 103.906
internal_count=4034 2477 1519 1135 958 920 444 476 203 187 384 239 160 80 79 1557 136 92 145 112 61 378 1421 480 251 229 137 93 941 857
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=20 8 0 18 22 6 9 23 10 18 22 7 3 21 21 20 18 21 9 17 9 18 8 22 17 15 4 4 20 20
split_gain=0.241278 0.621135 0.590093 1.50683 0.994699 0.796922 0.695688 1.18171 0.653273 0.616716 0.706562 0.611141 0.589588 0.53632 0.804091 0.728894 0.717072 0.665295 0.918958 0.609282 0.46531 0.518584 0.77514 0.758952 0.505139 0.490979 0.706643 0.983031 0.943884 0.86662
threshold=42.198888176300009 7.3442686056500008 86.20003303655001 13.036600629150001 -0.098419999999999994 16.585387514950003 211.04147598835002 0.089415000000000022 67.192634054300015 13.012604996900002 -0.096529999999999991 17.543892076850003 108.40938565220002 3.0668791869500005 1.7791739561500002 49.122847560300009 13.390703749000002 4.2374199175500005 210.14471305145003 199.37824381300004 186.68586460755003 12.909082926650003 9.8423191518000017 -0.056724999999999998 187.77231677760003 46.683480308100009 313.22340827140005 309.28270023145006 41.898943182100005 41.646178195200001
decision_type=2 2 2 2 2 2 2 2 2 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 9 -5 6 13 8 -8 10 12 -12 -2 14 19 16 -15 18 -18 -4 24 22 23 -22 -3 26 27 28 -23 -28
right_child=2 20 5 4 -6 -7 7 -9 -10 -11 11 -13 -14 15 -16 -17 17 -19 -20 -21 21 25 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.026089955475323334 0.013249406851260061 0.0021526550352344936 0.021228432902015586 -0.0024638482454043104 -0.036902913994252481 -0.040457276528281599 0.021600566612174937 -0.04048089555334243 -0.0092922356823383657 0.0273054185726372 0.032387460356548943 -0.035728331165269633 -0.021328050770677908 0.02278224598238756 0.031539112299238392 -0.036578016712251152 -0.040631308651885654 0.0028580201224751656 0.034880169953885369 -0.036511261745765453 -0.034806727240955834 0.00047755885060860639 0.013613872631449911 -0.0042204073134109723 0.017491816712130605 -0.013555795084411721 0.018072957910785042 -0.028388929062239714 0.013671783583144116 -0.0241429103714677
leaf_weight=0.89867506844711798 2.4230085551971574 5.700584023492409 0.3877228065248447 1.450198515201919 2.5358809797326103 0.50713011808693309 1.0231516994535916 1.0720586265379095 2.8520190784183796 0.92529301554895926 0.17121237621176788 0.94283509894739836 0.69897009237320151 1.868160348967655 1.6957763720674845 0.51791993225742672 0.82618764848303061 15.017571562835654 0.22573321312665939 0.41755769525843789 1.5556152760982516 73.98309997049364 1.1851587725104762 2.0934285346884272 4.0322679318487644 2.3323477120138696 4.854549528376082 1.2255578830227012 6.4874922325834623 0.60117704476579081
leaf_count=753 125 48 22 40 141 10 19 34 92 11 12 114 68 36 74 245 130 474 2 25 26 1026 30 27 57 45 156 98 59 35
internal_value=0.000565873 0.00136589 -0.00179536 -0.00905547 -0.0243734 0.000719168 0.0015253 -0.00966175 -0.00113569 0.00277458 -0.0025838 -0.02526 0.00550797 0.00416622 0.0185795 0.00221296 0.00333299 0.00107191 -0.0244272 -0.00871102 0.00160302 0.000890529 -0.00969062 -0.0172596 0.00850759 0.00146215 0.00186406 0.00109227 0.00154127 0.0134211
internal_weight=140.508 104.95 35.5584 9.1474 3.98608 26.411 25.9039 4.94723 3.87517 5.16132 4.23603 1.11405 3.12198 20.9566 2.50106 18.4556 17.9377 16.0695 1.05192 0.805281 104.051 94.3184 4.8342 3.64904 9.73285 89.4842 87.1519 81.6962 80.4706 5.45573
internal_count=4034 2360 1674 511 181 1163 1153 145 111 330 319 126 193 1008 121 887 642 606 132 47 1607 1502 83 53 105 1419 1374 1183 1085 191
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=9 17 3 7 0 17 15 18 9 16 13 17 5 2 2 19 22 8 20 8 22 20 0 8 20 6 18 23 6 18
split_gain=0.249765 0.293977 0.613378 0.292807 0.293101 0.243027 0.645423 0.552456 0.317212 0.579771 0.369128 0.684413 0.497571 0.352062 0.486549 0.396762 0.589415 0.546124 1.27186 0.652411 0.71524 0.58594 0.618687 0.825799 0.407571 0.864507 0.826203 0.963276 1.10399 1.04668
threshold=233.77854820110002 241.79519611995002 76.172084209950015 28.8637720374 104.60521739760001 221.27458857605004 29.593577021650002 17.138111898250003 227.07958281845004 12.604970524100002 119.06105676505001 163.10708527260002 31.312564341900003 49.864842700850012 54.465024697200008 14.651182102100002 -0.06483499999999999 8.9430209551500024 38.748048509250005 8.7431769115000026 -0.056724999999999998 35.419594101850009 89.953120586650016 8.1436447804000007 40.241071441700008 16.455384477450004 13.4793103924 0.081765000000000018 13.755321390900002 14.738651916450001
decision_type=2 2 2 2 2 2 2 2 2 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 7 -7 8 9 -4 13 -12 -13 -11 -15 17 -17 19 -19 21 -21 22 -16 -24 -23 26 -26 28 -28 -29
right_child=3 -3 5 4 -6 6 -8 -9 -10 10 11 12 -14 14 15 16 -18 18 -20 20 -22 24 23 -25 25 -27 27 29 -30 -31
leaf_value=-0.03563955075114586 -0.0380064888222559 0.023390999958199009 -0.036355602883510522 0.036347736739592816 -0.036871555691929417 -0.026539245104980669 0.019444700382658109 0.024468573595662336 0.019454111009975315 0.013184463288600352 0.019755534533857394 -0.034009094813234775 0.017239704157925161 -0.021416426642825084 0.031687678023910468 -6.4771750189757083e-05 0.026236735370879723 0.013957505825443466 -0.039713196735158163 0.0022568869564992605 0.024319240344723807 -0.0038230800936370252 0.023050474377521366 -0.0087029217417975337 0.01049339689949071 -0.0044336673760157876 -0.001533954562128184 -0.0090996121311810348 0.023914852186349918 0.0049748544078383281
leaf_weight=0.57594546144264214 0.43943812919314851 0.69782381420372885 0.52494825639405363 0.17289694026112556 0.11061482206605433 1.2145588052517258 0.54588232765672717 1.2115563577972341 1.096861233934759 2.8045017896220079 0.56307673454284612 1.3519670122186651 0.28261242248117913 1.2262875912711013 1.371941496778162 2.4274451414821669 1.8544141370803107 0.9509479072876269 1.2755223173298871 4.7559559025103226 2.9300519049866116 31.780660642078146 1.7286087284155653 2.4327338146977127 14.985506780009016 24.758995374213555 4.2816729997211933 14.310014071350453 4.1339755489025265 11.975357781469937
leaf_count=827 20 51 242 2 55 61 19 27 20 28 16 107 7 16 89 26 27 16 58 39 29 579 29 26 287 517 169 288 128 229
internal_value=0.000541846 0.000649686 0.000534148 -0.0200507 0.00778053 0.00068647 -0.0122804 0.000855543 0.000641734 0.000486245 0.000632558 -0.0136432 -0.0251484 0.00087392 0.000602455 0.000816831 0.011326 0.000446992 -0.0167899 0.000768289 0.0106675 8.74943e-05 0.0112315 0.00448734 -0.000492992 0.000928616 0.00360066 0.000624063 0.0109671 -0.00268742
internal_weight=138.773 138.05 137.352 0.72295 0.283512 136.776 1.76044 135.016 133.804 132.707 132.182 2.19766 1.63458 129.985 127.18 125.954 4.28186 121.672 2.22647 119.445 7.68601 111.759 5.53328 4.16134 106.226 74.4455 49.6865 34.701 8.41565 26.2854
internal_count=4034 3957 3906 77 57 3079 80 2999 2972 2952 2710 130 114 2580 2552 2536 53 2483 74 2409 68 2341 144 55 2197 1618 1101 814 297 517
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=13 3 18 10 23 3 20 18 16 2 23 23 23 22 9 18 20 16 5 5 22 17 16 23 4 23 16 23 15 20
split_gain=1.2007 2.29339 2.4231 2.14084 1.94178 1.63801 3.16184 2.45291 1.86755 1.40792 1.37071 1.3672 2.25043 3.80062 1.7304 1.83801 1.83291 1.64916 1.35513 1.70234 1.2515 1.22926 1.62092 1.37223 1.20088 1.22507 1.19142 1.14078 1.07652 1.03163
threshold=109.34496908160001 83.538459487450012 14.466921572300002 71.096275259700022 -0.089139999999999997 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 54.465024697200008 -0.10747999999999999 0.080770000000000022 0.093325000000000033 0.0023400000000000005 204.99169312540002 13.893471991850001 41.319407281650008 22.594947163200004 20.374719724350005 20.849573174100005 -0.091639999999999985 188.95754880325003 22.604947139800004 0.049900000000000007 393.99831167250005 0.12535000000000004 21.929948718250003 -0.15572 19.215947067900004 40.467253020850002
decision_type=2 2 2 2 2 2 2 2 2 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 3 28 -4 9 18 21 20 -2 -1 -11 13 14 15 17 -17 -13 -7 -20 -9 22 23 27 25 -12 -21 -8 -3 -16
right_child=5 2 4 -5 -6 6 7 8 -10 11 24 12 -14 -15 29 16 -18 -19 19 26 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022938150166342546 -0.0012330000125937162 -0.0015897435572244803 0.0016928572822425812 -0.0018846675458160517 -0.002383659571960595 0.0016019002634872748 0.0003464975075617856 0.0010139121499295289 -0.0025230569902310747 0.0010882268876108965 0.00032761281692937508 0.00080359210925249323 0.00078964322987180651 -0.0024539813958177762 0.0018015094715107983 -4.106514606874308e-05 -0.0025408885683103192 -0.00096572516398746268 -0.0017228771410108604 -0.0014812310515839816 -0.0015402372613180029 0.0023949635773773768 -0.0017008047383788075 0.0016246486070733692 -0.0022237791468619887 -0.0022615618936908345 0.00042965357486602094 -0.0024633122755102128 0.0010168675368252187 0.00041513803017990725
leaf_weight=1.0024793545817363 2.0654908604919902 0.85147366809542102 0.59974201561999496 2.1437608579290099 4.7963383784226608 3.6535870172083369 2.099095256824512 1.529403329244815 4.4280705720884725 17.160144705325365 44.453790125699015 8.0329092703759759 33.708104022778571 2.6531840162351719 3.6916978023946267 2.7878995444625607 2.573206739500165 3.4294676836580029 1.9145667888224114 1.5574132953188371 2.0461140279658121 0.90689682960510243 2.3837870992720127 2.3874794146977365 0.89182106935186212 0.84963682011584651 33.678066886030138 0.96100257546641144 4.7848529021721333 7.2727498076856136
leaf_count=195 17 130 17 172 257 31 87 13 150 184 1094 50 225 53 26 25 44 25 14 247 32 4 54 35 309 49 238 78 123 56
internal_value=0.000209188 -4.28412e-05 -0.000830735 -6.79092e-05 -0.00193058 0.000317164 3.99782e-05 -0.000741649 -0.00159592 0.000508478 0.000177115 0.000552716 0.000409465 -1.1514e-05 0.000221692 -0.000208605 -0.00124092 0.000274224 0.000360682 0.000238612 -0.000447717 4.08005e-05 -0.000231819 0.000410989 0.000230736 0.000279054 0.000345192 -0.000535904 0.00062309 0.000881925
internal_weight=201.294 60.3739 13.1762 7.78009 5.39608 140.92 57.5455 16.7418 8.00359 83.3749 47.1977 81.3094 64.1492 30.4411 27.7879 16.8235 5.36111 11.4624 40.8036 37.15 3.57552 8.73826 7.83136 5.44758 46.1952 45.3034 35.2355 3.0601 5.63633 10.9644
internal_count=4034 2346 699 425 274 1688 983 453 195 705 1647 688 504 279 226 144 69 75 530 499 45 258 254 200 1452 1143 485 165 253 82
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=16 16 17 18 20 23 6 4 13 21 21 5 0 16 2 21 9 10 23 15 21 16 10 10 12 18 21 15 21 3
split_gain=1.93662 2.04428 1.81098 2.51368 1.59585 1.47542 1.4301 1.22332 1.49984 1.2913 1.18472 1.14523 1.10362 1.05727 1.01888 0.990196 1.91245 0.956281 0.944771 0.932485 1.3371 1.16931 0.973621 1.57003 1.29375 0.913421 1.75639 2.76943 1.10231 1.21059
threshold=18.634956423400002 15.584963555600002 236.15709471040003 14.937945183950001 37.198331469900005 0.11531000000000002 11.075258771650001 195.50296729855003 108.65403534205002 5.3866163921000005 11.628334000150002 13.154029769200003 92.501778894350011 15.404963976500001 137.02423825130003 6.7825386038500008 214.88418602500002 70.389210771400016 0.091935000000000031 46.074827201850006 15.285239689500001 23.044946110900003 60.613977009100005 58.167480110400007 335.9827356823501 13.893471991850001 8.8898213993500015 30.404760455250003 7.515317457250001 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 2 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 7 -1 -5 -6 8 -3 14 -11 -8 -10 15 -9 -13 -17 -12 -16 22 21 -21 23 -2 25 -24 28 -28 29 -27
right_child=19 2 -4 5 6 -7 11 9 12 10 17 13 -14 -15 18 16 -18 -19 -20 20 -22 -23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0017525431419494631 0.00016098417647225345 -0.0020669907915353792 0.0010953005700443321 -0.001893396317457543 -0.0014556345241059686 0.00060819650713145193 0.0016405704747119352 0.0019158572725690944 -0.0019531936543124018 -0.0017030918954169601 0.0018472279076073217 0.00028040998583960729 0.0015890689104739242 0.00089284206214797982 -0.0021421907250978567 -0.0016386080912214873 0.001063834091551194 -0.0019744151573073375 0.0012636839540411523 -0.0012524037036929724 0.00083489087555620536 0.001235760483339434 0.00047047671406352765 -0.0020214333452377958 0.0014744221593901961 0.00060638336611255254 0.00069631153827418729 -0.002336052429693816 0.0011566058335475947 -0.00014579550626816711
leaf_weight=1.4802777026925493 5.1317767810542128 2.1274609596002905 2.1083785104565314 7.0781251651933399 1.6334039795183368 0.99445045692846168 2.4895008280873325 2.2688345763599505 0.47969206876587112 1.5748237383086237 0.8975680139265021 13.782039550947962 1.0105484351515768 7.2915741931647053 0.54646434285677947 2.9959528996259897 1.4310752050951121 0.33162258210359141 0.67116534418892115 4.5193290744209653 2.5048876656219363 0.82622260972857464 88.525620409753174 1.5989462344441561 3.9636264890432349 12.827531034126876 1.9849448483437289 2.5382128087803721 4.4950005337595931 20.656408188398927
leaf_count=311 141 179 38 290 692 22 24 26 150 97 18 266 6 38 66 172 16 55 11 152 20 10 656 85 62 67 21 62 33 248
internal_value=0.000210135 -0.000112716 -0.000590899 -0.000788619 0.00019613 -0.00158523 0.000293504 -0.00013959 -0.00103064 0.000372858 -0.000598719 0.000395578 0.000448853 0.000274035 0.00115426 2.62427e-05 -0.00076502 0.000816189 -0.000264851 0.000320634 -0.00032453 -0.000867826 0.000356372 -0.00035747 0.000391964 0.00035922 0.000127487 -0.00100533 0.000262402 0.00014236
internal_weight=200.765 51.193 20.0891 17.9808 31.1038 8.07258 29.6235 9.90818 3.6177 6.29048 2.80401 27.9901 1.49024 25.5006 3.48646 18.2091 4.42703 1.22919 1.21763 149.573 7.85044 5.34555 141.722 6.73072 134.991 131.028 42.5021 4.52316 37.9789 33.4839
internal_count=4034 2477 958 920 1519 312 1208 608 335 273 170 516 156 492 103 454 188 73 77 1557 182 162 1375 226 1149 1087 431 83 348 315
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=13 22 18 16 19 6 6 12 22 10 20 16 23 21 5 23 22 22 10 8 18 9 5 10 0 23 2 22 21 2
split_gain=0.259345 0.27352 0.259689 0.419126 1.11097 0.36136 0.864304 0.814088 0.581913 0.699568 0.800023 0.506391 0.499986 0.435236 0.606341 0.62166 0.717883 1.58812 0.85302 0.796388 0.932955 1.25547 1.27376 0.91575 0.909896 0.809322 0.793134 0.579168 1.50385 2.06547
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 17.684958644900004 11.850956171350001 13.65531905435 13.78532209185 212.86469446750002 -0.50001499999999999 69.999384342500022 40.750688432250008 22.644947046300004 0.075810000000000016 3.2025200283000004 29.996566321350006 -0.092630000000000004 -0.094519999999999993 -0.083064999999999986 62.111448187750007 8.9430209551500024 14.254777969200001 194.04304600165003 23.928204628200003 61.93400995115001 94.985914206850012 0.097450000000000023 104.38256328765002 -0.053159999999999992 4.3143180605000007 176.84505046235003
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -4 7 -7 12 9 10 -8 -9 -2 14 15 -10 18 -18 -17 20 21 -19 23 -23 25 -22 -26 -15 29 -29
right_child=2 -3 3 -5 -6 6 8 11 13 -11 -12 -13 -14 27 -16 16 17 19 -20 -21 24 22 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.033960334064153927 -0.034393357387499275 0.010319229655996605 0.028009281336848598 0.033942831008333521 -0.026177693437820893 0.01519499305239708 0.0062505540678417628 -0.036631398208896118 0.018196850889275525 -0.036521321841640586 -0.033323090489023065 0.016052655937754165 -0.0006286792482360059 0.0016429733532269445 0.030701562870971786 -0.013379357000873587 -0.031385349437717737 -0.0046718707702156376 0.016753628190665074 -0.023532003203695306 -0.027800634685702517 -0.0046124520043749314 -0.01857775992396779 0.030273358625312184 -0.009052596498936135 0.010424001867430673 0.024075418634652943 -0.053425280763017099 -0.0019374234417723016 0.014921356652758086
leaf_weight=0.47171897158295806 0.50006746426515647 0.2275303334754426 0.89519339054822855 0.66477128490805615 0.77823690604418516 4.6219624623190603 2.1764432563213632 1.2101015053194704 2.8759349736938082 0.96543400804512192 0.75778240605723102 0.24066355079412449 13.773633494158274 55.267908627662102 0.93142946377338276 1.2657698366674655 1.747368731652396 4.2029116213088802 5.6372273470988148 1.2829777831211675 2.5142565506976093 1.0026702545583246 0.88382259849458922 4.7503049448132515 1.7207121290266516 0.80445589497685421 1.478354171849787 1.4610771927982669 23.639879570277117 0.72938000527210523
leaf_count=881 101 91 16 17 41 41 42 171 185 32 81 6 396 904 42 34 54 68 78 38 71 18 26 100 14 11 29 49 377 20
internal_value=0.000598361 -0.0195521 0.00069989 0.0116609 0.00280936 0.000512052 0.00112815 -0.0042178 0.00056813 -0.0120284 -0.00396959 -0.0278918 -0.0018116 0.00100595 0.00434225 0.00352838 0.0019826 -0.00114784 0.0112283 0.00168664 0.00355068 0.00951391 0.0184974 0.0241932 -0.00636677 -0.018535 0.00625654 -0.000273395 -0.00437376 -0.0306672
internal_weight=139.48 0.699249 138.781 2.3382 1.67343 136.443 120.718 15.7245 116.096 3.89966 2.93423 1.45077 14.2737 112.196 31.0982 30.1668 27.2908 20.3878 6.903 18.6405 17.3575 10.8397 6.6368 5.75298 6.51778 3.31871 3.19907 81.0982 25.8303 2.19046
internal_count=4034 972 3062 74 57 2988 2314 674 2273 155 123 177 497 2118 768 726 541 429 112 375 337 212 144 118 125 82 43 1350 446 69
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=23 23 20 8 19 16 10 22 22 23 3 17 21 5 22 21 3 14 18 21 16 17 22 22 6 3 12 9 0 15
split_gain=0.248282 0.269376 0.272682 0.57136 0.518501 0.672751 0.743338 0.635978 1.69181 1.21822 1.05909 0.974854 0.947059 0.921415 0.899934 0.894129 0.669586 0.606147 0.559455 0.515438 0.47722 0.557972 0.392562 0.965489 0.571725 0.591143 0.626664 0.424436 0.386842 0.383522
threshold=0.4381000000000001 0.43162500000000009 42.198888176300009 7.3442686056500008 11.450923895500003 15.584963555600002 72.752365468100024 -0.096529999999999991 -0.089795 0.096885000000000013 93.216908757050007 189.19102531915004 8.7462497811500022 21.723721974650005 -0.079634999999999997 7.2055597121000003 108.40938565220002 284.63379681220005 14.797467221750003 15.803805445550003 18.344957101500004 194.73806315685002 -0.50001499999999999 -0.58559499999999998 13.835323260100003 81.430708313150021 194.21446734015004 214.31567825310003 85.764502819450016 46.683480308100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -4 -6 7 9 -9 15 13 12 -12 14 -10 18 19 -16 20 -17 21 -7 23 24 25 26 -5 -25 -14 -24
right_child=-2 -3 4 22 5 6 -8 8 10 -11 11 -13 28 -15 17 16 -18 -19 -20 -21 -22 -23 29 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.031958245377927658 -0.021855193468804549 0.014622205866600844 -0.045275167606480343 0.026557728828386962 0.013768997875098388 -0.043733287180077789 -0.035865420934872931 -0.049576530954496649 -0.040851695337751834 -0.038487702587673762 -0.04398815136198525 -0.040661060786041661 0.027804772881432672 0.017632817236227817 0.0062116418968159318 -0.0041381050170984004 -0.048702800557647051 -0.028486026405209239 -0.011325812192576822 0.035165140543739218 0.036200157479297133 0.043364996808700949 0.0029414455228096228 -0.049722948505194424 -0.012422157045119481 0.041565326167238771 -0.045009741030507408 0.0010857581457380527 -0.010023981656470744 -0.01517220053422709
leaf_weight=0.86093719316249817 0.83359171796473575 2.3835777237836728 0.48322967910189518 0.46104986092541389 4.0413550752273286 0.29710501083172891 1.2239817558220227 1.5014817541232393 1.0911375464638693 0.96244145699893202 0.70775750785833169 2.1579667509940919 1.1174902946222571 4.5590448204893619 4.8861225552391279 3.1220017491432377 0.48273190873442207 1.0493257675552738 0.6564038274809717 0.70103294035652641 3.1679616952314973 0.21936880052089691 93.014077765932598 1.1324075857119158 2.1750004303175956 0.95072615519165993 0.38538163706107298 0.37566294148564328 0.79287932068109501 2.0496900682337573
leaf_count=747 31 22 411 14 211 73 153 59 33 31 95 93 35 41 93 113 52 29 8 19 107 2 1357 56 33 7 28 24 11 46
internal_value=0.000682029 0.000819149 0.000574763 0.00164176 -0.00268218 -0.00205348 -0.0042818 -0.00287464 -0.00749692 0.00571817 -0.00363536 -0.0200487 -0.00305913 0.00313092 -0.00627831 0.0106387 -0.00273532 7.74536e-05 0.0239046 0.00306896 0.0301811 -0.00673887 0.00192947 -0.00885022 0.00186235 0.0191501 -0.00602706 -0.0370664 0.0121043 0.00255089
internal_weight=137.843 137.009 134.626 101.405 33.2208 32.7376 28.6962 27.4723 17.8632 9.60905 16.3617 4.77609 2.61813 11.5856 7.02659 8.64661 4.30577 5.93545 4.34084 3.82303 3.68444 0.516474 100.544 5.48023 3.97216 1.79716 0.846431 1.50807 1.91037 95.0638
internal_count=4034 4003 3981 2312 1669 1258 1047 894 489 405 430 234 141 196 155 374 184 122 190 132 182 75 1565 162 82 49 42 80 46 1403
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=13 15 21 13 16 16 2 23 2 17 7 5 13 0 9 18 22 20 23 7 23 21 23 22 9 20 6 21 17 21
split_gain=1.21538 0.794182 1.09676 1.1188 0.958299 1.90034 1.80194 1.61502 1.54631 1.28957 1.12838 1.82449 1.13722 1.304 1.08816 0.997357 1.20858 2.04462 1.15166 1.40426 1.28012 1.85093 1.31421 0.960786 0.948974 0.896173 1.49154 1.51134 1.35897 1.80131
threshold=95.862351557400004 46.074827201850006 15.285239689500001 117.69263157665002 20.404952284350003 19.974953289850003 322.38159739250005 0.12535000000000004 310.17567643235003 162.13109061465002 19.078733418100004 20.769304081650002 109.63263410155001 93.399723909900004 221.38017838285003 17.323446153950005 -0.059424999999999999 38.244973486750006 0.11922500000000003 26.372422795500004 0.092650000000000024 3.6533552218000005 0.083495000000000028 -0.58287999999999995 66.346857137250012 38.478081868400004 16.465384711100004 1.6974749567000003 203.48482458890001 5.5824770163000013
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 6 7 9 25 -2 -11 12 15 -14 24 16 17 -12 19 20 22 -22 23 -19 -13 -6 27 -27 -29 -30
right_child=1 2 -4 -5 8 -7 -8 -9 -10 10 11 14 13 -15 -16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.0017005506303411719 -0.0024210686854405907 -0.0017477196296887187 0.00083502942872047377 0.00044102673635645158 0.00089986016114344597 -0.0020601589992582966 -0.0024206889430247723 -0.0024613465366071308 0.0019845800205420963 0.0017219686568145092 -0.0021444349517951563 0.00092180791530779643 0.00028798999589308317 0.0022783560332643444 0.0019056475548010006 0.0013714926665369656 0.00047152500496319498 0.0025573034814167814 0.0023435159109483727 -0.0025159877187161546 0.00040379881295850387 -0.0019373546680548435 0.0007281900780190066 -0.0016442371870575481 -0.002563609826329871 0.0021344382089472586 -3.5310692257002236e-05 0.00060327814712560733 -0.0021162872304915478 0.00069047388586476776
leaf_weight=1.7051754342319316 0.94837538909632613 3.7193342121317974 2.4073717617429793 1.8459298945963381 14.554910646751521 2.1275290530174962 1.4188553464482527 1.1884799534454931 3.2420864170417181 2.7424433222040525 2.6511407316429461 0.49923834798391897 3.8975992240011683 3.1392141282558441 0.44424857990816224 3.5625929571688166 25.483927223831426 0.33066467568278124 1.0442898534238327 1.2274004225619126 3.5156495217233887 3.621349030174315 11.838146134745328 2.2025178747135334 2.379007198906038 3.0392514690756789 40.929194994969293 37.95643687620759 2.3781879357993594 2.4543538670986891
leaf_count=972 202 140 20 22 130 49 118 53 52 79 121 29 32 19 9 61 295 2 7 61 34 86 167 201 315 32 365 304 32 25
internal_value=0.000231033 0.000248666 -0.00046108 -0.00102174 0.00028031 8.067e-05 0.000143811 0.000195265 0.00042211 0.000240676 0.000277485 0.000217315 0.00030552 0.00117592 -0.00144231 0.000195118 0.000114391 -0.000229943 -1.65041e-05 -0.000124904 1.15465e-05 -0.000784114 0.000406683 -0.0010958 -0.00195906 0.000372109 0.000283571 0.000568364 0.000457128 -0.000690788
internal_weight=188.495 186.79 7.97264 5.56526 178.817 74.2627 72.1351 70.7163 104.554 69.5278 68.5794 65.837 62.5145 7.03681 3.32249 55.4777 51.9151 26.4312 23.78 22.7357 21.5083 7.137 14.3713 2.53318 2.87825 101.312 86.7574 45.8282 42.789 4.83254
internal_count=4034 3062 182 162 2880 1940 1891 1773 940 1720 1518 1439 1086 51 353 1035 974 679 558 551 490 120 370 203 344 888 758 393 361 57
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=16 16 16 21 21 9 7 21 21 9 3 22 23 8 23 23 19 0 5 8 7 16 16 22 9 21 21 23 17 7
split_gain=0.241708 0.461515 0.601067 0.226948 0.937878 1.56097 2.15725 0.630838 0.513521 0.686291 0.650595 1.48153 0.469555 0.596431 0.528446 0.494787 0.457147 0.476069 0.632024 0.579848 0.449129 0.408706 0.44403 0.532797 0.553447 0.442841 1.11056 1.1259 0.763197 0.4266
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 1.2199730554000003 1.9176293050000004 194.45262321395003 24.363141638800005 1.0757446953500003 3.2025200283000004 192.31210988165003 92.913112988300014 -0.056724999999999998 -0.092630000000000004 7.8438787148500007 1.0000000180025095e-35 0.079355000000000023 14.651182102100002 93.399723909900004 19.749058312400006 8.1436447804000007 22.356277907050004 22.824946625350005 22.744946812400002 0.23835000000000003 194.31002311890003 3.9632429946000003 3.4801976177500005 0.099855000000000027 202.84545261905001 22.105125139000005
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -5 -7 12 9 -6 -11 -12 13 -2 -14 -16 17 18 -17 -20 -21 22 23 25 -25 26 -10 28 -28 -27
right_child=3 -3 -4 4 8 6 -8 -9 21 10 11 -13 14 -15 15 16 -18 -19 19 20 -22 -23 -24 24 -26 29 27 -29 -30 -31
leaf_value=-0.03224986577372612 -0.030636570471793745 -0.030979709576086912 0.029335001296147745 -0.0418954573964396 0.028712483837403945 0.022092127899516981 -0.028229046146390324 0.021938576981577265 0.0026386720818198511 0.0076366151229911141 -0.038802921578030204 0.010450094496458081 -0.019190070776199705 0.019571052572804552 0.017905273793795636 -0.022451952219472132 0.017580990463394744 0.0036073165367932433 0.021782234099448107 0.0077649543213385436 -0.014015103992798959 -0.018754830566015793 0.017926733081582286 0.0071850810764060918 -0.03800305419681517 -0.0089727329309711619 -0.022368750027470782 -0.052485769372792819 0.015732649018708883 0.0011757006699086689
leaf_weight=0.23345857023013994 0.23964793761115943 0.62681115021587175 0.37936994728806894 1.2654148793008051 1.1366540398666973 1.6148514067754152 1.4971562011633066 1.5613794958917413 4.4044461007215423 9.4339509628480283 0.96330452326219562 1.3202077634632576 1.1782188381912444 2.1649988666176796 1.5644379868463172 1.8445829899283106 1.2507237754762162 7.6966405299281178 0.80306554047274392 1.3225734587758782 2.4868878552224487 1.0610596034093749 1.2561390363262024 0.39071576786227413 0.67272860195953399 3.9601831331310668 1.5031008436199051 0.77694133948534716 0.70394158360431891 81.794275962514803
leaf_count=455 173 435 40 33 38 30 69 52 98 186 37 19 34 27 44 27 20 180 51 12 55 42 15 23 30 366 64 12 18 1349
internal_value=0.000513432 -0.0127607 0.00587409 0.000634543 9.03858e-05 -0.013616 -0.00211689 0.00343381 0.000638931 0.00630902 0.00413577 -0.0103274 0.00202795 0.0145673 0.00036637 0.00172425 8.09495e-05 -0.00146548 -0.00751206 -0.00153749 -0.00645348 -0.000116159 9.10083e-05 -0.000146812 -0.0214007 9.58508e-05 -0.00699798 -0.021222 -0.0102162 0.000707041
internal_weight=137.108 1.23964 0.612829 135.868 113.755 4.37742 3.11201 22.1132 109.378 12.8541 11.7175 2.28351 20.5518 2.40465 18.1471 16.9689 15.4045 14.1538 6.45711 4.61253 3.80946 96.5235 95.4625 94.2063 1.06344 93.1429 7.38843 2.98398 2.20704 85.7545
internal_count=4034 930 495 3104 2429 132 99 675 2297 280 242 56 623 200 423 389 345 325 145 118 67 2017 1975 1960 53 1907 192 94 82 1715
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=13 3 18 16 16 17 12 20 6 19 12 17 23 16 13 20 0 17 13 20 13 3 20 16 21 10 16 22 2 12
split_gain=1.67397 2.71542 3.00231 1.77149 1.99475 2.70861 1.73286 1.62643 1.33823 1.18674 1.6379 1.14551 1.49366 1.11127 2.98581 2.9728 2.30823 2.29538 1.36249 1.72795 1.32997 1.54341 2.17752 1.43443 1.50073 1.87361 1.3743 1.71213 1.29551 1.28232
threshold=109.34496908160001 83.538459487450012 14.118140587000001 18.704956259700005 15.584963555600002 236.15709471040003 151.46967002190004 37.198331469900005 11.075258771650001 12.551012654050002 144.57070813310003 187.61467154115005 0.092650000000000024 19.199955102150003 112.64908412395 36.893814626400008 90.407470010750018 172.24349499320002 113.97180552410002 38.400997490450003 115.68166489510001 93.281431752200021 41.942745071500006 22.604947139800004 15.285239689500001 62.030794443850006 22.454947490600002 -0.06828999999999999 229.44804549725004 119.80689146465001
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 9 -1 -9 -6 -11 -10 -13 17 15 -15 18 -2 -16 -20 -21 26 -23 24 25 28 -22 -28 -24 -25
right_child=13 2 -4 -5 5 -7 -8 8 11 10 -12 12 -14 14 16 -17 -18 -19 19 20 21 22 23 29 -26 -27 27 -29 -30 -31
leaf_value=-0.0019295735195337075 -0.0015356376846106092 0.00028766680259210455 -0.0016852084885285582 0.00093646538918319374 0.0015343226752078396 0.0013266530297665776 -0.0021658565273158579 -0.0013560561689590941 1.1451337681405086e-05 -0.0016565430034872636 0.0013770189314507911 0.0013122302828934502 -0.00011607596705630664 0.00051292149790027662 -0.00084527497594904816 -0.0017077266006766821 0.0015928418140866134 0.0013373510962745843 0.0011345660182493877 -0.0010795113199363715 0.0021375778285430132 0.00033914516561829334 0.00087877168773332871 -0.0003834272951432694 0.0019194023672515945 -0.0025187912438540188 0.00014856679696548629 0.0010083279835760542 -0.0015936127522387163 -0.0023620394456993835
leaf_weight=1.4147445195703792 1.3819999069673929 5.6851786182087372 8.1932265961513604 10.288297803141175 1.0878338161855916 2.2311098924837998 4.5305104916915298 1.8510626103670826 12.512606825883269 3.1532979040639475 1.0265525132417677 10.24220243655145 4.6240494571393347 4.57243689522147 4.2166183814406386 6.1526903714984655 6.5454894527792922 9.723320728284305 11.290091503295114 3.0720307901501647 2.3769018873572341 31.913030901923776 3.1997346999123675 2.6372998552396894 1.3573045055381951 1.510873749386519 24.199030553922057 17.271247500553727 1.2955511773470787 3.1010354972677305
leaf_count=258 230 304 395 42 11 36 186 679 202 77 13 92 51 27 34 89 56 159 138 33 62 237 45 47 12 35 176 119 47 142
internal_value=0.000214526 -5.57143e-05 -0.000877036 0.000159508 -2.78098e-05 -0.000747627 -0.00121995 0.000254748 0.000360471 -0.000406422 -0.000911514 0.000476524 0.000867965 0.000347522 0.000291217 -0.000760999 0.000390222 0.000979822 0.000316956 0.000364432 0.000269854 0.000316503 4.51859e-05 -0.000670833 -6.1538e-05 -0.000509202 0.000595046 0.000506634 0.000166225 -0.00145268
internal_weight=202.657 66.8407 13.8784 52.9623 42.674 12.0293 9.79819 30.6447 29.2299 5.26768 4.17985 27.3789 14.8663 135.817 124.711 10.7251 113.986 11.1053 107.441 103.224 91.934 88.862 45.0148 13.1018 7.36346 6.00616 43.8472 41.4703 4.49529 5.73834
internal_count=4034 2346 699 1647 1605 323 287 1282 1024 101 90 345 143 1688 1299 116 1183 389 1127 1093 955 922 565 328 139 127 357 295 92 189
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=6 3 10 23 23 2 12 0 6 22 15 23 22 12 12 21 2 2 20 16 20 19 23 7 6 21 21 13 20 7
split_gain=0.235648 0.567505 1.57066 0.630239 0.560805 0.551328 0.863052 0.520823 1.02662 0.985818 1.03427 0.82733 0.760678 0.441552 0.627217 0.651106 0.795858 0.626121 0.593142 0.504827 0.42634 0.890079 0.998024 1.30073 0.677125 0.809054 0.806229 0.684507 0.651073 0.604278
threshold=14.845346859150002 84.812788641250009 70.123053416500014 -0.10747999999999999 0.13377000000000003 185.72519583365002 353.43219817915002 93.399723909900004 15.155354102400002 -0.061874999999999999 29.329759478700002 0.43162500000000009 0.20949500000000004 283.37952236595009 222.91560472515002 6.7825386038500008 181.73369492375005 62.147615758400008 42.360359531950003 16.859960574100004 38.625745710700009 14.251149826300002 0.08729000000000002 22.747724408400003 16.465384711100004 15.803805445550003 1.6974749567000003 115.68166489510001 43.426640904350009 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 13 -3 -7 8 12 10 -9 20 -2 14 15 -5 17 -17 -19 -20 21 22 -10 -24 25 26 -22 28 -26 -28
right_child=7 2 -4 4 -6 6 -8 9 11 -11 -12 -13 -14 -15 -16 16 -18 18 19 -21 24 -23 23 -25 27 -27 29 -29 -30 -31
leaf_value=-0.034254608050359805 -0.034260464776366323 0.0033981476697329247 -0.03551152227083914 0.0029692078133902412 -0.034051371182042697 -0.037074366582108047 0.00933582506463119 0.014761946421818408 -0.031169040436098736 0.025174861065848299 -0.024810039717616111 0.031305533467705857 0.003110879264487755 -0.019873621647538774 0.017890106474293059 0.0057725881650688418 0.014166893074379043 -0.034903871763393976 0.012229681878804017 -0.023584616987685703 0.019149796133744491 0.01296417634189672 -0.024562718285912249 0.029932522271506966 -0.03169523628912066 0.022170786989862867 -0.0066453025646271537 -0.0018698394496076149 0.013887318928162629 0.0036342475539967532
leaf_weight=0.55442776897416379 1.5236755521618754 5.469413535021884 1.8629586601309709 27.632768157320243 0.48549313231705937 1.0296629684016805 0.74084471994137846 1.6587663004174831 1.1992033527494625 2.7685509612783781 1.2418948477134106 0.99195594340562721 0.95129464333876956 1.0182971397643985 2.4933880986282011 1.1615339992567886 1.2629335478777646 1.8393300574716707 0.74413646780158138 0.98123903191299178 2.7378114049788591 7.9650515122339129 0.81521084163250623 1.1152590410783885 1.5436168829692167 2.3245610520243636 8.7962266063696024 32.994698771784897 0.43101649000163877 20.431667196447961
leaf_count=214 34 131 274 733 50 75 20 26 170 37 24 12 21 372 155 7 53 118 61 49 63 93 35 17 129 25 177 532 66 261
internal_value=0.000570152 -0.00130253 -0.00865971 0.000451866 0.000963367 -0.00175027 -0.0176547 0.00155946 0.000908885 0.0111785 -0.00218048 0.00154188 -0.0198962 0.00142116 0.00202158 0.000844776 -0.0089569 -0.015136 -0.0219489 -0.00813828 0.00117446 0.00714223 -0.0076747 0.00691993 0.000218477 0.00349271 0.00213443 -0.00299218 -0.0217456 0.000540585
internal_weight=136.767 47.2764 9.10288 38.1735 37.6191 7.23992 1.77051 89.4905 83.8212 5.66921 2.90066 81.3463 2.47497 37.1336 36.1153 33.6219 5.98917 4.72624 3.56471 1.72538 80.3543 11.0947 3.12967 1.93047 69.2596 34.2903 31.9657 34.9693 1.97463 29.2279
internal_count=4034 2312 500 1812 1598 226 95 1722 1635 87 50 1580 55 1548 1176 1021 288 235 228 110 1568 315 222 52 1253 526 501 727 195 438
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=16 16 10 17 20 6 21 9 23 7 21 7 3 5 16 21 9 18 21 22 22 7 20 3 20 18 16 13 0 22
split_gain=1.17368 1.48139 1.63224 2.25254 1.59068 1.36402 1.33209 1.30178 1.61038 1.23197 1.10585 1.07438 1.29608 1.01006 0.873352 0.81669 0.744607 1.39152 2.17313 1.75716 2.825 1.43703 4.5775 1.3589 1.79453 1.96091 2.11698 1.57662 1.33417 1.09984
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 37.198331469900005 11.075258771650001 5.1185473364500007 191.72037998490001 0.11531000000000002 22.356277907050004 4.5829628528000006 24.803880018200001 85.63276837105002 13.154029769200003 15.404963976500001 12.263428102400001 204.68881850780005 13.893471991850001 11.065329869750002 -0.073609999999999995 -0.11103999999999999 24.142338514450003 36.79544512155001 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 117.45067034490002 93.953546284800012 -0.078649999999999984
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 -1 -6 7 -4 10 15 -9 -11 -13 -7 -15 -3 17 23 19 20 -19 22 -21 29 27 -26 -27 -25 -23 -2
right_child=16 2 3 -5 5 13 -8 8 -10 11 -12 12 -14 14 -16 -17 -18 18 -20 21 -22 28 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.001805901737210929 0.00024795901187245621 -0.0019704724486011346 0.00092410392645064603 0.0011147450168877977 -0.0014084987993004754 0.0016461368668831565 -0.0020598241462013141 -0.002106147571759373 0.0015006746161697019 0.0013962577479060231 0.00060176525963584969 -0.0020710704399726043 0.001462227863862617 5.8149700049283369e-05 0.00086601683518573757 0.00093074824060335008 0.00050977295313558925 0.00046521432125387982 -0.0023853179868846492 0.0011536523439510677 -0.0020736180752164305 0.0016312778291595119 -0.0026079348256282052 0.0019823798898345431 0.00021486413077006429 -9.7559181817883346e-05 -0.002247939644487711 0.00021933719779968332 0.00011943922878771762 0.00088419801517098566
leaf_weight=1.3886668931809278 20.209302641451359 1.2166596857714491 1.4500395249342526 1.7442673020996142 1.6219706694173535 2.2281686242204186 4.3361861349258106 3.2617309219203894 0.71074067102745164 3.3042192278662696 0.67213378101587284 0.8844924960285423 0.67751637939363718 17.006276849147984 6.9724560175091019 0.50837451161351044 37.892555008642375 3.039800231345001 1.6129231662489463 2.699836142361165 3.4666323550045504 3.8924669716507179 2.1455276170745492 2.0015094727277782 6.9814979850780201 3.1955659713130444 3.5950958949979395 29.512292160186917 4.8381685521453619 19.953695877455175
leaf_count=311 128 321 36 38 692 24 273 150 8 23 9 67 7 454 38 26 400 40 44 13 87 36 35 30 149 35 125 242 29 164
internal_value=0.00019194 -6.8672e-05 -0.000490125 -0.000907262 0.000202026 0.000302222 -0.00124539 -0.000665936 -0.00116234 0.000280394 -0.00164348 0.000775216 -0.000538514 0.0004081 0.000293059 -0.00111547 0.000278161 0.000196249 -0.000238522 -6.61013e-05 -0.000887478 0.000327551 -0.000511979 0.000306636 7.83389e-05 -0.00050052 -0.00123601 0.000331312 0.000793477 0.000564054
internal_weight=193.021 47.9839 18.7664 12.1751 29.2175 27.8289 10.4308 6.09464 4.64461 6.59126 3.93386 4.86623 1.56201 26.2069 23.9787 1.72503 145.037 107.144 21.6954 20.0824 6.50643 13.576 4.84536 85.449 45.286 13.7722 6.79066 31.5138 8.73064 40.163
internal_count=4034 2477 958 514 1519 1208 476 203 167 444 159 97 74 516 492 347 1557 1157 284 240 127 113 48 873 581 309 160 272 65 292
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=17 15 2 2 18 12 20 8 22 22 22 14 22 22 7 18 20 23 20 6 21 8 9 23 18 21 15 23 6 22
split_gain=0.245662 0.413059 0.22193 0.511248 0.399775 0.552359 0.298824 0.56217 0.468122 1.47338 1.2281 1.83757 0.690787 1.55388 0.96605 1.05502 0.761891 0.758758 1.24568 1.18431 1.2236 0.688966 0.775033 1.12762 0.98933 1.87453 1.0618 0.993132 0.674592 0.663126
threshold=160.21442126885003 35.098844929350008 49.864842700850012 60.327272492300004 13.552878921100001 82.696898122450008 42.198888176300009 8.8430989333000021 -0.06483499999999999 -0.054619999999999995 -0.041369999999999997 198.49238842795003 -0.085584999999999994 -0.081629999999999994 24.225158517200004 15.373697821050003 39.792680591700012 0.08729000000000002 38.804080188450008 15.785368822600002 5.2345280387500006 8.9430209551500024 201.97224908750002 0.049900000000000007 13.314799198000001 3.3753071955500005 37.491361913600009 -0.23921499999999998 16.515385879350003 0.23835000000000003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 -6 8 -8 12 -10 11 -11 16 -14 -15 -16 17 -5 19 20 -19 22 24 -24 26 -26 27 -12 -27 -25
right_child=2 -3 3 6 5 -7 7 -9 9 10 21 -13 13 14 15 -17 -18 18 -20 -21 -22 -23 23 29 25 28 -28 -29 -30 -31
leaf_value=-0.035302141699163306 0.0094541556590598732 0.034531050527421302 -0.00093803254649348544 -0.018934424306595733 -0.039328217281372903 0.00090571688414140927 -0.0012206049114649622 -0.027834298271023458 0.020883841033217845 0.0030399688452000108 0.010422440535398087 -0.03688248999060538 -0.034992616550414614 0.0033007084920636926 -0.036345383497025124 0.0027346105646541621 0.0048488906690457257 0.0051812548624345037 -0.023710786123542906 0.028108063613087184 -0.040036652689145975 -0.016287650215094002 -0.02429868614573405 0.018622601568100108 0.010089123405774987 -0.010822711343225344 0.01882364932958288 -0.047660505321250456 -0.040889731889393773 -0.0097197770412888306
leaf_weight=0.45646705782382824 3.0867506684735408 0.11684077233076096 1.6117996713146561 3.2152889266590128 1.0043212176824452 0.59786834754049767 31.714157423579309 0.89637588884215702 5.1675622865695905 3.1937613431364289 0.75726195111928951 2.098237823767704 1.8559202462711244 8.6563541129144124 1.6501558874733739 1.4044645025642237 27.749112766079634 3.924981658898103 1.9055266343202673 1.9880588703090323 0.78947667349711981 1.6749186109518621 0.83588021268951607 9.0029924705886497 6.1744244836663693 6.5021243774190225 5.3057989487424493 0.56422964386002317 0.93777900235727418 1.0082093846285705
leaf_count=277 41 1 28 336 47 7 1414 55 72 16 21 35 70 88 80 54 464 122 51 41 46 38 26 181 161 146 43 39 11 23
internal_value=0.00057807 -0.0210701 0.000669818 0.000464691 -0.0125914 -0.0243146 0.000790047 -0.00195214 0.00171805 0.00427922 0.00202448 -0.012789 -0.000365195 -0.00681853 -0.00235359 -0.018377 0.00184725 -0.00519755 -6.65334e-05 0.00665553 -0.00239087 0.00441716 0.00553264 0.0126807 0.00170213 -0.00340976 0.0122034 -0.0143769 -0.0146126 0.0157683
internal_weight=135.847 0.573308 135.274 132.187 3.21399 1.60219 128.973 32.6105 96.3625 43.2232 38.0556 5.292 53.1393 13.5669 11.711 3.05462 39.5724 11.8233 8.60804 6.70252 4.71446 32.7636 31.0887 10.8471 20.2416 13.6143 6.62729 1.32149 7.4399 10.0112
internal_count=4034 278 3756 3715 82 54 3633 1469 2164 812 740 51 1352 292 222 134 1060 596 260 209 168 689 651 230 421 318 103 60 157 204
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=17 15 7 4 0 3 2 5 10 15 21 0 12 5 19 22 17 17 0 0 18 6 16 15 2 23 23 21 8 0
split_gain=0.21991 0.371604 0.215814 0.586428 0.507865 0.412748 0.38402 0.242985 0.939163 0.302406 0.833927 0.376928 0.359915 0.923296 0.370816 0.478054 0.461803 0.501087 0.456934 0.542806 1.32949 0.564683 0.416411 0.835642 0.472357 0.429581 0.437082 0.350164 0.780644 0.301399
threshold=160.21442126885003 35.098844929350008 19.078733418100004 387.60063489055005 75.462331263550013 108.56262776565002 93.57193670880001 29.996566321350006 60.613977009100005 46.074827201850006 15.285239689500001 86.329079026800017 368.00406080990007 20.374719724350005 14.651182102100002 -0.097294999999999993 205.83789591070004 205.32027903760002 87.48511602295001 91.066142252700018 15.504699510200002 14.275333540900002 17.684958644900004 20.729785921300003 171.03679643640001 0.092835000000000015 0.086230000000000015 18.593782865600001 8.2435668022500028 77.693751511800016
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -7 8 29 12 11 -11 14 -14 16 -16 17 27 -18 -20 -21 22 23 25 -24 26 -22 -10 -29 -6
right_child=2 -3 4 -5 7 6 -8 -9 9 10 -12 -13 13 -15 15 -17 18 -19 19 20 21 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.037456028851112662 0.030135880720688596 0.036708186208913203 -0.041349599478585908 -0.03620631651779211 0.0068858507054520048 0.033727849531720852 -0.036055483641849198 0.01799967300577832 0.0012107662179626656 -0.034993882136506012 0.010507155753170249 -0.009093266525195683 -0.033365228464066927 0.03406112469323426 -0.0046790534644814662 0.021734501514766764 -0.039427973047012885 0.024530098564808901 0.01227487362810855 -0.040947539590509049 -0.037627945914905897 -0.037131291049586519 -0.001594429907567536 -0.030084851595850941 0.024387874466647828 -0.024502304398079485 0.028159373816025433 0.0086804872842993954 -0.04687938891248751 -0.038668793211206268
leaf_weight=0.41535120833350347 1.2662990106291534 0.1061231791973114 0.36218321998603542 0.26893079477304116 0.22203355887904663 0.15667860466055561 0.26644830977602396 0.995766491680114 105.79061642983106 1.2045864693645847 1.8544318542117251 1.6881472179666159 0.32931459750943659 1.1122909232799427 1.3619662150740626 2.3135155905038109 0.50027812924235959 1.1433490368690389 1.8987738360883657 1.3419134995056063 0.14552213788920221 0.5460959180491044 2.3669412692834162 1.3488176407845456 1.3892284954199565 0.37091456110647403 0.95911344790692965 0.67212069237575522 0.59781350567936897 1.0005331004504112
leaf_count=277 46 1 187 33 21 4 85 29 2315 113 20 37 88 39 12 36 27 17 33 39 115 34 22 122 44 53 66 37 9 73
internal_value=0.000561866 -0.0223632 0.000651432 0.012307 0.000477874 0.0200296 -0.0102156 0.00059338 0.000460215 0.000752788 -0.00800881 -0.0198787 0.0010877 0.0186585 0.000881343 0.0119468 0.000539775 0.00123788 -0.00641094 -0.0048177 -0.0086501 -0.00256864 0.000299596 -0.00996149 0.00801519 0.00843351 0.0194927 0.000989131 -0.017474 -0.0303955
internal_weight=133.996 0.521474 133.475 1.95836 131.516 1.68943 0.423127 131.154 130.158 128.936 4.74717 2.89273 124.189 1.44161 122.747 3.67548 119.071 108.204 10.8676 10.3673 8.46855 7.12663 6.58054 2.82437 3.75617 1.47555 1.10464 107.061 1.26993 1.22257
internal_count=4034 278 3756 168 3588 135 89 3401 3372 3278 170 150 3108 127 2981 48 2933 2378 555 528 495 456 422 356 66 234 181 2361 46 94
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=8 22 6 12 2 23 8 22 8 20 6 10 20 18 20 23 12 19 14 22 7 21 20 21 22 17 21 21 13 13
split_gain=0.217944 0.763094 0.594089 0.333542 0.489196 0.672525 0.436312 0.696115 0.472516 0.683989 0.57902 0.484556 0.337802 0.704789 0.597645 0.501124 0.497005 0.392835 0.680472 1.04538 1.40216 1.43213 1.17193 1.00538 0.83473 0.614546 0.560649 0.772768 0.511028 1.0311
threshold=9.5425530862500008 0.022350000000000005 18.335428404350001 69.826413229550027 60.327272492300004 0.08376500000000002 8.9430209551500024 -0.08786999999999999 8.7431769115000026 40.040005255000004 16.325381439950004 61.966271448700006 35.419594101850009 15.981927061500002 32.724174661450007 0.08895500000000002 200.88600031510001 14.451165964200003 195.25924573520004 -0.063749999999999987 22.977992916200005 7.7834773016000005 41.872294782850005 4.2898547600500008 -0.102645 196.16836764490003 5.4279412736500001 13.094317010850002 117.60660091645001 117.62810858150002
decision_type=2 2 2 2 2 2 2 2 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 3 -1 5 -5 8 -8 12 -10 -11 -12 13 14 15 -6 -16 28 24 20 -20 23 25 -22 -19 -21 -26 -28 -14 -30
right_child=1 -3 -4 4 6 -7 7 -9 9 10 11 -13 17 -15 16 -17 -18 18 19 22 21 -23 -24 -25 26 -27 27 -29 29 -31
leaf_value=0.014940193638482476 0.025241237480926271 -0.02187862324259825 -0.032212195454149786 -0.0028313537576220437 0.017222871231161434 -0.041428883426150552 0.005023973839426283 -0.036932459745490975 0.024940563173775448 0.021051060791058611 0.0058039163690696803 -0.024195021193060287 -0.00020937532851933598 -0.039640797033872979 0.02882345138893776 -0.045973299688051715 0.001823574827933793 0.031886814463153848 -0.039557451446500955 0.010842233719904107 -0.0044330438716018699 0.017868495429613104 -0.011446387502931111 -0.050691700232833509 -0.010142453558079205 0.038986703875889504 0.030979299034225923 -0.0075442437053272844 -0.036331862388684348 -0.0038482040741649706
leaf_weight=2.2538953913608557 1.7207869593403295 0.68634164851391677 0.79584491140121727 2.0870896454434837 0.32017262100998678 0.93232990156684525 1.1366553897969427 1.1215370735735621 2.7971648909151545 1.4304330106824634 1.6681909760227429 1.4254632786614818 76.653290099134665 0.38404543553406245 2.6681783003150485 0.40661888635804644 1.5321603189222512 2.4177065193653107 1.7670594989322133 3.1992806829512093 2.1138940711971377 2.8910961606889032 2.445422246993985 0.98243634664686386 2.0849180202931192 1.6940034981817005 1.8189906440675261 1.2570673506706951 1.6756365227047343 8.3285958314372674
leaf_count=32 55 32 95 27 69 46 25 33 22 13 24 25 2813 154 81 22 16 15 36 27 64 22 37 23 25 28 34 16 17 106
internal_value=0.000540619 0.011806 0.000332488 0.000532502 0.000277287 -0.0147494 0.000642542 -0.0158138 0.00094724 0.0102534 0.00117263 -0.0080187 0.000352922 0.0096583 0.0135009 -0.0181336 0.0189747 -9.91289e-05 0.00432874 -0.000309641 -0.00998302 -0.00125477 0.00991179 -0.0191105 0.0135662 0.0205856 0.0049838 0.0152362 -0.00125758 -0.00928898
internal_weight=132.696 2.40713 130.289 129.493 127.239 3.01942 124.22 2.25819 121.962 7.32125 4.52409 3.09365 114.641 5.31118 4.92713 0.726792 4.20034 109.329 22.6719 15.0932 7.75449 5.98743 7.33871 3.09633 7.57868 4.89328 5.16098 3.07606 86.6575 10.0042
internal_count=4034 87 3947 3852 3820 73 3747 58 3689 84 62 49 3605 342 188 91 97 3263 327 237 145 109 92 87 90 55 75 50 2936 123
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=6 6 13 16 16 10 9 20 0 23 15 15 20 13 20 18 13 3 15 6 21 0 20 18 7 15 8 7 20 6
split_gain=0.210855 0.95552 0.87844 0.554944 1.05992 1.00772 1.3237 1.1351 1.11989 0.979393 0.907289 0.982695 0.815403 0.654957 0.817375 0.683436 0.623791 0.614723 1.06725 0.606944 1.51245 0.656758 0.643066 0.649263 0.594279 0.591025 0.584094 0.561304 0.547206 0.677346
threshold=14.745344522600002 14.515339148550002 109.96062599345002 19.199955102150003 18.684956306450005 66.964115113200009 203.36975145060003 36.79544512155001 90.407470010750018 0.093580000000000024 29.329759478700002 26.912781836550003 39.458743938000005 113.97180552410002 38.400997490450003 13.012604996900002 115.68166489510001 92.598563387050021 40.42701969085001 16.355382140900002 12.510904521150001 86.83719761350001 43.047778594550003 11.862896247150001 24.024273989350004 37.491361913600009 8.543332867800002 24.054467534550003 42.824128352900011 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 10 8 7 -7 13 -9 11 26 -12 -5 15 -15 -16 18 27 20 -19 22 28 -24 -10 -25 -2 -18 29 -21
right_child=3 2 -4 5 -6 6 -8 9 24 -11 12 -13 -14 14 16 -17 17 19 -20 21 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00028396330051616049 0.0029551392308373651 -0.04044305216308422 0.0053994675538350878 -0.017160708307814382 0.031315231080345604 0.017840063553982856 -0.041614157482668349 -0.039556246182259509 0.0055103103754477354 0.0059773093742424661 0.025858988277487647 0.02882033974122607 -0.03583229945629849 0.0017065037953455746 -0.021430022786190505 0.025121670860152594 0.0095514966417953439 -0.046697255529745026 0.026692917702936379 0.0077917768338136382 0.010371862866187893 -0.02119008210333511 0.014901453360371216 -0.042779487174692148 0.037815789480828067 -0.010038658584850027 -0.046741803516139623 -0.011219186485267056 0.020921225195172862 -0.0022627807865911822
leaf_weight=39.60824173004994 1.4770838256954442 1.5712791802216082 0.88420052453875531 2.6385922320187083 2.3811463487800211 1.9524425584822882 1.6740967892110346 1.4382163388654592 1.3954286947846406 1.1512648938223717 0.37940138156409364 2.0888285233522765 1.2309350686846299 3.3008042946457854 1.7537542432546604 3.4518298619077541 4.3717789202928525 1.2714042283478186 3.1865021977573633 14.460707385907879 1.2432958185672758 1.8903097948059429 1.0113865218590934 0.98875000467523921 1.7218836508691309 3.0436935715842992 0.40869813878089178 2.9491549171507359 2.0653214200865468 24.325975325569743
leaf_count=2003 335 222 8 32 61 17 39 40 19 14 11 53 66 76 32 61 40 49 54 189 19 25 54 40 28 74 24 37 36 276
internal_value=0.000482884 -0.00166463 -0.0239355 0.00149498 0.0107622 0.000586796 -0.0136492 -0.0033416 0.00176557 -0.0193124 0.00199933 0.0114382 -0.0212976 0.000830239 0.0015151 0.0136759 0.000202518 0.000826416 0.00892006 -0.00086428 -0.0184816 6.28174e-05 0.00093816 -0.0114559 0.0233546 -0.0180667 -0.00781548 0.00118426 0.00246841 0.00148583
internal_weight=131.316 42.0637 2.45548 89.2527 7.96609 81.2866 6.21602 4.54192 75.0706 2.58948 5.58495 3.97461 1.61034 71.9533 69.3147 6.75263 62.562 60.8083 10.5074 50.3008 2.5147 47.7861 45.8958 5.04383 3.11731 4.03244 1.88578 7.32093 40.852 38.7867
internal_count=4034 2233 230 1801 550 1251 110 71 1141 54 489 412 77 1094 1062 137 925 893 131 762 68 694 669 168 47 114 359 77 501 465
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=8 22 13 17 17 7 14 2 2 23 8 22 8 20 7 12 12 12 19 22 22 9 22 6 15 23 22 21 17 7
split_gain=0.183894 0.647823 0.520084 0.418349 0.346568 0.321407 0.284457 0.28415 0.567982 0.518326 0.296158 0.597466 0.40794 0.580482 0.462219 0.320601 0.860102 0.800568 0.653832 0.867676 0.779939 0.890793 0.88729 0.714647 1.00383 0.993974 0.810025 0.653093 0.639258 0.697922
threshold=9.5425530862500008 0.022350000000000005 119.06105676505001 160.53212239910002 162.57770630285003 21.725272673150005 327.11090103025009 49.864842700850012 60.327272492300004 0.08376500000000002 8.9430209551500024 -0.08786999999999999 8.7431769115000026 39.952536079750011 23.779256055650006 149.09269374785001 144.57070813310003 150.73104262400003 14.451165964200003 -0.102645 -0.58559499999999998 190.16588783940003 -0.15076499999999998 15.710367070250003 30.046989284200006 0.097015000000000032 -0.059424999999999999 12.957322271500002 188.19076296340003 26.064266158200002
decision_type=2 2 2 2 2 2 2 2 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 -4 6 -2 -1 -6 9 -9 12 -12 15 -14 -15 16 18 -17 20 -20 -10 27 -23 24 26 -25 28 -22 -24 -30
right_child=1 -3 3 -5 7 -7 -8 8 10 -11 11 -13 13 14 -16 17 -18 -19 19 -21 21 22 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.043210751655650491 0.0026885406192637728 -0.022760464326210875 0.030823585426099639 -0.043611461674991123 0.014242616466861684 0.040500136647157445 0.041403114526162806 -0.006141089568307825 0.028202217146473911 -0.044650808518449651 0.0065951043192387336 -0.038352803312971903 0.030151691428247838 -0.0067461944317428121 0.018677253405576345 -0.036006385371778186 0.023203445389344133 -0.0008188401861251133 0.033982762568275517 0.0037050727233286012 -0.0095362267340482025 -0.037889817547610796 0.0055827072261429153 0.025929027052704529 -0.020274235390365318 -0.014255211537503882 0.010687360752603528 -0.043597178938563588 -0.040511285302880881 0.00022377357189667791
leaf_weight=0.49488166105584142 0.62264425924513433 0.65104659128701303 0.15601674560457368 0.7551430833991617 2.5823617130517951 1.0085201822803354 0.078883805987061351 1.9366013084072613 1.5085737481495005 0.86625225825991936 1.0603524429025131 0.9694252050248896 1.9183167642913748 3.0544753049034625 2.0441843830049038 1.126941501526743 3.3700650696810035 63.33800043802421 2.2467015981674194 5.8181559769436699 6.7675850647483449 0.94482835050439007 2.7138695384201155 4.237074375152587 3.67581431812141 1.4031997956335542 10.19690338813235 1.1241428710163743 1.613518455764279 1.3010415579774415
leaf_count=308 35 32 7 93 28 20 38 26 42 46 21 29 19 28 24 26 83 2073 15 89 331 53 104 87 142 18 113 33 52 19
internal_value=0.000495004 0.0121378 0.000286279 -0.030866 0.000510856 0.0260668 -0.0315777 0.000657188 0.000372511 -0.0180429 0.000801096 -0.0148721 0.00106978 0.0107474 0.00344672 0.000460122 0.0030624 -0.00143397 0.00150386 0.0121398 -0.000913326 -0.00220601 0.00147935 0.00295887 -0.000793295 0.0159319 0.00373162 -0.0143881 -0.00886994 -0.0223274
internal_weight=129.586 2.28221 127.303 0.91116 126.392 1.63116 0.573765 125.818 123.236 2.80285 120.433 2.02978 118.403 7.01698 5.09866 111.386 46.9215 64.4649 43.5514 8.06486 35.4866 33.978 26.0862 25.1414 19.5011 5.64027 15.8253 7.89173 5.62843 2.91456
internal_count=4034 87 3947 100 3847 55 346 3501 3473 72 3401 50 3351 71 52 3280 1181 2099 1098 104 994 952 588 535 430 105 288 364 175 71
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 21 6 5 19 21 20 9 18 16 18 22 2 15 16 21 22 9 18 20 23 14 2 21 8 20
split_gain=1.14456 1.24449 1.31489 1.10798 2.00648 1.05487 0.990717 0.957232 0.842265 0.824859 0.803011 0.746872 1.57667 1.54424 1.31838 0.859795 2.57129 0.665247 0.87857 1.9448 1.12254 0.6972 1.0949 1.57237 2.11125 0.966946 0.946171 0.86826 1.94586 1.41846
threshold=18.634956423400002 12.851036860900001 39.256147742250008 41.243661560350013 190.49354742400001 6.8443800584500005 11.075258771650001 9.1983704482500013 12.551012654050002 3.3753071955500005 39.952536079750011 205.88909726980003 15.625782642300001 12.604970524100002 14.738651916450001 0.059320000000000012 166.67665309880002 45.169600924000008 22.824946625350005 7.1067965614000004 -0.063749999999999987 204.68881850780005 13.927976454650002 40.750688432250008 0.081965000000000024 162.62753922915002 310.17567643235003 6.7825386038500008 8.543332867800002 40.098777110850008
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 10 8 -5 -1 -10 -4 13 14 -8 -13 16 -14 21 19 20 -19 22 27 25 -25 -24 -23 28 -2 -30
right_child=17 2 3 4 -6 -7 11 -9 9 -11 -12 12 15 -15 -16 -17 -18 18 -20 -21 -22 26 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0020624270048900106 0.0008123464230669295 -0.002163855257620812 -0.0010407404460766757 -0.002141080981934326 -0.0016966695105675822 -0.0016566147645486579 -0.0020871870142008522 0.0014485289512974162 0.0018189615508280694 -0.0020747139667323874 0.0010333700983394545 6.9304482914743932e-05 -0.0018396438242109416 0.00060550328542514323 -0.0023309875137963267 0.0010436068372435979 0.001095917227605116 -0.0023902772798306974 0.0014516583802468713 0.00021970431526132546 4.2688338320950812e-05 0.00047419270716315081 -0.0011336803658926193 0.00064106123976784952 -0.0019920126340884146 0.00041738826331468823 0.0017776766458692556 0.00011396546712230976 0.00035731010689464689 -0.0012308969622426785
leaf_weight=1.4737952676878188 28.551490699173883 1.8553581060259592 0.92553225159644892 0.37050750228809182 4.3343950305134058 0.95679569616913784 0.90289782988839462 1.5666839907644314 0.59009917057119299 0.34938967885682359 4.0366830453276634 1.6756594951730215 2.2130262826103699 17.694547861174215 2.0548099775332958 3.6854269017931074 2.6383106505963951 2.3364533055573693 1.2132004834711541 7.6125988294370472 1.1372142047621303 30.107245280290954 1.9149326374754334 1.8483655704185356 3.661280651576817 10.566978349816052 2.4272478143684557 36.198971774079837 6.1698766648769361 3.5868476470932364
leaf_count=894 354 135 19 66 258 35 213 66 10 59 100 21 66 408 54 35 38 95 13 88 26 290 37 16 78 112 48 326 42 32
internal_value=0.000181908 -8.74474e-05 -0.00058875 -0.000349025 -0.000937233 0.000274219 0.000124142 0.00076198 -0.00111512 0.000370929 0.000646515 0.000221039 -0.000163629 0.000474774 -0.00125282 0.000312335 -0.000243193 0.000274726 -0.000170947 -0.000348513 -0.00159377 0.000318566 0.000229623 -0.000215034 -0.00110867 0.000179429 0.00057144 0.000336996 0.000547747 -0.00022656
internal_weight=184.657 47.3239 14.046 12.1906 6.27159 5.91901 33.278 1.93719 2.41328 0.939489 4.96222 30.8647 12.2672 18.5974 3.73047 8.53676 4.85134 137.333 12.2995 11.0863 3.47367 125.033 92.4987 17.9916 5.50965 12.4819 32.5345 74.5072 38.3082 9.75672
internal_count=4034 2477 679 544 390 154 1798 132 963 69 119 835 214 621 75 139 104 1557 222 209 121 1335 997 243 94 149 338 754 428 74
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=6 3 17 6 0 20 3 10 23 2 12 23 21 3 2 17 22 0 22 17 2 7 6 17 5 21 20 22 9 21
split_gain=0.184535 0.460566 0.999225 0.822642 0.763624 0.684722 0.410283 1.27969 0.562335 0.488941 0.705884 0.475942 0.382523 0.356925 0.83884 1.04351 1.20732 1.15798 0.512241 0.79245 0.551565 0.486511 0.441791 1.12946 0.42655 0.380978 0.357039 1.60869 1.13908 0.687163
threshold=14.845346859150002 86.272621406050021 200.79056394860001 15.155354102400002 94.047642319350018 37.828051409500013 84.812788641250009 70.123053416500014 -0.10747999999999999 185.72519583365002 353.43219817915002 0.13377000000000003 16.359396914950004 92.324340657750014 241.85323870325001 203.48482458890001 -0.089094999999999994 87.638358136350021 -0.122095 193.70011821090003 109.60702220095001 24.385896469550001 16.355382140900002 192.20712075930001 24.794052175750004 6.2631776902500009 42.198888176300009 -0.06828999999999999 185.44496129890004 2.4921523776000005
decision_type=2 2 2 2 2 2 2 2 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 4 5 -2 -3 8 9 -1 -8 -11 12 -10 14 15 17 -17 -5 -19 20 -20 22 23 24 -15 -21 -24 29 -29 -28
right_child=1 3 -4 13 -6 -7 7 -9 11 10 -12 -13 -14 21 -16 16 -18 18 19 25 -22 -23 26 -25 -26 -27 27 28 -30 -31
leaf_value=-0.04015648993431932 0.036033755307620652 0.0057072873884355356 -0.018563623741040369 0.036449485278760844 0.00056405768995545483 -0.038870332528426151 0.0035616881771109361 -0.041043117783698638 0.001835427608287575 -0.043010782229916791 0.0092724923915156396 -0.039863845950709298 -0.028515729785517811 -0.049841907991643918 0.030413871809041277 0.0097485691774952827 -0.038388030748894506 -0.016396136601205827 0.0091615801450599232 0.023369414450772983 -0.018628803555342389 -0.026067317605489256 0.0029856983811579032 0.010465485232423972 -0.0026127157473725487 0.0049674257579845164 0.032721294682235884 0.020961963264547807 -0.046524744064198945 -0.0011015214309616959
leaf_weight=0.50479174189422238 2.3541076406836505 0.81220191874308456 1.1497821891680358 1.8268518261611522 1.4632022688165305 1.3871214954706372 5.2721260914040595 1.5327860472461905 35.142483739360614 0.90897571508685338 0.66457826270197984 0.42245671674027008 0.62836591289669641 1.1030645114224165 1.8911274559795845 1.4048684332519772 1.7266117394901801 1.6536410924745748 1.9072218649089281 3.6244810968637466 2.3950294181704521 1.0470267087221135 41.024435445950076 1.4144803544622844 0.38299490069039155 3.1057051094248891 0.99116644181776692 0.46318037535820566 1.8849352432880548 9.0158805794781056
leaf_count=214 31 9 34 23 22 46 131 274 1478 75 20 50 70 45 50 28 33 23 23 46 24 39 661 35 28 35 67 82 80 258
internal_value=0.000490716 0.00155837 0.0129469 0.000842883 0.022438 -0.022408 -0.00149955 -0.00919812 0.000258099 -0.00206784 -0.0209293 0.000821766 0.00130227 0.00150818 0.00600911 0.00339341 -0.0167926 0.00774898 0.00361598 0.00661558 -0.00630911 -2.56206e-05 0.000458855 -0.0141961 -0.0376698 0.0148777 0.00125517 -0.00449091 -0.0332126 0.00224852
internal_weight=129.106 84.0291 4.96709 79.062 3.81731 2.19932 45.0766 8.37847 36.6981 6.84568 1.57355 36.1933 35.7708 76.8627 19.5355 17.6444 3.13148 14.5129 12.6861 11.0324 4.30225 57.3272 56.2801 2.90054 1.48606 6.73019 53.3796 12.3552 2.34812 10.007
internal_count=4034 1722 87 1635 53 55 2312 500 1812 226 95 1598 1548 1580 285 235 61 174 151 128 47 1295 1256 108 73 81 1148 487 162 325
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=16 15 18 20 15 16 10 17 13 9 8 17 15 16 21 22 10 5 20 22 13 9 13 0 8 13 4 5 6 23
split_gain=0.862583 1.4365 1.82406 1.36228 1.13734 1.40852 1.40486 1.67159 1.4691 1.03924 0.983422 0.833917 0.823608 0.990853 1.88635 1.01831 0.753826 1.07891 0.941009 1.22173 0.98382 0.853884 0.81846 0.778958 1.69745 0.750031 0.79751 1.03726 0.881523 0.68745
threshold=18.684956306450005 29.037712645600003 14.053554955550002 37.198331469900005 27.980927088250002 15.584963555600002 70.171445662850019 236.15709471040003 111.38282034450002 190.49354742400001 3.1475436881500003 194.73806315685002 45.169600924000008 22.824946625350005 7.1067965614000004 -0.063749999999999987 81.479100559500012 13.154029769200003 41.035283712600005 -0.10423499999999999 104.08096806215002 209.21153814325001 100.66662623655002 97.878695155250014 7.7439566930000003 117.99105042915001 160.10465189265003 30.284449345300001 16.715390552450003 0.11531000000000002
decision_type=2 2 2 2 2 2 2 2 2 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 29 5 10 8 9 -7 11 -5 -8 25 14 15 -14 17 -12 19 20 -19 -18 -20 -21 -25 -2 -27 28 -28 -1
right_child=12 2 -4 4 -6 6 7 -9 -10 -11 16 -13 13 -15 -16 -17 21 18 22 23 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0021055762829993011 0.00041181637938589473 0.0012900782076601613 -0.0018662373405557596 -0.0023365190993175637 0.0015207972302627621 0.0018803342206789974 -0.0018417280993999706 0.0011569378995413466 -0.0018344731437197931 -0.0022074543686278693 0.0021432176584020649 0.0009981203646621745 -0.0026434523901640449 0.0016999626173192762 0.0001761394844346453 -3.3225449896358498e-05 -0.0022975825601043698 -0.0025994515087868564 -8.7533581825010463e-06 0.00081532811652736787 0.00020928262545857516 0.00031111247682941119 0.0016083650173497333 0.0006096963862131943 -0.0024614017812289498 0.0007656484882516255 0.0011624933777527944 0.0009434390414126536 -0.0024951443513852082 0.00073147249697478093
leaf_weight=1.9220012310033774 113.8387284205528 1.1585224966984231 3.8928212667815387 0.6389312017418004 2.9623074181872644 1.8100240720668792 0.91686095573823001 1.3324815828818826 0.72786664281738911 4.1280852709896863 1.934805978089577 1.120317984750727 2.2916013424983239 1.1713379202410568 7.535837376024574 1.0686604239745059 0.99441381832002607 1.3423677003593213 2.2627095970092332 7.3878169743693416 1.1117235808633266 1.5903126954581237 4.6883178857387975 2.6798562500625853 1.3049238128587601 1.6617017672397185 0.38510361709632057 0.86491679027676571 1.9394196918001396 0.53168690821621556
leaf_count=397 1123 27 245 497 37 83 96 31 166 170 16 46 95 13 88 26 256 35 36 42 27 143 80 12 48 37 9 18 109 26
internal_value=0.000227881 -3.06459e-05 -0.00114234 0.000105035 0.000205608 9.73015e-05 -0.000605159 -0.00108584 0.000814928 -0.00157057 0.000369109 -0.000279993 0.000319698 -0.000229929 -0.000437394 -0.00181332 0.000437445 0.000566037 0.000419171 8.59712e-05 -0.00132707 -0.000692523 0.00108196 0.000390892 -0.000396018 0.000375579 -0.00047477 -0.00112103 -0.00188918 -0.00149082
internal_weight=177.196 46.4392 5.05134 41.3878 38.9341 35.9718 10.0356 7.49775 2.53789 6.16526 25.9362 2.03718 130.757 12.0674 10.8961 3.36026 25.2972 22.7125 20.7777 13.8267 2.45409 2.58473 6.95103 11.3726 3.98478 118.69 4.85114 3.18944 2.32452 2.45369
internal_count=4034 2516 272 2244 1821 1784 592 343 249 312 1192 142 1518 222 209 121 695 296 280 164 62 399 116 102 60 1296 173 136 118 423
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=16 19 20 6 17 18 18 7 3 12 4 21 8 22 22 22 5 6 0 23 5 17 23 9 21 10 18 16 3 19
split_gain=1.86868 1.67019 1.70159 1.42982 1.41546 2.49649 1.064 2.03829 1.20034 0.993724 1.04151 0.985164 1.02718 0.965985 0.99819 1.6838 0.940057 1.20064 1.69895 1.06482 0.934678 1.00782 0.933231 0.994916 1.43322 0.874371 0.795741 1.83205 0.792768 0.786346
threshold=18.634956423400002 12.851036860900001 39.256147742250008 11.075258771650001 236.15709471040003 15.289002683150001 15.625782642300001 24.909276771700004 81.93344998355002 203.99417607120003 195.50296729855003 5.5824770163000013 8.0437227585500022 -0.60611000000000004 -0.58287999999999995 -0.23783499999999999 23.626838821450004 16.395383075500003 86.756543869550015 0.08092000000000002 13.154029769200003 203.30705351230003 1.0000000180025095e-35 202.49517884540003 0.89981818375000011 74.739136026450012 17.323446153950005 14.074967086600003 92.058183302850011 12.551012654050002
decision_type=2 2 2 2 2 2 2 2 2 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 29 5 9 7 13 20 10 25 -12 -13 -5 -15 -16 19 28 -19 22 -8 26 23 24 -2 -4 27 -22 -18 -1
right_child=16 2 4 6 -6 -7 8 -9 -10 -11 11 12 -14 14 15 -17 17 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020279834388412217 0.0019227764286726054 -0.002157938172677861 -0.0015094802563148215 -0.0025043593651537981 0.0011102979928674097 -0.0021625156386825238 0.0014594625269357449 -0.0013103686295916303 0.0020059618337904149 -0.0020777682315802934 0.0018557493465768034 0.00089352628489174708 -0.0021916308681866805 0.0020420421897093567 -0.0021546553479829655 0.00044562551916638854 9.2887684808750715e-05 -1.1101990884688336e-05 0.0019433088033775396 0.0003424165123460637 -0.0021293891321139216 -0.0011303831131977595 0.0012177793069925536 -0.00069893796697352475 0.00035614091339424329 0.00053940956699281145 0.0017933247829060438 0.00058246966518230925 -0.0023015400194074855 0.00028112473546328711
leaf_weight=1.6873071687296026 2.8350319638848331 2.3071812985581337 1.8522616738337077 0.45762143796309906 2.1811125978128976 2.9432171026128344 2.7182120657525983 3.9000141939031883 2.1385856679407871 0.82974922191351641 1.9585988733451816 1.2447296527680007 0.62235607625916589 1.275653773336672 1.0495644705079019 10.907673643901942 0.87861299328506293 19.994988531107087 1.8699752837419499 95.05482951970771 1.1154857433284613 1.88360028003808 11.162388670258222 2.3515976238995782 10.789253505878149 1.4106611928436903 1.4203716991469262 6.7743683569133282 1.3461126233451066 0.85396949556889001
leaf_count=894 17 135 173 9 48 129 32 96 14 89 28 47 17 10 151 318 9 402 12 826 84 43 145 23 77 13 14 64 46 69
internal_value=0.000257315 -6.37739e-05 -0.000605737 0.000166146 -0.000331161 -0.000620621 0.000273276 -5.98207e-05 0.000638331 -4.75051e-05 0.000190145 0.000884258 -0.00013485 0.000296423 0.00039328 0.000217382 0.000370427 1.64151e-05 0.000156047 0.000440219 0.000428096 0.000177648 0.000782781 0.000478847 0.000682137 -0.000623683 0.000442282 0.000199061 -0.00135591 -0.00125203
internal_weight=197.815 51.5323 15.3499 36.1824 13.0427 10.8616 33.6412 17.5905 16.0506 7.91836 7.08861 3.82568 1.86709 13.6905 13.2329 11.9572 146.283 24.0897 21.865 122.193 13.912 11.1938 27.1383 15.9759 13.6243 3.26292 9.31023 7.88985 2.22473 2.54128
internal_count=4034 2477 679 1798 544 496 835 584 251 367 278 92 64 488 479 469 1557 469 414 1088 237 205 262 117 94 186 162 148 55 963
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=16 19 20 6 23 20 9 16 19 13 18 7 0 6 8 19 5 6 6 20 15 21 12 6 15 18 20 0 21 9
split_gain=1.29209 1.44446 1.40816 1.25149 1.13737 1.09873 2.26285 0.930677 0.792445 0.800731 0.775704 1.62977 0.992268 0.984981 0.754904 0.718557 1.08396 0.685795 0.656123 2.0729 1.42586 1.61836 1.24792 1.12464 1.11333 3.23732 1.41914 2.70739 1.0384 0.931755
threshold=18.634956423400002 12.851036860900001 39.256147742250008 11.075258771650001 0.077815000000000009 41.243661560350013 190.49354742400001 17.809958352600002 12.551012654050002 96.244112611900007 15.625782642300001 24.909276771700004 97.878695155250014 15.51536251395 7.7439566930000003 12.350996516100002 13.154029769200003 13.65531905435 16.455384477450004 38.400997490450003 45.169600924000008 9.1912342607000017 335.9827356823501 16.395383075500003 36.548474543700003 13.327513832500001 41.919251152600005 86.20003303655001 11.798219863050003 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 2 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 8 -4 7 -7 -6 -1 -10 11 13 -12 17 -13 16 -14 -5 20 -20 22 -22 23 -2 25 28 -26 -28 -21 -25
right_child=18 2 4 10 5 6 -8 -9 9 -11 12 14 15 -15 -16 -17 -18 -19 19 24 21 -23 -24 29 26 -27 27 -29 -30 -31
leaf_value=-0.0020709223122482483 0.00029722494918885172 -0.0021598751479706426 -0.0022006631972630495 -0.00089010323167770214 -0.00044296520845895054 0.001229377319352253 -0.0016440495212253472 0.0012345202233865072 0.0017524503693080689 -0.0020804540203727346 0.0017269228985911866 0.00052649665988952518 0.001918552031030927 -0.0020393641343825378 -0.0017909459897052953 -0.00082909750819939337 0.00022721876452178405 0.00059176835566532391 0.0010716878084994204 0.00029309074098338845 -0.001769463508779054 0.00057942367219563121 0.0017683568714567156 0.0018133018414848382 0.00041768300323917094 -0.002127766477398861 -0.0018759495302293244 0.00038618392784330849 -0.0015146871481394879 0.00064603497677975352
leaf_weight=1.5886566440603922 59.897765273228288 2.0485180030809707 1.2122187939821731 1.4211915211926722 2.3984134171623719 1.56080004182877 3.745304205454886 2.9830582702998072 0.56465757597470645 0.35800872277468443 2.597612557699903 0.72168552200309877 1.9108003643341342 0.69245562073774714 2.6031431426526979 1.7487920699641097 7.5091202563489787 10.760316738625987 8.1405880227684957 9.6669959565624577 2.4901912396308026 2.2395194976124913 2.8932563671842209 3.4312263801693943 25.483437930233777 3.6220249198377124 3.5299783599330095 5.3501135222613811 1.471700925962067 13.824338505044578
leaf_count=894 560 135 173 142 44 55 228 44 21 48 20 12 24 184 84 42 165 162 129 123 73 25 54 36 166 61 136 28 35 131
internal_value=0.000205521 -8.4857e-05 -0.000624495 0.000146912 -0.000360183 -0.00015143 -0.000798826 0.000486899 -0.00121262 0.000265224 0.000260852 -3.65265e-05 0.000610776 0.000286659 -0.00128792 0.000351183 0.0005703 0.000418881 0.000300428 0.00013463 0.000412422 -0.000657265 0.000475626 0.000427149 -2.06541e-05 -0.000481188 0.000177166 -0.00051305 5.4238e-05 0.000878143
internal_weight=188.466 46.4248 13.9483 32.4764 11.8998 10.6876 5.3061 5.38147 2.51132 0.922666 29.9651 16.1988 13.7663 12.874 3.32483 11.1687 9.41992 12.1815 142.041 57.2648 84.7763 4.72971 80.0466 77.1533 49.1243 14.7607 34.3635 8.88009 11.1387 17.2556
internal_count=4034 2477 679 1798 544 371 283 88 963 69 835 584 251 488 96 231 189 304 1557 678 879 98 781 727 549 219 330 164 158 167
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 6 23 21 18 7 0 5 6 0 2 5 13 0 20 16 19 9 9 20 5 23 23 22 10 15
split_gain=1.42423 1.56688 1.21232 1.10046 1.68395 1.05426 0.973896 0.898134 0.843942 1.81533 0.934487 0.837928 1.14479 1.64825 1.30718 1.20381 1.25021 1.1854 1.65689 1.0295 0.80957 0.792502 0.790544 1.35623 0.76393 0.755537 0.892322 1.61006 1.57584 1.43948
threshold=18.634956423400002 12.851036860900001 39.952536079750011 41.243661560350013 190.49354742400001 11.075258771650001 0.085035000000000013 5.7942671277000013 15.625782642300001 25.016749795550002 97.878695155250014 23.626838821450004 16.395383075500003 86.756543869550015 315.94243452415003 32.00428233840001 117.60660091645001 86.479632682150012 38.121007182500009 22.584947186600004 12.551012654050002 206.75106037490002 187.11236276785004 47.927946529500012 13.154029769200003 0.081155000000000019 0.093325000000000033 0.12351500000000003 61.93938686740001 42.713473568600008
decision_type=2 2 2 2 2 2 2 2 2 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 6 20 -5 -4 9 21 -10 25 -13 14 15 16 -14 18 -18 -20 -1 22 23 -7 -12 -2 27 28 -27 -28
right_child=11 2 3 4 -6 8 -8 -9 10 -11 24 12 13 -15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0019367034501830279 0.00065163832365700512 -0.0016344536371464776 0.0008008085410863634 -0.0019279035111833586 -0.0015564627114502108 -0.0019301835214572069 0.0012634565731193743 -0.0015948189857622683 0.0016269479607855365 -0.0015896048423289283 0.0013417517453384153 -0.0013892789644230018 0.00046292922006870897 0.0018954360663133174 -0.0020102406835623122 0.0017504322401245018 0.00038189012862326543 0.0010428034326415004 -2.7571892044680135e-05 -0.0019582104993649966 0.00034825759590528202 -0.0010603847808200817 0.00058526729949797535 0.00096073963191038063 0.00010271744434827015 -0.0011479154045078565 0.00037699473833114217 -0.0016095033411890503 0.00027277418729963374 0.001657243249261922
leaf_weight=1.4567230992834077 26.225144774653018 3.1974666641617651 3.5801147348247451 0.43352141507784869 3.8734884866280481 1.2813427736109653 1.5683925123885272 0.65802080812863994 2.5120348494965574 2.3233604927081606 2.2141305805416769 1.9822802020935366 8.4415913007687902 1.6879805549979199 1.1326672341674555 1.4084128034301091 2.6341780591756088 1.4164578244090078 1.3240095556247977 3.7871780068380758 0.88556092220824201 1.5610872760880727 10.375957765034398 1.0476821239863054 8.7608688250766118 2.9868338564410797 43.863141430076212 1.8850910691544402 38.761090083047748 3.358268071897327
leaf_count=894 268 164 97 101 258 373 31 28 20 80 32 55 119 12 53 23 73 5 32 97 69 27 76 28 199 31 354 47 357 31
internal_value=0.000210499 -7.84917e-05 -0.000622919 -0.000303115 -0.000831114 0.000145048 0.000572356 0.000428859 0.000239892 -4.47602e-05 0.000590023 0.000304296 -1.79623e-05 0.000106546 -4.33511e-05 7.38302e-05 -6.03113e-05 -0.000542419 -0.000832321 -0.0014581 -0.00107281 0.000206832 0.000362537 -0.000629739 0.000352684 0.000369845 0.000288505 9.42023e-05 0.000171132 0.000468043
internal_weight=186.624 45.7298 13.311 10.1135 5.8754 32.4187 2.00191 4.23814 30.0765 16.5894 13.487 140.894 23.8148 21.8325 20.1445 19.0118 17.6034 9.16182 7.74537 5.11119 2.34228 14.2661 12.705 2.32902 10.975 117.08 90.8544 43.633 41.7479 47.2214
internal_count=4034 2477 679 515 390 1798 132 125 835 584 251 1557 469 414 402 349 326 207 202 129 963 504 477 401 231 1088 820 435 388 385
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=13 18 2 3 19 10 5 4 10 10 10 18 8 13 8 17 16 18 16 15 6 10 0 5 0 10 9 18 23 20
split_gain=0.239304 0.261846 0.384251 0.348609 0.596829 0.792827 0.589908 0.547411 0.545714 0.623825 0.613831 0.458179 0.412537 0.411752 0.370057 0.672882 0.312263 1.69815 0.357989 0.39938 0.347625 0.48625 0.917122 0.437162 0.440217 0.586092 0.343748 1.17112 1.24134 1.45532
threshold=95.862351557400004 17.323446153950005 258.06114663960005 81.105404879350019 11.950964240300001 72.752365468100024 13.154029769200003 181.80369070585002 76.279622535200005 75.634392583900009 75.408562100950022 16.119790806350004 8.543332867800002 102.63995450425001 7.7439566930000003 189.72181505755 18.634956423400002 14.937945183950001 18.754956142750004 30.604459195950003 15.51536251395 71.015621515800021 96.039789794050009 11.83053163055 94.625660817400004 69.999384342500022 204.68881850780005 13.927976454650002 0.11379500000000002 36.893814626400008
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -2 -7 9 10 16 13 -9 -10 -8 -16 17 20 19 -18 21 23 -23 -5 25 -25 27 -20 29 -29
right_child=1 2 -4 8 5 7 14 12 11 -11 -12 -13 -14 -15 15 -17 18 -19 26 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.020756956053892953 0.032092645008698656 0.022117090078989668 -0.012047008165327553 -0.02454079057872624 0.014038368033411033 -0.0045441342422231999 0.0065757393049936811 -0.037616777816020491 -0.039345785420115138 -0.02269254392983739 0.018979416930182715 0.028514673446355308 0.0043847215319115914 0.037282332860653994 -0.038977163250134735 0.00047892312893235462 0.020937288050142978 -0.033446230359591378 0.0017663249211621376 -0.0019083669787412568 -0.023502729994528879 -0.036872113231221561 0.0027365932573942498 0.017856815434864025 0.034100124241288818 -0.029400102090881407 0.0047390346444731472 0.0089676445353901561 0.026454766390799619 -0.021920226761841962
leaf_weight=0.6534026166896173 0.72636197274550607 1.5847063367255025 0.56513545522466291 0.33978228125488064 0.98175476194592182 1.4830876532942059 2.92930296776467 2.1501542830701514 0.26923558073758513 1.4041028243955214 2.3956932788714758 1.5602690993109716 0.34312763332854945 0.13235074281692505 0.79986096182256039 1.7295883493497965 2.4261994038242838 2.1300232859939561 60.106716658017831 1.6113566127605734 0.65987208459409963 0.86195760360715201 5.2160344994626939 1.4416753166879064 1.2700470325071362 0.43148155254311849 23.487222263676813 2.5582073461264354 1.0379802230745543 7.8626901279203594
leaf_count=972 15 43 31 21 23 53 85 183 87 18 20 24 13 1 50 13 45 141 874 31 349 143 36 121 13 31 364 32 16 186
internal_value=0.000716919 0.00082444 0.0131363 0.000618213 -0.00539423 -0.0145891 0.00197656 -0.0216571 0.00118986 0.000873151 0.00116382 0.0197933 -0.0318365 -0.0140915 -0.0020308 -0.0119979 0.00078083 -0.00455269 0.00144561 0.0118198 0.00146872 0.00319218 -0.00288056 0.0137894 0.0179329 0.00697119 0.00100495 -0.000220544 -0.0106425 -0.0143376
internal_weight=131.149 130.496 2.14984 128.346 11.1432 4.95812 6.18511 3.97637 117.203 115.241 113.837 1.96186 2.49328 0.401586 5.45875 2.52945 111.441 12.3509 99.0904 4.03756 10.2209 9.56098 6.07799 3.48299 3.1432 1.87316 95.0528 71.5656 11.4589 10.4209
internal_count=4034 3062 74 2988 435 272 163 249 2553 2441 2423 112 196 88 148 63 2403 855 1548 76 714 365 179 186 165 152 1472 1108 234 218
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=10 6 8 17 18 4 12 2 7 17 9 4 16 6 22 21 15 19 9 7 23 21 23 9 20 23 2 6 15 18
split_gain=0.185631 0.358231 0.478388 0.260699 0.259697 0.193414 0.589046 1.06986 0.568641 1.28195 1.11981 0.943205 0.65431 1.32883 0.678586 0.566949 0.817498 0.674908 0.674655 0.678009 0.667887 1.5232 1.10478 0.992649 0.715673 0.679859 0.61344 0.457995 0.420078 0.555337
threshold=81.479100559500012 13.200308423050002 7.1444245619500011 241.79519611995002 17.705383164500002 227.97173202615002 160.88117028045005 130.66814494305004 23.109894804950002 189.50863627480001 195.30595290385003 286.86996866160007 22.654947022900004 16.525386113000007 -0.06828999999999999 5.7587983756000005 45.169600924000008 14.551174033150001 193.24048816455004 23.445318439400001 0.085035000000000013 3.1271457700000007 0.094375000000000028 216.65333892300001 37.311503175250003 0.082935000000000023 191.11793099695004 15.760368238450001 19.763739472850002 15.788786379500001
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 6 7 28 9 -7 11 -11 15 14 -14 16 18 -17 -10 -20 25 22 26 -23 -24 -21 -22 -9 29 -1
right_child=1 -3 -4 -5 -6 8 -8 27 12 10 -12 -13 13 -15 -16 17 -18 -19 19 20 21 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00061507592517490259 -0.035716349751182618 0.013039024255390087 -0.036819174421896361 0.029482390610839876 0.020786457245895222 0.0013603590595448176 0.020724105401059095 0.0047564326439776686 -0.032501364127501972 0.00065849015514966088 -0.046718870913835961 -0.04316679391648439 0.0082775386943716202 -0.020481012227667714 0.035465924646235394 0.00086400428926788517 -0.031114362191418724 0.018916990283451268 0.023125662545789086 -0.00062990848031610892 -0.0039261065596045792 -0.047704159444654136 -0.0035698177248143365 8.5636641566044639e-05 0.029297952160014244 0.028351806460034962 -0.035309969943998154 -0.043047178225621478 0.0014751757007928044 0.033159598549638153
leaf_weight=1.4087270630843698 0.10769885923900691 0.54759268916677672 0.82743274960739654 0.27617920986085664 0.81674121579271641 8.0325125563758757 2.0637124636559738 0.34394362341845297 0.92937089728366729 2.5168456716783107 1.5477784032118505 0.82344104234834947 2.5174758755601938 1.2484632611158302 2.1505985986441369 21.603136970748896 1.4160732472373627 2.9768735365942112 1.3134044185280824 4.4623653690796337 2.3228004507254796 1.7560066020814704 1.5706114037893715 0.79898083209991444 1.791937760543078 1.3266604021191595 1.1900091118295675 0.95990527278627269 58.733482494826603 1.2504676156677303
leaf_count=68 557 18 364 21 33 385 21 18 73 49 34 42 25 42 45 428 64 25 9 73 36 53 24 10 29 18 82 93 1273 22
internal_value=0.00064967 -0.010819 -0.0216043 0.0111906 0.000807423 0.000678993 0.00203917 0.00142414 -0.000735001 -0.00737361 -0.0217261 -0.0101452 0.00100222 0.0120918 0.0208033 -0.000507556 -0.00514011 0.00305039 -0.00303376 -0.00137727 -0.00349183 -0.00932583 -0.000617486 -0.0327596 0.0139458 0.00601178 -0.0145578 -0.030437 0.0021008 0.0159189
internal_weight=129.631 1.7589 1.21131 0.383878 127.872 127.056 64.7602 62.6965 62.2953 12.9206 4.88807 3.34029 49.3748 5.91654 4.66807 43.4582 18.8782 24.58 17.4621 16.5328 15.2194 9.43035 6.87536 2.55499 3.36255 5.78903 3.51281 1.30385 61.3927 2.65919
internal_count=4034 960 942 578 3074 3041 1495 1474 1546 510 125 91 1036 112 70 924 471 453 407 334 325 234 171 63 53 91 118 111 1363 90
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=16 16 12 23 17 13 0 0 16 18 16 0 10 3 20 10 5 0 20 2 15 7 21 22 20 21 5 6 18 16
split_gain=1.0419 1.80001 1.80515 1.25118 1.11572 1.12298 2.08962 2.2982 1.5814 1.50871 1.30473 1.07276 1.55013 1.43548 1.57691 1.50594 1.37086 1.27119 2.34046 1.31958 1.18674 1.15107 1.12395 1.04079 1.47997 1.23859 1.30066 1.61066 1.04969 1.00763
threshold=20.404952284350003 19.974953289850003 320.0928336514001 0.12535000000000004 162.13109061465002 109.72404167800001 93.399723909900004 92.805574663100018 19.199955102150003 14.522586764600002 18.554956610400005 90.297243227400017 67.074341896550024 89.695028606150018 36.79544512155001 64.665483411650015 20.204934414350003 86.329079026800017 41.942745071500006 101.23478163165002 35.83914456115 22.516377366000004 4.1931896429500011 -0.059424999999999999 38.244973486750006 11.798219863050003 19.426367441400004 14.775345223550003 14.466921572300002 22.514947350300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 8 7 9 23 10 -7 13 -13 -2 -15 16 -16 18 -18 21 22 -20 -19 24 28 26 27 -25 -6 -22
right_child=11 -3 -4 -5 5 6 -8 -9 -10 -11 -12 12 -14 14 15 -17 17 20 19 -21 29 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001944028406308651 -0.0012706131639365964 -0.0016520256283917034 -0.0017205510271481603 -0.0019553261453603434 0.00053345064060195417 -0.0018641334545658683 0.0018506703931782879 -0.0025511984368459936 -0.0012275299803511746 -0.0023167469254934247 0.0011424256805720296 0.0013665510872132051 -0.00051161168343453827 0.0013618445490890349 0.0010406278698010169 -0.0010086602195840521 0.00024272919293652753 -0.0016187572333126569 -0.0011200535728611326 -0.0013673245460386495 0.001243569538852141 0.0006564639630855019 0.00034353079527434419 0.00042519750196078759 5.5245708912198323e-05 -0.0015501785397626176 -0.0013189115358317705 0.001954556618766581 -0.0018680149282012761 0.00041915185983107183
leaf_weight=0.85771824362745874 2.0591924935579291 2.1174676599912337 1.8619116256159021 0.97637893908540618 0.83260855136904455 0.54687072522938063 3.6983734369277954 0.94166964292526234 3.0120029682293525 0.56821182370185841 4.9807732356712222 6.5874393880367261 1.9426634814590213 4.4572219247929743 7.4413108676671973 3.2003578543663016 32.251474268268794 1.7310109175741661 2.1145049808546883 5.6530295521952212 6.1402682922780505 3.0285198781639338 2.348467942327261 21.35765069669289 26.967318050054018 1.0511215677906864 1.2787439883686591 2.6417482122778884 2.4495486746018287 28.803671276196837
leaf_count=316 22 49 360 62 77 161 20 10 39 6 89 63 24 58 60 31 242 32 44 215 79 21 16 418 920 64 89 20 213 214
internal_value=0.000193135 2.76828e-05 7.57319e-05 0.00012208 0.000150574 0.00017612 0.000726199 0.000135265 7.70179e-05 0.000550262 0.000844975 0.00031004 0.000938814 0.000255988 0.000288339 0.00023673 0.000281256 0.000212405 -6.53688e-06 -0.000751179 0.000453924 -7.39341e-05 -0.00048911 0.000146466 -8.73341e-05 0.000415078 0.000496797 0.000593543 -0.00125882 0.000564017
internal_weight=183.899 76.1401 74.0227 72.1607 71.1844 70.3266 10.7359 7.03753 59.5907 6.09586 5.52764 107.759 8.5301 99.229 97.1698 92.7126 89.5123 82.0709 43.0475 10.7961 39.0234 5.14302 4.07948 56.5787 30.2495 26.3293 25.2781 23.9994 3.28216 34.9439
internal_count=4034 2913 2864 2504 2442 2126 286 266 1840 256 250 1121 87 1034 1012 954 923 863 522 280 341 65 48 1801 1210 591 527 438 290 293
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=16 19 20 23 10 21 6 6 16 5 6 0 22 22 9 9 20 9 20 16 21 0 6 18 5 9 13 4 7 20
split_gain=1.15467 1.13257 1.25988 1.14905 1.04318 1.44331 0.944263 0.859446 0.850364 0.737084 1.12587 1.55131 0.740796 1.54229 0.981783 1.17821 1.42456 1.3165 1.49385 1.42866 1.36485 1.33529 2.27493 1.82471 1.0684 1.05637 0.945395 0.842286 2.13248 0.803014
threshold=18.634956423400002 12.851036860900001 39.256147742250008 0.083495000000000028 69.999384342500022 5.8942103150500005 11.075258771650001 10.510245570250001 17.634958761800004 23.626838821450004 16.395383075500003 86.329079026800017 -0.50001499999999999 -0.16182999999999997 182.80199813410005 186.68586460755003 41.827117825850003 194.04304600165003 39.420767558750008 22.654947022900004 2.4921523776000005 86.329079026800017 16.525386113000007 13.455547561900003 21.788492303450003 194.56033515110002 117.61735474900001 310.49012963040008 24.487155730000001 40.984321400500008
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -5 8 -1 -7 -6 12 -11 -12 -2 29 24 16 -16 18 20 25 -17 22 -20 -23 -15 -19 -21 -27 -29 -14
right_child=9 2 3 4 5 7 -8 -9 -10 10 11 -13 13 14 15 17 -18 19 21 26 -22 23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0012381304620240044 -0.00071596003915308753 -0.0023009269165371457 -0.0017569082811752445 0.0018905183971505795 -0.00048760464495904097 0.00097476202702492624 0.00025285700377927441 -0.0020771881948092371 0.0012559850131119586 -0.001560935244956021 -0.00017956229023747953 0.0012792959190204881 0.00051347767419519081 -0.0016337880670483106 0.0015923417380432703 -0.00028347769228548076 -0.0002946901149902432 0.0015403980638682164 -0.0029104461706708122 0.0018336997693176327 0.0017104557953754051 0.00070080809658088947 0.00027572052305304529 -0.0014930845222312784 0.00048755253378560641 0.00036495150382416953 0.00046218985454365573 -0.0029277772054862833 0.00021349563620207322 0.0022035415603510401
leaf_weight=2.0784011204341395 2.6645074244588605 1.7251520619029168 2.1162123664980745 1.151553250150753 2.5324623855995014 0.51578357903054017 28.655050338078581 2.289689656579867 2.5723199765197933 1.9898697827011371 16.04240573337302 4.1949963960796586 2.1123666837811461 2.2828012453392139 7.2588973343372327 3.321265448350462 2.4381891805678606 3.2248435909859827 2.4769957605749351 5.3102883212268335 2.9637512541376054 4.7808920666575432 1.740919819101691 2.7099234946072102 2.0611188504844904 56.382678336463869 4.0353372418321669 1.2777768373489369 4.3167178267613053 3.2651628525927663
leaf_count=963 31 135 273 27 41 24 835 102 77 55 386 28 18 44 57 34 25 73 36 53 22 28 14 40 17 415 38 26 82 35
internal_value=0.000231607 -7.09382e-05 -0.000602007 -0.000339806 -8.86827e-06 -0.000285376 0.000152026 -0.00151609 0.000390997 0.000328077 -2.78949e-05 0.000122843 0.000397105 0.000423595 0.000367285 0.00040954 0.00111788 0.000335317 -0.000183228 0.000460479 0.000656778 -0.000634126 -0.00159537 -9.2868e-05 -0.000627247 0.000348533 0.0012415 0.000286517 -0.000503968 0.00153966
internal_weight=180.488 43.6366 12.9032 11.178 9.06181 7.91026 30.7335 2.80547 5.10478 136.852 22.2273 20.2374 114.624 111.96 106.582 102.238 9.69709 92.5414 17.9937 74.5476 6.28502 11.7087 4.21792 7.49082 4.34392 65.202 9.34563 61.9772 5.59449 5.37753
internal_count=4034 2477 679 544 271 244 1798 126 118 1557 469 414 1088 1057 1004 943 82 861 174 687 56 118 50 68 61 596 91 523 108 53
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 20 16 20 9 9 19 22 15 5 2 22 9 14 4 20 6 17 9 20 17 18 14 7 13 23
split_gain=0.188414 0.793126 0.965471 0.820481 0.807797 0.638067 0.608522 0.518571 0.694633 0.418053 0.758137 0.410089 0.408991 0.403781 0.361942 0.725429 1.16649 0.616877 0.532221 0.451026 0.37993 0.641274 0.346759 0.345682 0.338836 0.328134 0.795353 0.372465 0.319912 0.31573
threshold=18.684956306450005 29.329759478700002 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 18.734956189500004 41.243661560350013 190.49354742400001 213.27127849780001 13.251069136700002 -0.59502499999999992 28.504445985850001 9.1983704482500013 188.47750099235003 -0.054619999999999995 205.88909726980003 374.34418077925005 169.14490639835003 38.903925214650009 13.715320456250003 187.61467154115005 208.07152902175002 47.927946529500012 236.15709471040003 15.946034773700001 192.04981134545002 26.560603234350001 98.618021141100016 0.080135000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 11 -6 -2 24 13 -4 -11 22 -5 -9 15 16 18 19 -13 -16 28 23 -1 -22 -7 26 -17 -27 -20 -8
right_child=6 2 9 12 5 7 29 8 -10 10 -12 14 -14 -15 17 25 -18 -19 20 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.027355299464321359 0.024119175126567853 0.019459440173418423 -0.039236311193684099 0.032671453076375423 -0.038926308430844089 -0.0036729331824147194 0.005248420308914337 -0.037992898259763125 -0.038062333978279836 -0.040163251213010821 0.030874825960790192 -0.042861244599865622 0.001713311043142555 0.022151415211908072 -0.03764536250732807 0.003721068414126452 -0.033618732162766132 -0.038062596179772042 -0.00017454243486640306 0.024267914308529651 -0.010772286435917938 0.032854920844803584 -0.0075687734225481544 0.037263909247286425 0.029104212869186033 0.025648451030107371 -0.038837638010777414 0.0016747872226166522 -0.037802264636897627 0.00011478695495486853
leaf_weight=1.3736464508019768 1.5394978043623258 0.68014413485070635 1.7148706171719825 1.4461094422731542 1.0550722901170946 2.3248879530583513 19.780563233973226 0.20029943744884837 1.277179558179341 0.4276359810901339 0.36523180571384728 0.3582943499204817 0.9127160554016881 0.54354811406665249 0.1670429314199281 5.9552338491048395 2.0745547134429216 0.2743942325005263 0.91499069924975651 2.0193073919117523 1.3179701231274523 1.0684379506856201 0.51162831766851002 0.23083842173218716 0.50302247435320158 1.6708145790817073 0.63741290613870649 1.7292069179220559 0.43814273164025508 76.3134215742175
leaf_count=80 29 26 188 19 110 93 437 64 111 35 9 24 34 61 60 87 144 348 233 186 134 7 22 3 26 72 142 150 48 1052
internal_value=0.000741243 -0.0016611 -0.0188052 0.000223191 -0.00158886 -0.0134063 0.00153337 -0.0078535 -0.0218612 -0.0291833 -0.00743981 0.00177489 0.0206926 0.00595606 0.00016495 -0.00177858 -0.0112936 0.0131147 -0.000594085 0.0195376 0.00322018 0.0112744 0.0178776 -0.00361285 0.00215739 0.00431857 -0.000393739 0.0134558 -0.0123583 0.00117152
internal_weight=129.826 32.1926 3.18788 29.0048 26.6459 5.90401 97.6335 4.84894 2.02103 2.50774 0.792868 20.7419 2.35883 0.743848 18.8566 16.3959 6.40323 2.46074 4.32867 2.18635 3.97038 2.61725 1.88527 1.54881 2.82791 9.99267 6.59265 3.40002 1.35313 96.094
internal_count=4034 2516 258 2258 2205 465 1518 355 236 232 44 1740 53 125 1638 1044 593 594 449 246 425 144 102 137 119 451 229 222 281 1489
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=0 0 9 16 0 5 13 5 2 7 18 18 12 21 9 20 9 22 23 21 20 4 4 7 21 22 7 20 8 22
split_gain=1.21508 0.948593 1.80715 2.57601 1.22103 2.05548 1.20861 2.04049 1.25508 1.9406 1.66286 1.67455 1.63321 1.85505 1.41228 1.2841 1.42919 1.26674 1.56719 2.8205 1.19227 1.18629 1.02484 1.18313 0.952124 0.912218 0.905238 1.21229 1.9022 1.38233
threshold=103.48144189910001 85.732241321850012 187.45330412110005 22.704946905950003 85.121961326250016 30.284449345300001 109.63263410155001 19.865285687250005 108.63443756215001 23.109894804950002 13.314799198000001 13.258241318650002 121.36065266065002 11.065329869750002 187.94830913940004 41.481306584950012 195.41812862360004 -0.083424999999999985 0.085335000000000022 8.2292317348500017 41.32819714970001 377.6847677435 228.57615118090004 23.626037400350004 2.3223121640500004 -0.06828999999999999 22.381996090050006 47.927946529500012 8.3434888241000014 -0.55354000000000003
decision_type=2 2 2 2 2 2 2 2 2 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 21 -4 5 -5 7 -3 12 10 11 14 13 -8 -10 22 -17 -18 -19 24 -16 26 23 -11 -20 -24 27 28 29 -1
right_child=-2 6 3 4 -6 -7 8 -9 9 15 -12 -13 -14 -15 20 16 17 18 19 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0019222366925092933 -0.0011178206169320214 0.00013679560508090668 -0.0021968999512061702 -0.0016098056551223825 0.0012402497609105047 0.0012794364617219158 0.00066927136528399905 -0.0020414366103721471 0.00055227453820579108 0.00088393219266664548 -0.0014237670899157854 0.0012393567000540322 0.0014596416657397953 -0.0010717972947902217 -0.0018965595056075024 -0.0011997455206436097 0.00082684150379307077 0.00090688751107284116 -0.00058944282612461004 0.00031587257818564164 -0.00023825701595249171 -0.0020226064001810768 0.00046327969764303674 -0.0011199012322559878 -0.0027239763357239338 0.0011884456319368295 0.0013864270895890508 0.0015453870105577726 0.0011269999867536205 -0.0011785774851887406
leaf_weight=0.59920685738324841 2.4385038269247152 54.803935566858854 3.1272913763532397 2.6932497156085446 1.8783298248890785 1.3742046970874069 20.345230225007988 1.6366822825220868 4.1668897736817616 2.1397819817066219 3.6481373012065879 3.2653249306604257 8.5683342665433866 2.5442217849194995 2.5858111903071404 2.6407036408782032 9.4752542171627319 3.8837374076247189 1.2145081860944613 5.2275126315653324 4.2117932592518628 0.75493382249260399 11.386357750743631 2.2169938050210476 2.1205659611150622 14.668596759438511 2.9801409805659214 1.9393989928066719 2.8248892864212394 4.6863117653410891
leaf_count=11 920 1134 153 74 15 14 177 190 30 19 33 20 94 27 22 21 67 25 26 28 37 54 89 24 33 121 27 17 17 515
internal_value=0.000230225 0.000248129 -0.000118293 -0.000784535 -4.16771e-05 -0.000633664 0.000300232 7.36306e-05 0.000422843 0.00028428 -0.00026589 3.09586e-05 0.000743736 0.000475747 -0.000328913 0.0004632 0.000136284 0.000297224 -0.000105968 -0.00056537 -0.000869076 0.000320222 0.000727236 -0.000135741 -0.00194666 0.000871539 0.000455962 0.000180044 -0.000146443 -0.000827045
internal_weight=186.047 183.608 22.858 9.07308 5.94578 4.06745 160.75 56.4406 104.31 72.852 17.878 14.2298 31.4578 22.8895 10.9645 54.974 24.5623 21.9216 12.4463 8.56259 6.7976 13.7849 30.4117 4.35678 3.33507 26.055 13.0299 10.0498 8.11041 5.28552
internal_count=4034 3114 897 256 103 88 2217 1324 893 595 142 109 298 204 89 453 200 179 112 87 59 641 253 43 59 210 587 560 543 526
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=23 5 7 5 10 5 21 10 15 21 22 12 13 15 15 20 7 7 7 7 22 22 21 20 20 23 7 7 20 22
split_gain=0.190645 0.539558 0.34817 0.285175 0.642397 0.446173 0.350143 0.321871 0.297586 0.833241 0.923047 0.425764 0.734215 0.284773 0.333379 0.28224 0.537093 0.316422 0.781054 0.566703 0.678905 0.594837 0.782924 0.522918 0.564934 0.479293 0.362248 0.527561 0.677329 0.848249
threshold=-0.27453499999999997 20.374719724350005 23.549545123900007 32.00428233840001 60.613977009100005 27.179953022650004 0.66785492670000013 61.45546440395001 45.169600924000008 7.1067965614000004 -0.063749999999999987 362.74080173280009 113.18408729185002 27.437241680050004 25.020342488900003 32.724174661450007 22.545611589100002 22.105125139000005 22.181995028450004 19.716522186550005 0.18145000000000003 -0.074349999999999986 6.9459996152000008 42.488347682450005 38.244973486750006 -0.26533499999999993 22.381996090050006 22.721067571950005 41.147265497500008 -0.06828999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -7 -6 11 10 -10 15 -13 14 -8 16 -9 19 -19 -17 21 22 23 24 -21 -20 -27 28 -28 -30
right_child=3 2 -4 -5 7 6 13 8 9 -11 -12 12 -14 -15 -16 17 -18 18 25 20 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.040510546967470924 -0.038002820114851961 -0.0067673720359956932 0.036388832812854995 0.020984671810965676 0.0270691992610302 0.02794697885671896 -0.036121881430400217 0.031288056347216153 -0.040093427391108591 0.0014693229925550224 0.0068557977917664183 -0.036198944015177009 0.035904209959857908 -0.030056265802129823 0.023756998038892804 0.027472761384990985 -0.041102574483591843 0.029980945113639339 0.022059282806789097 0.0022280331900628998 0.031997226411139626 -0.042210489738663003 -0.04018328253028406 0.02279006926957396 -0.042705812281539267 -0.013368788650208694 0.0011214368958521574 0.00060225367798073315 0.028591940851731616 -0.0033613145850110524
leaf_weight=0.53480329559670226 0.85166083220974487 1.4687837159035551 0.2784890446346252 0.88011851308692612 0.59568890009540965 0.30443198495777313 0.17105930078832876 0.17478429544371366 1.4914275240735153 5.9930497658788227 0.80878578685223868 0.21675526562830671 0.96073226816952229 0.6629648009839002 0.36464563038316555 0.52848427711705781 0.48308218271677106 1.2163502609182604 1.3963311515362722 1.1972657962542146 0.41395045629178628 0.83590710313001215 0.76750875894504123 0.87353497638832767 0.49536118272226293 2.0977099444135225 6.3475433498715557 91.987251703182665 3.3521999246295309 1.5085884119980617
leaf_count=61 111 166 3 66 26 32 63 15 95 88 27 119 31 26 10 26 103 23 44 45 22 62 68 82 67 44 60 2354 62 33
internal_value=0.000728893 -0.00940858 0.000111079 0.000911087 0.00077098 -0.0175389 -0.00594397 0.00111941 0.000993883 -0.00547985 -0.0235855 0.00146133 0.0226313 -0.0145514 0.0046367 0.00124205 -0.0218696 0.00137658 0.00178413 -0.00722616 -0.011227 -0.0155182 -0.00882521 0.000553616 -0.0109222 0.00146267 0.00118953 0.00148546 0.00873399 0.018675
internal_weight=129.259 2.28208 1.74727 126.977 126.097 2.35476 1.5031 123.742 123.147 8.29326 2.30021 114.853 1.17749 1.19867 0.535705 113.676 0.657866 113.018 107.906 5.11201 4.58353 4.16958 3.33367 2.56616 1.69263 106.69 105.293 103.196 11.2083 4.86079
internal_count=4034 230 169 3804 3738 242 131 3496 3470 210 122 3260 150 99 73 3110 118 2992 2620 372 346 324 262 194 112 2597 2553 2509 155 95
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=16 12 23 16 17 0 10 20 0 9 12 2 9 0 9 7 10 17 3 9 13 0 0 16 18 16 13 3 20 6
split_gain=1.22358 2.02689 1.60505 1.38965 1.07183 1.01762 1.77669 1.20951 2.56665 1.99936 1.98906 1.09249 1.05839 1.82287 0.877375 1.61014 1.01186 3.05697 2.26332 0.981577 0.86746 1.97449 1.97699 1.32795 1.29276 1.2938 0.909972 1.68242 1.93777 1.69847
threshold=20.404952284350003 320.0928336514001 0.12535000000000004 19.974953289850003 162.13109061465002 90.297243227400017 67.074341896550024 41.942745071500006 86.20003303655001 207.30588428080003 123.47238069670001 108.63443756215001 194.56033515110002 85.624702996650015 186.68586460755003 22.105125139000005 64.407391431150018 191.37184185705004 91.445214849050018 189.46063690070002 109.72404167800001 93.399723909900004 92.805574663100018 19.199955102150003 14.522586764600002 18.554956610400005 109.34496908160001 83.538459487450012 47.927946529500012 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 7 -7 14 10 11 12 -10 13 -9 15 -2 18 -18 -16 -20 23 22 24 26 25 -22 27 -6 29 -29
right_child=5 -3 -4 -5 20 6 -8 8 9 -11 -12 -13 -14 -15 16 -17 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020011577396769832 -0.00025456821821350455 -0.0018363378641485925 -0.002068898511304108 -0.0014731667866624675 0.00027330994211054177 0.0014576641571114862 -0.00058516004128897163 0.00095591404855253448 0.0016694247335437447 -0.0013406101467070919 -0.0017060959531230966 0.00038144869955323988 0.00096858793852595164 -0.0021769894152487037 0.0019908050853277921 0.0013104426187021995 0.00074436902881727055 -0.0019749398096834659 -0.00060903547664720409 0.00040531672143419225 -0.001936618795849271 0.001911350646514828 -0.0025233463853725755 -0.0011506086111887723 -0.0023484567501988384 0.0011308829008056375 0.001034795941318155 -0.001703977743965661 0.0012239947033961911 0.00017425068652894183
leaf_weight=0.82228392090837488 3.276514687575399 2.0605412651202633 1.2417844160663651 1.933188285678624 41.514865627141262 6.758105702698229 2.0391046730801463 1.2287222342565676 2.9044514037668767 2.2114530634134999 4.7939709239290096 14.620491698384283 2.3273791782557964 1.539486179128289 3.2025475688278666 9.2397880628705007 3.6540245898067942 2.6057318449020386 3.8069534990936509 45.009883526246995 0.56558878382202049 3.400068836286664 0.90228909254074086 2.9139264007098964 0.52439564466476429 4.7938056890852749 4.2130121206864706 4.9629159934120235 1.7086310067679731 2.7547104037075769
leaf_count=316 40 360 64 47 1188 63 24 15 66 35 204 90 22 29 38 63 26 31 28 347 161 20 10 39 6 89 77 374 41 121
internal_value=0.000229408 3.95337e-05 9.30317e-05 0.000130839 0.000175729 0.000358597 0.000984158 0.000303797 -2.16216e-05 0.000378034 -0.000819207 0.000594908 1.51855e-05 -0.00078639 0.000439975 0.000900754 0.000341016 -0.00038759 0.000428693 0.000326213 0.000201954 0.000718262 0.000120481 0.000111385 0.000525917 0.000807163 0.000178059 0.000107204 -0.000624355 -0.00103357
internal_weight=183.531 74.312 72.2515 71.0097 69.0765 109.219 8.79721 100.421 29.626 19.7364 9.88956 17.5249 5.09559 2.76821 70.7954 12.5163 58.2791 6.25976 52.0194 48.8168 68.2542 10.1861 6.78608 58.0681 5.88379 5.35939 55.1541 50.9411 9.42626 7.71763
internal_count=4034 2913 2553 2489 2442 1121 87 1034 461 191 270 156 66 44 573 103 470 57 413 375 2126 286 266 1840 256 250 1801 1724 536 495
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=16 16 16 9 9 0 16 22 20 23 4 10 10 19 2 7 20 23 22 21 16 18 2 13 0 6 6 12 7 22
split_gain=0.753087 0.841279 1.04671 0.621114 1.02834 1.27919 1.7815 0.994254 1.09616 1.09086 1.06392 0.990597 1.85934 1.79284 0.979453 1.05901 1.22539 1.22375 1.07708 0.974123 1.42466 1.33691 0.953679 1.03353 0.925815 0.906588 0.8779 1.22495 0.851915 0.844472
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 -0.59260499999999994 47.927946529500012 0.091645000000000018 375.65892766775005 64.407391431150018 62.837331883000012 14.451165964200003 121.84632764400003 23.109894804950002 41.481306584950012 0.10661000000000002 -0.076484999999999984 8.8898213993500015 15.584963555600002 14.224291663350002 168.84984911130002 102.94912718925001 94.047642319350018 16.525386113000007 16.235379337050002 262.37111365865002 22.870118039000001 -0.059424999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 7 -5 6 -6 -2 9 -9 -10 12 14 19 -7 17 18 28 -17 26 22 -22 -21 -24 -23 -11 27 29 -16 -13
right_child=3 -3 -4 4 5 11 -8 8 10 25 -12 13 -14 -15 15 16 -18 -19 -20 20 21 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0023861539327555961 0.0020299335782617126 -0.0023010538113568089 0.0021462693517780673 0.0008968210702967836 -0.0024739234688966587 0.00088270956220193872 -3.3238550030583047e-05 -0.0018370722961780419 0.00084482962674936189 -0.0015346651490218356 -0.0023200693368360462 -6.7156323088723004e-05 0.0016179841738054779 -0.0015763738003921519 -0.00032287541286129596 9.0479660196742963e-05 -4.4150559677439128e-05 0.00063864877127029786 0.0011889038353167353 -0.00091550704722358992 0.00024345625845406736 -0.00011756856415873828 -0.00034261597797595564 0.0023812694341090053 -0.0024385326852901282 0.0010315766885870417 0.0011818747153320706 -0.0018380839677248286 -0.0020040958965974191 0.00050481718419118711
leaf_weight=0.41106597828911551 0.87852824188303102 1.2269630895389125 0.65770458118640818 12.342920665629206 1.9806768955895666 13.396927546709774 5.9300703797489405 3.6003691224323102 3.8665360625309404 1.1369449919729961 0.61060976899170771 22.544793877517794 6.377853254787623 3.043613474816083 3.4017599215731007 7.1911341696977642 18.208693706197664 3.209068302065134 11.551254336722193 1.4422400597250069 2.4550922997295856 1.1673463545739649 1.1449319249950352 1.7465251237154005 3.1712735607288778 1.7134840930812059 4.9636826617643228 1.4218974827090267 2.6715484252199531 29.69497280032375
leaf_count=455 30 435 40 128 132 129 128 661 96 48 137 442 80 38 35 47 152 17 85 27 25 17 38 10 142 19 49 82 31 279
internal_value=0.000225505 -0.00104218 0.000403028 0.000242538 0.000279138 0.000227174 -0.000644332 -0.00025055 -0.000433885 -0.00102179 0.000413189 0.000276843 0.000474517 9.76013e-05 0.000352215 0.000198496 0.000367514 -0.000474331 0.000767457 0.000170644 -0.000433748 -0.00107052 0.000564482 0.00130269 -0.00181406 7.9849e-06 0.000285361 0.000202434 -0.00106242 0.000257974
internal_weight=173.16 2.29573 1.06877 170.865 159.058 146.715 7.91075 11.8065 10.9279 6.4508 4.47715 138.805 66.0082 72.7964 59.6304 46.2335 36.9511 9.28238 18.7424 69.7528 11.1274 6.79371 4.3337 2.89146 4.33862 2.85043 58.6253 53.6617 6.07331 52.2398
internal_count=4034 930 495 3104 2113 1985 260 991 961 728 233 1725 576 1149 496 367 284 83 132 1111 259 184 75 48 159 67 852 803 66 721
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=0 17 3 23 7 7 8 8 19 23 21 23 21 21 8 7 7 9 22 20 18 17 18 3 17 0 16 18 18 3
split_gain=0.197402 0.359463 0.1991 0.39202 0.28132 0.513618 0.514663 0.507135 0.702991 0.579582 0.493344 0.533215 0.424789 0.500063 0.366944 0.385512 0.84898 0.991853 0.802199 0.98285 1.05972 0.759282 0.870551 1.0105 0.658692 0.648881 0.602318 0.576588 1.26451 0.989615
threshold=103.48144189910001 241.79519611995002 108.40938565220002 0.049900000000000007 19.716522186550005 21.725272673150005 9.5425530862500008 8.8430989333000021 14.451165964200003 0.088435000000000027 6.9459996152000008 0.079805000000000029 5.2761091985000013 1.9425901130500003 8.7431769115000026 22.721067571950005 23.109894804950002 195.94564826430005 -0.11963999999999998 42.719328117250008 12.971888692100002 188.19076296340003 13.327513832500001 93.394346993650018 185.45496942040003 85.812895065800021 22.694946929300002 13.4793103924 13.531614672700002 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -1 10 7 14 -9 -10 11 -6 13 -13 15 18 17 21 -7 20 -20 -17 23 -23 -21 -22 27 29 -29 -18
right_child=1 -3 3 -5 5 6 -8 8 9 -11 -12 12 -14 -15 -16 16 26 -19 19 24 25 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.014805589919451183 -0.038391252073444286 0.0075417074808449966 -0.03277517514196962 0.025241846189701642 -0.040003127650572234 0.02515130474230013 0.024025440369621596 0.0012190596911492437 -0.0025998164915818044 -0.045753453968673675 -0.04162403286329025 0.0037607060060244682 0.029906922038871294 -0.041499344480167545 0.010950831836664785 -0.021696033909528022 0.028698177128134068 -0.031881094679075725 -0.0041943005609357915 0.017996773543679821 0.032548660540374967 0.033092851470726395 -0.016026617762320648 -0.0014988040823399281 -0.04086432924755571 0.0060367055244783772 0.029503053434751004 -0.032696308670114665 0.00061048452822150181 0.002995224769299862
leaf_weight=2.1057568500109474 0.50143102758738578 0.47306311115971766 0.62212739902315561 0.22714992496185005 0.54878152584205953 2.7269324252029028 1.4067172340000969 2.6207568023237391 0.72436352132353921 1.1515435949841046 0.69851557067522652 1.4088233961083463 0.56669784290716041 0.46352008794201527 5.600590673973783 2.6348509010858816 2.7398177297727662 2.2222387101501218 6.2722700554877502 0.35940974984987306 2.5401511815143749 1.8486198857426641 2.6416953020634537 3.473712284816429 1.1121038278215563 2.7434522590920096 1.0858342023566354 1.6693337010219682 66.665883835394197 9.7782553788274509
leaf_count=108 852 68 182 16 189 72 29 46 21 36 119 42 18 87 65 37 32 41 54 18 29 14 49 42 67 55 29 17 1536 64
internal_value=0.000854722 -0.0160933 0.000983089 -0.0172578 0.0011043 0.000874778 0.00129473 0.00102962 -0.0114252 -0.0290901 -0.0130258 -0.00633987 0.00123433 -0.00744394 0.00151195 0.00103361 0.00012334 -0.0089213 0.00650875 0.00260643 0.00631126 -0.00410737 0.00171173 0.010516 -0.0264878 0.0187826 0.00153857 0.00116301 -0.000203154 0.0086208
internal_weight=129.634 0.974494 128.66 0.849277 127.811 125.705 122.019 120.612 4.49666 1.87591 3.68634 2.98782 2.43904 1.87234 116.115 110.515 94.7602 12.8211 15.7543 13.0274 11.5559 10.5989 7.96403 5.32233 1.47151 5.2836 81.9391 80.8533 68.3352 12.5181
internal_count=4034 920 3114 198 2916 2808 2353 2324 103 57 455 336 147 129 2221 2156 1861 183 295 223 138 142 105 56 85 84 1678 1649 1553 96
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=13 22 18 16 2 17 7 9 2 17 20 8 16 20 21 20 15 0 6 22 5 18 22 21 22 20 10 12 10 20
split_gain=0.21789 0.244194 0.220378 0.429139 0.325212 0.226781 0.411834 0.206303 0.280521 0.512989 0.301 0.846527 0.535888 0.451794 0.413748 0.326482 0.313505 0.358831 1.05112 0.31156 0.292656 0.56066 0.417716 0.604856 0.467752 1.0734 0.438935 0.474945 0.409796 0.549528
threshold=95.862351557400004 0.20949500000000004 17.323446153950005 12.604970524100002 258.06114663960005 221.27458857605004 26.637125930550003 223.29399794390005 349.18346353035002 208.69550386965003 47.709122305950011 5.9453602998000008 21.094950670800003 49.283271594150008 4.1931896429500011 34.654301448200009 18.946678378300003 98.142164052000012 12.26528657645 -0.081874999999999989 16.569990495050003 15.148411436800002 -0.50001499999999999 5.2345280387500006 -0.16182999999999997 39.337369931850013 75.499969677400017 90.84682862195001 61.622148808000013 39.664548207900005
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 -7 8 10 -10 11 12 -5 -12 -15 19 -17 20 -19 -13 21 -18 23 -22 25 -24 27 -26 -29 -30
right_child=2 -3 4 5 -6 6 -8 -9 9 -11 13 15 -14 14 -16 16 17 18 -20 -21 22 -23 24 -25 26 -27 -28 28 29 -31
leaf_value=-0.039987675189009926 -0.040407529600279463 0.012618868273352122 0.023391426134673512 -0.040038071392731252 -0.012548236894007175 -0.04169459198383358 0.0072657012042864327 0.013687913376077793 -0.033992035770725772 0.023676140939723062 0.024072593689208249 0.029177178309271037 0.022478493289421787 0.028761813267535737 -0.032440766619739068 0.014500466036800786 0.025194305880010197 -9.2359523501879122e-05 -0.036593821210837908 0.0033992435735778286 -0.02943724000339085 -0.0013866044056664566 -0.011957116480610449 0.006918812786027872 -0.010011707656046512 0.031634844666500815 0.020551320033073944 -0.018815554976824224 0.0076310477367978321 -0.00035998145727807581
leaf_weight=0.41051018427742647 0.3904921749526683 0.2038493120126077 1.4676410993561138 1.2033415401092487 0.52866614935919631 0.53106394968926796 0.52977657469455153 1.9469610502710555 0.86659329731264623 0.32833541324362159 1.9318473553284996 1.2170897386968138 0.25683592446148384 0.25807179696857918 0.50255334647954442 2.4936069792602202 2.1856652256101361 5.5221926644444457 1.5623985719867048 1.7856415743008245 1.6814322921563722 2.7867654867004603 1.4246333525515944 1.2181933079846201 6.6912430401426084 2.2477413085289299 1.6434488296508778 1.602591014234348 16.619289913680404 66.200495662778849
leaf_count=881 160 91 43 586 31 30 31 57 66 14 47 32 5 9 68 36 21 99 105 34 53 36 26 26 126 41 10 47 243 980
internal_value=0.000809811 -0.0225324 0.000922176 0.000716367 0.0138738 0.000844591 -0.0172442 0.000999123 0.000797007 -0.0181463 0.000984027 0.000688491 -0.0290418 0.0139738 -0.0116754 0.0010599 0.000722718 0.000414275 -0.0081422 0.0138478 0.000995466 0.0102972 0.000529819 -0.0141633 0.00097164 0.0147241 0.000427162 6.41752e-05 0.000862781 0.00124356
internal_weight=128.239 0.614359 127.625 125.628 1.99631 125.238 1.06084 124.177 122.23 1.19493 121.035 118.343 1.46018 2.69247 0.760625 116.882 113.88 111.386 7.08459 3.00273 104.301 4.97243 99.3291 2.89963 96.4294 3.67237 92.7571 91.1136 84.4224 82.8198
internal_count=4034 972 3062 2988 74 2828 61 2767 2710 80 2630 2506 591 124 77 1915 1849 1813 204 66 1609 57 1552 79 1473 67 1406 1396 1270 1223
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=10 0 15 21 0 3 18 9 23 6 0 0 2 15 15 0 10 21 20 18 22 0 21 21 20 21 13 12 2 22
split_gain=0.19986 1.18398 0.779166 0.569018 0.514226 0.949562 0.770635 0.660265 0.539681 0.537235 0.652739 1.03471 0.922569 0.615804 0.576548 0.44325 0.442927 0.774018 0.741676 0.591826 0.439327 0.437782 0.365915 0.916232 0.728187 0.424019 0.412738 0.393573 0.43722 0.361629
threshold=66.590419433100024 90.407470010750018 38.62622401090001 14.824703203750003 92.313586825200005 88.931506497100017 13.545319032100002 194.04304600165003 0.13377000000000003 15.075352233200002 94.047642319350018 94.625660817400004 98.465712168700023 28.626568391100005 33.423812040500003 90.767723400200012 65.611820673600008 2.3223121640500004 38.400997490450003 13.012604996900002 -0.18231499999999998 89.582113364650013 11.507908610950002 7.0441631297000011 40.844669808050007 10.628103601550002 103.23410375110002 283.37952236595009 204.67136036115002 -0.59681499999999998
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 7 -6 -2 9 10 12 13 -8 -12 -14 -3 18 -18 19 -1 -5 -21 23 27 -24 29 -26 28 -13 -25
right_child=2 15 -4 20 6 -7 8 -9 -10 -11 11 22 14 -15 -16 -17 17 -19 -20 21 -22 -23 24 25 26 -27 -28 -29 -30 -31
leaf_value=0.0025049626888717078 -0.0020157431173886547 0.038391372898465309 -0.038961345658252412 0.013007504772144345 0.034545237835852151 0.022391582919639389 -0.0066306983176801964 -0.044849915593878138 -0.039267301977425118 -0.027009447322613137 -0.0012927414713129303 0.0018892638812742289 0.03856148236242514 -0.043104720782303207 0.004168536988382412 0.0071726218400945682 -0.033224130362860746 0.0055575291857702346 0.00036398253126850336 0.032584925858414361 -0.036654098566423848 0.00063925844703753261 -0.022829506175548561 0.01826042300509044 -0.010811628959055046 -0.0031688186319367975 0.035298693458323462 -0.026903864334616556 0.026709685033323674 -0.039898360511606411
leaf_weight=3.4290425989747737 0.84551151082268905 1.6703467294573777 0.76381739671341975 0.33513493270947936 0.95916013288660806 0.7097044020629254 1.8671740572899569 1.2955114508513359 0.48276281883954553 0.96379172010347147 0.84331199489679365 28.049303167408659 2.0484874837202374 1.2328889935160985 1.0471757422201333 1.0549299002595942 1.4289923980832093 1.4992737200518602 65.474047919175064 2.5150657292906549 1.0364787059247635 0.80509087815880764 0.54334605700705596 0.17061223190103181 0.33797369924195653 1.1211707714619477 1.5046271756291387 0.6490938456299763 1.0466326109935824 1.3930742029488095
leaf_count=185 35 31 46 35 22 60 22 42 55 25 34 927 44 70 22 24 16 26 1296 82 160 10 45 9 125 55 22 193 93 223
internal_value=0.000704344 0.00189322 -0.00117569 -0.000580403 0.000116581 -0.0154054 0.00111632 -0.0279343 0.000375839 0.000822799 0.00146369 -0.000263325 0.0143017 -0.0261215 0.0269273 0.0263069 0.00100789 -0.0133679 0.00159075 0.0134916 -0.02452 0.0248386 0.0012787 0.000230217 0.0155297 -0.0208647 0.026841 0.00213429 0.0027821 -0.0335527
internal_weight=127.124 77.8768 49.2467 48.4829 47.1113 2.85073 44.2606 2.14102 43.3014 42.8187 41.8549 36.892 4.96284 2.0762 3.09566 2.72528 75.1515 2.92827 72.2232 6.7492 1.37161 3.32016 34.8158 32.4299 2.38595 2.68486 1.8426 29.745 29.0959 1.56369
internal_count=4034 1670 2364 2318 2123 137 1986 77 1964 1909 1884 1796 88 104 66 55 1615 42 1573 277 195 92 1692 1500 192 287 147 1213 1020 232
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=17 13 2 12 7 14 7 0 2 20 9 22 10 5 6 8 22 15 23 16 16 21 16 13 6 16 15 15 23 16
split_gain=0.173537 0.377588 0.184135 0.365062 0.25803 0.998489 0.592866 0.482994 0.538196 0.608389 0.67731 0.860099 0.275299 0.413328 0.266157 0.381804 0.514983 0.258164 0.665593 0.359427 0.349655 0.270115 0.704718 0.84462 0.655924 0.642265 0.584459 0.707377 0.527431 0.503124
threshold=162.13109061465002 120.87576600310001 49.864842700850012 77.955876436550014 22.105125139000005 171.16849715720005 22.181995028450004 91.394134144600017 315.94243452415003 47.927946529500012 179.18874144770004 -0.5775499999999999 61.622148808000013 24.628131835750001 18.080422446150003 8.9430209551500024 -0.08786999999999999 46.683480308100009 0.090390000000000012 22.614947116400003 22.714946882600003 3.2025200283000004 22.654947022900004 117.60122400020002 15.945372561050002 22.514947350300002 31.385732506450001 33.235275174000002 0.092465000000000033 19.124955277500003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 5 -5 -6 8 9 10 11 -7 13 -8 15 17 -17 20 -19 -20 21 22 23 24 26 -26 -14 -28 -27 -29
right_child=2 -3 3 4 6 7 12 -9 -10 -11 -12 -13 14 -15 -16 16 -18 18 19 -21 -22 -23 -24 -25 25 28 27 29 -30 -31
leaf_value=-0.041513551558262834 0.01088189521522951 0.017750399969989169 -0.03197386253946935 -0.041517255487642186 0.029488948370615772 0.038094251706309229 -0.044113778991579151 -0.042661746957244083 -0.041480152301256221 0.031212824324532314 0.011887674434741518 -0.044502013475578465 0.0056293451725420145 0.0058278035368272679 0.022411099159944187 0.0064376356980832437 -0.037389380239392117 -0.04315778610918581 0.010490650463696597 -0.02000101523246136 0.020470330528714838 2.5286493182942867e-05 0.029285788515106707 -0.032148729777318544 0.035168769114333802 -0.012631888286748921 -0.041634625023545424 -0.031080057887445559 0.021856088715191686 0.0027149142484671897
leaf_weight=0.45120235905005657 2.846933743916451 0.28051400184631348 0.55234177601232559 1.1204099707247213 1.1754873202880833 0.26099084015004292 0.53939667931990587 0.39302802887323185 0.39326961178448971 1.2537317750975487 2.1241886495263316 0.91057295816426698 14.134200170958151 0.52727844304172322 0.93053390551358361 0.78163506905548275 0.96265365817816817 0.7466328614391381 1.7437013644957917 0.96692354179685924 1.5429633446037758 77.625256403750882 1.7494774742517609 1.0562433144077648 1.9942663158290077 1.3558593349298464 0.92714513512328167 0.86429817049065594 1.5058925934135912 3.9393443323206156
leaf_count=349 41 4 40 88 30 12 35 87 52 21 36 302 593 21 16 19 30 57 27 32 20 1783 38 21 79 39 23 71 17 51
internal_value=0.000683495 -0.0187939 0.000797579 0.000562406 0.000710286 -0.00709279 0.00114809 0.000135678 0.00353876 0.00743031 -0.00161675 -0.0261019 0.00085559 -0.0194267 0.00104734 0.000869679 -0.01775 0.00116453 -0.00962321 -0.000386218 0.00151408 0.00123593 0.00464992 0.00297791 0.00447875 0.0176939 0.0012483 -0.00955694 0.00551615 -0.00336567
internal_weight=125.656 0.731716 124.925 122.078 121.525 6.45619 115.069 5.33578 4.94275 4.54948 3.29575 1.17156 113.894 1.06668 112.827 111.896 1.74429 110.152 3.45726 2.71062 106.695 105.152 27.5267 25.7772 24.721 4.85602 19.865 5.73079 2.86175 4.80364
internal_count=4034 353 3681 3640 3600 598 3002 510 423 371 350 314 2972 56 2916 2900 49 2851 116 59 2735 2715 932 894 873 135 738 145 56 122
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=16 12 23 16 3 20 2 16 23 23 22 22 17 22 20 7 5 10 18 15 9 15 16 23 15 5 5 2 5 16
split_gain=1.10392 1.71289 1.35851 1.16924 1.09257 2.85338 1.66712 1.10918 1.1057 1.25077 2.22186 1.14103 1.03418 1.03415 2.15209 1.9789 1.35892 1.24145 1.12789 1.44484 1.20349 1.60155 1.43592 1.11135 1.05262 1.02242 0.975705 1.83762 1.81275 0.948611
threshold=20.404952284350003 320.0928336514001 0.12535000000000004 19.974953289850003 93.281431752200021 41.942745071500006 101.23478163165002 22.604947139800004 0.080135000000000026 0.092835000000000015 -0.018034999999999999 -0.078649999999999984 162.13109061465002 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 69.873026810350026 14.708525021850003 28.504445985850001 206.08934059370003 24.006097767650004 9.719977270450002 0.089305000000000023 35.098844929350008 20.374719724350005 21.269675393700002 165.44420596670003 22.629964856950004 22.664946999500003
decision_type=2 2 2 2 2 2 2 2 2 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 12 8 25 7 -7 11 10 26 -2 -1 14 15 24 -15 -16 19 23 -20 22 -22 -19 -14 -6 27 -10 -28 -9
right_child=4 -3 -4 -5 5 6 -8 29 9 -11 -12 -13 13 16 17 -17 -18 18 20 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0020734906812322419 0.00041863495547628206 -0.0018728639280959141 -0.002086771869289075 -0.001529157595968081 0.0014419414948489088 0.0010139225046242794 -0.0014796014619405441 -0.0022551574241024691 0.00037593081205786069 0.00066203994517183187 -0.0017242709287084194 0.0016704051364150197 -0.000820604834295721 0.0005036492502628726 0.00099604378125190329 -0.0020981916452665517 -0.0017019545709956228 -0.0016640621252692039 0.00069822824206076126 -0.0021551918212241897 0.0014428427053644536 0.00042012701466550493 -0.0016700128342380628 0.00052929909534698714 0.002057813882823667 0.0002743161919239021 0.0010753068050354726 -0.0016360069904894825 -0.00065964485323871983 0.00012860413819166779
leaf_weight=0.79898402436083316 5.4164432398974895 1.7846186548995309 1.1037180630955834 1.6432530414313067 3.1476581431925288 2.4266427829861623 5.8510587716009468 1.0626908149570229 5.402494257315996 27.76525779440999 2.4476201012730625 5.7950062826275808 1.2060611114429769 30.921089730611129 5.4249532444810056 3.4326204489043448 1.1126329078106199 1.2627164946752625 9.4138782241352619 1.9617137573659418 0.67614652367774208 5.4608774569351226 3.620113592245616 2.9941238048486412 0.82092437148094166 34.322078525088727 8.687815457582472 2.5783480610698462 3.1566651482135049 1.6206677877344189
leaf_count=316 39 360 64 47 31 16 215 24 51 183 29 108 164 548 191 222 141 92 362 114 24 97 138 26 7 271 47 46 35 26
internal_value=0.000210392 2.46939e-05 7.18231e-05 0.000105498 0.000335067 0.000114987 -0.000764973 5.3291e-05 0.000509087 0.000384384 3.82616e-05 0.00106565 0.000144367 0.000170309 -5.64116e-05 -0.00119105 0.000427042 0.00014462 -3.73022e-05 -0.00076293 0.000198072 -0.000284489 -0.00118011 -0.000121323 0.000345148 0.000372403 0.000255863 -0.00027406 0.000612926 -0.000815437
internal_weight=183.319 73.6384 71.8538 70.7501 109.68 48.4308 10.9611 5.11 61.2497 50.0382 22.2729 11.2114 69.1068 68.3079 36.2741 5.45961 32.0337 30.8145 25.3896 6.21855 19.171 9.75714 4.29626 4.25684 2.02699 37.4697 19.8253 7.98084 11.8445 2.68336
internal_count=4034 2913 2553 2489 1121 583 281 66 538 391 208 147 2442 2126 1437 393 689 1044 853 232 621 259 162 118 171 302 179 97 82 50
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=13 18 18 19 16 3 21 8 13 9 10 10 23 10 17 5 6 20 20 9 17 20 6 15 5 13 13 21 23 20
split_gain=0.199856 0.218058 0.201464 0.320383 0.919222 0.256225 0.498319 0.458235 0.503738 0.435392 0.430102 0.522488 0.438665 0.417455 0.32196 0.309321 0.288392 0.286361 0.928139 0.8364 0.609609 0.569851 1.036 0.413806 0.501445 0.461573 0.619073 0.455685 0.38995 0.258271
threshold=95.862351557400004 19.424700258350004 17.323446153950005 11.850956171350001 17.684958644900004 81.105404879350019 6.7825386038500008 8.1436447804000007 108.49810477050001 222.27227736865004 76.279622535200005 75.634392583900009 0.092465000000000033 75.408562100950022 206.50651863080003 13.154029769200003 12.865300595700001 36.620308449100001 37.038444968100009 207.04102956050002 193.82841840970002 37.828051409500013 14.955349429350003 35.098844929350008 17.621651749750004 113.97180552410002 113.62230596715001 0.83684949340000014 0.093160000000000034 38.064633603500006
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 -5 6 7 14 -9 -8 11 13 -12 17 15 -2 -16 19 20 23 -19 22 -20 24 -7 26 27 -26 -27 -23
right_child=2 -3 3 4 -6 10 9 8 -10 -11 12 -13 -14 -15 16 -17 -18 18 21 -21 -22 29 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.037104309330894029 0.025232773461329825 0.0098535403892826626 0.030155630208690734 -0.027981262896872645 0.036899951744635853 0.023524530745045215 -0.032328932520496172 -0.03815308744315097 0.0060207397999105794 0.025463690176399718 0.028174206541796393 -0.021752794394003964 -0.01746335740791374 0.016779401346608415 -0.038622808232006277 0.0014896761028936345 0.0075026466107320812 -0.047364786598703391 -0.019152093423482733 -0.018653254060410844 -0.005497618312937564 -0.016036650110527621 0.031238235579441848 0.024966856280761403 0.012901993495496325 -0.0017049015201371681 -0.047277127771021089 -0.026769699087497496 0.036221218146187881 0.00040239983849142083
leaf_weight=0.37110268398737289 0.81631602498236855 0.19843206579116668 0.78263986855745216 0.65670279739424564 0.50509672053158283 1.5377633916214088 1.2594053681714275 0.84956361574586459 0.5600108727812767 0.19711341580841679 1.3711437346937589 1.3310938193462778 0.34457236365415145 2.1594239687547079 0.45546824736811675 5.9206946600461379 0.2901137329172343 0.86645551018955191 0.73990580323152189 1.3965078764595089 0.95686379866674542 1.2666160297230806 1.911816165957134 2.2076506875455379 1.067608121087688 0.82185254203795899 0.49445011466741551 0.58653449622215692 0.62326015066355467 92.705615873022907
leaf_count=712 36 260 16 41 17 22 135 55 2 8 100 18 12 20 31 152 16 25 25 29 18 31 46 32 67 95 5 19 13 1976
internal_value=0.000627257 -0.0207437 0.000724877 0.0122728 0.00022609 0.000541933 -0.00490254 -0.00169124 -0.0206032 -0.0245077 0.00104325 0.000764745 0.0190087 0.00103887 0.00187141 0.0043666 -0.0206749 0.00072174 0.000164997 0.00699602 -0.0253932 0.000647287 0.0171779 0.0118766 0.00624499 -0.00114901 -0.0117767 -0.001165 0.0146522 0.000180824
internal_weight=125.252 0.569535 124.682 1.94444 1.1618 122.738 10.3487 8.89217 1.40957 1.45652 112.389 110.673 1.71572 109.342 7.48259 6.73701 0.745582 107.183 98.4473 8.73563 1.82332 96.624 2.65172 7.33912 5.13147 3.59371 2.14859 1.65414 1.44511 93.9722
internal_count=4034 972 3062 74 58 2988 435 292 57 143 2553 2441 112 2423 235 188 47 2403 2121 282 43 2078 71 253 221 199 91 86 108 2007
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=13 3 18 3 20 16 18 16 16 20 17 12 16 10 20 0 13 23 6 13 13 6 23 5 15 20 20 22 23 23
split_gain=1.33233 2.42214 2.23049 1.33504 3.7259 1.82991 1.47787 1.12065 1.66572 1.43751 1.23342 1.52974 1.11266 2.86062 2.76483 1.41626 1.2944 1.10561 1.0417 1.00402 1.05891 0.996399 0.951706 0.940026 0.998893 1.24849 1.4015 1.22916 0.90323 1.09846
threshold=109.34496908160001 83.538459487450012 14.118140587000001 93.281431752200021 41.942745071500006 22.604947139800004 13.512826932300003 18.704956259700005 15.584963555600002 37.198331469900005 236.15709471040003 151.46967002190004 19.199955102150003 66.964115113200009 36.893814626400008 90.407470010750018 113.97180552410002 0.049900000000000007 11.075258771650001 116.58229836875002 116.35915634395 16.585387514950003 0.11278000000000003 23.700766800900002 42.246988155050012 41.319407281650008 39.577821550850011 -0.073609999999999995 0.080770000000000022 0.092835000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 12 23 6 17 8 9 -1 11 -10 -2 15 -15 16 -14 19 -11 20 -6 -7 -16 24 25 26 -5 -28 -18 -30
right_child=3 2 -4 4 5 21 -8 -9 10 18 -12 -13 13 14 22 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0017764375163220061 0.0011895484787223941 0.00024564136911315871 -0.0015178427522690664 0.00095053680943317531 -0.0022444922697637129 -0.0019500467591488854 -0.0024163142147163629 0.00077378639002522766 -0.00023017611095404414 -0.00125658221112983 0.00093997025497752232 -0.0019349410313593304 -0.00062500656117184283 0.00061317562463161074 -0.0019017453739157443 0.0014767489309108013 0.0010872538774613304 0.00077890093621599808 0.00048021670838166815 -0.0021066571991557844 0.001077075880659387 0.00014388627081897767 5.2665305217534662e-05 -1.0029116473787556e-06 0.0015312768110323453 0.0011143973817914449 0.00016929303398645319 -0.0013916796166065673 8.5323681016522847e-05 0.00073002865561177827
leaf_weight=1.1926370199180407 7.9259506408125153 4.4069268035818805 6.64975854572549 4.7852234935853692 0.48897338489768882 4.7091754593420765 0.94567530398489896 9.5514158881269378 4.5354481328395178 1.3504257823187824 1.4988956556189803 3.405781495384872 3.6035063043236724 4.2343445308506471 4.1458108741790056 5.9452345743775359 9.9099145196378213 4.1785095867235214 23.202725962342811 1.2063826462253926 1.2913692705333231 1.0220424381550399 1.1835828665643928 12.653814966353819 3.9384337887167922 7.2486393377184859 5.5625901482999351 2.8037199443206147 17.851551031693816 21.562371730804443
leaf_count=258 74 304 395 45 90 162 28 42 101 679 36 186 34 27 78 56 126 59 345 70 17 27 10 357 24 47 30 27 157 143
internal_value=0.000238376 -9.28879e-06 -0.000814961 0.000347013 0.000105634 -0.000745152 -0.000157619 0.00018983 3.13122e-05 0.000284581 -0.000659421 -0.000961304 0.000507699 0.000428731 -0.000546392 0.000587138 0.000487209 0.000140486 0.000384693 -0.000752673 0.000164803 -0.00157664 -0.0014677 0.000423989 0.000644945 0.00047383 0.000120774 -0.000353821 0.000568466 0.000438026
internal_weight=182.991 55.794 11.0567 127.197 50.8345 13.8421 8.11091 44.7373 35.1859 25.7458 9.44013 7.94123 76.3623 68.4363 9.56374 58.8726 52.9273 7.16523 24.5532 2.98673 1.78034 5.73122 5.32939 36.9924 24.3386 20.4002 13.1515 8.36631 49.3238 39.4139
internal_count=4034 2346 699 1688 983 453 264 1647 1605 1282 323 287 705 631 115 516 460 236 1024 177 107 189 88 530 173 149 102 57 426 300
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=16 16 20 17 18 23 4 6 13 7 17 23 20 9 9 22 2 10 18 23 23 3 6 12 21 13 15 23 22 2
split_gain=0.972547 1.44888 1.40729 1.26355 1.90893 1.4982 1.4625 1.11858 0.932414 1.51243 0.868452 0.969751 0.919683 0.87448 0.834949 0.829502 0.805796 0.761644 0.840232 0.751588 0.700586 1.16727 1.20979 1.19755 1.72829 0.938938 1.18161 0.828547 1.47125 1.04978
threshold=18.594956516900002 15.584963555600002 37.198331469900005 236.15709471040003 14.85568425095 0.11531000000000002 195.50296729855003 11.075258771650001 108.65403534205002 23.203497038450006 187.61467154115005 0.092650000000000024 41.092444989200011 203.72699028675004 188.63457064660003 0.20949500000000004 137.02423825130003 70.389210771400016 13.919698996450002 0.10301500000000002 0.080770000000000022 93.281431752200021 16.405383309150004 198.57093999515004 7.515317457250001 114.05514772615001 30.243446395250004 0.093325000000000033 0.15607500000000005 154.31016903475003
decision_type=2 2 2 2 2 2 2 2 2 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 6 14 8 15 -3 -10 19 13 -13 -12 -6 -4 -8 18 -18 -9 21 25 -23 -24 -25 26 -2 28 29 -22
right_child=20 3 7 -5 5 -7 16 10 9 -11 11 12 -14 -15 -16 -17 17 -19 -20 -21 27 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0017869367785863332 0.00091292960683795135 -0.0021413214177436832 -0.002066269111546031 0.0010482726431411979 0.00010763762656901838 0.00088934652248709954 0.0015345004344979472 0.00017290373876789193 -0.0023443657146997219 0.0022269408896548265 0.0021154620430091321 -0.00084549476060079547 0.0010369971881711213 0.00074163327639170835 -0.002152329802464447 0.0015970819385997344 -0.0011797269106965482 -0.0020804171381403795 0.0019493698697782354 -0.001761801494295842 0.00033483471868759132 -0.0025103536058412985 0.00075937593792279115 0.00080573855813287603 -0.0020018054228729443 0.0012539852807203983 -0.00053165063439919045 0.0003811458443268169 -0.0016719868603940332 -0.00027595600485676793
leaf_weight=1.3364140872799932 6.2755146864801699 1.5960722268209777 1.2395412579935534 1.7749859602190543 0.7487570439261616 0.91099324752576638 2.272667566430755 11.745541824158863 0.51873109344160162 0.65513098239898682 2.6461673642043007 2.3481908072717479 1.8606209207791833 6.185274641844444 5.1619974273489788 0.30884344989317458 0.60180766158737264 0.60486331960419182 0.79898020718246698 0.86212838348001319 28.629741668235511 0.7137996944366013 5.6996305636130256 1.6115084722405302 1.9243573864223433 10.395444918423889 3.5439495500177145 55.197219333611429 1.9639881381299336 18.547700282593723
leaf_count=311 49 178 650 38 60 22 64 325 151 3 32 41 13 72 252 42 87 80 8 33 273 20 126 34 62 137 37 506 63 265
internal_value=0.000206029 -5.14313e-05 0.00021677 -0.000540566 -0.000743895 -0.00149808 -1.39439e-05 0.000315231 -0.00114619 0.000206875 0.000414891 0.00077676 -1.32874e-05 0.00115327 -0.00186604 -0.00133557 0.00071911 -0.000204836 0.000605045 4.06062e-05 0.000290593 0.000559048 -1.75509e-06 0.000192131 -0.000722237 0.000835062 0.000391565 0.000212983 2.40962e-05 9.47038e-05
internal_weight=178.681 44.1777 28.5327 15.645 13.87 6.82175 7.04825 27.1963 2.76993 1.17386 25.6479 13.0403 4.20881 8.83144 5.91075 1.54838 4.27832 2.00565 1.40079 12.6077 134.503 30.1642 9.9493 9.2355 3.53587 20.2149 9.81946 104.339 49.1414 47.1774
internal_count=4034 2462 1519 943 905 334 571 1208 332 154 516 158 54 104 312 692 239 175 95 358 1572 465 242 222 96 223 86 1107 601 538
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=16 4 16 17 18 4 4 20 16 23 13 7 2 23 20 22 10 18 20 0 18 4 5 5 14 7 21 6 9 2
split_gain=1.10492 1.11699 1.02621 1.54562 1.65647 1.62555 1.54217 1.22396 1.0323 1.26721 0.962719 1.23918 0.845308 0.79098 1.44148 1.54417 0.781232 0.931848 0.745173 2.35838 2.50023 1.28261 1.37676 1.61136 1.32574 1.02446 0.999058 0.977338 0.83114 1.44149
threshold=18.594956516900002 393.99831167250005 15.584963555600002 236.15709471040003 14.85568425095 180.93811691895004 195.50296729855003 37.198331469900005 12.644970430600003 0.093580000000000024 108.65403534205002 23.203497038450006 137.02423825130003 0.093580000000000024 41.827117825850003 -0.088224999999999984 70.389210771400016 13.919698996450002 42.198888176300009 86.20003303655001 13.036600629150001 199.39562187565002 21.723721974650005 22.327062271350005 284.63379681220005 24.024273989350004 6.8443800584500005 16.265380038000004 186.68586460755003 53.810443956900009
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 10 -1 9 -9 -4 -12 -8 -10 15 -15 17 -14 28 20 -20 26 24 -24 -23 -25 -21 -22 -2 -30
right_child=18 -3 3 -5 5 -7 12 8 13 -11 11 -13 16 14 -16 -17 -18 -19 19 21 27 22 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.0016981807307115777 0.00084012031395291572 -0.0020849253015945558 -0.0020851473048598868 0.0013104839723431978 0.00027748229234698718 -0.0019520651968963228 0.0014823830335568267 -0.0017714138095412245 0.00067686961406337326 0.00061433543520488171 -0.0021304631218235586 0.0021406419379181047 -0.0012202050420294852 -0.0022709185735296693 0.0013200453529006847 6.705396243795859e-05 -0.0020272020460953039 0.0019075573849115534 0.00012481857213988856 0.001900967346086514 0.00064261640500946882 6.8071590508035881e-05 0.0020814270208226265 -0.00066531201029919709 -0.0015784637622459734 0.0009504537194476361 8.5577058029980476e-05 -0.0019988240426188257 -0.0013345566191380782 0.00034091649983422601
leaf_weight=1.2447382584941831 12.650492304004727 1.0331440892914532 1.6895753843709811 1.7497434059623618 1.7049764911644159 4.7878660572459921 2.4341032031807117 1.9197046459194127 16.263130317034669 1.5447555555583674 0.45977307509747312 0.60459044575691223 0.64124916313448943 1.580157190095633 1.9517101070377973 3.4738464185502371 0.63689058099407692 0.85384478233754635 6.6200130983488616 3.3239325713366297 0.60980685427784909 8.0509662739932555 2.4632342047989351 2.8140904428437352 2.4528845977038136 3.2523132339119911 1.7948297113180158 4.6085639228112996 2.0191072095185509 88.819519291631877
leaf_count=272 171 383 178 28 22 262 64 479 283 70 151 3 84 47 19 45 64 8 152 73 10 56 16 20 40 29 20 156 26 803
internal_value=0.000198849 -6.98953e-05 -2.20821e-05 -0.000425698 -0.000645629 -0.0013666 -6.12861e-06 0.000202427 0.000290922 -0.000707641 -0.001165 0.000295653 0.000692818 0.000439596 -0.000111213 -0.000663924 -0.000208634 0.000566053 0.000284732 4.17044e-05 -0.000675222 0.00039311 0.000158784 0.00074399 -0.000316431 0.00020093 0.00126442 -0.00169015 0.00036925 0.000303675
internal_weight=184.054 44.5738 43.5407 15.5626 13.8129 6.49284 7.32003 27.978 26.7333 3.46446 2.75394 1.06436 4.56609 23.2688 7.00571 5.054 2.13198 1.49509 139.48 35.9906 11.8384 24.1523 19.0335 8.52964 10.5039 6.0664 5.11876 5.21837 103.489 90.8386
internal_count=4034 2462 2079 864 836 284 552 1215 943 549 332 154 220 394 111 92 156 92 1572 572 318 254 161 65 96 49 93 166 1000 829
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 6 21 19 21 7 7 0 22 15 21 16 0 5 16 0 9 16 2 22 22 21 21 0 21 13
split_gain=1.38957 1.43796 1.35334 1.32818 1.68479 1.23373 1.18108 1.40046 1.69805 1.16765 1.03508 1.07389 0.892385 0.777017 1.6147 1.16204 0.819354 0.76629 0.936128 0.740857 1.62118 1.22048 1.12505 1.03702 1.02703 1.10666 1.00052 0.776051 0.788104 1.7388
threshold=18.634956423400002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 11.075258771650001 5.1185473364500007 12.551012654050002 4.5829628528000006 22.356277907050004 24.803880018200001 94.114853772600014 0.20949500000000004 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 13.154029769200003 15.404963976500001 85.732241321850012 186.16747084260001 22.664946999500003 310.17567643235003 -0.098419999999999994 -0.073609999999999995 5.1185473364500007 10.959760372700002 85.812895065800021 8.5501791199000028 117.64961624655002
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 12 7 -5 -9 -3 -11 -12 -4 19 15 16 -15 -7 -19 20 24 -22 27 -23 25 -2 -27 -21 -29 -30
right_child=13 3 5 4 -6 17 -8 8 -10 10 11 -13 -14 14 -16 -17 -18 18 -20 22 21 23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.0017285802398935182 0.0010093471718712289 -0.0011877460823796055 -0.0019498480303283595 0.0013903544538089565 0.00089293134414305305 0.0015524923644521262 -0.0019956724721402639 -0.0018335342638409113 0.00068773070666406516 0.0013804611326603442 0.0015197370062011186 -0.0020076888499470438 0.0014465705020042076 -0.0021225600268867883 0.000978577771709004 0.0013158501227906864 -0.00048933510098246298 6.0698232808211925e-05 0.00090080502945545529 0.0010210569168575606 -0.0021323611169186798 -0.0015027278612288354 0.0015078503028571747 0.00027733898738178139 0.0016264467514990851 -0.0017917035164460972 0.00016775615827805787 0.00044601729835409951 -9.1392948661914346e-05 0.0014002638741564669
leaf_weight=1.2254206990910486 3.12336072663311 1.4911332459305437 1.3488599270494912 0.99779318808577766 1.6234854029025871 1.9064628814812774 3.8020239414036041 3.1609537058975548 1.3557315859943626 2.8954679579474032 0.4990229085087774 0.79480130854062736 0.34506046483875241 1.9942363273585204 2.5277139963582158 0.74515056051313866 2.408966975286603 15.978483008904734 6.6809605630114666 6.4038617778569451 1.6133853290230025 1.6748182671144602 3.261740203946828 3.7997954378370196 2.2036912037292504 1.3733057030476628 2.8389619386289269 74.574552137870342 24.863012077752504 3.1244991496205321
leaf_count=311 82 347 650 16 38 24 273 167 20 23 7 67 42 115 20 10 37 454 38 35 45 41 62 61 37 52 43 678 225 14
internal_value=0.000233542 -5.72852e-05 0.000207337 -0.000494893 -0.000878793 0.000297678 -0.00118753 -0.00063035 -0.00107675 0.000244465 0.000754245 -0.000647175 -0.00125798 0.000327492 -0.000255027 -0.000860697 -0.00122903 0.000404946 0.000308397 0.000362193 -9.0722e-06 -0.000691773 0.000417199 -0.000267227 0.000498195 0.000159257 -0.000471077 0.000384552 0.000344809 7.51342e-05
internal_weight=180.637 44.1057 27.4852 16.6204 10.94 26.2598 9.3165 5.51448 4.51669 5.68043 4.18929 1.29382 1.69392 136.531 7.67607 5.14835 4.4032 24.5659 22.6594 128.855 16.6273 7.088 112.228 5.47461 9.53932 7.33563 4.21227 108.966 102.562 27.9875
internal_count=4034 2477 1519 958 514 1208 476 203 187 444 97 74 692 1557 182 162 152 516 492 1375 361 147 1014 102 214 177 95 952 917 239
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=13 6 0 9 16 2 15 13 0 5 20 13 13 10 22 23 23 0 20 22 17 15 9 16 10 17 10 22 15 18
split_gain=0.975442 0.75228 0.745255 1.63655 2.488 1.3648 1.03447 0.896789 1.52511 1.45465 1.62828 1.16033 1.09133 1.08027 1.00295 2.02447 1.25736 1.28579 0.952925 1.89372 1.82484 1.33649 1.23546 0.986878 0.96706 1.60119 1.59478 1.20173 0.957848 0.933761
threshold=98.050756475600011 13.200308423050002 85.732241321850012 187.45330412110005 22.704946905950003 307.89447427740009 43.401366108000012 112.64908412395 90.297243227400017 19.426367441400004 39.337369931850013 111.38282034450002 109.72404167800001 68.910558799650019 -0.059424999999999999 0.083495000000000028 0.092650000000000024 95.117648655250022 41.685324604100011 -0.023719999999999998 204.12988953870004 42.246988155050012 206.36238950785003 22.584947186600004 64.407391431150018 191.37184185705004 62.154463517850012 0.010890000000000002 38.884669609800007 13.552878921100001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -2 -6 9 18 11 13 12 14 -11 15 -4 -17 -18 24 20 21 23 -23 29 26 -26 27 -9 -25 -20
right_child=2 -3 7 4 6 -7 -8 8 -10 10 -12 -13 -14 -15 -16 16 17 -19 19 -21 -22 22 -24 28 25 -27 -28 -29 -30 -31
leaf_value=-0.0011934685557007678 0.00049063399221523497 0.00070693616954382572 -0.0014045080062922814 -0.0021189304000181633 -0.00061592743746654373 -0.0019974369147154952 0.0011610938353278637 0.00029801876113172979 0.0012798234819860863 0.0012425430119799856 -0.0020833342621509889 -0.0012030124992212364 0.0010906300989978373 -0.0008279067720664159 0.00044182785398121793 0.00051637152718028614 -0.0020968191118289504 -0.00011173508235174843 0.0014732916598598021 -0.001385485946550804 -0.0015235768392294557 -0.0012938994550482793 0.00049192588613185197 -0.00035224673678014564 0.00060006749798169941 -0.0013252176048951013 0.0013615467326971466 0.0013567546617833822 0.00076931244247472924 0.00023431676131713955
leaf_weight=2.9358360227706721 11.671858450717991 0.989120065816678 3.5820636577118412 3.0149967395700505 3.095978339202702 0.83938627823954526 1.8641985915601251 31.633407812565565 6.5531471483409396 1.4544785432517522 2.1577677651657723 2.0126234311610451 5.0321195423603049 2.3272872129455209 24.667416032752957 12.526629922911527 1.3468830892816175 8.3070907641667855 6.0206388384103899 2.8683790294453493 1.9732356909662474 2.9605406972113988 2.5708272040355951 5.5555369406938535 3.718889892101287 2.6118888631463051 7.8811806328594676 4.3290760070085517 5.2705613598227501 3.3699076632037759
leaf_count=1133 580 53 225 153 78 48 25 200 65 14 134 41 36 60 281 199 45 164 82 38 44 45 14 40 30 32 96 27 35 17
internal_value=0.000214396 -0.000714551 0.000235691 -0.000101578 -0.000768755 0.000323708 5.19359e-05 0.00028153 0.000405415 0.00011095 -0.000776976 0.00020271 0.000253721 -3.16055e-05 0.000170211 -8.98589e-05 0.000122451 -0.000388686 0.000334466 7.2283e-05 0.000223122 0.000356982 -0.000463897 0.000581579 0.000494309 -0.000194247 0.000593733 0.000425467 0.000193771 0.00102867
internal_weight=175.143 3.92496 171.218 20.4864 7.97517 12.5112 4.96018 150.732 87.3172 63.4144 5.93953 57.4748 55.4622 3.78177 50.4301 25.7627 22.1806 9.65397 80.7641 30.5896 27.7212 25.748 5.53137 20.2166 50.1744 6.33078 43.8437 35.9625 10.8261 9.39055
internal_count=4034 1186 2848 884 256 628 103 1964 765 1199 208 991 950 74 914 633 408 209 700 315 277 233 59 174 385 62 323 227 75 99
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=16 16 6 20 10 17 7 21 19 21 21 7 3 0 9 16 5 3 22 21 13 6 7 7 5 16 23 21 3 23
split_gain=1.32896 1.33255 1.36126 1.23991 1.14582 1.6856 1.22353 1.18129 1.23453 1.62102 1.02349 0.996245 1.04301 0.908104 1.85588 2.64289 1.08019 1.66417 1.05742 1.18512 1.62345 1.33962 1.70802 0.786139 0.784353 0.90523 0.67309 1.18877 1.04604 1.00767
threshold=18.634956423400002 15.584963555600002 11.075258771650001 37.198331469900005 71.015621515800021 236.15709471040003 22.356277907050004 5.1185473364500007 12.551012654050002 4.5829628528000006 12.263428102400001 24.803880018200001 85.63276837105002 85.732241321850012 187.45330412110005 22.704946905950003 29.996566321350006 94.972471916200007 -0.073609999999999995 5.1185473364500007 117.62810858150002 16.575387281250006 22.381996090050006 23.514778597300005 13.154029769200003 15.404963976500001 0.080770000000000022 3.0668791869500005 85.923121849150007 0.076835000000000028
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 10 8 -6 23 -3 -8 -13 14 18 -16 17 -17 19 -2 21 22 -21 -10 -5 -26 27 28 -15 -29
right_child=13 4 3 24 5 -7 11 -9 9 -11 -12 12 -14 26 15 16 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0014048094054942841 0.00097838081218401063 -0.0019331027754096101 -0.0017003719826643021 0.0015417093500096895 0.001254222111475065 0.0010048828640215265 0.0013234359689255331 -0.0019834100652252502 0.0012896711711423022 0.00067887137482936389 0.00098748018416472188 -0.0020067084110484022 0.0015613629895904315 -8.9538559258742109e-05 -0.0021657768028157994 0.00072452684138638382 0.001330890908258853 -0.0017058363312719067 0.001491624361136052 -0.002194498600745064 -0.0021595225269079015 0.0013011392061056219 0.00104606186750183 -0.0020497614348416369 6.3460790539568451e-05 0.00088276348172296865 0.00031465116041453023 5.437196266403939e-05 0.0015842188805464022 0.0010285431324677892
leaf_weight=1.7489074100994937 3.6646206262521428 1.3929089034791133 1.0442958558851412 1.9555233888095269 1.0391806592233459 1.5146352169103909 3.0475912734400481 3.5983490893268026 0.27396492660045657 1.3870367403142152 0.61408129020128388 0.78110783151350893 0.4637617114931345 1.6605712808668629 2.9255478590494004 2.0093258556444198 1.6380545012652872 1.9936351509531958 2.6303212703205672 1.3351025925949218 1.398505479795858 2.0156437307596207 1.0183752253651617 2.9094962010276504 16.647680191701514 6.7248182063922277 97.017499785870314 11.431546856649222 6.5871375612914562 5.6282543540000907
leaf_count=908 84 321 95 24 16 38 23 273 7 20 26 67 7 12 120 18 16 69 43 40 43 16 7 160 454 38 843 86 105 55
internal_value=0.000235347 -4.65532e-05 0.000205367 0.000312148 -0.000462736 -0.000837519 0.000175205 -0.00114058 -0.000599939 -0.00102151 -0.00103949 0.000743149 -0.000677465 0.000324367 -4.14094e-05 -0.00071219 4.16711e-05 -0.000485892 0.000434964 0.000140298 -0.000392201 0.000173498 -0.000792273 -0.00176237 0.000395126 0.000299193 0.000386053 0.000659774 0.00124723 0.000375764
internal_weight=188.097 45.1433 28.1212 26.3723 17.0221 10.7227 6.29945 9.20803 5.60968 4.5705 2.00699 4.29246 1.24487 142.954 20.6291 8.56656 5.64102 4.00296 12.0626 9.43225 5.76763 4.36912 2.35348 3.18346 25.328 23.3725 122.325 25.3075 8.24771 17.0598
internal_count=4034 2477 1519 611 958 514 444 476 203 187 347 97 74 1557 456 223 103 87 233 190 106 63 47 167 516 492 1101 258 117 141
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=16 6 5 13 5 0 13 0 7 22 23 20 19 23 15 9 9 20 16 21 9 22 5 15 22 23 20 6 21 18
split_gain=0.90834 0.923955 0.759647 1.21389 1.95371 1.42882 1.3189 1.30594 1.46836 1.39476 1.74216 1.2135 1.44862 2.14778 1.16222 1.07932 1.36552 1.02103 2.12831 1.22089 1.40681 1.5057 1.18227 1.18225 1.63258 0.936562 0.914123 0.945437 1.36708 0.976219
threshold=12.604970524100002 13.200308423050002 23.626838821450004 112.64908412395 20.769304081650002 90.407470010750018 113.97180552410002 91.937202686950016 20.873561687950005 -0.059424999999999999 0.083495000000000028 39.952536079750011 13.951125619400001 0.094725000000000018 30.243446395250004 206.08934059370003 216.65333892300001 42.198888176300009 22.494947397000004 5.2345280387500006 192.31210988165003 -0.083064999999999986 21.955793948900006 41.492094664050008 -0.071864999999999998 0.090735000000000024 38.478081868400004 16.495385412050002 14.824703203750003 13.327513832500001
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 -5 8 -2 10 -9 12 13 25 15 -13 -17 23 -19 22 -21 -22 -20 26 -25 -12 -8 28 -28 -29
right_child=2 -3 -4 5 -6 -7 17 9 -10 -11 11 14 -14 -15 -16 16 -18 18 19 20 21 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.0018948487830075644 0.0012509675090767462 0.00035324636832924025 -8.2552590648546042e-05 -0.00068371615009320513 -0.0017651975233291639 0.0013727626539370885 0.0010860725059807868 -0.0011607303047147398 -0.0020669546355409217 0.00046008244914942252 -0.0013870315221264904 0.0008950196004135271 0.0011170501365284058 -0.0021087424431796781 -0.0011022213480409038 -0.00098187570624144694 0.00081278763426015908 0.0017314328674721063 -0.0018885599528585563 -0.00090812156314660879 0.0011212257111340527 -0.00020693153615186522 8.2258014703251472e-05 0.0001655450316100714 0.001607788332277147 0.00047084219820401458 0.00034770368567226489 0.00027453544675497873 0.0015689860463008341 -0.00069398917592563441
leaf_weight=1.4088598976777569 0.6131222210824484 1.1205514618195591 25.043155390041647 4.0282481312751761 1.9150390838040028 4.9154975898563853 5.7839836701750746 4.4875861990149124 1.7697761189192531 30.63642984410399 1.2824738139752314 9.9203947741771135 1.6165872663259504 2.7453548068006057 1.656548662111162 2.9748305128887287 2.8189816791564226 2.3208006583154228 2.359405308961871 3.5982348397374144 5.4636558899655965 6.2446378744207278 1.857084924355149 4.3149118721485138 7.0697305314242822 3.3356286457274109 21.94616083800793 10.544396469369529 3.649460829794406 5.3584229703992596
leaf_count=856 8 74 809 34 167 54 56 361 83 392 63 118 9 111 71 76 34 58 42 42 41 45 27 22 50 45 157 61 20 48
internal_value=0.000200635 -0.000898923 0.000216063 0.000264239 7.36871e-05 0.000404345 0.000348037 0.000128834 -0.00121325 0.000180856 -9.65423e-05 8.46908e-05 -0.000466781 -0.000814498 0.000369782 0.000524956 -0.000108682 0.00039966 5.8659e-05 -0.000140192 0.000102319 0.000412851 -0.00102055 0.000526626 0.00106116 -4.51001e-05 0.000397921 0.000302007 0.000521836 -5.1807e-05
internal_weight=182.8 2.52941 180.271 155.227 65.7728 89.4546 84.5391 63.8577 2.3829 61.4748 30.8384 26.3508 8.98004 7.36346 17.3708 15.7142 5.79381 80.5109 21.8438 19.523 15.3065 11.7083 4.21649 58.6671 11.3846 4.6181 47.2824 41.4984 25.5956 15.9028
internal_count=4034 930 3104 2295 1538 757 703 1371 91 1280 888 527 228 219 299 228 110 669 255 197 128 86 69 414 72 108 342 286 177 109
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=16 12 16 20 0 18 2 15 23 23 2 17 22 20 7 5 10 23 0 15 6 10 17 5 7 9 7 15 2 7
split_gain=1.21144 1.91025 1.76912 1.48243 3.28842 2.50995 1.51784 1.64549 1.40559 1.29988 1.19347 1.18091 1.11756 2.10986 1.95995 1.7607 1.45531 1.35127 1.25108 1.24538 1.12017 1.08033 1.08565 0.984593 1.33541 0.982483 1.67724 1.3911 1.3804 0.968703
threshold=20.404952284350003 320.0928336514001 19.974953289850003 42.198888176300009 86.20003303655001 13.036600629150001 123.74733359145002 38.884669609800007 0.12535000000000004 0.12535000000000004 182.48209946165005 162.13109061465002 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 69.873026810350026 0.083495000000000028 92.313586825200005 35.098844929350008 14.845346859150002 61.987779113750001 184.37225457675004 22.387336278850004 24.024273989350004 195.30595290385003 23.109894804950002 37.408632939650005 81.787075821300007 22.516377366000004
decision_type=2 2 2 2 2 2 2 2 2 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 8 21 5 29 -6 9 11 10 -8 -1 13 14 19 18 -15 -18 -14 -13 -20 -2 -23 -9 -25 27 -27 28 -24 -5
right_child=3 -3 -4 4 6 -7 7 23 -10 -11 -12 12 15 16 -16 -17 17 -19 20 -21 -22 22 25 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0018615350194597677 0.00016566779496634989 -0.0016732833295608561 -0.0015161142543600834 -0.00051393075312692379 0.0014439140981444354 -0.0015703136831549834 -0.00012822540936762477 0.0014703317267594465 -0.0018857788356409508 0.00052964765190774042 -0.0020425526091431066 -0.0008173252474766874 -0.0014150170294698679 0.00096288114798584999 -0.0018847174895361347 -0.0015920347792527511 -0.0010511949068305107 0.00014764580310869694 0.00044264668638873723 0.0018702385871467949 0.0013799005334241689 -0.00047170515207879503 0.0010455803474307577 -0.00062869337749429021 0.0010340439992621048 -0.00048198557176790135 0.00063139887594523879 0.0012834206730864138 -0.00035639641556752276 0.001125085296178367
leaf_weight=0.88573075560634507 26.330085138091817 1.971853677452599 2.080452013295143 2.7047641228418815 3.7852408401668098 5.8600958584574983 2.0247654132544985 3.2037494368851167 1.0585621685022477 2.4756606686860323 2.0847517251968384 1.3593013810750556 1.013633784023116 5.9131848271645167 3.3192302154639037 1.2893245334853407 3.4356782011600471 21.662249331158819 25.439855322198131 0.90643813833594311 4.77708791848272 2.8342709243297568 4.7067226283252257 2.8662523683160543 3.2517902255058289 5.0807541385293034 26.656873669009656 14.051063517108558 4.1841619312763214 1.962541166692972
leaf_count=316 245 360 49 62 78 164 13 23 62 9 32 164 49 191 222 141 371 482 461 7 38 22 41 20 28 44 212 74 35 19
internal_value=0.000226734 5.16029e-05 9.81054e-05 0.000342061 4.82467e-06 -0.000796419 0.000433167 0.000192649 0.000145365 -0.000486944 -0.00109936 0.00017608 0.000202193 -1.06864e-05 -0.0010155 0.000441755 0.000170277 -1.64646e-05 0.000525718 0.000257869 0.00059082 0.000463609 0.000600008 0.000672733 0.000255065 0.00065556 0.000453161 0.000935555 0.000385792 0.000175254
internal_weight=189.176 75.1126 73.1407 114.064 30.2196 10.5274 19.6922 15.907 71.0603 6.58518 4.10952 70.0017 69.116 36.5961 5.58497 32.5199 31.0111 25.0979 31.2306 2.26574 30.2169 83.8439 57.5138 9.32179 6.11804 54.6796 31.7376 22.9419 8.89088 4.66731
internal_count=4034 2913 2553 1121 448 245 203 125 2504 54 45 2442 2126 1437 393 689 1044 853 548 171 499 673 428 71 48 406 256 150 76 81
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=16 2 16 3 20 2 23 16 23 23 22 20 22 20 9 7 8 17 22 16 22 20 7 5 15 10 18 6 0 6
split_gain=1.74313 1.61713 1.61247 1.60701 3.60942 2.04587 1.48021 1.46836 1.24976 1.12606 2.50699 1.07193 1.38682 1.7157 3.82086 1.16357 1.07354 1.05346 1.04599 1.02593 1.01809 1.98631 1.97305 1.74428 1.18078 1.10058 1.27427 1.00735 0.997796 1.28131
threshold=20.404952284350003 322.38159739250005 19.974953289850003 93.281431752200021 41.942745071500006 101.23478163165002 0.080135000000000026 22.604947139800004 0.12535000000000004 0.092835000000000015 -0.018034999999999999 41.319407281650008 0.022350000000000005 40.563919884450009 186.16747084260001 22.938075114600004 8.6432548896500023 162.13109061465002 -0.078649999999999984 22.664946999500003 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 35.098844929350008 69.873026810350026 14.642476607400001 16.465384711100004 92.313586825200005 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 11 7 18 -6 17 10 -8 12 13 27 -15 -13 -14 -1 -2 -9 21 22 24 28 -19 -23 -27 -5 -22 -30
right_child=3 -3 -4 4 5 -7 9 19 -10 -11 -12 15 16 14 -16 -17 -18 20 -20 -21 23 25 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0020076570304186857 0.00061701340971802093 -0.0020026908574796204 -0.0016899493021325018 -0.00065514892644362454 0.0011175453261270708 -0.0015229923765896476 0.0003789401908558226 -0.0022316411950074164 -0.0020279277001964309 0.00073328011147881446 -0.0017000410907238885 0.0013840756160950266 0.0018097978342345048 0.00089288835650293567 -0.0025136115465769402 0.00015487996752944043 0.00015502960757055468 -0.00083768634559105233 0.0017359530283188537 9.5265418463510117e-05 -0.0014497623187064081 0.0009170212978795644 -0.0020256489362169604 -0.001790051955511629 0.0020051856640954271 -0.00092171973225904202 0.00018844896580258832 0.00055248164870214599 0.00041733751344998803 0.0015303405561330346
leaf_weight=0.82070085061422915 5.7415870800614357 1.4041755637299491 1.8527532666921604 3.2036444097757402 2.6450067684054357 6.2377602291526273 20.256485866382718 1.1919956561177971 0.98077687228214827 28.469696974381804 2.3970856722444323 7.5576737076044065 3.189471296966075 2.1979220733046523 2.7256705332547426 4.5646466491743922 2.6546163121238351 1.3452687351673369 6.6780152171850187 1.6970960018225012 0.91731809393969044 5.7089824922150028 3.3460113256151089 1.2518594256835047 0.90183169394731511 4.6905091411608764 20.602971359621733 12.559242506045846 25.253953123246905 4.5039650658145538
leaf_count=318 39 279 49 21 16 215 179 24 62 183 29 57 18 9 39 26 26 164 108 26 49 193 233 143 9 215 688 106 473 38
internal_value=0.000271139 4.04932e-05 8.02426e-05 0.000420051 0.000163803 -0.000768152 0.000623398 8.26662e-05 0.00012688 0.000478786 0.000158953 0.000447633 0.000231241 -2.36343e-06 -0.000992929 0.000921223 0.00105814 0.000157357 0.00121867 -0.000864781 0.000183288 -3.55749e-05 -0.00108999 0.000434153 0.000303247 0.00015465 -1.74245e-05 0.000307043 0.000524923 0.000585794
internal_weight=187.549 73.5811 72.1769 113.968 50.4247 11.7719 63.5429 5.5341 70.3241 51.1233 22.6536 38.6529 26.5306 20.6865 4.92359 12.1223 5.84409 69.3434 12.4196 2.88909 68.5227 36.5956 5.59311 31.9271 2.2471 31.0025 25.2935 15.7629 30.6752 29.7579
internal_count=4034 2913 2634 1121 583 281 538 66 2585 391 208 302 219 175 48 83 44 2523 147 50 2205 1502 406 703 173 1096 903 127 560 511
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=16 19 20 23 9 21 15 0 7 20 20 8 15 21 16 0 10 10 12 20 0 2 9 5 20 9 21 18 12 2
split_gain=1.27577 1.29571 1.40793 1.22865 1.24802 2.04178 1.29002 1.19377 0.926503 0.977365 0.881443 0.872239 0.852235 1.1831 1.38663 0.868677 0.867742 1.36063 1.1566 0.736467 1.94503 1.6112 1.15468 1.24292 1.42077 1.06843 1.37867 1.41608 1.11309 1.08051
threshold=18.634956423400002 12.851036860900001 39.952536079750011 0.083495000000000028 190.49354742400001 5.8942103150500005 24.545953118950006 103.33357670195001 22.649177329550003 47.927946529500012 40.467253020850002 3.1475436881500003 46.074827201850006 15.285239689500001 23.044946110900003 86.329079026800017 60.613977009100005 58.167480110400007 335.9827356823501 42.719328117250008 85.791387400750025 101.78954948125002 192.57902085675002 21.991679690250006 43.272784938550004 186.68586460755003 15.173983806500003 12.909082926650003 251.89085751685002 219.24808729375005
decision_type=2 2 2 2 2 2 2 2 2 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 10 -5 6 -6 8 9 -1 -4 -11 16 14 15 -14 17 -2 19 25 -21 -22 -23 24 -24 -18 27 -27 29 -29
right_child=12 2 3 4 5 -7 -8 -9 -10 11 -12 -13 13 -15 -16 -17 18 -19 -20 20 21 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0019960328969051374 0.00016062629094523666 -0.0017029076725095281 0.0016846581505315906 0.0013402195812077862 -0.0021903778306327161 -0.0019530762956243297 0.000941426546223536 -0.0014142986362715888 0.00034444519405608508 -0.0011290046542801854 -0.0020468220786238334 0.0020519227089953727 -0.0021688283301583289 0.00082925908568192135 0.0014489964629128542 -0.00047178084416197685 0.00089406132235566975 -0.0019177215329438516 0.0014975051456606573 -0.0018146273373640047 0.0011903933831389757 -0.0014721625592376895 -0.0017454845748696715 0.00079752348092793502 0.00027922333173074627 -0.00082445383434688623 -0.00093952741683917516 0.00042389935491777403 0.0014166147725422093 -0.00083439793073363574
leaf_weight=1.3982916818349651 4.9807376142125568 3.2057887473201836 0.28064049826934878 2.3295151392230746 0.59549231268465552 2.024091153871268 3.352466355659999 1.771180198775254 28.61320468026679 0.71237519319402032 1.8333187236567026 0.61976901441812515 2.0967411918099952 2.4476939830929041 0.88235674053430546 2.5947548560798168 15.517791667487471 1.6001190670067442 3.4965132661163798 2.0250834366306689 4.7514110878109959 2.1090274108573785 2.2257961891591531 5.2532095536589622 3.320011192932725 3.5871858783066264 3.1361922100186339 80.010576855391264 4.2063539605587712 2.7126978226006022
leaf_count=367 141 164 5 41 13 106 89 877 502 46 261 6 115 20 10 37 124 85 62 46 45 32 30 25 20 28 27 646 32 32
internal_value=0.000224598 -5.75816e-05 -0.00056663 -0.000216896 0.000122941 -0.000351882 0.000469039 0.000151808 0.000240307 -0.000850997 -0.00155145 0.000350895 0.000314341 -0.000307088 -0.000806102 -0.00123023 0.00035022 -0.000344719 0.000384774 0.00035458 5.48324e-06 0.000214203 -0.00014513 0.000114037 -0.000533388 0.000417526 0.000338566 0.000382849 0.000432669 0.000382637
internal_weight=193.69 46.7361 13.6213 10.4155 8.30156 5.97205 3.94796 33.1148 31.3436 2.73044 2.11396 1.33214 146.954 8.02155 5.57385 4.6915 138.933 6.58086 132.352 128.855 19.6845 17.6595 12.908 10.799 5.54581 109.171 93.653 90.5168 86.9296 82.7233
internal_count=4034 2477 679 515 249 208 102 1798 921 419 266 52 1557 182 162 152 1375 226 1149 1087 198 152 107 75 50 889 765 738 710 678
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=10 0 5 6 6 21 22 20 22 17 15 9 10 18 16 15 20 22 6 6 0 15 5 2 4 15 2 22 17 7
split_gain=0.220714 1.1262 0.785797 0.644785 0.606768 0.53127 0.510775 0.460492 1.11681 1.06653 1.06117 0.920519 0.81742 0.736504 0.963044 0.711032 0.615614 0.696821 1.35539 0.747505 0.767078 0.763777 0.644729 0.587471 0.98407 0.821017 0.785196 0.620854 0.91749 1.54589
threshold=66.590419433100024 90.407470010750018 20.769304081650002 16.325381439950004 16.235379337050002 14.824703203750003 -0.18231499999999998 41.685324604100011 -0.010319999999999999 204.12988953870004 42.008841458800006 206.36238950785003 62.084563606450011 14.118140587000001 20.784951395750003 35.517387705950007 35.782584506850007 -0.077729999999999994 16.345381907250005 16.485385178400005 85.995710218650018 42.246988155050012 22.629964856950004 234.55164812150005 301.14286992385001 25.186533201700005 192.44078413960003 -0.12546499999999997 192.00947391610003 22.814487719050003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 -2 -7 13 9 10 23 12 -12 14 -1 -10 -16 18 -18 20 -19 22 -21 24 26 -25 27 -9 29 -29
right_child=2 -3 4 -5 -6 6 -8 8 15 -11 11 -13 -14 -15 16 -17 17 19 -20 21 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.03271882348878815 0.0014774027440436963 0.029332867351862506 -0.047779032618235052 -0.04813403464618056 0.0088077405457945117 0.022101734944574469 -0.040029892780333524 0.026910600907664995 0.0045117828528978259 -0.035983238084190537 -0.051271757099024533 0.0057164667263852817 -0.0098909826633485562 0.027438684381921329 0.02669258222557427 -0.052972048808804621 -0.03066220240826564 -0.0038988677269498973 0.0018325354540676326 0.0017688887077107233 0.024225243243212534 0.01374518197337 -0.02439267767810786 0.013908558117358137 0.044119399279388349 -0.058265216223108374 -0.025456044813094974 0.0015773123628406154 0.012314742681974184 -0.055603381343111019
leaf_weight=1.30277090067102 47.302390102810932 2.8038991583453017 1.0957529475454055 0.49306147760944341 0.4982212830800562 0.31126442158347334 1.0321772279166896 2.6107587745064089 0.57019598720944742 1.4259513513825357 1.5462983029428863 2.4702667181845754 1.9519269372103734 2.4067422635853282 2.1253515090793362 1.2233199748443437 2.6923194155096999 2.3166047679260426 16.779349038144574 5.1109967436641437 7.2027733791619539 5.5662333648651838 2.5530832472722977 0.5482281359436445 1.2615865347906936 0.59303087880834937 1.3867422667972267 4.4595068895432677 9.7511939993128163 1.0571272661909459
leaf_count=297 2027 55 127 15 14 24 157 151 98 48 101 21 38 54 34 44 36 17 148 43 94 50 29 24 9 35 32 92 104 16
internal_value=0.001488 0.00285545 -0.000714579 0.000238369 -0.030092 0.000728659 -0.0256345 0.00191466 -0.00213831 -0.000129062 0.00172088 -0.0141521 -0.0281823 0.004517 0.00330852 -0.0346967 0.00436689 0.00324306 -0.00266046 0.00829593 0.0173811 0.00175908 -0.00694614 0.00609309 0.0077437 -0.023595 0.00536164 0.007752 0.00447592 -0.00937996
internal_weight=132.449 81.7163 50.7329 49.1389 1.59397 48.6458 1.34344 78.9124 30.8561 29.0626 27.6367 5.96849 3.49823 48.0562 45.6495 1.79352 44.3467 42.2214 19.4717 22.7497 9.51938 13.2303 7.66408 21.6682 20.5269 1.14126 19.2653 17.8786 15.2678 5.51663
internal_count=4034 1670 2364 2223 141 2208 181 1615 813 671 623 160 139 802 748 142 451 417 184 233 111 122 72 463 404 59 395 363 212 108
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=16 16 22 5 20 7 15 16 23 7 23 22 5 6 20 13 20 13 13 21 6 0 20 13 22 10 0 20 20 22
split_gain=1.34208 1.78916 1.66147 2.2717 2.20023 2.37006 1.37072 1.29781 1.28668 1.31512 1.18437 2.16251 1.0774 1.03739 1.76773 1.58747 1.26629 1.24937 0.980132 1.17457 0.92128 1.24202 1.36464 1.10607 0.862787 0.837209 1.30965 1.0337 1.86346 1.16521
threshold=20.404952284350003 19.974953289850003 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 31.233764884050004 12.604970524100002 0.083495000000000028 19.078733418100004 0.092650000000000024 -0.59168499999999991 23.626838821450004 16.455384477450004 38.804080188450008 117.38883580790001 42.198888176300009 117.58509325145 98.618021141100016 3.5208369948500002 16.395383075500003 86.329079026800017 41.685324604100011 120.87576600310001 -0.69416999999999995 67.074341896550024 90.407470010750018 40.241071441700008 42.719328117250008 -0.095854999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 6 24 -4 9 -6 -10 -12 13 25 -15 -16 -17 -18 -13 -20 -14 22 -22 -24 -1 26 27 -2 -29 -30
right_child=12 -3 3 -5 8 -7 -8 -9 10 -11 11 18 20 14 15 16 17 -19 19 -21 21 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.0019449198422507631 0.0001064522402186201 -0.0016647249280758217 -0.0020148997784169946 -0.0018444800149161188 0.00061133520034318298 -0.0020613619733660209 0.0015595837295711676 0.00057183422931665314 0.00058792107832823153 -0.0012073986413662862 0.001168472919593249 0.00064177250514816872 -0.0012674685680196809 0.0012666295633393739 -0.0014451772963801754 0.00035777635518674923 -0.0017198443117568884 0.00015667938987412006 -0.00017592429242419832 -0.0018143040637954508 0.0001352423115632569 0.0010627112924182205 -0.0021241724877937756 0.0006271514784211362 -0.0021355052070461786 -0.00053307233520650036 0.0015924700855092591 0.0010536515715246484 0.0010458277479357531 -0.00041639653062847408
leaf_weight=0.24292505159974098 12.157417073845862 2.1959283812902859 0.73314081363059713 1.5820195690612298 2.0590927195735267 4.1924008829591912 1.4067039552610365 32.055239668785362 14.812899868324168 5.1286564979964169 2.9298126191133624 1.4983310891693671 1.987459684023636 5.2117778770625582 2.3949494063854209 25.463734429329637 2.3521654866635791 2.9623536290600896 2.9242157274857163 3.6171760064316913 11.556979219894858 3.9645289517939082 1.9865301377139979 0.74150069244205941 0.90445415345311564 2.1491855029016724 5.3361145742237559 23.350744806230068 2.9261373402550817 6.4597643651068193
leaf_count=7 86 49 326 238 68 292 15 409 387 707 43 50 50 45 33 147 45 35 33 119 119 23 133 17 170 23 53 227 34 51
internal_value=0.000241597 4.52978e-05 9.59826e-05 0.000405438 -0.000171817 -0.00117204 0.000287726 0.000513995 3.28532e-05 -0.000686381 0.000233365 -0.000245416 0.000376499 0.000465926 0.000225853 6.23388e-05 0.000179643 -0.000673856 -0.000760662 -0.00108189 -2.45886e-05 0.000110767 -0.000153427 -0.00137634 -0.00127159 0.000641857 0.000692129 0.000585114 0.000762875 3.94647e-05
internal_weight=187.284 76.283 74.0871 34.3704 39.7167 6.74648 2.55408 32.7884 32.9702 7.18775 25.7824 10.9695 111.001 90.7643 38.385 33.1732 30.7783 5.31452 8.03972 6.54139 20.237 18.2495 14.285 2.72803 1.14738 52.3794 50.2302 44.8941 32.7366 9.3859
internal_count=4034 2913 2864 973 1891 484 192 735 1407 775 632 245 1121 779 305 260 227 80 202 152 342 292 269 150 177 474 451 398 312 85
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=9 9 0 6 15 10 16 10 2 7 20 22 23 20 23 4 12 22 9 22 18 3 5 22 0 7 2 18 17 0
split_gain=1.29509 1.63083 1.60562 2.26328 1.42634 1.2176 1.56318 1.5579 1.40368 1.23648 1.61062 1.62575 1.32122 1.17329 1.98204 1.47464 1.34924 1.19205 1.10034 1.39328 2.04746 1.07599 2.47692 1.85876 1.69107 1.61354 1.09309 1.33747 1.1312 1.05113
threshold=181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 64.407391431150018 20.894951138500005 62.837331883000012 121.84632764400003 23.109894804950002 41.481306584950012 -0.076484999999999984 0.10661000000000002 47.709122305950011 0.091645000000000018 375.65892766775005 143.62136700335003 -0.16276499999999997 197.02865361825005 -0.083424999999999985 13.893471991850001 88.931506497100017 20.769304081650002 -0.059424999999999999 92.313586825200005 23.032902590750002 69.881082014850008 13.919698996450002 204.12988953870004 86.103248543850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 3 -3 -5 7 21 8 -4 12 11 -11 29 14 -1 17 -16 -15 -12 -20 -21 22 23 26 -25 -23 27 -7 -28 -10
right_child=1 2 5 4 -6 6 -8 -9 9 10 18 -13 -14 15 16 -17 -18 -19 19 20 -22 25 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0016497140542891856 0.00087698317454690657 -0.0021909689454501064 0.00086411405873855268 -0.0021281103867911832 0.00030911567630359852 0.0014804289303991223 -0.0010686463441377107 0.0013004243522218412 -0.0016476592222769461 1.3651275488336884e-05 -0.00093281217324046905 0.0011231599207153266 0.00057397713106955238 0.0012688436578577548 0.0010516353866382748 -0.0020320756614148256 -0.0013630549006888248 -0.0010685901924689686 0.00081165991349205235 0.00024977645511954389 -0.0017875875384960169 -0.00032353800445794341 -0.0023172255800346102 -0.0013572100599826881 0.00055823307756980962 0.0014972459677963378 0.00011889454552088895 -0.0022078725386585024 -0.00075051773756722379 -0.0001359820009614669
leaf_weight=4.5870197441254259 14.665335949946892 2.3511900752782804 14.845475392416118 1.0296262167394159 6.4209931446239352 0.4526701271533925 4.0872194394469252 6.9422330465167752 3.4154421058483404 7.7233027853071716 4.1108001749962595 13.258269930258392 3.3887425065040588 3.6770468871691264 2.5044976479839538 0.82340195314463915 1.2984516964497741 1.0326980676545634 7.1952030193060628 6.4906877093017119 2.5345930997282267 2.8380652368068686 1.5640775567153458 1.8027626825496614 30.861349072743906 4.9103403389453888 21.805897899190317 1.8406839141389353 7.4094044433877562 3.3839311311021447
leaf_count=1033 141 112 129 50 100 4 42 80 41 47 30 85 17 54 46 197 81 115 39 34 49 23 70 34 426 40 503 100 287 25
internal_value=0.000218522 0.000263335 0.000207321 -0.000546604 -2.76928e-05 0.000256305 8.84414e-05 0.000433981 0.00034332 0.000193198 0.000341116 0.000714751 -0.000406609 -0.000345789 -0.000798968 0.00034137 0.000227181 0.000756318 -4.447e-05 0.000180665 -0.000322382 0.000152798 7.29369e-05 0.000131192 0.000452518 0.000830334 -0.000201917 -0.00147986 -0.0001016 -0.000895323
internal_weight=189.251 175.328 160.663 9.80181 7.45062 150.861 77.5725 73.2887 66.3464 51.501 41.3129 20.9816 10.1881 13.9231 8.38997 5.53315 3.80295 4.70974 20.3313 16.2205 9.02528 73.4853 65.7368 64.1728 32.6641 7.74841 31.5087 2.29335 29.2153 6.79937
internal_count=4034 2508 2367 262 150 2105 1529 576 496 367 284 132 83 1526 1160 366 127 169 152 122 83 1487 1424 1354 460 63 894 104 790 66
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=16 16 0 17 10 21 19 21 20 17 23 5 21 21 9 0 9 16 22 21 7 6 15 21 6 20 4 2 18 20
split_gain=1.43033 1.45324 1.42756 1.37237 2.11205 1.21126 1.26281 1.72899 0.971403 1.03138 0.949496 0.894156 0.909841 0.86451 0.850258 0.829199 1.70564 2.18585 1.08644 1.17496 1.582 1.1121 1.01548 0.920906 0.855661 0.70966 0.642488 0.629228 1.29139 1.39709
threshold=18.634956423400002 15.584963555600002 103.33357670195001 236.15709471040003 71.015621515800021 5.1185473364500007 12.551012654050002 4.5829628528000006 37.198331469900005 187.61467154115005 0.092650000000000024 19.234448447350001 12.263428102400001 10.707595079300001 207.04102956050002 85.732241321850012 187.45330412110005 22.704946905950003 -0.073609999999999995 5.1185473364500007 22.381996090050006 16.575387281250006 43.401366108000012 0.59096247755000009 16.585387514950003 41.092444989200011 209.52275111965002 108.24034454255001 13.581061237400002 42.006870117350005
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 11 6 -6 -8 -1 13 14 -3 -13 -10 -11 16 18 -18 19 -2 21 -21 23 -19 -23 -12 -25 28 -17 -30
right_child=15 3 -4 -5 5 -7 7 -9 9 10 25 12 -14 -15 -16 27 17 22 -20 20 -22 24 -24 26 -26 -27 -28 -29 29 -31
leaf_value=-0.0017634699233822595 0.0011451381877789308 0.00079194017315332901 -0.0015457062587766696 0.0011918048152396695 0.001394193747108683 -0.0022174810043018526 -0.002012761020574749 0.00076354620456133872 0.00015628488601575889 0.0018708592745019955 -0.00076479426555655554 -0.0017772493216159204 0.0017749311595052287 -0.001842336287790555 0.00057448004950616776 0.00099433195989825159 -0.0023721769897393241 0.00080236580054435561 0.0017131875036760656 -0.0024770285012002307 0.0013427141033870483 0.0011527956984070031 0.0011724684000658002 -0.0023517784148150605 -0.0014866494127182097 0.00098246958422278292 -0.00012691907912523956 0.00031551508439854554 -0.00018507768849979804 0.0011343179654132347
leaf_weight=0.9250355524418471 3.1369354423368332 4.0357126871822429 1.8748231076606305 1.7737191533669818 1.0119948845822344 4.0494017818418797 3.2674762594979256 1.3985401876270769 11.844059016526446 4.387511463603003 2.3080515866167834 1.3982106708281206 0.40629916870966543 1.0268359785841301 4.4483865844085813 20.513586999848485 2.5689986486686376 1.1800557374954226 2.445180423557761 1.6500941421836617 1.5076434155926106 1.0497099608182909 1.9528310876339672 1.4116142471320929 1.0962654689792541 1.8113742661080321 0.94676228112075467 81.855279537150636 11.661865520291032 5.008931726217269
leaf_count=86 84 66 890 38 16 273 167 20 286 77 39 360 18 87 38 193 120 11 43 51 9 6 25 40 40 16 27 715 154 39
internal_value=0.000246941 -7.22852e-05 0.00021688 -0.000549623 -0.000748034 -0.00134438 -0.000721711 -0.00118062 0.000340409 0.000415765 0.000831964 0.000245235 -0.000977449 -3.16449e-06 0.0012182 0.000353285 -5.27284e-05 -0.000781317 0.000486745 0.000131455 -0.000468098 -0.00118728 -3.70583e-05 -0.000704586 -0.000195557 3.50425e-06 -0.00145862 0.000417905 0.000643299 0.00021135
internal_weight=183.953 45.9674 28.6261 17.3414 15.5676 9.72741 5.67801 4.66602 26.7513 25.8262 12.9553 5.84022 1.80451 12.8709 8.8359 137.986 18.9461 8.06026 10.8858 8.44065 5.30371 3.79607 5.49126 3.53843 2.14598 4.11943 2.35838 119.04 37.1844 16.6708
internal_count=4034 2477 1519 958 920 476 203 187 629 543 170 444 378 373 115 1557 456 223 233 190 106 97 103 78 46 55 67 1101 386 193
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=16 2 23 16 22 5 20 7 12 22 22 23 3 20 2 23 15 23 20 3 22 0 6 22 15 2 2 6 22 2
split_gain=1.67667 1.5611 1.3889 1.23427 1.34074 1.72469 1.58662 2.35086 1.21445 1.16946 1.50614 1.19961 1.13286 2.71401 1.80878 1.38286 1.44797 1.36695 1.31962 2.14464 1.27085 1.05456 1.11778 1.20505 1.20625 1.0456 1.82143 1.42923 0.981725 0.937978
threshold=20.404952284350003 322.38159739250005 0.12535000000000004 19.974953289850003 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 115.02544258150002 -0.59260499999999994 -0.54526999999999992 -0.059734999999999996 93.281431752200021 41.942745071500006 101.23478163165002 0.080135000000000026 33.005488016050009 0.092835000000000015 37.627645350900004 89.256809930900019 -0.083424999999999985 92.313586825200005 14.845346859150002 0.22598000000000004 18.019770707250004 154.31016903475003 193.08238555950001 16.325381439950004 -0.078649999999999984 188.47750099235003
decision_type=2 2 2 2 2 2 2 2 2 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 6 21 7 8 -1 -8 11 -11 15 -14 -15 28 18 20 -17 -20 -18 -6 23 -23 -25 -22 -27 -28 -2 -12
right_child=12 -3 -4 -5 5 -7 9 -9 -10 10 29 -13 13 14 -16 16 17 -19 19 -21 25 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0021876497659237149 0.00057810885647112658 -0.0020039278113799792 -0.0020458022723240663 -0.0014649582059898087 -0.0014373843348194776 -0.0017717325151836842 0.00099904684947411254 -0.0020413138381572622 0.0011628299031651811 0.0019209982992599499 -0.00015193494809468693 -0.0022214204975887948 0.00041359081439776854 0.00014417852566677293 -0.0014686461355146413 0.00075113533616296432 0.00059807113255313528 0.0008509303846812458 0.00072280142761609739 -0.0020783478915742978 0.00078007122280434943 0.00056451275371516524 0.0014499667727377178 0.00036461321398215026 -0.0021213359045435453 -0.0029415115389729955 0.00059025833191112703 -0.0014850423260543255 0.0016818893137623846 0.00074192648150743479
leaf_weight=0.50925942204776165 5.7059309706091881 1.3784738350877876 1.1385288014280366 1.8291497323662032 0.99753918795613827 1.2764547487022344 4.2174628825741776 3.4712778207904194 1.8597286842268657 0.30066323839128051 19.985078574187369 1.8352831510565 37.190300654619932 4.9014279991388303 5.4013778970111161 2.3537062276154748 10.956554565578697 24.864704441279173 1.60728058591485 2.7182488553225994 2.0791258886456507 23.041177359034926 4.5509280934929839 1.6134244710265186 1.3044665692141277 1.1825281754136083 2.8923267237842083 2.128962330520153 6.227767311036585 5.5410293888853621
leaf_count=68 39 279 64 47 49 224 90 243 118 2 672 119 302 66 215 22 73 145 20 33 13 441 38 70 77 11 27 47 108 312
internal_value=0.000244895 2.28645e-05 6.08912e-05 9.40508e-05 0.000134498 0.000418845 -0.000112642 -0.00103377 0.00044258 5.61077e-05 -8.76564e-05 -0.00163832 0.000395688 0.00017172 -0.000701365 0.000565289 0.000426915 0.000553235 -0.000407198 -0.0010375 0.000168501 0.000507591 0.000571183 0.000417122 -0.00074675 -0.000399729 -0.000795123 -0.000289643 0.00115413 4.20983e-05
internal_weight=185.06 74.8499 73.4715 72.3329 70.5038 32.784 37.7198 5.84027 2.36899 31.8795 27.6621 2.13595 110.21 47.4931 10.3028 62.7171 50.7834 44.1042 6.67924 4.32553 19.2395 31.5075 30.51 25.9591 2.91789 8.28294 6.20382 5.02129 11.9337 25.5261
internal_count=4034 2913 2634 2570 2523 899 1624 429 186 1195 1105 121 1121 583 281 538 391 316 75 53 171 675 626 588 147 98 85 74 147 984
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=13 22 20 0 18 22 9 9 7 22 2 3 15 20 10 13 21 15 22 13 20 9 21 2 15 15 21 9 13 5
split_gain=0.249372 0.261155 0.228015 0.759216 1.27589 0.872932 0.603409 1.08339 0.553885 0.743699 0.666868 0.619235 0.437543 0.770523 0.753643 1.16057 1.51891 1.25313 1.12783 0.770115 0.767289 0.897697 0.732181 1.05694 0.841159 0.730393 0.729074 0.600359 0.883034 0.557954
threshold=95.862351557400004 0.20949500000000004 42.198888176300009 86.20003303655001 13.036600629150001 -0.098419999999999994 211.04147598835002 214.65508306360002 22.516377366000004 -0.12546499999999997 319.18044405035005 108.40938565220002 37.050691080100002 41.975471476700008 61.987779113750001 117.63886241405002 12.706368345750002 41.29990759910001 -0.06483499999999999 117.69263157665002 40.241071441700008 195.10791980860003 11.702496363450001 189.28685862455004 36.535628266450011 40.800303470200006 2.7968392888000007 193.67618212375001 117.38883580790001 20.911722254300006
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 8 -6 -5 -8 9 10 11 -4 13 22 15 -14 17 19 -19 -17 21 -16 29 24 -24 -23 -22 -28 -29 -2
right_child=2 -3 3 6 5 -7 7 -9 -10 -11 -12 -13 14 -15 20 16 -18 18 -20 -21 26 25 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.045897401373268143 0.0028609523248775896 0.013890707512903853 0.033300163296661051 0.006023787655428596 -0.0047780348232850274 -0.049642724431320118 -0.053025419365611198 -0.00044660173137532763 0.028132841319716058 -0.037311946473702687 -0.046928214857259315 -0.025181688768874805 -0.028165756994365725 0.026193729461390706 0.015367969055821688 -0.059730917405555951 0.042629383668895439 -0.0088610935032804438 0.027064846682136212 -0.0051947076543414385 0.040059041512380184 0.002135798766117092 -0.038814766039632916 0.01593341723243151 0.0096759235258193684 -0.040881700632680568 0.023014915564481524 0.030612835967075716 9.806011097938911e-05 -0.012081966789809389
leaf_weight=0.44377755204050018 44.971752079713042 0.22512127713707741 1.4535369297955187 20.243145253909464 1.4277839738933837 2.3390220420842525 1.0268629762576882 3.6448547135223635 1.273622431559488 1.1058371139224603 0.38190656388178457 0.49659726777463209 2.7696195719763628 2.2892165547309551 2.832568715792152 1.0944781452417358 1.7956817273516197 4.2878442944493127 3.0621418519876915 1.0251640715869141 2.1407916870666694 1.603587184334174 3.2150724789680671 1.5521643350948577 0.9466685578227042 1.6241339063271878 6.7587625631131258 2.4229877430479965 9.6995594138279539 5.7629604671819825
leaf_count=881 813 91 92 607 37 141 39 84 19 130 37 49 27 41 32 19 14 43 35 38 59 35 84 37 4 37 41 31 61 376
internal_value=0.0017626 -0.0257754 0.00190084 -0.00133349 -0.0130205 -0.032637 0.00264351 -0.0120036 0.00266271 -0.00677315 0.00770813 0.0184079 0.00298245 0.000478331 0.00655968 -0.00194357 0.00450326 -0.00272642 0.00610633 -0.0333545 0.0109663 -0.00320803 -0.000564531 -0.0159088 -0.0277846 -0.0195099 0.0150525 0.0122173 0.00619718 0.00116358
internal_weight=133.917 0.668899 133.248 33.3932 8.47831 3.76681 24.9149 4.67172 4.7115 3.43788 2.33204 1.95013 99.8552 58.7378 41.1173 14.0349 11.2653 9.46963 7.34999 2.11964 27.0824 6.06029 56.4486 5.71391 4.16174 3.22772 21.0221 18.8813 12.1225 50.7347
internal_count=4034 972 3062 1235 505 178 730 123 327 308 178 141 1827 1355 472 176 149 135 78 57 296 104 1314 125 88 72 192 133 92 1189
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=6 3 10 23 2 22 22 10 7 6 2 5 13 6 0 20 22 22 22 18 20 7 3 20 9 6 0 22 0 0
split_gain=0.245607 0.543967 0.911894 0.494045 0.445099 0.436425 0.92536 0.758609 0.49717 0.671203 0.461906 0.682979 0.581098 0.425646 0.877334 0.926161 0.958238 1.10316 1.04152 1.16748 1.61762 0.70231 0.663456 0.6504 0.555071 1.24353 0.73208 0.653105 0.498393 1.2675
threshold=14.845346859150002 83.538459487450012 71.397382570300024 -0.10747999999999999 41.467794892200004 0.070580000000000018 0.048475000000000011 71.015621515800021 20.861906850000004 11.685273024550002 80.683647763550013 18.553574773300003 109.63263410155001 16.455384477450004 89.168090812600013 40.563919884450009 -0.059424999999999999 -0.06483499999999999 -0.044409999999999998 13.077716774800001 41.360869295700006 22.105125139000005 93.72771580185001 41.872294782850005 195.70012057590003 16.525386113000007 86.382848189450016 -0.13953999999999997 85.995710218650018 85.812895065800021
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -4 6 7 8 -3 -10 -11 -12 -13 28 15 21 17 24 -18 23 -21 22 -15 -20 25 27 -27 -17 29 -2
right_child=13 2 4 -5 -6 -7 -8 -9 9 10 11 12 -14 14 -16 16 18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.040770569068368193 0.004903985188733917 0.034706212307415649 0.040764845257642457 0.0021380696782475729 -0.041472166534452327 -0.03072746289523871 0.042762465937656452 -0.041710081482824853 -0.044859118111037218 -0.023915120295924581 0.02081896062738197 -0.041042884690074888 0.00053617875917307608 -0.048161650155625513 -0.037347697437928165 -0.0051994966782063206 -0.049380708809943677 0.037581071517021537 0.039612669957435558 -0.0014972960311498034 -0.049238233891215982 0.013645265893275742 0.00043135083279896764 -0.016517380937526947 0.005335549977393223 0.004926130867039997 -0.030656872566960952 -0.050997031387413176 0.007039343394520497 -0.037017086024246741
leaf_weight=0.4183621376478176 4.6964875523262881 0.5512149841088031 0.10880594700574775 33.486443170530038 1.4780975320281866 0.85534761333838183 0.67661163210868913 0.78364383708685714 0.56943809124641109 1.0941655323840676 2.2461030676640803 0.62900227600039249 2.9220630256459117 0.49944253265857641 0.9553402541205277 0.74131870991550419 1.1852185230818575 1.1869885900523502 0.98600139511109108 3.0398398845572956 1.7063688070920759 10.923153979238121 3.2357798935117899 0.46913725582271582 9.2126845255843346 5.9600880817015423 1.0467013530433176 1.357608394464483 37.608646076754667 1.4546078608836976
leaf_count=195 144 35 1 1446 229 36 4 94 22 13 23 171 43 7 24 22 23 13 41 20 49 113 202 120 147 169 8 40 552 28
internal_value=0.00139583 -0.000926 -0.00813867 0.00160861 -0.0358336 -0.00388316 -0.00145911 -0.0048609 -0.00125672 -0.00391372 -0.00053036 0.00388331 -0.00682875 0.00262905 -0.00016775 0.000687105 -0.00363833 0.000920061 -0.0156755 -0.00923362 -0.0186612 0.00862245 -0.0060661 0.0215163 -0.00145549 -0.0083263 -0.000389396 -0.0348218 0.0053457 -0.00500949
internal_weight=132.085 45.8193 11.9145 33.9048 1.5869 10.3276 9.47224 8.79563 8.01199 7.46077 6.89133 5.79717 3.55107 86.2654 42.5057 41.5503 26.892 19.5054 7.38657 6.20135 4.74621 14.6584 3.73522 1.45514 18.3184 9.10572 7.00679 2.09893 43.7597 6.1511
internal_count=4034 2312 671 1641 230 441 405 401 307 272 250 237 214 1722 998 974 652 399 253 230 69 322 209 161 386 239 177 62 724 172
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=16 19 20 20 9 5 20 20 21 17 6 19 13 9 18 18 16 3 15 17 6 15 9 18 19 17 20 14 9 0
split_gain=0.223975 0.651055 0.864382 0.639342 0.876849 0.505858 0.473324 0.839741 0.402585 0.400111 0.369629 0.393581 0.382091 0.358802 0.743525 0.830604 0.51402 0.591067 0.455311 0.381825 0.539112 0.413075 0.346125 0.735613 1.31325 0.923931 0.723069 0.981195 0.632317 0.518874
threshold=18.634956423400002 12.851036860900001 39.952536079750011 41.243661560350013 190.49354742400001 9.1983704482500013 43.631818398850008 43.680097826700013 5.3092490988000014 162.13109061465002 11.075258771650001 12.551012654050002 96.244112611900007 205.88909726980003 15.625782642300001 14.738651916450001 14.934965075550002 78.908934586800015 19.926260352100005 186.81084395895002 13.65531905435 21.092276343250003 204.68881850780005 13.893471991850001 14.251149826300002 204.75389752000004 36.79544512155001 170.49106629835003 196.64273721640004 93.953546284800012
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 -5 -6 -8 -4 -1 11 -11 -13 19 15 -15 17 18 -16 -12 21 -21 23 -2 26 -26 -25 -28 -29 -30
right_child=22 2 3 4 6 -7 7 -9 -10 10 13 12 -14 14 16 -17 -18 -19 -20 20 -22 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.04152911809941634 0.0027451498475450638 -0.034396290483673916 0.016697236879240233 -0.041850436788060053 -0.041821007385838334 0.029186637925472891 0.044285830741601875 -0.041777467616050744 -0.02205753681315642 -0.040933696697166157 0.0028932439454917858 0.036001360367438361 -0.040704189774437037 0.0014767973192069698 0.024982173007795015 -0.043579769275403496 0.024319095761881099 -0.031166413243190996 -0.0082717482235628269 0.019206323235127963 0.032303091742487917 -0.015124751164666644 0.0061859648687457771 0.016944058485126812 -0.045606531708787694 -0.0035711994442005602 -0.048483832127921539 -0.026917894267113756 0.020849620748325089 -0.0047031392501410687
leaf_weight=0.33500389143501408 60.03743068757467 1.9766824340258589 2.3768652175785978 0.20008753777437982 1.5869777498592159 0.81019509230100084 0.33066877163946617 0.40221804985776544 0.52356910670641799 0.62354604309803352 8.4350404985525547 0.28652036527637392 0.16313413661555387 1.3491365485824638 1.1921507341030526 1.2727563295047728 1.6339147342368958 0.8831655834801494 1.473901478690095 1.2722185348611668 2.0642689703090582 1.0035111257166134 25.885697998659452 2.8202724133152497 2.0843296691309656 1.3986201332882044 0.80631188768893469 1.3125486208591608 1.9156614635139702 3.785914960782975
leaf_count=295 873 164 94 66 169 66 3 86 31 771 373 21 48 19 48 54 33 21 37 32 22 24 400 36 39 42 32 65 36 34
internal_value=0.00129133 -0.00172869 -0.0113445 -0.00403127 -0.015992 0.0151177 -0.02954 -0.00294685 0.00970146 0.0018605 0.00253179 -0.0203589 0.00817267 0.00372548 -0.00303305 -0.0203952 0.00574961 -0.00279902 0.00659806 0.00785467 0.0174975 0.00406761 0.00220281 0.000812499 -0.00740289 -0.0287267 -0.000423106 -0.0066862 -0.00188133 0.00388228
internal_weight=130.242 30.1955 8.20726 6.23058 3.33015 1.01028 2.31986 0.732887 2.90043 21.9883 21.6533 1.0732 0.449655 20.5801 7.80503 2.62189 5.18313 3.54922 2.66605 12.775 4.34 2.27573 100.047 74.1611 14.1237 3.48295 10.6407 7.82044 7.01413 5.70158
internal_count=4034 2477 679 515 390 132 258 89 125 1798 1503 840 69 663 212 73 139 106 85 451 78 56 1557 1157 284 81 203 167 135 70
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=16 5 20 23 20 2 23 5 6 0 23 23 18 2 3 21 15 23 23 23 15 21 6 0 5 18 6 6 17 0
split_gain=0.962253 1.32171 1.05332 0.985535 0.890934 0.901056 0.846359 0.781946 0.847929 1.46647 0.776999 0.852275 0.762838 2.3413 2.05317 1.26434 1.24798 0.970133 1.16993 0.998925 1.0724 1.00702 0.89559 1.04315 1.53011 0.875847 0.79332 0.757569 1.01736 0.837216
threshold=18.594956516900002 18.393720489900002 37.198331469900005 0.11531000000000002 47.927946529500012 115.72920527990001 0.085035000000000013 23.626838821450004 16.395383075500003 86.756543869550015 0.081155000000000019 1.0000000180025095e-35 13.893471991850001 78.595990734650016 91.867302775550016 8.8898213993500015 30.046989284200006 0.085665000000000033 0.087795000000000026 0.09062000000000002 42.493282152450007 7.2787589807000002 15.885371159150003 93.399723909900004 19.925387549600003 14.118140587000001 14.825346391850003 16.455384477450004 196.70243143610003 86.565663342300013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 10 -9 -10 11 -2 17 -14 15 22 -17 -12 -19 21 27 -20 23 24 -15 -16 -25 29 -29 -21
right_child=7 4 -4 -5 -6 -7 -8 8 9 -11 12 -13 13 14 25 16 -18 18 19 20 -22 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.0020870283402607478 0.00039806610193937435 -0.0022423744215171308 0.00018398755400338699 0.0011563388052221086 0.00094333746399356572 -0.0023303263568914333 0.0010133914948072553 -0.0014997086627984429 -9.399559448870346e-05 0.0021245752351409155 -0.00040101943385903932 0.0012121407284729463 -0.0025302236712886317 -0.002556506718372588 -0.0030748977222614499 0.00051134043284804028 -0.0024568298960398753 0.001327412703079682 -0.0014735674814037722 5.8925080297614805e-05 0.0017536192062237073 0.00044550302162149179 0.0013561418928862072 0.00028922026127778773 0.00032233863822062021 -0.00050854906543003993 0.0015800874517892048 0.00030881378629898877 -0.0011770119258160607 0.0010351916663639488
leaf_weight=1.9110021043161389 15.357207489199938 0.64198277576360752 35.957811334708822 0.61043940507806826 0.86872282993863326 2.6424014724907465 1.0219879380310883 1.8374399450840453 19.345991275273267 1.5924124643206585 6.0250388346612445 10.828928364440797 1.6952404677867914 1.4152456554584341 1.2274910099804395 1.3341334443539374 1.4706285637803374 7.9246970294043413 2.6476475670933715 6.4842004440724876 3.2167129423469296 2.7557200752198696 5.0925212688744059 9.7554526193998736 2.5625287517905235 1.4122741185128687 3.0975433159619561 14.100803993642332 2.7136366143822661 13.104878418147562
leaf_count=291 119 205 1411 24 24 461 46 55 403 12 42 151 49 32 20 19 51 74 24 48 26 20 43 79 32 31 28 104 24 86
internal_value=0.000232135 -5.51767e-05 8.66272e-05 -0.00130181 -0.00110955 -0.00152368 -0.000242728 0.000323687 -5.22862e-05 7.47317e-05 0.000398655 0.000734716 0.000298695 4.02975e-06 0.000161009 0.000359878 -0.00104497 0.000443912 0.000540057 0.000401473 0.000523712 -0.000494841 0.000539607 0.000292546 -0.000701921 -0.0017019 0.000600316 0.000415034 6.90204e-05 0.000712037
internal_weight=180.653 43.6543 38.4793 2.52144 5.1751 4.30637 1.66397 136.998 22.7758 20.9384 114.223 26.1861 88.0364 29.0631 27.3678 24.7281 2.80476 58.9733 52.9483 45.0236 39.6202 5.40337 21.9233 16.8308 3.97777 2.63977 12.853 36.4035 16.8144 19.5891
internal_count=4034 2462 1726 315 736 712 251 1572 470 415 1102 270 832 384 335 284 70 448 406 332 288 44 214 171 64 51 107 262 128 134
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=16 16 17 18 4 4 20 6 23 13 7 5 15 6 4 23 16 9 13 4 8 6 21 21 10 21 3 17 20 21
split_gain=1.32352 1.44008 1.36467 1.93827 1.34543 1.31734 1.31013 1.11392 1.04314 0.959642 1.53366 0.8733 0.866324 0.925559 0.949853 1.76635 0.802757 0.778952 0.686347 0.915353 0.903165 0.859513 0.680962 0.742042 0.664965 1.75336 1.56321 1.41263 0.866457 1.20362
threshold=18.594956516900002 15.584963555600002 236.15709471040003 14.85568425095 195.50296729855003 180.93811691895004 37.198331469900005 11.075258771650001 0.077815000000000009 108.65403534205002 23.203497038450006 13.154029769200003 45.169600924000008 16.395383075500003 313.22340827140005 0.09180000000000002 15.404963976500001 200.84017322135003 117.99105042915001 160.10465189265003 10.142085217300002 16.715390552450003 5.5824770163000013 11.628334000150002 64.407391431150018 8.8898213993500015 91.017750006350013 193.58923865885004 41.898943182100005 7.5757413081500014
decision_type=2 2 2 2 2 2 2 2 2 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 4 9 -5 -1 -8 -6 -3 -11 -9 18 17 15 -15 -13 -14 24 -20 21 -21 -10 -24 26 28 -2 -27 29 -26
right_child=12 2 -4 5 8 -7 7 11 22 10 -12 16 13 14 -16 -17 -18 -19 19 20 -22 -23 23 -25 25 27 -28 -29 -30 -31
leaf_value=-0.0016430557539139222 0.001377266470403309 -0.0019586298078779884 0.001064624395512517 5.0550956656236313e-05 -0.0013814550421860981 -0.001859250715457893 -0.0013394666444469896 0.0015272926705478512 0.0015011809467289428 -0.0020396178665881164 0.0020626738582131933 4.3143023583651732e-05 0.00014814427881756825 -0.0020218827694153734 0.00066095501422832096 0.00023663797227565112 0.0008078990496550554 -0.0021962503996137152 0.00069621783434688895 0.00097786873177077072 0.00077568012422250376 -0.0020894709646438539 -0.0019322033224440749 0.0010373977075468599 5.8721192675944599e-05 0.0003420947682300303 0.00039712610172425573 -0.0015850947071779889 0.00086147309182060285 0.0012603844688891218
leaf_weight=1.2771748685736408 6.0136376656591883 1.6459114323370143 1.6784963854588557 1.6147150241304187 0.77131528803147364 5.2166923079057597 1.38613966675621 2.0190074890852001 2.6181800095946532 0.5732082709437234 0.68046294152736664 16.522530502872545 0.7819845497142518 1.7148004426853711 4.7681296362425201 3.8061674917116761 6.5410390235483638 1.2690784092992542 1.796033527702092 0.37559239938855249 0.75100585026666511 1.8385603358037768 0.48870862508192636 0.69694682932458818 27.440750531852249 2.1911595799028865 72.86867023515515 3.1873039398342371 8.1432681847363693 3.1748992614448062
leaf_count=311 72 178 38 22 141 312 692 24 34 151 3 454 32 61 57 44 38 28 37 9 12 115 37 27 274 28 643 77 54 29
internal_value=0.000210865 -6.97565e-05 -0.000511509 -0.000696431 -4.62535e-05 -0.00140784 0.00018474 0.000272936 0.000577806 -0.00103094 0.000187009 0.000362042 0.000298444 -0.000169065 5.68638e-05 -0.000464854 0.000260035 -0.00130243 0.000343593 -0.000344739 -0.000975259 -0.00156915 0.000975092 -0.000186625 0.000370233 0.000188628 0.000471848 -0.000799967 0.000325813 0.000183336
internal_weight=183.852 43.7305 15.9846 14.3061 7.47473 6.83141 27.7459 26.4687 4.57515 2.89958 1.25367 25.0826 140.121 12.3402 10.2891 5.52097 23.0636 2.05106 127.781 4.76119 2.96516 2.21415 3.80384 1.18566 123.02 44.1374 78.8823 5.37846 38.7589 30.6156
internal_count=4034 2462 943 905 571 334 1519 1208 239 332 154 516 1572 222 162 105 492 60 1350 173 136 124 98 64 1177 462 715 105 357 303
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=6 9 0 5 9 21 21 19 16 3 20 23 12 13 2 6 8 0 16 8 21 21 7 7 22 18 18 10 16 0
split_gain=0.243334 0.222496 0.846254 0.955854 0.699904 0.587178 1.34762 0.706962 0.580793 0.71413 0.505878 0.95758 0.634975 0.453462 0.441015 0.390097 0.503791 0.637276 0.507765 0.407728 0.515223 0.680558 0.387677 0.76953 0.594952 0.426649 1.26364 0.902829 0.753208 0.535576
threshold=5.3251244207000008 186.68586460755003 85.732241321850012 29.996566321350006 181.33671263215004 15.475979305150002 10.558528947350002 14.451165964200003 22.664946999500003 94.972471916200007 47.927946529500012 0.091645000000000018 143.62136700335003 120.87576600310001 253.13454704850002 18.080422446150003 8.8430989333000021 87.48511602295001 22.714946882600003 8.7431769115000026 16.172025809700003 18.909291818000003 22.720542346200002 22.835261448650005 -0.06483499999999999 13.4793103924 13.531614672700002 62.132955852800002 22.654947022900004 86.329079026800017
decision_type=2 2 2 2 2 2 2 2 2 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 8 10 6 7 -6 -3 -10 11 13 -13 -2 -12 16 18 -18 19 20 22 -22 24 -24 -4 27 -27 -25 29 -28
right_child=1 2 15 -5 5 -7 -8 -9 9 -11 14 12 -14 -15 -16 -17 17 -19 -20 -21 21 -23 23 25 -26 26 28 -29 -30 -31
leaf_value=-0.026162065212233052 -0.032532250421449971 -0.038626433201318019 0.020371322792207769 0.022048654805912522 0.0070233656415516644 0.033652232730564037 -0.021364741421166438 0.032269696701304577 0.0016634302191875731 -0.032279660520257984 0.018694218521123154 0.017685037028294284 -0.020277670805879954 0.028908939109637009 -0.013036861062644092 0.020351081813796256 -0.026910254745703664 0.0027390444990582625 0.0265209692587977 0.010836029646166303 -0.042990410877460652 0.0037204783556881011 -0.018377323806592613 0.0018497177687572884 -0.0033162253834425103 -0.030130395010827964 -0.022357459231629639 0.021217351767378871 0.020725505854169417 0.00042397229423455317
leaf_weight=0.41160128452702238 1.968356129085808 1.3692926598305337 3.1672916822135448 0.84300872194580723 4.3236160468659346 1.3098821290768681 1.5917690999340264 2.0816208068281412 2.0868171098991302 1.2589119973708873 1.8581707495031881 1.6358534021273956 0.84723665394722036 0.16492238140199322 0.79111774514603883 1.3562407018616784 1.8029483960708597 1.8717785594053564 1.0257406570017327 5.4368544854223719 0.78022744410554767 0.80056606106518302 2.6302002132870248 14.058875760179946 2.3324303310364476 1.7317485595121969 1.3348578922450531 3.8934756973758331 2.2897678781300774 63.308185633442918
leaf_count=672 694 132 34 18 55 16 21 45 41 71 47 39 39 12 49 18 29 38 15 46 21 22 26 97 22 14 21 44 42 1594
internal_value=0.00116125 0.00124779 0.000684734 -0.0128588 0.00509991 0.0115627 0.00794446 0.0152281 -0.0191 -0.0111085 -0.00317849 -0.0102932 0.00473206 -0.0277823 0.00921884 0.00138288 0.00114125 -0.0118079 0.00160418 0.00135303 0.000817799 -0.0193345 0.00115403 0.000588852 0.0103254 0.00116478 -0.0001125 0.00605014 0.000664151 -4.64569e-05
internal_weight=130.363 129.952 113.379 5.55803 16.5725 9.30689 7.99701 6.40524 4.71502 3.34573 7.26566 4.61637 2.48309 2.13328 2.64929 107.821 106.465 3.67473 102.79 101.764 96.3276 1.58079 94.7468 89.2471 5.49972 86.6169 68.6646 17.9524 66.9328 64.643
internal_count=4034 3362 2345 262 1017 137 121 100 244 112 880 784 78 706 96 2083 2065 67 1998 1983 1937 43 1894 1838 56 1812 1671 141 1657 1615
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 7 6 21 19 21 15 7 5 20 0 7 23 7 16 8 23 21 23 22 22 22 6 13 20 21
split_gain=1.24476 1.34787 1.41814 1.35911 2.02695 1.3629 1.24083 1.06974 1.2183 1.406 0.989227 1.42373 0.929088 0.76327 0.793449 1.84023 0.890847 0.796438 0.817792 1.18476 0.743841 1.41255 1.96525 2.23528 2.75215 1.74426 1.58631 1.1783 1.08707 2.50062
threshold=18.634956423400002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 22.356277907050004 11.075258771650001 5.1185473364500007 12.551012654050002 4.5829628528000006 29.329759478700002 24.437987282900004 13.154029769200003 35.419594101850009 85.732241321850012 22.721067571950005 0.10507500000000002 22.444423115000003 22.744946812400002 8.2435668022500028 0.084360000000000018 4.797392351550001 0.09180000000000002 -0.032369999999999996 -0.094519999999999993 -0.093879999999999991 16.355382140900002 108.65403534205002 40.206947806850003 1.2135331028500003
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -3 -4 8 -5 -10 -7 -12 -8 -2 15 16 17 18 19 -15 -16 22 25 24 -24 -22 27 -26 29 -27
right_child=13 3 6 4 -6 10 12 -9 9 -11 11 -13 -14 14 20 -17 -18 -19 -20 -21 21 -23 23 -25 26 28 -28 -29 -30 -31
leaf_value=-0.0017058075124045755 0.00087894107013377796 -0.0012643227831256546 -0.0014111861210095473 0.0012133175573382381 0.0010507195860243556 0.0014175989369271935 0.0016126200177086622 -0.0020333081786793085 -0.0018091203286185896 0.00054136376734039132 0.0020066868158366588 -0.0020339561638407508 0.00028871427578649469 0.00015009503853152069 0.00058924356818403968 -0.001889970484964416 -0.001138773877010061 0.001175306397986045 0.0006095391636647806 -0.0017973202464402309 4.0627383547309306e-05 0.00041218051480214406 0.00088523153590245208 0.0015727427385606378 -0.00036315302222500749 -0.0025150766465495953 0.00016749832497105275 -0.0028524817575359051 -0.002251719246185592 0.0012204237409344572
leaf_weight=1.3677932226128202 8.3587290474679303 1.6033252538181866 1.4806032349079057 1.0058837665710578 1.6954341060481954 3.040661601757165 2.1359800577629384 3.7185288640612271 3.2275698413141072 1.3271304522641001 0.5106981862336395 0.87326496560126543 23.622128123504808 3.5213433575117978 31.319572145119309 1.9044370810734097 1.8283985224552441 2.9353711751755318 4.8083113345783204 1.7175181703642008 5.4631582894362509 55.465604704339057 5.0133231831714502 3.930206134915351 1.0774722751229995 1.2744990810751935 2.1336545113008469 2.0199890527874231 3.0896793112624437 1.378498225007206
leaf_count=311 121 347 692 16 38 24 24 273 167 20 4 69 492 113 311 125 33 36 54 27 51 444 43 30 12 22 19 39 56 21
internal_value=0.000224578 -5.0554e-05 0.000204218 -0.000479205 -0.000882008 0.000254141 0.00030013 -0.00123515 -0.000701391 -0.00112425 0.000804377 -0.000542913 0.000398499 0.000316013 0.000279503 -0.000111217 0.0001175 0.000294428 3.70711e-05 -0.000488349 0.00033773 0.000240294 -0.000135339 0.000340274 -0.000132553 -0.00073696 -0.00110796 -0.00198655 -0.0014767 -0.000574109
internal_weight=182.849 45.609 28.6065 17.0025 10.9745 6.02795 27.2387 9.27911 5.56058 4.5547 4.42462 1.38396 25.7581 137.24 128.881 16.7154 14.8109 12.9825 10.0472 5.23886 112.166 80.8461 25.3805 14.1746 10.2444 11.2058 5.23112 3.09746 5.74268 2.653
internal_count=4034 2477 1519 958 514 444 1208 476 203 187 97 73 516 1557 1436 388 263 230 194 140 1048 737 293 143 113 150 70 51 99 43
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=16 16 16 22 8 13 22 6 22 5 10 8 15 4 6 10 5 23 23 20 16 23 7 8 9 9 21 23 23 7
split_gain=0.226233 0.530917 0.578323 0.228658 1.07503 0.839868 0.638434 1.33304 0.81421 1.0014 0.928617 0.718809 0.712367 0.803663 0.675476 0.768622 0.969753 0.915257 0.811056 0.663002 1.08301 0.791301 0.640971 0.620325 0.618433 0.608129 0.608826 0.5861 1.19106 0.882555
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 -0.037054999999999998 8.8430989333000021 117.74908919740001 -0.053159999999999992 16.315381206250006 -0.06483499999999999 17.915797078650005 61.950140699950005 9.3427090425500019 42.493282152450007 325.47117591905004 16.705390318750002 69.999384342500022 18.769588925400004 0.083495000000000028 0.092650000000000024 40.890797847750008 18.704956259700005 0.09914000000000002 24.225158517200004 8.7431769115000026 201.32298960505003 211.04147598835002 5.2345280387500006 -0.067029999999999992 0.094375000000000028 23.9417051038
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 24 8 -8 11 -10 -11 12 14 -14 15 -2 17 -17 -19 20 23 -21 -15 -20 27 26 -26 -5 29 -29
right_child=3 -3 -4 4 -6 -7 7 -9 9 10 -12 -13 13 22 -16 16 -18 18 19 21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.048550179475615657 0.0055278597168642047 -0.047163764191345041 0.044767131905102425 0.019382952074337406 -0.028569109577993711 0.045070104203455578 0.0011598410724055646 -0.041044868663649467 -0.016080109279690016 -0.0032123938802484332 0.036054832667675868 0.025262602400386545 -0.021681773848250208 0.020981789498933687 -0.027748711965725602 -0.031178410148148615 -0.040674645016921765 0.010893391138520777 -0.050871860100590291 -0.033439757309763264 0.0082540794358312297 0.021881799528183865 -0.017442355454603275 0.0034359487243966476 0.030681063648196265 -0.00016800215973298457 0.0078410503314796671 -0.036769586574450355 0.0052587888158266002 -0.0016796746782697628
leaf_weight=0.21585661380413401 40.204199203260941 0.64673257454614941 0.40746149952610722 2.8455090662100693 1.9778284700587381 1.1506069599417958 4.7935776972444719 2.3793189694406465 1.6569104730297102 1.8247425275621934 4.2831161916838028 2.3197444442193946 6.6003628376638499 2.2098059880663645 1.6784361741592864 2.1003824871950263 1.5469167351257045 8.4518356243133876 2.1290862919922797 0.74819218972697887 1.6159809376113115 2.0670605362392962 1.5833228930714538 0.56559437699615944 4.8059037688653898 5.537926325458101 5.1229678706731647 3.1354988294770072 12.098263600397329 2.9611223650281318
leaf_count=455 708 435 40 190 69 20 40 32 36 21 64 54 146 27 192 297 162 185 112 45 16 40 46 3 90 118 57 154 116 64
internal_value=0.00145294 -0.0179059 0.0124511 0.00164443 0.00455535 0.00629509 0.000344539 -0.0128399 0.00150369 0.0157019 0.0243236 1.02663e-05 -0.000809007 -0.0119651 0.00108847 0.00190291 -0.00567774 -0.00261535 0.00123587 -0.0102186 -0.0215811 0.00717933 0.00494283 -0.039473 0.005073 0.0120703 0.0188964 -7.07277e-05 -0.0031131 -0.0197265
internal_weight=129.664 1.27005 0.623318 128.394 39.6356 37.6578 88.7586 7.1729 81.5857 7.76477 6.10786 73.8209 71.5012 10.3935 61.1077 59.4292 19.225 17.6781 15.5777 7.12591 4.31066 2.81525 3.79313 2.69468 36.5072 15.4668 9.92887 21.0404 18.1949 6.09662
internal_count=4034 930 495 3104 878 809 2226 72 2154 121 85 2033 1979 219 1760 1568 860 698 401 216 131 85 73 115 789 265 147 524 334 218
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=0 17 8 20 15 15 15 18 13 19 20 4 4 13 14 20 6 22 21 15 10 20 10 20 0 22 15 2 9 23
split_gain=0.214992 0.376982 0.187182 0.181045 0.578972 0.434233 0.532313 0.453711 0.417393 0.41756 0.261239 1.10049 0.634695 0.626105 0.429196 0.414208 0.933868 0.429289 0.540965 0.384674 0.66567 0.436689 0.434326 0.372393 0.351023 0.811098 0.494206 0.4393 0.346908 0.346696
threshold=103.48144189910001 241.79519611995002 7.2443465838000014 35.419594101850009 35.517387705950007 23.292710050100002 24.006097767650004 14.104086706500002 111.38282034450002 14.251149826300002 37.038444968100009 194.89319003730003 161.32746469610001 113.97180552410002 274.83340751960003 37.828051409500013 14.865347326450001 0.23835000000000003 3.0668791869500005 21.092276343250003 76.279622535200005 47.927946529500012 81.320481529800006 41.605323437500005 98.142164052000012 -0.094519999999999993 24.273602154900001 109.60702220095001 219.21617201485003 0.092835000000000015
decision_type=2 2 2 2 2 2 2 2 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 5 -1 -7 8 -8 -10 11 12 -5 14 -13 16 29 19 -19 20 21 -17 -22 -24 -21 -26 27 -27 -28 -12
right_child=1 2 -4 10 -6 6 7 -9 9 -11 15 13 -14 -15 -16 17 -18 18 -20 24 22 -23 23 -25 25 26 28 -29 -30 -31
leaf_value=-0.042459733245149414 -0.041586143078638171 0.032216893918640584 -0.019771820602199317 -0.0085084646033436843 0.024804664066403293 0.0381133514216868 0.040950158020205005 -0.030265214884226815 -0.032891606829037849 0.0092414306836542739 -0.026155951907437882 -0.051028438962174072 0.027882802356606663 0.0019117642398090364 -0.010536319531256473 -0.044079302150484161 0.034371192523856217 -0.0020009737291161204 -0.041322098791436064 0.0012913346995363029 0.025587271772236905 0.008005611680364311 0.0098284491133584107 -0.04291342283786883 -0.042895014350653404 0.0032200548669487519 -0.00063887452632989394 -0.043828875785228844 0.031991952166563295 0.0075442807875345632
leaf_weight=0.38281099496452853 0.52380365284989139 0.25776926512480713 0.20972533215535805 1.6246762153496086 2.2338017523288727 0.61154628451913629 0.44790072826435867 0.79400071594864119 0.55103288945974771 1.3674750477075575 0.77639761374848548 1.3681789517868317 1.5770701224100774 0.96773190359817807 0.64228611203725439 0.52570330991875269 1.9867943556164389 1.7005834109149867 0.88995984211214807 96.574165798898321 3.476833818560408 0.54999482987659576 0.95370410606847122 0.29197275406477274 0.99102652519286483 0.61533536761999019 2.0123363071761564 0.71809092057810631 0.74559193546883751 1.4840982260648159
leaf_count=57 852 21 47 41 27 22 10 22 65 16 39 52 46 15 26 171 48 41 60 1920 85 33 28 69 80 4 49 42 27 19
internal_value=0.00117628 -0.0177798 0.00889395 0.0013244 0.0080279 -0.00099209 0.00321641 -0.00353623 0.00543214 -0.00286 0.000968919 -0.00721425 0.00941662 -0.0250935 -0.0380924 0.00141139 0.013933 0.000928111 -0.0155094 0.00132439 0.0115617 -0.0174488 0.0181697 -0.00253366 0.000740484 -0.00972664 -0.00169245 -0.0221172 0.0081827 -0.00403052
internal_weight=127.852 0.991298 0.467495 126.861 6.38857 4.15477 3.77196 3.16041 2.36641 1.91851 120.473 6.17994 3.20175 2.9782 2.01047 114.293 4.24729 110.045 2.59054 107.455 5.79821 1.0757 4.72251 1.24568 101.657 5.08238 4.09135 1.33343 2.75793 2.2605
internal_count=4034 920 68 3114 219 192 135 113 91 81 2895 180 87 93 78 2715 106 2609 101 2508 386 204 182 97 2122 202 122 46 76 58
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=3 23 22 17 18 17 16 16 23 15 21 23 15 6 6 13 16 13 9 0 20 23 17 19 16 17 20 9 13 20
split_gain=0.198435 0.406856 0.315743 0.26708 0.183197 0.327184 0.582987 0.267403 0.398126 0.214402 0.712286 0.395102 0.337866 0.2825 0.613118 0.967004 0.534899 0.992443 1.20806 1.04175 0.869306 0.764245 0.743214 0.577507 0.557233 0.813691 0.698899 0.523399 0.44441 0.693338
threshold=76.825379535700009 0.090735000000000024 -0.086139999999999994 241.79519611995002 17.138111898250003 217.18274420675002 17.319959498400003 12.644970430600003 0.097015000000000032 19.763739472850002 6.7094573673000006 0.10157500000000001 19.215947067900004 14.745344522600002 14.515339148550002 109.96062599345002 19.199955102150003 112.64908412395 203.36975145060003 90.407470010750018 36.79544512155001 0.093580000000000024 171.92791459955001 12.751028791950002 18.684956306450005 194.19264200700002 39.525197829750006 205.67007911670001 113.97180552410002 36.79544512155001
decision_type=2 2 2 2 2 2 2 2 2 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 7 -6 -7 8 -2 10 11 -9 -12 14 -11 -16 22 18 20 28 -18 -22 23 -15 25 -24 -27 -21 -19 -30
right_child=4 -3 3 -5 5 6 -8 9 -10 13 12 -13 -14 16 15 -17 17 19 -20 27 21 -23 24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.041461481216055557 -0.043185485536877545 -0.042025783237939117 -0.0072750332715175517 0.033502455828868453 0.030048960229112846 -0.042811758629998677 0.029318554415564524 0.034100326990535855 0.0027940183375911283 -0.00068312461933830635 -0.044039166285935578 -0.0026290879543315999 0.015396388468157137 0.023231411838517294 -0.044455357327676179 0.0090174513116158157 0.017797717797257015 -0.01540392919119382 -0.045699797029812077 0.0068276001696439765 -0.041541285742788869 0.0054253103480043944 0.02210625699852186 -0.051315161660069809 0.035142299644232364 0.023049153406887818 -0.038521078712322458 0.041832529387560567 0.024052562331436027 0.0014100694136288704
leaf_weight=0.25186176460283594 0.56373100537984899 0.5405561397801647 0.66378685302970442 0.45008827952551655 0.97800945816561469 0.36507763437111862 0.38386097038164735 1.6164765700814312 0.71121920907171443 30.2209107930139 0.46842422759073077 0.70122943352907885 0.24234245599654969 0.26849535683140757 1.371220702218124 0.96021409705281247 1.7972487118095148 2.4858098253607741 1.5671370169147847 1.2655466087162488 1.2629096298478546 1.0676645971834657 2.6759461099281907 0.49067647229821887 2.0722877406515181 0.47546140337362863 0.87341068580280989 1.6345514953136442 2.3385227685794225 65.852398217568407
leaf_count=411 223 218 314 30 20 21 20 101 23 670 58 7 11 84 213 8 17 32 39 17 40 14 112 138 40 12 52 30 86 973
internal_value=0.00106671 -0.012018 -0.000141001 0.0092021 0.00126672 0.0144838 -0.00584209 0.00108113 -0.0175362 0.00127615 0.012013 0.0229877 -0.0237741 0.00100217 -0.00224082 -0.0224323 0.00222787 0.00128078 -0.015154 0.00255285 -0.00355721 -0.0200253 0.0131781 -0.0249504 0.0179256 0.00906113 -0.0168183 0.0265571 0.00156788 0.00218657
internal_weight=126.617 1.90629 1.36574 1.11388 124.711 1.72695 0.748939 122.984 1.27495 121.709 3.02847 2.31771 0.710767 118.68 32.5523 2.33143 86.1281 79.2718 5.69496 73.5768 4.12782 2.33057 6.85628 0.759172 6.09711 4.02482 1.34887 2.9001 70.6767 68.1909
internal_count=4034 973 755 344 3061 61 41 3000 246 2754 177 108 69 2577 891 221 1686 1248 110 1138 71 54 438 222 216 176 64 47 1091 1059
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=10 6 8 20 18 16 4 7 18 21 21 16 5 23 20 23 13 10 20 23 22 6 7 7 22 17 6 23 9 16
split_gain=0.182852 0.304204 0.352124 0.21071 0.200201 0.276561 0.232058 0.478722 1.01839 0.778354 0.651902 0.69151 0.964817 0.881796 0.757332 0.568594 0.936335 0.79695 0.626853 0.753854 0.757789 0.745112 0.724276 0.967119 0.71625 0.525132 0.469776 0.577211 0.432804 0.424905
threshold=81.479100559500012 13.200308423050002 7.1444245619500011 42.402981339000007 17.399600107550004 17.684958644900004 244.52697497700004 23.109894804950002 13.314799198000001 3.7576866553000006 12.957322271500002 22.634947069650003 24.218679034200004 0.10249000000000003 42.660927378600007 0.092835000000000015 107.18613720285002 62.00390986255001 43.847983878700006 0.085335000000000022 -0.059424999999999999 16.565387047600002 23.225757870600003 25.395581754250003 0.05399000000000001 197.20536406400001 16.100376182700003 0.08376500000000002 213.27127849780001 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 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 3 -2 6 -6 -1 8 -8 -10 11 15 13 14 -13 17 -17 -9 19 20 26 22 -21 -24 -22 29 27 -19 -25 -12
right_child=1 -3 -4 -5 5 -7 7 10 9 -11 25 12 -14 -15 -16 16 -18 18 -20 21 24 -23 23 28 -26 -27 -28 -29 -30 -31
leaf_value=0.0023718620124574372 -0.039559183924457272 0.012514674612874003 -0.040430826526609426 0.030197019114644473 0.00049498638870258248 0.040034758134342742 -0.0022408033969786379 -0.044129824126969773 0.0079973621674555226 -0.049036060251167912 0.019594332417469076 0.038864933384368902 -0.020236579917678167 -0.0049281010069358016 0.0035242921986291397 -0.030366797665488828 0.006819345874652139 -0.045087530284799837 0.020738851291807237 0.012787119477106684 0.035253337347204365 0.015763665754274198 -0.043722565199883073 -0.031848668041796639 -0.0047102444497981412 0.026732184003661525 -0.0010713601366356821 0.0080913725039992168 0.0044820397491875386 -0.0029742497871368219
leaf_weight=72.439413534169944 0.095522062510552841 0.50067285069962952 0.7040401876965916 0.22402542588679353 0.62860009330324718 0.4843716137111187 6.6956420165661239 0.96855668118223803 0.49630422545124009 1.4547140913555265 1.9191879619229419 2.5959603634546502 1.4591939237434415 2.1745369136333466 1.4680467937141655 1.1878029039871751 8.8441889985697326 1.0349380678235318 1.1375277094302862 0.7261422500014304 1.3943727838341131 0.83342437399551261 2.9740570037392899 0.81201432508532922 1.3799304745189145 2.2622216662421124 2.5509562478982843 0.45416353628388595 1.3504224876523947 3.935943444725126
leaf_count=1679 339 18 364 239 36 17 239 44 36 140 75 63 35 20 11 73 103 58 54 3 20 8 92 79 23 69 38 9 29 21
internal_value=0.00093251 -0.0126048 -0.0248917 0.00934486 0.00109937 0.0177029 0.000948581 -0.00110892 -0.00952598 -0.0345278 0.000646348 -0.0017865 0.00855059 0.0152839 0.0260988 -0.00488891 0.00241645 -0.00958185 -0.00729745 -0.00965801 -0.000449713 -0.019029 -0.0239751 -0.0291721 0.0153756 0.0106405 -0.0113169 -0.0288684 -0.00916047 0.00442325
internal_weight=125.187 1.52426 1.02359 0.319547 123.663 1.11297 122.55 50.1102 8.64666 1.95102 41.4636 33.3462 7.69774 6.23854 4.06401 25.6485 10.032 15.6165 14.6479 13.5104 6.81436 6.69606 5.86264 5.13649 2.7743 8.11735 4.04006 1.4891 2.16244 5.85513
internal_count=4034 960 942 578 3074 53 3021 1342 415 176 927 762 129 94 74 633 176 457 413 359 148 211 203 200 43 165 105 67 108 96
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=9 9 0 16 10 19 20 8 2 10 13 23 7 5 21 8 7 23 5 3 21 4 17 7 16 2 20 7 21 21
split_gain=0.846327 1.1591 1.69009 1.65418 1.02671 1.4458 1.4446 1.23264 1.41476 1.26511 1.03047 1.02253 1.39087 0.941783 1.62256 1.02917 0.98043 0.988404 0.834248 1.27358 0.787495 1.34546 1.61869 1.03571 0.756529 0.717602 1.0415 0.690648 0.671942 1.70159
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 64.407391431150018 14.551174033150001 38.625745710700009 8.8430989333000021 121.84632764400003 62.837331883000012 117.48293184245001 0.086955000000000018 19.078733418100004 21.269675393700002 9.6671863198000008 8.3434888241000014 23.109894804950002 0.10661000000000002 29.996566321350006 94.972471916200007 8.8898213993500015 286.86996866160007 192.94032447935004 24.525599138800004 15.584963555600002 319.18044405035005 48.226196960950006 22.835261448650005 15.803805445550003 9.5720034845500006
decision_type=2 2 2 2 2 2 2 2 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 28 3 -3 6 20 -4 8 10 13 -8 12 25 14 15 -10 17 27 19 -5 -6 22 23 -22 -23 26 -1 -15 29 -2
right_child=1 2 4 18 5 -7 7 -9 9 -11 -12 -13 -14 16 -16 -17 -18 -19 -20 -21 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0009272483603215033 0.0010270661704824325 -0.0020433126655131271 0.0017402008872264266 0.00025766921026596065 0.00019869092014022845 -0.0018720948527891936 0.0018429117313455807 -0.00083857180146645557 -0.00045599788207983304 0.0015178585103770674 0.00064195437169396209 0.00032151470491677248 -0.001446885703234944 2.5020885212149283e-05 0.0002607461324375856 -0.0025422777606201341 0.00048010180808212983 0.0005845857948204191 0.0011225589624191512 -0.001683131876474085 0.00063364729761303002 0.0012037606190859174 -0.0016782869914974605 -0.0014256559192882623 -0.00085292226345820901 -0.0019120668519716202 0.0016396065116333137 -0.001295252463469956 0.0018356542865216343 -0.00068043152219435146
leaf_weight=0.86535600631032039 7.950144606526008 2.0974846695899014 2.6361849531531325 2.9294379903003573 59.6660000183183 1.2716522775590409 3.2186609767377368 2.8714761687442651 1.7854141797870382 2.5420487932860842 10.071362001821397 5.4407617510623822 4.016813217986055 2.4327566158026439 5.2464340962469578 1.4734047818928955 27.325371576473117 3.1902024783194065 1.3781604841351507 1.9049220064189283 2.8585370481014234 2.3395618474496591 3.5443886975408532 1.1771395945106631 0.82622038677800436 0.43594934228167392 1.4338138893144785 3.0466504704672843 1.7474542036652554 2.6588305570185184
leaf_count=166 98 134 28 41 1185 19 67 31 22 44 56 272 1034 24 27 23 201 17 16 71 34 65 128 46 52 34 20 36 13 30
internal_value=0.000194494 0.000230647 0.000184609 -0.000624568 0.000233504 8.05013e-05 0.000400087 0.000344192 0.000400485 0.000250096 0.00093281 -0.000274563 -0.000754887 0.000177676 -0.000375293 -0.00139926 0.000308337 -0.00023304 -0.000145568 -0.00050708 0.000115766 -0.000344675 -0.000767196 3.29829e-05 0.000666998 0.000261388 0.0006735 -0.000709075 0.000774001 0.000599132
internal_weight=170.383 158.19 145.833 8.31001 137.523 71.6835 65.84 63.2038 60.3323 47.0423 13.29 12.1927 6.75193 44.5002 8.50525 3.25882 35.995 8.66961 6.21252 4.83436 70.4118 10.7458 7.58007 4.03568 3.16578 2.73512 2.29917 5.47941 12.3564 10.609
internal_count=4034 2508 2367 262 2105 1529 576 548 517 394 123 1526 1254 350 72 45 278 77 128 112 1510 325 208 80 117 220 186 60 141 128
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=6 22 17 15 9 0 5 4 6 3 17 0 22 3 18 22 20 20 7 6 2 16 8 7 13 6 8 22 10 16
split_gain=0.184683 0.199442 0.198509 0.347434 0.227184 0.787843 0.882141 0.600815 0.541026 0.82867 0.491527 0.470178 0.710523 0.661771 0.750078 0.609028 0.562412 0.533297 0.721835 0.695346 0.609656 0.434472 0.358736 0.351925 0.315064 0.291956 0.434454 0.626663 0.343845 1.25625
threshold=5.3251244207000008 -0.62218499999999988 160.21442126885003 35.098844929350008 186.68586460755003 85.732241321850012 31.312564341900003 377.6847677435 16.555386813950005 94.421337999450017 193.46017548480003 85.861287312150012 -0.073609999999999995 93.181958801350021 13.276755824150003 -0.094519999999999993 49.283271594150008 47.927946529500012 22.381996090050006 16.575387281250006 120.31044416595002 22.764946765650006 8.0437227585500022 24.024273989350004 120.87576600310001 18.080422446150003 8.8430989333000021 -0.08786999999999999 64.407391431150018 20.894951138500005
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 8 10 -6 -10 11 12 17 14 -13 16 -16 18 19 -4 21 -21 24 -12 -14 26 28 -28 -7 -30
right_child=2 -3 4 -5 5 25 -8 -9 9 -11 23 13 22 -15 15 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.035544519953597586 -0.040029564552578369 -0.038536045146763225 -0.036496170071526918 0.039195836158192283 -0.040941374513009436 0.0036545776779229062 0.032576751063029798 -0.038902815331566004 0.007402428729490357 -0.030507469031521569 0.035609985791622209 0.032943799231825541 -0.03878872953238581 -0.018536998103978193 0.021687943864467579 -0.049241144016818068 -0.042385200719759396 0.028461816145218446 0.022696244069202336 -0.00078179252271225403 -0.04057058364342786 0.039097815738032053 0.038690968389818697 0.0044777495998481543 0.039556384086302736 0.019272807206944523 -4.1946886818574075e-05 -0.033049592024122096 0.00047092463689985171 -0.028891941104622846
leaf_weight=0.062768280386080733 0.37752429349438799 0.30515988777733483 1.0249753660500558 0.10037680715322495 1.229577123740454 48.70730507245753 0.51914499141275872 0.4279585628009962 1.6537355390901214 1.6502138619835021 1.3087241848406859 1.0580740057630467 0.1787293396337154 2.6005170745775104 0.79948180641804334 0.39231759900940222 0.26008775131776929 1.0220241658389566 1.3127739634364841 1.8217432927631314 0.44515948914340686 0.49840860441327084 1.447543940041214 0.86323814438219404 0.12492804974317551 1.2579367198050011 2.2619084498146553 1.2960765218595032 47.259346126804303 2.1837077792733899
leaf_count=35 231 637 126 1 112 536 9 96 25 110 42 35 101 33 103 52 7 16 11 93 89 7 17 38 1 18 33 34 1354 32
internal_value=0.000877518 -0.025898 0.000956912 -0.0233893 0.00105104 0.000434667 -0.014157 0.00532265 -0.0195086 -0.0115323 0.00657122 0.00378403 0.00958497 -0.00515641 0.00870693 -0.00895588 0.0059602 0.00350658 -0.00149137 -0.0098688 7.52973e-07 0.00778503 0.0308451 0.0232366 -0.00655667 0.0011507 0.000926561 -0.0120657 0.00139754 -0.000825919
internal_weight=124.451 0.367928 124.084 0.477901 123.606 108.019 5.05267 15.5867 4.53353 3.30395 15.1587 12.9868 7.87629 5.11048 2.50996 1.45189 1.05957 6.12508 5.10306 3.79029 2.76531 2.32015 1.7512 2.17196 0.303657 102.966 101.708 3.55798 98.1504 49.4431
internal_count=4034 672 3362 232 3130 2263 256 867 247 135 771 691 461 230 197 162 110 342 326 315 189 100 119 80 102 2007 1989 67 1922 1386
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=13 3 18 23 10 16 16 20 17 12 19 12 6 3 22 2 6 16 13 20 0 17 13 20 13 3 20 16 21 10
split_gain=1.08158 2.09384 2.16846 1.60952 1.60134 1.10798 1.58322 1.27444 1.26309 1.53159 0.894951 1.41163 0.882414 0.828109 1.25477 0.817786 0.811683 0.811174 2.01814 2.08024 1.89851 1.78125 1.12258 1.44387 1.13967 1.21566 2.22541 1.33048 1.29367 1.66419
threshold=109.34496908160001 83.538459487450012 14.466921572300002 -0.089139999999999997 71.096275259700022 18.704956259700005 15.584963555600002 37.198331469900005 236.15709471040003 151.46967002190004 12.551012654050002 144.57070813310003 11.630271739450002 84.974096129100005 -0.16276499999999997 41.467794892200004 11.075258771650001 19.199955102150003 112.64908412395 36.893814626400008 90.407470010750018 172.24349499320002 113.97180552410002 38.400997490450003 115.68166489510001 93.281431752200021 41.942745071500006 22.604947139800004 15.285239689500001 62.030794443850006
decision_type=2 2 2 2 2 2 2 2 2 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 -4 13 6 7 -1 9 10 -8 12 -12 -3 -15 -6 -9 21 19 -19 22 -2 -20 -24 -25 -26 -27 28 29 -28
right_child=17 2 3 -5 15 -7 8 16 -10 -11 11 -13 -14 14 -16 -17 -18 18 20 -21 -22 -23 23 24 25 26 27 -29 -30 -31
leaf_value=-0.0019147158369236434 -0.0014968963634840074 0.0017329568170539175 0.0017789220947671696 -0.0022578546079832906 0.0022037715655367491 0.0008017491145027244 0.0014918087858562415 -0.0012584652280693157 0.0010303868692956395 -0.0020575506071851646 0.00030274636003689006 0.0014342420271781337 -0.0022427744204108402 0.00077564683641259474 -0.0024200281146837658 -0.0021266731679837744 0.0004642111049389453 0.00046939461213100207 -0.00081505414606433744 -0.0014904579636260101 0.0015305625648387355 0.0012794289536130988 0.0010859682126562926 -0.0010949250361463837 0.00054934067808010047 0.00033918722293816106 0.00017590979997134475 -0.001553155027466885 0.0018837458539280798 -0.0024599677023115552
leaf_weight=1.0560948962665886 1.1034950567409376 1.7515052834060023 0.45638352834794194 4.2411107544903643 0.20511963963508595 9.4288567062467319 0.9701953111216407 1.2012203663198331 1.4869380558375258 3.4065790719469078 0.81549861244275312 0.94262327626347531 1.8727885861881075 1.9084874155960276 0.70079096112749573 1.6088140951615058 22.770535854564514 4.0102481357753259 3.6365694478154174 5.1748194061219692 5.5134119838476172 7.6291192553471774 9.7313617074396443 2.5323578193783751 39.850485170260072 29.161846187431365 3.598912380402906 4.7611239617690444 1.1084406229201702 1.3833238078514112
leaf_count=258 230 15 17 257 1 42 11 679 36 186 21 13 56 145 93 171 345 27 34 89 56 159 138 33 357 237 92 189 12 35
internal_value=0.000220125 -1.73048e-05 -0.000819857 -0.00186566 -2.42478e-05 0.000181222 1.17424e-05 0.000281148 -0.000698411 -0.00101943 -0.000250822 -0.00071646 -0.00147058 0.000646595 -8.26365e-05 -0.00163699 0.000377888 0.00032933 0.000281955 -0.000634776 0.000365095 0.000928599 0.000297996 0.000341932 0.000254058 0.000296832 4.53529e-05 -0.000744263 -0.000111946 -0.000555945
internal_weight=174.019 54.8235 10.8722 4.69749 6.17472 43.9513 34.5225 25.0279 9.49462 8.00768 4.60111 3.63091 2.68829 4.36078 2.60928 1.81393 23.9718 119.196 110.463 9.18507 101.278 8.73261 95.7644 92.1279 82.3965 79.8641 40.0136 10.8518 6.09068 4.98224
internal_count=4034 2346 699 274 425 1647 1605 1282 323 287 101 90 77 253 238 172 1024 1688 1299 116 1183 389 1127 1093 955 922 565 328 139 127
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=16 16 12 23 22 20 7 5 0 22 23 12 6 13 22 15 0 10 10 20 6 15 6 21 20 20 17 23 23 19
split_gain=1.16419 1.73868 1.55511 1.28987 1.14548 1.93339 2.10161 1.79697 1.32066 1.26559 1.47931 1.19932 1.14866 1.09419 1.06437 1.11531 1.05958 2.09932 1.28576 1.53997 1.144 1.25526 1.6712 1.10367 0.965673 1.01412 1.62762 0.989112 0.921324 0.924416
threshold=20.404952284350003 19.974953289850003 320.0928336514001 0.12535000000000004 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 92.313586825200005 -0.59260499999999994 0.092650000000000024 115.02544258150002 14.845346859150002 100.63167628080002 0.22598000000000004 18.019770707250004 90.297243227400017 67.074341896550024 65.536543845950021 38.400997490450003 16.465384711100004 44.521563843850011 16.395383075500003 1.6974749567000003 40.241071441700008 41.035283712600005 195.42788627465004 0.087555000000000022 0.079430000000000014 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 11 8 -6 -7 13 -1 14 -11 -10 -16 18 -18 19 -2 21 23 -23 -21 -25 -26 28 -28 -27 -30
right_child=16 -3 -4 -5 7 9 -8 -9 12 10 -12 -13 -14 -15 15 -17 17 -19 -20 20 -22 22 -24 24 25 26 27 -29 29 -31
leaf_value=-0.0024750156630598181 0.001160863272394951 -0.0019398127121624681 -0.0020360151635951786 -0.0023019549826875517 -0.0018206231828472236 0.0012723886231954071 -0.0023555609183270711 -0.0019987413021015665 0.00061107179274868118 -0.0010317704156521581 -0.00089272639349699426 0.0012671861922737594 0.0016176288657056882 0.00045791748890268837 0.00038752930288805346 -0.002384056759922629 0.0016489733801544895 -0.00083864464057523201 -0.00092593718173504351 0.0022306366641959884 -8.8843080787055722e-06 -0.0022814086985746915 0.00038440155744490738 -0.00030345393146563609 0.001657829774627168 -0.00019081292656982719 0.00060838590827680709 -0.00091660466967685283 0.00043541626407834388 0.0015520395386305246
leaf_weight=0.53341691110108458 9.8431616201996786 2.1066205790266386 1.6281937607964199 1.0295647169114079 1.0690991404699186 3.8051828729076034 3.417706765809271 1.3607738958671678 22.416268050306833 2.7099911233963345 7.419446150204748 1.6776225347712168 4.7607136983424416 16.62545199750457 1.5860236373264336 1.2093662649276664 6.9472838044166547 2.0842078980058432 3.9031339213252059 1.9424482993781556 40.752146959479433 1.6935261345934112 3.2329240513499826 5.3530647456645957 4.4412787184119251 3.0262268111109796 3.5032898224890214 4.7154850959777832 5.6709895990788928 9.1685017580166441
leaf_count=68 96 49 360 62 49 82 232 222 430 404 176 116 38 479 70 76 63 24 39 32 438 56 57 37 36 21 24 38 33 127
internal_value=0.000217235 6.58248e-06 6.41317e-05 0.000113247 0.0001495 -0.00011633 -0.00128714 0.000446395 0.000553583 9.93169e-05 -6.75218e-05 0.000364374 0.000638269 0.000249128 0.000453337 -0.000811539 0.000362632 0.0010749 0.000296482 0.000347597 0.000251728 0.000500173 -0.000532003 0.000634621 0.000548214 0.000697564 0.000534064 -0.000266571 0.00090238 0.00112532
internal_weight=179.633 73.3554 71.2488 69.6206 68.5911 36.1888 5.62875 32.4022 31.0415 30.5601 26.7549 2.21104 29.9724 19.3354 25.2117 2.79539 106.278 9.03149 97.2462 93.343 83.4999 42.7477 4.92645 37.8213 35.8788 30.5258 26.0845 8.21877 17.8657 14.8395
internal_count=4034 2913 2864 2504 2442 1557 416 885 663 1141 1059 184 614 883 576 146 1121 87 1034 995 899 461 113 348 316 279 243 62 181 160
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=23 20 20 22 20 7 7 15 23 9 7 7 7 23 8 4 10 16 17 20 21 23 7 21 9 21 21 5 2 12
split_gain=0.190971 0.19089 0.280788 0.679495 0.260144 0.256146 0.374006 0.210893 0.708056 0.343557 0.313163 0.276106 0.454479 0.540024 0.578934 0.478201 0.396466 0.438616 1.07864 0.957625 0.797903 0.527559 0.516524 0.497729 0.654104 0.581572 0.64269 0.451573 0.377326 0.374758
threshold=0.4381000000000001 32.051492741500006 34.654301448200009 0.17076500000000003 30.317390213800007 24.268610899850003 25.536567273500005 46.074827201850006 0.090390000000000012 199.89081775665002 22.575645983950004 22.105125139000005 20.861906850000004 0.10433500000000002 8.3434888241000014 377.6847677435 61.622148808000013 22.624947093000003 199.03437346465003 41.872294782850005 8.119216894900001 -0.26958499999999996 22.181995028450004 5.5151941623000011 187.11236276785004 4.797392351550001 3.5904861669000003 24.279163357700003 186.79363985910004 246.36519872610003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -3 -7 11 10 -10 -9 12 15 14 -14 -4 -13 21 19 23 -21 -18 -23 25 -25 26 -19 29 -26 -24
right_child=-2 2 7 -5 -6 6 -8 8 9 -11 -12 16 13 -15 -16 -17 17 18 -20 20 -22 22 27 24 28 -27 -28 -29 -30 -31
leaf_value=0.011356333948345752 -0.020932234395123518 0.037998669190481095 0.010082657205563929 -0.023569173158116609 -0.049536465004817724 -0.029031703504151667 0.028853127595007706 0.0019730338667569838 -0.011173459703267564 0.014718633600154039 -0.04530213103822478 -0.025355261788938249 -0.033189879761817344 -0.047054494656691849 0.0043135692107023936 -0.042937668716635208 -0.026678054412356017 0.025570089732183846 0.03168682184081463 -0.033861580628878167 0.00087189122378611916 0.04073772534906326 0.0012159708034034473 0.016649613117249086 -0.014538526532200925 0.036190768027536194 -0.0082837382439079725 0.03266123543595123 0.0049851042930930973 -0.010213205866753873
leaf_weight=0.20752550870838504 0.68513941857963701 1.2429980314718703 2.9969007055278776 0.62704442185349751 0.29653932700693986 0.30152513847133366 0.54589474644308211 0.32323549920692929 1.7381845819763841 1.831300151767209 0.99257935606874526 0.92463577419402909 1.0849293127066637 0.78473938195384096 2.1078409489709884 0.32845540418566077 1.2128248888338919 1.9705534651875596 2.7327052745968095 1.8633078152779479 3.0102105080150068 0.5663313047552937 75.332207113140612 4.026249270886181 3.3539011292159557 2.0623975582420826 1.9331017360091207 0.76493985275737841 3.5415503308176994 5.3466986165140034
leaf_count=118 31 63 441 24 60 17 36 12 47 30 90 51 173 19 36 49 79 33 53 44 30 13 1805 22 23 30 13 13 17 562
internal_value=0.0010307 0.001152 0.00125653 0.0145173 -0.0244667 0.0259418 0.00825681 0.00095829 -0.00753188 0.0021103 -0.0336888 0.00131602 -0.00653555 -0.0160507 -0.00843041 0.00484568 0.0018438 0.00207728 0.00698393 0.00388182 -0.0124079 0.000633166 0.00103706 0.00858275 0.00328975 0.0182723 0.00880557 0.000760999 -0.00451106 0.000458544
internal_weight=124.736 124.051 123.547 2.71746 0.504065 2.09042 0.84742 120.83 4.8853 3.56948 1.31581 115.944 7.30287 3.97751 3.19277 3.32536 108.642 107.717 24.494 21.7613 4.87352 83.223 82.0102 16.8878 10.9217 5.96605 3.90366 81.4438 6.89545 80.6789
internal_count=4034 4003 3825 140 178 116 53 3685 179 77 102 3506 718 228 209 490 2788 2737 265 212 74 2472 2393 138 62 76 46 2380 40 2367
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=0 17 7 7 23 20 19 23 23 8 6 5 18 9 8 7 0 22 9 9 0 21 0 20 2 23 13 22 22 9
split_gain=0.177317 0.311557 0.16999 0.515942 0.448474 0.459148 0.407 0.398931 0.559729 0.37427 0.520354 0.439358 0.353929 0.25601 0.57235 0.642465 0.547388 0.832613 0.773832 0.401714 0.578568 0.551718 0.566125 0.395441 0.365937 0.362363 0.317771 0.244331 0.5807 0.429822
threshold=103.48144189910001 241.79519611995002 21.725272673150005 20.861906850000004 0.099855000000000027 44.756878345700009 14.351157895250003 1.0000000180025095e-35 -0.15572 9.5425530862500008 17.755414852450006 24.458659404000002 12.601716341300003 186.68586460755003 8.3434888241000014 22.356277907050004 85.732241321850012 -0.054619999999999995 187.45330412110005 186.14781787895004 85.861287312150012 12.706368345750002 86.20003303655001 41.481306584950012 72.843776848050013 0.41991500000000009 100.66662623655002 0.22598000000000004 0.10957500000000002 198.96357396150003
decision_type=2 2 2 2 2 2 2 2 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 3 4 5 6 -1 8 -7 10 13 -12 -5 14 15 24 17 18 -15 20 -17 22 -22 -24 -4 26 -23 28 -18 -30
right_child=1 -3 9 12 -6 7 -8 -9 -10 -11 11 -13 -14 16 -16 19 27 -19 -20 -21 21 25 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.042734024395642126 -0.042436477669228076 0.0085864944127843033 -0.00038671099007306131 -0.01023779052504948 0.041127032649745501 0.012720373425954695 0.013206703813354214 0.036776569948305797 -0.048631340436807502 0.023778918374438299 -0.043571295085961109 0.0083625753660795492 -0.04530200737612966 0.026011434739541844 0.043090890263822845 0.024425749360590221 0.0011062422835052613 0.010456234855219909 -0.046040102113864313 0.029579077474085474 -0.048658386168328328 0.0066533139098637331 -0.00029621695954436516 0.033130129519220668 -0.037312074799342586 0.0040823345928795336 -0.050443881505693768 -0.008581761472076406 -0.0052839024080122482 0.025066852317234139
leaf_weight=0.69458311153721275 0.44094716513109133 0.39853903155017179 1.0552736744284592 1.6544470812659713 0.49655812254059117 1.0167141243291553 0.33830074965953827 0.65246384917554667 0.34953728126129147 1.2954830197850231 0.82228020974434801 0.43603859134600498 0.72382430964898947 0.31305930856615338 0.74257779447361905 1.9722437873278975 92.340907904843334 1.2151350893545885 1.5599596745596498 1.5217769164592025 0.27543092565611038 0.21827712664253318 1.3977991158189982 1.1112224084135958 0.84565906420175441 0.56054054945707321 0.77893511565343942 4.1373974090238326 1.1104232911020506 3.0801555732032284
leaf_count=408 852 68 9 30 23 55 8 34 48 29 43 17 155 4 9 29 1545 31 108 28 11 37 60 93 70 3 49 100 20 58
internal_value=0.000942309 -0.0182137 0.00107335 -0.00583677 0.00426626 -0.00173175 -0.0244117 0.00987257 -0.00297565 0.001424 0.00117325 -0.0255749 -0.0209095 0.00146788 0.00769773 0.00499857 0.00083865 -0.0165056 -0.0339973 0.0102898 0.0056411 -0.00289094 0.00825974 0.014508 -0.0168135 -0.0228226 -0.037946 0.00137071 0.00179728 0.0170245
internal_weight=123.556 0.839486 122.717 5.92643 3.54816 3.0516 1.03288 2.01872 1.36625 116.791 115.495 1.25832 2.37827 114.237 10.4797 9.73716 103.757 3.08815 1.87302 7.83623 6.31445 4.34221 2.78445 2.50902 1.90093 1.55775 0.997212 100.669 96.5315 4.19058
internal_count=4034 920 3114 761 576 553 416 137 103 2353 2324 60 185 2264 398 389 1866 143 112 310 282 253 164 153 79 89 86 1723 1623 78
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=23 16 16 16 0 9 16 15 22 16 2 15 3 0 9 20 23 16 7 15 6 6 6 22 3 13 23 16 10 9
split_gain=0.162956 0.161763 0.422443 0.49193 0.157924 0.521412 0.919368 0.568964 0.504544 0.566699 0.31267 0.418792 0.609001 0.3097 0.317739 0.435078 0.522589 0.366355 0.27574 0.268411 0.338049 0.747262 0.52676 0.831956 0.75235 1.09019 0.906211 0.570933 0.893543 1.10232
threshold=0.4381000000000001 12.604970524100002 9.719977270450002 9.2849782877000013 85.705356740550016 187.45330412110005 22.704946905950003 43.401366108000012 -0.073609999999999995 21.094950670800003 307.89447427740009 36.124429763000009 108.40938565220002 85.764502819450016 181.33671263215004 47.709122305950011 0.086955000000000018 19.644954061550003 22.407814303000006 20.520114807950005 13.65531905435 13.78532209185 14.745344522600002 -0.14429 83.538459487450012 109.96062599345002 -0.089139999999999997 19.199955102150003 66.964115113200009 203.36975145060003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 8 -7 -8 10 -10 11 12 -3 -6 15 -15 17 -17 -16 -20 -21 -22 23 -23 -25 26 -26 -24 -29 -30
right_child=-2 4 -4 -5 13 6 7 -9 9 -11 -12 -13 -14 14 18 16 -18 -19 19 20 21 22 27 24 25 -27 -28 28 29 -31
leaf_value=-0.039808891419064622 -0.017782920960535895 0.023894016488718348 -0.038573581160796837 0.036525507723179258 0.017411876061949494 -0.040706384915081113 -0.014572738803976849 0.019804756783336156 -0.03852276949444082 0.036638229172485194 -0.038815981631222275 -0.008402487670067774 -0.023066357712019977 -0.023886171207112387 0.01791155590291315 -0.039311670754852035 0.027377997212028181 0.039225672753858562 0.0097660354643012773 -0.0061131602567553638 0.017198568459227931 -0.041777835530175722 0.013709308041084708 0.0022425671578422041 0.026010899485344886 0.0013107628173138408 -0.041115040392540964 0.0026683306000737268 -0.0031788518365437352 -0.041993706825338109
leaf_weight=0.1859363767389357 0.67205424509302147 1.716495258631767 0.50841994846996386 0.34253100615023868 1.7048660083964922 1.2630025675462091 1.9188520800380504 1.0707646310329435 0.16722937057056497 0.996704271849012 0.30315713630989183 3.0746882716193795 0.51175192638766009 1.6468893919827672 1.4447997389361251 0.40616287371449267 0.69314714374195319 0.10715713351964951 5.0736126191914073 9.0285859768337087 4.1578922290354958 0.83507074229419487 5.7546114368597037 11.693228086689489 0.32902928441763313 2.858013853430748 2.2529056685161732 56.321899839385878 3.936185418162494 1.4217250826768575
leaf_count=453 31 258 435 40 30 142 77 25 151 17 42 39 96 241 25 170 15 1 136 286 40 26 128 104 7 20 231 663 67 38
internal_value=0.000770749 0.000873185 -0.0139865 0.00966795 0.00100085 -0.00331012 -0.0136784 -0.00226005 0.00320275 0.0258394 -0.00149706 0.00063638 0.0131088 0.00143415 0.00118184 -0.0112585 0.0059789 -0.0229168 0.00151956 0.00129109 0.000854956 0.00155741 0.000795909 -0.00495254 -0.00315767 -0.0147655 -0.0325608 0.00232761 0.00126572 -0.0134784
internal_weight=122.397 121.725 1.03689 0.528467 120.688 11.0226 4.25262 2.98962 6.77003 1.16393 5.60609 5.30294 2.22825 109.666 107.961 2.85336 1.20647 0.51332 105.108 103.663 98.5891 89.5606 85.4027 17.9682 17.1332 5.43995 2.58193 67.4344 61.6798 5.35791
internal_count=4034 4003 928 493 3075 847 244 102 603 168 435 393 354 2228 2198 427 186 171 1771 1746 1610 1324 1284 388 362 258 238 896 768 105
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=6 22 17 13 9 0 16 21 21 9 5 3 16 13 16 17 8 12 12 12 15 21 7 18 23 15 5 6 13 22
split_gain=0.161924 0.160183 0.152722 0.329804 0.187156 0.510296 0.698592 0.497862 0.532976 0.42916 0.399394 0.752949 0.376206 0.536898 0.510393 0.433728 0.299948 0.24371 0.954321 0.768271 0.735655 0.860025 0.42619 0.994829 1.22052 0.533848 1.50182 0.957027 0.766619 0.724579
threshold=5.3251244207000008 -0.62218499999999988 162.13109061465002 120.87576600310001 186.68586460755003 85.732241321850012 22.664946999500003 6.4631116253000007 15.803805445550003 184.36538191430003 29.996566321350006 94.972471916200007 22.764946765650006 117.66037007905001 18.594956516900002 195.42788627465004 8.4434108459500017 149.09269374785001 152.73554204000004 145.97209859650005 38.884669609800007 12.150938555950002 23.109894804950002 13.314799198000001 0.09914000000000002 37.050691080100002 20.872540794500004 15.365359009150003 117.38883580790001 0.010890000000000002
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 -6 12 -9 -10 11 -8 13 14 15 -4 -15 19 -19 20 21 -7 23 24 -20 26 -24 -27 -29 -30
right_child=2 -3 4 -5 5 17 10 8 9 -11 -12 -13 -14 16 -16 -17 -18 18 22 -21 -22 -23 25 -25 -26 27 -28 28 29 -31
leaf_value=0.043164102602297486 -0.048596590734495217 -0.047758875202958954 -0.043250713302027663 0.018889948412569448 -0.049893247962154844 0.0024132372856594314 0.003582091315222447 -0.0071942238732965267 -0.005231579075146757 0.048306422581446087 0.025934399995311708 -0.049596048408049306 0.048342270764814815 -0.049694747375489935 0.031756834240331148 0.015810766030192068 0.0004673496236950124 -0.043933589613771501 -0.024573455061770628 0.040461150415150478 0.028061065631309414 -0.037792190675994014 8.009818287881675e-05 -0.040806847549912741 0.0179426041055974 -0.024427721320354579 -0.041684154642080716 0.025513083302590486 0.0015890206380996409 0.030730891895887021
leaf_weight=0.051173579111491563 0.39841556274768564 0.26187151330645875 0.42328921639636818 0.2673334926366806 0.99506099059362796 37.882537168392446 1.8374875650624751 6.4362877410021611 0.58020050027334924 0.76951619237661362 0.7208894621580838 0.86523542914073903 0.72098515741527069 0.37926200157380641 2.7491503292694688 0.7825848136053537 0.86180359125137329 1.1151793815079134 2.6976114988792679 1.2263042389531609 2.3838757313787928 1.2130781616724551 20.746986808597288 1.8083534329198299 3.3371847765520215 2.1097235067863975 2.0942609552294007 4.7623693561181453 18.384831651346762 2.1003344208002082
leaf_count=35 300 637 274 4 129 758 41 286 42 10 16 68 12 67 80 38 3 25 37 29 24 43 635 26 26 111 29 67 162 20
internal_value=0.000865551 -0.0328957 0.000953149 -0.0214972 0.00107772 0.000411142 -0.0152266 0.00624769 -0.00156266 0.0252921 -0.00515081 -0.0134421 0.016525 0.0121102 0.0205738 -0.00492116 -0.0148619 0.00108949 -0.00086395 0.00379542 0.00271143 0.00116572 -3.64348e-05 -0.0102261 -0.00106248 0.00155563 -0.00374917 0.00598474 0.00852605 0.00457692
internal_weight=120.963 0.313045 120.65 0.665749 119.984 106.281 4.41867 13.7031 7.786 1.34972 3.42361 2.70272 5.91708 5.19609 3.95502 1.20587 1.24107 101.863 59.1568 42.7058 41.4795 39.0956 58.0417 7.84315 6.0348 50.1985 22.8412 27.3573 25.2475 20.4852
internal_count=4034 672 3362 304 3058 2246 254 812 338 52 125 109 474 462 392 312 70 1992 1138 854 825 801 1113 89 63 1024 664 360 249 182
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=15 21 21 2 16 22 15 12 16 14 20 22 0 12 15 6 21 10 12 10 2 21 15 17 13 4 2 19 6 23
split_gain=0.167714 0.572497 0.456229 0.439978 0.217779 0.592577 0.209707 0.469415 0.502905 0.451346 0.578755 0.965016 1.05344 0.809044 0.576123 0.672757 0.496826 0.435074 0.692294 0.696658 0.592656 0.735915 1.06028 0.556137 0.41187 0.400532 0.474319 0.451291 0.335554 0.3284
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 315.94243452415003 22.604947139800004 -0.082334999999999992 37.491361913600009 255.84286977610003 22.634947069650003 400.89287092065007 41.942745071500006 -0.058374999999999996 86.20003303655001 123.47238069670001 38.483556206400003 15.785368822600002 13.879103300950002 61.987779113750001 173.20477533325001 62.041548276350007 199.66651340635002 12.263428102400001 43.030193406950012 195.18216166535004 116.58229836875002 393.99831167250005 282.50503784000006 11.550931964450003 14.695343354350003 0.08092000000000002
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -6 7 29 24 10 14 12 13 -12 -8 -16 -13 20 -19 -20 21 22 -17 -22 25 26 27 -9 -11 -1
right_child=1 -3 -4 -5 5 -7 9 8 -10 28 11 16 -14 -15 15 17 -18 18 19 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0056249276944886906 0.028974698456271958 0.012088844003201997 -0.047153256456672801 -0.045780178749573464 0.013068285826311508 -0.045660417818294698 0.02011672577972708 0.040233637930444578 0.043439469333000642 -0.0014631429506260264 -3.6455327895959343e-05 -0.04615053297305971 0.011689644155083693 -0.047066836014909075 -0.022678487315088657 -0.020855463508903258 -0.0044703064308452226 0.029942730873117197 0.017433928633329578 -0.0056362398767637132 -0.046089521709439266 0.023854286405264127 0.016948325530010321 0.0036886889023288682 -0.057705948787316774 -0.043637999951697995 0.033331017402899732 -0.035349649891495596 0.042825906282880626 -0.0011854295829503776
leaf_weight=16.621203110705437 0.38886893625021901 1.7660049599362535 0.75242500539752644 0.46279539866372932 0.90707549956277955 0.47397856466704946 4.3560727364383665 0.17981075243733335 0.22245663404464711 0.47321576811373123 1.493873775005339 1.4015799890912597 5.4327650393242948 1.1913004033849572 1.682234365260231 3.2093712273053843 0.82216300856089208 2.6268749944865695 4.4937434811145049 5.0225662216544151 0.94567601848393656 2.2512586377561092 2.3132537100464106 0.71351993666030467 0.5036925371387041 0.59285862791193711 0.46149333290668437 0.70180563285066455 0.89852234371937811 56.239311480847391
leaf_count=1036 15 20 40 32 44 31 45 37 5 22 29 38 42 50 39 44 16 25 34 32 16 14 21 31 30 402 32 69 39 1704
internal_value=0.00071507 -0.00712206 -0.0184872 -0.00882674 0.000835755 -0.00708744 0.00103928 -0.000273304 -0.0178301 0.00355986 0.00269296 -0.00589625 0.00090933 -0.0209019 0.00590962 0.00324878 -0.0307405 0.00527025 0.0105978 0.00525784 -0.0015879 0.00334132 -0.00502065 -0.0246829 -0.0234169 -0.0144957 -0.00163211 -0.019934 0.0275473 0.000368174
internal_weight=119.602 4.75115 2.98514 2.23272 1.76992 1.38105 114.851 75.5226 2.66212 39.328 37.9563 10.3417 8.11794 2.68517 27.6146 23.2585 2.22374 21.5763 12.1432 9.51631 9.43308 7.77388 5.52262 1.6592 2.43966 1.93597 1.34311 0.881616 1.37174 72.8605
internal_count=4034 182 162 122 90 75 3852 3315 575 537 476 175 121 79 301 256 54 217 91 66 126 79 65 47 570 540 138 106 61 2740
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=16 16 20 10 21 5 8 21 13 9 5 6 0 13 3 9 18 10 0 0 15 20 22 7 2 5 23 0 10 18
split_gain=0.886989 1.01583 1.06747 0.982808 1.42823 1.42027 1.01595 0.87302 0.821266 0.658546 0.654912 1.08569 0.983061 0.802852 1.10138 0.873441 0.636629 0.617528 1.8566 1.74213 1.03825 0.996153 1.54145 1.88526 1.06362 1.13283 2.00696 1.60062 1.00246 2.24736
threshold=18.594956516900002 15.584963555600002 37.198331469900005 71.015621515800021 5.7087410616000005 19.234448447350001 8.2435668022500028 12.263428102400001 98.050756475600011 209.21153814325001 23.730745871350006 16.395383075500003 86.329079026800017 117.60660091645001 93.794927255050013 227.07958281845004 15.534338342150003 66.964115113200009 91.937202686950016 90.407470010750018 28.626568391100005 42.198888176300009 -0.11347 22.516377366000004 108.63443756215001 21.723721974650005 0.12535000000000004 86.420486603250012 64.407391431150018 13.552878921100001
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -3 -5 -7 9 -4 17 -12 13 -13 -15 -16 -10 19 -19 21 -20 28 -23 -24 -25 26 -26 -27 -2 -30
right_child=10 3 8 4 -6 7 -8 -9 16 -11 11 12 -14 14 15 -17 -18 18 20 -21 -22 22 23 24 25 27 -28 -29 29 -31
leaf_value=-0.0017397839433033486 0.0005674481055764815 0.0010144756779879149 -0.0019775449354940194 8.7466515786564046e-05 -0.0019427861532602848 -0.002008715633962964 -0.0018615478382432568 0.0014773853388051566 7.9249733652763703e-05 0.00011839651828404968 -0.0014638549589537446 0.00027669360105418239 0.00099346487660304634 -0.0024017895115474711 -0.0005460340198085562 0.0020009767449266796 0.00075193545776459513 -0.0015825312198277804 0.00077693907963035953 0.0015104548449700085 -4.9267734811315434e-05 0.0011631312988135516 -0.0021486493327756398 0.00086363898024400664 -0.0020173772527463715 -0.0007999547475188621 0.0002960675528243159 0.0011768263529175838 0.00059250359172015516 -0.001600638185198679
leaf_weight=1.0310601965411503 50.802255550283007 3.0129220226081079 1.0305125095037539 4.7980060930422024 2.9659257558960235 1.2157004913606213 1.2447328791022298 0.33962367329513643 11.774039767682554 1.1979529264426672 1.8212308442452947 7.9133710903115588 3.5894650667905799 1.0877527743577955 4.7132129137753509 0.55626536533236492 9.3099912747275066 2.2763815470971194 8.4993247976526636 5.019114162772893 16.594767318572849 3.3796812072396305 1.7489978566300148 3.6502297427505246 3.00662027671933 2.8534798221662641 2.57042545825243 3.2237314209342003 4.8822173476219168 2.6713702268898487
leaf_count=311 385 56 747 149 270 356 94 18 203 141 54 168 27 14 187 6 117 53 70 54 221 32 40 71 39 46 10 25 39 31
internal_value=0.000198235 -6.06427e-05 0.000174327 -0.000481945 -0.000850251 0.00024436 -0.000314007 -0.00124748 0.000258983 -0.000850833 0.000273252 -4.99705e-05 9.42064e-05 -0.000131983 -0.000640696 -0.000277162 0.000376285 0.00033047 7.9773e-05 0.000412344 0.000230567 0.000342391 -2.28961e-05 -0.000257945 -4.18746e-05 -0.000325491 -0.000951125 0.000248653 0.000470295 -0.000183114
internal_weight=168.78 37.9205 24.3436 13.5769 9.00866 4.56825 6.04274 1.55532 23.3125 2.22847 130.86 19.6813 17.8601 14.2706 6.35723 5.26948 21.084 111.179 27.3705 83.8081 25.0941 78.789 20.4332 17.0535 15.3045 11.6543 5.57705 6.07721 58.3558 7.55359
internal_count=4034 2462 1519 943 513 430 243 374 1208 888 1572 456 402 375 207 193 320 1116 344 772 291 718 263 231 191 120 49 71 455 70
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=20 23 20 19 15 15 15 23 17 22 20 13 22 17 3 22 15 17 15 13 9 23 13 4 22 16 15 9 12 5
split_gain=0.16368 0.330911 0.326892 0.329491 0.36422 0.232826 0.182452 0.511395 0.265258 0.233209 0.914894 0.871084 0.577282 0.605982 0.465271 0.343998 0.684443 0.856269 0.493568 0.41823 0.339678 0.543228 0.520188 0.330402 0.363379 0.320204 0.317456 0.288037 0.255665 0.251741
threshold=32.724174661450007 0.088555000000000023 34.654301448200009 13.951125619400001 23.292710050100002 27.806359898650005 46.683480308100009 0.090390000000000012 203.72643944000004 -0.50001499999999999 39.792680591700012 117.38883580790001 -0.58559499999999998 197.01076493205002 81.93344998355002 -0.16276499999999997 37.491361913600009 191.58460912770002 30.807603489900004 116.60649449195002 179.18874144770004 0.41214500000000009 118.72231104060002 375.65892766775005 -0.23783499999999999 9.719977270450002 20.520114807950005 66.346857137250012 202.12526968910001 13.716117217950002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -1 9 -8 -9 10 26 12 13 -12 -15 16 17 18 19 23 21 22 28 24 25 -11 29 -26 -17 -4
right_child=2 -3 6 -5 -6 -7 7 8 -10 15 11 -13 -14 14 -16 20 -18 -19 -20 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.050865922818599536 -0.05171630410851822 -0.051229112796463076 0.041978131099994632 0.039451892472984182 0.016542441279290214 0.039020791226670237 -0.045206714144975964 -0.011580409706801648 0.020868373627301529 0.045475978168133417 0.036423365624579096 -0.063783973104479474 -0.028022464039146256 -0.053996270326493637 0.030681541937329613 -0.05311250079288464 0.038406634220066814 -0.044447186036757652 0.050297890213421487 -0.05141173651205784 0.001214542429278255 0.054001938019048956 0.051170299517809666 -0.051263699056925037 0.050470818211679556 -0.051520036268975784 -0.050556865037186871 0.0053785566947359125 0.0054178902003813945 -0.052285990407445526
leaf_weight=0.10006230866815613 0.25415548347154915 0.43246129959925383 0.18669330492048075 1.0990304546430705 0.84324037551414222 0.25662323250435293 0.81696395632752628 1.7934533379157076 0.969662845134735 0.11915530608530467 2.05901720615475 0.41802478488534678 0.69464554134629031 0.38607045013486629 0.2794472835958004 1.0709191673477096 1.8538807686418293 0.80380898701241665 0.70250516361556936 0.3113465619389898 99.563836330260528 0.20831421017646778 0.16552509367465962 0.19384458101831104 0.75636050619505091 0.2968695107356325 1.3478075414968769 0.66511240286854445 0.22574633888325468 0.11399625125341117
leaf_count=107 72 55 45 22 32 36 68 52 13 13 42 23 106 77 5 428 27 55 19 117 1986 1 3 52 22 94 49 30 373 10
internal_value=0.000853241 -0.0218346 0.00100471 0.0201073 0.000733803 0.0138045 0.000643023 -0.0104651 -0.000193129 0.000996758 -0.00905434 0.00432473 0.0126516 0.0230219 -0.0184405 0.00151236 0.0134564 0.00143904 0.0135512 0.00253188 0.000839515 -0.0215125 -0.0322709 0.0107999 0.0173472 -0.023739 -0.0401968 0.029372 -0.0429225 0.00624109
internal_weight=118.989 0.789147 118.199 2.19643 1.0974 0.356686 116.003 3.58008 2.76312 112.423 5.4857 3.83721 3.41918 2.72453 0.665518 106.937 5.70288 3.849 3.04519 2.34269 101.234 1.6705 1.46219 2.03134 1.8375 0.416025 1.6485 1.42147 1.29667 0.30069
internal_count=4034 198 3836 126 104 143 3710 133 65 3577 357 253 230 124 82 3220 429 402 347 328 2791 805 804 211 159 107 104 52 801 55
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=16 16 20 10 5 5 19 15 13 8 3 20 22 17 21 16 23 6 23 22 0 9 18 22 16 2 18 22 17 23
split_gain=0.749824 1.35362 1.26237 1.00815 1.54111 1.32151 0.908788 0.861396 0.771957 0.69973 0.654807 2.33299 1.86653 1.12622 1.03906 0.931693 0.91769 0.876841 0.874529 1.0779 1.23503 0.991892 1.84219 1.53933 1.2953 0.976125 1.82464 0.942856 1.26636 0.982954
threshold=18.594956516900002 15.584963555600002 37.198331469900005 71.015621515800021 13.8160216159 19.234448447350001 12.551012654050002 24.273602154900001 97.755026081250023 3.1475436881500003 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004 8.7462497811500022 22.604947139800004 0.080770000000000022 16.425383776450001 0.093325000000000033 0.070580000000000018 96.531777631850005 204.68881850780005 13.946975448150001 -0.012794999999999999 22.594947163200004 90.745765132650021 13.86460725495 -0.070909999999999987 202.84545261905001 0.098105000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -3 -6 8 -5 -4 16 -12 15 14 -14 -13 -2 -16 19 21 -21 22 24 -24 -18 26 -20 28 29 -27
right_child=10 3 9 4 6 -7 -8 -9 -10 -11 11 12 13 -15 17 -17 18 -19 25 20 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0018134116105933532 0.00075638448440328108 0.00097387413869004123 -0.001982069573707983 0.0011414591297692941 7.4430990640529532e-05 -0.001364860178134309 -0.0017429695327298427 0.0011414337551311478 -0.002006515912210521 0.00038469073506663043 0.0003550971478633494 0.0007487317651568477 -0.0021095760019244725 -0.0022801192209984285 -0.0012462465434499672 -0.0012631816815282771 0.00065322819918926345 0.00087126108402791767 0.00069618956483574366 -0.002224698451651358 0.00040011443236860893 0.00054396572795358574 -0.0016974450904148569 0.0011028092880651728 -0.00081653202469396564 0.0005080688226329575 -0.0018227597585802914 0.00093506432936003197 0.00124752639744166 -0.00086669059537444943
leaf_weight=1.0546252999247396 18.597836954519153 2.9623088855296364 0.47114405667525971 0.43737169887753979 1.2632707505254073 1.2780183961440341 5.2106365745421499 1.7636568453453945 0.84213643259136006 22.826347414367774 32.421169385779649 3.6350775971077365 1.2993067540228365 2.622870413295459 1.2745693325996401 1.1104007279500363 8.2111496664583736 1.668862835736945 2.5828930623829391 1.5628158194012931 1.1497976556420326 13.234294818248598 3.8584480877034384 0.89339713007211408 3.0347978416830292 3.648051979951564 1.8054909841157494 15.931541763246056 3.0475411312654614 4.0619067302905023
leaf_count=311 223 56 497 24 28 374 287 75 99 711 351 98 56 113 19 34 61 35 19 50 4 113 103 7 26 35 36 107 41 41
internal_value=0.000207594 -2.86018e-05 0.000243707 -0.000510618 -0.000857971 0.000268989 -0.00138834 0.000270304 -0.00093045 0.000336828 0.00027923 9.02945e-05 -0.000649103 -0.00128989 -0.000677722 0.000277961 0.000381157 -4.56652e-05 0.000270427 4.70735e-05 -0.00111212 0.000154641 -0.00016743 -0.00117097 0.000256603 0.000500014 -0.000340169 0.000638163 0.00019846 -0.000216208
internal_weight=163.762 38.1095 24.3521 13.7574 9.51707 4.24033 6.47391 3.04316 1.27951 23.2975 125.652 44.0323 11.6111 6.86561 4.24274 4.74548 81.62 2.94343 63.0221 31.9447 2.71261 29.2321 15.9978 4.75185 11.2459 31.0774 4.38838 26.689 10.7575 7.70996
internal_count=4034 2462 1519 943 513 430 315 198 123 1208 1572 706 355 223 110 132 866 54 643 364 54 310 197 110 87 279 55 224 117 76
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 18 16 17 6 20 20 16 16 23 3 6 12 21 20 12 6 18 22 19 18 20 17 6 7
split_gain=0.830862 1.71088 1.52162 1.36673 1.31129 1.01632 1.277 0.903092 0.78294 0.749484 0.743217 0.751639 0.844368 0.71823 0.635822 1.22076 1.20035 0.91183 1.58482 0.803492 1.26909 1.08047 1.36382 0.998435 1.31596 0.902142 1.63217 1.29378 1.3628 1.23148
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 236.15709471040003 15.289002683150001 18.734956189500004 162.13109061465002 11.075258771650001 39.458743938000005 40.206947806850003 17.234959697200004 17.684958644900004 0.080135000000000026 93.281431752200021 16.405383309150004 198.57093999515004 7.515317457250001 38.478081868400004 90.84682862195001 15.785368822600002 13.012604996900002 -0.031449999999999999 13.951125619400001 13.3584252364 39.577821550850011 192.00947391610003 16.375382608200002 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 10 -2 -1 -10 -6 -12 -13 -7 15 -9 -17 -18 -19 21 -21 23 -23 24 -16 27 -27 28 -22 -28
right_child=7 2 -4 -5 5 13 -8 14 9 -11 11 12 -14 -15 19 16 17 18 -20 20 25 22 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0019758245395239153 0.0014764905906019562 0.001015837473272718 -0.0015856065103166078 0.001287157865933081 -0.0020670391786686889 -0.00077986821630359577 -0.0020434259248893433 0.00080177562848660143 -0.001009719263160467 0.00032626940906095662 0.0012051936383013372 0.00068009509241629882 -0.0015277242898719913 0.0018581118229535117 -0.0014819347166446799 -0.0024228991852665522 0.00063781070144217317 0.00082099927955837655 -0.0019522532638821305 -0.0012199441203621826 -0.0013764382808624264 0.00015611889680701766 0.0017202830999919585 0.00090932428373754787 0.00033245488123867284 -0.0013750965826112439 -0.0013057370521315523 0.0012855867128136321 0.00034071797153625513 0.00014633753973578118
leaf_weight=0.57409583753542648 2.190267182653769 0.9989646808244278 3.9818780209752731 3.2094571621710193 0.7486462762753926 0.62929918046575017 2.4545170514902566 17.544256863184277 1.5839741407216958 25.540192776286858 1.2190448828041556 1.0636179181165064 1.4595913937664589 0.87813190370798111 2.2633681674487889 0.7037797102238964 4.9728867714293301 1.3479646919295194 1.601492846268229 2.4898289903067043 1.7559865133371264 3.4440618137596157 4.6574064746964723 3.5957988426089305 3.8097378220409155 2.9679871271364382 2.1881593025755128 4.8567091178847468 25.204195705009624 39.931464535358828
leaf_count=296 29 27 245 39 63 36 139 205 825 619 7 55 148 17 56 20 121 32 59 58 36 32 53 24 29 44 37 51 234 398
internal_value=0.000198584 -2.31847e-05 -0.00106386 0.000108506 3.86674e-06 -0.000645879 -0.000950326 0.000276923 0.000202154 0.000248251 -0.000352889 -9.96906e-06 -0.000597054 0.000756848 0.000255621 0.000516358 -6.41387e-05 0.000145401 -0.000684818 0.000185394 0.000104313 0.000547647 0.00105533 0.000122263 -0.000343745 0.000147186 -2.42851e-05 0.000390178 0.000228875 7.09007e-05
internal_weight=169.867 44.3414 4.98084 39.3606 36.1511 8.45285 6.94542 125.525 27.6983 27.1242 4.4909 3.74225 2.52321 1.50743 123.335 26.1704 8.62612 7.92234 2.94946 97.1647 79.3943 17.7704 8.10147 9.6689 6.07311 76.9045 45.0876 31.8169 26.9602 42.1196
internal_count=4034 2516 272 2244 2205 465 412 1518 1740 1444 273 210 203 53 1489 437 232 212 91 1052 858 194 85 109 85 800 479 321 270 435
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=17 15 2 2 18 12 8 22 22 7 8 7 0 9 22 17 17 19 12 20 22 6 18 22 22 4 15 4 6 12
split_gain=0.165028 0.280534 0.156769 0.447027 0.317986 0.452837 0.253208 0.531013 1.04899 0.732172 0.521698 0.478742 0.339767 0.312172 0.260154 0.756685 0.769417 0.670416 0.661336 0.556266 1.07759 0.873381 1.19832 0.522827 0.781629 0.734721 0.64417 0.634711 0.675131 0.576168
threshold=160.21442126885003 35.098844929350008 49.864842700850012 60.327272492300004 13.552878921100001 82.696898122450008 8.8430989333000021 -0.122095 -0.090495000000000006 22.649177329550003 8.7431769115000026 22.444423115000003 88.606203063300015 213.86028282195005 -0.037054999999999998 204.49254535040004 204.75389752000004 14.651182102100002 87.111491403900018 41.50623664750001 -0.0019399999999999999 16.415383542800004 13.091807150500001 -0.053159999999999992 -0.06483499999999999 206.42553247045004 42.493282152450007 325.47117591905004 16.505385645700006 90.84682862195001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 -6 10 13 -9 11 14 -10 -11 -8 15 23 -17 18 -16 20 -20 -21 -23 24 26 -26 29 28 -28 -5
right_child=2 -3 3 6 5 -7 7 8 9 12 -12 -13 -14 -15 17 16 -18 -19 19 21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.049375902227116256 0.012324265465939168 0.048407329347567543 -0.0012015468734995352 -0.030780023495441011 -0.054016604134770135 -0.00057810648098955428 -0.061927015258365803 0.02809670874007265 -0.023910919424256466 -0.053353787455317415 0.016545388694602946 0.047573567409946678 -0.011068582272299784 -0.012982069892157022 0.048772245252721842 -0.068448773168593574 -0.010386899647032427 0.039847088160772134 0.026337018907228851 -0.00040717584442573134 0.00074780983243002226 0.024160907281024512 -0.060285930117858641 -0.015039324588562872 0.00093388773144128579 0.035622433709729485 -0.042545948148297985 0.0069060650545760974 -0.0083444822076721246 0.0035949465942263881
leaf_weight=0.31692517724672953 2.6484960848465553 0.081740841269493103 1.3372751995921128 1.1074260566529037 0.88944528988213256 0.58037442527711391 0.56733399874065049 1.6674982953118158 0.36797336803283487 1.0800622325623406 5.0017042032559393 0.47578206370235421 0.68954310927074391 0.58744789281627163 0.68885663170658773 0.54305901900079234 7.3060965763525019 1.1434666886925686 4.7203756158032837 8.3663680338086106 15.99563092003609 0.51982266646518738 1.3102112026535904 4.1506254994928957 2.5601419764570883 2.8664372290531901 2.0046846611076017 2.7559865121584153 3.5277776863076724 43.491206008509835
leaf_count=277 41 1 28 85 47 7 22 28 38 35 62 7 19 20 8 24 491 19 109 274 408 78 33 44 32 53 95 41 37 1571
internal_value=0.000901389 -0.0293268 0.0010027 0.000744879 -0.0178074 -0.0329158 0.00120373 -0.00870734 -0.00106763 -0.0196764 0.00170228 0.0163982 -0.036877 -0.0370283 0.000981905 -0.000631677 -0.014404 0.00444678 0.00316585 0.00214955 0.0065786 -0.00684894 -0.0362987 0.00109893 0.00224761 0.0192571 0.000502321 -0.0115457 -0.0207374 0.00274138
internal_weight=119.35 0.398666 118.951 116.303 2.80709 1.46982 113.496 5.43564 4.28086 2.61336 108.06 0.843755 1.76961 1.15478 103.058 70.3134 7.84916 32.7447 31.6013 30.9124 20.716 10.1964 1.83003 62.4643 58.3137 5.42658 52.8871 8.28845 5.53246 44.5986
internal_count=4034 278 3756 3715 82 54 3633 169 127 99 3464 45 54 42 3402 2473 515 929 910 902 517 385 111 1958 1914 85 1829 173 132 1656
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=16 5 13 5 0 0 7 22 23 13 20 9 9 15 21 15 6 21 5 10 2 6 15 23 19 21 10 5 22 20
split_gain=0.748222 0.77319 1.11944 1.96324 1.64599 1.37121 1.29695 1.11808 1.1899 1.10345 1.2828 1.10158 1.31244 1.30509 1.35233 1.18829 0.99955 0.968304 1.01013 0.908901 1.34182 0.89807 1.03168 1.10022 2.00143 0.857442 0.866162 1.49596 1.72767 0.745248
threshold=12.604970524100002 23.626838821450004 112.64908412395 20.769304081650002 90.407470010750018 91.937202686950016 20.873561687950005 -0.059424999999999999 0.083495000000000028 113.97180552410002 38.478081868400004 206.75106037490002 211.30488836970002 29.329759478700002 4.0199878722000006 23.908355817750003 16.455384477450004 2.6251474860500008 22.629964856950004 62.025417527550012 169.97615743665003 16.445384243750002 38.884669609800007 0.12535000000000004 14.451165964200003 10.003699902950002 61.977025281250008 23.389417063900002 -0.11963999999999998 40.583589072600013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 9 6 -2 8 -7 -4 -11 13 -13 29 -15 -14 17 18 -12 25 -21 22 23 24 -19 26 27 28 -18 -10
right_child=1 -3 4 -5 -6 7 -8 -9 11 10 16 12 15 14 -16 -17 19 21 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0009551852587306787 0.0013196805327741357 -0.00011017331297485779 -0.00067616292209294129 -0.0018500711425207949 0.0014589653306149113 -0.0010414464039776366 -0.0020973009251434526 0.00044857359399990803 3.0038868026520806e-06 0.0011738316764415857 0.0017705568082169655 -0.0014614377646398769 -0.001252098483568237 0.00048214831374929294 -0.0017959199013367903 0.00052361147029775278 0.00057141924812810095 0.00016020608616022718 -0.00011465410464495896 -1.6647400515624885e-05 -0.0015571076634554816 0.0011418271966250314 0.00065083096122688544 0.00068452765116897084 -0.0017321648504908878 0.00088118827304567654 0.00064108050411622883 0.00091771287961574753 -0.0019044371391959765 0.0010509010551324189
leaf_weight=1.94839524193594 0.51216168049722854 21.920660934032639 3.572433963418006 1.8177281157113601 5.0351356826722613 3.8941452773287883 1.7180508864112196 29.793621721837557 3.5105791785827041 6.83566566184163 3.8767935093492261 2.9565261299721879 1.834985396126285 2.0136800736654545 1.7128749231342224 4.9478598362766206 1.5376301738433564 5.7845913562923723 1.3649576641619203 10.454933553934096 2.4859571717679492 4.8841000013053408 12.273436722345648 4.1843232437968245 3.0223009139299393 6.621204897761344 4.6806793864816427 2.0213096085935831 2.8688495787791934 7.6932765133096837
leaf_count=930 8 809 34 167 54 361 83 392 102 65 90 90 56 42 58 71 11 35 28 72 47 43 99 20 33 38 26 16 46 108
internal_value=0.000205915 0.000219557 0.000269782 7.98215e-05 0.00041523 0.000137721 -0.0013126 0.000193147 -7.32751e-05 0.000346505 0.000396622 7.95515e-05 -0.000413539 0.000401203 -0.000564944 4.32228e-05 0.000316201 0.000532013 0.00127965 6.71765e-05 -0.000312571 0.000402027 0.000259011 -0.000111161 -0.000489207 0.000344354 2.43744e-05 -0.000424707 -0.00104049 0.000722556
internal_weight=167.779 165.83 143.91 62.4055 81.5043 60.5878 2.23021 58.3575 28.5639 76.4692 72.8967 24.6698 9.73937 14.9304 3.72655 6.78285 66.0611 35.3905 5.24175 30.6706 12.9409 30.1488 25.2647 12.9912 8.80689 17.7297 11.1085 6.42779 4.40648 11.2039
internal_count=4034 3104 2295 1538 757 1371 91 1280 888 703 669 527 217 310 100 127 604 348 118 256 119 230 187 88 68 137 99 73 57 210
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=10 0 0 22 20 20 3 23 21 10 20 21 13 20 10 4 9 23 18 23 22 21 22 19 10 6 19 19 5 6
split_gain=1.10317 2.25328 1.62344 1.405 1.81958 1.69862 1.27366 1.24432 1.23187 1.0953 1.41748 1.3123 1.20102 1.69373 1.22826 1.05344 1.04918 1.02433 1.01049 0.979053 2.04197 0.96315 0.968172 1.72973 0.957554 0.969136 0.920289 1.32425 1.74205 0.994599
threshold=66.590419433100024 90.407470010750018 92.313586825200005 -0.059424999999999999 38.244973486750006 35.050303764500008 88.931506497100017 0.083495000000000028 11.702496363450001 65.611820673600008 38.625745710700009 2.3223121640500004 115.68166489510001 43.426640904350009 62.837331883000012 150.69347026435003 194.04304600165003 -0.27172999999999997 14.030930991100002 0.092650000000000024 -0.59502499999999992 11.507908610950002 -0.095854999999999996 13.251069136700002 60.613977009100005 21.760508430800005 13.951125619400001 13.751109481500002 19.865285687250005 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 6 4 5 -4 16 -6 17 10 24 -11 13 -12 15 -14 -2 -5 -19 21 -21 22 -9 -24 25 -1 27 28 29 -20
right_child=2 -3 3 8 7 -7 -8 19 -10 11 12 -13 14 -15 -16 -17 -18 18 26 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0021875936938944261 -0.00034051531520279952 0.0016865603619584083 0.00021616186868194629 -0.0027631409114206845 -0.0011139529340700334 -0.0021554666594134917 0.00063679280805633578 0.00075233998394401002 -0.0017455355938743725 -0.0020177882011866901 -0.0021087728909273363 0.00035402955445443344 -0.0016056185693434407 0.00071129518883043352 0.0016919381438680746 0.00025848141121257362 -0.002596367897433879 0.0020118603826374802 0.00033382599020714875 0.00128403178890777 -0.00083280565006106091 0.0015481178247285111 -0.0014999357880149133 0.0010190238439052282 0.0012138109349222707 0.0021107804534947774 -0.0013396505958566474 0.0019819264540371375 -0.0023115797250614096 0.0017486365016770363
leaf_weight=0.70852786244358756 1.3830005913623602 4.8895234534284091 1.9827782654610917 0.40395956505381292 3.6160282748096533 3.439976038003806 1.2628809513844315 6.4906507028499609 1.0861126970812609 1.8838290348649018 2.1150048199633598 2.0063400694634765 1.2847942357184354 1.5277491530287077 2.4602368809282771 73.240883980994113 2.2650004071183503 1.7545106839388633 22.242485338763814 2.5171528047358152 7.7152374421566474 2.9768057517067055 2.7624580972333233 1.9276652447879312 9.5689611452107766 0.31585697829723358 1.1912247743457545 2.2811128236353388 0.97834338364191253 2.2817689059302202
leaf_count=116 40 55 104 21 584 217 71 118 92 16 139 26 31 147 30 942 45 18 508 37 193 39 142 22 164 4 13 23 57 20
internal_value=0.000197578 0.000335444 2.1833e-06 8.68502e-05 -0.000206259 -0.0012883 -0.00112964 3.25554e-06 0.00039096 0.000265986 0.000311212 -0.000794532 0.000219 -0.000926053 0.000273181 0.000226345 -0.00174115 0.000465493 0.000507936 0.000168892 -0.000312067 0.000516504 0.000241844 -0.00046463 0.00101306 -0.000862241 0.000416869 0.00049218 0.000358928 0.000465462
internal_weight=170.561 100.002 70.5592 65.6483 33.4288 5.42275 4.91088 28.006 32.2195 95.1122 91.222 3.89017 80.6287 3.64275 76.9859 74.5257 3.648 31.1334 30.7294 24.39 10.2324 14.1576 11.1808 4.69012 10.5933 1.02438 28.9749 27.7837 25.5026 24.5243
internal_count=4034 1670 2364 2208 1456 321 156 1135 752 1615 1573 42 1289 286 1003 973 85 660 639 551 230 321 282 164 284 120 621 608 585 528
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=16 16 22 20 7 5 21 12 23 3 5 6 22 23 7 23 22 21 22 19 22 20 19 13 16 18 13 21 22 16
split_gain=1.18528 1.66335 1.36063 2.02639 1.77977 1.7252 1.62861 1.14577 1.13797 1.5794 0.987704 1.22049 0.97724 0.855023 1.06752 1.02528 2.14545 0.842826 1.11293 1.61336 0.840649 0.830072 1.3719 2.34339 1.73342 1.1424 0.975574 1.32324 1.74488 1.35985
threshold=20.404952284350003 19.974953289850003 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 11.702496363450001 115.02544258150002 0.080135000000000026 93.281431752200021 20.374719724350005 16.455384477450004 -0.078649999999999984 0.083495000000000028 19.078733418100004 0.092650000000000024 -0.59168499999999991 11.507908610950002 -0.095854999999999996 13.251069136700002 -0.079634999999999997 38.625745710700009 14.251149826300002 115.68166489510001 22.584947186600004 14.329845562450002 116.72209819155002 3.8092755532000004 -0.067109999999999989 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 -4 -1 9 12 -11 -12 -2 14 -5 17 -17 18 -15 -20 -18 -10 24 25 -23 -24 -25 28 29 -28
right_child=8 -3 5 13 -6 -7 -8 -9 21 10 11 -13 -14 15 -16 16 20 -19 19 -21 -22 22 23 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0021981984580893323 0.00066346583483119085 -0.0017769579120323876 0.00057817101845133209 0.00080697336182045532 -0.00208377321129459 -0.0018478246974513676 -0.0017785431811811944 0.0011758809346376778 0.00075475310254042986 0.0020842781604529389 -0.0025095937298427995 0.0001270039232310564 0.0017917065916113418 0.00082910956010000508 -0.0011294121515191663 0.0012715792413970691 -0.0012668171029254201 0.001504061289206144 -0.0014254257407992376 0.00095640693524401345 0.00011851253451220722 0.0015103725388845781 -0.002107162366961673 0.0014832377096193469 2.8074818074239575e-05 -3.4584536672903254e-05 0.00052310827614099591 0.0002862868514529726 0.00042176162143117582 -0.0018645682243302805
leaf_weight=0.5330377914942791 5.6137751825153837 1.8534609349444497 29.761434660809758 1.4687324973056117 3.5393664145758521 1.2643947755277611 1.1717470963958465 1.4117847192756015 12.543082918506114 0.80335882306098838 0.7840101373149081 4.8547345930710435 6.2240883782505998 6.4370174993673563 4.2968839565946837 2.586218272917904 4.9821687479270622 2.843065940825908 2.6459002064075348 1.8633878454566 2.5440569658530858 6.3729889634996635 2.655580321326851 2.1611154638230792 5.7877081626211293 1.6626516263931987 1.1998941153287885 41.700036786962301 4.0591424843296391 3.8905915126670152
leaf_count=70 39 49 638 68 292 238 97 122 110 5 22 106 108 182 707 43 171 41 142 22 31 48 39 22 45 25 4 382 60 106
internal_value=0.000252907 5.55044e-05 0.000105934 -0.000160796 -0.00125577 0.000397136 0.000488899 0.000251112 0.000389088 0.000831497 5.02082e-05 -0.000239588 0.00125667 4.16155e-05 -0.000636138 0.000205104 -0.000269115 0.000552872 0.000305821 -0.000441173 -0.00079854 0.000290503 0.000206705 7.9816e-05 0.000804894 -0.00130916 0.000192961 0.000138124 -0.000537137 -0.00130176
internal_weight=169.515 69.2027 67.3492 35.1516 5.48419 32.1976 30.9332 1.94482 100.313 18.28 6.4421 5.63874 11.8379 29.6674 5.76562 23.9018 10.1124 13.7894 10.9463 4.50929 7.52623 82.0328 69.4897 57.329 12.1607 4.31823 53.0108 50.8497 9.14963 5.09049
internal_count=4034 2913 2864 1891 484 973 735 192 1121 280 133 128 147 1407 775 632 245 387 346 164 202 841 731 638 93 64 574 552 170 110
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=16 16 20 10 21 23 0 9 16 5 2 12 7 21 20 3 15 2 5 7 15 19 22 22 18 17 6 20 17 16
split_gain=0.93033 1.34034 1.1176 1.10461 1.36766 1.1154 0.994075 1.18746 1.80894 0.906956 0.830806 1.26792 1.13446 1.33189 1.09681 3.24392 1.60467 1.18233 1.12866 0.915512 0.886884 0.846504 0.801747 1.42141 1.60708 1.01535 0.980487 1.29297 1.51075 1.17283
threshold=18.634956423400002 15.584963555600002 37.198331469900005 71.015621515800021 5.7087410616000005 0.083495000000000028 85.732241321850012 187.45330412110005 22.704946905950003 19.234448447350001 108.24034454255001 121.36065266065002 22.721067571950005 9.6671863198000008 42.198888176300009 93.394346993650018 38.884669609800007 191.11793099695004 22.387336278850004 24.024273989350004 46.683480308100009 14.351157895250003 -0.074349999999999986 -0.082334999999999992 13.777522434500002 188.41589330430003 15.785368822600002 35.419594101850009 198.72470891995002 22.454947490600002
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 -5 7 -2 -9 -3 11 12 -8 -14 20 16 17 -16 -18 -20 22 -13 23 26 -25 -24 27 -12 -29 -28
right_child=6 3 -4 4 -6 -7 10 8 -10 -11 14 21 13 -15 15 -17 18 -19 19 -21 -22 -23 25 24 -26 -27 29 28 -30 -31
leaf_value=-0.0018297973928296603 0.00028134732636513407 0.00071635284748903876 0.00032083658470658959 -0.0021115441427068033 -0.0020043046530164644 4.3426690131452535e-06 0.00084982119601959406 -0.0021915675061725671 -4.7084890097200832e-05 -0.0010820864058441032 0.00099852626380768426 0.00055552869408705672 0.00025399694841005772 -0.0015179800572899288 -2.9600275973030426e-05 -0.0022576290925898066 0.0016790309962965841 -0.0016906245739056222 -0.0006095572904740974 0.0009787670985168008 -0.00080153688617675659 0.0017470229711435887 -0.00026949676882484107 0.00034042443004472941 -0.0024813596909112998 0.00080961839572513627 0.0016873935011738667 -0.0026508039072007973 -8.5088315730280593e-05 0.00034791423259034645
leaf_weight=0.96822796997912774 9.766377159161495 3.7293499293155028 22.924444800830315 1.1844971407263054 3.0519731740641873 5.0063958019018173 11.714895099401476 2.3169931881129733 4.3544755333568901 1.5164726464718112 1.8707385808229506 4.0552085945382697 13.440236171707509 1.8560569467954326 6.5947041194886022 2.4594595339149228 3.1563917323946935 2.1962736621499062 2.6965032750740647 2.8911945689469576 2.3172354549169532 5.2738907188177109 3.8806255832314518 1.5637519955635064 1.540334087796509 24.621114505454898 3.101039336994293 1.3604472503066065 2.510663547553122 13.256984779611228
leaf_count=311 233 66 1208 123 270 121 104 120 103 378 11 33 144 33 49 57 25 33 20 28 34 72 25 9 40 225 36 24 35 64
internal_value=0.000216294 -5.16539e-05 0.000233684 -0.000522193 -0.000930064 -0.000400488 0.000296143 -0.000154225 -0.000791861 0.000196457 0.000362032 0.000605892 0.000390649 3.89847e-05 0.000245454 -0.000148791 0.000146993 -0.000444578 0.000741737 0.000212276 0.00038616 0.0012291 0.000437405 0.00018264 -0.00105982 0.000662693 0.000357153 -0.000339947 -0.000986773 0.000601843
internal_weight=167.177 38.3814 23.8927 14.4887 9.24287 6.19089 128.796 16.4378 6.67147 5.24582 112.358 36.3403 27.0112 15.2963 76.0175 19.9945 17.5351 8.79098 8.74409 5.5877 56.0229 9.3291 53.7057 25.204 3.10409 28.5017 22.0999 5.74185 3.87111 16.358
internal_count=4034 2477 1519 958 514 244 1557 456 223 444 1101 386 281 177 715 212 155 82 73 48 503 105 469 219 49 250 170 70 59 100
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 22 0 5 10 23 18 20 9 8 17 10 17 23 22 17 18 18 9 5 6 18 18 8 3
split_gain=0.181427 0.379799 0.453861 0.164252 0.591953 0.68798 0.541608 0.735858 0.429842 0.394044 0.435796 0.368067 0.612511 0.330606 0.277343 0.27362 0.513664 0.292434 0.86357 0.257007 0.353274 0.225063 0.775204 0.350532 0.325201 0.517849 0.810193 0.509929 0.480419 0.471866
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 0.059320000000000012 102.03236296680001 13.154029769200003 76.279622535200005 0.092465000000000033 15.751016342950003 42.558389508100007 29.501628670900001 8.543332867800002 212.37354083175003 65.687097501250022 208.33805927010005 0.085235000000000019 -0.094519999999999993 230.44158352980003 15.343833331950004 15.170421401500002 205.67007911670001 16.569990495050003 14.745344522600002 14.908142003500002 14.738651916450001 8.0437227585500022 84.974096129100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 5 6 13 -8 -2 11 -11 15 -13 -5 -15 17 -17 21 -19 -7 -21 22 24 -23 28 26 27 -26 -6 -27
right_child=3 -3 -4 4 9 19 7 -9 -10 10 -12 12 -14 14 -16 16 -18 18 -20 20 -22 23 -24 -25 25 29 -28 -29 -30 -31
leaf_value=-0.042076124293669366 0.037651766993317119 -0.040854797816683476 0.037966071281995653 0.030328935495575873 -0.0074803275798907406 -0.013024576800924198 -0.04235243018049311 0.032823502349301016 0.00377366346273912 0.031407416985143814 -0.020074981616580327 -0.042951074539807309 0.0093975096744208127 -0.041606217225437808 -0.00041394657110829428 0.036955676768110707 -0.0023667231153881507 0.0076368733952423178 -0.035156658228050926 -0.0053891633676550433 0.031885166234332928 0.021071056336504787 -0.030436533988801733 -0.00062454401465098636 -0.0064138914270667653 0.026764878500740066 -0.043420660026315623 0.024987284684718617 0.024879967717195469 0.0018405894887248123
leaf_weight=0.17883588795439109 0.677992184926551 0.4959819689474898 0.31282810697302921 0.1257588432090414 1.1153544008557212 0.89620255935005877 0.34220855482999457 0.53786005188158015 5.3360949573980179 1.3051612921262847 0.33110193716129277 0.78183020174037554 0.66385298740351573 2.0613583967860909 0.30085575918201346 0.98237710446119253 1.1680019905325023 1.7383608029922464 1.342317982111126 0.79828725778497733 0.83624833729118109 2.345659793005324 1.2356370896741271 2.4409023351036012 9.8567717517289513 1.2395514827221621 0.89658047922421324 0.90710938558913845 2.1716535687446594 77.586925369156234
leaf_count=455 106 435 40 29 51 42 23 33 109 108 11 46 8 265 16 30 21 25 41 16 27 21 34 29 274 12 56 26 23 1622
internal_value=0.000996886 -0.0161101 0.00885184 0.00113766 0.000797136 -0.011566 -0.0234304 0.00359186 0.00759288 0.00147171 0.0209898 0.00117176 -0.0189128 -0.032989 -0.0363599 0.00144822 0.0155973 0.00115247 -0.0110092 0.00422373 0.0136808 0.00152789 0.0011007 0.0100074 0.00151626 0.00106643 -0.00681656 -0.00376761 0.0138994 0.00223253
internal_weight=121.01 0.987646 0.491664 120.022 114.008 5.89878 3.36804 0.880069 6.01409 108.109 1.63626 106.473 1.44568 2.48797 2.36221 105.027 2.15038 102.877 3.08068 2.53074 1.63454 99.7961 95.0096 4.78656 93.7739 90.4869 11.6605 10.7639 3.28701 78.8265
internal_count=4034 930 495 3104 2889 451 366 56 215 2438 119 2319 54 310 281 2265 51 2214 66 85 43 2148 2098 50 2064 1990 356 300 74 1634
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=16 16 16 15 21 21 2 22 0 19 22 8 6 13 20 5 23 15 21 23 3 17 16 21 7 5 8 6 17 22
split_gain=0.161451 0.343307 0.405867 0.149283 0.540721 0.419984 0.399391 0.289951 0.478766 0.191627 0.871884 1.15254 0.861558 1.28945 0.937806 1.01186 0.840346 0.814099 0.696344 0.66005 0.657655 0.633294 0.544853 0.499359 0.430689 0.400006 0.378343 0.365753 0.460557 0.378676
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 46.074827201850006 15.285239689500001 9.4408665581500006 315.94243452415003 -0.10290999999999999 86.329079026800017 14.351157895250003 -0.078649999999999984 8.8430989333000021 16.405383309150004 117.38883580790001 38.903925214650009 20.872540794500004 0.087715000000000029 38.884669609800007 16.172025809700003 0.096315000000000026 93.499196860750018 192.94032447935004 22.604947139800004 5.2345280387500006 22.814487719050003 21.386268748550005 9.6424751081000029 16.585387514950003 183.58889821140002 -0.095854999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 6 7 -5 -9 18 12 16 13 17 -14 -16 21 -11 27 -18 25 -12 24 -17 -20 -21 -13 29 -29 -2
right_child=3 -3 -4 4 -6 -7 -8 8 -10 10 11 26 14 -15 15 23 19 -19 22 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.04199512495166647 0.0057682283726883284 -0.040890285053292792 0.037455260875397342 0.035799553842790786 0.011346553229221732 -0.044129784932287509 -0.043008766189831182 -0.042500276714796031 0.0083045383097486852 -0.019754617701782402 0.011056727150687366 -0.037454801007096881 0.032177348305249535 -0.047803435575571013 -0.029387449102307346 -0.013240301602700025 -0.011894872678285944 0.017504974351240241 0.022863032247482883 0.011425614548664632 -0.0024114043664769723 0.037130394990068247 -0.050811675432627566 0.0076226854546925906 -0.027462063861736018 0.032700851476269867 0.0029357520144296825 -0.0043224168216431796 -0.045527962218093555 -0.0006890264047002602
leaf_weight=0.16251834500871964 20.948572182611315 0.44953284652365255 0.28744612621085253 0.30805969715584103 1.7742644114186985 0.69297391342115577 0.42533967224881042 0.43142747628735312 0.97946504037827253 2.2234418112784655 2.8842793535441222 1.0421226747857861 1.5547957494854916 1.4968175404937936 1.7386664729565371 2.3117411509156218 2.5413582772016516 1.6491905990988014 0.47045902154786634 3.9878061562776548 3.6732435952872038 3.143449031515047 0.74299040436744679 9.3241555708227661 0.65953624522808241 2.2220517229288816 0.58449824026320119 1.6599695868644624 0.59497163392370556 48.883278461988084
leaf_count=455 843 435 40 12 20 40 32 67 11 35 25 42 27 39 32 51 44 25 40 33 33 112 9 86 65 27 18 358 18 960
internal_value=0.000906576 -0.0160536 0.00875934 0.00103483 -0.00605346 -0.0169344 -0.00814568 0.000480885 -0.00723073 0.00132072 0.00354714 0.00948418 -0.00232556 -0.0161296 0.00263917 -0.000794644 0.0123426 -0.00388733 0.000105228 0.00636964 0.0110662 0.0246541 -0.0240838 0.00347777 -0.00650986 0.0190385 -0.0229412 0.000733718 -0.0151946 0.00124806
internal_weight=119.848 0.899497 0.449964 118.949 4.61153 2.83727 2.14429 1.71895 1.41089 114.337 40.3776 20.0788 20.2988 5.36945 14.9294 13.3746 18.4522 3.87263 73.9598 12.4245 9.8831 6.02773 1.87299 11.6359 1.13 6.20986 1.62662 72.0868 2.25494 69.8319
internal_count=4034 930 495 3104 182 162 122 90 78 2922 629 334 295 99 196 169 274 60 2293 137 93 137 114 137 105 60 60 2179 376 1803
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=17 15 20 23 20 22 19 22 17 22 10 0 0 23 18 10 5 18 22 22 16 22 23 6 20 15 23 15 16 19
split_gain=0.165468 0.247737 0.149351 0.308795 0.276509 0.339381 0.258047 0.405329 0.448956 0.207572 0.166261 1.14662 1.02283 1.28406 1.89677 1.2283 0.816934 0.578665 0.472965 0.46392 0.811347 0.443916 0.852799 0.764452 0.599611 0.627428 0.614542 0.501656 0.675204 0.581444
threshold=160.21442126885003 35.098844929350008 32.724174661450007 0.088555000000000023 34.654301448200009 0.19040000000000004 13.951125619400001 0.10957500000000002 176.08408741720004 -0.10623499999999998 66.590419433100024 90.407470010750018 93.399723909900004 0.11531000000000002 13.581061237400002 69.873026810350026 18.946524085150003 13.303774303900001 0.20949500000000004 0.13747000000000004 22.584947186600004 -0.059424999999999999 0.083495000000000028 14.865347326450001 40.80591513400001 28.626568391100005 0.09450500000000002 28.176737565850001 15.839962959300001 13.351077205700003
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 6 7 8 -4 -2 11 18 13 14 17 -14 21 -12 19 -6 -21 22 -17 -23 26 27 -24 28 -26 -30
right_child=2 -3 4 -5 10 -7 -8 -9 -10 -11 12 -13 15 -15 -16 16 -18 -19 -20 20 -22 23 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.049221038223723465 -0.047429509062107453 0.048210278443043035 0.034398189127192232 -0.047362109096046393 0.0012683056197392746 -0.01986280484447675 0.046734019515843259 0.050432250873799801 -0.050141677179222063 0.034693021270647259 -0.018127545048748268 0.032938198861454819 0.032981089568634804 0.044837971145191294 -0.0542350369558783 -0.031931977794646044 -0.031429475186371236 0.041593765323885222 0.02879794198734896 -0.055055628276109138 0.0050161092117354273 0.0034584656691455926 0.00092148442323420276 0.047938262983841178 0.023758278807882394 -0.024805799059880548 -0.027144304780108867 0.048966085415457362 -0.035853056429021583 0.0092722250889135382
leaf_weight=0.29915035151907332 0.09281679953596722 0.071564264595508575 0.24169895173690681 0.41081366111029638 65.025355966237839 0.42127943081868569 0.80179651267826557 0.34450863050005864 0.32716588340645103 0.25583894243845762 0.69791967318451387 2.6037264750484601 2.5038949557201695 0.55902869068086136 2.7151796285106684 2.2439613000742566 1.8617171531041083 0.73936653620330617 1.3406366637791496 0.89461232698522453 1.1209160494618116 17.2607510475009 4.1952469259431364 0.89958444237708945 3.1376705581733404 1.0854248874820767 2.9337266800212092 0.78977389447391022 1.0424781918991359 1.6041686027310786
leaf_count=277 93 1 30 49 1284 19 20 3 54 43 17 55 46 6 137 584 180 33 37 18 26 425 157 17 139 47 145 5 64 23
internal_value=0.000966126 -0.0304125 0.00106458 -0.0197288 0.0011991 0.0179677 0.0272596 0.0101642 -0.0142224 0.0128309 0.00088827 0.00229922 -0.00137414 -0.0220929 -0.0311035 0.00109351 -0.00106124 0.0125942 0.0011326 0.000579366 -0.0216473 0.000545258 -0.0049101 0.0056618 -0.000809885 0.00832835 -0.0106282 0.013799 0.0089974 -0.00850201
internal_weight=118.522 0.370715 118.151 0.759469 117.392 2.13645 1.71517 0.913373 0.568865 0.348656 115.255 70.9852 44.2699 4.71149 4.15247 39.5584 37.0545 1.43729 68.3815 67.0409 2.01553 35.1928 17.0325 18.1603 14.7885 7.65952 7.12897 6.57409 5.78432 2.64665
internal_count=4034 278 3756 185 3571 126 107 87 84 136 3445 1420 2025 193 187 1832 1786 50 1365 1328 44 1606 1164 442 580 278 302 231 226 87
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=16 16 17 10 5 20 9 13 21 23 5 9 20 4 12 21 17 8 3 20 16 22 5 6 23 23 13 15 5 5
split_gain=0.89486 1.26738 1.20736 1.52526 1.40687 1.11661 1.10777 1.01445 0.875309 0.85456 0.786898 0.754321 0.701205 1.22807 0.734201 0.874509 0.766616 0.690397 0.653511 2.24599 1.88108 1.29056 1.57965 1.24746 1.10283 1.06122 1.18488 1.1082 0.931512 1.19045
threshold=18.594956516900002 15.584963555600002 236.15709471040003 71.015621515800021 19.234448447350001 37.198331469900005 191.72037998490001 98.050756475600011 12.263428102400001 0.11531000000000002 13.154029769200003 209.21153814325001 40.844669808050007 233.83087653775002 178.48484864030004 5.0750534271500012 188.19076296340003 7.6440346712000009 93.281431752200021 41.942745071500006 22.604947139800004 -0.095854999999999996 22.783584484750005 16.585387514950003 0.10469000000000002 0.080770000000000022 114.05514772615001 30.243446395250004 20.374719724350005 20.849573174100005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 -5 11 -6 -8 -9 -7 13 -12 15 -14 -17 -15 25 28 21 -21 -23 -22 -24 26 27 -2 -20 -30
right_child=18 2 -4 6 8 7 9 10 -10 -11 12 -13 14 17 -16 16 -18 -19 19 20 23 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0016788159239424089 0.00076595440615952507 0.00092550479073620661 0.0010170409478137174 0.00020427531592823777 -0.0019806659379596817 -0.0019411021724850927 -0.0017746096259362433 0.0016328374844121931 0.0014569611071618205 0.00035395360534844688 0.00028604226093197717 7.7726950793780507e-05 0.0013264134120189424 0.00031717354179366128 0.0014645955647540725 -0.001666469454390545 0.00030022137646743089 -0.0020929599283299976 0.0013490788120370258 0.00070325423957030451 -0.0018596687300902566 -0.0023169965487567458 -0.0011887641657201894 0.00041358820211359441 0.001801623012801658 0.00025618127961366877 0.0011937324270091525 -0.00056807055949600243 -0.0012706301466053147 0.00034265305404102193
leaf_weight=1.0740685712225992 5.9829824510961789 3.0412181898136614 1.6635785412508983 1.6419872133701554 1.2581235719844697 1.1785082832539076 5.7703481871867552 1.7384969346458117 0.3326503422576933 0.75792157906107593 10.06719964137301 1.4866311189980477 1.9312219301355051 0.61330180184449901 3.0646584550268017 0.98138508253032375 2.4905857928097248 1.3545377035625277 3.0248221382498732 4.3771228350233287 4.3770921069663018 1.4607183346524819 0.85870974708814152 1.0662739938125012 0.89416466094553471 64.396176173351705 10.397579934448002 3.509065477643162 1.7194937560707355 29.443124241195619
leaf_count=311 49 56 38 136 356 747 314 25 18 25 100 141 17 14 44 54 17 49 31 98 162 20 41 27 7 643 137 37 14 306
internal_value=0.000198866 -4.62859e-05 -0.000493377 -0.000689647 0.000174309 0.000202651 -0.00117945 0.000283788 -0.00126182 -0.00152749 0.000415452 -0.000814987 0.000312226 1.98732e-05 0.000727736 0.000309794 -0.000255682 -0.00134181 0.000274266 9.67697e-05 -0.000568897 3.74003e-05 -0.000869536 -0.00141437 0.000336672 0.000373708 0.000754223 0.000272786 0.000350557 0.000253635
internal_weight=171.954 40.4464 14.4658 12.8022 4.63199 25.9806 8.17026 24.9065 1.59077 6.52827 22.2414 2.66514 20.5029 12.035 8.46785 5.40319 3.47197 1.96784 131.507 47.2215 13.0341 7.59072 3.21359 5.44337 1.75287 84.2858 19.8896 9.49205 34.1874 31.1626
internal_count=4034 2462 943 905 430 1519 475 1208 374 339 320 888 295 163 132 88 71 63 1572 706 355 166 68 189 48 866 223 86 351 320
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=0 17 9 18 16 17 12 12 23 12 21 17 2 18 6 17 18 22 6 23 22 4 20 18 13 5 8 18 7 22
split_gain=0.145533 0.2809 0.278882 0.154623 0.259645 0.803346 0.183055 0.72754 0.611225 0.477029 0.434481 0.391438 0.576303 0.548192 0.88987 0.43664 0.473676 0.723363 0.947361 0.50323 0.397168 0.640762 0.469952 0.827477 0.402439 0.46468 0.46599 0.383114 0.379131 0.369867
threshold=103.48144189910001 241.79519611995002 218.72979271345005 17.138111898250003 17.684958644900004 217.18274420675002 149.09269374785001 150.73104262400003 -0.41441 144.57070813310003 5.7087410616000005 199.84861692095004 77.604108716450014 14.613481077900001 14.275333540900002 192.20712075930001 13.276755824150003 -0.059424999999999999 14.905348261050003 0.086955000000000018 -0.10623499999999998 202.19493194685001 42.719328117250008 12.909082926650003 104.08096806215002 21.197160116700001 8.543332867800002 15.343833331950004 22.105125139000005 -0.58994000000000002
decision_type=2 2 2 2 2 2 2 2 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 6 5 -5 8 -8 -1 11 -11 15 27 -14 -15 20 -17 18 -18 -20 24 22 28 -24 29 26 -26 -13 -22 -10
right_child=1 2 -4 4 -6 -7 7 -9 9 10 -12 12 13 14 -16 16 17 -19 19 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.049756241989966032 -0.045722755491615995 0.035008136643404526 -0.046476264380733399 0.029685042664783112 0.045864226496208554 -0.046679318485926005 -0.040250134096343274 -0.00020807905792565872 0.021902327155643768 0.034400474847070116 -0.0028618012933542911 -0.050236056994701371 0.021757452234653748 0.0010194285246024344 -0.048853055612615819 0.038822620770158092 -0.038700698671378056 0.019965412851548577 0.028048610103357758 -0.0043419916312906256 -0.017488550293081773 -0.034001650229506103 0.027153164372587846 -0.047475067320281228 0.030353743139868754 -0.0038469590609958551 -0.0002902859231233372 -0.0020005903627081361 0.003566429616847726 -0.047530736625125657
leaf_weight=0.4468762877950202 0.38762333172212393 0.26300395121506881 0.12666924463701434 0.85258237086236366 0.40993414260447014 0.41781871762941591 0.93786021433333999 60.762662997661209 0.2408364515285939 1.8194221507583273 0.98001120809931297 0.92777930689044186 1.5716296709142623 3.5439636917435564 0.91656580043490965 1.1390040833502997 1.198660096968523 5.4365815826458848 1.4728191206231711 2.8961277361959219 1.9219860756493456 1.2028948150800705 0.4320310108596449 1.0080617735220583 3.329286819905974 2.2397716682244209 1.4499542415142057 0.52472245553508401 18.462825955677545 0.44416327499493036
leaf_count=85 852 26 42 26 16 40 24 1549 7 36 33 39 33 45 41 30 51 84 60 25 84 79 35 70 96 241 17 14 167 87
internal_value=0.000927547 -0.0185297 0.00852038 0.00105683 0.014644 0.00456978 0.000858825 -0.000816726 0.00278739 0.00322909 0.0213559 0.00222144 -0.00729857 -0.0011554 -0.00922855 0.00388334 0.0111263 0.0082596 -0.00317074 0.00657723 0.00102138 -0.0019452 -0.000178382 -0.0250864 0.00988869 0.01311 0.0210568 -0.0328108 0.00158126 -0.023119
internal_weight=117.764 0.777297 0.389673 116.987 1.68034 1.2704 115.306 61.7005 53.606 53.1591 2.79943 50.3597 7.48466 6.03216 4.46053 42.875 12.1432 11.0042 5.56761 4.36895 30.7318 23.0278 21.8249 1.44009 7.70401 7.01901 4.77924 1.4525 20.3848 0.685
internal_count=4034 920 68 3114 82 66 3032 1573 1459 1374 69 1305 172 119 86 1133 250 220 136 85 883 435 356 105 448 354 113 53 251 94
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=16 16 10 17 20 21 5 3 20 22 17 21 16 9 23 21 6 5 5 3 23 13 15 6 20 20 10 18 22 2
split_gain=0.898674 1.69921 1.2758 1.61866 1.21176 0.937734 0.884259 0.881825 1.97934 1.8536 1.09031 1.15297 0.926914 0.86623 0.948753 0.839306 0.831915 0.825438 0.935072 0.802369 0.800224 0.794187 1.00627 0.75338 1.07895 2.87969 1.14654 1.12827 0.769444 0.812285
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 37.198331469900005 5.1185473364500007 19.234448447350001 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004 8.7462497811500022 22.604947139800004 191.72037998490001 0.11531000000000002 4.5829628528000006 11.075258771650001 20.374719724350005 20.849573174100005 108.40938565220002 0.080770000000000022 114.05514772615001 30.243446395250004 16.465384711100004 40.563919884450009 41.147265497500008 60.613977009100005 13.142272494650003 -0.059424999999999999 104.38256328765002
decision_type=2 2 2 2 2 2 2 2 2 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 13 -3 20 17 12 11 -11 19 -4 15 -15 -6 -9 -19 -10 21 22 -2 -20 26 -26 -25 -27 29 -28
right_child=7 2 3 -5 16 -7 -8 8 9 10 -12 -13 -14 14 -16 -17 -18 18 23 -21 -22 -23 -24 24 25 27 28 -29 -30 -31
leaf_value=-0.0018368166785003753 0.00090847608548587496 0.0007742158644652628 0.00071703813913683424 0.0011263500208719185 -0.001343749801222036 -0.0020627367999428675 -0.00098795717823440318 0.0013898859289364182 0.0012031021478417655 -0.0021599616883348949 -0.0022494014332371847 5.3814475856868798e-05 -0.0012366221695048394 -0.0021081913977020494 0.0012110971573409902 0.00051642892961078558 0.00047234881343451531 -0.0011356033870667448 0.0009837862351580488 -0.001009477731544886 0.00034859573289553982 0.0012070619353988937 -0.00047220695622606033 -0.00087195562561550135 -0.002405973516845396 0.00087141412184136083 0.0010542140854386836 -0.00057628193367542234 0.0013598887636062083 -0.00049492677479474119
leaf_weight=0.97417242032134055 5.360015435144307 3.6388952133711419 1.2075024851073957 1.2384010001551349 1.013124795746992 3.4230711096461164 1.5659618869249241 2.7396335564553729 3.1893888777121888 1.3099347389652392 2.5754346581525169 2.9224512961227447 1.144510193262249 2.5103639585431674 0.53450255037751038 0.57589366193860758 22.650872779384372 1.7258514799177671 5.7627766989171532 0.78529056068509806 62.092653017491102 9.5219415705651027 3.266193893738091 1.7786440694471846 1.9754730788990844 4.6410044791409728 2.6609073951840401 3.7358345286920667 5.2587923780083639 2.5468932390213013
leaf_count=311 47 66 36 38 692 273 378 31 44 56 113 54 34 150 8 9 516 14 34 53 631 137 37 87 32 30 16 36 38 33
internal_value=0.000250119 -8.37073e-06 -0.000536088 -0.000963966 0.000306368 -0.00127769 0.000244039 0.000331461 0.000110932 -0.000573172 -0.00124347 -0.000631355 0.000318234 -0.000721121 -0.00120074 -0.00161844 0.000394596 0.000359496 0.000265669 0.000765955 0.000454456 0.000816651 0.0003857 0.000350943 0.000189557 -0.000276421 0.000583502 0.000225782 0.000830835 0.000296601
internal_weight=164.326 39.3328 14.6946 9.48973 24.6382 8.25133 5.20486 124.994 44.7528 11.927 6.80782 4.23239 5.11919 4.82826 3.62076 3.08626 23.664 32.8258 30.0862 3.97468 80.2408 18.1482 8.62621 28.3603 22.5975 10.3523 12.2452 8.37684 10.4666 5.2078
internal_count=4034 2477 958 514 1519 476 444 1557 705 354 223 110 131 203 167 159 1208 351 320 97 852 221 84 306 272 98 174 66 87 49
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=10 0 5 0 22 23 6 5 16 20 22 5 5 5 15 23 7 22 21 7 7 19 22 20 10 13 23 20 9 23
split_gain=0.846817 1.85133 1.16923 1.27128 1.34238 1.29465 1.14113 0.948432 1.08467 0.943159 2.08188 2.28643 1.00837 1.0019 0.959117 0.936873 0.893683 0.869005 0.858521 0.856022 1.52835 1.51089 1.0212 0.853397 2.44384 0.995336 0.943291 1.12368 0.955015 1.06383
threshold=66.590419433100024 90.407470010750018 20.769304081650002 91.937202686950016 -0.059424999999999999 0.083495000000000028 18.710437166350005 23.626838821450004 20.784951395750003 42.719328117250008 -0.102645 21.850554661550003 21.043187000650004 22.387336278850004 42.713473568600008 0.12535000000000004 22.105125139000005 -0.063749999999999987 2.3223121640500004 24.054467534550003 24.786990758350004 12.651020723000002 -0.094519999999999993 38.478081868400004 63.530954080650012 117.20333219690001 0.084360000000000018 42.198888176300009 186.68586460755003 0.096665000000000015
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 -4 8 18 14 -11 12 -12 -13 16 19 -10 -16 -1 22 21 -21 -7 -18 25 -25 -27 28 -28 -30
right_child=2 -3 6 4 -6 15 -8 -9 9 10 11 13 -14 -15 17 -17 23 -19 -20 20 -22 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.0026807370746331121 -0.001515937309858655 0.0017526056185547811 -0.0021681206506156858 -0.001244642154206585 0.00047941552781618509 0.0018143992493738115 0.0022322421145671441 -0.0001095450912973591 -0.00073602653575877705 0.0017838428218498001 -0.00087573910402363221 0.0017083387271654784 -0.0029418837427643042 -0.00029087284815827513 0.00034515112477694309 -0.0023617053173045611 0.0012777562512535725 0.0022647336137662667 8.1328774531237775e-05 0.00034676158682848664 0.00024167548144347214 -0.002078178022653243 -0.00038293289811547571 0.0016596399865088001 -0.0017875834161897887 0.0010124403906395672 0.0012927666318628944 -0.0010216934134689389 -0.0002986523137971469 0.00064649736536830668
leaf_weight=0.93115204729838241 2.2300700365449293 4.315080667322035 1.8761841298328357 4.4884458066917459 30.307792158491793 2.6359606223850278 0.32706111669540394 21.161297709055361 2.6803186088800421 2.2969676814973345 3.8730341717600805 2.1098990458995104 1.5683498401194809 2.7014411415439099 1.8313744408078489 0.75823438583756697 6.6714715734124175 2.8473948016762725 1.2401014659844802 1.9993725823878801 15.98395020085445 3.092299893964082 1.6100855076219946 3.5606647823005906 2.2046392969787112 10.822495011612771 4.7013372853398385 2.9015379054471842 10.330628902651371 12.363483805209396
leaf_count=26 95 55 136 668 715 50 5 818 33 25 42 18 28 27 25 43 61 30 85 29 494 109 20 29 32 108 39 34 78 77
internal_value=0.000234758 0.000359387 4.18078e-05 9.61579e-05 0.000155214 -0.000166225 -0.00151491 0.000297279 0.000411099 0.000455854 -8.68224e-05 -0.000505917 -0.00147126 0.000585834 0.000567656 1.93746e-05 0.000488974 0.00151337 -0.0011032 9.06739e-05 -8.87336e-05 -0.00112596 0.000981179 0.000550282 0.000446766 0.000557015 0.000461535 0.000264744 0.000400995 0.000216254
internal_weight=166.422 101.113 65.3095 63.1062 60.8761 30.5683 2.20325 96.7976 75.6363 73.465 12.5497 10.2527 5.44138 4.81134 60.9153 26.0799 56.2366 4.67877 2.17125 25.3217 21.0756 5.09167 4.24605 53.5563 46.8848 44.6801 41.1195 30.297 27.3954 22.6941
internal_count=4034 1670 2364 2223 2128 1413 141 1615 797 686 140 115 70 45 546 745 491 55 111 702 632 138 70 458 397 365 336 228 194 155
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=10 18 17 8 10 18 16 17 7 9 2 9 9 22 17 8 23 7 3 22 22 6 18 23 13 6 18 7 21 17
split_gain=0.155366 0.222653 0.217066 0.373271 0.220436 0.205419 0.216111 0.176126 0.388357 0.184231 0.348055 0.234658 0.337022 0.45215 0.315634 0.295171 0.777856 0.512985 0.410105 0.265738 1.11329 0.633818 0.229121 0.572605 0.421716 0.473726 0.395631 0.845935 0.93288 0.668618
threshold=81.479100559500012 17.323446153950005 190.11254901275001 7.1444245619500011 83.740093847200015 17.399600107550004 17.684958644900004 221.27458857605004 26.637125930550003 223.29399794390005 201.70502722175004 219.59809404590001 215.54845996915003 -0.071864999999999998 207.25292259465002 8.8430989333000021 0.10335500000000002 22.589037079550003 95.913432261900013 -0.58559499999999998 -0.54526999999999992 13.835323260100003 12.909082926650003 0.10433500000000002 116.35915634395 16.485385178400005 13.327513832500001 22.938075114600004 15.665766713500002 188.10488866565001
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -3 7 -7 9 -9 11 -11 12 15 -14 -13 19 17 18 -17 21 -21 -1 23 24 -22 -26 29 -28 -29 -24
right_child=1 2 3 -5 -6 6 -8 8 -10 10 -12 14 13 -15 -16 16 -18 -19 -20 20 22 -23 26 -25 25 -27 27 28 -30 -31
leaf_value=0.036927838897093015 -0.050787290163682157 0.050699458978331231 0.030463234040092088 -0.051608535691137512 -0.05256731780199167 0.0036137874180015841 0.050731893621576062 -0.052803013006736524 0.012168459901575817 -0.005720449736712368 0.037795354304429998 -0.029787016992744102 0.03639581512383893 0.00017440064141015184 0.0067281924212696321 0.038617403887206275 -0.055667400535704493 -0.022433134960477163 -0.012472933500201594 -0.054654550699592894 -0.028886160255115055 -0.0070217459442299141 -0.001913909909833723 -0.043448232704825417 0.041925418941408547 -0.0015988855684642533 -0.0291140833741142 0.0020656894737502477 -0.042499095975902054 0.014767681605941756
leaf_weight=1.6728928394441021 0.34112792259929736 0.25440789572894573 0.2191965094657462 0.37498810964098084 0.064729219416221895 0.56178176943285407 0.42821159027516842 0.46407551458105345 0.45464671024819836 0.87878228886984178 0.96011179045308381 1.3960719112656073 1.5841896998463201 1.8826668626861636 1.0246139406226573 0.98097896203398682 0.82482328067999322 1.4772560757701283 0.65346243686508387 0.89079188359028094 1.1814973109285336 1.6049979035742579 10.531777043324839 0.93591994512826193 0.71565420553088177 4.8874051950406283 2.3764867275031056 63.251063316030923 1.1947080262707448 13.932346377550855
leaf_count=46 371 7 226 127 229 36 17 30 30 27 31 44 38 38 18 11 34 29 43 100 243 29 237 17 15 176 211 1300 70 204
internal_value=0.00114416 -0.0163453 -0.0034812 -0.021332 0.0297543 0.00133209 0.0239942 0.00113827 -0.0206507 0.00131259 0.0169997 0.0010573 0.00139417 0.0167259 -0.0143311 0.000897935 -0.0125296 -0.00109497 0.0181911 0.00141024 0.000950936 0.0154082 0.00145123 -0.00681348 -0.00175976 0.00396028 0.00215022 0.000160034 0.00123954 0.00758628
internal_weight=118.002 1.25445 0.913322 0.594185 0.319137 116.747 0.989993 115.757 0.918722 114.838 1.83889 113 110.579 3.46686 2.42069 107.112 3.93652 3.1117 1.63444 103.176 99.8977 3.27789 99.0069 7.72048 6.78456 5.60306 91.2864 66.8223 64.4458 24.4641
internal_count=4034 960 589 353 236 3074 53 3021 60 2961 58 2903 2841 76 62 2765 117 83 54 2648 2573 75 2473 451 434 191 2022 1581 1370 441
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=16 16 10 17 20 21 19 21 5 6 16 5 21 3 20 22 23 16 21 17 23 23 22 9 18 16 22 0 15 12
split_gain=1.44114 1.91244 1.50448 1.56898 1.25181 1.06113 1.17833 1.40815 1.03166 0.93388 0.687537 0.898734 0.669635 0.654036 2.33018 1.7519 1.09275 0.896094 0.821916 0.882762 0.817201 0.786107 1.46358 1.57254 2.01458 1.16063 1.15189 1.07029 0.911678 0.901333
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 37.198331469900005 5.1185473364500007 12.551012654050002 4.5829628528000006 19.234448447350001 11.075258771650001 15.404963976500001 13.154029769200003 12.263428102400001 93.281431752200021 41.942745071500006 -0.097294999999999993 0.080770000000000022 22.604947139800004 8.7462497811500022 189.19102531915004 0.079220000000000027 0.093325000000000033 0.070580000000000018 204.68881850780005 13.946975448150001 22.594947163200004 -0.026144999999999998 96.531777631850005 29.593577021650002 122.12526081760002
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 6 -4 -8 -3 -6 11 -11 -10 16 -15 17 20 -16 -17 -20 -2 22 23 24 25 -18 28 -24 -26 -23
right_child=13 2 3 -5 9 -7 7 -9 12 10 -12 -13 -14 14 15 18 21 -19 19 -21 -22 29 27 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0018280056609861737 0.00060306384067687602 0.00074635086218470081 0.0012977422262100235 0.00092889607776537825 -0.001357864166457977 -0.0020855331499698786 -0.0018545623159111708 0.00052095530422778123 -0.0017129483335307819 0.0016094256669123236 0.0009573871821860285 7.1359378077840959e-05 0.0015333606718403313 0.00040901624732475421 0.00073085600561496791 -0.002192851721535881 0.0006828913614198703 -0.0013041605684090932 -0.00015810242100922889 -0.0022531686074781939 0.0015014307001961736 -0.00015793422652173053 -0.002266401881328599 0.00071868089811887308 -3.286954044616234e-07 -0.00072519815644591994 0.00056733097016156795 0.00024135053864856562 -0.0021996092925803748 0.00069553412941623753
leaf_weight=1.0616860488462432 14.332788650412114 4.0701029275078353 0.90040450007654538 1.3792019677348424 1.1778811619387877 3.9491684277600143 3.2550037827604683 1.3603315751533953 1.3102160033304242 1.6154155074618817 6.7983326949179164 15.244050757959483 0.30028690019389603 32.926792010432109 3.6654346324503404 2.4627000369364396 8.0150596424937302 1.0761586686130611 2.7740487983683129 1.0720471800304947 5.3446424826979628 5.8252356820739832 1.6436207974329582 13.781815798953174 0.94701369199901986 3.1292498894035807 1.1163228824734659 1.0870883613824844 3.0865201856940985 25.952614311128855
leaf_count=311 127 66 16 38 692 273 167 20 360 24 38 454 18 351 97 132 59 34 54 37 94 65 48 111 11 26 12 4 87 208
internal_value=0.000237741 -7.55367e-05 -0.000596718 -0.00102493 0.000257021 -0.00130963 -0.000754104 -0.0011544 0.000220723 0.000346152 0.000430992 0.000218732 -0.00110766 0.000341375 0.000147544 -0.000631562 0.000442537 0.000268986 -0.0013084 -0.000742074 0.000847072 0.000319285 0.000106379 0.000231171 -0.000181171 0.000287509 -0.0011954 -0.00126807 -0.00168325 0.000539084
internal_weight=170.661 42.4221 16.5247 10.8441 25.8974 9.46491 5.51574 4.61534 5.68061 24.8357 23.6578 16.8595 1.6105 128.239 43.9772 11.0504 84.262 4.74159 6.3088 3.8461 19.6774 64.5845 32.8067 30.076 16.2942 11.1443 5.14986 2.73071 4.03353 31.7778
internal_count=4034 2477 958 514 1519 476 203 187 444 1208 516 478 378 1557 705 354 852 131 223 91 221 631 358 306 195 85 110 52 98 273
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=10 0 0 18 5 3 23 23 22 5 2 9 10 14 20 10 3 13 9 0 9 18 10 20 18 21 7 18 13 13
split_gain=0.150759 1.00594 0.661895 0.774533 0.644776 0.575349 0.526019 0.482561 0.499601 0.952761 0.742274 0.513212 0.812749 0.832825 0.653444 0.489184 0.452458 0.54656 0.442524 0.437636 0.436065 0.396761 0.347603 0.61231 0.58875 0.50643 0.429345 0.455314 0.38233 0.939963
threshold=66.590419433100024 90.407470010750018 92.313586825200005 13.545319032100002 20.016397659050003 88.931506497100017 0.13377000000000003 -0.13658499999999998 -0.061874999999999999 18.769588925400004 72.043920985000014 206.08934059370003 70.206395618550019 271.76753865565007 38.334060527150008 74.916574263050009 85.538672336450006 109.96062599345002 204.27826083785001 90.767723400200012 194.04304600165003 13.946975448150001 65.611820673600008 38.400997490450003 13.376114027300002 2.3223121640500004 22.907491544400003 13.012604996900002 116.19247193985002 116.72209819155002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 5 -4 6 20 7 -5 9 10 -9 14 -13 15 -12 -14 -10 -18 -7 -3 -2 -11 23 24 26 -24 27 -1 -25 -30
right_child=2 19 3 4 -6 18 -8 8 16 21 11 12 13 -15 -16 -17 17 -19 -20 -21 -22 -23 25 28 -26 -27 -28 -29 29 -31
leaf_value=0.0031377507186256433 -0.0086323017660573063 0.041674328600051207 0.038549451468690571 -0.033492666300283684 -0.034362249305085225 -0.032914207951302121 -0.042563141436477041 -0.034489601989380558 0.0032631444677923309 0.0085321456945485 -0.042932425097545114 0.036328485971732993 -0.0099547706307316786 0.0082247340633323923 0.010974612469856971 -0.038236639150939007 0.036334559532252009 0.00069570332728269952 0.034949404773722902 0.0068009849284205743 -0.047388270615682487 -0.044870734743686969 -0.031514630256773257 -0.013813942703495369 0.033283541956745405 0.0042299766576514063 -0.033496863354210052 0.03854651410514448 0.031351420277088621 0.00034298611476491674
leaf_weight=3.1500906141300216 0.82054728930961562 1.4937239419668906 0.8712398082279823 0.67635912801801268 0.92027779226918838 0.2475956475282145 0.47453688602581579 1.0275626991642628 18.474772340445288 0.28817452895600482 0.39597374962295173 0.67577240988612075 2.439784518443048 2.4403530803319882 7.915955047926218 1.7695898327256143 1.6339668216533021 1.2925569973886011 0.46151016739895567 1.012621186324395 1.197339881910011 1.225707207831874 1.3074058219790452 2.9727180025001863 1.8619169679041077 1.3522933390195246 0.42202213779091824 0.75500292572542083 1.6884807279566292 56.473711506987456
leaf_count=182 40 31 23 202 145 56 57 80 549 7 117 7 46 165 551 105 34 14 15 24 45 106 16 313 46 26 8 41 63 920
internal_value=0.000935165 0.00209294 -0.000919596 0.000334684 -0.000464671 -0.0204779 0.000301211 0.000806488 0.0013926 -0.00359951 -0.000773803 0.00144172 -0.00646094 -0.0108094 0.00840652 -0.0218443 0.00563305 0.020594 0.0112537 0.0275847 -0.0316287 -0.0347052 0.00118 0.00175365 0.0140283 -0.0133407 0.00574297 0.00998361 0.000511018 0.00124318
internal_weight=117.74 72.49 45.2496 42.5226 41.6513 2.72699 40.7311 40.2565 39.5802 18.1789 16.665 15.6374 7.3255 6.64973 8.31193 4.20937 21.4013 2.92652 0.709106 2.50635 2.01789 1.51388 69.9836 67.3239 6.18903 2.6597 4.32712 3.90509 61.1349 58.1622
internal_count=4034 1670 2364 2208 2185 156 2040 1983 1781 1184 1071 991 323 316 668 151 597 48 71 55 85 113 1615 1573 277 42 231 223 1296 983
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=16 16 23 12 3 20 2 23 16 22 5 5 22 5 20 7 12 0 6 2 22 16 19 6 20 20 0 18 21 18
split_gain=1.16499 1.64874 1.34455 1.21721 1.07744 2.49173 1.64559 1.30431 1.04212 0.987743 0.971068 1.0629 0.924832 1.6717 1.36906 2.03654 1.06064 1.03585 1.18625 0.983205 1.16134 0.881205 0.843257 0.818631 0.870656 2.00202 0.998023 0.98564 0.805075 0.882163
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 320.0928336514001 93.281431752200021 41.942745071500006 101.23478163165002 0.080135000000000026 22.604947139800004 -0.078649999999999984 20.374719724350005 20.849573174100005 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 115.02544258150002 92.313586825200005 14.845346859150002 186.79363985910004 -0.068964999999999985 22.664946999500003 14.251149826300002 16.465384711100004 40.563919884450009 41.243661560350013 85.121961326250016 13.142272494650003 7.0441631297000011 14.738651916450001
decision_type=2 2 2 2 2 2 2 2 2 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 12 7 10 8 9 -7 -2 -6 -12 14 17 15 16 -1 -14 28 20 -16 -10 -8 -13 26 -26 -25 -27 -19 -30
right_child=4 -3 -4 -5 5 6 22 -9 21 -11 11 23 13 -15 19 -17 -18 18 -20 -21 -22 -23 -24 24 25 27 -28 -29 29 -31
leaf_value=-0.0020480902400189065 0.00051198470322526301 -0.0016750113895583642 -0.0020005288404049029 -0.0017329248687705037 0.0013888628131557112 0.00098644943768870226 -5.1087842975286519e-05 0.00036823069024603149 -0.0021373978283487031 0.0016475955671218048 -0.0011812805788221688 0.00097807082648186444 -0.001475155652484732 -0.0017743044562332621 -9.9798356025070863e-06 -0.0020057059552331443 0.0011556745305835645 0.00047686305622011765 0.0014129609970376569 0.000791241062486292 -0.0022757954569988109 0.00015066540297870064 -0.0018836058759295713 -0.0002479555336944588 -0.0016929916386794336 0.00078955308547595728 0.00089202128585109779 -0.00057347781711518169 0.00053159480861113598 -0.0017076261315185589
leaf_weight=0.47453430241148398 5.319803848862648 1.9847847493365396 1.0973803387241776 1.2577743539695792 2.9579768255352965 2.3011947795748693 1.1540235012653282 46.620501888915896 1.0033920425921681 5.5677164364606124 1.72011233866215 5.7727286424487856 0.9497286536207018 1.2371222176880099 21.425326707008935 2.9180054222288163 1.6201854441023895 21.84706028610163 4.5107228606939307 5.5568871275609117 0.83477238164051115 1.4792653601616619 3.926919809251558 4.0487416153773692 2.4896534713916463 4.7277916856110096 8.3605141844600421 3.1331610158085823 1.1835916542331681 1.3238769196686915
leaf_count=68 39 49 67 355 31 16 42 391 24 108 14 34 49 222 797 232 116 410 38 308 36 26 173 69 37 27 60 30 22 144
internal_value=0.000207633 1.75252e-05 6.82419e-05 0.000103094 0.000336576 0.000111197 -0.00072049 0.000505392 7.27946e-05 0.00109272 0.000358239 0.000257469 0.000139243 0.000372407 -8.12952e-05 -0.000987914 0.000429899 0.000461481 0.0005252 8.2081e-05 -9.49498e-05 -0.000774079 -0.00146739 0.000344205 0.000183434 -0.000220172 0.000520083 0.000246286 0.000360777 -0.000650654
internal_weight=168.805 68.2218 66.237 65.1396 100.583 43.0755 9.8648 57.508 4.78385 10.8875 33.2107 30.2527 63.8818 31.0521 32.8297 5.01273 2.09472 29.815 28.8653 27.817 22.2601 2.48266 5.08094 28.5326 22.7599 10.3506 12.4093 7.86095 24.3545 2.50747
internal_count=4034 2913 2864 2797 1121 583 281 538 66 147 302 271 2442 885 1557 416 184 663 614 1141 833 50 215 257 223 94 129 57 576 166
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=16 16 10 17 20 9 5 13 23 9 5 6 0 23 21 3 23 3 23 3 5 20 4 0 12 21 9 4 5 13
split_gain=0.899646 1.57758 1.29187 1.54111 1.1408 0.980264 0.949065 0.805012 0.751722 0.715926 0.666697 0.997706 1.14834 0.701367 1.0172 1.54578 0.813904 0.843664 0.639402 0.626375 0.624728 0.695566 1.17157 0.808554 0.743939 0.687502 0.894891 0.609959 0.878133 0.719851
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 37.198331469900005 191.72037998490001 19.234448447350001 98.050756475600011 0.11531000000000002 209.21153814325001 23.626838821450004 16.395383075500003 86.756543869550015 0.081155000000000019 3.0668791869500005 85.923121849150007 0.076835000000000028 91.77589519910002 0.10335500000000002 93.281431752200021 13.154029769200003 40.844669808050007 233.83087653775002 103.09161547020001 178.48484864030004 5.7087410616000005 204.27826083785001 391.44550907720003 32.00428233840001 117.60660091645001
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -3 9 -7 -6 13 -12 27 14 15 -2 17 -16 -8 -19 -9 22 -22 -24 25 -23 -27 28 29 -13
right_child=10 2 3 -5 7 8 18 20 -10 -11 11 12 -14 -15 16 -17 -18 19 -20 -21 21 24 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0017492495239242827 -0.00048669285409273273 0.0007907850878272701 0.00011669886291002725 0.00095742599499961084 -0.0019707040274526927 -0.0018260112495449919 -0.0017033189462571504 0.0016166586112429842 0.00021625867792548925 0.00026489203209078757 -0.0014709284337984308 0.00036165833308394297 0.0018062901649685988 0.00027460507197018657 -0.0010637968282102104 0.0016382466015691063 0.00097897422976266297 0.00073693999966404353 0.0014893976941190517 -0.00033639976234749609 0.00034256262323704745 0.00092485090446094381 -0.002111603863721881 0.00055515445230200681 0.0016028161143347272 0.0005436206213982256 -0.0021796825101861113 -0.0016051787981087621 0.0017643753872530696 -0.00049461060791667266
leaf_weight=0.99897143341695738 1.5800700183026517 3.5230410847580051 1.5244348585256355 1.3331111245788623 0.99324069179420194 5.8375610306393355 1.1504752456094136 1.5956182583468059 0.75112092122435559 1.1314437276778333 1.6223198205698306 7.1719574286253209 1.3508407548069943 81.246973166940734 2.0033876849338403 6.3203512318432331 5.3473921157419673 5.2031043469905836 0.28999642946291704 3.2688209898769855 10.000323457876222 3.0427029646816655 1.3500927633722302 0.60926012694835652 2.8187275092350319 1.0983485911274327 0.74962901091203082 0.86732414853759188 1.0307809573132551 7.3306554614682682
leaf_count=311 13 66 136 38 747 315 370 25 25 141 55 118 12 820 29 107 59 24 8 36 100 33 61 2 44 36 19 57 23 204
internal_value=0.000219324 -3.61322e-05 -0.000540225 -0.000957288 0.000261708 -0.00127191 0.000253502 0.000347597 -0.00159319 -0.000780197 0.000299032 -2.84844e-05 0.000103341 0.00035948 0.000650158 0.00121326 0.000368995 5.76162e-05 -0.00106056 0.000322801 0.000460282 0.000366473 7.6349e-05 -0.00128238 0.000816545 0.000363381 -0.000561083 -3.6922e-05 5.06433e-05 -7.11611e-05
internal_weight=163.142 38.7981 14.4097 9.44623 24.3884 8.11312 4.96351 23.3894 6.58868 2.12468 124.344 19.3739 17.7516 104.97 23.7231 7.90042 15.8227 10.4753 1.44047 8.47193 21.2647 19.6691 11.9597 1.95935 7.70941 4.89068 1.84798 16.4007 15.5334 14.5026
internal_count=4034 2477 958 514 1519 476 444 1208 340 888 1557 469 414 1088 268 120 148 89 378 60 320 295 163 63 132 88 55 402 345 322
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=3 23 7 7 21 23 5 15 10 8 13 15 21 21 21 13 20 0 22 22 5 6 5 20 7 6 4 7 16 20
split_gain=0.161966 0.258281 0.237969 0.36183 0.383476 0.38766 0.326597 0.543143 0.456453 0.46172 0.400793 0.309407 0.303291 0.458394 0.292121 0.346648 0.245049 0.725706 0.742981 0.913665 0.617049 1.05157 0.570497 0.56911 0.39561 0.377216 0.375291 0.708425 1.04853 0.458916
threshold=108.40938565220002 0.049900000000000007 19.716522186550005 21.725272673150005 6.9459996152000008 0.079805000000000029 25.767562150000003 50.314162856800003 61.622148808000013 8.4434108459500017 117.80016990185001 46.683480308100009 5.2761091985000013 1.9425901130500003 15.285239689500001 117.69263157665002 42.719328117250008 85.791387400750025 -0.096529999999999991 -0.089795 21.723721974650005 16.355382140900002 23.545618314050007 43.157831852650006 23.109894804950002 12.05528166975 313.22340827140005 23.127267687200003 22.564947233300003 42.67709657435001
decision_type=2 2 2 2 2 2 2 2 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 -4 8 -8 9 -5 11 16 13 -7 15 -13 26 -18 22 -20 21 23 24 -21 -19 -26 29 -28 -29 -10
right_child=1 -3 3 6 -6 12 7 -9 10 -11 -12 14 -14 -15 -16 -17 17 18 19 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.018628333541770598 -0.037667689059576973 0.02766086992281375 -0.048005403314881276 0.0092402042133373496 -0.049942902502323111 0.0055310758847561207 0.039482564139297675 -0.022684857233453162 0.0014369247910379118 -0.050930125001745402 0.035949667917096445 -0.049665068765755389 0.036579466476287521 -0.050662733840856608 0.0017737196031088649 -0.0030665120930988515 -0.048208996237517447 0.036509040808540831 -0.052102807210856729 -0.03420400718661476 0.011079252177092698 -0.054807325806017972 -0.059784720466650648 0.0035825522719209607 -0.047722264275012902 0.013332992228341119 -0.054681712868643512 -0.0048171148262154831 0.040128926328391018 0.030428978536126351
leaf_weight=1.6581939769330336 0.51338442052656219 0.17236477302503772 0.41367212214754534 0.44169399322708958 0.53971091230232549 1.3203391873830699 1.1097654274490185 0.41050331850419741 84.630119286702438 0.70749196753604338 0.71336400508880515 0.77004275453509696 0.40914165705908079 0.40431252557391406 1.2462832070887087 0.61007851985050365 0.74443121289368619 1.6491835716742564 0.90794938315229856 1.067792763482428 3.754174013818556 1.0478533301502464 0.2041417360305785 4.1646398098346253 0.24274440027056732 1.9414204420972963 0.29071436180674837 2.0279517705253056 2.4362718462944031 1.1804016034584481
leaf_count=121 182 16 189 10 121 42 31 42 1672 45 11 64 18 87 11 7 59 63 43 33 34 28 2 238 288 117 11 333 53 63
internal_value=0.0011287 -0.0212472 0.0012598 0.0010102 -0.0145854 -0.0070945 0.00143893 0.0226961 0.00114721 -0.0278034 0.00145068 0.00122472 0.000836774 -0.00764252 -0.0144321 -0.0290663 0.0016116 -0.00370942 -0.001498 -0.00774474 -0.00373108 -0.0125843 0.0154319 -0.00412862 0.0194375 0.00654741 0.00253546 0.015163 0.0197114 0.00183574
internal_weight=117.73 0.685749 117.044 115.386 3.08718 2.54747 112.299 1.52027 110.779 1.14919 109.63 108.916 2.13379 1.72465 2.6264 1.38012 106.29 15.7243 14.9799 10.9424 10.0345 6.28029 4.03749 5.23243 3.83335 2.18416 90.5655 4.75494 4.46422 85.8105
internal_count=4034 198 3836 3715 457 336 3258 73 3185 55 3130 3119 147 129 82 71 3037 905 846 376 333 299 470 271 468 405 2132 397 386 1735
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=16 16 10 17 20 9 23 5 6 5 16 23 21 15 21 22 0 22 21 23 22 22 20 20 21 23 6 18 7 21
split_gain=0.627417 1.44926 1.12415 1.34107 1.05432 0.964952 0.904892 0.817352 0.754151 0.795573 0.699381 0.616602 0.605414 0.598966 0.863089 0.611139 0.780555 0.551409 0.530916 0.511422 1.13701 1.25809 1.25329 0.794449 1.36749 1.46057 0.964477 0.878921 0.780901 0.741744
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 37.198331469900005 191.72037998490001 0.11531000000000002 19.234448447350001 11.075258771650001 13.154029769200003 15.404963976500001 0.10335500000000002 5.2345280387500006 46.074827201850006 15.531785880150002 -0.10290999999999999 86.329079026800017 0.20949500000000004 5.3866163921000005 0.084360000000000018 -0.081354999999999997 -0.08786999999999999 37.627645350900004 38.478081868400004 2.0976681454000006 0.093580000000000024 15.785368822600002 13.012604996900002 23.296055099200004 11.798219863050003
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -1 12 -7 18 17 -10 -11 -9 -4 19 15 -15 -17 -6 -3 20 21 22 -2 26 25 -25 -21 -28 -27 -24
right_child=13 2 3 -5 8 6 -8 11 9 10 -12 -13 -14 14 -16 16 -18 -19 -20 23 -22 -23 29 24 -26 28 27 -29 -30 -31
leaf_value=-0.0016933749242569328 -0.0018540740921134729 0.0014244197158284888 0.00076902603335123857 0.0009003343672196924 -0.001922573401275576 -0.0017686970788010651 0.00048171815930232416 -0.0016026208920209711 0.0016288489175103908 7.1320611460969261e-05 0.00082758604915163301 0.0014705148296881934 -0.0019640367474238565 0.00046645875129338297 0.00092467852342864143 -0.0020670417106318745 -0.00029302669326935723 0.001491865964066435 -2.4074070477722491e-05 0.00016166833477807881 0.0007411465805553792 -0.0018582810027678101 0.00063553913788280268 -0.001617669870092639 0.0001954286984552323 -0.00081115801736221277 0.00034088935824895446 0.0017253389874900495 0.0010886569059308502 -0.00073263470354841562
leaf_weight=0.95413831314181408 0.95274114876519789 1.7708748308941715 1.2194114483136198 1.2688528799917547 0.8359724805104658 5.6367865016218275 0.71516464150045056 1.1585833325952988 1.728679565712812 14.491635362690433 6.2022493006661525 0.28993189160246391 0.37684697027725622 1.1602403696160757 1.4907480375841258 1.6317522323806768 1.9145741192623971 0.21024422127811704 1.8250461519055532 8.3246745029464346 20.891028877696954 1.1505626346915949 8.4256033340934646 3.2098982152529052 60.307570352219045 1.4464883673936131 2.8756675989134228 3.7562571736052632 1.6395044587552545 1.6896941072773177
leaf_count=311 56 26 36 38 650 315 25 370 24 454 38 8 100 22 12 115 33 42 40 98 246 19 133 78 564 21 36 51 25 48
internal_value=0.000178807 -3.0095e-05 -0.00050746 -0.000898904 0.000248657 -0.00118613 -0.00151532 0.000207776 0.000327612 0.000400588 0.000297984 -0.000987508 0.000123801 0.000245668 -0.00032502 -0.000720848 -0.00110929 -0.00123642 0.000689262 0.000276511 0.000474051 1.73793e-05 0.000212361 0.000196318 0.000108175 -0.000727622 0.000588833 0.00112503 0.000198162 0.000406995
internal_weight=159.551 38.6844 14.2615 9.21706 24.4229 7.94821 6.35195 5.04444 23.4688 22.4226 20.6939 1.44852 1.59626 120.867 6.19731 4.70657 3.54633 1.04622 3.59592 114.67 33.1096 12.2186 11.068 81.5601 66.6035 6.29589 14.9566 6.63192 3.08599 10.1153
internal_count=4034 2477 958 514 1519 476 340 444 1208 516 492 378 136 1557 182 170 148 692 66 1375 502 256 237 873 688 124 185 87 46 181
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=16 15 18 20 3 20 18 22 13 15 16 10 5 13 23 23 8 18 2 18 19 7 9 9 7 23 7 22 21 8
split_gain=0.767124 1.44137 1.61512 1.10826 0.830346 1.27688 1.57504 1.02634 0.905132 0.737626 1.06844 1.26508 1.37626 1.19085 0.704602 0.699111 0.925119 0.785601 1.06924 1.37799 0.779578 0.724852 1.34862 1.22818 0.926794 0.891375 0.695362 1.11446 0.816458 0.675254
threshold=18.684956306450005 29.037712645600003 14.053554955550002 37.198331469900005 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 117.51519334005 27.980927088250002 15.584963555600002 70.171445662850019 13.8160216159 111.38282034450002 0.086230000000000015 0.080770000000000022 8.6432548896500023 13.276755824150003 80.683647763550013 13.754580103150001 14.351157895250003 23.165384528550003 190.73543849905005 192.98754432855 23.445318439400001 0.093580000000000024 22.516377366000004 -0.11103999999999999 7.3575695755500012 3.1475436881500003
decision_type=2 2 2 2 2 2 2 2 2 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 -1 15 8 26 -8 -6 10 29 13 14 -12 -13 16 -2 20 19 -19 -17 22 -20 25 -25 -23 27 28 -7 -5
right_child=4 2 -4 9 5 6 7 -9 -10 -11 11 12 -14 -15 -16 17 -18 18 21 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013063007463426566 0.00089837799364618552 0.0012597323446098846 -0.0016512343053573023 -0.0020143882209190597 0.0014754039497760819 0.0015581255023365318 0.0012693809376129908 -0.0021747956848180506 0.00014505499813226644 0.0012065995617092872 0.0016666852405145718 -0.0020010837918409551 -0.0018152733567620373 -0.0015853466384984645 0.00050010462117215356 0.00041542364872744302 -0.00052854081454441659 0.00080389728633723846 0.00070788960579429012 -0.0018226680984591351 0.0014674490778134154 -0.0022922644880183762 -0.0011639552098268253 0.0012111652616961697 0.0003438439767711126 -7.8283196687282884e-05 0.001155759871103461 -0.0017776103150523258 -0.00081222433372396389 0.0003949627652160445
leaf_weight=1.9682809283931408 16.327080568298701 0.92158625472802569 3.5774232001858763 0.45653301425318815 2.1619575135409859 1.1788351138820874 0.37988286721519982 2.6750858072773571 21.721904350852128 2.6195482410257673 1.6175835907924905 0.52946014839108135 3.2291496123652905 0.59112695010844607 2.3773871320299804 8.1887691095471364 1.9561558552086342 1.2083700969815248 2.6033333353698245 2.1069376510567963 4.0462520495057097 1.0483001279644661 3.4289546152576804 5.4203704316169015 37.559063786175102 2.0991811170242727 1.4966889300849286 1.436683119158259 1.0620045748073605 21.937127850691468
leaf_count=423 205 27 245 497 21 24 13 149 264 37 83 132 151 166 60 54 22 10 22 58 54 31 42 47 347 21 23 55 56 695
internal_value=0.000225657 -9.67725e-06 -0.00105495 0.000123444 0.000305012 3.59735e-05 -0.000630125 -0.00174652 0.000265478 0.000207806 0.000122688 -0.000476168 -0.000934215 0.00079633 4.45322e-05 0.000405481 0.000745709 0.000313611 0.000214423 -0.000865332 0.00076334 0.000283053 -0.00035613 0.000366643 0.000453227 -0.000815672 2.90165e-05 -0.000429549 0.000434742 0.000345844
internal_weight=157.931 39.8252 4.49901 35.3262 118.106 32.113 8.22918 3.05497 23.8839 33.3579 30.7384 8.34471 6.136 2.20871 2.90685 85.9928 18.2832 67.7095 55.4745 3.31531 12.235 52.1592 6.03229 46.1269 42.9794 3.14748 5.17421 3.67752 2.24084 22.3937
internal_count=4034 2516 272 2244 1518 605 320 162 285 1821 1784 592 343 249 192 913 227 686 578 68 108 510 64 446 394 52 158 135 80 1192
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 20 20 9 16 23 3 6 12 21 13 15 0 7 0 19 20 23 23 9 23 23 22 16 21 18
split_gain=0.878711 1.807 1.97032 1.5515 1.58147 1.00943 1.14912 1.10126 0.919233 0.71987 1.14031 1.07585 1.0682 1.27191 0.818219 0.76555 0.740288 1.89967 1.65182 1.16941 2.70499 1.11701 1.33326 1.03504 0.924467 1.30307 2.03939 1.05199 0.974827 0.873166
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 41.243661560350013 190.49354742400001 18.734956189500004 0.080770000000000022 93.281431752200021 16.405383309150004 198.57093999515004 7.515317457250001 114.05514772615001 30.243446395250004 90.767723400200012 25.225775578450001 90.407470010750018 13.751109481500002 39.861052345600008 0.085820000000000021 0.084360000000000018 205.67007911670001 0.087715000000000029 0.091645000000000018 -0.080574999999999994 22.534947303500005 4.0847671134500008 13.314799198000001
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -6 -7 -8 -2 10 14 -12 -13 -14 15 -10 18 19 21 -18 -21 22 -11 -24 29 26 27 -26 -29 -23
right_child=8 2 -4 -5 5 6 7 -9 9 16 11 12 13 -15 -16 -17 17 -19 -20 20 -22 24 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.00023526508074208572 0.0015591851144421813 0.0012559451600740027 -0.0016964335472117679 0.0014716622966453891 -0.002174621870188589 0.00030667589037421757 0.00033883628950852644 -0.0021555198807426167 0.00088899354703373345 0.00010601926652073845 -0.0025401803707049485 0.00072160235993609797 0.00069524621130557368 -0.0019546484514958865 0.0012380803975666301 -0.00034619424029464716 -0.0017431444461122963 0.00053474933783837256 0.0017863632065881143 0.0010405412856483425 -0.0018288066820239359 0.0017196888676621915 -0.0026622237479549619 -0.00031396837917614472 0.0011059497527713838 0.00035761524061332021 -0.0018025915081828509 -0.0018987638444527778 9.5552472405294837e-05 0.00040958339984724178
leaf_weight=28.290821449698342 2.2687136703170827 1.1381969813955937 4.4502152113709599 3.1397929774393551 1.6052716368430973 3.9336391915567219 1.0716942897997799 2.1013193239923567 4.9360354002565199 5.8388524912297708 0.63719469890929659 5.0605325471842644 1.2920835656113925 1.6586546462494878 9.8488836288452131 3.3963899556547403 3.4343831767328101 7.6272743903100482 2.7851528897881499 2.9412535969167948 2.3861582055687904 3.3323098421678861 1.5661041741259398 1.4489901326596735 2.8311083896551263 47.893938224529848 3.036991683067753 1.3183322323020545 3.8611831167363562 5.2593665371532552
leaf_count=1740 29 27 245 39 110 119 125 111 42 62 20 121 34 61 137 36 99 46 22 27 56 52 25 21 20 428 59 37 39 45
internal_value=0.000209119 -2.83011e-05 -0.00109512 0.000120215 5.54092e-06 -0.000740458 -0.000416505 -0.00131304 0.000296215 0.000272804 0.000562634 -3.59217e-05 0.00016326 -0.0007943 0.000847354 0.000385517 0.000191431 -0.00019594 0.000271619 -0.000832016 -0.000244645 0.00021639 -0.000452366 -0.0015337 0.000304067 0.000214619 -0.000405304 0.000124436 -0.000412057 0.000917712
internal_weight=170.391 45.731 5.58841 40.1425 37.0027 8.71192 7.10665 3.17301 124.66 122.391 26.8298 8.64847 8.01127 2.95074 18.1813 8.33243 95.5614 16.3891 79.1723 8.76179 5.32741 76.3872 8.85395 3.01509 67.5332 58.9416 11.0476 8.01062 5.17952 8.59168
internal_count=4034 2516 272 2244 2205 465 355 236 1518 1489 451 236 216 95 215 78 1038 228 810 182 83 788 108 46 680 583 155 96 76 97
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=6 6 0 20 22 10 22 22 20 18 3 10 6 5 10 23 15 18 22 20 12 19 13 10 0 0 4 5 22 21
split_gain=0.783975 1.48789 1.2725 1.41479 1.43853 1.34831 1.31383 1.2806 1.5231 1.38003 1.19848 1.69086 0.959286 1.0559 0.938496 0.812923 0.810875 1.00501 0.806982 0.796291 0.786901 0.786173 0.776063 0.77092 0.759865 1.43417 0.884746 1.08534 1.23481 1.70302
threshold=14.845346859150002 16.455384477450004 89.168090812600013 40.563919884450009 -0.059424999999999999 60.613977009100005 -0.06483499999999999 -0.044409999999999998 41.360869295700006 13.077716774800001 83.538459487450012 69.64719632740001 14.745344522600002 17.089764221050004 69.563854125350005 -0.10747999999999999 36.548474543700003 13.077716774800001 -0.082094999999999987 41.178189531300006 283.37952236595009 14.351157895250003 117.70876232545002 71.397382570300024 85.995710218650018 85.812895065800021 200.82959231350003 20.120233242600005 -0.077085000000000001 1.0020322129000003
decision_type=2 2 2 2 2 2 2 2 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 24 3 5 6 18 16 -6 -9 -10 15 14 13 23 -12 -1 17 -5 21 -18 -17 -3 -19 -13 25 -2 27 28 -26 -30
right_child=1 2 -4 4 7 -7 -8 8 9 -11 11 12 -14 -15 -16 20 19 22 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.001958961057243469 0.00040132219855085828 -0.0019525747807978512 -0.0018627368571217373 -4.2091403434239663e-05 -0.0024509272952999779 0.00071356881420854925 0.0018251482315363916 0.00029453220438674534 0.00014302353928265501 -0.002352884949572101 -3.6240207174654065e-05 0.0014099721659086588 -0.00019282993051105037 -0.0020508960221224848 0.001897247132597467 0.00027166369763534609 -0.001044501528962187 -0.0023074065164838719 -0.0021539403649709046 0.00037441022327749918 -0.001189646379395565 0.0010987091206805949 0.00028712219591331742 -0.0013406196358026767 0.0013499461690289593 -0.0015201986904320348 0.00041945264792679729 0.0015412597472241457 0.00091473088221353399 -0.0012829209936012652
leaf_weight=0.61603928122167317 5.8174488801232647 0.44461932947160698 1.1926010036841024 4.2853020159818724 1.3742362025659529 16.223173322738148 1.4908920903690184 4.1303023272484989 1.2605003094940914 2.0939865850959904 6.1394091027905224 0.63266232190653482 3.1981588345952332 3.657907282205997 1.0431914990767834 38.904765528495773 1.5632548918947566 1.5651443198439667 0.95287601696327584 13.86087407794548 1.3544303341514012 0.92160904221236706 0.5545792132616042 0.84573962920694612 3.7372951256111255 1.8085584896616635 35.299057688796893 6.5637738145887843 2.77073074504733 2.2856204025447369
leaf_count=195 144 97 24 128 23 185 13 44 137 49 193 12 61 281 7 1078 23 90 28 143 368 12 2 117 41 28 346 103 23 39
internal_value=0.000201073 0.000293561 6.15235e-05 0.000106768 -0.000132164 0.000521421 0.000113437 -0.000778672 -0.000471639 -0.00141501 2.03424e-05 -0.000425581 -0.00100312 -0.00150765 0.000244577 0.000189624 -3.46948e-06 -0.000567143 -0.000822736 0.000230602 0.000222501 0.000105713 -0.0016286 -0.000163541 0.000500243 -5.43793e-05 0.000583738 0.000961348 0.00052849 -7.86728e-05
internal_weight=166.589 110.196 51.914 50.7213 32.1791 18.5423 23.32 8.85903 7.48479 3.35449 56.3923 15.5171 8.33447 5.13631 7.1826 40.8752 21.8292 6.40503 2.3191 15.4241 40.2592 1.36623 2.11972 1.4784 58.2825 7.62601 50.6565 15.3574 8.79365 5.05635
internal_count=4034 1722 998 974 652 322 399 253 230 186 2312 671 471 410 200 1641 386 220 137 166 1446 109 92 129 724 172 552 206 103 62
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=16 16 20 18 10 21 19 21 5 6 0 7 6 5 16 23 18 20 4 18 15 22 17 9 9 20 9 20 18 7
split_gain=1.02304 1.27964 1.36642 1.05532 1.43306 1.09828 1.02144 1.19657 0.93056 1.1376 1.21052 0.922886 0.827543 0.818441 0.784816 0.754768 0.762086 1.36489 1.55149 1.47679 1.08607 1.37089 1.44688 1.48061 1.44352 1.03592 1.75876 2.49079 1.03409 1.03193
threshold=18.634956423400002 15.584963555600002 37.198331469900005 18.273715221050001 71.015621515800021 5.7087410616000005 12.551012654050002 2.6251474860500008 23.626838821450004 16.395383075500003 86.756543869550015 22.356277907050004 11.075258771650001 13.154029769200003 15.404963976500001 0.081155000000000019 13.4793103924 42.779078631750004 171.27730165960003 13.754580103150001 42.713473568600008 -0.16182999999999997 188.19076296340003 195.30595290385003 193.67618212375001 41.243661560350013 205.22231928645002 41.827117825850003 13.327513832500001 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -8 15 -10 -11 -3 -4 -14 -15 -2 20 18 19 -18 21 -17 24 28 -23 -20 27 -27 -24 -25
right_child=8 3 12 -5 5 -7 7 -9 9 10 -12 -13 13 14 -16 16 17 -19 25 -21 -22 22 23 29 -26 26 -28 -29 -30 -31
leaf_value=-0.0016898926522261359 0.00063017749426713709 -0.00105126188631459 -0.0011504295950840388 0.0017291915427468199 0.0011033938628932408 -0.0018977652473194601 -0.0017652157001141963 -6.3570523385381899e-05 -0.0014034903578592464 -5.8451692381263773e-05 0.0016868619473040659 0.00065838599407502135 0.0015481468363184529 4.6369666994886741e-05 0.00080180172823563411 0.0015765551654686784 0.00051318357319927608 -0.00079135540934759129 0.00054806318731232494 -0.002049906594648022 0.0016422397555757777 -0.00066127696401022595 0.0013190429823045019 -0.00070009956167996147 0.00060566794696511803 -0.0022914972233597027 0.00059029352492892648 3.3571874403076632e-05 -6.834322375734923e-05 0.00054569511117395623
leaf_weight=1.1970875330589503 24.448331729974598 1.4209539823059429 1.2395298922147073 0.6898527748417117 1.013315643183885 2.9689591055939673 2.5996994411689229 2.834419896826148 1.8935872399015377 18.144739652401771 1.4049896262586106 3.8251980214263313 1.7825341052957835 15.17319759988459 6.4229519711807361 2.8790054759010664 1.233985930681228 4.918181703425943 23.843666780740023 1.8339300844818351 2.3808327848091713 8.1534111611545068 8.5467343963682669 3.6797873172909004 4.6248512091115108 2.2345455661416036 6.5783368479460478 4.6750716958194971 2.2209723172709337 5.3595382561907172
leaf_count=311 268 347 692 17 17 267 102 111 55 402 12 97 24 454 38 32 10 75 238 54 21 73 89 35 30 40 49 31 15 28
internal_value=0.000202398 -4.62444e-05 0.000200044 -0.000460382 -0.000563398 -0.000986101 -0.000566292 -0.000877643 0.000281713 -6.28727e-05 6.69796e-05 0.000195317 0.000291944 0.000368418 0.000271044 0.000350378 0.000268122 0.000109655 0.000219343 -0.00101897 0.000457878 0.000378368 0.000272504 0.000579096 -0.00020273 0.000321108 -8.00977e-05 -0.000718347 0.00103288 3.85489e-05
internal_weight=170.222 41.1677 25.8153 15.3524 14.6625 9.41639 6.44743 5.43412 129.054 21.4433 19.5497 5.24615 24.6182 23.3787 21.5961 107.611 83.1629 45.3177 40.3995 3.06792 37.8451 35.4643 32.5853 19.807 12.7783 37.3316 13.488 6.90962 10.7677 9.03933
internal_count=4034 2477 1519 958 941 497 230 213 1557 469 414 444 1208 516 492 1088 820 497 422 64 323 302 270 167 103 358 120 71 104 63
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 20 20 9 16 6 16 16 20 6 5 6 6 2 21 15 23 3 20 15 10 17 19 7 7 20
split_gain=0.165267 0.873279 0.904788 0.672226 0.685809 0.525978 0.483769 0.558892 0.421791 0.375944 0.310219 0.536117 0.373482 0.566358 0.592279 0.588094 0.416126 0.406008 0.642016 0.843986 0.590076 0.326171 0.299217 0.288157 0.474414 0.489426 0.422055 1.02514 0.827849 0.583693
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 41.243661560350013 190.49354742400001 18.734956189500004 14.935348962050002 17.874958200600002 16.209962094050002 40.844669808050007 13.65531905435 14.711207928400002 13.975326531250003 14.185331438000002 83.586740321150003 2.2149533928000005 22.662932349550001 0.098105000000000026 77.360382703650018 40.750688432250008 27.063546193350003 71.015621515800021 174.76883460675 13.751109481500002 25.225775578450001 24.175586727800006 38.478081868400004
decision_type=2 2 2 2 2 2 2 2 2 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 10 -6 -7 -8 -2 -4 11 12 17 14 -14 -15 -17 -1 -19 20 21 -20 -21 24 25 -10 27 28 -25 -28
right_child=8 2 9 -5 5 6 7 -9 23 -11 -12 -13 13 15 -16 16 -18 18 19 22 -22 -23 -24 26 -26 -27 29 -29 -30 -31
leaf_value=0.0052424305788310709 0.025343330039177017 0.021507647175393451 -0.04144684473754303 0.025093469700555145 -0.044257679401330921 0.0026647549336723665 0.0076415716873694172 -0.043614625805131133 0.0117406949182325 0.0026486741216855988 0.037188448055053551 -0.034899264144228323 0.0072522395881531188 0.04166704973913702 -0.045103214479536753 -0.047423212100012449 0.019142440249668206 -0.040588175757497715 -0.001083229654698224 -0.045014006120689863 -0.03210175314399917 0.036491260081792751 -0.0031934924802688863 -0.0026956644895095917 0.02789760525566784 -0.046102953533414891 0.010954083202257157 0.0057414024869697202 -0.038795065342104307 0.00083824677178394953
leaf_weight=6.633348628529367 1.3509172271005798 0.64648163210949805 2.0384844221262033 1.8827764301859122 0.8582313041370061 2.6538999887416139 0.56457102414060489 1.0915655788849106 0.8400419358222273 0.40546811744570721 0.44881695666117494 0.66408234481059381 3.9192637698874924 1.627692745998502 0.41829303343820345 0.24871368333697308 0.48383821040624753 1.0000699897141201 0.61680022824225567 0.80784489674260818 0.40985805822492682 1.1718906163732752 0.47534332424402237 2.1207863633753714 1.8286183327436445 0.36793446261435747 11.782481591799295 5.1886892952024937 2.334200058830902 65.127092981725582
leaf_count=94 29 27 237 39 110 119 125 111 69 8 10 237 583 21 119 5 51 345 135 55 41 42 2 81 17 18 181 32 87 1004
internal_value=0.00127039 -0.00147486 -0.0224921 0.00102553 -0.000855199 -0.0143579 -0.00840411 -0.0261416 0.00214785 -0.0341311 0.00283211 0.00199757 0.00337312 0.0111746 0.00220333 0.0276616 -0.00345772 -0.00132792 -0.0110524 -0.0025688 0.0131625 0.0235343 -0.029522 0.00179809 0.0144616 -0.00587776 0.00135381 -0.00689385 -0.02161 0.00238798
internal_weight=120.008 29.0673 3.09043 25.9769 24.0941 5.16827 4.31004 1.65614 90.9408 2.44395 18.9259 18.477 17.813 6.6978 4.33756 2.36024 0.732552 11.1152 4.48181 3.48174 2.19855 1.78869 1.28319 89.5898 3.03659 1.20798 86.5533 9.64368 4.45499 76.9096
internal_count=4034 2516 272 2244 2205 465 355 236 1518 245 1740 1730 1493 779 702 77 56 714 620 275 218 177 57 1489 104 87 1385 200 168 1185
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=8 20 4 16 6 3 10 6 20 22 15 22 20 18 18 5 21 22 15 0 5 17 0 10 16 5 0 13 2 16
split_gain=0.817004 1.79493 0.955643 0.716903 0.615443 1.43566 1.78714 1.01084 1.63335 1.87709 1.38368 1.16052 1.79868 1.19361 1.07992 1.01141 1.13329 1.10439 0.884441 0.829908 0.912643 0.826915 0.744239 0.884668 2.93353 1.28882 0.880886 1.07171 1.27133 1.09102
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 21.094950670800003 14.845346859150002 83.538459487450012 70.206395618550019 16.455384477450004 40.636252116050009 -0.059424999999999999 36.548474543700003 -0.044409999999999998 41.360869295700006 13.077716774800001 13.077716774800001 23.626838821450004 9.1912342607000017 -0.037054999999999998 28.504445985850001 97.878695155250014 14.050239455300002 189.72181505755 85.995710218650018 66.964115113200009 19.974953289850003 18.280220412300004 90.407470010750018 113.97180552410002 131.42729508740004 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 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 -1 5 19 -7 15 -9 10 14 -11 -13 -14 -10 22 17 -17 -8 -2 -21 -22 -6 26 25 -25 27 -24 -29 -30
right_child=4 2 -4 -5 7 6 18 8 9 11 -12 12 13 -15 -16 16 -18 -19 -20 20 21 -23 23 24 -26 -27 -28 28 29 -31
leaf_value=-0.0019614777150328564 0.00052240234838976359 0.00079176784350078731 -0.0019920857831038424 0.00098485754462151196 -0.00010663231789181384 5.9641652311396143e-05 -0.00040620229407816827 0.00054770536761527915 0.00015024250255092099 -0.002514377937308466 0.00038478982113516731 0.000316548731485495 0.00028639621082749187 -0.0024514991443358738 -0.0017086318847304458 -0.0022344288762345802 0.00066682433813861455 0.00063114072837590774 -0.0020706588892331198 0.0003685716655769823 -0.0018379263215065969 -0.00023041157689426072 -0.00038910183791267565 0.0013172602734987495 -0.0021392363738450041 -5.7309443280407514e-05 0.0016151276488420155 0.0013926028795803547 9.7531872772236073e-05 0.0010038166386932845
leaf_weight=2.5102087620143716 20.111154738347977 3.3120573892956604 0.52837783912400471 0.34741659462451924 5.4958653785288325 8.3480308442376536 1.9718126002699126 19.411671501817182 2.2496542674489381 1.4642155182082204 16.637690149946138 3.4962100011762223 0.80527714232448522 2.1850346164428629 2.3733441382646561 1.568617775570601 1.9483984541147945 0.72750619566067998 2.9368315973551944 9.7724351794568083 1.3978925223345848 7.6754554131766781 3.1224238052964237 4.6870850012637657 1.7167675616219629 5.4536220422014594 4.2202119007706633 9.0618692114949244 10.46425047889352 9.2456772010773403
leaf_count=1089 144 169 197 5 63 92 52 204 27 22 167 23 32 49 47 51 25 14 229 541 86 197 25 47 48 68 45 124 72 80
internal_value=0.000207985 -0.000449646 0.000408757 -0.00160328 0.000235767 6.48486e-05 -0.000481587 0.000319693 0.000115498 -0.000171714 0.000126282 -0.000968571 -0.000619633 -0.0017142 -0.000804062 0.000491728 -0.000411487 -0.0013265 -0.00140204 0.000250795 -3.90482e-05 -0.000478075 0.00056343 0.000640195 0.000184609 0.000578023 0.000789778 0.000680569 0.000796653 0.000522659
internal_weight=165.247 6.69806 3.84044 2.85763 158.549 52.2136 13.2567 106.335 48.6231 29.2114 21.2607 7.95074 6.48652 2.99031 4.623 57.7123 4.24452 2.29612 4.90864 38.9569 18.8458 9.07335 53.4678 47.9719 11.8575 10.1407 36.1144 31.8942 28.7718 19.7099
internal_count=4034 1460 366 1094 2574 1341 373 1233 571 367 241 126 104 81 74 662 90 65 281 968 824 283 572 509 163 115 346 301 276 152
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=16 16 2 23 5 6 20 10 2 21 15 2 21 22 5 20 7 12 15 22 0 6 0 2 20 6 10 22 7 22
split_gain=1.11309 1.65104 1.24065 1.25249 1.20736 1.11392 1.51852 1.5034 1.64909 1.02758 1.05125 1.38445 0.964647 0.852016 1.91683 1.54695 1.85454 1.20802 1.18853 1.20846 1.04719 1.4581 0.841274 1.16244 1.27053 0.949727 0.819581 1.15736 0.798108 1.61065
threshold=20.404952284350003 19.974953289850003 322.38159739250005 0.12535000000000004 23.730745871350006 16.455384477450004 38.804080188450008 62.025417527550012 179.86602224190003 10.003699902950002 42.246988155050012 116.68694986600001 8.5501791199000028 -0.061874999999999999 20.305669781650003 38.244973486750006 23.974509389900003 115.02544258150002 31.504255087500002 -0.074349999999999986 92.313586825200005 14.845346859150002 85.995710218650018 131.42729508740004 41.218101594450012 16.375382608200002 61.977025281250008 -0.10623499999999998 23.974509389900003 -0.095854999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 13 5 22 -7 9 12 10 11 26 -9 15 20 16 17 -1 19 -17 -15 -22 25 24 -24 -2 27 -8 29 -25
right_child=4 -3 -4 -5 -6 6 7 8 -10 -11 -12 -13 -14 14 -16 18 -18 -19 -20 -21 21 -23 23 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022026098590389367 -0.0011954465260993528 -0.0017251400182777936 -0.0020265103206277267 -0.0020887365904031963 -0.00012223208280613262 0.0011127296588107731 0.00071055536944657704 0.00017649960420979691 -0.0020021746138211738 0.00095630407642414842 0.0011522625978095705 -0.0014561963009941739 -0.0011245169691607518 -0.0014793530375443141 -0.0018369571591502708 0.00030176332955351266 -0.0020884684328514634 0.0011194801568892335 -0.0013210522520943845 -0.0023970625609869172 0.00035150488362267941 0.0015089714530381558 0.0006118468122948285 -0.00083249706271419698 0.0018063783642346025 0.00046704672391541767 0.0011069775626796332 -0.0015380160846424008 0.00087327264201802904 0.00058203671056644072
leaf_weight=0.56206753599690218 1.8915095282718528 2.0026455875486127 1.055545704486575 0.97524841808626561 17.303216123895254 5.8127692304551593 1.8199177198111987 8.3053399417549354 2.2588318344205609 7.3463770840317002 2.4265746129676691 2.7547573533374816 2.9763068184256545 1.0079985678894505 1.4315627323230717 24.38297110991698 2.9167889488235232 1.6748023874388307 2.051993111614137 0.65502034295059886 23.967968424445647 5.0693791192024937 6.8731687124818546 4.1255596168339279 6.8204236570745707 4.3809461668133736 2.4100784957408905 1.7041449672542555 13.356032282114027 12.387097835540773
leaf_count=68 31 49 279 62 329 49 13 52 48 42 20 27 27 49 224 1020 241 118 130 24 609 40 55 26 113 35 11 28 143 72
internal_value=0.00022462 2.87037e-05 8.2122e-05 0.000116525 0.000351096 0.000444538 0.000190782 2.33237e-05 -0.000472922 0.000387285 1.12129e-05 -0.000307451 -0.000166733 0.000150277 0.000379755 -7.37434e-05 -0.00105842 0.000284725 0.000113583 0.000231159 0.000485374 0.000553577 0.000637089 0.00073376 0.00120681 -3.42915e-05 0.000225821 -0.000376795 0.000516885 0.000228626
internal_weight=172.707 67.754 65.7513 64.6958 104.953 87.6498 37.8151 32.0023 13.5405 18.4619 11.1155 8.6889 11.2816 63.7206 31.4769 32.2436 5.15366 2.23687 27.09 25.038 30.0453 29.0373 49.8347 43.5623 13.6936 6.27246 5.93414 3.52406 29.8687 16.5127
internal_count=4034 2913 2864 2585 1121 792 317 268 127 141 99 79 79 2523 922 1601 427 186 1174 1044 698 649 475 409 168 66 52 41 241 98
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=9 9 0 16 20 23 4 10 19 16 10 21 16 18 9 2 23 15 21 7 9 12 0 5 0 5 3 22 20 17
split_gain=0.898095 1.12626 1.09371 1.50216 1.00623 1.60687 1.06697 0.81082 1.44014 1.37042 1.18029 0.992702 1.37502 1.19801 0.934707 0.944206 0.942693 1.37678 1.1895 1.04702 0.933753 0.887788 1.07683 0.866881 0.863562 0.795369 1.1862 0.742656 0.740251 1.1014
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 47.709122305950011 0.091645000000000018 375.65892766775005 64.407391431150018 14.551174033150001 22.494947397000004 62.837331883000012 8.8898213993500015 15.584963555600002 14.199468390000002 191.72037998490001 108.63443756215001 0.094175000000000023 37.050691080100002 11.798219863050003 23.109894804950002 198.74336288960004 208.68539434980002 97.521130223850008 21.500664456800006 86.256490657300006 29.996566321350006 94.972471916200007 -0.16276499999999997 41.827117825850003 185.82794795070004
decision_type=2 2 2 2 2 2 2 2 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 28 3 -3 5 -1 27 9 11 23 14 -9 21 -14 24 20 17 18 -17 -19 -16 22 -13 -4 -11 26 -5 -6 29 -2
right_child=1 2 7 25 6 -7 -8 8 -10 10 -12 12 13 -15 15 16 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0016412961462877952 0.00027249995681591534 -0.0021062896468549575 0.0018087994126335055 0.00031384973283295529 0.0012410561943124422 0.00020267282279762982 -0.001984046875271055 0.00022995491171593009 -0.0020095779182692204 -0.001245270351736743 0.0015660854044894999 0.00082194587981709931 0.00010632290415456699 -0.0016444159492793769 0.0015329030944518638 -0.0024360733057361326 0.00051395581992064589 -0.00088382001260713247 6.3777606664738493e-06 0.00031700999224880638 0.00023178063392063883 0.0012138196062393221 -0.0021116490374909814 0.00048257995335170521 0.00019360639199605964 0.0012383367500973747 -0.0017568532605240128 -0.00088074439116944865 9.6121949041639638e-06 0.0016329621385608433
leaf_weight=3.6606614745669486 3.6823303978890163 1.6949415978742752 3.8241066783666602 2.7927119710948318 2.9418349488842073 3.3395138978303294 0.5888321879756403 57.294981781560637 1.1819580234587181 2.8486383543349794 2.5830393005162469 0.97892896085977354 2.3003651830367744 3.8814683315576985 4.3387755155563337 1.5589765012264281 19.99313404597342 3.1962967002764371 1.3972267769277094 16.714026459027082 3.8440835662186146 2.358087696666189 0.87630265601910651 3.4776387587189674 3.3587401136755943 1.3584748990833757 1.612630055635236 0.76892135693196895 3.1915698752563904 5.4591653787647374
leaf_count=1033 24 134 82 41 54 127 197 1185 19 28 41 4 27 165 28 35 129 31 7 129 17 58 71 27 22 16 71 115 52 65
internal_value=0.000211267 0.000249221 0.0002013 -0.000515428 -0.000312034 -0.00076161 0.000419921 0.000240606 9.40633e-05 0.000390941 0.000294995 0.000130796 -0.000415741 -0.000992936 0.000237645 0.000323303 0.000209061 -5.75211e-05 -0.00128167 0.000124235 0.000921671 0.000431127 -0.000563712 0.00117715 -0.000466711 -4.76096e-05 -0.000444157 0.000801389 0.000806671 0.00108495
internal_weight=167.098 155.799 143.466 7.45876 11.2998 7.00018 4.29959 136.007 68.8721 67.1347 59.8329 67.6901 10.3952 6.18183 57.2499 51.0425 42.8597 22.8665 2.9562 19.9103 8.18286 4.21332 1.85523 7.30175 6.20738 5.76382 4.40534 3.71076 12.3331 9.1415
internal_count=4034 2508 2367 262 1526 1160 366 2105 1529 576 467 1510 325 192 426 376 331 202 42 160 45 133 75 109 50 128 112 169 141 89
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=22 19 2 2 18 12 8 22 22 7 3 8 8 20 20 0 10 7 19 20 22 6 10 6 6 16 17 8 20 16
split_gain=0.194156 0.479442 0.190689 0.414196 0.357537 0.399011 0.254307 0.791244 0.842165 0.531595 0.662941 0.510384 0.381336 0.287687 0.47433 0.457066 0.347093 0.358406 0.310905 0.588008 0.519441 0.914701 0.607514 0.512073 0.70476 0.869646 0.633401 0.61123 0.547386 0.811054
threshold=0.36215000000000008 14.651182102100002 49.864842700850012 60.327272492300004 13.552878921100001 82.696898122450008 8.8430989333000021 -0.010319999999999999 -0.122095 22.649177329550003 91.017750006350013 8.7431769115000026 9.2427870207000016 35.419594101850009 32.051492741500006 89.953120586650016 68.34060567600001 24.268610899850003 14.451165964200003 42.066503896600004 -0.073609999999999995 16.265380038000004 62.020040611300011 16.465384711100004 16.325381439950004 22.454947490600002 192.61429575720004 8.4434108459500017 40.633548727200008 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 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 -4 -6 11 8 12 -10 -11 13 -8 14 -5 -16 -17 -18 23 20 21 -20 -23 24 -15 -26 27 -27 -25 -30
right_child=1 -3 3 6 5 -7 7 -9 9 10 -12 -13 -14 18 15 16 17 -19 19 -21 -22 22 -24 28 25 26 -28 -29 29 -31
leaf_value=0.014536350343999105 -0.053107897418156857 0.050252387840009613 0.0001518952496248238 -0.04124030689512069 -0.056274949989149788 -0.0029928871093682983 -0.062515596377619581 -0.046922781649093116 0.044552249935448186 0.032050119613691225 -0.024482890565667909 0.017513954704825793 -0.0057471873743567157 -0.00098145933125783438 0.044718324507505194 -0.016800214512046694 0.048275936656701969 0.0059899934835197658 -0.033807520832922926 -0.0081637449332963141 0.021487114853117436 -0.0048728704502997893 0.022731876749874019 0.0063098176784626529 0.046181754769732464 0.0027304158978061076 -0.0091568796732454383 0.029570470708620778 0.0022204085393906533 -0.0222893726977622
leaf_weight=2.7326150380249592 0.42592106101073923 0.14441752433776855 1.4312868262641125 0.35175927194722945 0.83347668944043085 0.56789907068014145 0.58615442551672392 1.0410836441151321 0.96324138238560486 0.88789955154061351 1.1366262345109133 5.1159278304548925 0.55232527176849544 46.563887812808616 1.1328231426014097 0.92689760029315982 0.69026980152921202 1.5941269496524908 1.3475066199898718 5.0243271181534501 6.6657336372882137 3.563108840608038 4.1443893779069185 5.0818347763270166 1.5563132181414392 4.4857518379576486 3.8523670105496413 3.7383325197733939 5.3817621240523286 8.1703732442838355
leaf_count=43 107 2 29 134 43 7 17 47 28 18 30 62 25 2201 58 8 21 88 17 121 85 47 57 111 82 46 39 38 307 116
internal_value=0.00159908 -0.0269357 0.00173457 0.00143656 -0.0170815 -0.0346827 0.00189447 -0.00873269 0.000902964 0.0145741 0.000310883 0.00239648 -0.0349748 0.00165476 0.0135122 0.0179457 0.00850129 0.0187674 0.00109558 0.00643533 0.0111012 0.00345569 0.00997044 -0.000309627 0.00188863 0.0116917 0.00724688 0.0149308 -0.00741105 -0.0125562
internal_weight=120.69 0.570339 120.12 117.387 2.83266 1.40138 114.555 5.16733 4.12625 2.98777 2.02453 109.387 1.13848 104.272 4.69588 4.34412 3.21129 2.2844 99.5757 20.7451 15.7207 9.055 7.7075 78.8306 60.1967 13.6328 12.0765 8.22408 18.634 13.5521
internal_count=4034 109 3925 3882 79 50 3803 165 118 76 48 3638 42 3576 309 175 117 109 3267 327 206 121 104 2940 2406 205 123 84 534 423
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=0 5 7 13 7 21 21 23 8 6 15 9 2 9 21 15 0 6 7 20 0 18 21 16 3 9 21 21 22 20
split_gain=0.172623 0.454621 0.448662 0.40863 0.337884 0.355729 0.343848 0.454507 0.321542 0.407255 0.408234 0.263913 0.634099 0.608799 0.607988 0.578835 0.463423 0.714201 0.432106 0.50007 1.038 0.398164 0.60838 0.341884 0.250023 0.233564 1.15557 0.627316 0.51805 0.411183
threshold=76.451683855550016 29.026000224750003 19.716522186550005 116.35915634395 21.725272673150005 6.9459996152000008 5.9696025344000008 0.09180000000000002 9.5425530862500008 17.755414852450006 42.713473568600008 186.68586460755003 189.28685862455004 185.90443620030001 4.8799967471500016 41.492094664050008 85.732241321850012 16.555386813950005 22.181995028450004 41.827117825850003 92.501778894350011 13.342238590850002 2.5447591590000003 22.714946882600003 93.337889372900023 191.72037998490001 8.3620534552000017 5.7087410616000005 0.26941000000000009 40.636252116050009
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 5 6 7 -4 9 11 -11 12 13 14 21 18 17 -13 -16 -20 -21 -6 -23 25 -15 26 27 -18 -27 -28
right_child=2 3 4 -5 8 -7 -8 -9 -10 10 -12 16 -14 24 15 -17 23 -19 19 20 -22 22 -24 -25 -26 28 29 -29 -30 -31
leaf_value=-0.047516892625170823 0.033628571942613143 -0.053440561728221272 -0.048493583784330128 0.014993425573761883 0.042198614978649636 -0.049709883329540835 0.038608159913466764 0.00019868300112364063 0.026100532236868153 -0.046807601826815648 0.014175302748451357 -0.049263179126869755 -0.050460897610512277 0.016892706714582345 -0.056293439130388832 0.023053193858388291 -0.0033118023130882779 -0.00039803826682588677 0.0076411143762653705 -0.051650995993662116 0.026584570873381862 -0.061493557422468349 0.033284336661080861 0.029169954814083462 0.04757280223751395 0.0023964366950767011 -0.014197776236883128 0.03189055577922012 -0.033593679879364347 -0.055804887963281313
leaf_weight=0.55674002998421102 0.92570968042673385 0.22727825064066554 0.5745957428443943 1.0301233457284977 1.2767819929867945 0.50253598941708322 0.30808866360166565 1.420126882381737 1.1438209613552306 0.71868150273803511 0.34752306458540261 0.98073701107932665 0.37112804538856004 1.1469138722313803 0.40843652658077179 1.4048336994601411 6.2325552970287372 1.8278895969560833 2.2765770001497008 1.096731738100061 0.54010868684645164 0.23478997890947528 0.3759374123364978 0.94842676632106204 1.1207080595195291 87.321445999601565 0.94884528136753976 1.3067580641345555 0.86190093337790941 1.0881086885929105
leaf_count=247 53 85 128 103 21 109 21 31 29 46 14 112 441 13 21 17 90 31 58 54 87 150 65 18 27 1843 20 20 49 31
internal_value=0.00137739 -0.0127638 0.00159533 0.00262382 0.00134141 -0.0144967 -0.00681225 -0.0138275 0.00173123 0.0014842 -0.0269306 0.00175526 0.00881853 0.0110449 0.00478759 -0.00270654 0.00104188 -0.0174611 -0.0110798 -0.00636097 -0.0258356 0.0275247 -0.00315238 0.00156837 0.0320555 0.00130059 -0.00555133 0.00278968 0.00204467 -0.0364236
internal_weight=119.525 1.81414 117.711 1.2574 116.785 2.80535 2.30281 1.99472 113.98 112.836 1.0662 111.77 10.2529 9.88182 7.6142 5.72669 101.517 2.80863 4.32185 3.91342 1.63684 1.88751 0.610727 98.708 2.26762 97.7596 9.57627 7.53931 88.1833 2.03695
internal_count=4034 435 3599 188 3546 289 180 159 3257 3228 60 3168 954 513 473 237 2214 143 220 199 141 236 215 2071 40 2053 161 110 1892 51
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=16 16 10 21 23 20 5 8 5 6 0 2 5 8 8 18 18 18 9 22 21 23 23 18 9 14 20 10 9 15
split_gain=0.846532 1.40978 1.23314 1.29936 1.21664 1.05207 1.01744 0.879025 0.833341 0.958231 1.31954 1.01207 1.05388 1.00777 1.23189 0.828329 0.888079 0.818072 0.977555 0.734442 0.680139 0.648627 0.83074 0.79367 1.3387 1.16686 1.34426 1.85882 1.18761 1.1514
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 0.083495000000000028 37.198331469900005 19.234448447350001 3.1475436881500003 23.626838821450004 16.395383075500003 86.756543869550015 315.94243452415003 32.00428233840001 8.6432548896500023 10.441851282850001 13.603286548350003 13.405476405600002 13.222029912150001 193.67618212375001 -0.54526999999999992 12.263428102400001 0.081155000000000019 1.0000000180025095e-35 13.4793103924 195.41812862360004 175.25857789210002 41.243661560350013 62.095317438950012 205.67007911670001 42.713473568600008
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 -3 -7 21 -10 11 12 13 15 -15 16 17 18 -11 -6 -8 22 -2 29 -25 -26 -27 28 -28 -23
right_child=8 2 3 -5 19 7 20 -9 9 10 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0016891925435315949 0.00032314235278028486 0.0007667090965047923 -0.0020718398020908337 -0.0019534645225849235 -0.0015144424662827905 -0.0020214874239880562 -0.0016258651365979981 0.00037132562851307133 -0.0014030723956465533 -7.0830670038055392e-05 0.0018180728377821299 -0.0020312471954348973 0.0017700720263116535 -0.0021583142113316463 0.00092319638362053349 0.001114562509432641 -0.0016656386976756925 0.00075436137032057482 -0.0023191590602818957 0.00033292704568992353 0.001531486805753368 0.00037865506409848378 0.0010512503535069983 -0.00070037893249550549 -0.001149917952367072 0.00062966766239617468 -0.0026215397227074104 0.00019416100805199385 -9.2694519792542834e-05 0.00171902985808506
leaf_weight=1.0095656540579536 14.088136506266894 3.8061292744241646 1.339603064727269 3.0816557813814143 0.98089874023571599 0.58132332414243393 1.3507926574966402 23.585193727296428 1.8317212638212392 5.0924173807143323 1.4459183663129795 0.9413420706987371 1.1785274596186344 1.6753649129532271 0.67158070392906655 2.3909717045025891 1.2408886838238675 3.8224844766082242 0.8312854985706507 4.2020962786627933 0.30997868045233179 35.408716530073434 9.8320312062278372 6.7200559303164473 2.1406818842515341 20.845686585642397 1.5974836898967617 12.770348649471996 1.2030975958332417 2.5380374100059262
leaf_count=311 117 66 123 270 28 497 360 711 55 148 12 53 23 68 10 23 31 30 16 93 18 302 151 108 51 187 33 93 25 21
internal_value=0.000198314 -4.49188e-05 -0.000509925 -0.000924785 -0.000438777 0.000233448 0.000218902 0.000313767 0.000274635 -7.4341e-05 5.18263e-05 -9.12877e-05 1.6747e-05 -0.000114658 -0.00127654 8.91735e-05 -0.000133968 6.10446e-05 -0.000386343 -1.66937e-05 -0.00103655 0.000343433 0.00062242 0.000263246 9.13873e-05 0.000229382 0.000310462 -0.000116877 -0.00153518 0.000468305
internal_weight=168.514 40.2472 15.0712 9.60425 6.5226 25.1761 5.4669 24.1665 128.267 21.1225 19.2908 17.8449 16.9035 15.725 2.34695 13.378 10.9871 9.74619 5.9237 5.183 1.66077 107.144 23.9202 83.2241 45.2774 38.5573 36.4166 15.5709 2.80058 37.9468
internal_count=4034 2477 958 514 244 1519 444 1208 1557 469 414 402 349 326 78 248 225 194 164 121 378 1088 268 820 497 389 338 151 58 323
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=0 17 9 18 16 17 4 7 18 21 21 16 22 23 23 13 10 21 7 23 15 4 6 2 21 21 6 10 23 20
split_gain=0.161821 0.277918 0.256302 0.166305 0.203031 0.370297 0.187971 0.447811 0.743436 0.725215 0.541655 0.582226 0.811991 0.780798 0.511257 0.833239 0.704701 0.539149 0.639794 0.484679 0.552635 0.534341 0.51984 0.548441 0.471182 0.49805 0.466098 0.423918 0.423049 0.487939
threshold=103.48144189910001 241.79519611995002 218.72979271345005 17.323446153950005 17.614958808600004 207.10399803250002 244.52697497700004 23.109894804950002 13.314799198000001 3.7576866553000006 12.957322271500002 22.634947069650003 -0.026144999999999998 0.088075000000000028 0.092835000000000015 107.18613720285002 62.00390986255001 4.0199878722000006 26.459406588900006 0.11002000000000002 40.94720173475001 377.6847677435 16.555386813950005 166.17270395525003 7.8739362195500009 7.1067965614000004 13.865323961050001 61.907125369850007 0.094725000000000018 41.436838994450007
decision_type=2 2 2 2 2 2 2 2 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 6 5 -5 -1 8 19 -10 11 14 13 -13 16 -16 -9 18 -18 20 21 -8 23 -22 25 -19 -26 -15 -17 -30
right_child=1 2 -4 4 -6 -7 7 10 9 -11 -12 12 -14 27 15 28 17 24 -20 -21 22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=0.0029280189461230849 -0.048702674023171882 0.034901914646399759 -0.049306519440187255 0.034267383903354758 0.045707311755749602 -0.022807375811533276 0.018270809269849954 -0.053141696729256574 0.011750533329759751 -0.058027607210932114 0.012337778690097593 0.0207757168503944 0.038349373129581109 0.0035475132356585009 -0.035694480834379982 0.031026536725656244 -0.029382015701599581 -0.0013350447655691602 0.02224745866729138 0.024207998936324103 0.0018073445313241494 -0.049440993728825357 0.0020385049832379598 -0.055838327085656274 0.015156715697547824 0.032697344070760623 -0.033720830383089394 -0.032733405374879433 0.013260370266251502 -0.012643617188720698
leaf_weight=68.699583761857866 0.39617177634136069 0.26650058366067242 0.12157550474512391 0.53493610909208544 0.42237570043653239 0.51570530180470087 1.8579920608099185 0.8563141100457895 0.47192493264083157 1.2696562779829035 7.9350991807332312 2.52325389534235 1.7910591624095094 1.4135889648459854 1.1200724086957041 1.5592116629704813 3.8527118962083469 6.0695157665395509 0.64760276478773438 1.17397700069705 0.53691776841878924 0.31481436446483702 1.1482232328271491 1.3147075689339542 0.61425399928521107 1.1876492275332564 1.6920714373700319 1.5702209789305923 4.4067574848886579 2.7141679977066815
leaf_count=1741 852 26 42 15 24 31 98 44 32 136 160 37 47 26 64 13 159 102 21 17 4 45 19 56 48 27 39 19 49 41
internal_value=0.00137343 -0.020386 0.00852131 0.00151779 0.0175657 0.00625235 0.0013153 -0.000990888 -0.0113038 -0.0391195 0.00109687 -0.00168895 0.0102389 0.00109649 -0.00521037 0.00331777 -0.010812 -0.00823469 -0.0219524 -0.00367094 -0.0099983 0.00846016 -0.0233679 -0.0391228 -0.00177948 0.00423442 -0.0207031 -0.0155452 0.00835186 0.00338697
internal_weight=118.999 0.784248 0.388076 118.214 1.47302 1.05064 116.741 48.0418 8.08821 1.74158 39.9536 32.0185 7.29812 5.50706 24.7203 9.80021 14.9201 14.0638 4.50031 6.34663 5.17265 2.17281 2.99985 1.85163 9.56349 7.25716 2.30633 2.98381 8.68014 7.12093
internal_count=4034 920 68 3114 70 46 3044 1303 407 168 896 736 129 82 607 167 440 396 180 239 222 143 79 60 216 129 87 45 103 90
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=16 16 20 10 17 21 19 21 5 6 21 5 16 6 22 3 20 22 21 17 23 16 6 5 21 13 15 5 5 22
split_gain=0.714516 1.51532 0.968474 0.96228 1.37218 0.972683 0.962327 1.06538 0.914437 0.909988 0.851016 0.842554 0.778573 0.594064 0.551514 0.525429 1.99 1.47072 0.977633 1.00495 0.966794 0.833258 0.82525 0.775173 0.730275 0.715095 0.952603 0.683366 0.917189 0.679495
threshold=18.594956516900002 15.584963555600002 37.198331469900005 71.015621515800021 236.15709471040003 5.1185473364500007 12.551012654050002 4.5829628528000006 19.234448447350001 11.075258771650001 12.263428102400001 13.154029769200003 15.404963976500001 9.6752260601000017 0.20949500000000004 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 189.19102531915004 0.080770000000000022 22.604947139800004 16.425383776450001 22.213482503200002 3.7576866553000006 114.05514772615001 30.243446395250004 20.374719724350005 20.849573174100005 -0.078649999999999984
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 5 6 -5 13 -3 14 -10 -11 -13 -8 -4 20 27 21 -19 22 25 23 -20 -18 -25 26 -2 -17 -29 -27
right_child=15 3 9 4 -6 -7 7 -9 10 11 -12 12 -14 -15 -16 16 17 18 19 -21 -22 -23 -24 24 -26 29 -28 28 -30 -31
leaf_value=-0.0016912299470113973 0.00083494528551533525 0.00082908294428103409 -0.0019254315600775215 0.0012157698037499819 0.00097040100099233379 -0.0019771937125990747 0.0010439941075228605 0.00045351198492434442 -0.0020173422488678036 0.001639238806938715 0.0015700851388271667 5.4656857965254058e-05 0.00084590730606386156 -0.0020049611533174087 0.0015254806413207097 0.0012675013685955992 0.0014794173954678252 -0.0021317701302548449 -0.001191143691670212 -0.0021498877022853502 0.00024129728469188193 -0.0013134441722945139 0.00093473794853618768 0.001934998613416205 -0.00085982249824647749 0.00057087031124613814 -0.00042470440349294774 -0.001112684295715591 0.00034010829623145884 0.0015907058705209027
leaf_weight=0.88871982530690985 5.6318455897271651 2.7356696476344946 0.94760862368275656 0.82637306977994551 1.2146596868988124 3.2186410639696987 0.2514653972466484 1.1798225250095127 0.93578166488441616 1.7801633992930899 0.31357601680792868 14.897248085559115 6.2786478586494914 2.3312074209097773 0.19904478185344487 2.5862733572721508 1.8273085728287681 2.4424284696287941 1.1346763747278608 1.0566128969076087 60.852868471294641 1.0293337901821358 1.5139768273802472 0.42743035405874241 1.4885467353742567 4.4564563445746899 3.4318178496323526 1.6396483033895517 26.325721808476374 4.8415705226361734
leaf_count=311 49 56 650 16 38 273 13 20 356 24 18 454 38 153 42 31 10 132 19 37 643 34 35 7 81 31 37 14 306 106
internal_value=0.000194728 -3.06504e-05 0.000240865 -0.000552328 -0.000893009 -0.00118291 -0.000625799 -0.00103027 0.000218981 0.000312105 -0.00111693 0.000393948 0.000289262 -0.0017081 -0.0013264 0.00026569 9.38267e-05 -0.000596697 -0.00120609 -0.000595906 0.000355667 0.000188276 2.40156e-05 0.000601221 -0.000236333 0.000734701 0.000357998 0.000340646 0.000254929 0.00110191
internal_weight=158.685 37.9986 24.9914 13.0072 9.02217 7.80751 4.58887 3.7625 3.98503 24.1027 1.24936 22.9561 21.1759 2.58267 1.14665 120.687 41.472 10.9203 6.14769 3.70527 79.2146 4.77262 2.64865 3.74329 1.91598 18.3617 9.06366 30.5516 27.9654 9.29803
internal_count=4034 2462 1519 943 513 475 202 186 430 1208 374 516 492 166 692 1572 706 355 223 91 866 132 54 98 88 223 86 351 320 137
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=16 16 2 22 20 7 5 12 0 10 3 20 10 5 0 20 2 22 15 16 22 0 6 21 18 18 7 22 23 23
split_gain=0.82847 1.28419 1.13763 1.00461 1.63714 1.7206 1.41369 0.980761 0.90582 1.53992 1.15738 0.942874 1.3082 1.04238 0.881061 1.58087 1.08504 0.867544 1.24073 0.987249 0.873768 0.823116 0.85859 0.984906 0.796896 0.788212 0.777829 0.710019 1.13297 0.840551
threshold=20.404952284350003 19.974953289850003 322.38159739250005 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 115.02544258150002 90.297243227400017 67.074341896550024 89.695028606150018 36.79544512155001 64.665483411650015 20.204934414350003 86.329079026800017 41.942745071500006 101.23478163165002 -0.078649999999999984 36.346245650200011 22.644947046300004 -0.013805 92.313586825200005 14.845346859150002 7.0441631297000011 13.893471991850001 13.012604996900002 22.516377366000004 -0.59260499999999994 0.092650000000000024 0.083495000000000028
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 21 -1 10 -10 -2 25 13 -13 15 -15 26 19 -19 -16 24 -5 23 -23 -20 -12 -17 -6 29 -29
right_child=8 -3 -4 6 27 -7 -8 -9 9 -11 11 12 -14 14 17 16 -18 18 20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020931524416430147 -0.0012483082072648549 -0.0016160660056497599 -0.0019814211922060156 -0.0014282836860969607 0.00090642788648358848 -0.0020336965674176621 -0.0017686743573940443 0.0010959592453018616 0.0014378294115124897 -0.00056082799985174531 0.00023635388667619613 0.0010241898426872763 -0.0010684168608130953 0.00023602508627791686 0.00035454338683522371 -0.0011380134070040947 -0.0013759248678511687 -0.00051181545334692444 0.0017020701539666196 -0.00090089259033455981 0.00032719764993340651 0.00049611239202515002 0.0013329437548597028 -0.00082813651603436101 0.00024428502261144723 0.0020112618586524056 0.00067425096549531222 -0.00045942976698752061 -0.00072471260757520366 0.00050104972583005258
leaf_weight=0.47548847708821895 1.8307070806622494 1.6922318334691215 0.97242085808284073 0.837137902359255 3.2448884429832132 3.0547106869198615 1.102469684643437 1.422297374687332 5.8454319797456256 1.8835984375327823 1.6390095795504742 6.6828536447137585 2.6774239875376216 28.494393483735621 17.507962992414836 1.361241548089309 4.3732724009314552 2.2588711194694033 6.6069265771657193 2.6673603728413573 4.266485746949912 21.456248557351508 3.9783924706280223 2.2977204208491449 1.7534853704273698 2.1211968287825584 2.4510330688208342 4.767661280147883 6.6205150988716914 11.461182196704611
leaf_count=70 22 49 279 49 97 258 224 118 63 24 34 60 31 242 128 44 215 27 88 21 36 431 39 176 41 24 21 565 194 364
internal_value=0.000206044 3.6041e-05 8.13595e-05 0.000114395 -0.000127335 -0.00114061 0.000367326 0.00029693 0.000320163 0.000950748 0.000263944 0.000296567 0.000252937 0.000298048 0.000230406 2.21265e-05 -0.000722468 0.000448303 0.000800339 0.000188563 0.00103508 0.000449752 0.000506443 0.000368018 0.00139632 0.00123761 2.71492e-05 6.49761e-05 -5.45203e-05 0.000218883
internal_weight=157.805 63.3834 61.6911 60.7187 31.0467 4.9525 29.672 1.89779 94.4213 7.72903 86.6922 84.8615 81.1013 78.4239 71.741 36.6799 8.18555 35.0611 14.8858 20.1753 12.6269 28.5695 27.7324 23.754 8.36041 3.76021 3.81227 26.0942 22.8494 16.2288
internal_count=4034 2913 2864 2585 1666 446 919 188 1121 87 1034 1012 954 923 863 522 280 341 192 149 165 695 646 607 129 58 65 1220 1123 929
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=16 16 16 5 6 16 3 2 5 8 8 17 16 20 9 15 22 5 15 6 6 20 2 13 15 18 13 0 18 0
split_gain=0.177491 0.306291 0.372696 0.172567 0.356795 0.710748 0.557112 0.445368 0.466223 0.526891 0.566225 0.362353 0.549098 0.299344 0.623798 0.28581 0.638713 0.817436 0.750644 0.730891 0.29874 0.781157 0.654099 0.981854 0.616728 0.966791 0.462843 0.771762 0.711596 0.610542
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 23.730745871350006 16.395383075500003 21.094950670800003 92.864720741950009 315.94243452415003 32.00428233840001 8.6432548896500023 10.441851282850001 187.51563899930002 22.584947186600004 41.685324604100011 206.57490536735003 41.492094664050008 -0.06828999999999999 23.195398057700004 42.493282152450007 16.435384010100005 16.455384477450004 40.467253020850002 184.38272419390003 117.66037007905001 36.548474543700003 13.077716774800001 112.64908412395 92.313586825200005 13.545319032100002 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 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 15 5 -5 -6 8 9 11 -11 12 -8 -13 -15 20 18 19 -17 -18 26 -22 24 -24 25 -23 27 -2 -29 -28
right_child=3 -3 -4 4 6 -7 7 -9 -10 10 -12 13 -14 14 -16 16 17 -19 -20 -21 21 22 23 -25 -26 -27 29 28 -30 -31
leaf_value=-0.045433724275541397 -0.025526577461305693 -0.044248512284100379 0.039365993023865072 0.015709906653438084 0.036595035256092479 -0.047067571646689781 -0.0017818420024803595 -0.045002676005145299 0.036952601215348484 -0.047100105452192738 0.015699404945194659 0.010882902057869006 -0.049485402304819112 -0.049580012653620636 0.0077719139485939769 0.016137094097601494 0.031176531302679798 0.04105517248883038 -0.014045709493303537 -0.015708104423824483 0.0094031041582862077 0.0026615303190757524 -0.052787670755147093 0.0011746580143089343 0.0018818130775296788 -0.040495462478439312 0.0048967039789722094 0.041045723616098248 0.00031906972280486355 0.026907499685000447
leaf_weight=0.15610068989462789 2.165278119602589 0.43236321728454641 0.26481310600865982 0.54641593931591959 0.71191972680389781 0.91231767751742154 1.7406946851042397 0.46115660318173546 0.57125735182489812 0.94608688211883307 0.38186897319974378 4.9753021660726517 0.6201142517820698 0.52715390201774415 1.1290261447429655 2.8526746779680252 1.1041062717558801 2.0941936066374183 3.4491936418344267 1.4674424584954975 6.4974014500621733 1.9716925391694524 1.4245125073939555 1.1585735615808515 8.7531158170895633 1.9627053262665866 25.039676565676931 0.82931632921099563 41.184081692535983 2.6397202042862764
leaf_count=455 197 435 40 41 12 46 353 57 48 80 17 41 24 61 4 23 27 31 57 16 93 24 46 8 70 32 330 16 1301 49
internal_value=0.00126643 -0.0185157 0.00791705 0.00140933 -0.00321795 -0.0235522 -0.000759323 -0.0031018 -0.00132767 -0.0034466 -0.0290414 0.000333161 -0.0143121 0.00554689 -0.0104829 0.00200761 0.00865607 0.0208646 -0.000382822 0.00442203 0.0012288 -0.00323876 -0.00861767 -0.0285843 -0.0045526 -0.0188677 0.00258215 -0.000183158 0.00112299 0.00699582
internal_weight=118.97 0.853277 0.420914 118.117 13.5233 1.45873 12.0646 11.3527 10.8915 10.3202 1.32796 8.99229 2.36081 6.63148 1.65618 104.594 10.9676 4.66574 6.30187 2.57155 93.6261 21.768 15.2706 2.58309 12.6875 3.9344 71.8581 44.1787 42.0134 27.6794
internal_count=4034 930 495 3104 784 87 697 685 628 580 97 483 377 106 65 2320 154 74 80 43 2166 273 180 54 126 56 1893 1514 1317 379
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=16 12 23 16 3 20 2 23 22 6 16 5 23 22 22 20 7 5 12 2 22 21 22 23 3 0 5 20 5 19
split_gain=0.897953 1.28533 1.2568 1.16453 0.890738 2.16731 1.73256 1.13566 0.98876 0.862616 0.84393 0.838192 0.772161 1.74755 0.748911 1.46158 1.86969 1.34249 0.912757 0.875077 0.945689 0.759888 1.05402 0.902647 0.738028 0.728697 1.26543 0.84155 0.720873 0.710887
threshold=20.404952284350003 320.0928336514001 0.12535000000000004 19.974953289850003 93.281431752200021 41.942745071500006 101.23478163165002 0.080135000000000026 -0.078649999999999984 16.575387281250006 22.604947139800004 20.374719724350005 0.092835000000000015 -0.018034999999999999 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 115.02544258150002 186.79363985910004 -0.068964999999999985 3.2025200283000004 -0.59260499999999994 0.09450500000000002 78.683104103850013 90.297243227400017 20.748863230450002 41.319407281650008 12.290720980000001 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 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 7 11 9 8 -2 10 -7 -6 13 25 15 16 18 -16 -1 20 21 -17 -23 24 -24 26 27 -9 -21 -25
right_child=4 -3 -4 -5 5 6 -8 12 -10 -11 -12 -13 -14 -15 17 19 -18 -19 -20 28 -22 22 23 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0021549105429046859 0.00048609534429493834 -0.0018360202848718415 -0.0020841834577287367 -0.0015607030607003788 0.0013603405032353048 0.00059479688106775725 -0.0015396234273355931 8.7389487006637311e-06 0.001697881446510587 0.0014321602294294345 -0.0014610995704323936 0.00026780799508303361 0.00060553600646081869 -0.0016151846793027575 0.00046403590173219581 0.00058017373313118154 -0.0020695209449366715 -0.0017720960746768987 0.0012866972641267414 -0.0020394370413649027 -0.0022965431574791372 0.0014332374775604137 -0.0020816044871847152 0.00030282709475547759 -1.3484887112473127e-05 0.0012534938290202451 0.00036436057429688884 -0.0023508984706279846 0.0010163699678084881 -0.0021348425422303636
leaf_weight=0.3801584610628187 5.1530444957315922 1.3636620053075592 1.0081255876793864 1.5414491244591761 2.9742264039814463 1.5548420362174495 4.718535146501381 1.1261151880025893 5.2023896407335979 1.4103929284028707 1.5162460450083015 29.262594568077475 24.495169602334499 2.0813536858186152 29.146293925732614 6.4884162661910585 2.7960178989742417 1.0701277875341464 1.3426709567356736 0.31542067485497582 0.6976739675737943 1.3270548415894214 0.71193038469208758 0.62400006261304897 9.7337732510350161 2.5527096912264815 12.665202552452682 1.2006621807813642 5.0280594811338233 1.7495137315709142
leaf_count=68 39 360 64 47 31 12 215 10 108 22 32 271 183 29 663 179 232 222 116 137 36 35 155 18 346 38 97 34 171 64
internal_value=0.000224946 4.76396e-05 8.77998e-05 0.000122582 0.000345706 0.000129047 -0.000710372 0.000510504 0.00109488 0.000162745 -0.000420233 0.000368607 0.00037335 8.35595e-05 0.000164833 -4.82761e-05 -0.00107948 0.000384842 0.000527274 0.000126409 -5.1332e-05 2.45802e-05 -0.000230252 -0.000402457 -0.000154438 0.000285084 0.000120191 -0.00120888 0.000835989 -0.00149398
internal_weight=161.238 65.3243 63.9607 62.9526 95.9135 41.4368 9.20002 54.4766 10.3554 4.48148 3.07109 32.2368 44.1212 19.626 61.4111 31.1947 4.51885 30.2164 1.72283 26.6758 21.3324 20.6347 14.1463 12.8192 10.4457 17.5447 14.992 2.32678 5.34348 2.37351
internal_count=4034 2913 2553 2489 1121 583 281 538 147 66 44 302 391 208 2442 1557 416 885 184 1141 833 797 618 583 501 179 141 44 308 82
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=10 18 18 16 6 21 7 10 0 5 7 13 7 21 17 7 5 15 6 20 9 0 22 22 19 22 0 0 2 7
split_gain=0.166541 0.222757 0.21299 0.201989 0.188315 0.197956 0.183184 0.364081 0.166338 0.434066 0.401193 0.374787 0.273798 0.347674 0.321796 0.356409 0.254227 0.467673 0.342463 0.661078 0.316745 0.651223 0.763648 0.584044 0.522227 0.608615 0.41111 0.526667 0.337809 0.345179
threshold=81.479100559500012 17.399600107550004 17.323446153950005 17.684958644900004 8.2451926476000015 6.088545839700001 27.007549805650005 81.011308844800013 76.451683855550016 29.026000224750003 19.716522186550005 116.35915634395 21.725272673150005 6.9459996152000008 172.24349499320002 21.147833206800005 25.767562150000003 50.314162856800003 16.705390318750002 38.748048509250005 187.94830913940004 85.732241321850012 -0.054619999999999995 -0.117885 14.551174033150001 -0.093879999999999991 85.812895065800021 86.692020874450009 106.79778736115001 22.695144739300002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 -4 -6 8 -8 9 -1 -10 -11 13 14 -12 -16 18 -18 20 -20 23 22 -22 28 25 -25 -27 -28 -14 -30
right_child=2 3 4 -5 5 -7 7 -9 10 11 12 -13 16 -15 15 -17 17 -19 19 -21 21 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.047447448837524317 -0.046920783014771407 0.0055759942589997755 -0.047164987950444617 0.046909071435760029 0.021095309250005995 -0.035287574232225637 -0.049518068167238867 0.0066492097581044183 0.032390920507871082 -0.053291688634135248 -0.048296380770251786 0.014380141326565716 0.045493619143592526 -0.04948011185035335 0.026776423413601837 -0.013949603225551176 0.037528007324654403 -0.021746597207654112 0.015887435172462366 -0.034425222947209524 -0.050499887947939109 0.0016034345797774599 0.0063702670458521665 -0.040825842734314444 0.036027587620044009 0.01860790784453727 -0.018787179944937799 0.010112924409014984 0.031513670327198415 -0.048090844251831306
leaf_weight=0.53273640242332376 0.33721378068184893 0.60606491277576313 0.17118214437482493 0.43223903886973858 0.52620128720081993 0.17777302679314744 0.44495228986488555 0.55154279938142281 0.90047656110254948 0.2115409173129591 0.32262141519822751 1.0013052827271165 1.31146221194649 0.46324582753004495 0.73928964054357482 1.2075608724480842 1.030716209730598 0.39210539688065171 0.88596289069391732 1.5022484991932286 1.115815678087529 91.910561987373512 0.91872321323898987 0.68105537875089517 1.0204786135582242 2.9084957662853412 2.4493858796340646 2.986108162630444 0.29835266196641885 0.19043420088291896
leaf_count=247 371 36 425 17 126 38 48 3 40 85 115 103 24 109 33 32 31 42 22 63 87 1504 21 22 37 35 33 130 43 112
internal_value=0.00130464 0.00148112 -0.0157286 0.0227827 -0.00370974 0.00685707 0.00129041 -0.0184305 0.00146133 -0.01269 0.00167948 0.00257703 0.00143329 -0.0130099 -0.00556557 0.00151554 0.00179341 0.0211929 0.00153826 -0.0157606 0.00192877 0.0010312 -0.0248194 0.00904712 0.00470488 0.00116316 0.0045904 -0.00291027 0.0332772 0.000499289
internal_weight=118.228 117.015 1.21237 1.0383 0.875156 0.703974 115.977 0.996495 114.981 1.74558 113.235 1.21285 112.335 2.73272 2.26947 1.94685 109.602 1.42282 108.179 2.38821 105.791 93.9451 2.03454 11.8458 10.0455 9.02505 8.34399 5.43549 1.80025 0.488787
internal_count=4034 3074 960 53 589 164 3021 51 2970 435 2535 188 2495 289 180 65 2206 73 2133 85 2048 1612 108 436 257 220 198 163 179 155
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=23 23 17 13 2 2 23 12 12 23 12 17 21 0 5 23 5 6 10 2 17 6 6 19 23 22 20 21 15 14
split_gain=0.172522 0.180587 0.15251 0.272885 0.156933 0.578753 0.32788 0.222196 0.633173 0.588734 0.446963 0.376926 0.738609 0.899816 0.55696 0.357139 0.940092 0.611881 0.6074 0.713907 0.563815 0.765475 0.498963 0.489571 0.337648 0.324768 0.275589 0.272688 0.270852 0.790193
threshold=0.4381000000000001 0.43162500000000009 162.13109061465002 120.87576600310001 49.864842700850012 60.327272492300004 0.08572500000000001 149.09269374785001 150.73104262400003 -0.27172999999999997 144.57070813310003 199.84861692095004 11.065329869750002 92.501778894350011 17.719454526200003 0.088145000000000015 22.127107789600004 16.375382608200002 61.977025281250008 114.12323913765002 192.41413881610001 15.760368238450001 15.255356438950001 12.751028791950002 0.09013000000000003 -0.122165 41.035283712600005 5.7087410616000005 37.050691080100002 221.97954525475004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -4 6 -6 9 -9 -7 11 15 13 -13 -15 16 17 20 -19 -20 21 22 23 -11 -17 -25 -22 -12 29 -10
right_child=-2 -3 4 -5 5 7 -8 8 28 10 27 12 -14 14 -16 24 -18 18 19 -21 26 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.042210028422919009 -0.020104921317545685 0.012720653998960944 0.011244605598242518 0.015971087737018878 -0.0097732256993461608 -0.04537677714482468 -0.043255090926426168 -0.034923905860893868 -0.050467586814109372 0.0065439436203077461 0.029740975440083077 0.035225299472974217 -0.044649915949578331 -0.0011080502616861935 -0.033245104350517099 -0.011248296540582842 -0.044073147472406329 -0.0084885043920302806 0.041156245970558572 0.0011957009031063671 0.0099776595309157071 -0.055080159110128257 0.041862527379482081 0.0033945168984497835 0.0034383145305661037 -0.045606058609121924 0.036063062550854008 0.0020989431111331689 0.0023020506659030405 -0.0021274702414138648
leaf_weight=0.35717854537324356 0.64508057034254207 2.2327085914512272 2.4842490516602984 0.21869786083698273 1.9031783841783174 0.41301652695255953 0.66377096851647355 0.87879925238666956 0.58378711488330992 2.11829867162123 1.7339729644481843 0.96774177392944594 0.73552326064236684 4.4984895003835845 1.1366756401257587 3.0017483107112666 0.5156632495782113 0.80156812071800221 2.8800173839554195 1.0182047486305235 2.3041723933001781 0.45929696783423413 0.44415102154016484 0.35166446678340435 21.495855222654427 0.6450659749098121 0.96767529271164665 0.91862838904489752 37.392056118595065 22.443505579961766
leaf_count=349 31 22 39 4 36 71 43 27 13 130 42 23 27 94 48 47 164 14 94 4 44 9 8 10 327 97 27 30 634 1526
internal_value=0.00104992 0.00116699 0.000941368 -0.0201149 0.00104796 0.000820314 -0.0184311 0.00127491 -0.000356013 0.00338371 0.00381225 0.00283381 -0.00565864 -0.00131525 -0.00759045 0.00451801 0.0101582 0.0124906 0.0240317 0.0307187 0.00505047 -0.00524279 0.00118851 -0.00461092 0.00163873 -0.0283178 0.0176926 0.0201682 0.000146777 -0.00335299
internal_weight=117.21 116.565 114.333 0.575876 113.757 111.273 2.56695 108.706 61.2981 47.4074 46.9944 44.3418 7.33843 6.60291 5.63517 37.0034 12.5058 11.9901 4.69979 3.89822 7.29032 4.01848 3.55918 3.11503 24.4976 0.99673 3.27185 2.6526 60.4193 23.0273
internal_count=4034 4003 3981 353 3628 3589 79 3510 2200 1310 1239 1167 192 165 142 975 601 437 112 98 325 254 245 237 374 107 71 72 2173 1539
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=22 8 2 22 20 10 3 22 9 9 10 12 18 7 9 15 16 10 13 20 22 16 9 9 9 21 4 23 21 17
split_gain=0.147148 0.724579 0.576491 0.636332 1.22882 0.573783 1.28144 0.946771 0.895591 0.730924 0.674189 0.719708 0.712789 0.579236 0.572927 0.660782 0.544275 0.83874 0.543171 0.51404 1.02568 0.499309 0.438049 0.50838 0.539254 0.482287 0.990973 0.586542 0.566647 0.530011
threshold=-0.037054999999999998 8.9430209551500024 41.467794892200004 -0.053159999999999992 40.467253020850002 70.206395618550019 83.538459487450012 -0.06483499999999999 194.04304600165003 215.54845996915003 69.999384342500022 155.48826588285002 12.844794714750002 21.623105384250003 206.08934059370003 23.908355817750003 18.044957803000003 71.015621515800021 117.74908919740001 39.577821550850011 -0.097294999999999993 9.719977270450002 201.32298960505003 211.04147598835002 214.31567825310003 3.0668791869500005 165.86037890555002 -0.059734999999999996 2.0976681454000006 195.18216166535004
decision_type=2 2 2 2 2 2 2 2 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 18 -1 5 -5 7 14 9 -9 10 11 12 13 -4 -7 21 17 -8 22 20 -13 -16 25 -24 -25 27 -27 -2 29 -29
right_child=1 -3 3 4 -6 6 16 8 -10 -11 -12 19 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=0.031670365201837691 0.034589292204763547 -0.026586578470457173 -5.431369238398079e-05 -0.0019947358167154133 -0.042977804922739629 0.0063521331673724252 0.042486900836954326 -0.0013886088358874751 0.033903177260619644 0.024812465132907888 -0.034816880763243248 -0.044879485131957143 0.00963449379453854 -0.042525873692919949 0.02513111407958471 0.00020848981467779692 -0.04389829184743034 -0.043523126168753132 0.037898659105127915 -0.0020825115152067514 0.013424620586980828 -0.033885976883138678 0.015250399424695037 -0.02926923370629855 0.0051656331420803538 -0.05354979009693802 -0.0022600328437550688 -0.021265866288642334 0.024838624218756298 0.013338293686891435
leaf_weight=0.99235768150538106 1.2734297680945017 1.3745589709287731 1.7037492414528999 4.8129361277460694 1.7451445119149864 8.2242751761896233 0.37623582897322139 2.1038645541411816 3.1337295359699056 2.1636922908946863 0.95688646251801301 1.4058846013595032 17.563834833228611 0.83894285932183255 0.28310547139790232 4.0394515612861142 1.9626844205195082 0.42009520856663585 0.82658364647067983 24.405641153673059 0.84607055376546014 2.2099578701181599 8.916965654872909 0.96990778510371356 4.4433005692626466 0.69542265135532844 12.750509181534197 1.9008678348927817 1.3877509508747605 1.3080253379503117
leaf_count=20 68 65 204 43 36 684 15 26 51 54 22 71 376 21 53 108 230 109 21 472 19 205 218 53 96 20 513 99 22 40
internal_value=0.000974497 0.00320294 -2.17001e-05 -0.000418813 -0.0129006 0.000708094 -0.00588869 0.00280431 0.019727 0.00102753 -5.08935e-05 0.000660487 0.00663712 -0.0140675 -0.000995335 -0.0102456 -0.0320612 -0.00288669 0.00439076 -0.00384739 -0.0229743 -0.0271842 0.00356757 0.00911024 -0.00100421 -0.000544431 -0.00491274 0.00946156 0.00250031 -0.00716034
internal_weight=116.036 35.8473 80.1885 79.1962 6.55808 72.6381 17.5158 55.1223 5.23759 49.8847 47.721 46.7641 20.1065 2.54269 14.7568 6.53251 2.75902 0.796331 34.4728 26.6576 2.25196 2.49306 33.6462 14.3302 5.41321 19.316 13.4459 5.87007 4.59664 3.20889
internal_count=4034 1215 2819 2799 79 2720 1404 1316 77 1239 1185 1163 601 225 1050 366 354 124 1150 562 90 258 1129 367 149 762 533 229 161 139
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=0 17 20 0 22 18 18 8 18 9 15 3 16 7 15 5 17 17 21 16 15 22 22 8 7 7 2 17 8 22
split_gain=0.681622 0.73155 0.617659 1.73888 2.1111 1.27208 1.70838 1.20019 1.13554 0.968377 0.881523 0.937082 0.854414 0.782676 0.766628 2.26047 1.39241 0.972839 0.799091 0.790848 1.0637 0.712897 2.07347 1.45852 1.43529 1.18848 0.945692 1.12341 0.904243 0.896312
threshold=103.33357670195001 241.79519611995002 42.094663496250007 86.20003303655001 -0.097294999999999993 13.036600629150001 13.012604996900002 7.3442686056500008 13.565177112500001 186.68586460755003 39.296024648600003 108.47659710545001 22.584947186600004 22.105125139000005 38.884669609800007 20.482113285800001 214.03087950770001 187.77231677760003 3.2025200283000004 16.294961895300002 28.343014915050002 -0.06483499999999999 -0.08786999999999999 8.9430209551500024 24.054467534550003 23.203497038450006 187.91736117530004 197.61001826940003 8.1436447804000007 -0.50001499999999999
decision_type=2 2 2 2 2 2 2 2 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 7 4 10 6 -6 -1 12 13 11 -4 -5 -9 15 16 17 18 -10 -19 -21 22 29 26 25 -24 -23 -28 -26 -11
right_child=1 -3 3 8 5 -7 -8 9 14 21 -12 -13 -14 -15 -16 -17 -18 19 -20 20 -22 23 24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.0015767565586964482 -0.0020027249066659624 0.00052148404103944973 0.00071453155306139629 0.0012664037335029441 -0.0017400731549800743 -0.0022199797670210217 0.0014485418755209522 -6.9155338924826014e-05 0.001605252152415641 -0.00035487695758794146 -0.0021428899317261843 -0.0020284925648627506 -2.8558389374825927e-05 0.0011204827982810085 0.00066930575795024676 -0.0021141671712897954 -0.002097257289755411 0.001158582777233897 -0.0017220763184316531 -0.0012962513965099831 0.00042149916590836483 0.0003348249875560871 -0.0010133008999042845 -0.0010042268831950887 -0.0005812582128405763 0.00062205722509779649 0.00038675173584274249 0.0015899037894407041 -0.0022711305074524747 0.00042212205569435173
leaf_weight=1.312919237090681 1.0987737092600571 0.73784149199491356 4.9141907404991798 6.0500541227520426 1.5526758223422787 3.4335916311829351 1.1063069170340893 2.7806739285588256 0.34071425508592312 6.8119681496173063 0.5568432225845753 0.53051838418468822 2.8968626409769058 9.0343174831941706 5.4771172917680806 2.0362476316804523 1.0560796150239173 3.9057921720886943 1.4957079073355997 1.6973264222033302 7.5558513573923847 35.485452645458281 2.9418400721624547 2.6316498764790586 2.3715870743617415 4.075438607018441 6.1264364132657629 5.816429038066417 2.5015208381228149 35.217936966335401
leaf_count=364 864 69 153 123 129 145 11 25 9 137 27 58 18 78 61 77 53 62 186 90 131 332 35 57 70 33 61 107 97 372
internal_value=0.000199142 -0.00098865 0.000212632 1.62831e-05 -0.000618466 -0.00143154 -0.000413405 0.00028742 0.000252405 0.000308556 0.000206936 0.000447258 0.000847117 0.0008405 2.66093e-05 -0.000168005 7.88803e-05 0.000232139 -0.00110475 0.000418711 0.000106409 0.000248113 9.16772e-05 0.000416613 -0.000631232 -6.35308e-05 0.000495451 0.000972712 -0.00144872 0.00029619
internal_weight=163.551 1.83662 161.714 44.6059 12.0941 6.09257 2.65898 117.108 32.5118 115.795 6.00155 5.44471 8.94692 11.815 23.5648 18.0877 16.0515 14.9954 1.83642 13.159 9.25318 103.98 53.9203 50.06 11.8904 7.01728 47.4283 11.9429 4.87311 42.0299
internal_count=4034 933 3101 1333 523 285 140 1768 810 1404 238 211 141 103 669 608 531 478 195 283 221 1301 744 557 235 68 500 168 167 509
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=16 16 16 15 10 0 6 10 0 17 22 21 9 19 20 15 21 6 6 10 6 22 2 3 6 5 22 3 20 22
split_gain=0.150569 0.253508 0.320434 0.183145 0.546313 0.374996 0.712685 0.374972 0.359046 0.555434 0.432297 0.352958 0.355068 0.211843 0.206679 0.548033 0.264915 0.190312 0.55065 0.538369 0.361822 0.557271 0.561773 0.457788 1.07094 0.824612 1.19647 0.346663 0.835636 0.878227
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 20.729785921300003 76.279622535200005 98.674478761850011 12.350288562550002 81.188747081400024 98.142164052000012 189.72181505755 -0.54526999999999992 6.8125785082500014 223.29399794390005 11.550931964450003 35.419594101850009 35.517387705950007 0.49227235280000009 13.835323260100003 13.65531905435 72.378669787950017 14.845346859150002 -0.23783499999999999 214.21704501460002 86.272621406050021 15.155354102400002 18.280220412300004 -0.079634999999999997 93.281431752200021 41.942745071500006 -0.097294999999999993
decision_type=2 2 2 2 2 2 2 2 2 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 13 -6 7 -7 14 -10 -11 -12 -13 -2 15 16 -5 18 19 -16 21 -19 -23 25 -25 -22 -27 -26 -29 -30
right_child=3 -3 -4 8 5 6 -8 -9 9 10 11 12 -14 -15 17 -17 -18 20 -20 -21 23 22 -24 24 27 26 -28 28 29 -31
leaf_value=-0.05299556560030351 0.019062535353261426 -0.051731706180434191 0.044606975572485198 0.0087665153425874158 0.04189418492421125 0.040844989713134557 -0.053394525506944207 0.0052105835302100308 -0.053850297911210383 -0.053290288594377996 0.0029151794869119291 -0.052654294506349966 0.029574596338912296 -0.047003649755807973 0.0034166975186675887 0.038325077556352671 -0.027007402364485039 -0.054903996723205985 0.023776703909072133 -0.05387081160462534 0.042828868621227471 -0.0019929887762396297 -0.040489073269200579 -0.038885672161478105 0.0056446659012968957 -0.04867935221655488 0.032064772199416343 0.0029191551879117418 0.0039302202701454545 -0.03220048341868155
leaf_weight=0.14022286228759995 0.16394768391910375 0.36866907356125012 0.23271298018880771 2.096726434101583 1.1225909302884245 1.0987610639131165 0.43128202774096269 2.5529337519310502 0.68661964571947365 0.4586874104970774 5.1700272850757756 0.60043989263431274 0.17682865069946274 0.54913524619041709 2.6533721578889522 1.431403139606118 0.72454542641935393 0.58182183254394004 3.3979100231081247 0.5085047760803717 1.9305457565933459 17.204240927705545 1.0460438310401503 1.6900220779934887 35.662524174898863 0.8690521279349922 1.05924019170925 23.346818713325778 3.0239837420376681 4.1539769119772272
leaf_count=455 23 435 40 105 35 55 42 138 62 59 142 98 9 128 75 25 23 73 35 117 30 319 89 44 484 24 21 409 160 280
internal_value=0.00116731 -0.0217399 0.00790869 0.00131582 0.0100525 0.0157875 0.00860966 0.0159326 0.000839121 -0.0102547 -0.00558199 -0.00190247 -0.0339472 -0.0318141 0.00161525 0.0126207 -0.00042077 0.00113338 0.00952215 -0.00579649 0.000525793 -0.00576598 -0.00419945 0.0021775 0.00120605 0.0192655 -0.00432538 0.00222975 -0.00175995 -0.0169791
internal_weight=115.134 0.741605 0.372936 114.392 5.91865 5.20557 4.08298 3.65169 108.473 7.0926 6.40598 5.9473 0.777269 0.713083 101.381 4.25268 2.82127 97.1281 6.55979 3.16188 90.5683 18.8321 18.2503 71.7362 67.8773 3.85884 1.92829 66.1873 30.5248 7.17796
internal_count=4034 930 495 3104 421 270 235 193 2683 370 308 249 107 151 2313 153 128 2160 227 192 1933 481 408 1452 1377 75 45 1333 849 440
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=16 16 2 23 3 20 2 23 22 16 6 23 22 5 2 5 19 21 22 5 20 7 15 2 22 6 20 7 22 20
split_gain=0.982939 1.41946 1.27951 1.10409 0.779885 2.20018 1.34221 1.13338 0.915959 0.817702 0.900237 0.793899 1.63779 0.986969 1.38623 1.18084 0.747142 0.776227 0.743373 1.45108 1.43613 1.35772 0.855607 0.745497 0.98416 0.732234 0.680468 0.708459 0.69763 0.871915
threshold=20.404952284350003 19.974953289850003 322.38159739250005 0.12535000000000004 93.281431752200021 41.942745071500006 101.23478163165002 0.080135000000000026 -0.078649999999999984 22.604947139800004 16.425383776450001 0.092835000000000015 -0.018034999999999999 21.269675393700002 165.44420596670003 22.629964856950004 14.251149826300002 20.770927814650005 -0.059424999999999999 20.305669781650003 38.244973486750006 23.974509389900003 35.098844929350008 186.79363985910004 -0.068964999999999985 11.545269753400001 41.319407281650008 22.938075114600004 0.022350000000000005 40.563919884450009
decision_type=2 2 2 2 2 2 2 2 2 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 18 7 26 9 8 -2 -7 -11 12 13 14 -9 -15 -8 -18 20 -20 21 22 -1 24 -22 -25 28 -28 29 -6
right_child=4 -3 -4 -5 5 6 16 11 -10 10 -12 -13 -14 15 -16 -17 17 -19 19 -21 23 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.00085736673432627961 0.00050913662747882485 -0.0016736963821889887 -0.0019882120444298544 -0.0020209824111395111 0.00026823662625922903 0.00092931922120550569 -1.5869664543759617e-05 0.00030772905747768306 0.0016489497694575292 -0.0022338315239252911 0.00023183111184317681 0.0005997570167442977 -0.0015196510717927997 0.0010007209200181429 -0.0014805074789727868 -0.00045263833786127818 -0.0021660882438920182 0.00058223269313490268 0.00046470442820986056 -0.0017774477054202267 3.5947673849267089e-05 -0.0020038171826622583 0.0019878488896019524 -0.00096863951891607741 -0.0022335575104674285 0.0010919896199124541 0.001258499775187378 0.00019836538884125928 0.00088713702743058252 -0.00075649394856451221
leaf_weight=1.0042179689662578 5.2658170722424984 1.7288641058839846 1.0721230468006968 0.86821284943653054 13.08014535345138 2.1405376642942411 1.0956978706526568 4.9125850517302778 5.1567758005112392 0.89130681566894088 1.417383166728541 24.998987060040236 2.098963585682216 8.2466947305947524 2.3770544789731503 2.7563607450574628 3.1204944248893303 0.43238467723131169 28.07446107353281 1.1087694069428824 19.135778876549015 2.4798677347698685 0.63916743546724308 0.74973277766912261 0.73314710237900982 4.2474654933830607 5.6200808230787498 3.9784613256342709 4.3879736713133743 4.008830774575471
leaf_count=177 39 49 279 62 127 16 42 51 108 18 32 183 29 47 46 35 168 5 675 224 797 243 9 213 36 149 57 26 44 48
internal_value=0.000232635 4.36341e-05 9.3025e-05 0.000130818 0.000354404 0.000150165 -0.000681274 0.000501412 0.00107308 7.34525e-05 -0.000720078 0.000370145 8.86545e-05 0.000273197 -0.000275391 0.000636642 -0.00140364 -0.00183162 0.000162933 0.000379518 -5.50991e-05 -0.00110583 0.000249233 0.000119131 -4.77952e-05 0.000782832 0.000393581 0.000819089 0.000203411 2.78494e-05
internal_weight=157.828 61.8418 60.1129 59.0408 95.9865 40.1733 9.0978 55.8132 10.4226 4.44923 2.30869 45.3906 20.3917 18.2927 7.28964 11.0031 4.64858 3.55288 58.1726 29.1832 28.9894 4.12325 1.64339 24.8661 19.8689 4.9972 31.0755 9.59854 21.4769 17.089
internal_count=4034 2913 2864 2585 1121 583 281 538 147 66 50 391 208 179 97 82 215 173 2523 899 1624 429 186 1195 833 362 302 83 219 175
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=3 2 20 5 13 23 21 15 23 16 7 12 17 17 12 23 20 18 16 10 16 5 9 9 6 18 22 21 9 8
split_gain=0.145398 0.222259 0.256448 0.187871 0.375523 0.373708 0.219439 0.201526 0.630171 0.327812 0.321128 0.29563 0.253013 0.465261 0.361569 0.584747 0.377116 0.583612 0.454118 0.37792 0.63536 0.204092 0.354294 0.523194 0.421385 0.329536 0.235922 0.355395 0.395988 0.203283
threshold=108.40938565220002 169.97615743665003 44.952171034750002 29.996566321350006 119.06105676505001 -0.081689999999999999 10.628103601550002 46.074827201850006 0.090390000000000012 22.614947116400003 24.346818680050003 383.30163750755008 208.33805927010005 209.55094140555002 196.02356660640004 0.089165000000000022 41.50623664750001 14.766576839600001 17.684958644900004 67.192634054300015 15.524963695900002 26.429668882900003 219.96883426190004 215.54845996915003 13.200308423050002 14.674589207750001 -0.63113999999999992 18.593782865600001 187.94830913940004 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 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 7 -6 -5 11 -9 -10 -11 12 21 -14 15 -15 18 -18 -16 -19 -21 22 23 26 -25 -24 -1 29 -29 -28
right_child=1 -3 -4 6 5 -7 -8 8 9 10 -12 -13 13 14 16 -17 17 19 -20 20 -22 -23 25 24 -26 -27 27 28 -30 -31
leaf_value=-0.030022522696040499 -0.050262372110486064 -0.055319133134783281 0.032429279002105939 0.034919791159647801 0.021655961130519985 -0.051870882411626434 -0.010886090084294715 -0.047682498969491643 0.012203864048714702 -0.047466652075722128 0.0061870492829398443 0.037344577279593331 -0.04190772106646623 -0.0032975104527726042 -0.030433699809078264 -0.052441272109312459 -0.063142465863822564 0.050735083435930611 0.034055895400387122 0.032417822708911734 -0.051801315236216804 0.028240635035037535 -0.055449702423879657 0.000187132984911323 0.038482233747764542 -0.0065595222361383033 0.0026876096940644449 0.0085078814337724573 -0.060033683169220885 -0.010727255020454114
leaf_weight=0.58008451509158376 0.14783432571493804 0.28757505625981139 0.25640621886122972 0.84579727017262374 0.23819009214639664 0.62988939142087375 0.37851769659937418 0.85759118497662612 2.0988431764999409 0.57260658353334271 0.54378489404916763 0.57970045746514998 0.85464362796119431 2.6948801618727889 0.32841979328713966 0.78075347822232277 0.38593335822224606 0.35643064230680443 1.6181247653439639 0.4432304557376483 0.45274281461024657 0.74840235990995907 0.48655215464532275 1.204296059400803 1.7807067078247198 1.1823823778577205 89.253774334979198 0.37421505251495446 0.48244866216555238 2.9166354985209173
leaf_count=39 135 54 9 41 5 66 32 94 34 40 2 91 54 84 91 78 7 11 47 62 47 144 12 29 42 70 2499 33 13 69
internal_value=0.00113741 -0.0217165 0.00218821 0.0012765 0.00106438 -0.031696 0.0207581 0.00131926 -0.00959859 0.000559431 -0.0213324 0.00173289 0.00153981 -0.0070629 -0.00284509 -0.014337 0.00829659 -0.00938107 0.0231753 0.00718573 -0.0101388 0.00222754 0.00202942 0.00242409 0.0230321 -0.0208127 0.00176692 0.00196515 -0.0300928 0.00226311
internal_weight=114.361 0.691816 0.404241 113.67 112.445 0.868079 1.22431 111.577 4.07283 3.21523 1.11639 107.504 106.925 7.91516 7.06052 3.47563 3.58488 1.63834 1.94654 1.2524 0.895973 99.0095 98.2611 96.5922 2.985 1.66893 93.6072 93.0271 0.856664 92.1704
internal_count=4034 198 144 3836 3763 71 73 3692 170 76 42 3522 3431 481 427 162 265 127 138 120 109 2950 2806 2724 71 82 2653 2614 46 2568
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=16 16 12 23 5 6 3 20 8 10 3 6 16 0 21 23 21 22 23 21 17 22 22 17 22 15 0 5 5 17
split_gain=0.735578 1.2304 1.287 0.947823 0.769655 0.721406 0.736954 0.658274 2.39669 0.702143 1.40188 2.14573 1.27846 0.984991 1.04184 0.916728 0.766283 0.746954 0.629456 0.984184 0.705941 1.51061 1.09188 0.665806 0.61376 0.632018 0.545234 0.992296 0.684328 0.597815
threshold=20.404952284350003 19.974953289850003 320.0928336514001 0.12535000000000004 23.626838821450004 16.395383075500003 92.864720741950009 47.709122305950011 5.9453602998000008 69.999384342500022 83.538459487450012 14.745344522600002 19.199955102150003 93.399723909900004 1.0000000180025095e-35 -0.089139999999999997 8.9626214023500008 -0.080574999999999994 0.08092000000000002 3.3335862513000003 203.72643944000004 -0.095854999999999996 -0.031449999999999999 195.53954078470002 -0.16276499999999997 32.393814985100008 97.878695155250014 14.582249945350002 15.120347274900002 190.38166638035003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 18 -6 -7 8 -1 13 26 15 16 14 -10 -12 -13 -16 19 -2 -20 -22 -23 -21 -9 -26 -11 -28 -29 -30
right_child=4 -3 -4 -5 5 6 -8 24 9 10 11 12 -14 -15 17 -17 -18 -19 20 23 21 22 -24 -25 25 -27 27 28 29 -31
leaf_value=-0.0019160233764008066 0.0016007611507128708 -0.0015918468230113249 -0.0018014301042267678 -0.0019684273798088584 -0.0013545328053450538 0.0017361255104103158 -4.2981656430534306e-05 0.0014189200436024864 0.0016577028805251242 0.00049982047285745078 0.00080934033384278173 0.0011843190337440894 -0.0013195745390742095 0.00162187191531277 0.00085123201457471985 -0.002057513322962029 -0.00047869258652355728 -0.0012598710099767506 0.00038056510279265945 0.00018604887247858712 0.0011384807075103729 -0.0017387912028897668 0.00035822365083787834 0.0012572306378231253 -0.0019494300305679287 0.0020375299561017717 0.00032685427332584309 -0.0020670438786343144 -0.0019935176109157683 4.5856539361850351e-05
leaf_weight=1.9835206823372562 3.648115010932087 1.5737673882395018 1.2413948802732182 0.74854548262010112 1.3916886531515036 0.88152225315570731 13.365799806138964 2.5264753207884501 1.1229304522275918 19.201922044157982 0.4543717494234446 3.1071622795425355 1.5601340392604468 2.783407099545002 0.92060844402294661 3.0932071129791421 1.4403462833142837 1.6846514573553573 56.014094014884904 7.8671909654512984 1.7288722945377228 2.4503443986177444 1.3778358940035098 2.7926058508455753 0.43171582672221021 0.20987808704376221 11.191459242727431 1.0334221782686643 0.62209924083435941 2.8470667584333569
leaf_count=930 94 49 360 62 50 7 285 64 15 134 9 58 27 32 26 232 28 33 467 64 22 67 23 42 149 1 543 52 31 78
internal_value=0.00021508 5.24835e-05 9.6944e-05 0.000138315 0.000321286 -5.94116e-05 6.70968e-05 0.000166369 0.000116528 0.000195482 0.000110993 -0.000524576 0.000152543 0.000773546 0.0001402 -0.00169033 0.000657588 -0.00051388 0.00039975 0.000755833 0.000317003 -0.000323692 -0.000984035 0.000466672 0.00100089 -0.000645216 0.000286846 2.62672e-05 -0.000720861 -0.000319849
internal_weight=151.296 59.7781 58.2043 56.9629 91.5181 15.639 14.2473 56.2144 53.0463 51.0628 44.5512 9.65522 6.10764 6.5116 3.72819 3.54758 4.54751 2.60526 75.8791 14.3079 61.5711 5.55705 3.82818 10.6598 3.16807 0.641594 34.896 15.694 4.50259 3.46917
internal_count=4034 2913 2864 2504 1121 342 292 2442 2228 1298 1192 354 113 106 74 241 86 59 779 200 579 112 90 106 214 150 838 704 161 109
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=13 0 5 18 7 7 15 10 0 15 13 20 13 16 20 3 12 21 13 17 20 0 5 18 22 4 23 23 21 22
split_gain=0.656498 0.509948 0.870014 0.61622 0.543938 0.756702 0.591798 0.757494 1.68599 1.24748 1.02263 1.49268 1.70645 1.31578 1.35353 1.4302 1.22676 1.21451 1.01335 0.916758 0.956904 0.793893 1.34912 1.12931 0.953998 1.14892 0.844281 0.87089 1.12149 0.878707
threshold=98.050756475600011 76.451683855550016 29.026000224750003 11.862896247150001 19.716522186550005 21.725272673150005 19.763739472850002 66.590419433100024 90.407470010750018 38.62622401090001 113.97180552410002 38.400997490450003 115.68166489510001 22.454947490600002 42.198888176300009 93.394346993650018 123.47238069670001 5.4349223666500004 117.20333219690001 201.53484968420003 41.385032804600009 92.313586825200005 20.444185446200006 13.545319032100002 -0.059424999999999999 169.14490639835003 0.083495000000000028 0.092505000000000018 3.4801976177500005 -0.59502499999999992
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -6 -7 8 10 21 -8 -12 -13 -14 18 17 -17 -16 -15 -20 -21 22 -9 -23 25 -25 -27 -28 -29 -30
right_child=1 4 3 -5 5 6 7 9 -10 -11 11 12 13 14 15 16 -18 -19 19 20 -22 23 -24 24 -26 26 27 28 29 -31
leaf_value=-0.00071880335397601501 -0.0020343724757023738 0.0013953416563572941 0.00082953456417077709 -0.0013876435477011156 -0.0006585146384745365 0.00088482504345207961 -0.00079601057416532649 -0.0018763361426773486 0.0015495345821836424 -0.0021136044379795678 0.0012086897195778201 -0.0016070430827400998 0.0018948340324714081 0.0016348996977922463 -0.000930272010356511 -9.4734347917030043e-05 -0.0018019985808387195 0.00050518441390837881 0.00041561983023493673 0.00030915092187847883 -0.002082952273902225 0.0019934660272874103 0.00083555739364256354 -0.0016592774692215724 0.00037075048777576481 -0.0011505360665366178 0.00048331545219110997 0.0003160255269418331 0.0011837503717006548 -0.0014353069130227706
leaf_weight=2.8778218813731646 1.0267979767377249 1.5587203052127723 1.5565661886939781 0.69808011327404518 3.5884061118485979 5.4836096148646893 3.2746722314041099 1.934478220297023 4.2111930139362803 1.0134647169616062 6.690395174548029 1.871250245720147 1.9110502116382111 2.4865015987306824 2.9258952606469419 3.2417846994940183 3.2308316944399849 10.04919423535466 45.766519989469089 1.4079083064571016 1.1833070851862428 1.2378647299483407 1.1099659719038752 1.8777572622057004 23.815832541091375 2.4098995141248478 9.841346501605587 4.5049400369171035 0.56814448907971105 3.6994937788695124
leaf_count=1186 246 38 108 77 232 76 35 78 50 46 72 30 65 31 46 52 159 63 353 27 20 14 20 95 267 193 147 63 11 134
internal_value=0.000209092 0.000226411 -0.000538284 0.000143055 0.000243041 0.000231014 0.000252914 0.00022821 0.000338833 4.05167e-05 0.000278165 0.000321718 0.000241607 0.000289517 0.000245873 -0.000194071 -0.000946922 0.000181488 0.00041415 0.00035138 -0.000783229 8.33234e-05 -0.000887614 0.000144963 9.59839e-05 -0.000189752 -5.85e-05 8.28833e-05 -0.000366334 -0.00108664
internal_weight=157.054 154.176 3.28144 2.25465 150.894 149.336 145.747 140.264 88.2505 52.0132 84.0393 80.7646 74.0742 72.203 70.2919 19.4477 6.47262 12.9751 50.8442 48.3577 2.59122 50.9997 3.04444 47.9553 46.7174 22.9016 21.0238 18.6139 8.77258 4.26764
internal_count=4034 2848 431 185 2417 2379 2147 2071 1003 1068 953 918 846 816 751 320 211 109 431 400 47 1022 98 924 910 643 548 355 208 145
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=16 16 16 15 10 16 5 12 23 0 17 22 17 17 2 19 20 15 23 3 10 9 13 5 10 0 16 3 18 0
split_gain=0.145587 0.238051 0.284706 0.151158 0.464265 0.406438 0.583524 0.384901 0.312398 0.300928 0.55682 0.406183 0.21518 0.485331 0.200524 0.195225 0.170643 0.490095 0.237902 0.217653 0.589769 0.19659 0.516582 0.375523 0.365209 1.2626 1.01998 0.9971 0.836089 0.564425
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 20.520114807950005 76.599549052750021 14.184966829400002 13.8160216159 189.11492007315005 0.089165000000000022 98.142164052000012 189.72181505755 -0.54526999999999992 230.44158352980003 205.10400128480003 161.52534673545003 11.550931964450003 35.419594101850009 35.517387705950007 0.077525000000000024 83.326071295150015 65.611820673600008 214.31567825310003 103.93041440690001 16.569990495050003 69.873026810350026 93.399723909900004 18.964955651700002 88.315849585200013 13.603286548350003 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 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 15 6 14 -7 -9 16 -11 -12 13 -13 -6 -2 17 18 -5 -20 -21 22 -18 -24 25 27 -26 28 -25 -29
right_child=3 -3 -4 9 5 7 -8 8 -10 10 11 12 -14 -15 -16 -17 21 -19 19 20 -22 -23 23 24 26 -27 -28 29 -30 -31
leaf_value=-0.046811635598931575 0.015603659859129353 -0.045883042793233679 0.038062162419127708 0.024193171914920146 0.0037099992566854063 0.040157350611324409 -0.048090551323159918 0.02788829391951729 -0.046801698879799743 -0.047567421527638702 -0.047206039416589629 0.0015053557405133233 0.02197370021427179 -0.036978158118680229 0.034984266400557851 -0.04061725732906725 -0.034794404356661576 0.032557767927734196 0.010633546862128963 0.0076373063557834504 -0.05261569857006336 0.0076002838155152224 0.015444942264568478 0.013007193204525494 -0.0015987707942726561 0.041263241487683996 -0.03631297036965099 0.0010563254348674132 -0.040333990870820471 0.024992093265376731
leaf_weight=0.12795876075210699 0.16895923075207875 0.35030655071477668 0.22120498335425509 0.62863101845141445 1.8222445713508939 1.5266820099313916 0.4019240584457292 0.24556249166198529 0.21579814230790362 0.66661793296225269 0.41877120697245107 4.4845113224910165 0.72989131112990424 0.79067384946756636 0.54666354621804192 0.50632773219695082 0.84452997491462056 1.3781400397419927 0.84545769542455707 0.76372785528656073 0.59108816552907228 8.6764115710393508 3.4482639126363201 0.84401533938944284 13.25931046810001 1.6077636945992697 1.9975991342216719 62.281278178106732 2.1081886531319469 2.0884381197392932
leaf_count=455 23 435 40 75 45 62 22 35 21 64 59 118 40 95 76 124 119 25 6 35 14 198 58 11 357 19 60 1249 57 37
internal_value=0.00109318 -0.0195055 0.00695829 0.0012197 0.0085907 0.0135773 0.00236622 0.0292026 -0.00704742 0.000850366 -0.0081696 -0.0040812 -0.00107384 -0.00426277 0.010927 -0.0265506 0.00148132 0.0104112 -0.00037785 -0.00739793 -0.0186503 0.00109464 0.000456692 0.000796404 0.000196403 0.00159977 -0.00614393 0.000652542 -0.0250841 0.00183291
internal_weight=114.587 0.69947 0.349164 113.887 5.43416 4.75887 2.77083 1.98804 0.461361 108.453 7.09047 6.42385 6.00508 5.27519 2.36891 0.675287 101.363 4.20704 2.8289 2.20027 1.35482 97.1558 88.4794 87.6349 84.1866 68.9297 15.2569 67.3219 2.9522 64.3697
internal_count=4034 930 495 3104 408 261 143 118 56 2696 376 312 253 213 121 147 2320 155 130 55 49 2165 1967 1848 1790 1373 417 1354 68 1286
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=16 15 18 20 6 5 3 6 22 13 19 17 9 15 16 21 23 6 13 16 16 9 19 22 8 13 23 21 20 6
split_gain=0.775207 1.73391 1.39136 0.918161 0.897511 2.50488 1.15836 0.932205 0.938533 0.924851 0.91145 0.928958 0.829947 0.795319 1.65133 0.831193 0.743934 0.682665 0.866177 0.62165 0.606694 0.581187 0.955649 0.498933 0.485874 0.448661 0.4304 0.888791 0.756226 1.0758
threshold=18.684956306450005 29.037712645600003 14.053554955550002 37.198331469900005 13.65531905435 14.582249945350002 80.215525238150022 13.835323260100003 -0.23783499999999999 108.32604345015001 11.950964240300001 236.15709471040003 194.31002311890003 26.912781836550003 16.859960574100004 1.6974749567000003 0.11531000000000002 12.05528166975 98.050756475600011 17.684958644900004 18.734956189500004 213.27127849780001 13.251069136700002 -0.091919999999999988 7.2443465838000014 102.94912718925001 0.080135000000000026 5.0750534271500012 38.478081868400004 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 10 -6 -8 9 -9 17 12 23 14 25 -16 -1 18 -5 24 -2 -4 -23 -12 -13 -10 27 -22 29 -28
right_child=20 2 21 4 6 -7 7 8 13 -11 11 19 -14 -15 15 -17 -18 -19 -20 -21 26 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0018076137988624523 0.0013140137082536883 0.00089681337477969783 -0.0020526126138235234 -0.001912541077128448 -0.0020317379656339821 -0.0019958894090808988 0.0016015991546836162 -0.0020742083847612729 0.0015498995112793849 0.00076841214660650905 0.00028539417481625014 0.0011565259601861878 -0.0020043623051166116 0.0013919294131308684 0.00048324404689785092 -0.0022326122376971798 0.00089755498082275543 0.0016971048028005774 0.00051697117670320943 0.0019318449607475419 0.00086975503554307483 -0.00208870156621922 0.0013126701153962348 -0.0019455528433308252 -0.0019786678972721012 0.00044191799990546513 0.00013317899125714873 0.00013891946697648834 0.00012261780389063892 0.0010898687563027807
leaf_weight=1.4579558044333669 1.9952416622545559 1.0182127351872612 2.7362740220560231 0.57268374443628811 0.6383026225958045 2.2217276614210268 2.5815444227773723 1.0223484088201136 1.548170957976249 0.67489956371719007 1.6678553306846882 0.33360875921789535 1.552664748392999 3.0528701355215153 0.59621677320683275 1.2178729489969553 0.47994566736451805 1.5393551043234763 5.8010067059658468 0.80387222021818161 11.425385483365973 0.61592519190162398 0.56027813162654638 0.45270459185121614 0.37062257889192551 8.0369135922082915 9.2353285471908766 12.244717686844522 72.751823608705308 7.6192608517594627
leaf_count=397 29 27 196 634 24 227 22 91 31 28 118 22 92 44 58 126 26 26 37 16 247 39 10 93 34 98 109 190 858 85
internal_value=0.000204249 -1.64427e-05 -0.00106565 0.000124815 0.00019535 -0.000145574 0.000464935 0.000550016 0.000381915 -0.000943859 0.00016837 -0.000446106 -0.000957433 0.000537614 0.000308816 -0.00134002 -0.00113764 0.000570718 0.000298677 0.000799312 0.000283805 -0.00157638 -0.000468476 -0.000190876 -0.000493463 0.000620878 0.000265659 0.000491688 0.000205952 0.000565659
internal_weight=156.826 41.5538 4.93069 36.6231 34.6852 15.3161 19.3691 18.7308 16.1493 1.69725 13.0944 5.18133 3.67322 14.452 11.3992 1.81409 1.9379 7.91305 6.37369 1.5081 115.272 3.91248 1.1762 2.12056 0.704231 9.58508 113.277 23.6701 89.6064 16.8546
internal_count=4034 2516 272 2244 1821 1299 522 498 476 119 1072 375 303 357 313 184 423 697 671 72 1518 245 49 211 56 129 1489 437 1052 194
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=16 12 16 23 5 4 20 6 20 15 18 22 20 17 22 20 7 0 10 18 18 15 22 21 22 23 23 19 22 13
split_gain=0.859152 1.43783 1.44069 1.15065 1.05849 0.917253 1.14645 0.883017 1.62327 1.66188 2.2156 0.960421 1.24532 0.874963 0.846255 1.79547 1.26764 1.0911 1.01821 0.9972 0.877701 0.867613 0.828697 0.7609 1.11862 0.738666 0.765701 1.25663 1.15851 0.827669
threshold=20.404952284350003 320.0928336514001 19.974953289850003 0.12535000000000004 23.730745871350006 313.22340827140005 41.685324604100011 16.455384477450004 40.467253020850002 36.548474543700003 13.077716774800001 -0.059424999999999999 41.289992964000007 162.13109061465002 -0.059424999999999999 38.244973486750006 23.974509389900003 92.313586825200005 69.873026810350026 14.642476607400001 14.297806230850002 35.098844929350008 -0.14138499999999998 8.8898213993500015 -0.044409999999999998 0.11922500000000003 0.092505000000000018 11.850956171350001 -0.076484999999999984 100.63167628080002
decision_type=2 2 2 2 2 2 2 2 2 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 13 7 6 -6 -2 -9 10 -10 -11 -13 -1 15 16 21 -16 -17 22 -19 -15 -20 -22 -25 26 29 -28 -29 -21
right_child=4 -3 -4 -5 5 -7 -8 8 9 11 -12 12 -14 14 17 18 -18 20 19 25 23 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0020049117270445941 0.00058081839952345738 -0.0018111285613091005 -0.0016519919141065218 -0.0020180939802605866 -0.00013105684719244662 0.00044588920680283537 -0.001670703410898231 0.0007112515161813406 0.0003714906647854754 0.00046102466220595753 -0.0019849764976821844 0.00035645656405214516 -0.0015572728812119866 -0.00088789304888820366 -0.0013378543631645666 0.00092972788602565224 -0.0019800930935849545 0.0013936248618358657 0.00016018163640889736 -0.0007984511192390218 0.00048509854074718829 0.0019877582065284537 -0.0016145901230363176 0.00080318415817144629 -0.0017741126070763883 0.0019447108137994188 0.0010204086325907597 -0.0017348384620630192 0.00039984101991843345 0.00058833520905602591
leaf_weight=0.67907587212903209 48.737702150829136 1.5096156242252607 1.7145981644280244 0.905004540385561 8.0925536602735537 6.5884366667014538 2.2937554388190611 13.906782973557709 2.5583333140239146 12.768571434542539 3.4801504816859961 2.715762671083211 2.3385771024040878 1.0834467903769098 1.2462328064721138 5.0967874912312281 2.718180598829349 3.5529389279545311 1.644426368671702 1.8959367358038495 22.35994758629386 0.60378013923764218 2.3784294552751843 1.1198671492747965 1.4006965656371893 0.82558816112577815 1.5000717178336334 2.8327276972122486 1.4057082431390884 9.8675125922309217
leaf_count=316 475 360 49 62 99 97 133 110 17 77 62 14 37 164 143 191 222 36 84 329 403 7 131 14 93 7 40 94 10 158
internal_value=0.000214246 4.34767e-05 8.66619e-05 0.000133894 0.000323724 -0.000115174 -0.000471079 0.000409848 0.000189219 -0.000115029 -0.000986609 0.000180267 -0.000529001 0.000165199 0.000189149 -2.84649e-05 -0.00116767 0.000422694 0.000154383 -2.24264e-05 0.000499859 0.000141169 -0.000889115 0.000372229 -0.000629039 0.00016781 8.39914e-05 -0.000491692 -0.00102686 0.000364824
internal_weight=169.821 66.3406 64.831 63.1164 103.481 16.9747 10.3863 86.5059 37.7682 23.8614 6.03848 17.8229 5.05434 62.2114 61.5323 31.8526 4.40541 29.6797 27.4472 22.3504 28.4335 1.68723 4.02286 24.8805 2.52056 18.3275 17.502 5.73851 4.23844 11.7634
internal_count=4034 2913 2553 2504 1121 329 232 792 317 207 79 128 51 2442 2126 1437 393 689 1044 853 546 171 215 510 107 638 631 144 104 487
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=20 20 20 15 21 8 8 13 8 10 17 19 2 5 0 7 3 22 8 15 21 12 13 22 17 5 12 20 6 7
split_gain=0.17292 0.206409 0.186837 0.48746 0.248437 0.20173 0.206534 0.336693 0.171639 0.159764 0.516326 0.301104 0.287577 0.449196 0.31468 0.415462 0.294366 0.247361 0.240031 0.216618 0.794129 0.431247 0.987709 0.416993 0.37111 0.854801 0.483392 0.503561 0.364307 0.414406
threshold=32.051492741500006 30.317390213800007 35.419594101850009 36.124429763000009 1.2836917531000001 8.1436447804000007 8.0437227585500022 108.65403534205002 8.2435668022500028 61.622148808000013 187.61467154115005 14.651182102100002 315.94243452415003 32.00428233840001 84.226704768850013 19.250086031950001 108.40938565220002 -0.06483499999999999 10.441851282850001 45.169600924000008 7.1067965614000004 333.82192118495004 112.36141910395001 -0.063749999999999987 208.33805927010005 18.946524085150003 222.91560472515002 39.952536079750011 12.165284239900002 28.8637720374
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 5 6 7 -2 -1 10 12 19 13 14 15 16 -4 -13 -17 21 23 24 -23 -21 -11 26 27 -26 29 -28
right_child=2 -3 9 -5 -6 -7 -8 -9 -10 11 -12 17 -14 -15 -16 18 -18 -19 -20 20 -22 22 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.047290614769517007 -0.04864169073400107 -0.05539055108740161 0.031800640650338011 0.039051119667350156 -0.029702602480346917 -0.00077362782838603093 0.041203409592314916 0.035058977143283071 0.047769699249067314 0.0017354210948402891 -0.051385346836493387 0.0046374204015665584 -0.048304411654664745 0.040797696423189693 0.048819656569551353 -0.043024929558072363 -0.017732311057748914 0.030147986873230177 0.0082822594758073537 -0.05216904518794209 0.0022043087989170431 -0.047865508925247727 0.047708115512166811 0.00014523899529662114 -0.050514180126805731 -0.04606696528571555 -0.049009493312738274 -0.0031008815489091054 0.044397559586191869 0.027571121066243227
leaf_weight=0.069155293128004725 0.18738588266205602 0.25759076229724087 0.5954671819927182 1.0339441122487185 0.46455770902230131 2.3119946990045719 0.6316826269030571 0.24780020746402442 0.10807028971612453 88.248304663369936 0.53738831821829069 2.119803465699079 0.26781786832725618 0.55772193639859313 0.21150289411889378 0.87610738314833703 0.48197042943866109 1.4019937189295877 0.26327489595860243 1.1168340876465661 4.5927000050724018 0.30603892684666689 1.1137399757280944 0.48526069977378838 0.58991476352275585 1.1895662104943765 0.26631416031523236 3.1685367689951818 0.74590533319860697 0.38179310188934323
leaf_count=119 70 60 34 22 49 30 11 23 3 2364 47 26 39 43 3 113 110 28 7 87 82 225 48 24 64 49 41 146 11 56
internal_value=0.00119521 -0.0284626 0.00130794 0.0103314 0.00260527 0.00704725 0.0239958 -0.000981521 0.0106762 0.000906087 -0.00859757 0.00124688 -0.001531 0.0026641 -0.00609419 -0.0113334 0.00964305 0.0147929 -0.0311695 0.000780106 -0.00775973 0.00133112 0.0271068 -0.0363235 0.000944228 -0.0100651 -0.00175322 -0.0105427 0.0219445 -0.00389667
internal_weight=114.83 0.434816 114.395 4.87737 3.84342 3.37886 1.06687 0.435186 0.177226 109.518 3.79125 105.727 3.25386 2.98604 2.42832 2.21682 1.07744 3.5218 1.13938 102.205 6.19479 96.0101 1.41978 1.60209 94.5903 6.34203 5.15246 3.75845 1.39401 0.648107
internal_count=4034 182 3852 205 183 134 104 93 122 3647 396 3251 349 310 267 264 144 54 120 3197 193 3004 273 111 2731 367 318 210 108 97
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=20 20 20 15 21 21 8 8 22 8 10 10 16 3 15 6 17 23 7 0 10 0 21 5 0 16 22 23 2 3
split_gain=0.153753 0.183295 0.158088 0.431383 0.206534 0.199456 0.178124 0.195463 0.168186 0.155154 0.153303 0.856727 0.771194 0.576568 1.52577 0.937163 0.558256 0.485679 0.453248 0.426566 1.65096 0.777414 0.721761 0.448343 0.422756 0.419475 0.412399 0.407152 0.406596 0.388164
threshold=32.051492741500006 30.317390213800007 35.419594101850009 36.124429763000009 1.2836917531000001 3.4465547941500003 8.1436447804000007 7.6440346712000009 -0.66901999999999995 8.2435668022500028 64.407391431150018 62.837331883000012 20.894951138500005 88.931506497100017 36.124429763000009 15.785368822600002 199.59317753375004 0.12535000000000004 22.516377366000004 93.399723909900004 69.999384342500022 92.805574663100018 3.5904861669000003 18.946524085150003 87.278104746850019 20.604951816700005 -0.102645 -0.10747999999999999 41.467794892200004 85.694602908050015
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 8 -2 -1 11 -4 13 14 17 18 -14 19 -15 21 -21 22 -12 27 -13 -16 -24 -22 -29 -25
right_child=2 -3 10 -5 5 -7 -8 -9 -10 -11 12 24 16 15 25 -17 -18 -19 -20 20 23 -23 26 29 -26 -27 -28 28 -30 -31
leaf_value=-0.046347324379241286 0.046323964906001082 -0.053512138917154561 0.0010402828468537462 0.036926737542802041 -0.052702776479867784 0.0094602126049748471 -0.0006820725870500977 0.032694408352236685 -0.047182892505583413 0.046771602789147354 0.018750494512854519 0.0010980275727318582 -0.0039118751781985267 0.026908334126348573 -0.041595480669381735 0.037945363948486917 -0.047146344520683343 -0.047969558989405435 -0.026366188239199111 0.046403770392560904 -0.039013481822738158 -0.055152869871968414 0.00034354566360948307 -0.049208599862767002 0.037145481836901029 -0.1148177243999509 -0.054531182743608159 0.04836237815942003 0.00095945639860202836 0.013150088704526707
leaf_weight=0.062594829888665937 0.058847145177424509 0.23635207118582002 59.186251248815097 0.96824336610734452 0.26514675105408958 0.18841799044730578 2.3137289161095396 0.80510336457518861 0.13570950487519373 0.097907949239015579 1.4676340605074072 1.0208666035177878 1.2528247311711305 0.50156704433174981 0.86729546659625956 2.0986352379331947 1.2972414288669822 0.44306440287800697 1.0631192099826874 1.7144353819967353 0.53718797622035808 0.78767143407458196 0.53252620934654293 0.70536829303773518 2.1701162615790963 0.2067597433924675 0.64773074170807321 0.39093061164022458 31.479315742058134 0.30517251091077924
leaf_count=119 7 60 1231 22 11 38 30 23 74 3 33 37 13 105 98 73 28 48 35 42 161 24 26 88 60 3 45 4 1488 5
internal_value=0.00106214 -0.0276411 0.00116258 0.0094251 0.00235618 -0.0268793 0.00635818 0.0226529 -0.0189001 0.0104559 0.000802569 0.00229733 -0.00121131 0.000228109 -0.00137507 0.0177706 -0.0259056 0.000120357 -0.00928881 0.000672809 0.00219202 -0.0148628 -0.00287765 -7.61671e-05 0.0256131 -0.055691 -0.029772 0.000868683 0.00154092 -0.0303769
internal_weight=113.808 0.396855 113.411 4.7352 3.76695 0.453565 3.31339 0.99966 0.194557 0.160503 108.676 62.3772 46.2985 43.7484 40.0851 3.66332 2.55007 39.011 1.56469 38.568 35.1324 3.43556 2.64789 33.418 3.19098 1.07406 1.18026 32.4074 31.8702 1.01054
internal_count=4034 182 3852 205 183 49 134 104 81 122 3647 1328 2319 2278 2065 213 41 1964 140 1916 1788 128 104 1746 97 101 71 1653 1492 93
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=10 18 6 8 16 17 17 7 9 2 6 22 19 8 8 22 22 6 20 5 3 18 22 7 10 22 19 2 22 6
split_gain=0.144402 0.200497 0.173915 0.254657 0.166553 0.156638 0.148257 0.334917 0.178156 0.29745 0.222538 0.350576 0.441673 0.202131 0.263662 0.219262 0.974811 0.53157 0.214444 0.585458 0.585341 0.815673 0.744504 0.521812 0.555436 0.508744 0.431669 0.628483 0.622264 0.539225
threshold=81.479100559500012 17.399600107550004 13.200308423050002 7.1444245619500011 17.684958644900004 241.79519611995002 221.27458857605004 26.637125930550003 223.29399794390005 201.70502722175004 18.335428404350001 -0.075639999999999999 14.351157895250003 9.3427090425500019 8.9430209551500024 -0.58559499999999998 -0.54526999999999992 13.835323260100003 42.198888176300009 24.453399453300005 93.394346993650018 13.036600629150001 -0.098419999999999994 22.516377366000004 61.853356207250009 -0.016334999999999999 14.451165964200003 225.71432550675004 -0.032369999999999996 16.265380038000004
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -2 8 -8 10 -10 13 12 -12 14 15 17 -17 -1 19 26 -20 23 -23 24 -22 -21 -18 28 29 -28
right_child=2 4 -4 -5 -6 -7 7 -9 9 -11 11 -13 -14 -15 -16 16 18 -19 20 25 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.032051083417625137 -0.045477643409636434 0.0063043081864028669 0.013638284394837323 -0.046292603911549338 0.045877618405642549 0.032870181623697155 -0.047668505553746944 0.010911832274217818 -0.0049673017075979242 0.034804270709977575 -0.041116321905984826 -0.047310641615663861 0.026947912280606012 0.02221883560606416 -0.021887942897818854 -0.048941401099488219 0.0012254841094435742 -0.0057544431522757794 0.0013944677485005475 -0.041913405088253024 0.0036358822600546783 -0.0025222019988583597 -0.049260024020686292 0.028939652905206337 -0.048092213172491641 0.0062137070995436274 -0.023890858563713778 0.038721898234891403 0.024072091247894532 0.0056210312684512988
leaf_weight=1.5205817081878188 0.074340123314412976 0.53864485857775335 0.29440316220279783 0.4955704527646958 0.3666059747338295 0.17685684699972626 0.40185296931303938 0.39887656390783377 0.72080673684831598 0.82965349406003952 0.3188514118664898 0.50431025437501265 0.50565743003971875 0.91999081942776584 1.0314211849181436 0.80289834080031042 58.537724166852968 1.5308344544610006 19.394807655733079 1.1238343823697503 1.4896488803351529 1.1221896254573951 1.8540099810052195 0.97837277245707799 0.59615039076015808 0.75194186400039953 1.4724777648225416 1.3963412707671512 3.2936391578987232 9.2293371257837844
leaf_count=47 557 36 18 364 17 21 30 30 27 31 34 101 15 21 39 102 962 32 665 227 155 36 135 18 31 54 18 28 51 132
internal_value=0.000946753 0.00110333 -0.0158414 -0.0274634 0.0223306 0.00968365 0.000929788 -0.0184872 0.00107123 0.0163145 0.00085315 -0.0175666 0.00062633 0.0010818 0.00089857 0.0011222 0.000764482 0.0130848 0.00115868 0.00236605 -0.00243968 -0.0147506 -0.0316373 0.00165127 -0.0111487 -0.0226207 0.00300003 0.00974892 0.00685826 0.00156045
internal_weight=112.673 111.631 1.04117 0.746767 0.905251 0.251197 110.726 0.80073 109.925 1.55046 108.375 1.32882 0.824509 107.046 106.126 105.095 102.043 3.05142 101.24 75.8053 25.4352 6.04037 2.9762 3.06417 2.0858 1.87578 73.9295 15.3918 13.9955 10.7018
internal_count=4034 3074 960 942 53 578 3021 60 2961 58 2903 150 49 2753 2732 2693 2614 79 2512 1472 1040 375 171 204 186 281 1191 229 201 150
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=13 22 18 19 16 6 14 6 3 15 23 22 5 20 10 0 21 18 3 7 0 5 21 10 20 18 23 6 18 6
split_gain=0.135677 0.169079 0.150513 0.305015 0.641192 0.17303 0.765724 0.562378 0.374857 0.336319 0.243044 0.212726 0.413182 0.347994 0.330471 0.28583 0.952748 0.718994 0.645369 0.42513 0.401584 0.681186 0.701661 0.577685 0.344362 0.660874 0.593263 0.541967 0.618831 0.420589
threshold=95.862351557400004 0.20949500000000004 17.138111898250003 12.150980378200002 17.684958644900004 13.65531905435 277.23638966875006 13.78532209185 81.842042407150018 28.626568391100005 0.08572500000000001 -0.50001499999999999 24.279163357700003 40.340071172300007 75.499969677400017 94.047642319350018 7.0441631297000011 14.118140587000001 84.812788641250009 24.202871501750003 93.399723909900004 18.128874633450007 7.6056575014000005 69.238550691600025 38.478081868400004 13.3584252364 0.087795000000000026 15.785368822600002 13.012604996900002 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 -5 6 -2 9 10 -7 -9 12 13 -10 15 20 18 -18 -17 -20 23 -22 -23 24 25 27 -27 -13 -29 -26
right_child=2 -3 3 4 -6 7 -8 8 11 -11 -12 14 -14 -15 -16 16 17 -19 19 -21 21 22 -24 -25 29 26 -28 28 -30 -31
leaf_value=-0.050633397014809886 -0.00024357099551730786 0.022204840116423683 0.042676462515742752 -0.039196311853293822 0.05059046478132883 0.035839940516992852 -0.039046658665531614 -0.00018082321739627507 -0.012702541512441544 0.0053619030258384394 -0.053012966231480455 -0.026858731261404065 0.012420143829748776 -0.062206594837902383 0.023123634219524191 0.0041729301088351389 0.01495323268667507 -0.053357113864518697 -0.0034064107151173017 -0.05510521533569783 0.039793178092377264 -0.043296057630728212 0.029485793005882069 -0.037120818774736081 0.0050419277070673889 -0.002120680235101563 0.044122954678593222 -0.0012866724214500242 0.045664491076989534 -0.0032552620722837763
leaf_weight=0.2666824955967958 11.057157158615153 0.11363472893935977 0.64581353589892276 0.49565603816881776 0.33210546988993883 1.843945870175957 1.4367549584385404 0.36932479008100827 1.1295519270934158 1.7782219778746364 0.53032062668353319 1.3361280525859891 1.0049524022615512 0.517792812664993 1.7362535445427045 11.075023442681411 0.51038896804675404 1.5712383463978765 0.77669684775173553 0.81500129081541672 1.8125036349520081 0.67108544241636969 0.65387354604899883 0.95088228039276046 30.00525929084688 1.0153772461690098 2.1890329262241721 2.8802971050317869 0.92803574536810618 31.115333633362752
leaf_count=881 453 91 20 50 17 28 211 12 34 13 34 39 27 86 20 120 29 101 6 124 30 32 14 22 554 32 36 159 41 718
internal_value=0.0009447 -0.0288701 0.00104668 0.0169211 -0.00317304 0.000833467 -0.00470579 0.00154535 0.000797187 0.0208774 -0.0313242 0.00110894 -0.012848 -0.0282626 0.00152006 0.00109529 -0.00525795 -0.0366083 -0.000105889 -0.0298779 0.00236912 0.0198727 -0.00737787 0.00158927 0.00211913 0.0116446 0.0294698 0.000541471 0.0101546 0.000817986
internal_weight=111.564 0.380317 111.184 1.47358 0.827762 109.71 12.4939 97.2165 93.5944 3.62217 0.899645 92.6947 2.6523 1.64734 90.0424 88.3062 14.7483 2.08163 12.6667 1.5917 73.5578 3.13746 1.32496 70.4203 69.4695 8.34887 3.20441 5.14446 3.80833 61.1206
internal_count=4034 972 3062 87 67 2975 664 2311 2270 41 46 2224 147 120 2077 2057 380 130 250 130 1677 76 46 1601 1579 307 68 239 200 1272
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=22 17 17 13 2 2 8 19 8 22 22 7 0 8 8 5 20 20 0 15 6 6 20 4 16 19 17 17 7 7
split_gain=0.136882 0.36175 0.130362 0.249022 0.149545 0.388453 0.277686 0.299644 0.243556 0.505951 0.678479 0.444529 0.465919 0.389993 0.272589 0.206921 0.201984 0.32998 0.378481 0.283629 0.441865 0.681548 0.368208 0.352542 0.264855 0.340262 0.253295 0.968973 0.469245 0.4953
threshold=0.28584000000000004 194.36188291790003 162.13109061465002 120.87576600310001 49.864842700850012 60.327272492300004 8.3434888241000014 12.851036860900001 8.8430989333000021 -0.010319999999999999 -0.122095 22.649177329550003 88.17067284620002 8.7431769115000026 9.2427870207000016 21.991679690250006 32.051492741500006 35.419594101850009 89.953120586650016 21.092276343250003 13.435313913950003 11.745274426450001 40.00488309970001 371.57449297710008 12.644970430600003 10.650859343850001 183.92349703790003 182.50770257345002 22.721067571950005 22.671301016600001
decision_type=2 2 2 2 2 2 2 2 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 3 -1 -4 6 7 -6 13 10 14 -12 -13 16 -10 -15 -7 18 -18 23 21 22 -21 24 25 -19 27 -22 29 -28
right_child=1 -3 4 -5 5 8 -8 -9 9 -11 11 12 -14 15 -16 -17 17 19 -20 20 26 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.046596447825564262 -0.04837554506158049 0.02611739306363655 0.012323199062455473 0.016696135464842853 -0.066163812934030369 -0.037076320097553767 -0.007755774407558552 -0.0043185637069223064 -0.057806221294822498 -0.040503351696707005 0.039634155142941087 -0.020790318274310084 0.025838768306491948 0.023271220758611075 -0.0090826923206041923 0.0041906341609836981 0.040878199962230986 0.0071851798056966959 0.0064272528510840249 -0.047819950205271508 0.00023568984176947457 -0.045179780356718748 -0.00092539542815340149 -0.046530446785244706 0.016846181485357416 -0.047696848902128969 0.0068712509674783828 -0.04340027666173308 0.00010672484588728935 0.037382336163603973
leaf_weight=0.32103978133090905 0.3667816735451187 0.21041852661619487 2.3420760547742239 0.21150105446577072 0.40654576069937265 0.28475161788719461 1.8595097567886112 0.2657064936356619 0.49281970784068141 0.85620228361221862 0.75303305563284118 1.0759652199340051 0.7430588793940841 2.5054205004125825 0.45108311384683475 2.180169113795273 0.8531090631440742 0.90849501864613447 2.8035428419448181 0.37416866046169062 6.1040930770977857 1.054767961049947 4.1800351214624243 0.21867765260412841 4.7541974714877142 0.31103486004394654 9.0150516024441441 1.2590780255268326 61.974332254176261 1.2415831158868957
leaf_count=344 68 55 39 4 30 122 28 19 17 42 26 29 19 28 24 34 53 197 114 64 239 105 265 290 235 197 137 51 1120 39
internal_value=0.000777907 -0.0212191 0.000893541 -0.0214595 0.00100248 0.000754518 -0.0167741 -0.0417196 0.00117962 -0.00928334 -0.00168068 0.0103714 -0.00174266 0.00163697 -0.0345217 0.0143932 0.00101004 0.00112413 0.0144648 0.000590386 -8.9769e-05 -0.0123757 -0.0047782 0.00994884 0.0120163 -0.0068122 0.000776018 -0.00722592 0.00159173 0.0105647
internal_weight=110.378 0.5772 109.801 0.532541 109.269 106.926 2.53176 0.672252 104.395 4.37216 3.51596 2.57206 1.81902 100.023 0.943903 4.68559 95.3369 95.0522 3.65665 91.3955 85.2031 5.60897 4.5542 6.19241 5.97373 1.21953 79.5941 7.36317 72.231 10.2566
internal_count=4034 123 3911 348 3563 3524 77 49 3447 157 115 74 48 3290 41 62 3228 3106 167 2939 2020 434 329 919 629 394 1586 290 1296 176
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=16 16 10 21 7 23 20 6 7 3 5 20 15 2 12 13 21 21 23 9 16 23 23 21 3 3 18 21 22 22
split_gain=0.552684 1.39291 1.13968 0.968085 0.873715 0.869918 0.833956 0.721005 0.691911 0.772077 0.635372 0.542634 0.883567 0.78814 0.7436 0.581034 0.529065 0.500067 0.540495 0.498257 0.736649 0.664172 0.45156 1.06161 0.693992 0.634957 1.17345 0.634481 1.21582 1.60511
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 22.356277907050004 0.083495000000000028 37.198331469900005 11.075258771650001 24.803880018200001 85.63276837105002 13.154029769200003 40.844669808050007 17.724072364450006 148.82992773335005 178.48484864030004 97.86794132270002 12.263428102400001 5.7087410616000005 0.10433500000000002 192.57902085675002 17.809958352600002 0.10828500000000003 0.080770000000000022 3.0668791869500005 85.923121849150007 93.281431752200021 13.077716774800001 4.6887961308500001 -0.094519999999999993 -0.070909999999999987
decision_type=2 2 2 2 2 2 2 2 2 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 16 -4 -1 -8 -6 -10 -9 13 -13 -12 17 -15 -3 -14 -19 -7 21 -21 23 24 -2 -25 -27 28 -24 -30
right_child=22 2 3 -5 8 19 7 10 9 -11 11 12 14 15 -16 -17 -18 18 -20 20 -22 -23 27 25 -26 26 -28 -29 29 -31
leaf_value=-0.0017932501898995385 -4.6428040834275438e-05 -0.0019961162499778384 -0.0021064807121778766 -0.0019945173192981087 0.0013744626731891851 0.00098548926569884247 -0.0013973851482629519 0.0016718528349088711 -0.0020622208324660479 0.0015865718099134269 0.00023686649941846575 -0.0013808481440378423 0.00098563325318131757 0.00090952352174721756 0.001887222408050973 -0.0021294723112009746 0.00086047457622304179 -0.0016091874589698502 0.00066905690222876545 -0.0018691172670823456 0.00092092947871968663 0.00048559868238356638 0.00047724478020933663 0.00051237668830698296 0.0014180049207091945 0.00026522126073650547 -0.0016196947267824791 0.00032309370330738498 -0.0010175363929867216 9.7095300625784037e-05
leaf_weight=0.72894857768278853 1.5764317940920616 0.8631522718933391 1.0697255088380186 2.5533906322089024 2.245860085531604 1.1327863115002399 0.88064347064755821 1.436746959574523 0.56899396004155267 0.36661307420581579 10.269234444742326 0.68781978139304456 2.8717401432804763 0.32083904116006923 2.198341669041838 0.98285207099979743 0.35049061651807278 0.74147691787220515 0.87025090295355767 1.5229061020072556 0.93761418061330903 0.66017718554940064 12.230994368903337 10.61763857631013 5.9027338082669303 4.4089526543393722 1.7834735116921363 55.147355765540851 7.6659349385590749 14.108819200133441
leaf_count=311 12 321 123 270 23 13 692 24 67 7 130 162 32 20 45 60 26 35 8 66 31 11 164 106 176 121 47 601 146 184
internal_value=0.000191857 -2.63974e-05 -0.000555625 -0.00100198 0.000244306 -0.000525893 0.000268957 0.000339665 0.000784266 -0.000632459 0.000414728 0.000319378 0.000735253 5.4549e-05 0.000953082 -0.00138157 -0.00117116 0.000495053 -0.000379052 -0.000128385 -0.000532712 -0.00115704 0.000257772 0.000494779 0.00110934 0.000221349 -0.000277651 0.000193201 -1.74467e-05 -0.000295318
internal_weight=147.703 34.2606 12.2717 7.8766 4.39511 5.32321 21.9889 21.2599 3.18147 0.935607 20.3793 18.9426 7.36963 11.5729 6.68181 1.30369 1.21364 4.48347 1.61173 4.25348 3.1207 2.18308 113.442 24.2892 7.47917 16.8101 6.19243 89.1531 34.0057 21.7748
internal_count=4034 2477 958 514 444 244 1519 1208 97 74 516 492 282 210 120 80 347 75 43 121 108 77 1557 462 188 274 168 1095 494 330
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=23 23 22 17 22 22 18 8 20 12 6 2 22 20 6 22 23 13 23 23 23 22 21 15 12 20 15 6 13 15
split_gain=0.124726 0.151913 0.120973 0.325839 0.125273 0.554203 0.926378 0.504522 0.49851 0.388072 0.372556 0.356299 0.359435 1.14017 0.920813 0.541889 0.974516 0.468831 0.450479 0.45032 1.04454 0.450011 0.6827 0.611674 0.350327 0.672128 0.349768 0.690127 0.544015 0.548835
threshold=0.4381000000000001 0.43162500000000009 0.28584000000000004 194.36188291790003 0.048475000000000011 -0.0034049999999999996 13.327513832500001 8.8430989333000021 37.311503175250003 235.23594993900002 16.565387047600002 41.467794892200004 -0.037054999999999998 41.872294782850005 16.415383542800004 -0.053159999999999992 0.093325000000000033 117.45067034490002 0.10932000000000001 0.084565000000000015 0.089675000000000019 -0.06483499999999999 7.403539147550001 41.29990759910001 90.84682862195001 38.244973486750006 42.493282152450007 16.395383075500003 117.99105042915001 41.492094664050008
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 11 -7 10 -8 -10 -6 -1 15 19 17 21 -17 18 -15 -14 -21 24 23 -23 25 -13 28 -28 29 -26
right_child=-2 -3 3 -5 7 6 8 -9 9 -11 -12 12 13 14 -16 16 -18 -19 -20 20 -22 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.033230500117507812 -0.021845678801573402 0.01391378747772018 -0.052073445795598174 0.02626666633872686 0.0045119174603921687 0.015097464672141764 0.024661923273468021 -0.038166405557095384 -0.058995378869277089 -0.020661149274992623 0.040344429834187852 0.019224664310859882 0.048180379828004771 -0.052784169431973865 -0.057716761769115374 -0.002251189860526563 -0.044807009098827087 0.049837739534163698 0.0073323235403493564 -0.03143995902172686 0.030540752855402791 -0.0085208195265258496 0.036637956652530966 0.032418153409057418 0.0011529094140135981 -0.042462165596661446 -0.03916554705289816 -0.0027488518526724752 -0.045740969224877144 0.023862616734707125
leaf_weight=0.81235269084572692 0.57929108384268957 2.1337197401953736 0.33677648068987664 0.20541565263556549 17.619691286718542 1.4277871640406363 0.31749589302398851 0.64547430470702138 1.3146188380874266 1.2269587008931919 0.72604133902132062 0.6466621730087273 1.411456625923164 0.40779535573801706 0.82949826180993103 4.6879276078043395 1.7857965860039255 0.41970519971800957 1.1285539604723454 0.86390884404318091 2.6820129309544427 3.2857685159706369 2.0362588930438505 1.1964313806965945 47.224655070615654 1.235428531290381 1.4798759952827811 8.0717465015914041 0.5709769903041878 2.7038752324879161
leaf_count=19 31 22 66 53 461 48 7 42 61 91 86 46 50 84 43 46 32 10 6 28 57 68 41 17 2091 79 74 154 101 20
internal_value=0.000841383 0.000961477 0.000703915 -0.0223934 0.000821219 4.00762e-05 -0.0171503 0.00443126 -0.0332544 -0.0404893 0.00593001 0.000922826 0.00060535 0.0106607 -0.0144348 -0.000433787 -0.0139903 0.0039196 -0.00862448 0.0247619 0.0154401 0.000848306 0.0131002 0.002407 -0.000441202 -0.0212674 0.000211521 -0.00839105 0.00183864 0.00238275
internal_weight=110.014 109.435 107.301 0.542192 106.759 87.7675 4.28686 18.9912 2.85907 2.54158 18.3457 83.4807 82.6683 7.74293 2.78555 74.9254 6.47372 1.95605 1.53635 4.95738 3.54592 68.4517 6.51846 4.4822 61.9332 1.88209 60.0511 9.55162 50.4995 49.9285
internal_count=4034 4003 3981 119 3862 3273 207 589 159 152 547 3066 3047 278 143 2769 78 100 90 135 85 2691 126 85 2565 125 2440 228 2212 2111
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=17 13 20 8 4 22 15 9 22 20 16 7 19 9 0 6 5 6 15 9 23 4 20 9 10 0 10 4 8 2
split_gain=0.128043 0.20633 0.146149 0.800721 0.509624 0.335692 0.378244 0.22573 0.451601 0.58257 0.571715 0.487609 0.453299 0.599748 0.427067 0.590346 0.307078 0.569718 0.286657 0.21904 0.64589 0.710091 0.305816 0.483104 0.233176 0.927911 0.822356 1.11998 0.529891 0.510702
threshold=162.13109061465002 120.87576600310001 47.709122305950011 5.9453602998000008 375.65892766775005 -0.16276499999999997 32.393814985100008 186.68586460755003 -0.13125999999999996 41.872294782850005 22.604947139800004 22.105125139000005 14.351157895250003 183.49441567960005 85.732241321850012 16.555386813950005 29.996566321350006 16.625388449550005 45.858046225550005 192.31210988165003 -0.081689999999999999 273.85977434290004 39.420767558750008 189.78071820640002 66.590419433100024 90.297243227400017 64.665483411650015 168.01744813895002 8.8430989333000021 108.63443756215001
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -7 8 -5 11 -11 -10 -13 -14 15 -9 17 -17 -19 20 -16 22 -22 -24 25 26 27 -21 29 -29
right_child=2 -3 4 7 -6 6 -8 14 9 10 -12 12 13 -15 19 16 -18 18 -20 24 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.054475822002796569 -0.047438114758296714 0.014677879964298125 0.037452770898821881 0.046336906382413084 -0.054152402468512835 -0.054881118078551436 0.055582413026764269 -0.056615547927453588 -0.0135209968736721 0.012344832250822373 -0.056412550569353889 0.0028725866588251081 0.0069975060585743404 0.054403052046259157 0.030438806823735051 0.011525011431117421 0.032527773839222077 -0.055626358993242038 0.017545097575975971 0.051657855367350243 0.0056411117156132725 -0.050477659282996315 -0.0010691506004930776 -0.037341312729409173 -0.0012927005148522395 0.034801906993988357 -0.029637863786002965 0.01990943491144968 -0.02524348893464454 0.0016080804352155203
leaf_weight=0.29430334985681739 0.96481716895800573 0.20688312128186226 1.3864757643059418 0.82737878563784661 0.26149151869503828 0.26217311535856369 0.13084062933921814 0.84002240342670065 1.726432166993616 0.60601793648675062 0.77720768502331339 2.7087289646369754 1.3832770651206376 1.6451690848916767 1.1989328101117287 1.155180626432412 0.48607993591576804 0.8520752621698191 0.18315902934409678 1.3557734936475743 3.7463352250051631 1.1244149241174461 2.687671622610651 1.6802979902131481 35.260585156450361 2.6697238730266681 2.1227880027145138 4.9244083091616622 1.8337624269770447 33.498998113209382
leaf_count=349 879 4 50 43 186 97 1 112 20 19 42 28 11 39 27 18 16 101 7 17 54 35 29 35 1240 57 37 88 33 360
internal_value=0.000828912 -0.0259301 0.000952746 0.000682591 0.0150178 0.0251822 -0.018106 0.00112352 0.00884773 0.00534164 -0.0262886 0.0112037 0.0186438 0.03275 0.00034204 -0.0178068 -0.00562666 -0.0140936 -0.0426805 0.00103496 -0.00620334 -0.0109585 -0.00548224 -0.0150226 0.00196008 0.00443167 0.0025778 0.00422121 0.00262365 0.00395361
internal_weight=108.801 0.501186 108.3 106.259 2.04098 1.77949 0.393014 105.294 9.67421 8.84683 1.38323 7.46361 5.73718 3.02845 95.6202 3.51652 2.67649 2.19041 1.03523 92.1037 10.4377 9.23872 8.1143 4.36797 81.666 46.4055 43.7357 41.6129 40.2572 38.4234
internal_count=4034 353 3681 3347 334 148 98 2468 202 159 61 98 78 50 2266 254 142 126 108 2012 180 153 118 64 1832 592 535 498 481 448
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=23 6 20 8 16 2 15 15 20 18 10 17 15 0 22 21 23 16 15 16 20 14 2 15 21 21 9 18 23 23
split_gain=0.119402 0.13423 0.146212 0.525723 0.362562 0.315173 0.233987 0.155501 0.371304 0.31018 0.383356 0.347511 0.337191 0.255073 0.450274 0.305434 0.263236 0.23977 0.212041 0.782285 0.713382 0.6862 0.482551 0.492392 0.276968 0.430332 0.262026 0.736522 1.12288 0.785098
threshold=0.4381000000000001 5.3251244207000008 47.927946529500012 5.9453602998000008 21.094950670800003 253.13454704850002 25.186533201700005 20.729785921300003 36.728658719300007 15.981927061500002 76.279622535200005 214.03087950770001 20.123524217100002 98.142164052000012 -0.122095 6.7825386038500008 0.12201500000000003 12.644970430600003 28.626568391100005 18.684956306450005 39.337369931850013 170.13250779355005 106.79778736115001 27.980927088250002 1.0000000180025095e-35 1.9176293050000004 204.68881850780005 13.893471991850001 0.11379500000000002 0.084360000000000018
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 -7 8 -5 -10 -11 17 -13 18 -15 -16 -17 -12 22 20 -20 -22 24 -24 -9 -26 27 -21 29 -29
right_child=-2 2 5 7 -6 6 -8 13 9 10 11 12 -14 14 15 16 -18 -19 19 26 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0343791040140142 -0.022412407722050963 -0.050521335088980109 0.028314572417825604 -0.051481833831326498 0.028956147849425105 0.011810245914759213 -0.055878940840498437 0.023614084007528 -0.002360503867062672 -0.053380622268024258 -0.0029236601145488767 -0.051342308822134947 0.04426898560788313 -0.051852735513428699 -0.00045069141809746867 -0.051595509041119772 0.018178585255323905 0.041600117476827063 0.022138802020017969 0.0017482989576816763 0.050294766411598586 -0.050966389751922379 0.010459522110485722 0.052477009602830055 -0.026526954794852529 0.0032255944206321537 0.0062981947845570626 0.0026379781330185138 0.044804657178874004 -0.031960334185332132
leaf_weight=0.26998757409842156 0.55533747765002672 0.78907904650622995 1.2852403124197724 0.2384533913427721 0.17541216034442186 0.29124292163942289 0.22736572870053351 1.3285686615854491 2.0696979379736149 0.1553232911974195 0.35732893635986407 0.24908594589942357 0.14644649729598314 0.56360091705573712 4.8984901126241303 0.56418954386026587 0.17779198510106653 1.9676861508050931 0.5689762956462795 48.16950890008593 0.18468757777009148 1.7795230438641736 2.1936972963158037 1.0222993381321428 1.3928468781523395 9.5441922724130546 18.249641056027031 2.463137328042647 0.7254263765644281 4.9060874066781253
leaf_count=668 31 708 47 71 5 17 32 14 99 7 156 107 6 71 129 74 12 62 29 679 4 198 60 13 28 122 353 51 12 169
internal_value=0.000713432 0.000833507 0.000922619 0.000679855 -0.0360668 0.0150377 -0.0178657 0.00102091 0.00946232 0.0124008 0.0230241 0.0273863 -0.0159421 0.000577693 -0.00923742 -0.00497926 -0.0348764 0.0347573 0.0012358 0.000162808 -0.0271636 -0.0414452 0.00657573 0.023816 0.00205539 -0.000563433 0.0010918 -0.000596922 -0.0145528 -0.020396
internal_weight=107.51 106.955 106.685 104.881 0.964491 1.80385 0.518609 103.917 5.18402 4.94557 2.87587 2.72055 0.395532 98.7327 6.20407 5.64047 0.741982 2.32502 92.5286 77.047 2.53319 1.96421 15.4816 3.216 12.2656 10.937 74.5138 56.2642 8.09465 7.36922
internal_count=4034 4003 3335 3239 713 96 49 2526 508 437 338 331 113 2018 286 215 86 218 1732 1495 231 202 237 73 164 150 1264 911 232 220
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=6 22 20 8 16 2 9 9 22 20 16 0 16 17 16 9 5 3 18 18 7 7 22 22 20 15 20 20 18 21
split_gain=0.113373 0.148802 0.124872 0.464973 0.329163 0.265141 0.216029 0.178428 0.411913 0.475942 0.510816 0.382464 0.544258 0.341068 0.337302 0.661919 0.256708 0.384184 0.172027 0.184099 0.441076 0.722328 0.229775 0.223714 0.391183 0.253139 0.323638 0.289285 0.241686 0.467419
threshold=5.3251244207000008 -0.62218499999999988 47.927946529500012 5.9453602998000008 21.094950670800003 253.13454704850002 66.346857137250012 186.68586460755003 -0.11572 41.872294782850005 22.604947139800004 85.732241321850012 22.664946999500003 185.82794795070004 22.584947186600004 180.51130933560003 29.996566321350006 94.972471916200007 12.909082926650003 13.043896815850003 22.589037079550003 22.792619241600004 -0.092990000000000003 0.26941000000000009 38.179089776100007 19.763739472850002 42.488347682450005 38.244973486750006 14.224291663350002 2.9212203061500004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -7 8 -5 13 -11 12 -9 -10 -15 -16 17 -14 -13 -20 -21 22 -22 25 -25 26 27 -23 29 -27
right_child=2 -3 5 7 -6 6 -8 11 9 10 -12 18 16 14 15 -17 -18 -19 19 20 21 23 -24 24 -26 28 -28 -29 -30 -31
leaf_value=0.048657654209785753 -0.052511790122335131 -0.052657286391139847 0.027363138950860712 0.03718769224711746 0.027990195065673254 0.011681918379927507 -0.057767486456565528 -0.055033678126876227 -0.0051038160643438165 0.010405298432396079 -0.054997268527348674 -0.015704974762344771 0.0013355909245084208 -0.0041587544492273009 0.0039213332072061098 0.053295801146475322 0.02944651493518247 -0.045654335790189716 0.012510068716085882 0.035997630328000622 -0.008575380612750776 -0.040242197352825824 -0.040750768117497331 0.0035558254279323578 -0.055831822738469455 0.014357595811007998 -0.04080656917628505 0.028078278819286845 -0.0025568677677872674 0.00080095861802197783
leaf_weight=0.048237132536087302 0.71464136059398597 0.21017457460072719 1.2473616701536219 1.1268453260418017 0.17020210437476635 0.28786081793623441 0.20938991717412136 0.78068440299102748 2.7722533627384092 0.59370373585261382 0.70933387169498019 1.6752396374940861 1.5378038508060861 1.2558712341487988 1.503798842430115 1.4370469897985456 0.46540726907551278 0.67871733609354112 3.6827908996492615 0.9437699131667604 1.024280537851155 0.18138489264492808 1.4524677703157056 0.73019294356345088 0.5097156763295061 8.4522992603015137 0.23675626970543806 2.2281898761939374 32.47185404587799 37.078360453015193
leaf_count=35 708 637 47 48 5 23 26 134 30 19 42 26 41 21 10 38 16 71 31 16 19 88 24 20 39 208 130 168 974 340
internal_value=0.000671315 -0.0337451 0.000755092 0.000524459 -0.037027 0.0145583 -0.0175629 0.000845405 0.00768014 0.00366051 -0.0251979 0.000162958 -0.0168058 0.00905636 0.0184102 0.0280482 -0.00567796 -0.0130531 0.000810999 0.00112191 0.000630279 0.000234636 -0.0274444 0.0010718 -0.0208579 0.00140895 0.0172326 0.0229353 0.000872109 0.00331761
internal_weight=106.417 0.258412 106.158 104.414 0.884843 1.74461 0.497251 103.529 9.39885 8.27201 1.30304 94.1299 3.46261 6.96897 4.19672 2.94085 2.68193 2.21652 90.6673 88.9921 85.3093 84.3655 2.47675 81.8888 1.23991 80.6488 2.64633 2.40957 78.0025 45.5307
internal_count=4034 672 3362 3266 713 96 49 2553 208 160 61 2345 262 99 69 48 128 112 2083 2057 2026 2010 43 1967 59 1908 386 256 1522 548
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=23 23 7 18 17 18 20 22 3 9 2 21 8 6 16 15 18 21 4 19 20 21 7 9 16 17 23 9 12 10
split_gain=0.112073 0.115497 0.12257 0.640785 0.672594 0.808341 0.892346 0.624923 0.811215 0.611237 0.803207 0.681631 0.610491 0.590957 0.577755 0.694361 0.515826 0.500323 0.641701 0.499125 0.47028 0.659868 0.370698 0.815285 0.684169 0.539453 0.369933 0.345482 0.333342 0.316592
threshold=0.4381000000000001 0.43162500000000009 23.203497038450006 13.314799198000001 188.10488866565001 13.043896815850003 40.159267750750011 -0.117885 93.023339771650015 195.30595290385003 180.77806029485001 10.959760372700002 8.1436447804000007 16.575387281250006 22.594947163200004 39.540459766400012 12.993189857450002 5.3866163921000005 195.50296729855003 14.551174033150001 40.80591513400001 6.9016076392500008 23.445318439400001 192.98754432855 22.564947233300003 189.50863627480001 0.088435000000000027 189.46063690070002 69.826413229550027 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 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 5 16 -7 8 26 10 12 -11 -6 14 15 -9 17 18 28 -14 -19 -22 23 25 -25 -4 -5 -21 -1 -30
right_child=-2 -3 22 7 9 6 -8 13 -10 11 -12 -13 19 -15 -16 -17 -18 20 -20 27 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.036529198102239813 -0.021870285865192293 0.012162202553063701 0.0089802418818583727 -0.0067564923597984959 -0.0050831677129165248 0.002109030980412957 -0.055570485881279962 -0.046229076818544809 -0.048225025783244065 -0.029874878628458015 -0.0056139719692942062 0.014573577262366733 0.046032728189745735 0.0078062302529997053 -0.066248277323181948 0.0047171109358110684 0.02336472844891237 -0.044233589766179332 0.040351135993979249 0.035632306700220349 -0.053624482533145515 -0.000353949804320995 0.00023195883019160444 0.040562317139776677 0.0079991105899469023 -0.05453487010398593 0.037341882587012251 -0.016665333012622165 -0.0077965735420044814 0.020559407774994265
leaf_weight=0.57856674492359328 0.53203897508501441 2.0660739918494064 0.59553815146682409 0.75737047522488898 1.0701792743056993 1.1591261869762086 1.4520608365928636 1.3901772860424442 0.53920753944566957 1.6165723140729826 2.4227661882323446 1.7021603252505881 3.2866783363278955 0.98803124208643556 1.0191583159175932 1.1960330575529949 1.9209744655381644 1.0337615260941673 1.0747323436626173 0.60182967619039096 0.64834796487048141 4.0468037043210643 59.478232583567774 2.1141887158155441 5.8166204766603187 0.69800446062436095 1.1533075939387343 0.61251645209267735 2.4183299915821412 1.5544535673834614
leaf_count=24 31 22 22 119 22 26 97 123 33 36 39 16 52 28 23 21 39 25 122 32 53 199 2392 90 46 21 32 14 141 94
internal_value=0.000572458 0.000686163 0.000455844 -0.00194012 0.00147234 -0.00503266 -0.0299661 -0.0151184 0.00487623 0.0106077 0.0179498 -0.0070775 0.0281971 -0.0257825 -0.0349873 -0.0226682 -0.000128622 -0.00410309 0.00628076 0.0361099 -0.0143006 -0.00771001 0.00165006 0.0107939 0.0166798 -0.0252929 0.0198618 0.00925337 -0.00176445 0.00329843
internal_weight=105.544 105.012 102.946 34.2431 27.1999 15.8872 2.61119 7.04329 2.44989 11.3127 7.99397 3.31873 5.5712 4.5934 3.60537 2.58621 13.276 11.355 5.62608 4.50102 5.72891 4.69515 68.7026 9.22435 7.93081 1.29354 1.91068 1.21435 4.55135 3.97278
internal_count=4034 4003 3981 1410 1031 820 123 379 184 211 159 52 120 195 167 144 697 658 381 98 277 252 2571 179 136 43 151 46 259 235
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=16 16 12 23 3 20 2 23 6 16 22 17 16 5 5 6 0 22 20 7 5 2 21 22 20 0 6 6 23 22
split_gain=0.596615 1.18662 1.08353 0.860056 0.6237 1.90285 1.16597 0.824806 0.776367 0.77074 0.736249 0.703566 1.00129 0.588658 0.779579 0.749101 0.678693 0.588634 1.33284 1.15116 1.10471 0.708548 0.895985 0.96813 0.693106 0.663539 0.774992 0.649995 0.576196 1.19812
threshold=20.404952284350003 19.974953289850003 320.0928336514001 0.12535000000000004 93.281431752200021 41.942745071500006 101.23478163165002 0.080770000000000022 16.575387281250006 22.604947139800004 -0.078649999999999984 188.64489188380003 22.604947139800004 20.374719724350005 20.849573174100005 16.465384711100004 86.135510041400025 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 186.79363985910004 6.7825386038500008 -0.16276499999999997 34.466665687600006 92.313586825200005 14.905348261050003 11.545269753400001 0.092835000000000015 -0.083424999999999985
decision_type=2 2 2 2 2 2 2 2 2 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 17 7 13 8 10 9 -7 -2 12 -8 -6 -15 -16 -17 18 19 24 25 22 -20 -24 -1 -19 -27 -23 29 -9
right_child=4 -3 -4 -5 5 6 11 28 -10 -11 -12 -13 -14 14 15 16 -18 20 21 -21 -22 27 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0014191054629200412 0.00046182646242367886 -0.0016548056229039878 -0.0018440586687782292 -0.0019986471009793075 0.0013062272672608227 0.00048126828565556233 0.00061781137183496409 0.0005049194831897039 0.0013764487875567704 -0.0015721947763499278 0.0015215174857567267 -0.0021774582972508266 -0.0021182776197031729 -0.0010573712266282597 0.00099514817389226252 0.00030732910249671881 -0.00086303963082315837 -0.0013963143111777698 0.00024379329496869339 -0.0020017039069908939 -0.001800931918105319 -0.0010027581084930735 0.0005078151709714255 -0.0013106179756880165 -0.0014548175327138502 0.00040144198628849542 0.00164096041844948 0.0011781350222540661 0.00054051965798084813 -0.00049352550127948339
leaf_weight=0.78801299158294502 5.1657520271837711 1.4500799390953023 1.0304623479205464 0.68148528243182127 2.231262935325506 1.4054281823337067 1.1177004438359293 10.462495043873785 1.1559417517855761 1.3004454374313352 4.5629713963717204 2.1384983647731133 0.88611672501428973 1.5224473066628004 5.3742232620716122 17.456699538975958 2.0455472245812407 0.69752846725169604 12.854971052976913 2.1600077263692583 0.83088660371140477 0.59009945766228966 1.6024739716376641 3.3306588919185733 0.51132575632436783 22.234857687890329 2.0345850363373748 3.5022961795621086 22.660928699187934 7.7173108123242882
leaf_count=89 46 49 360 62 31 12 33 92 22 32 111 133 49 14 34 201 22 49 559 232 222 163 112 162 95 588 26 145 183 106
internal_value=0.000218959 6.07755e-05 0.000107847 0.000146662 0.000317457 0.000126449 -0.000702147 0.000455829 5.77265e-05 -0.000505628 0.000958843 -0.00141056 -0.000592126 0.0003581 0.000277963 0.000359686 0.000184572 0.000175252 -3.2848e-05 -0.00114163 0.000379657 0.000142453 -2.3471e-05 -0.00071992 0.000288137 0.000452226 0.000505355 0.000863663 0.000336005 8.10805e-05
internal_weight=141.504 54.2997 52.8497 51.8192 87.2038 36.6343 8.00413 50.5695 3.86182 2.70587 9.72872 4.14232 2.00382 28.6302 26.3989 24.8765 19.5022 51.1377 25.3398 3.45935 25.7979 21.8805 17.7881 4.93313 1.29934 24.967 24.2694 4.0924 40.8407 18.1798
internal_count=4034 2913 2864 2504 1121 583 281 538 66 44 157 215 82 302 271 257 223 2442 1557 416 885 1141 833 274 184 663 614 308 381 198
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=19 20 8 17 16 19 5 22 6 23 17 9 5 4 13 16 20 8 16 2 10 22 23 16 18 6 3 13 16 19
split_gain=0.116715 0.153892 0.204357 0.125319 0.467193 0.461113 0.456654 0.344465 0.497281 0.317263 0.308069 0.220025 0.198065 0.191499 0.809722 0.253388 0.193283 0.451627 0.292954 0.23329 0.192045 0.225715 0.185421 0.327791 0.162197 0.238546 0.550322 1.27055 0.523705 0.520524
threshold=14.651182102100002 41.685324604100011 8.6432548896500023 205.83789591070004 22.644947046300004 14.451165964200003 21.386268748550005 -0.039434999999999998 13.975326531250003 0.08481000000000001 205.45998821870003 206.36238950785003 16.903404623850005 391.44550907720003 117.61735474900001 22.694946929300002 47.709122305950011 5.9453602998000008 21.094950670800003 118.06771887965002 70.389210771400016 -0.25073999999999996 0.089920000000000014 20.084953032650002 15.625782642300001 14.745344522600002 83.538459487450012 109.96062599345002 19.199955102150003 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 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 10 5 6 7 8 9 -5 13 12 -9 16 15 -15 17 18 -1 -18 -21 -22 -11 -24 25 26 -19 -28 -27 -30
right_child=1 -3 -4 4 -6 -7 -8 11 -10 22 -12 -13 -14 14 -16 -17 19 24 -20 20 21 -23 23 -25 -26 28 27 -29 29 -31
leaf_value=-0.052457266060488929 0.030991113093892502 -0.0064101007811841939 0.0004982950151159295 -0.055546490200307615 0.052606985211639208 -0.041899516322855081 0.034237721891877383 -0.042786654172597069 -0.049989617624843552 0.015972465579821203 0.036924924381517857 0.014360327355778741 -0.00010765837168624147 -0.05530034213612995 0.053007100226053962 0.052162021626507342 -0.024344886739304652 1.178329847162823e-05 0.025255776037842157 0.036917771543777698 0.052641612495227516 -0.052833858331139807 -0.04374367105676704 0.054255101459774926 0.0088416894181964686 0.018937024587018035 -0.055242687565085234 0.0017142015977605666 -0.027872531518834641 0.0014154207361688923
leaf_weight=0.6769154103984637 1.3281740015372632 1.0660393568687139 1.0772609876003114 0.28932403301951026 0.35584250185638744 0.97239872382488091 0.76600633922498662 0.41453800118051543 1.0512519453768616 1.0809004202328649 0.63778147068660374 1.9578237962268756 1.0144674973562358 0.7676019418636304 0.2975536105223 0.064362064003944397 0.28138597791985276 15.270903195589201 0.1628666315227747 1.1012454068695658 0.086078174508656735 0.15164202507571656 0.40928204348529096 0.1192975714802742 6.5222688707149237 4.5249903417425221 1.753207975445547 2.6806049309670925 1.6915845458861429 56.363520907936618
leaf_count=856 21 24 32 157 19 40 38 87 69 67 13 69 5 343 7 8 19 226 5 31 7 121 99 1 366 153 231 16 34 870
internal_value=0.000663429 0.0100433 0.0173351 0.000342513 -0.00573076 -0.00830145 -0.00370181 -0.00828797 -0.021284 -0.00539144 0.000892896 0.00303206 -0.0124883 0.00064418 -0.020645 -0.0469869 0.000907654 0.000585792 -0.0373857 0.0187149 0.027764 -0.0146413 0.00362455 -0.0216259 0.000944859 0.000318921 -0.00467283 -0.0208076 0.00189068 0.000562041
internal_weight=104.937 3.47147 2.40543 101.466 8.43113 8.07529 7.10289 6.33689 2.95006 1.8988 93.0345 3.38683 1.42901 92.3967 1.12952 0.831964 91.2672 89.6469 0.839782 1.62035 1.33897 0.23772 1.60948 0.52858 88.8071 82.2848 19.7047 4.43381 62.5801 58.0551
internal_count=4034 77 53 3957 651 632 592 554 393 324 3306 161 92 3293 358 351 2935 2757 861 178 159 128 167 100 1896 1530 473 247 1057 904
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=3 17 21 21 9 7 20 23 23 22 20 21 6 9 23 2 12 21 8 22 7 14 17 18 7 20 23 20 20 6
split_gain=0.113619 0.236064 0.11836 0.52233 0.858901 1.42132 0.390037 0.400259 0.344717 0.306562 0.479891 0.288084 0.564725 0.466379 0.272447 0.482932 0.328036 0.271418 0.420041 0.97263 0.490819 0.295788 0.335596 0.47101 0.683122 1.04241 0.5705 0.576734 0.380234 0.543925
threshold=76.172084209950015 241.79519611995002 1.2199730554000003 1.9176293050000004 194.45262321395003 24.363141638800005 41.147265497500008 -0.092630000000000004 0.049900000000000007 -0.08262499999999999 41.674196414850009 2.7968392888000007 16.545386580300001 194.82237869650001 0.09180000000000002 139.52793115400002 249.95920607160002 3.9632429946000003 8.1436447804000007 -0.10946499999999999 24.346818680050003 144.48364303385003 188.10488866565001 13.314799198000001 23.109894804950002 38.478081868400004 0.085895000000000013 40.890797847750008 39.458743938000005 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -9 -8 -11 12 13 -5 15 -15 -17 18 -13 -20 -21 -19 -23 26 25 -25 27 -24 29 -26
right_child=2 -3 3 11 5 -7 9 8 -10 10 -12 17 -14 14 -16 16 -18 21 19 20 -22 22 23 24 28 -27 -28 -29 -30 -31
leaf_value=-0.050562224060887687 0.026842697552402293 0.012440146798162627 -0.06171731487548076 0.04065202780541196 0.035676450905563553 -0.045037893548975923 0.046301192670003058 -0.032940317779062353 0.0010292983251184245 0.045792959562598406 -0.024621222728622473 0.0056476354316311213 -0.019822287389786104 0.014627633726831712 0.022820675839519418 -0.05266894255526091 0.0079497936948393216 0.0336978335940534 0.00061664717762156579 -0.058079533698642029 -0.0038402945086645846 -0.0058098931803802836 0.025785761163138455 0.025450392328519044 -0.045776370272075706 -0.049070272074802052 0.018816722278105002 -0.020018138100818358 0.0029071362270824456 0.00016114718868923269
leaf_weight=0.31872742370080587 1.4191385323206294 0.27873888710746542 0.88827015453716685 1.5157934035842107 1.1266958029591481 1.0574153019115327 0.93691552185919136 0.800469418609281 11.163470332523501 0.43171273032203206 0.55068446707446128 3.167041366119518 1.2875776791915994 1.6121350350440482 1.9205018142238257 0.60250592813827086 0.35454165595001541 0.6790531930164424 3.0475429670186713 1.5499458206613783 0.5707470504567026 15.994888061608433 0.98810030519962166 0.66888237372040693 1.000100435863714 1.5730992527624037 7.9164917756133946 2.2579299415665446 36.458740074369416 1.8122441396117208
leaf_count=856 189 69 32 79 30 69 37 34 336 21 36 138 35 15 25 47 23 23 35 75 43 742 8 10 86 82 125 46 643 45
internal_value=0.000573197 -0.0211694 0.000698888 -6.53708e-06 -0.0202608 -0.00340058 0.00475792 0.00173475 -0.0012435 0.025838 0.00632217 0.000725757 0.0102277 0.0166705 0.00857389 -0.00207579 -0.0302125 -0.000166288 -0.00869154 -0.0174784 -0.043482 0.000858381 0.000533646 0.00245985 8.00964e-06 -0.0268375 0.0115782 -0.00607531 0.00154061 -0.0161747
internal_weight=103.95 0.597466 103.353 88.0502 3.07238 2.18411 15.3024 13.3831 11.9639 1.91931 0.982397 84.9779 7.29306 6.00548 4.48968 2.56918 0.957048 77.6848 8.33528 5.16824 2.12069 69.3495 68.6705 52.6756 41.5131 2.24198 11.1625 3.24603 39.2711 2.81234
internal_count=4034 925 3109 2456 131 99 653 559 370 94 57 2325 224 189 110 85 70 2101 291 153 118 1810 1787 1045 866 92 179 54 774 131
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=22 8 16 12 4 22 20 22 21 18 13 20 6 22 19 18 8 18 8 2 14 2 9 13 15 6 15 2 17 23
split_gain=0.107531 0.467351 0.468075 0.458613 0.544649 0.378999 1.15289 0.360944 0.611783 0.481004 0.613615 0.341588 1.18138 0.541843 0.510408 0.420158 0.310391 0.306487 0.29888 0.299646 0.640759 0.531128 0.377893 0.312675 0.297488 0.568036 0.470217 0.355754 0.353329 0.322802
threshold=-0.037054999999999998 8.9430209551500024 22.654947022900004 63.174563425750001 159.10550013555002 -0.053159999999999992 40.467253020850002 -0.06483499999999999 7.403539147550001 13.975517741000003 117.61735474900001 41.50623664750001 16.415383542800004 1.0000000180025095e-35 14.451165964200003 13.091807150500001 9.6424751081000029 13.4793103924 9.3427090425500019 71.340832650850004 156.61564208075004 72.043920985000014 189.78071820640002 117.99105042915001 42.493282152450007 16.395383075500003 41.492094664050008 237.82463207520001 203.92158861145001 0.10065000000000003
decision_type=2 2 2 2 2 2 2 2 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 -2 -5 7 -7 18 9 10 -9 13 -13 -6 -15 -14 -3 -4 19 20 22 -21 -1 24 26 28 29 -27 -26 -23
right_child=1 16 17 4 11 6 -8 8 -10 -11 -12 12 15 14 -16 -17 -18 -19 -20 21 -22 23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=0.021794346267665396 -0.061389262421661525 -0.049195877705594221 0.010822394216024048 0.033538295884905547 0.023343448427177192 2.3420878578836412e-05 -0.045266152601682152 0.034987007530762622 0.033991569944116548 -0.017316670115843653 -0.010870612771986948 0.0007636568402483334 0.011788898768870687 -0.0012257753066720761 0.036208040175261066 -0.05627359984019778 0.0028214663543121043 0.041284665892812593 0.020546960405400373 0.045669294703835406 -0.045695102740354737 0.0017286864573970509 -0.02291104055174099 -0.036340264106531961 -0.052537553593984578 -0.010317438664711319 0.020451360323570741 0.011443101546135188 -0.0024898382350359697 -0.0089676692136751255
leaf_weight=0.88764021053793773 0.24324705824256909 0.60347889881813788 2.3068783665075894 1.1422990413157119 2.8446928996529612 4.8369328361632133 1.5949447422917726 1.3955810928600834 1.7870345398987408 1.6919825386821683 1.1243105903267858 8.1738025253816868 0.23170320337521744 12.401286194210567 0.82925309240818101 1.1752591266849775 0.41185719547502231 1.0148871876299379 1.3990685195894901 0.53036183025687833 0.98754565757553781 35.537480639431294 0.7397670850623399 0.52269156796682992 0.89981387021543724 4.8957045353599824 2.5197252603247753 2.3839148391634808 0.452349629602395 7.2488699680779964
leaf_count=29 4 35 37 30 92 44 36 28 41 42 15 369 107 422 15 37 30 37 54 24 83 1855 22 104 46 105 20 30 28 213
internal_value=0.000479708 0.00273382 0.00376474 0.00175452 0.00232767 -0.000510425 -0.0112073 0.000547985 0.0113437 0.00173456 0.0145265 0.000938058 -0.00596639 0.00505308 0.00112047 -0.0450648 -0.0280958 0.0201294 -0.000549594 -0.00106196 -0.0163404 -0.000335438 0.00147271 -0.000783453 -0.000438886 -0.00829864 0.00105857 -0.00319134 -0.0357947 -8.34917e-05
internal_weight=102.814 31.3786 30.3633 27.0415 26.7983 71.4357 6.43188 65.0038 5.99891 4.21187 2.51989 25.656 9.58076 16.0752 13.2305 1.40696 1.01534 3.32177 59.0049 57.6059 2.61495 54.9909 1.62741 54.4606 53.9379 8.63178 45.3061 7.27962 1.35216 42.7864
internal_count=4034 1215 1150 1076 1072 2819 80 2739 126 85 43 1042 513 529 437 144 65 74 2613 2559 134 2425 51 2401 2297 209 2088 135 74 2068
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=15 21 21 2 15 5 6 20 5 6 21 17 13 6 8 13 22 2 22 16 22 16 16 17 3 23 2 17 0 18
split_gain=0.105392 0.444065 0.318716 0.254774 0.169816 0.37238 1.0696 0.774522 0.509594 0.401832 0.398214 0.521188 0.388112 0.369835 0.59624 0.481475 0.535035 0.522001 0.48268 0.441275 0.300345 0.596112 0.553692 0.673395 0.458396 0.561669 0.395033 0.382703 0.357509 0.292606
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 315.94243452415003 37.491361913600009 20.911722254300006 16.375382608200002 47.927946529500012 20.971847224900007 16.445384243750002 14.894616075700002 203.72643944000004 117.54745483760001 15.51536251395 8.543332867800002 117.38883580790001 -0.11347 189.95856246190002 0.010890000000000002 22.764946765650006 -0.10423499999999999 22.624947093000003 22.614947116400003 197.38773738110004 93.090551224900011 0.09117500000000002 165.44420596670003 187.51563899930002 86.382848189450016 13.131682570750003
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 10 7 -7 -8 12 -1 -12 -10 14 -6 16 -15 -18 20 -20 24 22 23 26 -17 -26 -22 -23 29 -29
right_child=1 -3 -4 -5 13 6 8 -9 9 -11 11 -13 -14 15 -16 18 17 -19 19 -21 21 27 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0019646603379870537 -0.0022143320545456478 0.014849324689093484 -0.063643938380388621 -0.061376502337903836 -0.047679356578146231 -0.083856455527401702 -0.071744623133083621 0.028314798758645388 0.058324232572962327 -0.0058822305127703553 -0.055676111185212922 0.040253479006459716 -0.010839545980858621 0.054878280201383051 0.036163566076072753 0.0015159640351161579 -0.0090563602837280283 0.039630135864474836 0.054618794826841857 -0.00082858392617228527 0.030231858623527022 -0.0027721203750059298 -0.037128017003657865 -0.032208633520554197 -0.0050734378727398301 -0.067520859303650108 -0.002103456260688169 0.024565613521361263 0.036835314362097346 -0.0032608769275868487
leaf_weight=51.414976071232957 1.384442466565815 1.5798408907139672 0.56730811165471084 0.30485167290316884 1.0574488992860995 1.0239392685580231 0.36752390116453071 0.26621214602710086 0.70079396580149367 8.4863768808681908 0.84729311576950184 0.25227055642426421 0.46210739202797413 1.3112259497866032 0.40172180160880078 3.2986449748277691 1.8964879829436534 1.2567625101655719 1.1297046225517982 0.87362673248571798 2.0079373063053989 3.8144808625511342 1.7461702104774302 1.7518913038074968 1.0634474772959945 0.9237994496943428 3.6615122208313551 2.6104419119656086 2.7606970053166151 2.5779693322838284
leaf_count=2282 90 20 40 32 63 190 10 17 63 567 140 43 3 26 18 16 32 24 21 31 30 37 25 25 28 25 43 22 37 34
internal_value=0.000553137 -0.0089725 -0.0256501 -0.0128908 0.000926173 -0.000857938 -0.0105023 -0.0607108 -0.00403546 -0.00145654 0.00121859 -0.0336672 0.0308403 0.00426101 -0.0245967 0.00554933 0.0234268 0.0103482 0.0027211 0.0304389 0.000603088 0.0037543 -0.00744543 -0.000461396 -0.0118751 -0.034103 0.00934868 0.0124824 0.0198024 0.0107394
internal_weight=101.802 3.83644 2.2566 1.68929 97.9655 63.8215 11.307 1.29015 10.0168 9.64928 52.5145 1.09956 1.1629 34.144 1.45917 32.6848 4.46448 3.15325 28.2203 2.00333 26.217 20.9311 9.16751 7.42134 5.28589 1.98725 5.66945 11.7636 7.94911 5.18841
internal_count=4034 182 162 122 3852 3315 850 207 643 633 2465 183 66 537 81 456 82 56 374 52 322 253 123 98 69 53 73 130 93 56
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=0 5 18 7 20 8 23 5 17 2 13 10 5 16 7 2 23 7 7 9 7 22 6 17 20 23 18 16 16 10
split_gain=0.39508 0.614258 0.614175 0.441942 0.447803 0.707816 0.632806 0.411952 0.37553 0.388568 0.33548 0.328532 0.975823 0.383051 1.25003 0.981039 0.755561 0.491784 0.401901 0.560093 0.519545 2.06235 1.28006 0.986364 0.937805 0.854349 0.722206 1.08823 0.878584 0.781462
threshold=76.451683855550016 29.026000224750003 11.862896247150001 19.716522186550005 44.421469061800003 2.3481675133500004 0.087905000000000025 12.290720980000001 239.21206428850002 207.18514273665002 105.94944646285002 60.613977009100005 31.312564341900003 22.744946812400002 22.105125139000005 41.467794892200004 0.10301500000000002 22.181995028450004 22.381996090050006 186.68586460755003 23.109894804950002 -0.086139999999999994 16.525386113000007 193.10154186985002 41.481306584950012 0.088350000000000026 13.893471991850001 22.454947490600002 22.654947022900004 61.966271448700006
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 10 8 -5 -10 -6 12 -9 14 15 -13 -15 -16 -19 -20 21 23 25 24 -21 -23 27 -22 29 -28
right_child=3 2 -4 4 5 -7 -8 11 9 -11 -12 13 -14 16 17 -17 -18 18 19 20 26 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0019805147117685435 0.0013016971789541097 0.0008351018803136696 -0.0015946081396973533 -0.001967086702686137 -0.0019880184485216871 -0.001663800289890587 0.0015698544752201461 -0.0018850837739151386 0.0011841668801110352 -0.0019880829969487089 0.0019881491688921891 0.0015002175072499479 0.0014851314212833901 0.0017697765071180969 0.0014670806159437133 -0.0019447900815510169 5.3826163703149644e-05 -0.00067928563204507487 0.00071386734215449687 0.00010193133770931815 0.0014466897899962582 -0.00038298848710471199 0.00025084172259071938 -0.00071695364153811429 0.0013798103132498286 -0.0017009034991321129 -0.0020800920146428247 0.00035420356668102625 0.001658999533518583 0.00010802367742767946
leaf_weight=0.78731164571217904 1.3198444891095267 1.2057967526779974 0.56440613268932782 0.61665238019213464 0.41310004295701153 1.224901871923066 0.71485559488792205 0.9156474086921651 0.43021039527957328 0.21350224019261077 0.096786476671695709 0.37554582580923979 0.48598192259669304 1.7083951131207862 1.1673532621934999 1.6369844191940499 2.1311175916343927 1.8357104460010294 8.1477537011669465 3.8105746395885962 3.768734296783804 3.2596369960810971 3.8410434249090031 1.899572960421209 4.7898449477506801 4.1090335041517392 0.6098158759996285 31.795086076657753 1.3404562696814526 55.195248340882245
leaf_count=247 53 108 80 601 305 250 42 66 39 47 1 4 9 25 18 118 20 30 136 30 97 37 40 33 51 61 17 222 37 1210
internal_value=0.000180771 -0.000567866 6.04205e-05 0.00019466 0.000183959 -0.00063054 0.000402856 0.000198839 -0.000895001 0.000132017 -0.00123326 0.000209219 -0.000716541 0.000219092 0.000201088 -0.00130194 0.00081734 0.000225178 0.000213524 0.000226896 0.000192219 -7.54681e-05 -0.0006489 0.000536723 0.000813622 -0.0011179 0.000254903 0.000469975 0.000121055 8.41128e-05
internal_weight=140.411 2.55751 1.7702 137.853 136.534 2.44964 1.22474 134.084 1.26037 0.643713 0.509887 132.824 1.40163 131.422 127.582 2.01253 3.83951 125.57 124.403 122.567 114.419 21.7097 11.2097 10.5 8.60042 7.36867 92.7093 35.5638 57.1455 55.8051
internal_count=4034 435 188 3599 3546 598 348 2948 687 86 306 2261 75 2186 2141 122 45 2019 2001 1971 1835 252 138 114 81 98 1583 319 1264 1227
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=3 23 22 17 18 20 13 22 20 20 12 18 20 17 9 9 21 22 21 6 13 20 20 22 22 20 15 6 3 20
split_gain=0.104298 0.274595 0.164959 0.125783 0.12031 0.123848 0.416706 0.495296 0.477259 0.786195 0.746836 0.455175 0.414413 0.367231 0.364458 0.334193 0.371549 0.30917 0.427257 0.309625 0.469776 0.381246 0.309455 0.569058 0.532533 0.44973 0.448788 0.414043 0.871586 0.413416
threshold=76.825379535700009 0.090735000000000024 -0.086139999999999994 241.79519611995002 17.323446153950005 38.400997490450003 113.97180552410002 -0.041369999999999997 38.244973486750006 35.419594101850009 85.453317281250008 13.376114027300002 38.748048509250005 183.19621122360005 191.98656730705002 194.45262321395003 0.2796341810500001 0.23835000000000003 3.0668791869500005 16.465384711100004 115.68166489510001 43.426640904350009 40.633548727200008 -0.059424999999999999 -0.037054999999999998 41.872294782850005 40.42701969085001 16.565387047600002 93.14163192940002 42.488347682450005
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 7 8 9 14 -11 15 13 -7 -2 16 -8 19 -19 -14 21 -21 -22 26 -25 -26 27 28 -24 -29
right_child=4 -3 3 -5 -6 12 11 -9 -10 10 -12 -13 17 -15 -16 -17 -18 18 -20 20 22 -23 23 24 25 -27 -28 29 -30 -31
leaf_value=-0.057930285390264388 0.047229421886511795 -0.058776131365397485 -0.0049000721795387685 0.043044712926223444 0.022186735465880347 0.0040681771244130138 0.0042874427781151381 0.011565219650464911 0.023232640167237657 0.0088724010300240581 -0.059034947508906359 0.046361777457611171 0.0034151336159412081 -0.047859214992149492 -0.008163789362182261 -0.01891816961943053 0.05215344490395777 -0.003315216814594344 -0.065287360809374889 -0.053893442063666142 0.0075623945533654022 0.022600298647451927 -0.0042739845189608307 -0.056284678258443528 0.0002746330627476848 -0.050746828904284356 0.010854828298574818 -0.0081772083727113445 -0.060011911280118832 0.034801363790633401
leaf_weight=0.13869984688358272 0.54241228340470016 0.35322407450144055 0.59715778910970019 0.25873999382019974 0.86129662086022918 0.75097477024973969 1.6699551950441671 5.3470805013303098 0.9976896597072481 0.73322856583399731 1.9693177440731231 1.4347059689462183 52.814538212850948 1.1184650623472405 1.411721507203765 1.0635432805866001 0.78718554600345658 1.0807655283715565 0.55574120836536156 1.0259335617483909 7.2916862980928299 0.27192693015240355 2.9272112194448763 1.2437930819287428 2.3926689714789933 0.7481685132079291 6.1461210254856269 2.4650460296543319 1.3535112393437883 1.0541138285479972
leaf_count=411 56 218 314 30 50 11 97 111 13 10 189 35 1566 33 34 21 30 33 53 123 98 65 37 25 30 73 99 70 50 49
internal_value=0.000598654 -0.0152726 0.000177309 0.00959375 0.000812445 0.000626859 0.00526222 -0.000967247 -0.0128186 -0.0205426 -0.040611 0.0190922 -0.000261717 -0.0269994 0.0072118 0.00797969 0.0196221 0.00035256 -0.0243603 0.000859778 -0.00415356 -0.0378665 -0.00244588 -0.00642704 -0.0244756 -0.011879 -0.000752557 -0.0098989 -0.0218976 0.00469641
internal_weight=101.407 1.34782 0.994598 0.855898 100.059 99.1975 15.9568 11.0015 5.65437 4.65668 2.70255 4.95539 83.2407 1.86944 1.95413 3.52068 2.45714 81.3712 1.63651 79.7347 26.9202 1.29786 25.6223 18.3306 4.38463 3.14084 13.946 7.79988 4.28072 3.51916
internal_count=4034 973 755 344 3061 3011 596 413 302 289 199 183 2415 44 90 148 127 2371 86 2285 719 188 531 433 128 103 305 206 87 119
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 20 20 9 16 23 17 0 9 19 18 9 18 13 13 17 0 23 21 9 3 18 15 22 21 22
split_gain=0.510098 1.26875 0.931627 0.814835 0.905283 0.663553 0.70006 0.771922 0.482038 0.458113 0.441583 0.415532 0.410287 0.69464 0.39951 0.937376 0.666665 0.55367 0.966188 0.59508 0.499033 0.36765 0.976769 0.624996 0.580728 0.897867 0.416491 0.893379 1.21371 0.824204
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 41.243661560350013 190.49354742400001 18.734956189500004 0.08572500000000001 162.13109061465002 103.33357670195001 213.27127849780001 13.251069136700002 15.625782642300001 206.36238950785003 14.738651916450001 103.93041440690001 98.384125283750009 184.67080164680002 97.674372337300014 0.081155000000000019 3.0668791869500005 206.57490536735003 93.281431752200021 13.077716774800001 37.491361913600009 -0.094519999999999993 6.7825386038500008 -0.044409999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 10 -6 -7 9 -2 -8 -1 14 -4 -14 15 17 -17 18 -12 -19 -16 22 23 -10 -24 -26 27 28 -23 -29
right_child=8 2 12 -5 5 6 7 -9 21 -11 11 -13 13 -15 20 16 -18 19 -20 -21 -22 26 24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0020512225323763822 0.0013012623212821 0.00077301535243526787 -0.002118331806506992 0.0012255806487055272 -0.002084178263300953 0.00021192264379467235 -0.0020083615841141452 -0.0020745514809533288 0.0013070821115957645 0.0013151159138319042 0.00049380702251920912 -0.0012809162984116144 -0.0021214052432823038 0.0013821613597278042 0.0018693154093983515 0.00019708584898738536 -0.0021706094684148828 0.00028413956558530758 -0.0018679075311892901 0.0016714991758731818 0.00042822521944433945 0.00070101465992105218 0.00046147751893245068 -0.00052846205121300665 0.00016439675202400557 -0.0016225144390306678 0.0003153193530954145 -0.00062988996075566048 -0.00071313213617965067 0.00010179547319444498
leaf_weight=0.32878669349521317 1.6607050288002927 0.79129861993715112 2.0042130942456429 2.318465974967693 1.0127384709703608 3.3127173508983105 0.22411607766844133 1.420965309574967 5.8846447110408944 0.55271088989684358 1.6475255855675697 0.67145292148324998 0.47292889794334758 0.4029427501372993 1.0369612418580789 0.7660000310279419 1.134178204461932 5.7688179659890011 1.1178704408375777 1.4971425319818079 8.4704738924483518 11.537458039005285 10.424056118121369 0.81154880532994855 3.8996417659800491 1.4957744437851941 39.122997297294205 10.071741583291441 2.9249256495386353 14.355275117093697
leaf_count=296 29 27 196 39 110 119 100 111 167 25 144 753 39 10 19 11 35 163 95 16 208 130 111 19 117 48 524 172 59 142
internal_value=0.000183554 -2.09187e-05 -0.00111136 0.000107065 1.75269e-05 -0.000625422 -0.000357327 -0.00121535 0.000253492 0.000356286 0.000204437 0.000237979 -0.00162909 -0.000509597 0.00028555 4.6617e-05 -0.00121614 0.000285814 -0.000460881 0.000570003 0.000585403 0.000236183 0.000456903 0.00108462 0.000191197 -0.00033099 0.000172479 2.87812e-05 0.000415012 -0.000199893
internal_weight=137.141 34.9523 3.67138 31.2809 28.9625 6.52325 5.51051 2.19779 102.189 0.776827 22.4392 22.1104 2.88008 0.875872 21.439 11.9315 1.90018 10.0314 2.7654 7.26596 9.50744 100.528 22.5157 6.69619 15.8195 5.39542 78.0124 38.8894 14.4624 24.427
internal_count=4034 2516 272 2244 2205 465 355 236 1518 125 1740 1444 245 49 691 464 46 418 239 179 227 1489 462 186 276 165 1027 503 189 314
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=10 18 18 16 17 8 10 12 12 12 17 12 21 0 21 12 22 18 15 4 19 6 3 2 7 17 2 20 22 3
split_gain=0.109875 0.153367 0.14479 0.129707 0.128263 0.22466 0.167164 0.116456 0.46202 0.363566 0.250998 0.472214 0.439669 0.334966 0.239966 0.210112 0.310399 0.233203 0.19929 0.590117 0.644388 0.526853 0.577357 0.699683 0.682323 0.53158 0.472061 0.466199 0.446322 0.412258
threshold=81.479100559500012 17.399600107550004 17.323446153950005 17.684958644900004 190.11254901275001 7.1444245619500011 83.740093847200015 149.09269374785001 150.73104262400003 144.57070813310003 199.84861692095004 103.54784004735002 0.2796341810500001 92.501778894350011 5.7087410616000005 141.09628393755006 0.066710000000000019 15.788786379500001 37.050691080100002 228.57615118090004 13.651101412550002 15.365359009150003 92.598563387050021 229.44804549725004 23.899651152000004 208.52245219595002 222.71270326640004 43.218894539100006 -0.020814999999999997 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 6 -6 -4 9 -9 10 15 12 -12 -13 -11 17 -17 -1 19 20 -10 25 23 24 -23 -20 -21 28 29 -24
right_child=2 3 4 -5 5 -7 -8 8 18 14 11 13 -14 -15 -16 16 -18 -19 21 26 -22 22 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0031254229833677189 -0.055812648421723544 0.007104612579587671 0.055697549731299104 0.055762302223350012 0.02951973096978085 -0.056374655277525533 -0.057933834276077519 -0.044493057473181843 0.0019678830308271795 0.037269495124334293 0.0070949635766162974 0.030797174439261193 -0.059188839090164043 -0.00710907023229463 -0.00060007437979190618 -0.053372546805633685 0.0066152562065774079 0.026439720803562133 -0.046640798365480261 0.00052742584663350797 -0.075792752960714763 0.028731872451179821 0.0066998203932580628 0.050862112077484173 -0.0078708196925652268 0.027667037658957502 -0.029067955449986329 -0.030263118177946566 0.01682256481499618 -0.010077523870044396
leaf_weight=34.224342713105216 0.23689099482180509 0.41636685239245608 0.16726691462099552 0.27876675501465797 0.14948473705919696 0.24478264435765595 0.051639994674758327 0.73884520210412929 0.59186721171136258 1.4825210183262236 0.45640519517473765 0.85391887463629235 0.91941697290167212 4.230582260817755 0.77741771022556339 0.48629929649177828 0.57226805534446612 1.3595595358638082 1.2206545781227749 16.687171400540141 0.71981789276469499 2.8314535282552269 8.1316440990194767 1.4806628562510011 3.4356850581243634 0.38627089909277845 1.8219791885071561 1.5128825794672582 4.5602322035992975 9.8966531993501103
leaf_count=1068 371 36 7 17 226 127 229 25 38 43 13 25 52 86 33 38 7 40 89 589 19 38 63 48 39 23 304 46 79 216
internal_value=0.000608546 0.000776432 -0.0191558 0.0266176 -0.0049939 -0.0238082 0.028892 0.000595678 -0.0011362 0.00265792 0.00152622 -0.00850705 -0.0372003 -0.000742889 0.0242424 0.00329515 -0.0209428 0.0040162 -0.000534932 -0.0049217 -0.0407051 0.00206398 0.00362012 0.01673 0.00866604 -0.0287788 -0.00238584 -0.000594278 0.00139281 -0.00251012
internal_weight=100.924 100.074 0.850065 0.695134 0.613174 0.394267 0.218907 99.3786 54.0158 45.3627 43.1028 6.46032 1.37582 5.0845 2.25994 36.6425 1.05857 35.5839 53.277 19.8208 1.31169 33.4561 31.8492 7.7478 6.26714 1.60693 18.5092 24.1014 22.5885 18.0283
internal_count=4034 3074 960 53 589 353 236 3021 1616 1405 1329 176 65 111 76 1153 45 1108 1591 950 57 641 529 125 77 112 893 404 358 279
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=15 21 21 2 16 22 15 15 13 3 21 22 23 22 20 6 17 19 5 8 20 17 7 22 6 15 21 21 20 17
split_gain=0.10029 0.384177 0.286491 0.230096 0.149698 0.36916 0.134297 0.543283 0.428259 0.830606 0.574775 0.394944 0.544759 0.339258 0.646768 0.773673 0.489629 0.406738 0.576059 0.628361 0.544036 0.405306 0.39973 0.369176 0.478115 0.34991 0.346382 0.672368 0.4122 0.507566
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 315.94243452415003 22.604947139800004 -0.082334999999999992 38.884669609800007 38.483556206400003 114.05514772615001 91.867302775550016 1.5694662960500003 -0.097799999999999984 0.09117500000000002 -0.099639999999999992 42.719328117250008 14.595341017800001 189.72181505755 14.351157895250003 20.748863230450002 8.7431769115000026 41.066313126200008 220.04646848500002 23.604435110900003 -0.083064999999999986 16.475384944750001 36.535628266450011 6.7825386038500008 5.7087410616000005 41.898943182100005 202.84545261905001
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -6 7 13 10 -10 -8 12 -11 21 17 16 -16 18 -15 20 -20 26 -17 -19 25 -25 27 -1 29 -28
right_child=1 -3 -4 -5 5 -7 8 -9 9 11 -12 -13 -14 14 15 22 -18 23 19 -21 -22 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=0.0072428021980039947 0.030799147062403304 0.011964031127719203 -0.056064024385127101 -0.054200737026118731 0.0096138225369982993 -0.054827370538608804 0.013269931174828758 -0.034275644926290247 0.03946898067969299 0.001991918865435512 -0.057352640817075314 0.0060953696831955867 -0.035745854234695722 1.9299383076947109e-05 -0.055134950547295863 -0.018804250447139469 0.0047646250897812794 -0.0065098984859951097 -0.015727167297556102 0.037416228221272434 -0.063469799298640869 -0.053166336037352054 -0.056222593157518597 0.017476663127889782 0.0036100431744626759 0.053098255817355888 -0.040307225202103836 0.044732943416924 0.0086426323092668369 0.02184675225424209
leaf_weight=12.955983545442228 0.28578148270025838 1.5451422170153817 0.51033988736162417 0.28329104659496795 0.73457700420840422 0.35776488015835606 0.56587571441196149 1.2558062593452621 1.8012857963331068 3.0445315552351593 0.69487698440207168 19.394896125595547 1.5686188462423158 29.125889483059552 0.41168103450991012 1.6827623309618505 3.5896034733814304 2.6774539444595575 2.0105803639817168 0.4131916181067935 0.95172570673821599 0.30632210901694534 1.4286242489470167 1.9438223335891947 3.7126813773065805 1.2114183679223058 1.3790562792892149 1.43841722401521 2.3067496091925932 0.47912630107146004
leaf_count=863 15 20 40 32 44 31 24 28 56 44 33 245 36 929 178 116 137 31 72 14 98 115 43 44 61 64 74 71 429 47
internal_value=0.000520719 -0.0078645 -0.021972 -0.0114998 -0.0027221 -0.011492 0.000844193 -0.000369859 0.00395133 0.00539754 -0.0256544 0.00284121 -0.0108401 0.000256074 -0.00201985 -0.0165281 -0.00139828 0.000434381 -0.0023385 -0.022683 -0.0310659 0.00618659 -0.0359853 0.00987585 0.0162638 0.0311532 0.00716621 0.0109892 -0.00604624 -0.024281
internal_weight=100.068 3.7169 2.17175 1.66141 1.37812 1.09234 96.351 69.2809 27.0701 25.8093 1.26075 24.008 4.61315 68.0251 49.1594 7.11267 4.00128 42.0468 32.5014 3.3755 2.96231 18.8657 3.11139 9.54538 6.86792 3.15524 18.5593 14.3944 4.16493 1.85818
internal_count=4034 182 162 122 90 75 3852 3414 438 381 57 325 80 3386 1787 474 315 1313 1113 184 170 1599 159 200 169 108 1484 934 550 121
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=16 16 10 21 23 6 7 7 3 20 5 21 16 5 19 23 9 18 19 22 3 20 18 16 8 3 7 2 7 20
split_gain=0.545275 1.20804 1.16333 0.920911 0.807107 0.743577 0.654776 0.716406 0.68827 0.611941 0.605637 0.54422 0.52527 0.463056 0.906309 0.645848 0.37471 0.97897 1.25572 0.890619 0.627002 1.10182 1.2216 1.15647 0.64617 0.875289 0.623698 0.521078 0.696665 1.06967
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 0.083495000000000028 11.075258771650001 22.356277907050004 24.803880018200001 85.63276837105002 37.198331469900005 13.154029769200003 12.263428102400001 15.404963976500001 13.8160216159 12.551012654050002 0.085495000000000029 204.68881850780005 13.893471991850001 14.251149826300002 -0.094519999999999993 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 8.6432548896500023 93.910530954700008 24.142338514450003 199.66651340635002 22.105125139000005 39.664548207900005
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 11 -8 -9 -7 -11 -3 -12 -6 -15 -16 17 20 -19 -20 -2 27 24 -24 25 -23 -21 28 29 -22
right_child=16 2 3 -5 13 9 7 8 -10 10 12 -13 -14 14 15 -17 -18 18 19 26 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015397745421363311 0.00051053519919339919 -0.0020071161392814529 -0.0020910507854534841 -0.0020033371139166335 0.00070674505485420077 -0.0016738969831240037 0.0014326719553385914 -0.0020577960245474615 0.0015316436719019862 0.0017128876243825615 7.8932553667318938e-05 0.0011120321859984623 0.00080061652326678535 0.0013941907007203221 0.00061494332338838645 -0.0020844385432105803 0.0004764206558715935 7.407344430245936e-05 0.00035468470505835216 -0.0028601759308055997 0.00034001705375175502 -0.0021321890564670438 -0.00021015328310993413 -0.0021753833909425235 0.00190367873471328 0.00040821256353750206 -0.00090244020240404926 -0.00024499673282736117 0.00065802471981421843 -0.0022825714964001737
leaf_weight=0.84463236554439092 30.249899261631072 0.69293393513362234 0.9993493743277212 2.3708322299135034 1.5727567969006488 0.56425055654472345 2.0392060666345064 0.53958725521806616 0.33160091750323772 1.2583163746166999 12.334710281604204 0.31184686286724173 5.6552113909274331 0.61040549911558661 0.46159214922226954 1.3018883260665459 26.207810426189099 10.077713617822154 0.91476263152435455 1.2836323331575834 2.2050923122733468 0.64435692317783688 2.3549245347967371 2.252341884013731 0.77995875873602916 2.7335626525455154 1.2205272293649612 4.6566136970068319 15.407378717325626 0.82038428192026902
leaf_count=908 292 321 123 270 40 95 23 67 7 24 454 26 38 8 8 65 400 203 18 24 81 18 35 125 13 118 39 44 126 21
internal_value=0.000204301 -1.94407e-05 -0.000536995 -0.000998597 -0.000516981 0.000261972 0.000325664 0.000796816 -0.000691545 0.000338782 0.000397783 -0.00103905 0.000305797 -0.000118403 -0.000665083 -0.00137787 0.000274382 0.000204344 -0.000274285 -0.00130112 0.00030836 0.00011637 -0.0004755 -0.00117089 0.000295048 -7.63832e-05 -0.00190598 0.000341054 0.000489106 -0.000371121
internal_weight=133.698 31.8891 11.232 7.31682 4.94599 20.6571 3.91518 2.91039 0.871188 19.8125 19.2482 1.00478 17.9899 3.94664 2.37389 1.76348 101.809 75.6011 13.4966 3.41892 62.1045 31.8546 8.76514 4.60727 4.15788 3.37792 2.50416 23.0895 18.4329 3.02548
internal_count=4034 2477 958 514 244 1519 444 97 74 611 516 347 492 121 81 73 1557 1157 284 81 873 581 309 160 149 136 63 272 228 102
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=16 16 10 5 19 20 6 7 15 7 5 15 20 2 5 6 16 19 15 13 21 22 20 20 7 18 16 17 17 18
split_gain=0.459277 1.26197 1.05588 0.908278 0.745025 0.696899 0.560574 0.557787 0.695093 0.910891 0.551153 0.513736 0.448993 0.839553 0.613984 0.711117 0.470916 0.546135 0.441199 0.415942 0.386066 0.309604 0.29863 0.729628 0.260177 1.04524 1.12515 1.06494 0.812531 0.682934
threshold=18.634956423400002 15.584963555600002 71.015621515800021 13.8160216159 12.551012654050002 37.198331469900005 11.075258771650001 22.356277907050004 29.329759478700002 24.437987282900004 13.154029769200003 24.273602154900001 40.340071172300007 83.586740321150003 16.078966488550005 13.200308423050002 15.404963976500001 12.350996516100002 17.724072364450006 97.755026081250023 12.263428102400001 0.20949500000000004 43.631818398850008 43.680097826700013 23.109894804950002 13.314799198000001 22.554947256700004 191.58460912770002 190.94474013770002 13.254738337750002
decision_type=2 2 2 2 2 2 2 2 2 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 7 11 -5 -1 21 20 -9 -10 -8 19 13 -12 15 -15 17 18 -14 -4 -3 -7 -6 -24 25 27 -27 28 29 -2
right_child=24 2 3 4 22 6 10 8 9 -11 12 -13 16 14 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0018013523171991758 0.00016136273478273446 -0.0019910932462228665 0.0011360792577840718 0.00010342193479537802 -0.0020719713203948371 -0.0019960843553823156 0.0017020301100947152 0.0013797020980221228 0.0020095416694450498 -0.0020849743637376458 0.0003532918950913238 0.00090268357680941083 -0.0012545557284784732 -0.0020545204036383647 -0.0022106682708912563 0.0012187453383846292 0.0012904198122367933 -0.0014802079083805655 0.00065641032590559728 -0.0020284093930356541 0.00093635751565206247 0.0015372211539818198 0.0021443878493364486 -0.0020364994106661233 0.00033799271440448903 -0.00015910323543462439 -0.0022358052627378154 0.0014511689420595398 -0.0013938614998712548 0.0016824610206839672
leaf_weight=0.59975742712777602 24.686565984375203 0.58228578368289019 0.22314039251796236 0.95858988421969105 3.2944737090729177 0.5669927524691073 1.1858976459479915 1.9233192556130236 0.31730600725859393 0.61138047650456429 5.9011445287615087 1.2273010283279289 0.50570971497654493 0.42071672566817164 0.99260938983206859 0.64851615816587582 2.7598774889484048 0.58558518909558177 5.7005558913806453 0.56162824959028512 0.24652516550850123 0.11462097771072877 0.2367468774318694 0.49817209265893325 64.443646766652819 4.1940635949140406 1.3183338926464783 2.6868078387342385 1.2394634711090464 1.1894917909521598
leaf_count=311 494 321 24 28 202 650 24 24 4 69 45 75 151 47 74 14 21 47 93 99 26 42 1 85 876 64 36 52 25 10
internal_value=0.000199356 -1.05194e-05 -0.000554601 -0.00100165 -0.00145024 0.000280306 0.00034472 0.000295583 0.000707058 -0.000685994 0.000408383 0.000110412 0.000320792 -2.30439e-05 -0.00110014 -6.92039e-05 0.000607437 0.000329906 0.000500698 -0.00112862 -0.00112034 -0.00140192 -0.00181985 -0.000689668 0.000263866 0.000128595 -0.000655763 0.000273674 0.000157 0.000231286
internal_weight=130.421 30.6629 10.6809 7.00005 4.98798 19.982 19.3822 3.68082 2.85201 0.928686 18.7006 2.01207 17.5147 7.96299 2.06184 1.06923 9.55173 6.79185 6.20627 0.784769 0.828811 0.681614 4.02939 0.734919 99.7584 35.3147 5.5124 29.8023 27.1155 25.8761
internal_count=4034 2477 958 514 316 1519 1208 444 97 73 516 198 492 180 135 61 312 291 244 123 347 692 288 86 1557 681 100 581 529 504
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=20 8 9 23 9 19 21 0 18 2 15 8 10 0 16 16 22 6 15 16 5 5 21 7 4 13 21 8 20 10
split_gain=0.517737 1.00259 0.711248 1.52092 0.759309 1.3303 0.852017 0.811955 0.709229 0.676637 0.601291 1.02826 0.653345 1.26374 1.19185 0.655846 0.919656 1.09545 0.970746 0.823346 0.7028 0.654265 0.598931 1.44177 0.594372 0.560803 0.875465 0.771451 0.55508 0.49714
threshold=42.719328117250008 6.2451263653500009 207.30588428080003 0.085335000000000022 192.39832633775004 14.151141757350002 13.879103300950002 86.20003303655001 13.390703749000002 108.63443756215001 46.683480308100009 8.3434888241000014 64.407391431150018 88.17067284620002 20.894951138500005 22.544947280100004 -0.077729999999999994 16.355382140900002 42.493282152450007 22.624947093000003 21.500664456800006 23.700766800900002 3.8092755532000004 22.620600126450004 375.65892766775005 117.61735474900001 7.1067965614000004 8.543332867800002 41.289992964000007 71.322105742700003
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 24 7 9 -9 -6 12 -12 13 15 -14 20 17 -17 19 28 -3 -20 23 -19 29 26 -21 -27 -18 -2
right_child=2 10 3 -5 6 -7 -8 8 -10 -11 11 -13 14 -15 -16 16 18 22 21 25 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0019034198024895856 0.00062130534749178247 0.001586122789996413 0.00016115087106962256 -0.0021885188074422771 0.00019837147150390228 -0.0016807558922874348 0.0018234621369103128 0.0017348819084594658 0.00022126769574123265 -0.0021086520447190179 0.00049634071133411049 -0.0017020729945596191 0.00019962212818942966 0.0014620188852152104 -0.001127391971886139 -0.0013130834650708074 0.00026939571420773214 0.00049808236466130154 0.0018618953394050103 0.0018637744318398455 0.00042742859238612842 0.00066798479707635126 0.00027526565466605673 -0.0020809133724506938 -0.0019382066798406719 0.00056838606702599829 0.00043430666525408421 -0.00093513713417764052 -0.0010089575546396016 -0.0010198045104370574
leaf_weight=0.76315404803108222 3.692792240472051 2.9085175283253175 2.4640630320063783 1.6229463959680286 0.9008676535449911 2.0579391572973691 1.2794147274689738 1.263729341328143 8.4635087485567038 0.90536341225379147 1.5660745347850018 1.4603717883001079 49.775828562147581 3.9074391294270745 2.5259664934128514 2.1485736777540287 2.3140162229538062 1.7525474275462358 2.5187568590044966 2.1607665382325631 5.1542513840831816 4.6219082791358232 14.38545601069927 1.3732266838196663 0.45165114924566285 3.556084681302309 5.1458701621741056 1.8389446932123972 2.5206506224349141 0.79716761140571168
leaf_count=702 296 70 65 116 13 77 17 13 160 59 20 59 1233 58 39 32 15 26 30 39 46 39 100 44 248 25 33 36 39 285
internal_value=0.000195832 0.000249394 -5.60664e-05 -0.0007719 9.15994e-05 -0.000407582 0.000364297 0.000202431 0.000417911 -0.000958011 0.000264111 -0.000564475 0.0002872 0.000428078 0.000135533 0.000350977 0.000261064 -4.30364e-05 0.000503336 0.000264809 0.000845409 0.00108912 0.000112794 -0.000634932 0.000122633 0.000516754 0.000857038 5.58965e-05 -0.000397099 0.000329935
internal_weight=136.298 112.398 23.8994 4.08701 19.8124 6.99955 12.8129 11.5335 9.72724 1.80623 111.635 3.02645 108.609 56.307 52.3018 52.3996 44.3368 19.6598 24.677 17.5363 8.06277 7.14067 17.5112 3.12577 4.94161 12.7017 7.30664 5.39503 4.83467 4.48996
internal_count=4034 2685 1349 181 1168 906 262 245 173 72 1983 79 1904 632 1272 574 458 202 256 187 116 69 170 70 829 133 72 61 54 581
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=16 16 22 20 7 5 0 12 6 0 10 10 22 23 7 23 22 16 21 19 22 16 20 16 0 9 5 8 17 20
split_gain=0.713412 1.22536 0.776484 1.19598 1.14707 1.08932 0.756537 0.740314 0.737337 0.731785 1.2622 0.821274 0.70494 0.680929 0.863703 0.666559 1.36868 0.615193 0.60412 1.14966 0.573363 0.71729 0.600899 0.702278 0.669709 1.15881 1.71112 0.617041 0.633565 1.59982
threshold=20.404952284350003 19.974953289850003 -0.059424999999999999 38.244973486750006 23.974509389900003 20.305669781650003 92.313586825200005 115.02544258150002 14.745344522600002 90.297243227400017 66.590419433100024 65.536543845950021 0.20949500000000004 0.083495000000000028 19.078733418100004 0.092650000000000024 -0.59168499999999991 19.254954973500002 3.5208369948500002 12.350996516100002 0.13747000000000004 22.764946765650006 38.064633603500006 21.244950320100003 85.732241321850012 187.45330412110005 31.312564341900003 8.8430989333000021 204.49254535040004 41.319407281650008
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 -4 -1 -8 11 -11 12 20 14 -5 -15 -17 -10 -18 -20 22 -22 23 -2 25 -24 -27 28 -26 -30
right_child=9 -3 5 13 -6 -7 8 -9 17 10 -12 -13 -14 15 -16 16 18 -19 19 -21 21 -23 24 -25 27 26 -28 -29 29 -31
leaf_value=-0.0020719323603747199 -0.00016663219163821208 -0.0016959443900190566 -0.0014643757260572367 0.00063520549204355468 -0.002005395958675227 -0.0017997866923523443 0.00028461349755309548 0.0010628214051990243 0.0018448358625189462 0.0015175190091832064 -0.00021628536529122371 -0.00073459022439275668 0.0015818273896282455 0.00050139403267337231 -0.001193800030320061 0.0012496150837790665 1.0922664829268979e-05 0.00049542272170027238 0.00031604382449981804 -0.0020882214134793462 -0.0016450572133738105 0.00044181050791514592 0.00032447595882501614 0.0016646210138802093 0.00043119416107589994 -0.0017133102783299995 0.001987343066898517 -0.00050238391859886312 0.001216597145961347 -0.0017215885325906389
leaf_weight=0.38322805026109863 1.1367035091388964 1.4657428895588953 0.78150637715589866 1.3629840816138337 2.2768741290756225 0.86305748178710828 19.05471934845173 1.0177601924187909 2.2988732000812879 4.5129598230123511 2.3646333990618587 2.9094024151563636 1.5673767486587156 10.446189172525921 3.1804183738640859 1.7235803298972312 2.4709335885818282 2.7323911692947149 1.1275123623090624 2.1109791586641222 1.2610815139487379 1.176438017748296 5.440651038719805 2.4244830068200827 55.435385537100956 2.8268909891485241 0.55186009779572476 3.0401361659169188 1.170310772955417 1.6507690371945498
leaf_count=70 25 49 49 68 292 238 636 122 29 58 29 39 22 387 707 43 43 21 49 110 21 21 83 38 481 177 7 36 26 58
internal_value=0.000212688 3.7369e-05 8.63859e-05 -0.00014723 -0.00116327 0.00032336 0.000397046 0.000205337 0.000457443 0.000319513 0.000921408 0.000268148 0.000305703 1.94269e-05 -0.000645113 0.000188298 -0.000251722 0.00111199 -0.00070495 -0.00125115 0.000279425 -0.000637857 0.000309772 0.0010801 0.000270647 -0.000224646 -0.00110887 0.00034191 0.00038597 -0.000502697
internal_weight=140.766 53.2967 51.831 26.1005 3.67786 25.7305 24.8675 1.40099 24.086 87.4691 6.87759 80.5915 77.6821 22.4226 4.5434 17.8792 7.43301 5.03126 5.70943 3.23849 76.1147 2.43752 73.6772 3.56119 70.116 8.8194 3.37875 61.2966 58.2565 2.82108
internal_count=4034 2913 2864 1891 484 973 735 192 686 1121 87 1034 995 1407 775 632 245 50 202 159 973 42 931 63 868 267 184 601 565 84
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=0 17 16 15 18 20 2 13 16 5 13 16 23 18 0 4 23 20 5 9 19 5 16 15 20 23 23 22 23 15
split_gain=0.497719 0.397409 0.315066 1.20791 0.904465 0.770848 0.950209 0.706424 1.59401 0.964082 0.918214 0.600348 0.59443 0.548479 0.731166 0.571264 0.54779 0.526443 0.674609 0.499027 0.783586 0.488923 0.459721 0.7146 0.424977 0.423487 0.725003 0.674789 0.579593 0.439004
threshold=103.48144189910001 241.79519611995002 18.684956306450005 29.329759478700002 14.053554955550002 38.244973486750006 83.777728670400009 108.32604345015001 15.584963555600002 13.8160216159 111.38282034450002 18.734956189500004 0.087715000000000029 15.343833331950004 97.674372337300014 194.89319003730003 0.089850000000000027 43.631818398850008 17.324237253850004 213.27127849780001 13.251069136700002 13.154029769200003 14.074967086600003 13.019805569300003 41.035283712600005 0.080135000000000026 1.0000000180025095e-35 0.12427500000000002 -0.083619999999999986 33.005488016050009
decision_type=2 2 2 2 2 2 2 2 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 3 5 -5 6 -1 8 13 12 -9 -4 -10 15 -15 -7 -17 -11 -19 -6 -21 -16 23 -23 -24 26 27 28 -13 -27
right_child=1 -3 11 4 19 7 -8 10 9 17 -12 25 -14 14 21 16 -18 18 -20 20 -22 22 24 -25 -26 29 -28 -29 -30 -31
leaf_value=0.00011139485629263909 -0.0019206442063056228 0.00035403341682030539 0.0013201930803626327 0.00081867244328033475 -0.0020367198977563391 0.00034903106383155763 -0.001817672562392645 0.0013837136329467414 -0.0019294323232177365 -0.0018171359579900489 -0.0014061318355151069 0.0002104362317742995 0.00057167576347405796 0.001944803698986468 0.0014725187615453154 -0.00016628606181472971 -0.0021831543141971415 -0.0020211467069773071 0.0015371050287335602 -0.0020740314237005014 0.0016492252080317984 0.0012980052248805461 -0.00020392361885409994 -0.002004309865598959 0.00086495610494444956 -0.00016985244270044823 0.00091748860521768678 0.0016865552128170769 -0.001089107050907454 0.00021057053617670895
leaf_weight=2.2705810023398985 0.72277946749090805 0.43820615296135657 1.7654220692347724 0.74359718908090089 1.9567377797211523 6.4924050506961155 1.5101623358605136 3.1930606429668837 0.40422002229752196 2.5281945332826585 0.48232316212670401 10.967184151173567 2.0453269408317283 1.4455118732876133 1.4839984596765114 1.7052477017623462 0.66479301547224157 0.33903852757066477 0.42836097982944921 0.41505791980307538 0.38887657271698117 0.35327335033798568 2.0467141447588801 0.68220585656672483 3.7271227305755019 12.906734734307973 7.5293172326637423 0.9855278688482948 1.3714238338870934 65.217203725333093
leaf_count=48 852 68 29 26 186 46 222 46 126 108 178 225 48 23 43 176 34 26 70 33 9 12 26 82 30 230 163 15 34 820
internal_value=0.000166666 -0.00106208 0.000177152 2.39514e-05 -0.00102619 0.000139665 -0.000659143 0.000247442 0.000131177 -0.000736542 0.0010176 0.000230843 0.000158947 0.000399178 0.000707896 5.99323e-05 -0.000732015 -0.00140214 -3.49372e-05 -0.00152312 -0.00027303 0.000492305 0.00027868 -0.000877663 0.000486059 0.000211412 0.00045002 0.000185859 6.59933e-05 0.000147721
internal_weight=137.211 1.16099 136.05 35.3068 3.50427 31.8025 3.78074 28.0218 24.3464 5.74514 3.67538 100.743 2.44955 18.6013 9.73883 8.86245 2.37004 3.29559 0.7674 2.76067 0.803934 8.29331 6.80932 1.03548 5.77384 98.9774 20.8535 13.3241 12.3386 78.1239
internal_count=4034 920 3114 1598 254 1344 270 1074 850 378 224 1516 174 472 216 256 210 204 96 228 42 193 150 94 56 1487 437 274 259 1050
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=16 16 16 15 19 18 18 6 6 15 23 2 17 22 18 10 6 3 10 23 16 16 15 4 5 13 20 0 7 3
split_gain=0.107392 0.195412 0.217373 0.107366 0.324718 0.303787 0.19478 0.17879 0.451963 0.286205 0.277483 0.249012 0.516189 0.345727 0.243555 0.35557 0.187959 0.432732 0.823819 0.656006 0.330099 0.502243 0.760424 0.472559 0.482399 0.444315 0.802555 0.69339 0.668659 0.53879
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 19.763739472850002 12.651020723000002 15.788786379500001 16.408483343700002 13.65531905435 13.78532209185 28.626568391100005 0.076130000000000017 185.72519583365002 214.03087950770001 -0.078504999999999991 15.751016342950003 77.946466576100008 14.745344522600002 83.538459487450012 69.64719632740001 -0.089139999999999997 19.199955102150003 18.684956306450005 29.329759478700002 137.02556730370003 19.234448447350001 112.64908412395 39.011793722550003 90.297243227400017 23.9417051038 89.695028606150018
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 -7 10 9 -9 -5 -12 -13 -14 16 -16 17 -10 -19 -20 21 22 23 -18 -25 26 -22 29 -29 -27
right_child=3 -3 -4 7 -6 6 -8 8 14 -11 11 12 13 -15 15 -17 20 18 19 -21 25 -23 -24 24 -26 27 -28 28 -30 -31
leaf_value=-0.057939554118090597 -0.0018841131984237225 -0.056976399413478658 0.04842047097310706 -0.057691906056400698 -0.057284734059199899 0.051513451298264901 0.012068026225423491 0.037236729346816773 0.0016241021956335648 0.0051368631563537643 -0.0010928655492528341 -0.059940282889855895 -0.057169772823204054 0.040776401132745221 -0.058620299424563566 0.020482779451011832 -0.074267003396341402 0.0014962239363964891 0.033808128948266701 -0.059633375163237502 -0.0024248135483091945 0.045432237851479512 -0.033972352691619405 0.041498354577699931 -0.027438828909650329 -0.03936004351846082 -0.060313358067070735 0.001483498218692942 0.05747865575150065 0.0019206416749002267
leaf_weight=0.094601603303998583 1.6049347416665112 0.27780121126920676 0.17119261289553833 0.32335469324243504 0.20752088669178181 0.83815111661897368 0.75410552369157813 1.7816289467737072 10.879332716576753 1.7418891196139155 8.2678255195223738 0.70546081648535508 0.16049869154812768 0.39677823439706117 0.50554388843011011 0.2799820639193058 0.14864811254665244 2.6660670205747001 0.27718948852270742 1.6955599827633712 3.0843959285411975 1.3677127608680164 1.0835188608034512 1.8385427962057295 0.39018742389453098 1.0210374332964409 1.0074667686130849 1.311909839510917 1.3955911528319118 55.436159765937191
leaf_count=455 138 435 40 111 60 32 98 27 97 13 278 130 45 31 50 4 3 76 9 236 56 60 71 32 257 15 52 22 34 1067
internal_value=0.00101031 -0.0239517 0.0105648 0.00114443 0.0109745 0.015405 0.0328318 0.000802103 0.00160832 0.0213678 -0.00639061 -0.00465005 -0.0279409 0.0125674 0.000783295 -0.0304259 0.00107653 -0.00451617 -0.0189168 -0.046504 0.00235123 0.0165429 0.00512609 0.0229457 0.0294294 0.00126793 -0.0166777 0.00250906 0.0303464 0.00117407
internal_weight=101.715 0.543595 0.265794 101.171 3.40471 3.19719 1.59226 97.7663 87.9124 3.52352 9.85392 9.53056 1.26274 0.557277 84.3888 0.785526 83.6033 15.5181 4.63882 1.97275 68.0852 4.82861 3.4609 2.37738 2.22873 63.2566 4.09186 59.1647 2.7075 56.4572
internal_count=4034 930 495 3104 328 268 130 2776 2181 40 595 484 206 76 2141 54 2087 418 321 245 1669 423 363 292 289 1246 108 1138 56 1082
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=3 17 21 21 9 7 20 16 13 19 23 22 20 4 18 22 15 0 10 20 23 5 22 21 9 21 6 7 18 20
split_gain=0.0992087 0.200841 0.11032 0.476693 0.739298 1.16995 0.335289 0.293944 0.437172 0.394938 0.332251 0.269607 0.35987 0.251554 0.439425 0.584088 0.393601 0.278657 0.490171 0.316049 0.317747 0.268636 0.221649 0.207383 0.388383 0.338261 0.298985 0.293906 0.450557 0.309412
threshold=76.172084209950015 241.79519611995002 1.2199730554000003 1.9176293050000004 194.45262321395003 24.363141638800005 41.147265497500008 15.404963976500001 98.255079293500017 12.651020723000002 -0.089139999999999997 -0.08262499999999999 41.674196414850009 299.71779688575003 14.656441317600001 -0.093879999999999991 35.965617804200001 92.313586825200005 65.611820673600008 37.52517992975001 0.086520000000000027 24.107645372150007 0.0041150000000000015 3.2025200283000004 192.31210988165003 3.9632429946000003 16.545386580300001 25.115444054700003 16.119790806350004 41.872294782850005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -9 22 -8 -13 14 17 -16 -15 18 19 20 -12 -18 -11 24 -5 -25 27 29 -29 -26
right_child=2 -3 3 23 5 -7 11 9 -10 10 13 12 -14 16 15 -17 21 -19 -20 -21 -22 -23 -24 25 26 -27 -28 28 -30 -31
leaf_value=-0.050449714124047786 0.00663810298924914 0.011818196815112279 -0.060121331596898121 0.046300496661359429 0.033013326350969388 -0.043050344717311645 0.04549335846199553 0.045459795616888531 -0.053827503375380024 0.0019633346476448299 -0.0080916399988642564 0.04372835719497508 -0.021637918636669241 0.047777256917618631 0.012932847409718812 -0.055039466908643211 -0.052459878432605196 0.012538354669948135 -0.034557498147098673 -0.0084595960340774073 0.045330154038525333 0.026965380367519037 0.043636370218995767 -0.011249243341453085 0.010162133708111882 0.0010756415571164389 -0.013061989342126245 -0.037923566451162204 0.025569392032347669 0.043947812481854087
leaf_weight=0.27365967773869115 0.64516188572997524 0.24587640359823126 0.81502450045081731 0.62098557201261328 1.0468785958946685 0.97784433185006481 0.85847212894077529 0.56243284853553532 0.55714852704113582 0.5486055501678464 0.462002088723237 0.36410217406228074 0.49944694734585937 0.62678481696639277 0.50543434545397758 0.84372429619543232 0.22267955297138542 3.2296161528793164 1.168586693704128 2.0787136848084629 0.70039520465070382 0.20402334071695805 0.76283782954124035 6.06777551423147 4.488627488142809 67.553051464909913 1.747288995538838 0.69767270368174628 0.46614268841221929 0.79826523590600107
leaf_count=856 46 69 32 35 30 69 37 27 84 126 11 21 36 21 28 30 35 34 24 27 43 8 15 238 62 1810 34 51 24 71
internal_value=0.0008133 -0.0209807 0.000926392 0.000233992 -0.0199088 -0.00372179 0.0049053 0.00218217 -0.0213816 0.00455976 0.00253362 0.0256497 0.00592276 -0.000557592 -0.00326698 -0.029575 0.0225592 0.00137921 -0.00679363 0.00321667 0.0240973 -0.0144836 0.0262036 0.000927836 0.00817392 5.98334e-05 0.00528589 0.0102557 -0.0124927 0.0152634
internal_weight=100.639 0.519536 100.12 85.2796 2.83975 2.02472 14.8402 13.1181 1.20231 11.9158 11.3534 1.72202 0.863549 10.042 8.98847 1.34916 1.05349 7.63931 4.4097 3.24111 1.1624 0.426703 1.31144 82.4398 8.81898 73.6208 8.198 6.45071 1.16382 5.28689
internal_count=4034 925 3109 2456 131 99 653 559 130 429 402 94 57 261 197 58 64 139 105 81 54 43 141 2325 277 2048 242 208 75 133
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=15 21 21 5 15 22 22 0 12 22 21 20 12 16 13 22 21 0 20 17 18 7 2 9 14 6 20 15 4 2
split_gain=0.101821 0.359278 0.269001 0.185696 0.133032 0.322962 0.326703 0.516915 0.35887 0.479798 0.589994 0.466825 0.309514 0.344166 0.287829 0.277226 0.276007 0.259982 0.538776 0.906486 0.485994 0.879919 0.492055 0.392525 0.568115 0.369742 0.273399 0.321056 0.24161 0.314413
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 24.367802910700004 37.491361913600009 0.13006000000000004 -0.16182999999999997 87.009258933850006 140.52911877810001 -0.101395 4.2374199175500005 42.006870117350005 255.84286977610003 22.634947069650003 116.58229836875002 -0.096529999999999991 5.2345280387500006 86.329079026800017 41.770271989050009 188.95754880325003 13.946975448150001 24.175586727800006 229.44804549725004 201.14010537530001 244.85040433755003 14.825346391850003 41.319407281650008 42.246988155050012 393.99831167250005 294.37797911680008
decision_type=2 2 2 2 2 2 2 2 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 3 -2 12 6 7 -6 11 10 -10 -8 -1 14 28 -13 -7 18 26 -20 23 -22 -23 24 -19 -24 27 -11 29 -14
right_child=1 -3 -4 -5 5 16 8 -9 9 17 -12 15 13 -15 -16 -17 -18 20 19 -21 21 22 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00031536582321010784 -0.056098943120217036 0.011496188555933788 -0.056891380464461939 -0.0045382306925372626 -7.2390848120756408e-05 0.0055605434216785578 0.029083214364119928 0.055098761839980151 0.00044903152053127609 -0.020309074732060135 -0.038397976447008396 0.014585524410163257 -0.020668971846521701 0.053884736133661945 -0.067736310801097696 -0.027069236173724445 0.04818774551451413 0.0073211247650373668 0.0080138153760620154 -0.062865264751460814 -0.071478617149671936 -0.020570904070558366 -0.008517665726863511 0.00078918855504223333 0.044685817129732609 0.051901873750679589 0.013788232752489339 0.0079989632259912166 -0.053938792932885803 0.051028447506928983
leaf_weight=60.952195429560788 0.22899729368509714 1.5485360957100054 0.48397131841920771 1.3935327044091534 1.1124281325610379 0.88031946390401461 2.6834799220087033 0.83867135643959034 2.4436286335112589 2.2748150913976115 2.0033056379761547 0.91720955912023761 0.64817422486112153 0.15359971672296513 0.40911754441913206 0.88295013725291938 0.8318363738944754 2.4678127579390985 0.98842610546853427 1.0454043514473594 0.54504228715086389 1.210750444675796 0.47802854250767246 3.3458450520411134 2.1388171911239624 0.70695178769528866 3.3213668158277869 2.2379204537719488 0.34592013448036596 0.23453537595560192
leaf_count=2740 32 20 40 90 35 24 35 17 21 21 26 20 129 5 30 24 19 22 24 42 11 38 33 33 27 23 19 23 402 9
internal_value=0.000785315 -0.0079075 -0.0221716 -0.0118153 0.00111594 0.00382375 0.00260917 0.0236427 0.00122702 -0.00123329 -0.0170512 0.0150595 -0.000323552 -0.0220633 -0.0291863 -0.00584548 0.0262706 0.00215482 -0.00408405 -0.0284186 0.00780647 -0.0106246 0.00321998 0.0146222 0.0246692 0.0275283 0.0022335 -0.00627077 -0.0163496 -0.00161901
internal_weight=99.7536 3.65504 2.1065 1.62253 96.0986 33.355 31.6429 1.9511 29.6918 25.2081 4.44693 4.48364 62.7435 1.79135 1.63775 1.80016 1.71216 20.7612 9.86793 2.03383 10.8932 2.94077 2.39573 7.95248 4.60663 1.18498 7.8341 4.51274 1.22863 0.88271
internal_count=4034 182 162 122 3852 537 494 52 442 363 47 79 3315 575 570 44 43 316 129 66 187 105 94 82 49 56 63 44 540 138
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=16 16 10 21 23 20 0 6 5 16 15 7 8 5 19 13 23 21 9 18 6 4 13 9 21 22 22 5 2 19
split_gain=0.4797 1.2009 0.926739 0.809532 0.638405 0.579993 0.534891 0.497821 0.497134 0.428438 0.414867 0.780033 0.392005 0.380493 0.811937 0.446773 0.376327 0.725137 0.583423 0.549871 1.17234 0.763154 0.618881 0.433784 0.386488 0.742104 0.920504 1.06439 0.791878 0.78545
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 0.083495000000000028 37.198331469900005 81.446839061900008 11.075258771650001 13.154029769200003 15.404963976500001 29.329759478700002 24.437987282900004 8.1436447804000007 13.8160216159 12.551012654050002 107.87169402615001 0.080770000000000022 3.0668791869500005 201.7576686733 13.222029912150001 16.385382841850003 248.34582299520005 117.51519334005 185.44496129890004 4.6887961308500001 -0.094519999999999993 -0.070909999999999987 21.788492303450003 176.84505046235003 14.251149826300002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 -3 -7 -9 -10 12 -12 -8 -6 -15 -16 17 18 -2 20 -19 23 -23 -22 25 29 27 -27 -29 -18
right_child=16 2 3 -5 13 7 10 8 9 -11 11 -13 -14 14 15 -17 24 19 -20 -21 21 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0016876345638740802 0.0013734184927775123 -0.0019345298357580796 -0.0020250338823229611 -0.0019549645914055417 0.00060212053696630165 -0.0013801341826004938 0.00012277095855552683 0.0016509143803067792 9.0345864658871307e-05 0.0007473380501235113 0.0019453811061813184 -0.0020259465330013304 0.0017357513721369491 0.0013329856997259782 -0.0020297257630377858 0.00032885969650647156 0.0010373363881208194 -0.0026359583115162419 -3.7431541699752615e-05 0.0005428987309893463 -0.0002969519696930407 4.2940314692678843e-05 -0.0021756374689045695 0.0012601286620981215 0.00030789594553790197 -0.0017412942961543114 0.00010509484685961082 0.00044957800855207264 -0.0014926044538973928 -1.6912539774809058e-05
leaf_weight=0.54677592965391042 4.7107912405335837 0.3690416202662149 0.83200987385498582 2.1404761390003841 1.4505624113371598 0.61463175306699014 1.0926337985147263 1.0685085822769931 11.552888183054167 5.3742841263301662 0.27843107626540575 0.53195580863393843 1.1353505160659549 0.54409230547025833 1.117255432938691 0.40414085658267129 4.5061652287840861 0.65340179298072953 1.4065294954925773 9.6059883882408013 1.006808780715801 1.1861085263080893 0.76387876085937012 1.9258812366751952 47.416388069657842 2.6211965307593372 11.780431418243095 2.5641230132896458 1.1123080991674212 6.2110886836890131
leaf_count=311 149 243 123 270 40 692 116 24 454 38 5 69 11 8 63 10 91 10 39 132 39 46 24 23 601 68 184 26 52 73
internal_value=0.00019968 -1.71254e-05 -0.000560905 -0.000987209 -0.000510799 0.000263774 0.000250879 0.000321107 0.000379212 0.000298937 0.00051632 -0.000661486 0.000944724 -0.000152482 -0.000682429 -0.0014032 0.000264303 0.00049046 0.00104903 0.000264801 -0.000217744 0.000105863 -0.000826155 0.000725574 0.000201216 2.55489e-05 -0.000212062 -0.000805341 -0.000138031 0.000426356
internal_weight=126.524 29.053 9.89595 6.48854 4.34806 19.1571 3.40741 18.6103 17.9957 16.9272 3.03837 0.810387 2.22798 3.51605 2.06549 1.5214 97.4711 21.2594 6.11732 15.1421 5.53608 4.88268 1.94999 2.93269 76.2117 28.7953 18.0781 6.29763 3.67643 10.7173
internal_count=4034 2477 958 514 244 1519 444 1208 516 492 201 74 127 121 81 73 1557 462 188 274 142 132 70 62 1095 494 330 146 78 164
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=13 5 18 8 18 16 22 20 0 15 17 9 23 9 17 9 13 0 20 18 21 16 16 2 18 18 9 21 20 17
split_gain=0.395362 0.339695 0.46139 0.894794 0.792512 0.946814 0.768321 0.747782 1.31667 0.627308 0.932897 0.859389 0.679503 0.684777 0.628574 0.847331 0.661933 1.0836 1.2513 0.590091 0.724527 1.24558 0.652219 0.587216 0.541967 0.759965 0.727432 0.711169 0.529093 0.539492
threshold=95.986020631400024 23.626838821450004 13.4793103924 9.1428649988500013 13.531614672700002 22.654947022900004 -0.16182999999999997 42.899217095850013 88.17067284620002 42.713473568600008 188.19076296340003 193.67618212375001 -0.10747999999999999 187.11236276785004 190.25644477395002 197.63955579655001 117.43453959610001 86.329079026800017 40.890797847750008 13.843998451900001 8.8898213993500015 15.584963555600002 15.164964537700001 98.465712168700023 14.118140587000001 14.254777969200001 205.22231928645002 1.2836917531000001 43.077238082650005 187.77231677760003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 -2 19 -9 10 11 12 -8 -14 15 -12 -16 18 -18 -6 24 22 -22 -13 26 -26 27 -21 -10 -30
right_child=1 -3 3 -5 5 -7 9 8 28 -11 14 23 13 -15 16 -17 17 -19 -20 20 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0011260388368332203 0.0013510922088878674 -5.7562669639891154e-05 -0.0011789116616108776 -0.0017715975390788354 0.00060763182457975969 0.0012722910974663553 0.00074416918669963062 -0.0020733233043690688 -0.0021298892765485682 0.0011618341224901938 0.0014687389546813342 0.0010800532622531715 -0.00025400055135920986 -0.0014269528501430991 0.0010684655749879229 0.00012254989209808126 0.00052841684719832276 0.0005624095418978128 -0.0016408055210176749 0.00026671922113450194 -0.00027724608413709652 -0.0011462389431198281 0.0015308446009571846 -0.00012579144160548608 0.0013082890927739511 0.00023364319070798203 0.0002798795442063309 -0.0018049161581963316 -0.0013908744426843413 0.00030882073237668958
leaf_weight=0.84607288795132163 2.8795524456654666 17.502583798825071 1.5908423324290186 0.89370143349515174 11.771671810856786 2.8829698255285612 1.4226208816398855 1.4309228346683065 0.42078498646151263 3.0225770752876988 4.6372033730149296 2.8936766965780398 4.8323484132997683 2.9695409210398793 2.8936579152941695 2.7539529036730528 1.6816592495888452 5.6847560554742813 2.3642250974662602 0.95414543896913473 1.739460618438897 4.0036514843814075 1.2795749078504739 3.0816874271258712 2.6153465725947163 34.644263849186245 3.3870086409151554 1.7094770334661005 0.78864424234780006 5.521868314652238
leaf_count=987 119 834 16 28 129 48 18 29 21 33 52 26 65 34 42 18 12 36 40 11 45 156 24 23 37 708 18 44 164 217
internal_value=0.000183923 0.000192179 0.000229618 0.000140517 0.000163381 0.000192572 0.000393518 0.000148273 -0.000398743 0.000321407 0.000249272 -0.000109769 -0.000477656 -0.000700448 0.00052193 0.000967147 0.000261267 2.12262e-05 -0.000739175 0.000220165 0.000129546 -0.000443216 0.000489087 0.00045816 0.000222419 0.000309075 -0.00031121 -0.00106283 -4.27649e-05 9.64046e-05
internal_weight=135.1 134.254 116.752 75.6343 74.7406 73.1498 41.1175 70.2668 8.16222 38.2379 35.2153 15.1999 9.22451 7.80189 20.0155 7.39116 12.6243 9.73064 4.04588 62.1046 50.3329 7.02269 3.01904 5.97536 43.3102 37.2596 6.05063 2.66362 6.7313 6.31051
internal_count=4034 3047 2213 1695 1667 1651 518 1603 431 399 366 166 117 99 200 70 130 88 52 1172 1043 225 69 49 818 745 73 55 402 381
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=16 16 10 5 0 6 19 5 20 23 17 16 12 15 13 7 3 5 5 0 20 15 9 18 19 22 7 3 20 16
split_gain=0.519362 1.26226 1.02096 1.05542 0.816166 0.702236 0.693221 0.560907 0.622174 0.958151 0.635834 0.620731 0.652104 0.547687 0.55784 0.471155 0.763196 0.528703 0.446473 0.436745 0.4143 0.412988 0.408447 0.843865 1.25487 0.685067 0.688472 0.628201 0.966331 1.12777
threshold=18.634956423400002 15.584963555600002 71.015621515800021 13.8160216159 81.446839061900008 11.075258771650001 12.551012654050002 13.154029769200003 40.340071172300007 0.10371000000000001 190.94474013770002 13.904967484100002 178.48484864030004 24.273602154900001 97.755026081250023 24.803880018200001 85.63276837105002 11.83053163055 13.716117217950002 94.625660817400004 42.660927378600007 19.215947067900004 204.68881850780005 13.893471991850001 14.251149826300002 -0.094519999999999993 24.142338514450003 93.281431752200021 41.942745071500006 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 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 13 -3 -1 -5 -7 9 10 -9 18 -13 14 -4 17 -17 -6 -10 20 -19 -12 23 27 -25 -26 -27 -2 -29 -30
right_child=22 2 3 6 15 7 -8 8 11 -11 21 12 -14 -15 -16 16 -18 19 -20 -21 -22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=-0.0014904844645610054 0.00049387913908908846 -0.0019390740392685988 0.0011928810064961916 1.9708178309760408e-05 -0.0011895758785603727 0.0015635404065860955 -0.0017602763940753072 0.00030318745586537606 0.00025305782073164524 -0.0020551998062109489 0.00050327958770803234 0.00046274849134991168 0.001658417555757468 0.00096083478956499155 -0.0020020364001607539 -0.0020360153202580479 0.0016030186308109535 -0.00049688136424898114 -0.0019956984897313936 0.0020723291942337028 0.0017643134164460246 -0.0021645175488675 0.00047656457587014526 0.00010454269695668559 0.00013862607973905145 -0.0026608913733052893 -0.00064769946383278116 0.00031595856878850954 0.00012092545763965795 -0.0012842434054859517
leaf_weight=0.80000901850917472 30.436096012592316 0.55596008937572872 0.29811670910567079 1.0013076041941529 0.37337690795539025 1.3074307492934192 4.199726922379341 6.862824043320872 0.8463583112170443 0.84901585226180021 0.31096989218349314 6.4616943761939165 2.2804892254061997 1.311006774434645 0.62607238418422639 0.55987731629284088 0.3437207555398345 0.71225947019411273 0.53093661777165835 1.2352661341428754 0.51661601773230359 0.69073977903462946 26.55032276379643 10.751303056022151 0.98974544508382711 1.3835466243326657 1.1490908367559312 22.858914011507299 5.3597156087052991 3.4818776816828176
leaf_count=908 292 243 24 28 29 33 288 153 11 51 18 72 26 75 99 67 7 23 203 7 68 44 400 203 18 24 39 272 152 157
internal_value=0.000204153 -7.00926e-06 -0.000511772 -0.000942828 0.000234184 0.000275818 -0.00141759 0.000345978 0.000261452 -0.000115084 9.43614e-05 0.000585676 0.000774651 0.000161891 -0.000971448 0.000557148 -0.000651759 0.00094212 -0.00061382 0.00126512 0.000453719 -0.00133633 0.000271163 0.000199793 -0.000221706 -0.00121751 -0.00174748 0.000296617 0.000107223 -0.000432439
internal_weight=135.634 32.6738 11.7333 7.43623 4.29708 20.9405 5.20103 20.1405 18.833 8.71355 7.86453 10.1195 8.74218 2.2352 0.924189 3.74112 0.903598 2.83752 1.37729 2.46414 1.22888 1.00171 102.961 76.4103 14.2737 3.52238 2.53264 62.1366 31.7005 8.84159
internal_count=4034 2477 958 514 444 1519 316 611 578 266 215 312 98 198 123 201 74 127 214 98 91 62 1557 1157 284 81 63 873 581 309
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=20 20 22 23 19 22 17 15 15 23 17 2 20 12 16 5 9 16 2 23 13 6 16 14 9 10 17 17 15 15
split_gain=0.101142 0.182767 0.230578 0.174298 0.16427 0.306286 0.245233 0.158214 0.11833 0.337259 0.194548 0.139329 0.795492 0.66817 0.561492 0.689353 0.458497 0.408196 0.45937 0.447142 0.446494 0.40131 0.616425 0.502453 0.310401 0.305601 0.305393 0.486925 0.267051 0.266785
threshold=32.724174661450007 34.654301448200009 0.19040000000000004 0.088555000000000023 13.951125619400001 0.10957500000000002 176.08408741720004 27.806359898650005 46.683480308100009 0.090390000000000012 203.72643944000004 188.47750099235003 41.674196414850009 212.27786901720003 15.709963263300002 20.748863230450002 190.49354742400001 22.574947209950004 221.01224434660003 0.097450000000000023 116.58229836875002 16.485385178400005 22.614947116400003 292.97387972750005 205.22231928645002 62.041548276350007 214.03087950770001 236.15709471040003 43.890399822900008 42.841315546000011
decision_type=2 2 2 2 2 2 2 2 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 4 7 5 6 -2 -1 11 -10 -11 13 16 26 -14 -16 -13 18 -17 24 -20 22 23 -18 -19 -25 28 -28 29 -3
right_child=1 8 -4 -5 -6 -7 -8 -9 9 10 -12 12 14 -15 15 17 21 19 20 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.053992074268845433 0.032448263348160901 0.00078835752171509772 -0.018828938536144722 -0.050550659188112142 0.052304414965467151 0.055952160814886721 -0.05545335616000209 0.039423510466136576 -0.047481474983237251 -0.012334059606152118 0.019492841385781213 -0.038359907917203645 0.032529977606284406 -0.047362293400723801 -0.050523298606376783 0.028695599026898784 0.04668194902559062 -0.021933631167334957 0.012219484382690219 -0.038696823362010302 -0.061437997322322135 0.005497950238279402 0.052873885894289624 -0.055810586820290643 0.013603521041716976 0.0082274255593066392 -0.05469530973273122 0.041446978077304221 -0.030646494764177353 0.019973224725772225
leaf_weight=0.073486595842324642 0.15287028480088227 72.075479647964244 0.34279032986705704 0.28247744962709476 0.53517512930557132 0.26413689141554642 0.21512846460927904 0.16720191773492843 0.54170345810416565 1.5270621516974645 0.83730923011898983 0.42663589432754889 0.93621885358413504 0.82458049058914085 1.070658719350831 1.6548343857284638 1.0085696994792654 1.2629324757435827 0.57654640039254434 1.4597475910559294 0.38744411335210316 4.1799277474638075 1.7892751973122356 0.22991558909416232 1.5310587839194338 2.4019424655984949 0.61909040443424501 0.19506287918920862 0.7426855364756183 2.100427273893728
leaf_count=107 30 2175 19 55 20 3 54 36 68 52 13 136 347 10 157 45 20 41 55 20 35 64 55 11 21 198 94 24 38 31
internal_value=0.000991936 0.00111381 0.0194341 -0.0222786 0.0306704 0.0123546 -0.0189382 0.010902 0.000832602 -0.00971559 -0.00106301 0.00115367 0.00523177 0.000146064 -0.0063372 -0.0109182 0.0154672 -0.00474826 0.0117334 -0.0148952 -0.0173847 0.017857 0.0273713 0.0148367 -0.00245989 0.00263315 0.000663336 -0.0316606 0.00101461 0.00133161
internal_weight=100.412 99.8892 1.5101 0.523166 1.16731 0.632136 0.367999 0.240689 98.3791 2.90607 2.36437 95.473 18.9157 76.5573 8.87944 7.94322 10.0363 6.87256 2.61882 4.25374 0.963991 9.60963 5.4297 3.64043 2.79399 2.63186 75.7327 0.814153 74.9186 74.1759
internal_count=4034 3836 126 198 107 87 84 143 3710 133 65 3577 1205 2372 721 374 484 217 135 82 90 348 284 229 62 209 2362 118 2244 2206
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=16 16 10 21 23 6 13 19 5 20 23 16 19 5 5 19 23 2 19 17 12 22 13 5 6 3 4 13 6 13
split_gain=0.685133 1.18693 1.02304 1.07843 0.811684 0.74035 0.609106 0.758558 0.532513 0.51262 0.994944 0.769897 0.93113 0.514298 0.510916 0.501734 0.693578 0.486009 0.840697 0.477182 0.917744 0.45467 0.703091 0.439144 0.768115 0.699398 0.494654 0.606156 0.511275 0.707328
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 0.083495000000000028 11.075258771650001 108.87986582505 12.951044929850001 11.83053163055 40.844669808050007 0.10608500000000003 15.404963976500001 12.350996516100002 13.154029769200003 19.234448447350001 11.450923895500003 0.093905000000000016 148.82992773335005 10.550851274900003 236.15709471040003 151.46967002190004 -0.10423499999999999 104.08096806215002 23.730745871350006 16.395383075500003 92.864720741950009 377.6847677435 117.60660091645001 16.435384010100005 117.69263157665002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 8 14 -3 10 13 12 15 -7 -8 16 -11 21 -19 20 -6 22 -15 -2 -25 -26 27 -27 -29 -30
right_child=23 2 3 -5 19 9 7 -9 -10 11 -12 -13 -14 17 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=-0.0013622490646686778 0.00032137909142119819 -0.0011866516114864131 -0.0019880743388218697 -0.001913093158072325 0.00021085176168200546 0.0016397527928601618 0.0016286209719697875 -0.0015758314206529181 0.0014257362982399149 -0.0020499123507203743 -0.0018293378625419564 0.0017791864403172608 -0.0021243480899432224 -0.0021939284883641498 -0.0011100877293886303 0.00093020476310858328 0.00068874345418672264 0.0017381038392269605 -0.0021023290951913726 0.0013562547501620428 -0.0019902640893818243 0.00041404886283005434 0.00037919545481076352 -0.0014010046038817699 0.0017520464821637735 0.00047735622826720138 -0.0013582761786651379 0.00053593251140576434 -0.0021622919087294673 -0.00027412218509128823
leaf_weight=0.9919206457534554 89.784261258377228 0.33249974437057783 0.96013557809783368 2.5822474207525374 2.6433008337626238 0.84141822546371337 0.69162602350115798 1.0719606610509798 1.664879961957922 0.54224672974669264 0.90622632548911575 1.774706828407943 0.49022363903350186 0.64846720529021407 0.37212072049442213 3.9614860362635227 0.83308918448165059 0.27338260749820509 0.78040499408962205 0.69711566623300303 0.90254232403822232 8.3597006027230236 0.90158902851544553 1.3204467328614544 0.85768186300992866 6.5387736689881386 0.89371256658341813 1.5077918022871015 0.95496723570977371 2.6888304011081345
leaf_count=908 1102 29 123 270 48 17 9 189 101 166 55 17 42 26 116 56 13 19 65 22 51 100 35 54 11 122 67 7 39 155
internal_value=0.000196929 -3.88326e-05 -0.0005151 -0.000917415 -0.000423269 0.000227603 0.000242724 -0.000456954 0.000990857 0.000305238 7.37095e-05 0.000692386 0.000361386 0.0002198 0.000670564 0.000589718 -0.000391013 0.000110823 -0.00110601 -6.91702e-05 -0.00034941 0.000240219 -0.000697273 0.000271851 -2.93824e-05 0.000105358 -6.87341e-06 9.64395e-05 -0.000387048 -0.000768974
internal_weight=137.77 33.2233 11.9184 7.78534 5.20309 21.3049 4.13309 2.13571 1.99738 20.3129 12.7112 7.60175 5.82705 11.805 1.06375 5.33682 1.37534 10.9635 1.05379 4.24296 3.54584 9.90976 1.55006 104.546 14.7622 13.4418 12.5841 11.6904 5.15159 3.6438
internal_count=4034 2477 958 514 244 1519 444 314 130 611 317 294 277 262 125 235 179 245 84 121 99 161 61 1557 455 401 390 323 201 194
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=10 18 18 17 8 10 3 6 23 17 2 10 17 10 10 5 9 22 16 21 6 6 20 23 15 17 17 22 23 22
split_gain=0.103049 0.158598 0.13839 0.117911 0.198551 0.146149 0.106981 0.461097 0.545751 0.275274 0.454294 0.26477 0.420592 0.286052 0.335582 0.15303 0.20318 0.140557 0.395318 0.731267 0.28282 0.401704 0.381566 0.583584 0.327415 0.317538 0.37683 0.559823 0.376718 0.286766
threshold=81.479100559500012 17.399600107550004 17.323446153950005 190.11254901275001 7.1444245619500011 83.740093847200015 81.105404879350019 12.26528657645 0.11278000000000003 197.78839148195001 82.82761181390002 76.279622535200005 195.00249838555001 75.634392583900009 75.499969677400017 13.264960807550002 201.97224908750002 -0.11572 22.634947069650003 6.6652228847500004 16.395383075500003 16.235379337050002 40.241071441700008 0.087245000000000031 31.756370566200005 188.64489188380003 198.24432709335002 -0.58559499999999998 0.091645000000000018 -0.23783499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 -4 7 9 -9 15 -11 13 -13 14 17 16 -1 18 20 -20 21 25 23 24 -22 28 27 -27 29 -8
right_child=2 -3 3 4 -6 -7 11 8 -10 10 -12 12 -14 -15 -16 -17 -18 -19 19 -21 22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0078537495412866563 -0.059228211778796544 0.030218527545966139 0.059055420319397117 0.030052271611540879 -0.059613274902625073 -0.060926169925319358 -0.064769077998251962 -0.060898232678283301 0.0062836258647026924 0.01252018673742426 -0.06066313480698074 -0.062492793470017939 0.043753715608296745 -0.028405018401976855 0.036887405589754473 0.0022165848908942925 0.059918761214689226 0.00010875449749310979 0.014443813334783881 -0.059564364390995883 -0.059846009479718763 0.039825586331340534 0.0064352126129466189 -0.061460248983160541 0.058528462880288977 0.034337549543075677 0.011567110612098794 -0.05968910758788027 0.054019235841321574 0.015699858302480267
leaf_weight=0.719417734992019 0.22214866211765993 0.64526542457860969 0.15300339926034212 0.13894537043745459 0.21737291371937317 0.045123211489340065 0.17090166278649443 0.98147481902196865 0.71912420867010951 0.58012181986123301 0.5844596012434522 0.14708308730860042 0.97982297183625633 1.098268581816227 0.91953913867473502 4.4022157673082347 0.4004732184112072 69.151550352993581 0.99095748469699063 0.85246755997650325 0.11018054620398998 1.9845442763762546 7.5939426462209667 0.72622079466236755 0.29473720680107363 0.30744341760873795 1.9113787741662234 0.74158787474152654 0.92831903463229526 1.3748309924485542
leaf_count=82 371 53 7 226 127 229 136 108 39 3 102 75 46 20 9 67 8 1593 44 21 122 46 231 30 11 6 58 84 24 56
internal_value=0.00110154 0.00126777 -0.0201568 -0.00450215 -0.0246484 0.0317297 0.00107844 -0.00525073 -0.0324894 0.00167676 -0.0242078 0.00166642 0.0298865 0.00130973 0.00168033 0.00713566 0.0264722 0.00130881 0.00592231 -0.0197803 0.00885718 0.0172664 0.00170675 -0.0300379 0.0263181 0.00902828 -0.00391795 -0.0321324 0.0245195 0.00680293
internal_weight=100.093 99.3163 0.776594 0.554445 0.356318 0.198127 98.6711 8.38729 1.7006 6.68669 1.16458 90.2838 1.12691 89.1569 88.0586 5.52211 1.11989 87.1391 17.9875 1.84343 16.1441 7.41901 8.72508 1.13114 0.404918 5.43446 2.96041 1.04903 2.47405 1.54573
internal_count=4034 3074 960 589 353 236 3021 409 147 262 105 2612 121 2491 2471 157 90 2462 869 65 804 410 394 163 133 364 148 90 216 192
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=16 16 10 5 20 0 19 18 6 5 15 13 16 20 9 18 22 22 7 20 6 3 20 16 6 21 6 22 22 23
split_gain=0.734583 1.43882 1.15032 0.990953 0.786705 0.714253 0.683608 0.663083 0.628215 0.683809 0.568095 0.578048 0.508442 0.441758 0.490919 0.999731 1.22058 1.4502 1.03924 2.62128 0.722866 0.677025 0.978265 1.03002 1.17818 0.687574 0.787351 0.644644 1.28737 0.879238
threshold=18.634956423400002 15.584963555600002 71.015621515800021 13.8160216159 37.198331469900005 81.446839061900008 12.551012654050002 14.937945183950001 11.075258771650001 13.154029769200003 24.273602154900001 97.755026081250023 15.404963976500001 35.419594101850009 204.89606367675003 13.893471991850001 -0.071864999999999998 -0.116995 24.142338514450003 36.79544512155001 14.845346859150002 93.281431752200021 41.942745071500006 22.604947139800004 16.585387514950003 15.285239689500001 16.425383776450001 -0.078649999999999984 -0.041369999999999997 0.098105000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -3 -5 -7 -6 -10 11 -4 -11 -2 15 21 17 -17 19 -18 -20 27 -23 25 -25 26 -24 29 -29 -15
right_child=13 2 3 6 8 7 -8 -9 9 12 -12 -13 -14 14 -16 16 18 -19 20 -21 -22 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.001748384191815566 0.00080114185235776012 -0.0019366345154219352 0.0012610696562741744 -3.9997352929993841e-05 -0.0014327520044924134 0.00080762878044854142 -0.0017900924590624201 -0.0020213760328526434 0.0016868544900741334 7.262235759220049e-05 0.00088336361991740524 -0.0020046145700671138 0.00076300986361220837 0.00043841064724174357 0.00048162434494555828 0.00034768398903602327 0.0012395083164135417 -0.0020259022524461378 7.1287807562641592e-05 -0.0021845774143380127 0.0014603520706088094 0.00029410785944145674 -0.0017976453598700602 -0.0017974895598163354 0.0013996937739417061 0.0016714928905920993 0.00018506984047320454 0.0018233694144660388 0.00044915892296215528 -0.00077135381300070052
leaf_weight=0.70446442625598393 5.6920864076237185 0.48944492258305938 0.28168786313472116 1.0123644599807446 0.73104198294732015 3.2321444798144516 4.4514729590155184 0.33820465591270465 1.3805614567827458 12.847009103996244 1.2900787442085855 0.69321405547088943 5.6869726004078975 12.433437442407014 25.141763520252425 1.4859305073041458 1.4075435474514946 2.6433306359685957 3.9759440068155527 2.0003756198566407 2.1240262873470783 21.970903608424127 0.9442039896384794 2.8061137854820122 0.50214399793185283 0.82349543669261027 3.4243829765473492 3.3970983028411856 9.7476259320974332 2.702625483274459
leaf_count=311 121 243 24 28 692 155 288 46 24 454 75 99 38 97 382 34 8 110 29 51 37 211 29 147 10 16 107 76 70 22
internal_value=0.000200641 -4.83739e-05 -0.000587429 -0.00102264 0.00024927 0.00024111 -0.00146583 0.000539649 0.000317434 0.000381681 4.64506e-05 -0.00106103 0.000284461 0.000280584 0.000250204 0.000169828 -0.000299076 -0.00117176 7.99283e-05 -0.000770357 0.000554964 0.000278667 7.98647e-05 -0.000473892 -0.00131221 6.02596e-05 -0.000243464 0.000492867 0.000804307 0.000222401
internal_weight=136.362 33.1387 11.7886 7.72882 21.35 4.05979 5.46384 3.57035 20.6456 19.9145 2.26498 0.974902 18.534 103.223 97.5309 72.3892 13.6372 4.12926 9.50789 3.40792 6.09997 58.752 30.4712 8.50034 3.30826 5.19208 4.36859 28.2808 13.1447 15.1361
internal_count=4034 2477 958 514 1519 444 316 201 1208 516 198 123 492 1557 1436 1054 269 144 125 59 66 785 520 309 157 152 136 265 146 119
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=6 22 21 9 0 16 17 21 16 9 20 15 7 21 20 23 19 5 3 8 22 16 8 6 21 8 7 3 20 7
split_gain=0.103898 0.222178 0.131177 0.11934 0.377975 0.55243 0.268496 0.284257 0.341617 0.30659 0.263012 0.249685 0.248385 0.267199 0.293448 0.277496 0.414358 0.241244 0.332645 0.208645 0.177783 0.162065 0.211451 0.282696 0.184578 0.29296 0.161794 0.241704 0.205965 0.198433
threshold=6.9501623894500009 -0.167075 4.837019638150001 186.68586460755003 85.732241321850012 22.664946999500003 192.94032447935004 15.803805445550003 22.764946765650006 182.80199813410005 47.927946529500012 30.404760455250003 22.814487719050003 4.9228345031500007 40.720231579350006 0.091645000000000018 14.351157895250003 29.996566321350006 94.972471916200007 6.2451263653500009 -0.23783499999999999 22.714946882600003 9.4426310644000022 16.705390318750002 16.172025809700003 8.4434108459500017 18.016810948500005 108.33142036645002 47.927946529500012 22.516377366000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -5 7 8 12 10 -9 -8 13 14 19 16 20 18 -7 -2 -15 22 23 24 -6 -26 -22 28 29 -28
right_child=3 -3 -4 4 21 17 11 9 -10 -11 -12 -13 -14 15 -16 -17 -18 -19 -20 -21 26 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.041933162534076085 -0.05772082725783495 -0.058340309937008415 -0.059065502748187448 -0.060669408383948471 0.0014149317777198771 0.0015266204644223483 0.0058112578240617713 -0.060687340434919225 0.042834852358261268 0.054538228381382226 0.043501844174654636 0.052683681036075521 -0.042483369319892939 -0.058422892282202363 0.041897350396420466 0.0044017671939789761 -0.063845433553348457 0.033251505206151784 -0.048109884228227096 0.0081104623512798756 0.050677696486542217 0.027311370783350043 0.029058512216607164 -0.033461316748707511 -0.044768736515120706 0.0059199905523276983 -0.061395233567800349 -0.063217779034554722 0.032191678431977129 0.0028889176626267824
leaf_weight=0.174551882476635 0.18200505060576189 0.28678679110009753 0.056046246404434896 0.78303573027369511 80.847769942361538 1.4642422077013186 0.74420975360408081 0.1768580880916496 0.57246696949005205 0.67058896273374557 0.1458492943784222 0.75559173099463806 0.49542085689790827 0.20768497154130861 0.87932428861313372 2.8721601629222278 0.59032880654558528 0.43866738164797414 0.6401525458350078 1.2473780447617171 0.17207602954295342 0.78017822280526061 0.87755260616540809 0.79084396502002974 0.73662179233360692 0.76871556043624878 0.22788167279577443 0.22294212446286099 0.45845044081215747 0.51967285620048642
leaf_count=76 231 657 50 134 1949 41 45 39 13 12 7 31 47 151 91 47 25 16 71 17 35 19 21 22 36 11 71 38 28 3
internal_value=0.00108298 -0.0245893 0.0173857 0.00121678 0.000508698 -0.0184848 0.00681796 0.00330107 -4.14501e-05 0.0324016 -0.0135985 0.0294253 -0.00308099 -0.000505658 0.0157892 -0.00764258 -0.0220622 -0.00549573 -0.0135727 -0.000271914 -0.00842497 0.00125366 0.0010117 0.000715681 0.00104389 -0.018884 -0.00193923 -0.00827545 0.0018812 -0.0167072
internal_weight=99.7861 0.517385 0.230598 99.2687 88.1278 3.3261 11.1409 9.64109 8.64779 0.993296 0.322707 1.4998 8.07533 7.5799 2.30871 5.2712 2.39904 2.54306 2.10439 1.42938 1.80871 84.8017 84.0215 83.144 82.3531 1.50534 1.60102 1.42895 1.206 0.747555
internal_count=4034 783 126 3251 2320 262 931 855 797 58 46 76 784 737 339 398 351 128 112 248 326 2058 2039 2018 1996 47 175 140 102 74
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=16 16 10 21 8 20 6 18 3 7 15 7 21 9 9 22 22 17 20 13 16 6 16 16 21 20 21 17 10 7
split_gain=0.474769 1.00894 0.774011 1.04832 0.781428 0.634276 0.578086 0.492312 0.891335 0.47896 0.525685 0.87373 0.411608 0.411458 0.843466 1.21862 0.729786 0.462589 0.460858 0.78139 0.98799 0.852979 0.940327 0.786778 0.847962 0.667105 0.637938 0.624003 0.617692 0.599085
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 8.2435668022500028 37.198331469900005 11.075258771650001 15.289002683150001 77.69375151185001 22.356277907050004 28.626568391100005 24.437987282900004 12.263428102400001 204.68881850780005 202.37225149245003 -0.070909999999999987 -0.092710000000000001 200.93854407600003 36.79544512155001 115.12515406205002 21.094950670800003 15.785368822600002 19.029955499700005 22.514947350300002 3.4465547941500003 41.385032804600009 1.0000000180025095e-35 186.09458496570002 65.611820673600008 22.870118039000001
decision_type=2 2 2 2 2 2 2 2 2 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 9 4 7 -1 -7 -4 -9 12 -11 -12 -3 14 18 16 -16 -17 27 20 21 22 -20 24 -21 -26 -24 28 -2 -28
right_child=13 2 3 -5 -6 6 -8 8 -10 10 11 -13 -14 -15 15 17 -18 -19 19 23 -22 -23 26 -25 25 -27 29 -29 -30 -31
leaf_value=-0.001724872068120433 0.0004772999840095444 -0.0019484179862835726 0.00083222097472071337 -0.0019604079097085788 -0.0018835700637746533 -0.0013944225234331262 0.00035975520466646386 0.00080253916491684527 -0.0018158646427943561 0.0013411378578360414 0.0012493208879574545 -0.0020388317263490847 0.00100965417387838 0.00045945480992655923 -0.00018703598196880748 0.00095202542587352178 -0.0024222527749591435 -0.00049710185091021036 0.00039465441461668954 0.0019713384011494093 -0.0019659758655869003 0.001315598276705949 0.00012365578894907517 0.00020978462258446439 0.0019964702869185447 -0.00012296844535778645 0.00029104219061882339 0.0010821070451447379 -0.0020537823939065902 -0.0018475843505460943
leaf_weight=0.59248343462377917 1.2081668754690316 0.58049378119176109 1.6464116162387656 2.2463077061038348 0.97230685921385873 0.72112056239302802 18.618468442535232 0.89785319216025516 1.0333615351410115 1.5556301614269616 0.61237921658903338 0.58286699996097013 0.24813469563378021 26.88263586134417 0.85346091445535455 1.6158654068130993 1.4686169248307122 1.6404464170336721 3.7560358224436623 2.0200261510908595 1.1500374525785435 1.3841342539526511 1.4822404533624647 48.6082132072479 0.71455350844189558 2.3657921152771451 0.60605934634804759 4.8026451990008354 0.50532992929220188 2.4040871197357774
leaf_count=311 70 321 38 270 94 692 516 50 62 21 7 69 26 400 17 32 34 11 61 71 17 26 18 543 8 91 11 66 6 75
internal_value=0.000192865 -1.87316e-05 -0.00050486 -0.0008859 -0.000355414 0.000234325 0.000294347 5.98989e-05 -0.000598526 0.000218603 0.000604536 -0.000354161 -0.00106262 0.000254845 0.000183024 -0.000536734 -0.00160072 0.000221992 0.000239569 0.000190342 -0.00028191 -8.08484e-05 -0.00031518 0.000285151 0.00100342 0.000368682 -0.000908666 0.000726779 -0.000269145 -0.001417
internal_weight=133.776 30.3078 10.3757 6.79624 4.54993 19.9321 19.3396 3.57763 1.93121 3.5795 2.75088 1.19525 0.828628 103.468 76.5857 5.57839 2.32208 3.25631 71.0073 64.4912 10.7826 9.63256 8.24842 53.7086 5.10037 3.08035 4.49239 6.51614 1.7135 3.01015
internal_count=4034 2477 958 514 244 1519 1208 150 112 444 97 76 347 1557 1157 94 51 43 1063 921 208 191 165 713 170 99 104 142 76 86
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=5 5 2 17 18 23 3 5 23 5 15 19 23 21 12 16 7 18 23 17 2 12 9 23 16 21 15 21 9 9
split_gain=0.0955088 0.269956 0.217979 0.283628 0.41001 0.291039 0.264843 0.235841 0.231864 0.431066 0.215334 0.410326 0.444469 0.581792 0.241327 0.452605 0.543497 0.492472 0.338713 0.362123 0.330889 0.707529 0.627573 0.432691 0.300766 0.431988 0.659436 0.236617 0.698483 0.478837
threshold=23.730745871350006 23.854886427500002 346.74082678410008 199.84861692095004 13.405476405600002 0.093905000000000016 93.431985407450014 32.00428233840001 0.09180000000000002 26.575048724050003 41.492094664050008 14.551174033150001 0.07745500000000001 1.2135331028500003 248.60872946435003 22.644947046300004 24.487155730000001 14.382403557200002 0.085335000000000022 220.04646848500002 188.47750099235003 212.27786901720003 192.31210988165003 0.09117500000000002 22.674946976100003 12.706368345750002 35.83914456115 12.585796288950002 201.61239113610003 189.78071820640002
decision_type=2 2 2 2 2 2 2 2 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 3 4 6 -6 -3 8 9 -8 14 12 -12 -14 20 16 -16 -18 19 -19 21 24 -22 -24 27 26 -26 29 -29 -1
right_child=1 2 -4 -5 5 -7 7 -9 -10 -11 11 -13 13 -15 15 -17 17 18 -20 -21 22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.015969394578595541 -0.045544366281768306 0.044407971726945238 -0.04346036209260986 0.022640734917362435 -0.011259257650975796 -0.057077868833665078 -0.058406166164951402 0.040265772843356501 0.0033467358563472691 -8.7398792658047671e-05 -0.0050596540091907933 -0.017951299984935793 -0.010489391944892854 0.033665235063297723 -0.064473011077333206 0.053770103829102425 0.057703158052983407 0.030005983816186212 -0.041230435619988147 -0.057016041492043028 -0.0567363589969049 -0.053421445860792324 0.037830074186905913 0.0068426657833849441 0.0087576731787979822 0.01133822849173185 -0.05217562471873529 -0.0021272445745377801 -0.059994230412594884 0.00089521000422213806
leaf_weight=7.3337327942118113 0.45355368270975205 0.42253364674979277 0.37329330803004346 1.3911867166752934 1.2193744481946849 0.64657538512255985 0.59940079379884981 0.40086214537950571 4.2842524676816538 1.0865097914938813 2.3706833168398571 1.3804653603583572 1.1725298278033731 4.0544357516337186 0.67466412718795243 0.26696014311164606 0.30262907594442401 0.58149590852087818 0.92790884634973736 0.19448866709399226 0.36790730690768114 0.74163822084665199 2.0950158649757213 3.9873014834192873 0.87218624027445901 1.2428223881870506 1.4269471016596069 6.3184099728439369 0.70687070916392247 51.694418076305283
leaf_count=606 14 10 61 29 84 17 150 59 98 291 23 30 24 77 104 21 3 253 144 78 132 9 126 107 29 7 35 153 35 1225
internal_value=0.00103251 -0.00384992 -0.00203577 -0.000497221 -0.00421443 -0.027136 0.00208131 -0.000725845 -0.0034782 -0.0208218 0.00163116 0.00973684 0.0147677 0.0237603 0.000718471 -0.0147819 -0.0216075 -0.00719456 -0.0187211 0.00819524 0.00131359 0.000216133 0.0132809 0.0175161 0.000787718 -0.014885 -0.0290603 0.00162813 -0.00794971 0.00276805
internal_weight=99.5911 10.8775 10.424 10.0507 8.65951 1.86595 6.79356 6.37103 5.97016 1.68591 88.7135 8.97811 7.59765 5.22697 79.7354 2.94815 2.68119 2.00652 1.70389 0.775985 76.7873 70.337 6.45022 6.08232 69.5954 3.54196 2.29913 66.0534 7.02528 59.0282
internal_count=4034 813 799 738 709 101 608 598 539 441 3221 154 124 101 3067 603 582 478 475 331 2464 2099 365 233 2090 71 64 2019 188 1831
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=16 16 10 21 8 18 10 13 19 20 5 5 9 9 22 16 20 17 18 7 22 15 15 10 5 6 5 16 22 5
split_gain=0.098716 0.486665 0.660466 0.545092 0.408483 0.343653 0.423354 0.342907 0.423752 0.323961 0.276675 0.258572 0.225257 0.532519 0.641445 0.371544 0.346375 0.42111 0.366735 0.720449 0.537361 0.45615 0.786942 0.340494 0.281504 0.223889 0.363169 0.26081 0.292253 0.741416
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 8.2435668022500028 14.85568425095 75.408562100950022 108.87986582505 12.951044929850001 37.198331469900005 11.83053163055 19.234448447350001 204.68881850780005 202.37225149245003 -0.070909999999999987 22.494947397000004 36.79544512155001 186.09458496570002 13.893471991850001 24.081116689550004 -0.094519999999999993 35.215351613950006 29.593577021650002 65.611820673600008 19.865285687250005 11.075258771650001 13.154029769200003 15.484963789400002 -0.23783499999999999 14.582249945350002
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 5 -4 -7 10 11 -1 -3 -9 13 16 15 -15 17 23 -18 20 -20 22 -21 -2 -19 -11 -27 28 29 -28
right_child=12 2 3 -5 -6 6 -8 8 -10 25 -12 -13 -14 14 -16 -17 18 24 19 21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.058664304721755739 0.0091943276146377578 -0.041422304042329758 0.049445031020062008 -0.065074830073111156 -0.063006597464688688 -0.06780323635196725 0.0010085306467805142 0.056655387984203963 -0.053206208360535814 -0.0457081750462617 0.049367890034980794 -0.033198873646780071 0.0081536450484977034 -0.015293029125776838 -0.0017139820043613489 -0.079703449480873198 0.002359324490759678 0.018173110773184925 0.0037377288442331054 0.010273650197077515 -0.066836677035318634 0.030673786210728141 -0.069720061733800839 -0.065511679831726219 0.059085710061719615 0.053473292197401615 0.039550505952095839 0.032213049246946172 0.0043847993687108891 -0.071697606330971997
leaf_weight=0.34033969581043066 0.84779954509576672 0.16405652942921667 0.41067577275680456 1.3966286367485734 0.62799857894424338 0.4906846301746558 1.5742625842794948 0.38005362823605515 0.57340881186246406 0.35328060451746424 0.97548578165879007 0.20697051727984217 19.69221850525355 0.61217449221294395 2.4204627932631402 0.96595929856994189 42.706474454258569 2.170944975689054 0.65270780841819975 1.5959663579706109 1.4636181484675024 1.442312116269022 0.75936782732605923 0.36523281596601009 1.0411096699535844 0.65493371238699083 0.39615209937619222 1.2609634050168086 11.434894673189774 0.6824400226923899
leaf_count=311 70 29 17 270 94 38 95 9 189 692 101 116 400 18 43 33 728 35 27 23 53 35 55 6 31 24 22 17 342 111
internal_value=0.00109525 -0.00273272 -0.0171047 -0.031516 -0.0164145 -0.00459538 -0.0153429 0.0110932 -0.013657 0.0037298 0.0362971 0.0249749 0.00218888 0.000129788 -0.0226332 -0.054718 0.00184567 0.0191715 0.000268799 -0.0148275 -0.0450704 0.0020261 -0.0155166 -0.013299 0.0314339 0.00516629 0.00641187 0.00417424 0.00134882 -0.0308377
internal_weight=98.6596 21.9232 6.80023 4.50025 3.10362 2.47562 2.06495 2.29998 1.16043 15.123 1.13954 0.587024 76.7363 57.0441 3.9986 1.57813 53.0455 4.42509 48.6204 5.91397 2.11633 3.79765 2.35533 1.21303 3.21205 14.7827 14.4294 13.7745 12.5135 1.07859
internal_count=4034 2477 958 514 244 150 133 444 314 1519 130 125 1557 1157 94 51 1063 142 921 193 80 113 78 76 66 1208 516 492 475 133
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=15 21 21 4 16 22 15 22 10 21 21 22 5 20 16 21 22 22 5 22 20 21 12 8 21 18 15 9 5 3
split_gain=0.0931735 0.333887 0.236017 0.140689 0.140553 0.269519 0.11068 0.270729 0.282352 0.641039 0.961789 0.461003 0.337468 0.469171 0.416883 0.534858 0.444386 0.440944 0.335437 0.506941 0.263175 0.262517 0.3176 0.521372 0.472006 0.420826 0.632456 0.32871 0.295009 0.629238
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 391.44550907720003 22.604947139800004 -0.082334999999999992 37.491361913600009 0.13006000000000004 61.987779113750001 10.003699902950002 5.5151941623000011 -0.16182999999999997 21.454033346250004 42.456897412850005 22.624947093000003 12.315862460400002 -0.078504999999999991 -0.044409999999999998 22.692834890150003 -0.06483499999999999 38.903925214650009 8.8898213993500015 179.90801194620005 8.6432548896500023 10.959760372700002 14.199468390000002 30.604459195950003 200.17144541975003 21.072048321250005 88.931506497100017
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -6 21 8 9 10 18 -10 13 -13 17 16 -16 -14 -8 -20 -9 28 23 25 27 26 -23 -24 -1 -30
right_child=1 -3 -4 -5 5 -7 7 20 11 -11 -12 12 14 -15 15 -17 -18 -19 19 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0035111932990696728 0.033255729445163924 0.012685058083057355 -0.064912602943846598 -0.051462329530585028 0.0052939334530369428 -0.063899832486312452 -0.037191110264097008 0.00046582556980928261 0.038997211571676002 0.012540427174353375 -0.068005191193616768 0.024630333532026372 0.0050576350058867446 -0.049196735884736269 0.013302028607379928 0.0027441898048787467 0.060736206964647363 -0.02560449052016622 -0.013788975265692588 0.039831476320135881 0.049299401589342914 0.025727303929475188 -0.0092538025338927635 0.015015716638530239 0.010831193641172028 -0.051179177389554874 -0.03203005375354006 -0.070311397660466152 -0.089337812703882594 -0.0060143801708560304
leaf_weight=43.364801441300699 0.27604954437265339 1.5229921263526192 0.43502524759242067 0.30259078353992652 0.6805728895778882 0.30193003041495126 0.9442979320883772 0.72467433707788476 1.5210452006431321 3.8318948273954447 1.2063125631102591 0.48227787646465248 10.170582642138475 0.94933584093814716 1.4035405901377092 3.4589145453646779 1.537720127031206 2.1027467028470666 1.9073342365445571 0.9977421755902468 0.94427603969234042 1.0243920560169484 1.0834472562394237 1.422181336674839 4.9174919800267958 1.724822935832776 2.2547905575484037 0.46955902555055207 0.36030486332674527 5.1446787478489568
leaf_count=1838 13 20 40 37 42 30 23 14 29 35 31 36 123 21 19 28 42 41 39 27 29 86 72 36 420 180 28 50 25 580
internal_value=0.000927909 -0.00880936 -0.0252087 -0.0141449 -0.00517272 -0.0159698 0.00129265 0.00419099 0.00288353 -0.00626268 -0.0205143 0.0066423 0.0041945 -0.0243261 0.00638105 0.0189928 0.0381011 -0.0001956 -0.0056316 0.00462685 0.0280954 -0.000217495 -0.00795284 -0.017551 0.00157962 -0.0268068 -0.0139871 -0.0277149 0.00182385 -0.011468
internal_weight=97.4683 3.51916 1.99617 1.56114 1.25855 0.982503 93.9492 32.1827 30.5137 8.88758 5.05569 21.6262 20.1051 1.43161 18.6735 6.40018 2.94126 12.2733 3.84937 2.90508 1.66895 61.7665 12.8967 6.42619 6.4705 5.00401 3.27918 1.55301 48.8698 5.50498
internal_count=4034 182 162 122 85 72 3852 537 494 155 120 339 310 57 253 89 61 164 89 66 43 3315 872 330 542 294 114 122 2443 605
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=16 16 16 8 22 22 4 7 7 0 8 2 5 9 9 15 3 20 20 17 17 16 22 20 17 8 21 12 4 17
split_gain=0.0926627 0.173161 0.1785 0.0922931 0.5037 0.396135 0.52136 0.297105 0.3788 0.133886 0.133467 0.192387 0.427911 0.140702 0.577589 0.201441 0.311391 0.192604 0.372562 0.386301 0.290914 0.512948 0.467133 0.370997 0.286693 0.353897 0.2392 0.225055 0.201677 0.182091
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 -0.08786999999999999 -0.13734499999999997 143.78867033265001 22.649177329550003 22.444423115000003 88.606203063300015 8.7431769115000026 74.580378076100018 21.991679690250006 210.65484416470002 212.35746315350005 24.719476717350002 81.105404879350019 36.620308449100001 37.038444968100009 193.82841840970002 186.09458496570002 20.784951395750003 -0.041369999999999997 34.883496062400006 182.63036160245002 6.2451263653500009 0.23701408045000003 175.65975109990003 286.86996866160007 178.10958437055004
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 6 -5 8 -6 -9 13 -12 -13 17 -15 16 -16 20 19 -19 24 22 23 -22 25 -2 27 29 -29 -20
right_child=3 -3 -4 4 7 -7 -8 9 -10 -11 11 12 -14 14 15 -17 -18 18 26 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.05883673311929416 -0.057782864149433913 -0.058035554985266476 0.048122400718234336 0.025082034159971529 -0.035964289648732641 0.027867573344754933 -0.046043025157955025 -0.062191992005007593 0.054118048314930764 -0.022361621353590221 -0.0072712403954395518 0.047187888397648779 0.0028888993701113837 -0.043506342790875487 -0.047628857807447307 0.0033100796977816268 0.014764797370961147 -0.067455180313750196 0.024527171511143048 -0.0010121690281316288 0.008560883361511654 0.058698230935565407 0.023754565658153842 -0.063668322771485569 -0.032665838630337826 0.058213736694456807 0.00063326485847066665 0.056923339566911028 0.0051292975732579599 -0.0076917052717299424
leaf_weight=0.078335833929542242 0.12068847172849817 0.24548168850037655 0.1501165748522908 0.61107707384508125 0.37331654014997084 1.545458417269401 0.76646179711678997 0.75085446221055441 0.26213637884939089 0.44249691718141548 1.3306648181751359 1.1228685798123481 2.0019319109851494 1.1751792061841095 0.67143850825959794 6.8442007672711043 0.43474884203169495 0.53182877346989588 1.0210746893862959 0.63141886296216398 0.50828226474823246 0.87516861734911788 2.1320698518975405 0.4357118518983043 0.79193349633351318 0.3087639301083982 67.953763333112875 0.67982007679529466 0.3904790123924613 1.3357711109456429
leaf_count=455 143 435 40 19 47 34 38 36 7 18 9 23 33 69 86 170 13 27 75 21 31 26 66 29 13 15 1958 23 36 39
internal_value=0.000792029 -0.0245429 0.0114463 0.000917039 -0.00688725 0.00790456 -0.0144919 -0.0305291 0.00119638 -0.0474228 0.00132323 0.0110187 0.0188073 0.0008258 -0.00592114 -0.000365519 -0.0231072 0.00161803 0.000854504 -0.0313895 0.0123262 0.0198995 0.0088609 -0.0247774 -0.0121735 0.0256154 0.00137996 0.0161856 0.0380272 0.00626673
internal_weight=96.5235 0.473934 0.228452 96.0496 4.7518 2.923 1.37754 1.8288 0.635453 1.19335 91.2978 4.45547 3.1248 86.8423 9.12557 7.95039 1.10619 77.7168 72.5442 1.16325 5.17262 3.95123 3.07606 0.943994 1.22139 0.429452 71.3809 3.42714 1.0703 2.35685
internal_count=4034 930 495 3104 199 91 57 108 54 54 2905 65 56 2840 338 269 99 2502 2179 48 323 152 126 60 171 158 2131 173 59 114
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=6 22 20 9 0 6 15 19 16 21 21 4 8 9 2 22 9 20 13 20 23 9 23 4 23 19 20 23 22 22
split_gain=0.0884964 0.193063 0.117996 0.0972406 0.305265 0.515234 0.298087 0.23125 0.266206 0.272797 0.261777 0.322223 0.28537 0.247015 0.24169 0.209505 0.490648 0.193747 0.466628 0.236535 0.171969 0.15768 0.435755 0.449285 0.279808 0.26663 0.332503 0.241677 0.194174 0.702668
threshold=6.9501623894500009 -0.167075 47.709122305950011 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 14.551174033150001 22.794946695500006 15.803805445550003 5.1781607048500016 209.52275111965002 8.2435668022500028 184.36538191430003 101.78954948125002 -0.054619999999999995 72.978943918850021 41.872294782850005 116.53390612245002 49.283271594150008 0.10249000000000003 192.31210988165003 -0.081689999999999999 239.70509694970005 0.088655000000000025 14.351157895250003 39.337369931850013 0.11148000000000002 -0.25236500000000001 -0.16276499999999997
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -5 -7 8 9 10 11 14 15 -11 -2 17 -17 -12 19 -19 -8 22 -6 25 -25 26 -24 -28 -23 -30
right_child=3 -3 -4 4 21 6 20 -9 -10 13 12 -13 -14 -15 -16 16 -18 18 -20 -21 -22 28 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.061732249256627368 0.008940500190743288 -0.06182642968946743 0.044151745588931153 -0.064331150591621603 0.032166033760769139 -0.062863857399242135 0.017784930226575728 0.037994186329776004 0.061710219866287205 -0.0010809806233968672 0.011294918424142835 0.049398561263204965 -0.048966922299669445 0.062059184949596433 -0.05182077111830629 0.046317574581492806 -0.069998988128576703 0.018493580026550004 -0.06350698220219983 -0.065346645417954458 -0.017676667281152629 -0.011851279534414262 -0.0010188480669350174 -0.0094003326495029974 -0.061887609955662844 0.014615392279934416 -0.060411110356923092 -0.010271795489639919 0.051278823951506708 0.0018032178115680343
leaf_weight=0.052221075973250208 2.2170455572722796 0.25167347966873777 0.15564426317723701 0.70620264223543872 0.95600478764390562 0.29082903244125224 1.2185236768200414 0.79664923524251285 0.28653302043676454 0.42113037863021041 2.4664270202083571 0.68805066226286715 0.6071537286043166 0.50774262472987175 0.27318815874968994 0.18925456390024908 0.46769822151691187 0.91780533590076607 0.51751765279914241 0.14473630504471657 0.87141287652775634 3.6474223865770901 3.0406514538090033 0.63385261039093144 0.93248211034369888 1.9433524552732704 0.75325701513793297 0.67923360504209995 1.0834769411230798 68.052147623463952
leaf_count=109 92 657 17 112 29 50 77 39 9 51 24 136 16 10 222 29 90 135 68 10 23 186 46 19 29 23 35 5 49 1637
internal_value=0.000762845 -0.0259213 0.017551 0.000891503 0.000206418 -0.0186091 -0.00504668 0.00642446 0.00383282 0.00207192 -0.00135967 0.0124763 -0.00964025 0.0334328 0.00227476 -0.00456368 -0.0364906 0.000619694 -0.016044 0.00707311 0.00299898 0.000917158 -0.00672278 -0.01138 -0.0406475 -0.00423551 -0.0124253 -0.0366369 0.00185545 0.00257859
internal_weight=95.7693 0.459539 0.207865 95.3098 84.8088 3.08697 2.38077 10.5009 9.70428 9.41775 8.48888 3.17828 5.31059 0.928873 2.49023 4.70344 0.656953 4.04649 1.58006 1.06254 2.08994 81.7219 8.93883 7.98283 1.56633 6.41649 4.47314 1.43249 72.783 69.1356
internal_count=4034 783 126 3251 2320 262 150 931 892 883 822 450 372 61 314 356 119 237 213 145 100 2058 186 157 48 109 86 40 1872 1686
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=8 22 8 22 16 16 16 12 20 3 12 5 7 22 10 21 8 13 5 9 17 5 15 7 13 6 23 17 0 5
split_gain=0.418962 1.12421 0.744365 0.63068 0.489981 1.05447 0.906006 0.776399 0.653552 1.30453 1.20102 0.834155 0.842369 0.799749 0.929784 0.921743 1.21765 0.960619 0.792652 0.778234 0.643586 0.636347 1.68901 0.630884 0.743165 0.661898 0.539906 0.527092 0.476849 1.44102
threshold=8.8430989333000021 -0.08786999999999999 9.3427090425500019 -0.11963999999999998 21.734949174200004 22.454947490600002 20.894951138500005 320.0928336514001 42.198888176300009 93.394346993650018 123.47238069670001 21.723721974650005 23.604435110900003 0.010890000000000002 61.987779113750001 10.003699902950002 8.543332867800002 117.69263157665002 22.938948824900006 194.56033515110002 199.59317753375004 20.305669781650003 37.050691080100002 22.814487719050003 117.38883580790001 16.425383776450001 0.08729000000000002 162.13109061465002 90.767723400200012 20.769304081650002
decision_type=2 2 2 2 2 2 2 2 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 3 -2 6 -6 7 27 13 11 19 12 -10 14 15 16 17 -7 -13 -11 -8 26 -23 -24 -25 -26 -16 -1 -29 -30
right_child=1 -3 -4 -5 5 8 20 -9 9 10 -12 18 -14 -15 21 -17 -18 -19 -20 -21 -22 22 23 24 25 -27 -28 28 29 -31
leaf_value=-0.0020425584201960024 -0.0016609510079139587 -0.00117684106245758 0.0011603805260728508 0.00048729571445634793 0.0017419709124312963 -0.0010094854687665064 -0.00019539539728897674 -0.0016878920084321453 0.00057610689773146344 -0.0008718076095392389 -0.0018189728586839057 0.0015335765275678614 -0.0009005290738640084 0.001146648750380103 0.0020480081151987898 0.00047799262396637195 -0.0020889615548866664 0.0005715798403079928 0.00011724380352882331 0.0010920480769930317 -0.0022607230107022295 -0.00080710827644677493 0.0014153776589887982 0.0015060219069261101 -0.00048268064884100895 0.00053165434170382843 0.00047807105248315747 0.00067286618699405418 0.00015931066309437852 -0.0024206270801756893
leaf_weight=0.41256993843626233 0.93687903834506903 3.0477589041693127 2.2503562268102542 1.1963265819940714 1.9800597392022599 2.722627009265123 1.3162010835949325 0.88295933230710844 2.8683842979371565 1.7484940309077495 2.5123933790891897 3.1211545038968325 3.0803834972903132 5.0659603755921117 1.8201774097979098 5.8918991954997182 1.5776760526932774 3.2304718671366572 2.9598766565322876 1.394567687064409 1.0371965467929838 3.6937150536105063 3.3184875063598183 2.363245731219652 3.1098879603669038 12.084173724986611 1.5674600554630158 6.6819718678380005 47.2462996410095 0.84728944936796224
leaf_count=318 26 110 49 16 71 39 29 364 22 39 146 26 38 48 33 37 33 31 34 10 18 32 26 33 42 69 11 466 1741 77
internal_value=0.000190056 -0.000262215 0.000373697 -0.000456189 0.000217044 0.000332664 8.62123e-05 0.000136236 0.000289151 -3.1626e-05 -0.000808315 0.000333512 -0.000188523 0.000411294 0.000321268 -0.000102915 -0.000557404 -0.000151514 0.000844192 -4.50338e-07 -0.00110563 0.000524925 0.00041508 0.000631331 0.000483139 0.000324042 0.0013216 0.00016542 0.000182051 0.000113859
internal_weight=131.967 7.43132 4.38356 2.13321 124.536 66.1111 58.4245 56.0711 64.131 17.6853 5.65546 12.0298 5.94877 46.4458 41.3798 13.4227 7.53077 5.9531 6.08103 3.14306 2.3534 27.9571 24.5695 20.8758 17.5573 15.1941 3.38764 55.1881 54.7756 48.0936
internal_count=4034 201 91 42 3833 820 3013 2966 749 315 195 120 60 434 386 140 103 70 60 49 47 246 202 170 144 111 44 2602 2284 1818
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=16 16 10 17 21 5 21 20 21 19 6 5 16 8 8 22 8 7 22 6 5 4 21 4 2 21 7 14 9 0
split_gain=0.469456 0.949511 0.782915 0.821239 0.618862 0.564656 0.596435 0.545344 0.538906 0.910674 0.517052 0.413169 0.453038 0.30169 0.28621 1.10634 0.564344 0.505882 0.363212 0.907365 0.892047 0.873475 0.710901 0.982287 0.602214 0.773089 0.582199 0.792377 0.654987 0.532809
threshold=18.594956516900002 15.584963555600002 71.015621515800021 236.15709471040003 5.1185473364500007 19.234448447350001 12.263428102400001 37.198331469900005 4.5829628528000006 12.551012654050002 11.075258771650001 13.154029769200003 15.404963976500001 8.1436447804000007 8.8430989333000021 -0.08786999999999999 9.3427090425500019 22.649177329550003 -0.06483499999999999 15.255356438950001 23.314013922700003 273.21071223870007 8.5501791199000028 191.03149642590003 183.39255704500002 2.2149533928000005 22.381996090050006 198.49238842795003 198.74336288960004 91.394134144600017
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 8 13 -7 -1 9 -4 -9 -12 -13 -3 18 16 -16 -17 19 21 26 22 23 -2 25 -22 -21 28 -28 -24
right_child=14 2 3 -5 -6 6 -8 10 -10 -11 11 12 -14 -15 15 17 -18 -19 -20 20 24 -23 29 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0017005119449008327 -0.0012573267848658824 9.0965551519257314e-05 0.0010294060430881423 0.0011589842038466965 -0.002031808504267164 -0.0020349778857388597 0.0016567604459122192 -0.0014478914973712139 0.00049713036935515077 -0.0018388803771511376 0.0015719984138987985 5.3580479155301948e-05 0.00074444175841687453 0.0016279612694942256 -0.000187574513331938 0.00010636193094528102 0.001237489504663471 -0.0016917887488319893 0.00043523440157501662 -0.00045089370972580802 -3.1113557930235641e-05 -0.0019107543996077221 8.4449288066314052e-05 0.0007084337345437628 5.3672819199205565e-05 -0.0022214358930739073 0.0012158426697437353 0.00028749352083085164 0.00020522406996378184 -0.0021282641606371233
leaf_weight=0.54951523582850015 1.2997671985067407 0.94949121290119221 0.55114781192969609 0.64283933781553049 2.0665284018832608 0.61695642695121922 0.23134249571012333 0.64163925096591157 1.0494210163597015 1.8679060928516262 0.99414166918723168 11.579810019418803 5.3286176747642449 1.0167815666645763 2.2066224021837115 0.89860361017053891 2.0712695829570293 1.8195272032171486 39.521488469297765 2.6050666645169249 1.3344952333136455 1.2642982343677429 0.70550039410591114 3.9395259106531739 8.1486369011981861 1.1564175832609178 8.3755603106692416 21.558218057267368 3.49417471140623 1.0280838059261439
leaf_count=311 50 45 15 38 273 356 18 692 21 166 24 454 38 11 38 38 34 49 484 44 74 45 5 36 183 70 145 205 28 44
internal_value=0.000201425 -2.29119e-05 -0.000548252 -0.000938766 -0.0011824 0.000308906 -0.00102819 0.000224503 -0.000676321 -0.00118538 0.000281547 0.000343531 0.000271302 0.000885763 0.000263546 -0.000119126 0.000502413 -0.00109733 0.000291897 0.000188729 0.000294619 -0.000411252 -0.000139368 0.000220767 -0.000204244 -0.00104798 0.000441919 0.000511497 0.00091834 -0.00122778
internal_weight=129.513 28.0861 8.99241 6.17784 5.535 2.81457 0.848299 19.0937 3.46847 2.41905 18.5442 17.9026 16.9084 1.96627 101.427 6.99602 4.27789 2.71813 94.4312 54.9097 46.6726 8.23718 6.97288 5.23929 10.6395 2.49091 36.033 33.428 11.8697 1.73358
internal_count=4034 2462 943 513 475 430 374 1519 202 181 1208 516 492 56 1572 159 72 87 1413 929 749 180 135 86 327 144 422 378 173 49
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=16 16 16 18 22 4 0 21 17 9 19 18 5 5 18 15 20 16 20 20 22 6 21 7 7 3 9 15 6 13
split_gain=0.0854595 0.164986 0.162278 0.0924694 0.340949 0.119487 0.108243 0.408477 0.279383 0.273898 0.209549 0.183192 0.242849 0.179511 0.179539 0.161863 0.152016 0.206606 0.136991 0.418876 0.269868 0.301217 0.613185 0.514357 0.392409 0.717805 0.286556 0.274135 0.246331 0.364716
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.138111898250003 -0.094519999999999993 342.39448800975009 97.878695155250014 6.8125785082500014 205.10400128480003 223.29399794390005 13.751109481500002 15.912798531700002 16.272347371850003 13.264960807550002 16.049140492450004 21.761438576950002 41.942745071500006 15.484963789400002 38.400997490450003 38.748048509250005 0.25988000000000006 15.785368822600002 4.837019638150001 23.032902590750002 24.175586727800006 84.812788641250009 197.02865361825005 30.807603489900004 16.465384711100004 115.68166489510001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 11 8 13 16 -10 15 -13 14 -8 -2 -9 -18 20 -20 21 23 27 -17 26 -26 -25 -23 -21 -30
right_child=3 -3 -4 4 5 -7 7 9 10 -11 -12 12 -14 -15 -16 18 17 -19 19 28 -22 22 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.061067014400177415 -0.01742921277743243 -0.060334676862620895 0.048864254384193409 -0.060805127007168842 0.049847408784028012 -0.00029832491110937554 0.0054936718083214535 -0.062031233355246358 -0.061723100159084422 0.040139695509764227 0.015092574712210373 0.058803013301545609 -0.0097459831830842853 -0.0011859109236220797 0.055423422454034449 -0.042559088214648988 0.050512829167108926 -0.060478989746108137 -0.029252697692176238 0.0040320697065784564 0.044721595713824211 -0.039002363763632704 0.059245487798247946 0.00056737103832470246 0.0091664703047086831 -0.055489337624268435 0.038262350244052459 0.012008810447091523 -0.036392779373784809 -0.0018029204617290248
leaf_weight=0.071819291531538876 1.6283210984365712 0.23066657188542194 0.1442939496555482 0.15858873974957532 0.57218902233216695 0.24122081457608147 0.6533138668655718 0.77944191936148743 0.43532440387207305 0.13919933302531706 0.1789471055381 0.4493796435999674 0.31316904159029946 6.5051379173528403 0.42413741327436583 0.98233684911974339 0.11428649819390557 0.12582745290274033 1.6387130875955325 43.898658744503336 0.65935992635786611 0.43058432472753372 0.97789489966817189 1.4143971609883013 1.9071464831940832 0.90373368514701713 1.4672406353056429 2.9788484215678181 1.1391457288154949 24.507660878734896
leaf_count=455 244 435 40 61 59 30 58 108 58 9 10 21 30 117 34 28 56 43 33 1087 19 107 28 34 48 45 15 57 132 533
internal_value=0.000889511 -0.025185 0.0123316 0.00101134 0.019349 0.0349764 0.000823025 -0.0052788 -0.000584013 -0.038489 -0.0393455 0.00149229 0.0306508 0.00255608 0.0251485 0.00122927 -0.0492241 -0.00765046 0.00159573 0.000610018 0.0075819 0.00536819 0.0175311 -0.00262636 0.00426468 -0.0116212 0.0197605 0.0055665 0.00131368 -0.00333929
internal_weight=96.071 0.44678 0.216113 95.6242 0.971999 0.81341 94.6522 9.35562 8.19686 1.15876 0.614272 85.2966 0.762549 7.58259 1.07745 84.534 1.01956 0.240114 82.9057 71.1842 11.7215 11.0622 4.38733 6.67485 5.69252 2.81088 2.88164 3.40943 69.5455 25.6468
internal_count=4034 930 495 3104 150 89 2954 493 277 216 68 2461 51 209 92 2410 207 99 2166 1785 381 362 192 170 142 93 49 164 1752 665
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=22 23 2 2 20 21 8 22 20 0 8 19 22 12 21 19 15 22 12 8 20 23 12 17 4 17 22 17 9 14
split_gain=0.0860355 0.265863 0.097723 0.236746 0.239083 0.291708 0.200064 0.345531 0.488517 0.417401 0.210533 0.206145 0.178396 0.171366 0.390834 0.411283 0.386664 0.355291 0.275869 0.417285 0.210595 0.190135 0.185093 0.267613 0.250913 0.177869 0.420328 0.415452 0.361034 0.284762
threshold=0.27538000000000007 0.09450500000000002 49.864842700850012 60.327272492300004 38.478081868400004 2.6251474860500008 8.8430989333000021 -0.010319999999999999 41.827117825850003 87.009258933850006 8.7431769115000026 14.451165964200003 -0.056724999999999998 107.96682590455002 9.5720034845500006 14.451165964200003 36.548474543700003 0.048475000000000011 93.660658182900008 8.2435668022500028 38.400997490450003 0.083495000000000028 114.64361763410001 181.79266834725004 176.89674560820004 188.01568060980003 -0.58994000000000002 188.64489188380003 204.02774515060003 195.25924573520004
decision_type=2 2 2 2 2 2 2 2 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 -4 -6 10 8 9 11 13 -8 -12 14 15 17 -16 18 19 -5 -20 -19 23 -15 -24 26 -26 -27 -28 -29
right_child=1 -3 3 6 5 -7 7 -9 -10 -11 12 -13 -14 22 16 -17 -18 21 20 -21 -22 -23 24 -25 25 27 28 29 -30 -31
leaf_value=0.013680701750085124 -0.050720084864794499 0.0048597956712197344 -0.001246521370374599 -0.06356786967842025 -0.011091922642414018 -0.074162164760746233 0.010666004989500055 -0.049695207425170543 -0.048125221761501344 0.044310026784299128 0.0055539906933634708 -0.033322472382709384 0.030790407625390103 0.017783159032654067 -0.048768860053897578 0.040641242216659525 0.0073092099833287792 0.044073165612854064 0.037899948024333024 -0.0035996831843874738 0.0033064244032989598 0.012115114884995381 0.059137430234309334 -0.019775251457268696 0.037816125611149283 0.033699036548260272 -0.0065095211958060804 0.014378547900507915 -0.053782468368693638 -0.00035392172134682791
leaf_weight=2.0405706409510449 0.44825649050744576 0.86628936105080356 1.326151132499944 0.49582078077309999 0.56949411844834663 0.45106462680269033 0.82673818591865822 0.68741705002321296 0.65321976073028043 0.77308103165705677 2.6871840058593079 0.65567244100384414 1.4970707479515102 0.81556446159538509 0.79154677199767209 1.4312383383512486 0.90401230007410049 1.0913900977284359 0.71747335121472122 2.0243785865604877 3.8196510569059683 1.541518350044498 0.25131813995540042 3.2300519370646725 0.69738370410732287 1.3731501927693432 9.9164293856484242 4.9783843041805076 0.58735984843406264 47.178582105147484
leaf_count=43 109 43 31 65 15 30 18 42 46 24 36 30 26 98 40 42 12 27 53 35 107 23 9 69 56 43 958 158 71 1675
internal_value=0.0007916 -0.0140928 0.000999722 0.000718372 -0.017651 -0.0389676 0.00119935 -0.0123391 -0.00351074 0.00941019 0.00176527 -0.00879016 0.0145832 0.00110996 0.00733126 0.0113259 -0.01887 0.006996 0.000143992 -0.0153977 0.00877683 0.0253623 -4.51951e-05 -0.0122038 0.00071176 0.000484924 -0.00622868 0.00188974 -0.00915297 0.00105229
internal_weight=95.3275 1.31455 94.0129 91.9723 2.34671 1.02056 89.6256 3.59613 2.90871 2.25549 86.0295 1.48241 4.18425 81.8453 12.817 11.1215 1.69556 9.69023 7.05732 2.5202 4.53712 2.63291 69.0282 4.04562 64.9826 64.7313 11.2012 53.5301 10.5038 52.157
internal_count=4034 152 3882 3839 76 45 3763 160 118 72 3603 48 62 3541 404 352 52 310 260 100 160 50 3137 167 2970 2961 1085 1876 1029 1833
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=16 16 10 5 23 20 8 0 20 19 23 15 18 15 13 13 21 3 20 18 22 13 6 13 5 9 12 3 23 9
split_gain=0.298501 0.952042 0.798773 0.790222 0.620102 0.50192 0.485581 0.462527 0.388902 0.581579 0.496063 0.412204 0.387017 0.383649 0.403236 0.361154 0.351442 0.32049 0.875079 1.27316 0.844959 0.662675 0.610971 0.602519 0.5569 0.585939 0.499137 0.447402 0.410217 0.446998
threshold=18.634956423400002 15.584963555600002 71.015621515800021 13.8160216159 0.11531000000000002 37.198331469900005 3.1475436881500003 81.446839061900008 41.827117825850003 11.450923895500003 0.098545000000000021 18.019770707250004 14.85568425095 24.273602154900001 97.755026081250023 101.01074887720002 0.23701408045000003 93.499196860750018 41.942745071500006 13.036600629150001 -0.116995 117.51519334005 16.375382608200002 117.61735474900001 23.545618314050007 66.346857137250012 110.40005327080002 93.663192806700025 0.080770000000000022 194.56033515110002
decision_type=2 2 2 2 2 2 2 2 2 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 7 13 -5 -1 -7 -3 10 16 -8 -12 -9 14 -4 -11 -10 28 21 22 -21 -19 -20 24 -24 -26 -25 -23 29 -2
right_child=17 2 3 4 -6 6 8 12 9 15 11 -13 -14 -15 -16 -17 -18 18 19 20 -22 27 23 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0016753438927769029 0.0011350959545153977 -0.001893699510589867 0.0011120290751110028 -0.0015718362910012626 0.00067611634459932405 -0.0019390063620604492 0.00031791012359377391 0.00075295241822895763 0.0019498107016845702 0.00050423805660270674 0.00036563448197510603 -0.0014148993035284214 -0.0012555976374863042 0.00081501718212017465 -0.001936598599762585 0.001590408007123777 -0.0020771635530781761 0.0013651165349581442 -0.0015470738370538708 0.0013709054549989124 -0.0020648344181619436 -0.00056868552557540956 0.0018937131565491176 0.000665834982485531 0.0014766454641952378 -0.0012262309859433823 -0.0020124732537401897 0.00025846362012249947 0.00020790639048392885 0.0003739582675307736
leaf_weight=0.47256281489217755 3.641024586511775 0.32001574955938705 0.22779303952120233 3.8996103758108802 0.49070722050964821 0.34014471176488115 11.231455141358312 2.6029905080213216 0.09768914431333442 2.3691483496295405 0.760876234373426 1.1749771001341285 0.39206266219844099 1.1534239874308694 0.47636338727897964 2.0096330280648544 0.36303970317112544 1.6863687168806851 0.67348694894462768 0.28899418713990899 2.1145135714177714 2.7574274074286249 1.1350533254444606 0.45216840622015286 0.5325869610533116 0.61250223888782784 0.54508149682078511 14.731693656678543 54.871566960588098 11.081342617981134
leaf_count=311 94 243 24 296 20 497 307 141 1 74 22 75 60 75 99 53 179 21 18 13 149 27 9 12 21 51 50 237 716 139
internal_value=0.000165988 -3.63171e-06 -0.000487849 -0.000884606 -0.00132058 0.000242419 0.000291815 0.000259917 0.000333954 0.00079081 0.000166042 -0.000715071 0.000490026 0.000145807 -0.000950374 0.00100273 -0.00122332 0.000216599 3.59838e-05 -0.000570145 -0.00165173 0.000236843 8.78316e-05 0.000423796 0.000958203 3.0891e-05 -0.000798087 0.000128051 0.000282855 0.000562197
internal_weight=123.506 28.3825 9.56297 6.2479 4.39032 18.8195 18.347 3.31507 18.0068 4.83951 13.1673 1.93585 2.99505 1.85758 0.704156 4.37878 0.460729 95.1238 25.5299 6.35439 2.40351 19.1755 3.95088 3.27739 2.28014 1.14509 0.99725 17.4891 69.5939 14.7224
internal_count=4034 2477 958 514 316 1519 1208 444 711 307 404 97 201 198 123 127 180 1557 608 323 162 285 161 143 81 72 62 264 949 233
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=3 2 23 7 10 16 21 17 19 20 12 0 5 17 3 21 13 17 16 20 22 22 16 4 5 15 4 6 23 23
split_gain=0.080715 0.156442 0.176053 0.149632 0.132249 0.290976 0.231515 0.167376 0.151069 0.154894 0.113954 0.341609 0.340957 0.193652 0.25317 0.546111 0.595331 0.18457 0.180808 0.282859 0.212984 0.143891 0.640605 0.363029 0.520194 0.602678 0.414089 0.383459 0.704246 0.49671
threshold=108.40938565220002 169.97615743665003 -0.16320999999999999 19.078733418100004 61.622148808000013 22.794946695500006 2.8525683144000005 183.75393144810002 14.651182102100002 41.092444989200011 368.00406080990007 86.756543869550015 20.374719724350005 205.83789591070004 83.326071295150015 5.7087410616000005 112.64908412395 205.32027903760002 19.254954973500002 37.73036952315001 -0.14429 -0.099639999999999992 22.644947046300004 237.14380148740003 17.505247228350004 22.662932349550001 245.19972926210002 16.395383075500003 0.086230000000000015 0.084360000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 -5 -7 -8 10 -10 13 -12 -13 17 18 -16 -17 21 19 -15 -21 22 23 24 25 -6 -25 29 -29 -26
right_child=1 -3 -4 4 8 6 7 -9 9 -11 11 12 -14 14 15 16 -18 -19 -20 20 -22 -23 -24 26 27 -27 -28 28 -30 -31
leaf_value=0.032823175904185112 -0.066358566193818275 -0.070399131661868286 0.044291183854867175 -0.067765437504417589 0.016436682711733711 0.017198852173113191 1.3479105502867069e-06 -0.069608443787937083 0.036212100118594631 0.0043977061304293855 -0.066041322112829953 -0.054867396247979344 0.054404770369068017 -0.068685523903021767 -0.065349959414825867 -0.06775516884631419 0.03455396313228358 0.033972091221468478 0.053722189524093557 -0.065548042623944078 0.003339250986146138 -0.00049479821037152485 -0.037570818964311872 -0.062863579213802728 -0.0033251886495219711 -0.046664810259927615 0.0013410489857737132 0.059427765955177965 -0.0014185987499683373 0.051324306218067536
leaf_weight=0.6150995776763456 0.091949235687934561 0.19352437996712979 0.17404108172195165 0.36842936145967442 1.564384068051367 0.8914123384747652 0.28454918036004528 0.29369775071972981 1.011533674784004 1.7446481716178821 0.15761688885686342 0.14181984456229202 0.7582515850422169 0.27031844119301141 0.94155998906353522 0.34980733053816926 0.74432624527253211 0.71666669758087564 0.23399979155510653 0.19802461191193321 3.6316119581560997 62.408722539889602 1.3162930908147235 0.45331492768127546 0.90447663429222158 1.0640087709180077 5.7699081009096744 1.0088726664253043 3.7698102648137137 3.0170006220359937
leaf_count=69 95 54 49 126 142 55 23 23 27 27 25 95 42 89 67 37 27 25 5 130 203 1611 29 43 153 82 451 110 35 85
internal_value=0.000892376 -0.0261517 0.00604107 0.0010237 0.000815649 -0.0163643 -0.00347849 -0.0353542 0.00115823 0.0160738 0.000698496 0.0218041 0.0371873 0.000445866 -0.0104185 -0.0292346 0.00184453 0.00128986 -0.00158037 -0.00473669 -0.000222805 0.00100168 0.00595149 0.00921544 0.0161103 -0.00910765 -0.00333577 0.0237289 0.0114272 0.0387196
internal_weight=95.0897 0.459515 0.26599 94.6302 94.0151 1.83809 1.46966 0.578247 92.177 2.75618 89.4208 1.05769 0.900071 88.3631 6.36965 2.03569 1.09413 81.9935 4.33395 4.09996 3.82964 81.2768 18.8681 17.5518 11.3286 2.62839 6.22322 8.70016 4.77868 3.92148
internal_count=4034 198 144 3836 3767 227 101 46 3540 54 3486 162 137 3324 558 131 64 2766 427 422 333 2741 1130 1101 607 224 494 383 145 238
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=15 21 21 5 15 22 12 12 16 13 4 2 10 10 21 15 10 22 16 21 10 2 5 5 17 20 17 5 2 20
split_gain=0.0830587 0.303611 0.220445 0.180693 0.111271 0.240932 0.243747 0.219255 0.246158 0.221318 0.220343 0.219427 0.212297 0.561808 0.576559 0.303652 0.480357 0.282746 0.324434 0.337417 0.344297 0.297744 0.251925 0.41209 0.453707 0.33922 0.327346 0.250747 0.208144 0.205159
threshold=46.074827201850006 15.285239689500001 9.4408665581500006 24.367802910700004 37.491361913600009 0.13006000000000004 144.57070813310003 255.84286977610003 22.634947069650003 116.58229836875002 393.99831167250005 294.37797911680008 61.987779113750001 61.950140699950005 10.003699902950002 43.216642080150002 61.901748453550006 -0.14831999999999998 22.634947069650003 13.996357022800002 62.079186690200011 108.63443756215001 21.788492303450003 22.327062271350005 195.42788627465004 42.047301293400004 192.77618096940003 22.862610686750006 168.06224882620003 41.806790701050012
decision_type=2 2 2 2 2 2 2 2 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 3 -2 7 12 -7 -1 9 10 11 -9 13 14 15 16 27 -14 21 20 -20 -19 25 29 26 -23 28 -6 -25 -24
right_child=1 -3 -4 -5 5 6 -8 8 -10 -11 -12 -13 17 -15 -16 -17 -18 18 19 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00017952475692752104 -0.069847123852021117 0.012954606122526403 -0.069927860331322755 -0.0055563826667443606 0.034991161557218486 -0.0021604900082185193 0.050211338920285037 -0.019554498496453802 0.066719461742899888 -0.079438118102146557 -0.066982985405879339 0.062797505899194028 0.03307299426117815 -0.042439118977944813 0.024289040208977226 0.0030902777607741444 -0.070768244973656205 0.030200980583101136 0.063849112948494186 0.0012643404244424904 0.015175969005224331 -0.0052445620603310062 -0.00019353081904167354 0.0068542397833130531 -0.038918640270454552 -0.057835380269071847 0.024737171939445576 -0.02902493458990732 -0.026354987004327795 0.030006802226197154
leaf_weight=58.188846946519675 0.22346019325777833 1.4978197510936295 0.40503825975611096 1.2823740119856664 0.42975324485451494 0.64517573826014885 0.96613884161342867 0.57923579720772866 0.1168261095881461 0.33815392630640406 0.29095629777930299 0.18609091288089985 1.6228359689703271 1.4957449286011977 2.9601399075472727 2.1832786892773584 0.83073642943054427 1.2407234190031875 1.0773685741005459 2.4748034635558724 1.5325069059617815 1.582057447638362 1.6829885861370693 1.5059953297022732 1.6879948175919706 0.80583702871808771 1.6455487575149161 0.70049490542442072 1.8077193066710604 2.3414367450750433
leaf_count=2740 32 20 40 90 7 13 30 129 5 30 402 9 32 24 27 28 24 27 29 18 31 41 19 21 33 20 16 45 26 26
internal_value=0.000825174 -0.00928603 -0.0267191 -0.0150969 0.00120426 0.00439605 0.0292415 -0.000464842 -0.0252752 -0.0329825 -0.0181104 0.000469577 0.00304392 -0.00568783 0.0020497 -0.0138353 -0.0326795 0.00661851 0.00440384 0.0187181 0.0352685 -0.000685784 -0.00362018 0.000714518 -0.00937352 -0.0229923 0.000682814 -0.00468415 -0.0112623 0.0173772
internal_weight=94.3281 3.40869 1.91087 1.50583 90.9194 31.2193 1.61131 59.7001 1.51126 1.39444 1.05628 0.765327 29.608 8.60015 7.1044 4.14426 1.96098 21.0078 19.385 5.08468 2.60988 14.3003 13.0596 10.6717 6.64726 2.38789 4.95926 1.13025 3.31371 4.02443
internal_count=4034 182 162 122 3852 537 43 3315 575 570 540 138 494 155 131 104 76 339 307 78 60 229 202 141 96 61 63 52 47 45
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=20 23 20 22 19 22 17 15 15 2 21 21 2 20 4 16 5 17 22 21 4 12 18 16 20 15 19 8 15 21
split_gain=0.0806909 0.15162 0.130248 0.212215 0.132808 0.265087 0.194048 0.127221 0.0904961 0.264627 0.15067 0.149086 0.146902 0.548045 0.527763 0.407395 0.581412 0.377527 0.476117 0.425966 0.414305 0.374774 0.307612 0.262849 0.366408 0.429288 0.213795 0.209447 0.202614 0.198123
threshold=32.724174661450007 0.088555000000000023 34.654301448200009 0.19040000000000004 13.951125619400001 0.10957500000000002 176.08408741720004 27.806359898650005 46.683480308100009 258.06114663960005 9.3662909385000024 9.1912342607000017 188.47750099235003 41.571132012400007 274.66550124645005 15.709963263300002 20.748863230450002 197.20536406400001 -0.076484999999999984 2.6251474860500008 294.35264367105009 210.43057429700005 15.751016342950003 22.574947209950004 42.753078181500008 38.213426205600008 13.151061067750001 3.3473877318000005 43.890399822900008 8.8898213993500015
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 -1 12 -10 11 -11 14 17 28 27 -17 20 19 -19 -14 26 -21 24 -18 -26 -16 -15 -4 -25
right_child=2 -3 8 -5 -6 -7 -8 -9 9 10 -12 -13 13 15 21 16 23 18 -20 22 -22 -23 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.064356797110189892 0.036114434801925582 -0.057515779035637697 0.00071338120890951145 -0.024521952485696569 0.062085876027724002 0.066411751489310542 -0.066160967768518306 0.047928388578033373 -0.054954556667680926 -0.052830362327735823 0.011325885277621227 0.00015008339808720398 0.033433154640672598 -0.065031093244641069 -0.042271438729165389 -0.057773194940833057 -0.03593433971389523 -0.046361443361344054 0.049684409191972388 0.059302967139554033 -0.006181370439117026 -0.082608851667261035 -0.032147264911293459 -0.0031906541135633842 -0.0022450769445430192 0.058830018621036956 0.02744250154129935 0.048474841259617873 -0.034171814729823502 -0.03155739770322679
leaf_weight=0.056752521230406638 0.12740838519675779 0.26141593293124288 70.199027036013376 0.31138953592653706 0.4270259200129658 0.22850254888908239 0.18000507803276378 0.14239585954055656 0.45532203512266223 0.37245778622309478 1.3563170688867101 0.50079291313886642 1.5491229272593061 0.071878204978814142 0.4049174967105944 0.8875102236324891 0.46931138436775688 0.47060156897896399 2.3820168180120618 0.48894638577257865 3.3743297983139655 0.51684940722770989 0.21207953303678551 3.1822882121923612 0.97369346916093469 0.88210699800401926 0.31417061644606292 0.72289990553258576 0.67599081294610996 1.4374160233419386
leaf_count=107 30 55 2173 19 20 3 54 36 66 46 19 2 31 255 138 160 39 81 146 13 125 10 69 57 77 19 14 104 37 29
internal_value=0.00072059 -0.0257579 0.000851474 0.0209864 0.0357026 0.01468 -0.0237726 0.0159298 0.000572273 -0.0108989 -0.00190191 -0.0224471 0.000917494 0.00620121 -0.000335765 -0.00505116 -0.009441 0.0176527 0.033405 0.000307629 0.00628301 -0.0414189 0.0316368 -0.00326441 0.0141258 0.0267854 -0.0118133 0.0382096 0.000380654 -0.0120169
internal_weight=93.6349 0.460564 93.1744 1.27433 0.962942 0.535916 0.307413 0.199148 91.9 2.68489 2.22957 0.873251 89.2152 17.1042 72.111 8.6271 7.83233 8.4771 3.55364 1.17163 4.92345 1.23594 0.701026 6.94482 2.32511 1.8558 0.719088 0.794778 70.875 4.6197
internal_count=4034 198 3836 126 107 87 84 143 3710 133 67 48 3577 1205 2372 740 381 465 309 163 156 162 82 221 135 96 152 359 2210 86
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=16 16 17 18 20 6 10 21 8 5 23 16 5 20 2 15 19 15 6 9 18 19 17 13 16 3 20 22 18 18
split_gain=0.399473 1.17509 0.837011 1.09843 0.695793 0.59238 0.477632 0.788702 0.672647 0.669565 0.46872 0.467259 0.462746 0.353516 0.859627 0.917602 0.51181 0.371068 0.348966 0.347299 0.622047 1.11474 0.737495 0.606803 0.94175 0.535445 0.934576 1.21013 0.680901 0.976685
threshold=18.634956423400002 15.584963555600002 236.15709471040003 15.289002683150001 33.151194885250007 11.075258771650001 71.015621515800021 5.1781607048500016 8.2435668022500028 19.234448447350001 0.10335500000000002 15.404963976500001 13.154029769200003 40.563919884450009 83.586740321150003 18.465919151800005 12.350996516100002 17.724072364450006 14.275333540900002 204.68881850780005 13.893471991850001 14.251149826300002 204.75389752000004 109.49014582065001 18.924955745200005 93.281431752200021 41.942745071500006 -0.097294999999999993 13.036600629150001 13.012604996900002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 -1 9 8 -8 -3 -11 12 -7 14 -14 -16 17 -15 -13 20 25 23 -23 24 -22 -2 -27 -28 29 -29
right_child=19 2 -4 4 -6 11 7 -9 -10 10 -12 18 13 16 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.001407428558623163 0.00045541535014707272 0.0008401440798430365 0.0012184339950242506 0.0010723865121792973 -0.0020638405973794341 0.0013861294525066106 0.00057108472460818283 -0.0020446344681632955 -0.0020723457539706903 -0.0017299222789496887 0.0014915884367761052 0.0012929489181942508 0.00026373448973291059 -0.001118292938569335 0.00071530034062283548 -0.0021163772620018243 -0.0014312227043837532 0.00064064696501171608 0.00032435663789777647 0.00044444545026762073 4.1875363663367216e-05 -0.0020013627206750791 -9.0104095251753035e-05 0.00057012600212316634 -0.0021224579105510993 0.00028828970961699077 0.00037527946143335356 -0.0015836788572945698 -0.001754151768770361 0.0014806719790737687
leaf_weight=0.77977552076936874 28.930664521176368 2.2814230135991207 0.94267469330225218 0.30420861259335685 2.5665672591712791 1.0529087276372617 1.5500865386566154 1.2379700673191107 0.48616927559487511 0.82730335509404518 0.21976835560053587 2.8434439692646256 3.5692863144249696 0.5015535151142102 0.6166232870309617 1.5357933460618367 0.57724902214249585 5.7195057864846603 2.8770839609205723 25.52413049119059 3.8987524104304594 1.8797953516477712 1.3221628000028429 5.3417481153737754 0.96407340501900751 22.057079652207907 3.4330147129949191 0.85827345162397051 2.8292416994227096 0.748739572474733
leaf_count=908 292 61 38 9 212 33 36 160 68 366 8 26 44 149 76 133 45 90 15 400 61 39 42 89 53 272 120 47 132 10
internal_value=0.000186729 -9.23091e-06 -0.000543606 -0.00071894 -0.0017315 0.000268061 -0.000278691 -0.000810413 -6.00514e-05 0.000244362 -0.00105376 0.000335778 0.000137678 3.26857e-05 -0.000326459 -0.00130516 0.000334955 0.000498838 0.000805805 0.000247827 0.00017838 -0.000202794 -0.00121216 0.000113922 -0.000387212 0.000265204 8.13216e-05 -0.000498797 -0.00117521 -0.000155936
internal_weight=128.277 30.4894 10.4162 9.4735 2.87078 20.0732 6.60272 3.27423 2.03626 3.32849 1.04707 19.2934 13.5729 12.52 5.7217 2.15242 6.79831 6.22106 5.72053 97.7877 72.2635 13.4065 3.20196 10.2046 4.86283 58.857 29.9263 7.86927 4.43625 1.60701
internal_count=4034 2477 958 920 221 1519 699 264 104 435 374 611 570 537 253 209 284 239 41 1557 1157 284 81 203 114 873 581 309 189 57
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=6 3 10 23 22 3 6 0 18 3 20 22 21 17 15 6 22 23 23 8 15 5 16 18 8 5 21 3 10 5
split_gain=0.405402 0.69682 0.944908 0.661598 0.622726 0.580453 1.29804 0.884874 0.922073 0.608888 1.19886 1.06908 0.680848 0.6946 0.61597 0.574317 0.534963 0.522546 0.453236 0.521962 0.485306 0.964695 0.565522 0.966273 0.639388 0.631881 0.532019 0.441942 0.792053 0.439256
threshold=14.845346859150002 83.538459487450012 71.015621515800021 -0.10747999999999999 0.070580000000000018 86.272621406050021 15.155354102400002 94.047642319350018 14.444150028100003 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 189.19102531915004 39.296024648600003 16.425383776450001 0.20949500000000004 -0.085699999999999998 0.080770000000000022 8.3434888241000014 37.050691080100002 20.911722254300006 20.664951676350004 13.843998451900001 8.6432548896500023 19.830540377400002 4.9769392210500003 84.452535251750007 70.206395618550019 20.305669781650003
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 27 7 16 -2 -9 18 29 14 -13 15 -12 -14 -7 -4 19 -8 21 22 25 26 -25 -20 -24 -3 -29 -11
right_child=5 2 17 -5 -6 6 9 8 -10 10 11 12 13 -15 -16 -17 -18 -19 20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0020428128285911967 0.0014739420065722918 0.0018038475223187641 0.00062024482442074136 0.00019835794304543699 -0.0017463305800641657 -0.0020768098517674693 0.0018198145562320002 0.0012550009246770808 -0.0016200840413850416 0.0011768551272485061 0.00046618481059421151 -0.002137110371012543 -0.0012061481760741778 -0.0021797329159508861 -0.0020706523435111124 0.00091353246570525137 -3.4860735169836325e-05 -0.0018781273690451042 8.5529152173739363e-05 0.00058210519027315614 0.00051920920902646451 -0.0009136221063768096 -0.00017422218609568189 -0.0021608641557080777 0.00012978387682379604 0.0019900284186400662 0.0010367454705671772 0.00014937049393308303 -0.002053630966059644 0.00020127280968618033
leaf_weight=0.51422226965905693 3.4050185019150367 0.52566660518641395 0.38212494999606894 33.341656029908336 0.80215094005689014 1.3083317207056091 1.6526173573220138 0.8183866925537584 0.90105945570394397 1.9157744981348539 3.3960966377053414 1.8398946055676768 0.85785112762823779 0.77244559419341374 0.41270778706530098 1.150569177319994 0.79182082531042386 2.040930112827481 1.2623138157650813 6.3181024491786957 18.834540294483304 3.172199005726724 2.6685653291642666 1.0707888863980768 0.83292213641107071 1.4268845305778084 2.9222736712545156 6.7043439796398161 0.69224415929056693 24.043367503836635
leaf_count=195 45 11 50 1446 35 34 81 9 33 30 153 199 19 40 32 46 21 276 23 69 168 39 24 42 17 19 36 208 91 543
internal_value=0.000173779 2.43143e-05 -0.000400889 0.000164318 -0.000100039 0.000256034 0.00021332 0.000894939 -0.00025166 0.000256147 6.46463e-05 -0.000577819 -0.00121179 -0.000599575 0.000191303 8.15901e-06 -0.00130693 -0.00148412 0.000420123 0.000838727 0.000316472 3.05718e-05 0.000324685 4.79016e-05 -0.00115865 0.00109605 0.000458738 6.66527e-05 -5.68077e-05 0.00027327
internal_weight=126.778 45.0033 11.1475 33.8559 8.72441 81.7745 76.6501 5.12446 1.71945 74.5499 34.3887 8.42956 4.62076 2.78087 3.8088 2.00842 2.10015 2.42306 40.1612 7.97072 32.1905 13.3559 10.1837 7.49455 1.90371 2.6892 5.59084 7.92225 7.39659 25.9591
internal_count=4034 2312 671 1641 345 1722 1635 87 42 1580 1062 489 304 105 185 65 55 326 518 150 368 200 161 119 59 42 60 310 299 573
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=16 16 2 23 17 22 20 7 23 15 10 18 0 6 3 20 2 6 23 22 19 16 15 23 16 15 2 23 16 23
split_gain=0.399442 0.955223 0.684468 0.653708 0.508844 0.508542 0.890225 0.732216 0.62372 0.575441 0.553129 0.880845 0.516948 0.715128 0.482906 1.64093 0.977575 0.608343 0.594862 0.597586 0.593314 0.552227 0.454276 0.47739 0.872056 0.784581 0.448663 0.448509 0.666576 0.441743
threshold=20.404952284350003 19.974953289850003 322.38159739250005 0.12535000000000004 162.13109061465002 -0.059424999999999999 38.244973486750006 23.974509389900003 -0.27172999999999997 35.098844929350008 69.873026810350026 14.642476607400001 92.313586825200005 14.865347326450001 93.281431752200021 41.942745071500006 101.23478163165002 16.555386813950005 0.080770000000000022 -0.078649999999999984 14.251149826300002 22.604947139800004 33.005488016050009 0.092835000000000015 22.564947233300003 38.213426205600008 164.06957093090003 0.090390000000000012 18.044957803000003 0.11531000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 9 -7 -6 -8 27 -10 -14 18 -16 17 21 19 -2 29 -17 -20 24 26 -26 -24 -12 -29 -18
right_child=14 -3 -4 -5 5 8 10 -9 12 -11 11 -13 13 -15 15 16 20 -19 22 -21 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0020420673223013131 0.00044813814721980698 -0.0016839928882981592 -0.0020039137658969365 -0.0020289093915110989 -0.00099459341126433877 -0.0022351841470992844 0.00087395662799040616 -0.0019701041071712505 -0.0012327041754603158 0.0019952303244487107 -0.0018744773998528572 0.00018100920961835681 0.00035264354360688198 0.001469473131989796 0.00035029496495696683 0.00037280224982192187 -0.0013868557080810855 0.0011921407765589471 -0.00031176858788849827 0.0015118954469982044 -0.001882378861957855 -0.001484246015263599 0.0010120368821962831 0.00061130348075431342 -0.001417675767944816 5.9817862966794818e-05 3.7534877679650112e-05 0.001094196154214221 -0.0015206754882097133 0.0014710845690000254
leaf_weight=0.39844907647466143 4.7404431663453579 1.1683231913484622 0.58072480986220298 0.52883981631020915 0.64358017326594497 0.34367969253253505 3.0860824871124377 1.5427053743082977 0.69982685698778979 0.40214744210243225 1.2989010093770041 13.040540094925744 19.454402110622144 2.4859685767441979 25.233132724184543 1.2517517842352388 0.42583905815263312 1.1394260741071773 3.8911861153319469 3.5515078483149392 2.7322336380020715 1.2114889742806552 4.1419627927243727 17.717691395431757 2.0134435659274459 4.4046913292258978 3.2351486384868622 0.70191825204528846 0.80426749074831605 0.40634817373938859
leaf_count=318 46 49 279 62 164 57 193 233 112 9 169 688 498 36 302 11 38 24 72 111 173 31 33 145 32 55 44 15 31 4
internal_value=0.000208633 6.6885e-05 0.000111343 0.000138381 0.000163906 0.000183657 -3.29555e-05 -0.00111149 0.000386474 0.00015518 0.000114507 -3.34033e-05 0.000426271 0.000479187 0.000296518 0.000115123 -0.000712847 7.45683e-06 0.000431021 0.000903754 -0.00144088 -0.000540545 0.000320303 0.000398351 0.000124849 -0.000403689 0.00058468 -0.00103018 -0.000302083 8.64613e-06
internal_weight=123.277 47.1804 46.012 45.4313 44.9025 44.504 21.5201 2.58843 22.9839 1.04573 18.9317 15.8456 22.6402 21.9404 76.0963 32.4002 7.16709 3.60267 43.6961 8.29195 3.56442 2.46324 35.4041 31.5129 13.7952 6.41813 7.37711 2.80509 1.50619 0.832187
internal_count=4034 2913 2864 2585 2523 2205 1502 406 703 173 1096 903 646 534 1121 583 281 66 538 157 215 42 381 309 164 87 77 215 46 42
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=10 0 0 18 5 23 6 0 2 0 15 10 0 20 9 13 7 10 14 16 23 23 6 3 9 3 9 5 15 20
split_gain=0.0800861 0.796321 0.489772 0.459699 0.449172 0.346608 0.340374 0.508788 0.726434 0.536175 0.375615 0.292762 0.285865 0.284169 0.276467 0.272236 0.604333 0.577617 0.39869 0.29859 0.406327 0.277157 0.262472 0.260363 0.267944 0.259185 0.227224 0.221697 0.534237 0.395783
threshold=66.590419433100024 90.407470010750018 92.313586825200005 13.545319032100002 20.016397659050003 -0.13658499999999998 15.075352233200002 94.047642319350018 98.465712168700023 94.625660817400004 28.626568391100005 65.611820673600008 90.767723400200012 37.828051409500013 191.98656730705002 115.68166489510001 22.477322886550002 62.837331883000012 151.21503237055003 22.454947490600002 -1.0000000180025095e-35 -0.15572 18.145423964950002 88.931506497100017 194.04304600165003 103.00289635185001 204.27826083785001 20.305669781650003 35.965617804200001 41.685324604100011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 23 -4 5 -5 7 8 -7 10 -9 13 -3 -1 -13 16 22 18 -17 20 21 -20 25 24 -2 -15 -25 29 -29 -21
right_child=2 12 3 4 -6 6 -8 9 -10 -11 -12 14 -14 15 -16 17 -18 -19 19 27 -22 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=0.019057050119156982 -0.011228968716266092 0.053781566576911417 0.047733297330406835 -0.043344592012695846 -0.045044254328285051 -0.011263555070310455 -0.036785783025142821 -0.0039043975404624075 0.042806835638273213 0.0013117381407119863 -0.057528870019724142 0.0029557733857401448 0.011083762067261738 0.036941020433746981 -0.038869274509656278 -0.04362281355923258 -0.050038008600667205 0.03944437160007204 0.018133651192212531 0.028059985137857037 0.051988637407601811 -0.056702190223303285 -0.058149250450886814 -0.038527728877084305 -0.05864726915517425 -0.053551525968546523 0.03770476344713479 -0.022935773872624351 0.00086533761055343614 -0.0039714975338625419
leaf_weight=2.5094066662422838 0.56840739632389048 1.0891316237393756 0.56563275972439342 0.50364691729640654 0.6256743252833975 1.1161784320138424 0.6572090316331004 0.71330146195032529 1.8746930371416963 27.452530966044151 0.75931735294943792 0.80597467517509247 0.74249942838650884 0.63305996205417503 0.993585005402565 0.56631350028328498 0.90347892719728407 1.1045206477865566 0.44151463235903066 2.1486460343003264 0.74788299418287241 0.20360704257473117 0.12789325022822595 0.18457165915424401 0.81900958926416934 0.10372097726212814 0.27283661649562418 2.843525889213196 40.134797743405215 2.1964980056509376
leaf_count=245 40 31 23 202 145 22 24 31 56 1655 50 20 24 105 22 31 31 34 49 36 69 99 102 56 45 65 15 56 638 13
internal_value=0.000822503 0.00203891 -0.0011411 0.000292707 -0.000503492 0.000339031 0.00101447 0.00179284 0.022628 -0.000361524 -0.0315545 0.000921916 0.0364729 0.00161517 -0.020137 0.000775973 -0.0196893 0.00149412 0.000643588 0.00115817 0.0253716 -0.00548531 0.0120214 -0.0277745 -0.0392206 0.0242019 0.00694372 0.00044543 -0.000709388 0.0118679
internal_weight=94.4091 58.2961 36.113 34.2682 33.7026 33.0769 32.5732 31.916 2.99087 28.9251 1.47262 56.4644 1.83163 54.6649 1.79956 52.1555 1.76815 50.3873 49.2828 48.7165 1.393 0.645122 0.864674 1.84483 1.38742 0.736781 0.457408 47.3235 42.9783 4.34514
internal_count=4034 1670 2364 2208 2185 2040 1838 1814 78 1736 81 1615 55 1573 42 1328 303 1025 991 960 217 148 272 156 85 170 71 743 694 49
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=16 16 10 5 5 21 23 8 20 3 20 22 21 6 16 23 20 5 5 6 20 20 10 15 22 18 23 22 0 22
split_gain=0.457866 0.9504 0.535506 0.820261 0.639614 0.591959 0.572545 0.505693 0.462531 0.447982 1.16599 1.04781 0.893925 0.770174 0.661023 0.648099 0.60552 0.533423 0.731562 0.503494 0.539466 1.32871 0.580057 0.555113 0.485894 0.48286 0.474235 0.806744 0.896418 0.467805
threshold=18.594956516900002 15.584963555600002 71.015621515800021 13.8160216159 19.234448447350001 12.263428102400001 0.11531000000000002 3.1475436881500003 37.198331469900005 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 16.405383309150004 22.604947139800004 0.080770000000000022 42.686561923500008 20.374719724350005 20.849573174100005 16.485385178400005 40.563919884450009 41.32819714970001 60.613977009100005 41.492094664050008 -0.055334999999999995 13.065205089100003 0.09914000000000002 0.070580000000000018 96.531777631850005 -0.070909999999999987
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -3 -6 -5 -1 -9 15 17 14 -13 -14 -12 -2 -15 -11 -19 -20 22 23 24 -22 -21 -23 27 -17 -29 -28
right_child=9 2 3 6 5 -7 -8 8 -10 10 11 12 13 16 -16 26 -18 18 19 20 21 25 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0019800827497618969 0.00072549479350525611 0.00076180927998198607 0.00020700236429894552 -0.0016090392138218893 -0.0019914802713098968 0.0015681981649920554 0.0006940338266764501 -0.0016425579437039271 0.00033098354571773036 0.001232777947772755 0.00068815658732360792 -0.0021097246458895891 -0.0021235034125047843 -0.0011158381077088476 -0.0011864888528431111 0.00021099873741081091 0.00099289406046202972 -0.0010532301505247422 0.0007853052432129613 0.00024750497265066282 -0.0023761240800673675 0.00099393370246743211 0.00064517759273856454 -0.00056391562796407474 -0.002079543547191537 -0.00020298948960151793 4.2039966566582972e-05 -0.0020997122314911389 0.00028962360688516536 0.0007418586345978018
leaf_weight=0.37275571682949404 14.378472318639977 1.9775596704857874 1.8060117889290266 3.5773504642420448 0.73202224783017289 0.22591299685882404 0.44895013619679947 0.45003472546523227 17.643934837594315 2.0699679218232658 2.8826729572610916 1.9696779555233659 0.73212230077479068 0.82859399256994981 0.91593984211795021 30.409901035716757 1.2813992582669014 1.569268980994823 5.9337245698552605 0.80579847731861198 1.144158135633915 2.2179588486906141 7.9047838519327343 1.3756369040347634 0.56342894723638204 2.8407648056745529 5.0977506620110971 1.2201931443996719 1.1063769608736038 11.476374709978698
leaf_count=654 223 56 198 295 356 18 20 154 711 31 98 132 23 33 34 393 35 14 48 65 26 20 82 17 22 26 87 55 4 104
internal_value=0.000209464 -1.12032e-05 -0.000532365 -0.000869408 0.000137282 -0.00115199 -0.00135224 0.000236239 0.000281897 0.000270337 9.57462e-05 -0.000518611 -0.00111443 -0.000424665 0.000236133 0.000366381 0.000164795 0.000295926 0.000216304 0.000303735 0.000134176 -0.000246294 0.000445088 -0.00138678 -0.000710062 0.000321792 0.000261668 0.000127528 -0.000963488 0.000526613
internal_weight=125.959 27.2345 8.76781 5.83231 2.93549 0.957935 4.0263 18.4667 18.094 98.725 35.0359 8.61041 4.81179 2.84212 3.79861 63.6891 2.10999 26.4255 24.3555 22.7863 16.8525 7.57852 9.27401 2.5198 1.36923 5.05872 49.3106 32.7365 2.32657 16.5741
internal_count=4034 2462 943 513 430 374 315 1519 865 1572 706 355 223 91 132 866 68 351 320 306 258 89 169 43 87 46 643 452 59 191
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=8 22 6 2 7 7 20 15 23 16 10 0 5 0 23 23 23 10 18 12 2 8 22 2 23 5 7 23 21 7
split_gain=0.0830547 0.313633 0.233132 0.258444 0.192054 0.16119 0.133322 0.104388 0.326798 0.212835 0.11592 0.612769 0.598709 0.352871 0.315311 0.255272 0.316666 0.34468 0.443835 0.258168 0.298709 0.407464 0.240288 0.546845 0.362033 0.33948 0.45004 0.336493 0.365014 0.541467
threshold=9.5425530862500008 0.022350000000000005 17.755414852450006 32.468269602050007 23.478650568600006 21.725272673150005 36.491284729650012 46.074827201850006 0.090390000000000012 22.614947116400003 66.590419433100024 90.407470010750018 20.769304081650002 91.937202686950016 0.089415000000000022 0.12535000000000004 0.11379500000000002 68.20618276945001 13.545319032100002 69.826413229550027 60.327272492300004 8.3434888241000014 -0.061874999999999999 72.043920985000014 0.083495000000000028 18.769588925400004 24.225158517200004 0.092505000000000018 3.6533552218000005 25.561514136100005
decision_type=2 2 2 2 2 2 2 2 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 7 -4 6 -2 -5 10 -9 -10 11 -1 13 -12 -13 16 17 -15 -19 -20 21 -21 23 -22 -25 27 -27 -26 -29 -30
right_child=1 -3 3 4 -6 -7 -8 8 9 -11 12 14 -14 15 -16 -17 -18 18 19 20 22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=0.0017294478056189169 0.0042968480011301184 -0.029591822171417523 0.050917603075549461 -0.0045662374969856869 0.017129369621580643 0.046564448733314993 -0.053371854091367063 -0.043750339475300527 0.0094524122453074517 -0.021009465404248053 -0.030731619071183013 0.049717101588465595 -0.046779819006542961 -0.043297351777795243 0.0051768823718240488 -0.026178257809233541 0.028759800136171441 0.045531408054921951 0.026075028167442289 -0.06625333418535094 -0.053894206045288919 0.00079066756490960401 0.0046572084071914606 -0.025669364582966613 0.010936268821420771 0.025770130564632954 -0.052757175639290263 0.0043212324046509147 -0.053348320525247864 0.00083774498783409476
leaf_weight=51.087351170714101 0.3957534372457292 0.31243185317725874 0.1067121848464001 0.18363567591950414 0.16873946669511497 0.52463320991955698 0.58816625726649363 0.53288752607477308 1.7150189849198798 0.8615817347599658 0.91389579688984568 1.0261222613262351 0.69975315915416914 0.44159168680925986 0.64857252058573056 0.85790437637888217 1.0285277298753488 0.55443564132292777 0.94930445223144744 0.40180747144404705 0.53635660493819415 0.5199351457413286 15.828196464803851 1.4786487048036736 5.9726399363419169 0.25984619754035598 0.61280410454492085 2.8365603263571302 0.8572937895733046 0.99768872373999784
leaf_count=1172 35 32 2 31 22 20 147 95 34 41 93 41 129 17 13 68 35 18 8 38 70 6 645 647 247 14 67 96 68 83
internal_value=0.000802624 0.0136957 0.000631096 -0.0228274 -0.0311944 0.02839 -0.0417595 0.00089924 -0.00810562 -0.000733643 0.0012156 0.00270509 -0.000982867 -6.84904e-05 0.0324677 0.000752488 0.00144681 0.000575657 0.0011848 0.000398027 -0.00040639 -0.0284353 0.000472962 -0.00441413 -0.0023751 0.000610472 -0.0293744 0.00306413 -0.00695761 -0.0242047
internal_weight=93.8988 1.23282 92.666 1.04725 0.940541 0.920387 0.771802 91.6187 3.10949 2.5766 88.5092 52.762 35.7472 35.0474 1.67469 34.1335 33.2756 32.2471 31.8055 31.2511 30.3018 0.921743 29.38 13.5518 13.0155 11.5368 0.87265 10.6642 4.69154 1.85498
internal_count=4034 87 3947 202 200 55 178 3745 170 75 3575 1226 2349 2220 54 2127 2059 2024 2007 1989 1981 44 1937 1292 1222 575 81 494 247 151
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=17 16 16 10 5 5 19 21 6 20 15 13 5 16 20 20 3 20 18 22 3 6 13 23 5 9 9 12 5 5
split_gain=0.378712 0.354914 0.906732 0.770662 0.869759 0.65089 0.515893 0.493449 0.4745 0.4222 0.41013 0.404668 0.40112 0.439018 0.326449 0.7134 0.317588 1.44352 1.05264 0.768626 0.772554 0.560945 0.579349 0.547055 0.503814 0.500443 0.478412 0.459759 0.393048 0.71264
threshold=159.58247398035004 18.594956516900002 15.584963555600002 71.015621515800021 13.8160216159 19.234448447350001 12.551012654050002 12.263428102400001 11.075258771650001 37.198331469900005 24.273602154900001 97.755026081250023 13.154029769200003 15.404963976500001 43.631818398850008 43.680097826700013 93.281431752200021 41.942745071500006 13.036600629150001 -0.086139999999999994 93.579850604650019 16.375382608200002 117.61735474900001 0.080770000000000022 23.545618314050007 194.56033515110002 66.346857137250012 110.40005327080002 20.374719724350005 20.849573174100005
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 10 -4 -6 -7 -2 -10 11 -5 -11 -14 -8 -16 23 28 21 20 -20 -19 24 25 -23 -3 -26 -24 -18 -30
right_child=1 16 3 4 6 7 14 -9 9 12 -12 -13 13 -15 15 -17 17 18 19 -21 -22 22 27 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0019662280861822315 -0.0012942378223092775 0.0012777753877991252 0.00090784254611112709 0.0011031211757042813 2.1753006080158654e-05 -0.0019093890096545181 -0.0019368455390477021 0.0015267540153946102 -0.0015057625136273688 0.0014447376712285942 0.00084404607167083419 -0.0019062515117415552 4.8225904954498653e-05 0.00069151571079797557 0.0020268902367292403 -0.0019218356263703889 0.0011126305171595568 -0.0015378736732623351 0.00033758176754390972 -0.0020640043168282133 -0.001973321020054335 0.0018640508027714313 0.00062973913893887617 0.00021169782014884557 0.0013475627685162613 0.00044095803143421084 -0.0011479592433862611 -0.0019560247306106625 -0.0010136500511104152 0.00031816238456170668
leaf_weight=0.28259928013812796 0.68274704487112714 3.1223208236042401 1.8971050831605665 0.22445710298052279 0.77443893055897195 0.59926977177383367 2.7093506114324559 0.18726369057549164 0.44366189116408605 1.0187656374182577 1.1746553977463916 0.47616173539427109 11.507236559389641 5.2853569146245709 0.24371689558029164 0.43497585286968388 1.8766927681863332 0.5882368935272092 1.3990176543593409 2.016609361191513 0.76336754413205188 1.0662234742194421 0.43357392912730564 47.712732113199309 0.50868908525444545 11.161055015865712 0.54138176568085328 0.51193202630383894 1.4651554366573716 21.49234752409393
leaf_count=262 795 87 56 24 28 260 201 16 88 24 75 99 427 38 1 85 31 18 13 101 79 9 12 643 21 136 45 44 14 302
internal_value=0.000170243 0.000175179 -8.94363e-06 -0.000501914 -0.000868092 0.000321928 -0.0013388 -0.00109129 0.000218084 0.000274645 0.000176712 -0.000942139 0.000318993 0.000250697 -0.00164979 -0.000503858 0.000228979 8.15334e-05 -0.00061027 -0.00124345 -0.000478216 0.000114671 0.00043216 0.000306662 0.000969384 0.000623885 6.09542e-05 -0.000770289 0.000299626 0.000233166
internal_weight=122.601 122.318 27.6592 8.7214 6.03776 2.68364 4.16248 0.786533 18.9378 18.255 1.87527 0.700619 17.8114 16.7926 3.38804 0.678693 94.6593 32.6632 7.82903 4.17899 2.16239 3.65004 3.0618 61.9961 2.11629 14.2834 1.05007 0.945506 24.8342 22.9575
internal_count=4034 3772 2217 845 513 332 315 276 1372 577 198 123 489 465 287 86 1555 689 342 193 92 149 131 866 75 223 66 56 347 316
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=10 18 18 17 8 10 6 14 6 16 22 10 20 16 22 20 10 18 15 7 0 22 23 18 5 21 21 22 15 23
split_gain=0.0795207 0.162169 0.126436 0.10053 0.171223 0.119889 0.0953178 0.420336 0.366355 0.311842 0.293661 0.3606 0.408524 0.241891 0.185057 0.442907 0.704377 0.425019 0.39759 0.334861 0.226433 0.168906 0.211993 0.157076 0.154253 0.148862 0.39355 0.413412 0.412386 0.359142
threshold=81.479100559500012 17.399600107550004 17.323446153950005 190.11254901275001 7.1444245619500011 83.740093847200015 13.65531905435 277.23638966875006 13.78532209185 18.844955932300003 -0.50001499999999999 69.999384342500022 40.750688432250008 22.674946976100003 -0.16276499999999997 39.337369931850013 62.020040611300011 13.276755824150003 31.756370566200005 19.078733418100004 71.131225215400022 -0.58559499999999998 0.075810000000000016 12.551858988050002 12.451585980350002 3.2025200283000004 4.0199878722000006 -0.053159999999999992 37.050691080100002 0.079470000000000027
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 -4 7 21 9 -8 11 12 -10 24 15 17 19 18 -12 20 -17 -1 -23 -14 -9 29 27 -27 -29 -16
right_child=2 -3 3 4 -6 -7 8 13 10 -11 14 -13 23 -15 25 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.030549853809232728 -0.060329303151535965 0.032478840700694234 0.060189076125131954 0.031678873826402866 -0.060589927342467487 -0.061575444908062237 0.039337327517121601 0.022333385611545842 0.010173619688779618 0.0021015754274076493 -0.061679563718081629 -0.063596155137075824 0.0072691890756945467 0.060869798252179995 0.021687475571743699 -0.047515374905334536 0.055492530688063188 -0.06522350720430431 0.059145864814019747 -0.063213725929448766 0.032991320803282959 -0.061056784018735537 -0.0012665048478666631 -0.073928356632929459 -0.059822065267859055 -0.0074016901327745178 0.00080735410748742633 -0.079926701953042995 -0.0060586397798790157 0.0010660253206115147
leaf_weight=0.58055162803066096 0.19340328883600832 0.5845934252583892 0.13314903993159533 0.1195465372908302 0.1798947846405099 0.036871837784815398 1.6638121418072835 0.091126910017011009 1.2846740107634098 1.5526915425434706 0.14516928802186102 0.52855740761151526 0.11128256260417391 0.074596033431589603 3.860260063265744 0.16629043825378209 1.4149909747065974 0.41157459617352288 0.29465484945103526 0.29933825595435337 0.49950408632867038 0.21697487230630663 8.8176587716307022 0.36129195938701741 0.78159393341536543 3.5718745689591742 50.548854346192456 0.64774086452962254 0.46265592356212437 13.788476892063043
leaf_count=29 371 53 7 226 127 229 31 111 42 10 95 32 5 3 196 58 39 30 12 88 33 99 270 76 180 81 1036 42 23 400
internal_value=0.000956718 0.0011041 -0.0196675 -0.00291609 -0.0237533 0.0337824 0.000905115 -0.00443648 0.00159643 0.0213626 0.000785454 -0.020319 -0.00730176 -0.0424153 0.00141927 0.0154127 0.0286443 -0.0215771 0.019266 -0.010718 0.0128838 -0.000694696 -0.00270242 -0.0548078 -0.0512436 0.000798797 -0.000727886 -0.017302 -0.049149 0.0055765
internal_weight=93.4237 92.7608 0.662865 0.469462 0.299441 0.170021 92.1762 10.5625 81.6137 3.2165 78.3972 2.28581 1.75725 0.947317 76.1114 3.23152 2.38012 0.851399 0.439824 0.965133 0.665795 9.61519 9.03463 0.472575 0.872721 72.8799 55.2311 4.68227 1.1104 17.6487
internal_count=4034 3074 960 589 353 236 3021 692 2329 41 2288 155 123 294 2133 355 218 137 107 179 91 398 369 81 291 1778 1182 146 65 596
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=3 20 22 21 9 22 15 22 9 5 5 6 20 20 20 17 21 15 21 21 17 2 22 15 3 18 18 18 21 16
split_gain=0.0756942 0.51381 0.678686 0.493812 0.473036 0.520427 0.389085 0.356742 0.386644 0.268868 0.444479 0.290467 0.5214 0.307731 1.10111 0.37686 0.260298 0.409897 0.24375 0.287034 0.263096 0.220949 0.284919 0.391851 0.26792 0.208952 0.604158 0.335395 0.340233 0.322768
threshold=93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 197.63955579655001 -0.086719999999999992 39.296024648600003 -0.068964999999999985 185.90443620030001 20.305669781650003 20.849573174100005 16.465384711100004 40.94178426300001 40.563919884450009 41.147265497500008 190.38166638035003 7.0441631297000011 38.992510055900006 16.359396914950004 15.109659503850002 203.72643944000004 97.254132369200008 -0.059424999999999999 42.246988155050012 94.173999851450006 13.4793103924 13.531614672700002 13.552878921100001 8.119216894900001 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 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 9 6 -4 5 -5 16 -7 -9 -2 -11 12 -12 21 -15 -16 -3 -18 19 25 -20 24 -23 -24 -13 -1 -27 28 -28 -29
right_child=1 2 3 4 -6 7 -8 8 -10 10 11 13 -14 14 15 -17 17 -19 20 -21 -22 22 23 -25 -26 26 27 29 -30 -31
leaf_value=0.0088797169349767776 0.028089734133734084 0.045789420386822398 -0.064370039164115087 -0.063120759382274738 -0.067837173014543978 0.052220652960936392 -0.062350214946819166 0.044003166493896843 -0.063314287561211213 -0.033114653596181688 -0.0027218344537047042 0.058474321618589793 0.042377334930956891 -0.065426611888967909 0.009342771055844825 -0.026458280009225794 -0.013739040904923177 0.059351973707135984 -0.048493525036681584 0.039833494325676108 0.046898473582381424 -0.009014044118018507 -0.014817563000079371 0.034960338439432664 0.002483837214343768 -0.041587161869124013 0.061191373916649715 -0.00039143477354472358 0.00053997285732712715 0.027379672489456643
leaf_weight=12.384443801296582 1.3829097412526667 0.63015796666877655 1.2980699980653292 0.34591482151154185 0.48112344049150113 0.59326978499302618 0.27365712047321711 0.21175795290400856 0.27631845040014014 1.2861309858126357 1.9741908345513395 0.62794120982289114 1.7069341259193604 1.0683301572244088 4.3322901911960798 1.3858523412491193 1.3707151857415736 0.34244312345981587 0.60939794462103591 0.71976042692318642 0.12430936544842552 3.0702277507007318 0.85407086845952251 1.6669324301183222 0.59376663633156568 1.204061585562157 0.66250115074217208 49.058187317522027 0.65863936356981867 1.5414576320908953
leaf_count=185 31 94 206 27 24 10 32 29 19 16 52 10 22 99 64 27 115 5 105 60 29 139 31 25 72 16 54 2385 4 47
internal_value=0.000863413 -0.00188852 -0.0175053 -0.0359354 -0.0165944 0.000679374 0.00507623 0.0210886 -0.0167533 0.00267014 0.0007768 0.00329922 0.0181906 -0.000731615 -0.00973833 0.000666008 0.0129504 0.000871118 0.00192259 0.00230207 -0.0323316 0.00824011 0.00320969 0.0180965 0.0312622 0.00188971 0.000260199 0.00123065 0.0309543 0.000454579
internal_weight=92.7358 25.773 5.82343 3.20645 1.90838 1.42726 2.61697 1.08135 0.488076 19.9496 18.5667 17.2805 3.68112 13.5994 6.78647 5.71814 2.34332 1.71316 66.9628 66.2291 0.733707 6.81294 5.59123 2.521 1.22171 65.5093 53.1248 51.9208 1.32114 50.5996
internal_count=4034 1149 561 315 109 85 246 58 48 588 557 541 74 467 190 91 214 120 2885 2751 134 277 195 56 82 2691 2506 2490 58 2432
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=22 20 18 15 15 5 10 16 15 16 15 18 15 16 10 13 4 20 4 2 23 9 9 22 16 20 7 13 0 18
split_gain=0.0782487 0.292567 0.135731 0.109356 0.102039 0.27374 0.282754 0.239635 0.197151 0.113418 0.341569 0.642624 0.551958 0.36658 0.412341 0.524185 0.301715 0.672055 0.241785 0.185391 0.179656 0.167384 0.396198 0.547483 0.312703 0.20311 0.344828 0.429025 0.308809 0.271964
threshold=0.26941000000000009 39.051326806600009 13.659439901750002 17.155819993400005 19.763739472850002 12.290720980000001 76.599549052750021 12.644970430600003 19.215947067900004 18.634956423400002 28.504445985850001 14.053554955550002 28.343014915050002 15.584963555600002 70.776348742200014 103.54865335235002 266.52371110730007 40.844669808050007 195.50296729855003 49.864842700850012 0.086230000000000015 204.68881850780005 202.37225149245003 -0.070909999999999987 22.494947397000004 36.79544512155001 22.747724408400003 113.97180552410002 93.692765846100016 13.893471991850001
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 5 -1 8 -8 -7 10 12 -12 13 16 18 20 19 -18 -15 -6 -16 22 25 24 -24 26 27 -11 -28 -27
right_child=1 -3 3 -5 9 6 7 -9 -10 21 11 -13 -14 14 15 -17 17 -19 -20 -21 -22 -23 23 -25 -26 29 28 -29 -30 -31
leaf_value=-0.065325611057440877 0.042024694796522946 -0.067697599244009962 0.0054687930907532257 -0.045022507102401049 0.02848322788111474 -0.059262438109014784 0.0023149586538515508 0.047275914149894745 0.05276979833950457 -0.054416274240797334 0.033505961229238372 -0.060225958982425082 0.06848645097292827 -0.05248666213213217 -0.065476736506972819 -0.059769783308681428 -0.066201577599416833 0.061115359472062397 0.034083700568655194 -0.0034570319303602469 0.0015800575171864761 0.0071852148362745623 -0.013979460505298103 -0.00119741759693183 -0.077399424620717291 0.0021434400663145185 0.050915591387482237 0.019068012281026017 0.0014696653597560236 -0.013646986208545311
leaf_weight=0.17101527111952863 0.26678844801790436 0.32881384733718722 0.54535883088510673 0.26751129063359258 0.83032936602830787 0.28027345299074147 0.84429400901262885 1.2022735546634065 0.085853010124992579 0.53574107633903556 0.42809905795729619 1.0733470498471431 0.46158087888034138 0.16518582937351434 0.18921002883871585 1.446884756820509 0.21751146406859223 0.8567394505307675 0.73829465480230283 9.0194223106136615 1.4348382304597178 18.25452590106579 0.53070665872655831 2.2963097119936711 0.84041464921028819 40.205822837320738 1.3819009856088089 0.87590565577556845 0.85571892431471486 5.1480261834221883
leaf_count=713 11 71 31 53 4 207 125 48 24 16 28 233 5 201 138 128 63 54 116 179 83 394 18 43 33 719 35 68 16 177
internal_value=0.000851006 -0.0142777 0.00199149 -0.0111476 0.0010868 0.0137563 0.0193617 0.0287277 -0.032992 0.000713912 -0.00405452 -0.0335007 -0.00117614 -0.00333442 -0.0201559 -0.0314568 0.00278564 0.0353366 0.0182558 -0.000764483 -0.00623241 0.00184754 -2.38924e-06 -0.0205092 -0.0528521 0.00153236 0.0162133 -0.00882037 0.0320063 0.0003511
internal_weight=91.7787 1.40847 1.07966 0.81287 90.3702 2.58371 2.41269 2.04657 0.366126 87.7865 16.8614 1.50145 15.36 14.8984 3.97441 3.07093 10.924 1.07425 0.90348 9.84975 1.62405 70.9251 52.6705 3.66743 1.37112 49.0031 3.64927 1.41165 2.23762 45.3538
internal_count=4034 166 95 84 3868 1117 404 173 231 2751 1232 261 971 966 666 349 300 117 317 183 221 1519 1125 94 51 1031 135 84 51 896
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=17 13 14 13 5 7 7 22 7 0 9 8 20 16 23 21 21 19 7 18 18 4 16 22 20 23 8 17 16 20
split_gain=0.0819122 0.167938 0.114469 0.11253 0.50005 0.107112 0.232163 0.294346 0.322501 0.216367 0.194621 0.294233 0.27936 0.65786 0.604084 0.214268 0.216345 0.227063 0.19919 0.649992 0.641786 0.570296 0.45082 0.424684 0.545158 0.333819 0.291688 0.223018 0.20518 0.184725
threshold=162.13109061465002 120.87576600310001 121.25703220415001 118.72231104060002 30.284449345300001 19.078733418100004 22.061824394000002 0.18145000000000003 21.623105384250003 81.446839061900008 186.68586460755003 8.3434888241000014 42.006870117350005 22.604947139800004 0.085035000000000013 15.475979305150002 10.558528947350002 14.351157895250003 23.109894804950002 13.314799198000001 13.24088655595 202.99973138610002 22.554947256700004 -0.090495000000000006 39.861052345600008 0.11002000000000002 8.543332867800002 193.10154186985002 22.684946952700002 38.969453495950006
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 -4 7 8 9 -7 11 12 15 14 -14 16 17 -8 19 20 21 23 27 -12 -25 26 -23 -21 -20 -29
right_child=2 -3 3 4 -6 6 10 -9 -10 -11 18 -13 13 -15 -16 -17 -18 -19 28 22 -22 25 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.062374020733939391 0.037670612058574512 0.017910657677655286 0.025104654925804253 -0.06306852473020394 0.031039573174440501 -0.063584997416232206 0.010847717891292736 0.052733487916200771 -0.059274070745511373 -0.00098589341264343684 0.029562285816989851 0.062146050036825627 -0.063656855440728924 -0.063833054271464254 0.04614395921566572 0.056094746197414523 -0.0037386534766833167 0.050630833724419594 0.0015856940676374359 0.011483759442320036 0.031662526120969807 -0.052476323002160138 -0.065334075452210746 0.013821188102933646 -0.031591034630936807 0.0046659169478609468 -0.014606274792327978 -0.0093712664465554762 0.036490352754675763 -0.054500581247699777
leaf_weight=0.21999512604963811 0.31251917546614905 0.17285952717065811 0.6756380193410213 0.47326359942962781 0.37678128713741899 0.2370166195087221 1.7202489985578489 0.2066979680694202 0.66309627978353081 1.5251954846889928 1.9607742563821373 0.39565735671203572 0.25301681399218956 0.61070542714151088 0.7044631178664531 0.43287303280067124 2.0002355322470748 0.77231910871341813 63.216326738145199 0.75521667301654805 2.0441142352647139 1.5247816048577081 0.96590933500556264 2.3696690518408996 1.6772980224341152 1.167459408577997 1.4980384593363849 0.7434816271997986 0.63194661075249214 0.61631472810404375
leaf_count=349 14 4 114 102 18 222 334 27 46 124 31 8 323 41 82 15 30 33 1813 8 37 50 30 29 26 13 33 16 38 24
internal_value=0.000724379 -0.0270481 0.000844896 0.000717331 -0.0213552 0.000927278 0.000743101 -0.0170892 -0.0230399 -0.00940544 0.00128847 0.0111145 0.00800524 -0.0144005 0.0171288 0.0151386 0.0111925 0.0231745 0.000433404 -0.00580749 0.000490309 -0.00575792 -0.030832 0.00628007 -0.00500027 -0.0230172 -0.0337088 -0.0150752 0.00193117 -0.0298257
internal_weight=90.9239 0.392855 90.5311 90.2185 0.850045 89.3685 88.6929 2.63201 2.42531 1.76221 86.0609 6.88952 6.49386 1.56819 0.95748 4.92568 4.4928 2.49257 79.1713 15.3231 12.2421 10.198 3.08092 6.00774 4.04697 4.19028 3.02282 2.11501 63.8483 1.3598
internal_count=4034 353 3681 3667 120 3547 3433 419 392 346 3014 866 858 446 405 412 397 367 2148 297 219 182 78 86 55 96 83 48 1851 40
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=16 16 22 20 5 7 0 10 10 15 0 6 23 23 22 22 22 3 20 2 23 23 22 23 19 22 19 7 9 22
split_gain=0.391642 0.943408 0.709778 1.08384 1.01585 0.617256 0.584126 0.977197 0.686283 0.582941 0.569711 0.780044 0.474509 0.558183 1.06869 0.551065 0.494269 0.435453 1.23395 0.900835 0.500486 0.683145 0.84594 0.723181 1.56513 0.526467 0.483158 0.465091 0.416694 0.406575
threshold=20.404952284350003 19.974953289850003 -0.059424999999999999 38.244973486750006 20.305669781650003 23.974509389900003 90.297243227400017 66.590419433100024 65.536543845950021 35.098844929350008 92.313586825200005 14.845346859150002 0.083495000000000028 0.092650000000000024 -0.59168499999999991 -0.079634999999999997 -0.122165 93.281431752200021 41.942745071500006 101.23478163165002 0.080770000000000022 0.092835000000000015 -0.083424999999999985 0.085335000000000022 14.651182102100002 -0.078649999999999984 14.251149826300002 24.268610899850003 185.90443620030001 -0.087234999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 10 9 8 -8 17 -1 -4 -12 16 -14 -15 -16 -5 20 -19 28 25 22 -22 -24 27 -2 -21 -25 -20 -23
right_child=6 -3 4 12 -6 -7 7 -9 -10 -11 11 -13 13 14 15 -17 -18 18 19 26 21 29 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011116707910181736 0.00041390286682833335 -0.001674794735150436 -0.0015054953790690274 -0.00017863971219884403 -0.0019048791177421157 -0.0019735759424417869 0.001504842948509492 -0.00021183145564900057 -0.00085173656150322008 0.0019923575355651076 0.00032254763256954689 0.0014122483027351437 0.00047139859164158847 0.0012065720264672489 -0.0012737176813268842 4.2601852924873999e-05 -0.0018134250614530853 0.00029849897169976336 -0.0010387983616199482 -1.597169312109595e-06 0.00041499116777456158 7.7932450466383621e-05 0.00033818094006200631 -0.0024988687181092661 0.00081858511997849376 0.0015090408590077897 -0.0018602849224099152 -0.00072094912133583594 0.00052489835344169278 0.00078054409573584979
leaf_weight=0.70098518920895292 3.8373658135533333 1.1783045496558759 0.57743366187788225 2.5903430100197538 0.74865249373396991 1.8014097685381782 3.6012191381305447 1.9735152870416639 2.1553916484117499 0.34813717752695084 18.964737611352579 2.9136161492206147 9.3058055470592063 1.4429951985148362 2.8514736059969432 2.1407370114466171 0.98008636868689825 24.474403690430339 0.93383596464991514 0.69591005561233066 7.5823357310146084 4.3948438572697333 2.122906448319557 1.7770241145044572 1.1434725895524023 3.0126856435090295 2.3650486067490419 0.82985232956707466 2.1958464687340893 11.328390032052992
leaf_count=183 25 49 49 654 238 292 58 29 39 9 647 39 387 43 171 31 121 302 30 42 60 46 20 36 8 98 173 29 36 90
internal_value=0.000198422 5.73443e-05 0.000102333 -0.000148627 0.000342019 -0.00127726 0.000286652 0.000897122 0.000237223 -8.16406e-05 0.000416928 0.000467667 1.79685e-05 0.000164351 -0.000279664 -0.00070926 -0.00062739 0.000272415 0.000100679 -0.000681391 0.000418584 0.000306611 -1.77081e-05 -0.00057632 -0.00109398 0.00089555 -0.00143771 -0.0019329 5.83219e-05 0.000584155
internal_weight=120.969 46.5447 45.3664 22.162 23.2044 2.85053 74.424 5.57473 68.8493 1.04912 22.4558 21.8784 19.3114 15.741 6.43521 4.99221 3.57043 66.6939 30.665 6.19064 36.0289 29.1788 13.4556 5.87326 3.75035 6.85005 3.06096 2.60688 3.12968 15.7232
internal_count=4034 2913 2864 1891 973 484 1121 87 1034 192 735 686 1407 632 245 202 775 995 583 281 412 289 153 93 73 123 215 65 66 136
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=17 5 13 20 8 4 22 22 15 9 22 20 5 22 0 6 8 5 6 20 9 23 4 15 2 22 23 23 9 13
split_gain=0.0727812 0.162299 0.165042 0.0816643 0.360746 0.28878 0.280269 0.235499 0.224569 0.126012 0.316558 0.38502 0.329491 0.276634 0.2201 0.48713 0.189515 0.224486 0.422424 0.16563 0.150633 0.354922 0.336318 0.241035 0.294876 0.60465 0.197273 0.132669 0.31306 0.471655
threshold=162.13109061465002 28.449653740450003 120.87576600310001 47.709122305950011 6.2451263653500009 375.65892766775005 -0.59260499999999994 -0.16276499999999997 32.393814985100008 186.68586460755003 -0.11572 41.827117825850003 22.783584484750005 -0.073609999999999995 85.732241321850012 16.555386813950005 8.4434108459500017 30.284449345300001 16.625388449550005 40.413896136950008 192.31210988165003 -0.081689999999999999 239.70509694970005 37.606388722050006 84.960908098050012 -0.087234999999999993 0.088655000000000025 -1.0000000180025095e-35 203.36975145060003 113.0174028878
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 -2 -5 -9 10 -6 13 -13 19 15 -11 -17 18 -18 -12 21 -16 23 24 -23 -26 -24 28 -22 -30
right_child=3 2 -4 5 9 -7 -8 8 -10 14 11 12 -14 -15 20 16 17 -19 -20 -21 27 22 26 -25 25 -27 -28 -29 29 -31
leaf_value=-0.062874705519870983 0.04430881731307023 -0.06251550774537977 0.062109293439384802 0.040482523833535296 0.045456490522171919 -0.061814970649175544 -0.061554935493461638 -0.062611867908434399 0.06255832049276952 -0.063874098697226753 -0.010637605507232428 -0.046572462832601531 0.01936551500609324 0.036096106692753448 0.030340638334189287 0.037469328124200861 0.0052732222377683182 0.032247319282796102 -0.062649518502909951 0.013441081153764928 0.00015554599795255931 -0.0010194867571391218 -0.011276302213010033 0.015414673262193713 0.0016346440605906332 -0.075865348968340324 -0.057878046136472974 0.0027914437297629248 -0.062009558068847503 0.00614747327430716
leaf_weight=0.20336931703894734 0.11147730861466698 0.061431630107108504 0.1104847751557827 0.92445907432011154 0.77137518460949639 0.15706666549908721 0.55790593949552558 0.18012715027589254 0.075603902339935303 0.62689791904995162 1.7544931031079603 0.88665585429407634 0.41256386363238562 1.2793946399724516 0.85288761421543302 0.36134020595636718 0.85253757494501747 0.35697727277874935 0.56604363485530484 2.6866107191890478 6.8483933686293224 2.9424273107106256 0.58263721748153308 1.5889309501508249 0.80906388477887881 0.69556847677267852 0.8020807215179957 60.957377467762861 0.81456140041927916 0.70258183777332306
leaf_count=278 54 73 2 50 38 186 837 97 1 112 19 42 22 36 27 11 14 14 103 33 82 37 18 24 24 22 28 1669 71 10
internal_value=0.000766484 -0.0260204 0.0175766 0.000877985 0.000652894 0.0158286 -0.0439247 0.0261619 -0.0256068 0.000991396 0.0083927 0.00431987 -0.025634 0.0111229 0.000273825 -0.0166288 -0.0027685 -0.0109572 -0.0218294 0.00392861 0.000875854 -0.0068978 -0.0111777 -0.00496255 -0.0122433 -0.0341924 -0.0382698 0.00180363 -0.0053943 -0.0304464
internal_weight=90.5333 0.375286 0.171916 90.158 88.8208 1.33726 0.669383 1.18019 0.255731 88.1514 7.79109 7.01972 1.29922 5.7205 80.3603 2.7638 2.1369 1.77556 1.41858 4.4411 77.5965 8.2736 7.42071 6.03599 4.44706 1.50463 1.38472 69.3229 8.36554 1.51714
internal_count=4034 353 75 3681 3347 334 891 148 98 2456 190 152 64 88 2266 254 142 131 117 52 2012 180 153 107 83 46 46 1832 163 81
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=3 17 18 16 17 9 17 22 22 13 7 6 12 13 7 15 4 13 20 8 16 20 2 5 16 7 15 6 15 6
split_gain=0.0742643 0.129532 0.111956 0.11655 0.402952 0.111323 0.0854807 0.36913 0.497889 0.675679 0.655031 0.431274 0.366528 0.132775 0.154563 0.124607 0.112152 0.440684 0.131213 0.348943 0.201711 0.196293 0.215201 0.117253 0.137142 0.261 0.165395 0.161855 0.443037 0.347515
threshold=75.962384475800022 241.79519611995002 17.138111898250003 17.684958644900004 217.18274420675002 218.72979271345005 204.49254535040004 -0.039434999999999998 -0.089094999999999994 112.64908412395 25.161974272550005 13.975326531250003 227.20419929940002 107.29098706995002 25.395581754250003 38.213426205600008 377.6847677435 117.61735474900001 47.709122305950011 5.9453602998000008 21.094950670800003 49.283271594150008 134.33885108415004 13.264960807550002 14.074967086600003 25.016749795550002 20.520114807950005 14.815346158200002 28.504445985850001 14.375335877400001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 16 8 9 11 -10 -8 13 14 -9 -14 18 -18 19 20 -2 -20 -23 -21 25 -25 -26 29 -29 -28
right_child=2 5 3 -5 -6 -7 7 12 10 -11 -12 -13 15 -15 -16 -17 17 -19 21 23 -22 22 -24 24 26 -27 27 28 -30 -31
leaf_value=-0.060183272975102932 -0.060236532209062964 0.042521617155580796 0.040954149924230396 0.06034137241851769 -0.060881555087857142 -0.060291909248052916 -0.0012833956096259778 0.00046566813635356009 -0.072113102965895959 0.042035212052419425 -0.0060723064173059862 -0.062390460511842549 0.059360790455849563 0.0080113535352387792 -0.049066303192519894 0.017062632394806532 -0.053876962119037794 0.038909723373003496 0.037714687448553837 0.022378531953780898 0.027274520120238403 -0.063112723036064619 0.030044607075916531 0.0027532622771790733 0.024521397455963313 -0.061790821317186127 0.00014753132455734214 0.031395695070160302 0.0018450714655811346 -0.020609516212236844
leaf_weight=0.19131520247952849 0.49876999226853413 0.1219558743541711 0.45027958671562274 0.21477089636027813 0.20055417352705263 0.054375070962123573 1.407697630558687 0.53309785856254066 1.0148731087974741 0.95132089254911978 1.1374025412951594 0.58335787369287562 0.55193736957153283 1.6059129731729624 0.3892275180114666 0.45269624004140496 0.51713287397887953 0.2827183180488646 0.8036195425538597 0.94597673637326707 0.11591730080544949 0.17390068210079335 0.18043034199399699 0.60128225119114986 1.0977619674522419 0.35630067182137282 17.017431247921198 1.8771980834717386 51.96341595742706 3.46709335775813
leaf_count=842 664 26 26 16 40 42 60 13 65 40 48 47 20 21 40 27 177 14 43 22 5 14 46 19 23 105 259 63 972 235
internal_value=0.00067276 -0.02613 0.000782993 0.0221699 0.00957352 0.0108171 0.000573874 -0.00507706 -0.0153702 0.00060712 -0.0372128 -0.0191871 0.0097664 -0.00236693 -0.0204372 0.0403009 0.00118406 -0.0210802 0.0014092 0.00111254 -0.0437338 0.0213773 -0.0156757 0.00146903 0.00121007 -0.0212625 0.00149539 0.0011553 0.00287538 -0.00336569
internal_weight=89.7597 0.367646 89.3921 0.865605 0.650834 0.176331 88.5265 8.62752 5.09465 2.94238 2.15228 1.99106 3.53287 2.52824 0.922325 1.00463 79.8989 0.799851 79.0991 77.9411 0.614687 1.15795 0.354331 77.3265 76.3805 0.957583 75.4229 74.3251 53.8406 20.4845
internal_count=4034 910 3124 82 66 68 3042 381 260 147 113 107 121 74 53 47 2661 191 2470 2367 669 103 60 1698 1676 124 1552 1529 1035 494
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=16 16 17 18 20 21 10 9 5 20 4 9 6 5 16 21 22 8 3 20 22 21 17 23 6 16 23 22 17 23
split_gain=0.28224 0.892745 0.553881 0.936883 0.699417 0.44053 0.694465 0.451038 0.438941 0.421126 0.418147 0.479689 0.404903 0.374936 0.37 0.340844 0.323978 0.321152 0.31401 1.13175 0.889599 0.66673 0.655378 0.584864 0.524787 0.459776 0.386785 0.697501 0.686536 0.774886
threshold=18.634956423400002 15.584963555600002 236.15709471040003 15.289002683150001 33.151194885250007 5.2761091985000013 70.897329358050015 200.76482212275002 20.305669781650003 36.728658719300007 193.19324462480003 195.41812862360004 11.075258771650001 13.154029769200003 15.404963976500001 8.815316493700001 0.20949500000000004 8.1436447804000007 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 189.19102531915004 0.080770000000000022 16.425383776450001 22.604947139800004 0.093325000000000033 -0.083064999999999986 193.82841840970002 0.090735000000000024
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 8 7 15 10 -1 11 -3 16 -14 -15 -7 -11 -12 23 -20 25 -22 24 -2 -23 -21 27 -25 -29 -30
right_child=18 2 -4 4 -6 6 -8 -9 -10 12 17 -13 13 14 -16 -17 -18 -19 19 20 21 22 -24 26 -26 -27 -28 28 29 -31
leaf_value=-0.0020276848098159943 0.00068666583153146894 0.00046773022425081965 0.0012158244655780359 0.001269847856797071 -0.0020594015568547804 -0.0020050783452381657 -0.0020402605375769052 -0.0020441465305040853 -0.00197157365282931 -0.0019883209785878752 7.3286717810308144e-05 -0.0020694969796713585 0.0015662457650023125 8.7110118992868847e-05 0.00071709609413457196 0.0013385660243726552 0.0016917906129884036 0.001781945310405114 0.00028794793367534487 0.00066386437821287986 -0.0021364206483469885 -0.0012067911604603662 -0.0021675249432194801 0.00036797798894796558 0.00093143496721746169 -0.0011342377519777784 0.00041046865923133222 -0.0014438003995990492 0.00013944141971158243 -0.0014090086423589646
leaf_weight=0.30373980038962756 13.622790084220467 0.85773960780352243 0.66565095126861695 0.2741852637700507 2.1064793169971381 0.13852455499727534 1.0520247472231856 0.27519875194411725 0.31242575389478577 0.48318361301949408 0.70987076370511193 0.43015589215792716 0.92969508402166212 11.320065749318021 5.2449762397445729 0.76187965803546831 0.11359355283093464 1.0462458501569925 24.654380425083222 2.2415326538612166 1.6757542601117128 0.73812320549041066 0.69205961616535194 12.61748591205105 1.0974113026750272 0.72310994251165528 22.228893977939151 1.7190124823246176 8.1038652874995005 1.4675272405147541
leaf_count=268 221 15 38 9 212 45 159 36 266 672 38 67 24 471 40 59 44 14 351 97 132 19 37 165 35 34 273 28 116 49
internal_value=0.000193942 1.78665e-05 -0.000502421 -0.000646023 -0.00167597 -0.000206926 -0.000882947 0.000152711 0.000241742 0.000261966 0.000468908 -0.000379701 0.000300408 0.000354585 0.000286582 0.000824156 -0.00128783 0.00109126 0.000245902 8.85637e-05 -0.00059722 -0.00117734 -0.000541483 0.000329686 7.15904e-05 0.000225287 0.00022428 5.11673e-05 -0.000302882 -9.79736e-05
internal_weight=118.608 27.0256 8.63038 7.96473 2.38066 5.58407 2.22763 1.1756 3.35644 18.3953 3.04401 1.2879 18.0915 17.4947 16.565 0.900404 0.596777 1.75612 91.5819 31.8224 7.16799 4.20335 2.52759 59.7596 1.83553 2.96464 46.1368 23.9079 11.2904 9.57139
internal_count=4034 2477 958 920 221 699 299 140 400 1519 134 82 1251 535 511 104 716 52 1557 705 354 223 91 852 54 131 631 358 193 165
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=8 22 22 4 7 7 8 16 13 21 8 15 22 13 15 16 21 15 2 2 3 22 17 17 12 21 22 18 20 6
split_gain=0.301385 0.676988 0.603552 0.533504 0.360619 0.558671 0.271138 0.274814 0.278173 0.786617 0.743363 0.425705 0.531548 0.419349 0.920444 0.511538 0.414056 0.375714 0.800255 0.57811 0.471922 0.560997 0.461347 0.540745 0.453693 0.490312 0.374778 0.608573 0.389942 0.570463
threshold=8.8430989333000021 -0.08786999999999999 -0.13734499999999997 143.78867033265001 22.649177329550003 22.444423115000003 8.7431769115000026 22.764946765650006 117.61735474900001 9.1912342607000017 8.543332867800002 46.683480308100009 0.051245000000000013 113.97180552410002 40.042228346200012 20.959950986500004 1.2199730554000003 38.884669609800007 217.08409765600001 258.06114663960005 92.598563387050021 -0.020814999999999997 197.78839148195001 202.32358236650001 171.67945071775003 9.1912342607000017 -0.13509999999999997 13.431026577400003 42.779078631750004 16.285380505300001
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -3 7 8 11 10 -10 13 -13 14 15 -1 -15 18 26 -20 22 24 -19 -24 -22 -26 27 -18 -28 -30
right_child=1 4 -4 -5 -6 -7 -8 -9 9 -11 -12 12 -14 16 -16 -17 17 20 19 -21 21 -23 23 -25 25 -27 28 -29 29 -31
leaf_value=0.00013728653900675964 0.00063627828758805449 -0.0012772980586254221 0.0010323744603456316 -0.0015451602604236044 -0.0016078084658288623 0.0017599231053464933 0.00061823758088186431 0.00085790017992552867 -0.00036329752437562989 0.00035034553314802601 -0.0024087594668326631 -0.0020157332991338197 0.00039795645931359197 0.0011538882576721666 -0.0021445119523395765 -0.0021288475966783809 0.0017776487889294805 0.002012736057214208 -0.0022942249356942904 0.00023845156659195189 0.00091406893014868526 0.0013102657719912798 -0.00060293861167949147 0.0014007578722235673 0.00038980628970587862 -0.00048228025660002668 0.00026255593086612635 -0.00031861547607622365 0.00014054642667262902 -0.0016564000664822224
leaf_weight=44.276557716145135 0.75975035165902249 0.57276403441210222 1.8909998963354153 0.91115391743369401 1.5065215732902286 0.36733207065844908 5.3444877738365895 2.127225622534751 4.8215924058313231 6.2697624175489182 0.76006429758854199 0.71254824165953212 0.6399929104372859 2.247850886109517 0.67423735428019327 0.37118600308895011 1.3574343893706129 1.381559446454051 0.82836336173931957 0.55699553032172844 2.648787717334927 1.981912132469003 0.84574160352349315 1.2095509953796861 5.5689334954950009 4.1635617044521496 15.728420097257191 0.82149282842874516 1.7929631397128099 1.0266968280702711
leaf_count=2618 19 49 34 38 54 7 65 36 157 70 14 76 4 144 36 8 42 14 36 48 39 25 8 39 61 39 194 11 7 42
internal_value=0.000172807 -0.000246243 0.000288541 -0.000553273 -0.00102481 -9.05378e-05 0.000196087 0.000174142 0.000159696 -0.00011694 -0.000641832 0.000196602 -0.000873628 0.000213149 8.47815e-05 0.000118447 0.000351143 0.000305933 0.000138593 -0.00127594 0.000513812 0.0003607 0.00115369 0.000576248 0.0002087 1.67276e-05 0.000233139 0.000987321 0.000144541 -0.000513759
internal_weight=114.166 6.00852 3.5619 1.6709 2.44662 0.940096 108.158 102.813 100.686 11.8514 5.58166 88.8348 1.35254 87.4822 45.322 44.6477 42.1603 39.9124 22.1124 1.38536 17.8 14.3632 3.43685 2.05529 12.3813 9.7325 20.727 2.17893 18.5481 2.81966
internal_count=4034 201 91 57 110 56 3833 3768 3732 241 171 3491 80 3411 2662 2626 749 605 380 84 225 164 61 47 139 100 296 53 243 49
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=10 19 0 21 15 21 6 9 9 18 9 5 5 5 23 15 15 22 0 20 13 16 21 6 2 4 23 5 21 12
split_gain=0.287412 0.95677 0.569867 0.457191 0.627778 0.489178 0.453391 0.73844 0.986136 0.504411 0.410894 0.370477 0.968737 0.819651 0.610507 0.546832 0.598681 0.371425 0.935629 0.823009 0.999015 0.875255 0.65521 0.549875 0.505534 0.494846 0.478009 0.457999 0.385212 0.37367
threshold=64.407391431150018 14.551174033150001 89.705782438650019 8.8898213993500015 30.243446395250004 9.7017357045000008 13.65531905435 204.12988221610001 214.61382006045002 17.399600107550004 193.24048816455004 21.043187000650004 21.955793948900006 20.204934414350003 -0.27172999999999997 42.493282152450007 34.139075990150012 -0.059424999999999999 92.313586825200005 38.244973486750006 109.4229343674 20.084953032650002 6.8125785082500014 14.815346158200002 72.043920985000014 237.14380148740003 0.082745000000000027 14.582249945350002 3.0668791869500005 128.52556993515003
decision_type=2 2 2 2 2 2 2 2 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 11 5 -5 9 -8 -9 -7 -6 13 -13 14 -2 16 -14 19 26 21 22 -16 24 -20 -21 29 -19 28 -27 -26
right_child=1 -3 -4 4 10 6 7 8 -10 -11 -12 12 15 -15 17 -17 -18 18 23 20 -22 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=0.00023687513413389743 -0.002403611206891542 -0.0020565688993456652 0.0017152504460513601 -0.0016771214755370186 0.00028906017558086181 -0.0015143251254476576 0.0014839718581270791 -0.0017170012731763469 0.0008731097866962953 0.0011327494203664981 -0.0018555928228118864 -0.0018038599011040365 -0.0012506899403973038 0.0014717688520232083 -0.0018018014376897631 -0.0012757468288592429 0.0017829571109509417 -0.00015751197430876362 0.00034945919046839473 -0.0015544307593681184 0.0012655241322503737 0.00031951184205626442 -0.0016300308237163722 0.0013223534083658796 5.4689619527503935e-05 0.00099352841648785249 -0.002220354583754362 -0.002068333790133907 -0.0010893992091568041 0.00090839252307274001
leaf_weight=62.327632113978325 0.35338129201863111 0.80413531605154176 1.0188392474083219 0.6218168221189434 0.45421962335967681 1.0246403199262202 1.6836818330921235 0.97951012011617455 1.3359342477924654 0.37918781419716641 1.4084989712573586 1.2647842664919147 0.32827683139839781 1.9251363630028198 1.849963323956213 0.5344991250312886 1.0503236113581804 1.0416234708682335 18.233522062546403 0.69637414580210766 2.6145006744191042 1.2551652900874612 0.9552222436195742 2.5453256489709011 5.1427279304516542 0.67470828971636299 0.73778130972641509 0.64199357463076001 0.69091826945805224 3.1964093686838169
leaf_count=1408 41 19 35 71 30 340 29 31 19 129 77 61 109 67 246 19 23 19 478 50 35 11 93 34 158 112 44 50 146 50
internal_value=0.000170869 6.63657e-05 0.000260653 9.82031e-05 -0.000337769 -3.01825e-05 0.000159361 0.000495892 -0.000222593 -0.000799324 -0.00133262 0.000173395 -0.000472412 0.000221622 0.000162387 0.000407832 0.00106058 0.000184901 0.000351778 -2.75637e-05 0.00016724 -0.000944317 -7.20815e-05 0.000468635 6.26799e-05 0.000171517 -0.00101281 -0.000702424 -6.02976e-05 0.000381916
internal_weight=117.771 54.4243 63.3465 53.6201 7.88749 6.02477 5.40295 3.99913 2.31544 1.40383 1.86272 45.7326 3.17788 42.5548 40.6296 1.9131 1.3786 40.2762 22.5583 17.718 14.6129 3.10513 11.9984 20.7788 11.0431 10.3468 1.7794 2.00762 1.36563 8.33914
internal_count=4034 2591 1443 2572 726 619 548 79 50 469 107 1846 212 1634 1567 151 132 1526 575 951 694 257 659 512 566 516 63 308 258 208
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=15 23 17 15 15 13 13 22 23 21 21 21 22 16 0 9 0 23 2 12 18 15 2 22 15 22 20 21 22 10
split_gain=0.0731886 0.207121 0.124901 0.0916869 0.382969 0.374166 0.530741 0.400599 0.336805 0.333029 0.269821 0.225049 0.224352 0.329682 0.206136 0.476583 0.320852 0.393043 0.260644 0.202012 0.292737 0.343857 0.220064 0.218573 0.216009 0.179806 0.372001 0.600711 0.375073 0.344069
threshold=46.683480308100009 0.090390000000000012 203.72643944000004 38.884669609800007 38.483556206400003 114.02557468670001 117.38883580790001 -0.097799999999999984 0.089850000000000027 1.5694662960500003 4.4092399769000012 5.8563866808500009 0.010890000000000002 22.764946765650006 86.329079026800017 200.84017322135003 85.925810307250018 0.10371000000000001 201.70502722175004 248.60872946435003 14.522586764600002 25.186533201700005 200.74412770730004 -0.0034049999999999996 35.517387705950007 -0.099639999999999992 41.827117825850003 9.3662909385000024 -0.12546499999999997 69.873026810350026
decision_type=2 2 2 2 2 2 2 2 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 19 9 10 8 -8 -5 -7 -10 14 -14 16 -16 -9 -18 -17 22 21 -21 25 -24 -22 26 27 28 -1 -28
right_child=1 2 -4 5 -6 6 7 12 11 -11 -12 -13 13 -15 15 18 17 -19 -20 20 24 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0085133824440326716 -0.051730138831386267 -0.013156239369996849 0.019926627290791196 0.0083658796545230812 -0.037291401248426698 0.0081299002137903125 -0.0032342084871762496 0.0070463315940647985 -0.014034272869672067 -0.068587062713992952 0.057885306958733174 -0.073326507110557493 0.058352130031035662 0.00081815340603273886 0.038605849367630868 -0.020571795218114537 -0.043647802222615537 0.0026772662131064437 0.016862131913314437 0.019957956768149793 -0.018162707824307456 -0.077615021644522789 0.039787491190304905 -0.0044461683943727588 0.046444532493877894 -0.001624703539537427 0.037560109138312363 -0.069579572915978882 0.01664457275919733 -5.7524197544427417e-05
leaf_weight=5.3599456021765643 0.43025138891971382 1.4294824382232039 0.76134387217462052 0.43489916063845413 1.1784895104356099 0.76931802742183508 2.5478432503005091 7.7836002811382077 0.50777678564190842 0.56008044132613577 1.2378310505300758 0.61757797922473401 0.87796530150808283 0.85650132094451692 2.2696057818830004 1.5327282547950747 1.4217636261601003 1.8150728475302456 1.7163435490801928 0.21599067648526116 0.72002627192125579 0.57782231454621069 1.2515669615809204 0.7952624156988567 0.32783765770727769 42.397646526936342 2.6989263735049454 0.51258864362716927 4.9730591595825882 1.7412727981172791
leaf_count=496 70 53 13 22 28 30 31 117 23 33 31 21 21 24 33 10 35 20 33 50 486 68 165 90 21 1360 189 61 107 293
internal_value=0.000985249 -0.00987859 -0.00165946 0.00130994 -3.52082e-05 0.00469319 0.00633992 0.00336994 -0.0165119 -0.0349514 0.0388146 -0.046573 0.0073664 0.0299411 0.00499898 0.0154077 -0.000213385 -0.0176708 -0.000797077 0.000677877 -0.0208442 -0.0510661 0.00134147 0.0226012 0.0020505 0.000587095 0.00672188 0.000136229 0.00359462 0.0228079
internal_weight=90.3204 2.62108 2.19083 87.6993 62.7504 24.9489 23.9539 21.9468 3.6732 0.99498 2.00715 1.12535 18.2736 1.73447 16.5391 5.51868 11.0204 3.23684 3.24907 61.5719 1.84168 0.793813 59.7303 2.04683 1.04786 57.6834 15.2858 10.8456 10.333 4.4402
internal_count=4034 136 66 3898 3414 484 429 368 75 55 61 44 293 45 248 76 172 55 43 3386 625 118 2761 255 507 2506 1146 664 603 482
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=16 16 10 21 23 20 7 7 3 6 16 5 5 19 23 21 22 3 20 18 16 13 23 18 22 23 13 12 18 22
split_gain=0.387006 0.89155 0.649796 0.759521 0.584252 0.465581 0.424177 0.446398 0.580908 0.37764 0.349901 0.431807 0.32077 0.635899 0.649259 0.277741 0.268904 0.262737 1.04836 0.81985 0.720352 0.684982 0.453671 0.420881 0.579024 0.413263 0.642987 0.595066 0.926349 0.52914
threshold=18.634956423400002 15.584963555600002 71.015621515800021 5.7087410616000005 0.083495000000000028 37.198331469900005 22.356277907050004 24.803880018200001 85.63276837105002 11.075258771650001 15.404963976500001 13.154029769200003 13.8160216159 12.551012654050002 0.085035000000000013 12.263428102400001 0.20949500000000004 93.281431752200021 41.942745071500006 13.036600629150001 22.584947186600004 117.56896250265002 0.080770000000000022 13.012604996900002 -0.096529999999999991 0.093325000000000033 117.60122400020002 122.12526081760002 13.86460725495 0.070580000000000018
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 15 -8 -9 16 11 -11 -6 -14 -15 -3 -7 22 -19 23 21 -21 -2 24 -20 26 29 28 -27 -24
right_child=17 2 3 -5 12 9 7 8 -10 10 -12 -13 13 14 -16 -17 -18 18 19 20 -22 -23 25 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0017098154204792453 0.00065931653781050258 -0.0019466503998307098 -0.002027183560514205 -0.0019325330082736107 0.00065428801648803549 -0.0019517198995038741 0.0012390291602077921 -0.0020015663738084844 0.0014961925478462262 0.0015749122490441151 0.00076747502579109928 6.7647281359121329e-05 0.0013039685403199641 0.0010221022424209069 -0.0020181314309361833 0.00079463522084175886 0.0016349583512105675 0.00031597344850814278 0.00043193028743238304 -0.0015310442398673353 -0.0020618335053242927 0.00076230027872010065 0.00025321013751129892 0.0015583561112733899 -0.0016039085073516334 0.00050098114526378685 -0.0012069822851146325 0.00058908369862795086 -0.0014323927937855061 -0.00075795711923498665
leaf_weight=0.43594152663809538 13.284400431730317 0.4563757867144872 0.68019154428657236 1.7584376040213099 1.3342816040676555 0.42916981409939836 1.4955458593030928 0.43630731268785883 0.29349401406943798 0.75131198391318577 5.1742760012857607 10.783716407817336 0.48827051511034358 0.34734691982157517 1.0272424406139178 0.19491359137464315 0.094200022667791927 23.9611748297466 1.7178583035129127 0.93560905728372767 1.7238527874869758 0.99111977941356599 20.083506992086775 0.65124504454433907 0.73807067394955006 2.3885801220312746 1.3552877428010095 18.292487793951295 1.4852696931920943 2.1136974426917723
leaf_count=311 221 321 123 270 40 650 23 67 7 24 38 454 8 6 67 26 42 351 94 33 150 10 285 10 57 23 21 208 42 52
internal_value=0.000211544 5.9092e-06 -0.000505165 -0.000884618 -0.00040937 0.000252135 0.000238241 0.000637586 -0.000594921 0.000301767 0.000352131 0.00016582 -6.51808e-05 -0.000580504 -0.00124989 -0.00112626 -0.00130616 0.000271549 0.000127379 -0.000541327 -0.00115906 -0.000351335 0.000346609 0.000184434 -0.000179892 0.000255746 7.84396e-05 0.00044414 -0.000240292 0.000156923
internal_weight=115.903 26.181 8.51241 5.63577 3.87733 17.6686 2.87664 2.22535 0.729801 17.2327 16.7093 11.535 3.19714 1.86286 1.37459 0.651289 0.52337 89.7222 30.7189 6.75776 3.65058 1.92673 59.0032 3.10717 2.45593 45.7188 23.5525 22.1663 3.87385 22.1972
internal_count=4034 2477 958 514 244 1519 444 97 74 1208 516 478 121 81 73 347 692 1557 705 354 193 43 852 161 151 631 358 273 65 337
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=8 22 22 4 7 7 2 17 20 8 22 12 9 9 9 23 21 9 22 16 22 7 15 22 22 9 18 17 4 7
split_gain=0.0736624 0.373398 0.352865 0.370641 0.247338 0.303379 0.120006 0.357576 0.277035 0.16984 0.17564 0.166862 0.156425 0.264285 0.41076 0.240618 0.220088 0.67919 0.193205 0.662107 0.384266 0.539729 0.372156 0.316273 0.283719 0.214783 0.159067 0.158844 0.154539 0.246912
threshold=8.8430989333000021 -0.08786999999999999 -0.13734499999999997 143.78867033265001 22.649177329550003 22.444423115000003 60.327272492300004 183.19621122360005 38.478081868400004 8.7431769115000026 -0.056724999999999998 86.968866757150025 207.04102956050002 204.68881850780005 204.12988221610001 0.076835000000000028 8.7462497811500022 214.61382006045002 -0.053159999999999992 17.684958644900004 -0.08786999999999999 25.395581754250003 18.738366799200005 -0.0068649999999999996 -0.13734499999999997 210.65484416470002 15.398663672050001 202.32358236650001 377.6847677435 24.081116689550004
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -3 7 -1 -9 11 -11 -8 13 14 28 -14 18 -18 19 22 27 -22 24 -20 -17 -25 -27 -21 -13 -30
right_child=1 4 -4 -5 -6 -7 9 8 -10 10 -12 12 15 -15 -16 16 17 -19 23 20 21 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=0.010784824187522987 0.022129150746888145 -0.035337311304550936 0.027077463472150103 -0.046957842782572957 -0.047711499758126441 0.055361671436532228 0.021931357017356112 -0.011226387875017592 -0.060842309266396742 0.0045423207349564246 0.030702099627546352 0.0015785660502277807 -0.045118077666582455 0.013595555972136127 -0.044303179115436533 0.057426547442154557 -0.056707067965488793 0.023659585860557698 0.052280127856969026 0.023582266856157434 -0.069390016061915 0.021307087613722336 -0.063655359408968201 0.026951452735372434 -0.06171321596268569 -0.027439278153269114 0.0031969629796342104 -0.0006670844293535697 -0.065291127889342701 0.017394057374552824
leaf_weight=1.6048598563156695 0.48143663996597774 0.31647009586595132 1.4126101475558241 0.65399463340872899 1.0011095015506724 0.22556096599146258 1.3543224835912031 1.1857008967490399 0.60790468158666033 2.6105682179331779 1.4123965663020488 56.660843510908592 0.5181675041278585 6.3084674321266894 0.71482983967871305 0.18777271197268419 0.93749096073588478 0.62644312956581416 0.52411349678550312 1.8561142865946751 0.55700267758220423 0.40442752430681139 0.97902702660462637 1.0204632376407969 0.11515077424064457 0.80895493295975063 2.402811580683192 2.0084100173553452 0.30938571185106312 0.22115435686094997
leaf_count=39 19 49 34 38 54 7 35 24 36 36 26 2279 65 161 91 40 69 61 90 26 26 35 104 19 50 36 46 35 129 275
internal_value=0.000925029 -0.00690918 0.00714019 -0.0176641 -0.0301076 0.00240619 0.00129799 -0.00970713 -0.0280427 0.00175112 0.0137266 0.00113752 0.000772551 0.00198066 0.000715299 -0.00521974 -0.00355626 -0.0245157 -0.000539099 -0.00757136 0.0025691 -0.0312381 -0.0457455 0.00849145 0.0121378 0.00306872 -0.00451946 0.0109798 0.00127798 -0.030824
internal_weight=90.028 4.09118 2.54804 1.13543 1.54314 0.542031 85.9368 3.39847 1.79361 82.5383 4.02296 78.5154 77.161 64.2147 57.9062 12.9463 12.4282 1.56393 10.8642 6.10791 4.82595 0.96143 1.28195 4.75634 0.302923 4.23223 3.21177 3.86452 57.1914 0.53054
internal_count=4034 201 91 57 110 56 3833 99 60 3734 62 3672 3637 2935 2774 702 637 130 507 316 122 61 194 191 90 101 82 61 2683 404
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=10 0 5 6 10 6 21 22 3 20 22 21 17 15 5 5 17 22 23 22 23 22 5 20 5 10 21 22 23 0
split_gain=0.287775 1.23824 0.677514 0.605343 0.51462 0.505898 0.437444 0.523873 0.386166 0.863613 0.909476 0.785223 0.668244 0.634569 0.566889 0.617863 0.562095 0.620089 0.462455 0.682969 0.509958 0.599298 0.737061 0.403481 0.580606 0.370676 0.366804 0.357917 0.764197 0.471715
threshold=66.590419433100024 90.407470010750018 20.769304081650002 16.325381439950004 65.687097501250022 16.235379337050002 14.824703203750003 -0.18231499999999998 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 189.19102531915004 39.296024648600003 20.374719724350005 20.849573174100005 188.41589330430003 -0.076484999999999984 0.080770000000000022 -0.078649999999999984 0.092835000000000015 -0.083424999999999985 21.386268748550005 42.47354681640001 22.053438739150003 55.782817748650011 2.0008954101500005 -0.059424999999999999 0.083495000000000028 92.313586825200005
decision_type=2 2 2 2 2 2 2 2 2 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 8 -4 27 -8 18 14 13 -12 16 25 -10 -16 17 -13 19 -1 21 -20 26 24 -24 -11 -23 28 -2 -29
right_child=2 -3 5 -5 -6 -7 7 -9 9 10 11 12 -14 -15 15 -17 -18 -19 20 -21 -22 22 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00029492390847867152 -0.0010075375495481409 0.0015530579111613357 -0.0021257316568256226 -0.0021711724501841533 -0.00091702908852260275 0.00054152484017192816 0.001137351206726587 -0.0018846103717399009 0.0012326037393089466 -0.0015189724803431079 -0.0021083753209325631 -0.0021194735043898994 -0.0021406938619233512 -0.0020951926594355462 -0.0010377401522421714 0.00025399563747621068 0.0018197397249245196 0.00060520018461850643 0.00033910925266344424 0.001537817374418765 0.00050075378017785195 -0.0005230611238075867 0.00047696941192532875 0.00075352580177046372 -0.0014469246842868898 0.00066326816348786144 -0.0023222432336982121 -0.0010124562402714606 0.00011001785959432431 0.00037128945098820822
leaf_weight=3.9914192149080918 2.724335209049058 2.7162234596034969 0.92046131029564893 0.44783555614412662 1.5398507724457875 0.38891189149580896 0.30010528488674026 0.8319808739538519 2.1022639665752676 0.32938766838924527 1.7532189803314375 0.54514662682777271 0.63529742108948983 0.41560272773494933 1.5234610680490757 21.730525947579736 0.56581802759319533 0.78148908830189634 7.6688314322382203 2.960562992229824 15.745078243780879 0.7648160513490464 1.1537034660577781 1.5474668075330553 1.263638027012348 3.2718313472578302 1.0122625287622211 0.98829881854181323 17.235380796793379 22.757981404218754
leaf_count=35 588 55 127 15 28 14 24 157 31 65 204 25 41 32 14 535 5 38 64 102 148 16 11 14 31 148 28 64 708 667
internal_value=0.000177705 0.000253696 5.69909e-05 9.71948e-05 0.000204197 -0.0013335 0.000119851 -0.00108352 0.000228945 7.78366e-05 -0.000471239 -0.00110004 -0.000400673 0.000198914 0.000257521 0.000169369 0.000183452 -0.000514434 0.000369785 0.000824221 0.000261429 -1.95549e-05 -0.000498585 -2.82615e-05 -0.000528725 0.000463668 -0.00154791 0.000151021 -4.25192e-05 0.000313699
internal_weight=120.613 74.0179 46.5953 45.2859 71.3017 1.30937 44.8381 1.13209 69.7618 33.654 8.29779 4.28097 2.52775 4.01682 25.3563 23.254 1.89245 1.32664 36.1078 6.95198 29.1558 13.4107 5.74189 3.96481 2.41734 3.60122 1.77708 43.706 19.9597 23.7463
internal_count=4034 1670 2364 2223 1615 141 2208 181 1587 1138 558 313 109 245 580 549 68 63 449 137 312 164 100 56 42 213 44 2027 1296 731
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=22 20 18 22 8 13 2 22 5 22 21 6 15 3 20 3 3 5 5 22 3 19 7 18 15 22 16 10 12 23
split_gain=0.0710447 0.253978 0.128323 0.0938572 0.397311 0.390993 0.259814 0.260804 0.474657 0.287299 0.70288 0.273477 0.583961 0.535964 0.452366 0.725645 0.489953 0.444591 0.432427 0.434088 0.411393 0.258229 0.319515 0.619644 0.488499 0.406937 0.381293 0.315515 0.257544 0.260004
threshold=0.26941000000000009 39.051326806600009 13.659439901750002 -0.037054999999999998 8.9430209551500024 117.74908919740001 41.467794892200004 -0.053159999999999992 20.603398083600002 -0.061874999999999999 7.403539147550001 16.235379337050002 42.246988155050012 89.256809930900019 37.999598532650005 91.496295553550013 92.598563387050021 21.991679690250006 22.246947245750004 -0.068964999999999985 91.867302775550016 14.651182102100002 23.271765593750004 13.314799198000001 37.491361913600009 0.20167500000000002 22.654947022900004 68.20618276945001 87.111491403900018 0.096315000000000026
decision_type=2 2 2 2 2 2 2 2 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 6 5 21 -1 9 -9 11 -11 12 18 -13 -15 -16 17 -17 19 20 -8 22 23 24 27 -25 28 -5 -24 -30
right_child=1 -3 -4 4 -6 -7 7 8 -10 10 -12 13 -14 14 15 16 -18 -19 -20 -21 -22 -23 26 25 -26 -27 -28 -29 29 -31
leaf_value=0.045514781870240585 0.046025974612593917 -0.072955015025339867 -0.012363714486276161 -0.070961502419847763 -0.04780551686703257 0.06656222911441359 -0.0035077111180708896 -0.0022042226762689519 -0.046867665658673272 0.00058311959536463129 0.062995023147613516 0.054632426838375159 -0.067089281261474371 0.054044847991087427 -0.069808671432059835 0.0068110403753099055 -0.00097970485833399467 0.061715357028978346 0.048902127587386671 -0.077052182003094494 -0.074778444845535627 0.053237807153903666 0.046374040138309494 -0.080581233166103161 0.016587933264927142 0.012289501049353833 0.053171612678098175 0.071432927484469375 -0.0027662181233769493 0.014137891307082451
leaf_weight=0.60455757007002731 0.2404565894830728 0.2897226753138965 0.79307034637031393 0.55828189373461556 0.68466561715467733 0.51612240495160122 16.495822693315354 4.1403588168107026 1.6239786575315518 3.16065766863312 1.228376239807403 0.96654218761250277 0.76894171015010115 0.78911715817685291 0.70595399476588028 1.8057827209122508 27.012775728373526 1.2057806011289356 0.70662122847352193 0.42276580740372693 0.40682639603801263 0.5324403578415503 0.73228165509136189 0.88054285133853205 2.5659588047710713 0.31369111646927195 0.86474068555980821 0.088355716317892075 11.078886075255584 7.4668464828578172
leaf_count=20 11 71 84 160 51 20 1452 45 34 69 31 29 44 155 21 35 679 22 126 39 18 15 24 87 42 15 37 2 469 127
internal_value=0.00108356 -0.0150197 0.00122102 0.0013248 0.00483151 0.00623937 -0.000160672 -0.000610108 -0.0147872 0.000857698 0.0180506 -0.000613635 -0.0073343 0.00327589 0.00170104 0.000356918 0.0020067 0.0287938 -0.00478616 -0.00697585 -0.00522311 0.00499809 0.00395185 -0.0131253 0.00288207 -0.0561867 0.00768799 -0.0515049 0.00564777 0.00403968
internal_weight=89.6509 1.32325 1.03353 88.3277 26.2828 25.5981 62.0449 61.4403 5.76434 55.676 4.38903 51.2869 18.801 32.486 31.5194 30.7303 30.0243 3.01156 18.032 17.3254 16.9026 25.082 24.5496 4.40683 3.2126 1.19423 20.1428 0.646638 19.278 18.5457
internal_count=4034 166 95 3868 1049 998 2819 2799 79 2720 100 2620 1679 941 912 757 736 57 1635 1509 1470 978 963 306 204 102 657 162 620 596
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=7 7 13 9 8 20 16 23 0 6 7 17 18 18 21 8 20 0 3 2 7 7 21 17 23 9 23 17 6 10
split_gain=0.0757596 0.222487 0.213079 0.153618 0.269386 0.213802 0.564263 0.518229 0.212306 0.453466 0.209408 0.35126 0.168934 0.28876 0.319379 0.1528 0.147207 0.203246 0.221751 0.202251 0.188112 0.159867 0.220638 0.153128 0.137849 0.11898 0.293017 0.322118 0.331931 0.201725
threshold=22.061824394000002 21.946499523750003 105.33378955095002 186.68586460755003 8.3434888241000014 42.006870117350005 22.604947139800004 0.085035000000000013 85.732241321850012 16.555386813950005 22.938075114600004 204.42624920380004 12.993189857450002 13.091807150500001 9.7017357045000008 8.4434108459500017 47.927946529500012 85.877418060900013 103.48681881535002 253.13454704850002 19.623463571950001 21.844899366700002 6.9459996152000008 177.64087306825002 0.10184000000000003 192.31210988165003 -0.081689999999999999 190.94474013770002 16.385382841850003 62.068432857650002
decision_type=2 2 2 2 2 2 2 2 2 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 5 10 7 -7 9 -5 12 -12 -2 -14 -15 -11 17 18 20 -18 -4 22 23 24 -22 26 -10 29 -29 -28
right_child=3 -3 16 8 -6 6 -8 -9 25 15 11 -13 13 14 -16 -17 19 -19 -20 -21 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.059509147312084988 0.0068222244289752295 -0.079446179603249054 0.068449538997455997 -0.074638225654048568 0.072412331672347827 -0.074317552635416742 -0.074234986014218671 0.051751478369326906 0.033481059372989806 0.040487205142098422 -0.077121193600303894 0.014942923866235089 0.073476852098721235 0.051519746952498273 -0.017081048561285065 -0.013723079773210928 0.058868082290566275 -0.06816001959771871 -0.04963890684768462 -0.018202631401256372 -0.073239946281489748 0.051583914817987783 -0.075139021821384849 0.015660619259763215 0.01983730667427399 0.002163512575704506 -0.020468299454825058 -0.07408251239912253 -0.01546768447646704 0.0095508198315852576
leaf_weight=0.32951400470869829 1.7806457737460726 0.213579710723934 0.23528623433230844 0.59487148802145329 0.35522145382128645 0.22401407596515788 0.5296040748944506 0.64552407523115107 0.81897306955215743 0.35072332286654262 0.30779196194163194 0.67471821109893426 0.71779383532702956 0.70130906218264477 0.68345109359142953 1.0873480945592744 0.4489421248435973 0.25147844044840884 0.40127824063893047 0.28321904805488884 0.21894077002434631 0.27165643125772465 0.21429322886251601 1.0931969057528474 0.12895263836253434 67.95066385197515 1.7889786423183958 0.71426693907506011 1.5888473400846121 3.1556105394383849
leaf_count=171 10 15 18 112 8 346 41 91 30 11 243 113 12 53 9 66 19 18 372 39 108 7 30 16 8 1909 19 58 28 54
internal_value=0.00100826 -0.00848448 -0.00457503 0.00146684 0.0119118 0.00848143 -0.0161217 0.019273 0.000580919 -0.0221955 0.0155561 -0.0138981 0.0230084 0.0367165 0.0176617 -0.000502032 0.000527958 -0.00689153 -0.000881359 0.0290551 0.00816693 0.000806585 -0.00752622 0.00252795 -0.0387393 0.00119003 -0.00701021 -0.0115856 -0.033646 -0.00131026
internal_weight=88.7607 4.09034 3.87676 84.6704 6.62007 6.26485 1.39914 0.869538 78.0503 2.03294 4.86571 0.98251 3.8832 2.10255 1.38476 1.43807 3.54724 2.81508 2.5636 0.732161 2.16233 1.92704 1.65538 1.44109 0.347893 76.0173 8.06668 7.2477 2.30311 4.94459
internal_count=4034 821 806 3213 926 918 478 437 2287 189 440 356 84 74 62 77 635 577 559 58 187 169 162 132 116 2098 189 159 86 73
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=16 16 21 7 14 5 13 23 5 20 21 6 0 5 20 23 7 16 21 15 22 16 0 0 10 3 7 0 20 14
split_gain=0.407611 0.953575 0.5916 0.791599 0.72231 0.6769 0.911768 0.610533 1.12955 0.55296 0.488566 0.470518 0.373894 0.364532 0.409034 0.688067 0.671392 0.604038 0.455315 0.395268 0.323858 0.270103 0.75926 0.49572 0.308657 1.18959 1.59013 0.952091 0.915079 0.719089
threshold=18.594956516900002 15.584963555600002 5.3480431922500005 24.054467534550003 171.16849715720005 18.613387752550004 107.94965931190002 0.11531000000000002 13.8160216159 37.198331469900005 9.7017357045000008 11.075258771650001 97.225399829550014 13.154029769200003 40.844669808050007 0.093735000000000027 24.525599138800004 15.404963976500001 2.8525683144000005 17.724072364450006 0.20949500000000004 18.734956189500004 94.047642319350018 93.692765846100016 66.964115113200009 84.812788641250009 24.385896469550001 90.407470010750018 39.011793722550003 171.16849715720005
decision_type=2 2 2 2 2 2 2 2 2 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 4 10 -3 6 7 8 -6 -1 -4 20 -7 -13 15 -15 -17 18 -16 -20 -11 22 23 -2 27 -26 28 -23 29 -27
right_child=21 2 3 -5 5 12 -8 -9 -10 11 -12 13 -14 14 17 16 -18 -19 19 -21 -22 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0016500540460927778 0.00034129566712836685 -0.0021425125524865175 -0.0020094800752185776 -0.0019073889995114906 0.00053830275841674482 -0.002045418314503123 0.0017995715199587599 0.0020585059138782205 -0.0020649757965729848 -0.001994438672486493 0.0009187166202684723 0.0015549631336160919 0.0017986003482804425 0.00035938994959985675 0.0019777370645285186 0.00031007489310139701 -0.0016575086159357434 0.0018412565872452159 -0.001661601730913886 0.00034888235784526455 0.0016099842141726434 0.00026053434800462526 -0.00041432082838441963 0.0019540645872916963 0.00047690757914220814 -0.00043499671748436906 -0.0021204173082961892 0.0013628335083381577 -0.0013207188081220994 0.001227061060576838
leaf_weight=0.56898854022939005 1.2287918645306484 0.6213625566015234 0.29894015950412745 2.0890728385711554 1.5813233556691564 0.71926125484242209 1.2741443421691654 0.40833509113872413 1.0774050596519371 0.52523893452780868 0.8199355718352308 0.94711435615318151 0.11249909014441073 8.1828841088135977 0.59814790158998121 1.2011291319504374 1.4987091993680222 1.3983659427613018 0.41737097466830153 3.7899751211170951 0.11722993994408171 69.007755803206237 1.4667200138792393 1.8151259906589983 9.4433797224774043 1.8766966341063369 1.8977913635317234 3.1501026358455411 1.5530939553864298 2.1443412352818996
leaf_count=311 37 66 91 212 89 294 12 4 63 650 106 24 6 135 17 10 65 17 152 96 42 1152 23 23 76 22 89 56 65 29
internal_value=0.000214166 7.73005e-06 -0.000519017 -0.00119456 -0.00014501 9.49243e-05 0.000405392 -0.00017379 -0.000516632 0.000254126 0.000136364 0.000312139 -0.0015255 0.000370882 0.000305248 7.61908e-05 -0.000782152 0.000707057 0.000377012 0.000149441 -0.00133675 0.000276476 0.000744587 0.00130301 0.000252771 1.43769e-05 -0.000570192 0.000308656 -4.23958e-05 0.000451346
internal_weight=121.831 28.2474 9.00228 3.20795 5.79433 5.17297 4.34121 3.06706 2.65873 19.2452 1.11888 18.6762 0.83176 18.0337 17.0866 10.8827 2.69984 6.20386 4.80549 4.20735 0.642469 93.5838 4.51064 3.04392 89.0732 16.9153 7.47192 72.1579 5.57413 4.02104
internal_count=4034 2462 943 409 534 468 168 156 152 1519 197 1208 300 516 492 210 75 282 265 248 692 1572 83 60 1489 281 205 1208 116 51
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=7 7 0 20 5 6 0 21 22 15 16 22 7 7 13 13 0 5 6 10 16 21 22 2 22 9 16 17 13 15
split_gain=0.477503 0.435 0.886468 0.472896 0.416515 0.779715 0.788761 0.489776 0.416845 0.592151 0.705086 0.412861 0.498083 0.382828 0.397694 0.357908 1.10922 0.884024 0.830409 0.815831 1.00382 0.852597 0.677442 0.939283 0.631423 0.475896 0.626273 0.611022 0.600027 0.57603
threshold=22.061824394000002 22.721067571950005 85.732241321850012 44.262924377150007 20.444185446200006 16.375382608200002 89.415428960600011 4.837019638150001 -0.082334999999999992 42.493282152450007 22.654947022900004 0.26941000000000009 22.747724408400003 21.946499523750003 105.33378955095002 112.41249980845002 90.297243227400017 20.556063402800003 15.425360411050002 64.407391431150018 22.454947490600002 5.0750534271500012 -0.059424999999999999 69.881082014850008 0.010890000000000002 206.08934059370003 18.404956961200003 202.84545261905001 109.63263410155001 23.908355817750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 4 -3 11 7 6 -6 -2 -7 10 -10 12 -4 14 -1 17 19 18 22 20 -17 -21 23 -14 -22 26 -25 28 -28 -27
right_child=1 2 3 -5 5 8 -8 -9 9 -11 -12 -13 15 -15 -16 16 -18 -19 -20 21 24 -23 -24 25 -26 29 27 -29 -30 -31
leaf_value=-0.0015325911426813453 0.00044995323419158421 -0.0014700805460386816 -0.0011239745863966602 -0.0012161013799206187 -0.0021923930758978674 0.00088907465710946873 0.0005410074874363333 0.0017069606083908141 -0.0011562803176150707 0.0012184786656398113 0.00035387842885912645 -0.00077134128278708101 -0.0016623330994864516 -0.0022197789592044836 -5.3015871746256033e-05 0.0014647234663672285 0.0012685859080137547 -0.0018067190446278921 -0.0020138482428240989 0.00027114302705804233 0.00016042121246037379 -0.0020996466029852517 0.00037316681573964719 0.00059352425790717468 0.0010070531727454958 -0.0011114538098013092 -0.0019885305930518269 0.00055993011527310371 0.00035047095547072746 -1.789966024017925e-05
leaf_weight=0.6902677061743806 2.6119885832995378 1.1429483137908381 0.96943272836506267 0.8372556639396852 0.80731178342830279 4.5825371279497631 0.65106976735842181 1.7789686409378189 1.6018132823519389 1.3724047476425765 3.094710968027357 1.5376950235950051 1.236062258089073 0.33733284340269154 6.110032696302369 2.3354164795018724 3.8115995973348609 0.83103766790009004 0.61445461050607164 1.0475193690508597 41.32894227548968 1.0242022387683389 21.697541953217758 6.6796155926999763 3.2434051169548175 2.283156375093311 1.0724251135252418 1.203565912088379 0.57528387010097493 5.878449994197581
leaf_count=171 38 131 12 381 24 72 20 67 26 30 36 128 105 15 635 86 63 87 21 18 385 23 495 441 32 233 54 23 7 175
internal_value=0.000165322 0.000193899 0.000147757 0.000166586 0.000471714 0.000294947 -0.000972113 0.000959222 0.00046843 0.00015081 -0.000161182 0.000178475 0.000193716 -0.000298507 -0.000203201 0.000207182 0.000308498 8.00501e-05 0.00011807 0.000233784 0.000283899 -0.00090091 0.000150315 -0.000105137 0.000222028 3.65419e-06 0.000284076 -0.000440861 -0.00117189 -0.000323814
internal_weight=122.988 115.851 99.35 98.2071 16.5008 12.1098 1.45838 4.39096 10.6515 6.06893 4.69652 97.3698 95.8321 7.13763 6.8003 94.8627 52.7911 42.0716 41.2406 48.9795 46.9078 2.07172 40.6261 18.9286 44.5723 17.6925 9.53089 2.85127 1.64771 8.16161
internal_count=4034 3213 2900 2769 313 208 44 105 164 92 62 2388 2260 821 806 2248 607 1641 1554 544 503 41 1533 1038 417 933 525 84 61 408
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=16 16 17 10 5 21 19 21 20 6 21 5 16 23 20 22 19 22 12 7 10 8 23 23 21 13 20 22 20 8
split_gain=0.479566 1.0183 0.720151 0.864072 0.612606 0.55891 0.502076 0.827863 0.498077 0.469416 0.387499 0.341804 0.42851 0.26679 0.48984 0.28953 0.617689 0.250123 0.24394 0.517486 0.25913 0.243214 0.22186 0.705181 0.607715 0.621279 0.767556 0.397339 0.368008 0.342735
threshold=18.594956516900002 15.584963555600002 236.15709471040003 71.015621515800021 19.234448447350001 5.1185473364500007 12.551012654050002 4.5829628528000006 37.198331469900005 11.075258771650001 12.263428102400001 13.154029769200003 15.404963976500001 0.10469000000000002 40.241071441700008 -0.23783499999999999 11.650940033400003 0.20949500000000004 172.63877719270002 26.502822320550003 58.167480110400007 8.1436447804000007 0.080770000000000022 0.077080000000000023 1.0000000180025095e-35 113.97180552410002 40.636252116050009 0.066710000000000019 39.749124837650008 8.2435668022500028
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 21 6 -5 -8 -1 17 -6 -11 13 15 -15 16 -13 -10 -17 20 -20 -3 23 24 -2 27 -27 -26 -25 -30
right_child=22 2 -4 5 10 -7 7 -9 9 11 -12 12 -14 14 -16 18 -18 -19 19 -21 -22 -23 -24 28 25 26 -28 -29 29 -31
leaf_value=-0.0016917976995409686 0.0014756891686794988 -4.5838082748906325e-06 0.0013038054793669579 0.0010632195479750182 -0.0021175890223946617 -0.0020334717346324948 -0.0018783009484055978 0.00037703931077043187 -0.0019893482035230423 0.0015016270292462976 0.0016425816850399349 0.0010469622604725914 0.00074495101344474097 -0.0020770639388540892 0.0007382278677210692 0.00041628055811817499 -0.0021588706107928523 0.0016042233724768975 0.00070777990676378338 0.0004864339559003917 -0.0022002674831462531 0.0014691518909717867 0.00022432822924483122 3.7435198789445681e-06 -0.001410038434307489 0.0011980637328200647 -9.8169408431342293e-06 3.5567028896048694e-05 0.00055197542516141878 0.001737031904980245
leaf_weight=0.50358792658244667 1.3700133457023209 0.77550669567426511 0.70405581925297145 0.51434901624452356 0.54301494538231043 1.9959099578045423 1.7056343920339716 0.98832175519783039 0.49400512845113809 0.9267677530588142 0.13073890799569199 0.38678611536670615 5.1894826064817599 0.57468872296158302 0.40510669084324036 7.6080079024686675 0.57397212363139261 0.087683869116517599 0.14638195611769322 1.0829108071484368 0.60351725551299751 0.96785775385797024 73.149778191640507 0.98764371499419112 1.4722905521630303 2.8356342432089132 7.0549244505236857 1.4518810638692228 1.4210291020572183 2.7620796831324697
leaf_count=311 59 45 38 16 356 273 166 20 650 24 18 75 38 35 17 185 38 42 17 21 66 11 1107 18 32 41 168 15 16 116
internal_value=0.000206706 -2.36862e-05 -0.000593561 -0.000768839 0.000199925 -0.00121878 -0.000711962 -0.00105089 0.000231625 0.000285201 -0.00138794 0.000342808 0.000277998 6.50846e-05 -0.000913052 0.000157222 -0.000868253 -0.00144765 0.000261581 -0.000380579 -0.00163261 0.000813585 0.000273723 0.0004604 0.000234434 0.000101732 0.000336484 -0.000692281 0.00108029 0.00133446
internal_weight=119.414 26.9083 8.32539 7.62133 2.41712 5.20422 3.20831 2.69396 18.5829 18.0793 0.673754 17.4976 16.5709 11.3814 0.979795 10.4016 0.960758 0.581689 9.44082 1.83281 0.749899 1.74336 92.5053 19.3555 14.1847 12.8147 9.89056 2.92417 5.17075 4.18311
internal_count=4034 2462 943 905 430 475 202 186 1519 1208 374 516 492 454 52 402 113 692 289 104 83 56 1572 465 315 256 209 47 150 132
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=8 22 6 12 7 7 20 15 21 17 22 19 9 23 21 21 23 22 22 22 19 9 13 23 18 6 5 3 5 23
split_gain=0.0718437 0.242669 0.222442 0.162295 0.159928 0.154779 0.107258 0.0948438 0.317851 0.109221 0.102626 0.631834 0.436965 0.404145 0.53931 0.366239 0.346025 0.581364 0.337068 0.699193 0.31723 0.352626 0.314331 0.303428 0.41355 0.387881 0.302779 0.293011 0.275883 0.270053
threshold=9.5425530862500008 0.022350000000000005 17.755414852450006 49.885988093600005 21.725272673150005 23.478650568600006 36.957836847500012 46.683480308100009 9.1912342607000017 203.72643944000004 -0.079634999999999997 14.351157895250003 196.26893085885004 0.085235000000000019 13.386374432050003 14.30537942105 0.093160000000000034 -0.016334999999999999 -0.08262499999999999 -0.081354999999999997 14.251149826300002 197.55459634620004 117.94265818275001 0.075810000000000016 14.420596409350003 14.935348962050002 23.042623356550003 93.281431752200021 16.569990495050003 0.083495000000000028
decision_type=2 2 2 2 2 2 2 2 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 -4 -2 6 -5 10 -9 -10 18 12 15 14 -13 26 17 -15 22 -20 21 -14 29 24 -23 -25 -12 -18 -26 -1
right_child=1 -3 3 5 -6 -7 -8 8 9 -11 11 13 20 16 -16 -17 27 -19 19 -21 -22 23 -24 25 28 -27 -28 -29 -30 -31
leaf_value=-0.0097209224867096707 0.001180597497518065 -0.035862360163858645 0.056064380314014714 -0.0072208967467785176 0.058409209222111881 0.020129089794160612 -0.067376363155550054 -0.065186294639411058 -0.012301057819014678 0.018075793563944478 -0.012758829888498028 0.059955081492426933 0.042223783564769052 0.016385761217188613 0.010115481743772428 -0.070551018091995821 0.023707668936789616 -0.057777042973129807 -0.072714343419191169 -0.0037256065366257961 -0.017663670543065751 0.01489414641395966 -0.056004613905165812 0.00373134395721766 -0.0071831410534694265 0.034193375119259947 0.041649108476157132 0.00069109711050523224 -0.063913790480804658 0.004281285143099979
leaf_weight=6.8475553379029099 0.33609543109196127 0.25951456677285023 0.078394688665865853 0.15743597170512658 0.47238646686309949 0.1429771869443357 0.49078858309076168 0.3702046361213428 1.3240968342288399 0.74316892772912968 8.4899713372228671 1.6406120266765349 1.0363495573401511 0.93051977269351482 1.8664777753874657 0.42244318962559724 5.0621012048795802 0.78256778791546711 0.77924361732857539 2.442863496532488 2.5236309687606981 0.96728207205888184 0.38496020885213411 14.2988957023656 0.61417906323913463 1.9049726483644907 0.43227584972191913 3.9677437753416598 0.78578567411750555 28.990899197097463
leaf_count=1019 35 32 4 31 20 22 145 73 45 7 465 91 18 41 23 59 61 23 86 51 36 11 65 417 30 45 71 53 21 934
internal_value=0.00114296 0.0174923 0.000945609 -0.0309698 0.0346186 -0.0395934 -0.0527662 0.0012624 -0.0110716 -0.00138077 0.00161538 0.00365992 -0.00135583 0.0147388 0.0334304 -0.0128546 0.00863689 -0.0174931 -0.00075469 -0.02041 0.00349943 0.00622328 0.000993672 0.00421429 -0.0169933 0.00731255 -0.0101228 0.0135941 -0.0390255 0.00160592
internal_weight=89.5464 1.068 88.4784 0.869596 0.808482 0.791202 0.648225 87.6088 2.43747 2.06727 85.1713 45.7258 31.4758 14.25 3.50709 9.34469 10.7429 1.71309 39.4455 3.22211 22.1311 19.6075 36.2234 18.5711 2.36725 16.2039 8.92225 9.02984 1.39996 35.8385
internal_count=4034 87 3947 202 55 198 176 3745 125 52 3620 1465 1173 292 114 595 178 64 2155 137 578 542 2018 524 62 462 536 114 51 1953
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=9 20 23 10 9 0 16 19 2 4 5 3 13 10 19 16 21 16 16 18 13 9 0 20 21 10 5 23 21 19
split_gain=0.310138 0.505437 1.11929 0.488352 0.453325 0.589109 0.833703 0.51435 0.471027 0.451688 0.362374 0.618884 0.361724 0.348669 0.964118 0.920353 0.495655 0.9355 0.725288 0.642144 0.486528 0.363066 0.354329 0.327671 0.363435 0.568671 0.556284 0.780765 0.383137 0.325679
threshold=181.33671263215004 47.709122305950011 0.091645000000000018 62.084563606450011 186.68586460755003 85.732241321850012 22.664946999500003 14.451165964200003 121.36426933400001 375.65892766775005 29.996566321350006 94.972471916200007 120.87576600310001 64.407391431150018 14.551174033150001 22.454947490600002 8.8898213993500015 15.584963555600002 15.164964537700001 14.199468390000002 116.86189801435002 210.14471305145003 94.047642319350018 39.861052345600008 4.797392351550001 61.987779113750001 21.500664456800006 0.091290000000000024 2.7968392888000007 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 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 12 -4 7 6 -6 8 -2 -3 11 -8 -1 15 16 21 -15 18 -18 -19 -17 -7 -21 -22 25 -25 27 -27 -28 -26
right_child=4 9 3 -5 5 13 10 -9 -10 -11 -12 -13 -14 14 -16 20 17 19 -20 22 23 -23 -24 24 29 26 28 -29 -30 -31
leaf_value=-0.0018366472174159607 -2.8709816639371478e-05 0.00079759235490337564 0.00067366832176321415 -0.0014904266564752873 -0.0020338472992999486 0.0018506909772654692 0.00025326948620027278 0.0014276586147145883 0.0011927301463795074 -0.0019603729134718643 0.0011371575472821627 -0.0016307120442493775 0.0015277856486701463 0.00019436338499796997 -0.0020157401192640438 0.0011806334800834642 -0.00039378476321419692 0.00010379469716903239 0.0015814416002105011 -0.00045627604163853304 0.00084046633833455178 0.00030817312831902735 -0.002031277151662814 -0.0010434495622987515 2.465490470723655e-05 -0.0014548916334926167 0.00125091004136413 0.00031222601935167231 0.00012739221983580135 0.00043256649774722544
leaf_weight=1.9542473422202413 3.9234480191953471 2.0946913116131332 2.0618654709251136 0.47390272549773715 1.0249037747271348 1.924208099022507 1.9291177028790123 2.2241291771642864 1.6604757867589794 0.24512122853730023 0.7328233616426586 0.96748960245167825 0.12568459019530553 42.276158832966757 0.79538778401911159 1.979551070369779 1.5626505159816582 1.3050408858107405 1.2258879722212439 0.7543309219181541 2.8199368808418503 0.79761405289173115 1.7580084330402312 2.0716760344803324 11.934796505724082 1.6969609949737772 1.63508743152488 2.0283121131360531 3.5718834191793576 18.359674547566101
leaf_count=1021 39 169 36 91 134 79 41 55 47 197 16 71 12 1185 19 47 105 27 28 23 33 17 142 34 87 36 42 10 30 161
internal_value=0.000174608 -0.00021916 -0.000588112 0.000269227 0.000199292 0.000165487 -0.000502816 0.000645892 0.000334506 0.000508665 -7.04724e-05 -0.000375995 -0.00163334 0.000197066 8.36845e-05 0.00031244 0.000117845 -0.000371849 0.000474558 -0.000990137 0.000248304 0.00139867 -0.00155838 0.000206472 0.000163181 -0.000136035 7.44242e-05 -0.000492743 0.000480198 0.000271866
internal_weight=117.915 6.95551 4.6157 2.53577 110.96 103.152 4.65433 7.80805 5.58392 2.33981 3.62943 2.89661 2.07993 98.4972 49.6775 48.8197 48.8821 6.60592 2.78854 3.81738 46.0979 2.72182 2.51234 44.1183 41.2984 11.0039 8.93224 3.72527 5.20697 30.2945
internal_count=4034 1526 1160 127 2508 2367 262 141 86 366 128 112 1033 2105 1529 576 1510 325 133 192 480 96 165 433 400 152 118 46 72 248
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=3 17 18 4 14 23 6 19 16 16 3 7 8 3 4 13 20 21 23 22 22 21 9 22 21 23 3 20 22 7
split_gain=0.0745016 0.162036 0.0975486 0.0949026 0.255204 0.348873 0.405097 0.243032 0.258888 0.21417 0.33143 0.23356 0.379244 0.180344 0.216309 0.228477 0.175959 0.165438 0.163026 0.172153 0.364909 0.389688 0.237123 0.314849 0.320829 0.370018 0.65036 0.271025 0.472888 0.330268
threshold=76.172084209950015 241.79519611995002 17.138111898250003 244.52697497700004 256.58292080065002 0.080770000000000022 16.315381206250006 14.551174033150001 22.624947093000003 22.654947022900004 92.703413254150021 22.977992916200005 8.1436447804000007 108.40938565220002 377.6847677435 107.70500962200002 42.047301293400004 10.959760372700002 0.41214500000000009 -0.59168499999999991 -0.30094499999999996 3.3753071955500005 182.80199813410005 -0.101395 2.3223121640500004 0.086230000000000015 85.63276837105002 42.899217095850013 -0.095854999999999996 26.189412761600007
decision_type=2 2 2 2 2 2 2 2 2 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 18 5 -5 -7 9 17 11 -11 12 13 14 15 -6 -12 -9 19 -2 21 -21 -22 24 -24 26 -26 -25 -29 -30
right_child=2 -3 -4 4 7 6 -8 8 -10 10 16 -13 -14 -15 -16 -17 -18 -19 -20 20 22 -23 23 27 25 -27 -28 28 29 -31
leaf_value=-0.074822388745483762 0.037575163959341684 0.018558909788961443 0.026896734964477077 0.0001460328545215143 -0.075011440598907561 -0.069478768805050925 -0.0057256784504357196 0.020290554613023818 0.0024057133473257895 0.04458607508027667 0.010824383356820639 -0.0025298981920502373 -0.081141209837933256 -0.079309936867858838 -0.075279501429666273 0.068271452711238093 -0.031355618837530685 0.072359640419948246 0.026921187050183881 0.00053699462714383323 -0.020506161626645147 -0.083294909653910287 0.047787230656407269 0.0025641377573136274 -0.022078816438585589 -0.00074125942068729183 0.062108464833052345 0.034525109383516932 -0.080336050296270958 -0.0049715701407168425
leaf_weight=0.21480480835646076 0.76145888719474797 0.1963657491360209 0.82558315759524603 2.7941717384528593 0.074113469140693722 1.1651751450845043 1.0425886020821051 0.71409487740311239 1.9194773404706209 1.3317197831347574 2.0358299594372515 21.584333101408447 0.55692419843398966 0.12237175528207445 0.1045950751251894 0.35927995296515292 0.74609925995173387 0.63772168068680912 1.5561980979982752 0.66682766865960619 2.2639878958893851 0.56591729114006739 1.5145020578638559 36.10459989346419 0.74762520962394807 5.1831693522399291 1.5712909729918463 0.5053302016458473 0.79442572705738601 0.5386987179517746
leaf_count=856 33 69 81 50 101 58 25 33 44 35 53 684 33 47 58 31 28 11 35 37 512 91 47 617 111 126 39 18 66 5
internal_value=0.00132924 -0.0302256 0.00147537 0.00123677 -0.00175203 -0.0172966 -0.0393722 0.000823716 0.019947 -0.00150053 0.0141039 -0.00431573 -0.0359813 0.00210498 0.0206238 0.043769 -0.000488079 0.0448542 0.00322964 0.0025098 0.00198061 -0.0379478 0.00298057 0.0041129 0.0165934 0.010296 0.0349662 0.0011471 -0.0266814 -0.0498822
internal_weight=89.1993 0.411171 88.7881 87.9625 35.1885 5.00194 2.20776 30.1866 3.27129 26.9153 4.11365 22.8016 1.21728 0.66036 0.537988 0.433393 2.78193 1.35182 52.774 51.2178 50.4564 1.23274 49.2236 46.9596 9.01659 7.50209 2.31892 37.9431 1.83845 1.33312
internal_count=4034 925 3109 3028 1291 133 83 1158 88 1070 116 954 270 237 190 132 81 44 1737 1702 1669 128 1541 1029 323 276 150 706 89 71
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=8 22 9 2 7 7 0 10 23 12 4 20 20 9 16 20 6 20 22 23 17 20 6 22 13 5 15 22 23 7
split_gain=0.0762596 0.253191 0.313736 0.360501 0.245757 0.262746 0.124395 0.107888 0.099179 0.299708 0.2075 0.182759 0.140066 0.14969 0.179719 0.166038 0.133458 0.130581 0.117282 0.304974 0.298895 0.268507 0.264297 0.262046 0.292132 0.375847 0.288203 0.296968 0.242745 0.551511
threshold=8.8430989333000021 -0.08786999999999999 215.54845996915003 73.245799595050016 22.649177329550003 22.444423115000003 88.606203063300015 57.772276765200012 -0.27628999999999998 152.73554204000004 262.75803037610007 32.724174661450007 34.654301448200009 190.73543849905005 19.844953593850004 33.151194885250007 15.785368822600002 30.317390213800007 -0.037054999999999998 -0.092630000000000004 204.12988953870004 41.571132012400007 16.565387047600002 -0.067109999999999989 117.53132408880002 21.723721974650005 33.235275174000002 -0.51146999999999998 0.096315000000000026 23.9417051038
decision_type=2 2 2 2 2 2 2 2 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 2 3 -2 5 7 -6 -3 9 -1 -11 17 13 16 15 -15 -13 -10 20 21 -14 -20 28 24 25 26 27 -22 29 -21
right_child=1 4 -4 -5 6 -7 -8 -9 11 10 -12 12 18 14 -16 -17 -18 -19 19 22 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.075481596182842614 0.028158611543323081 0.016724549994485381 0.048775304416423172 -0.035798366699027057 -0.07427051209715009 0.064741685183612521 -0.022070503421418069 -0.071849976391909154 0.03687132309065657 0.056449564356853284 -0.040444936749374334 -0.079058912270292228 0.0015080051120008088 0.047514183411427949 0.071460019671892042 -0.035397001412299831 0.050158067988123556 -0.074010572067543814 0.048209092705062052 -0.028960854593593415 -0.072679741683896265 -0.037893642555675233 0.050220145902157558 -0.070650019084740986 -0.07206145409486453 0.059635453384258061 -0.067686219808266487 -0.00036063033503713727 0.010434024576343941 0.0045062556906782739
leaf_weight=0.3175750864938881 0.73536538751795966 0.11086535203503334 0.60943078229320224 1.0474164588376877 0.55339657036529388 0.2211092283250764 0.37575447733979672 0.1720046074478887 0.065581120724998665 0.24605527561288909 0.19359001865018399 0.1098922422850126 51.981358529993372 0.25423443806357682 0.4271841999143362 0.22162526803640503 0.060896454408066347 0.25264568541791732 1.2871184523560284 3.2260896821538898 0.30418878506134195 0.20595814281688252 0.58444563491502677 0.39936101382772804 0.36187244858592738 0.38317815303162195 0.42187501370790403 3.2774284612210072 10.515894003849892 9.5875705911721507
leaf_count=99 28 11 32 31 36 7 18 38 92 29 67 40 1871 6 14 37 18 58 76 152 101 90 50 17 44 25 48 289 196 414
internal_value=0.00113528 -0.00853447 0.00540765 -0.00941727 -0.031807 0.00756109 -0.0531605 -0.0371349 0.00157208 -0.0236537 0.0137838 0.00179967 0.00200124 0.0271252 0.0384937 0.00889941 -0.0329853 -0.0511597 0.00167436 0.00563206 -8.57387e-05 0.0363319 0.0037153 -0.0161787 -0.0115976 -0.00660967 -0.0129501 -0.00650273 0.00255028 -0.00391974
internal_weight=88.511 3.82534 2.39221 1.78278 1.43313 0.503979 0.929151 0.28287 84.6856 0.75722 0.439645 83.9284 83.6102 1.07383 0.903044 0.47586 0.170789 0.318227 82.5363 25.4071 57.1293 1.49308 23.914 5.1479 4.74854 4.38667 4.00349 3.58162 23.3296 12.8137
internal_count=4034 201 91 59 110 56 54 49 3833 195 96 3638 3488 115 57 43 58 150 3373 978 2395 166 812 524 507 463 438 390 762 566
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=10 18 16 16 16 16 8 3 6 23 17 2 5 7 23 20 20 10 13 22 10 3 15 13 16 17 19 7 5 16
split_gain=0.0714585 0.12411 0.117909 0.395933 0.112333 0.153027 0.141447 0.077562 0.392507 0.36536 0.193335 0.320575 0.177672 0.347788 0.304485 0.230967 0.22205 0.134013 0.275166 0.303118 0.119223 0.665272 0.467645 0.444374 0.299301 0.399723 0.339686 0.509813 0.331224 0.351303
threshold=81.479100559500012 17.138111898250003 14.544965987550002 17.684958644900004 9.719977270450002 9.2849782877000013 7.1444245619500011 81.105404879350019 12.26528657645 0.11278000000000003 197.78839148195001 82.82761181390002 16.351273197450002 24.638209564850005 0.08895500000000002 42.865207177650007 49.283271594150008 75.634392583900009 104.08096806215002 -0.23369999999999999 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 19.199955102150003 171.92791459955001 13.751109481500002 24.175586727800006 18.160071980500003 18.684956306450005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 8 10 -10 -1 -12 13 15 -15 -9 -17 18 19 -14 24 -22 23 -23 25 -20 27 -26 -27 -30
right_child=4 2 3 -5 6 -7 -8 12 9 -11 11 -13 17 14 -16 16 -18 -19 20 -21 21 22 -24 -25 26 28 -28 -29 29 -31
leaf_value=0.0065194026581077468 -0.066023269445019669 0.065725048135517938 -0.065695524345213543 0.065272028009600414 0.016783185088848546 0.060706976247712388 -0.065413937875235292 -0.071176036293637834 -0.066788318645499958 0.00075162314139815901 0.0080807948024528842 -0.066579658361363619 -0.067396003876943694 0.055136893511499099 0.00087448347974357203 0.028380139304350245 -0.067907425888266884 -0.022753144108373615 -0.030912895588542162 0.060431095294412547 0.0022607323277274603 -0.066902897641144016 -0.066564553156664208 0.0096312020296387239 -0.00089946249755729762 0.065834561651484214 0.001981145147701193 -0.070381936014405497 -0.010078659878425603 0.046839266174560301
leaf_weight=5.1890461814807614 0.058325633589787595 0.23715881177395104 0.17173986535635777 0.22068414324894547 0.12642616661503325 0.12596016398674692 0.28517653206176874 0.23697232114500311 0.75632331664564822 0.601727987639606 0.5453678193152881 0.43062262974262921 0.089934234870270302 1.0963225508385219 0.71475940069649357 0.41689966237754561 0.13191623875718506 0.98715720208110624 0.50986259689489033 0.56673036755864714 11.561425588326527 0.4373073075576025 1.073945695752627 1.1578098395839331 1.2406249854757323 0.81829769723117385 55.586195457668509 0.68621032265946258 0.97877417899690022 0.84575373810366727
leaf_count=157 403 9 41 17 278 29 250 26 105 39 3 94 75 46 33 58 45 28 332 59 98 66 236 29 77 20 1192 25 131 33
internal_value=0.000948956 0.00110135 0.0297169 0.00795558 -0.0213746 0.0205974 -0.0401666 0.000893458 -0.00538283 -0.0368626 0.00155162 -0.0248606 0.00149011 0.0181294 0.0337218 -0.0178078 0.00523596 0.000925566 0.00123495 0.0429244 0.000869428 -0.00445912 -0.0335671 -0.0113509 0.00211936 0.0215247 0.00105561 -0.0256445 0.0316411 0.0163055
internal_weight=87.8855 87.2896 0.629583 0.392424 0.595888 0.184286 0.411603 86.66 7.52309 1.35805 6.16504 0.97599 79.1369 2.59687 1.81108 0.785788 0.548816 76.54 75.5529 0.656665 74.8962 14.2305 2.66906 1.59512 60.6657 3.15269 57.513 1.92684 2.64283 1.82453
internal_count=4034 3074 67 58 960 432 528 3007 398 144 254 97 2609 208 79 129 103 2401 2373 134 2239 429 331 95 1810 516 1294 102 184 164
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=7 7 5 2 0 5 10 0 0 5 22 23 21 13 20 0 12 9 12 5 5 10 9 23 20 5 21 6 4 5
split_gain=0.288118 0.385514 0.412657 0.415497 0.333671 0.387053 0.284615 0.979171 0.637347 0.59159 0.57502 0.714388 0.519663 0.495668 0.543181 1.19525 0.906844 0.63734 0.622789 0.560277 0.514491 0.478317 0.471988 0.4632 0.462824 0.554162 0.508265 0.5393 0.568802 0.443264
threshold=22.061824394000002 20.861906850000004 22.649179082500002 32.468269602050007 76.451683855550016 29.026000224750003 66.590419433100024 90.407470010750018 92.313586825200005 20.769304081650002 -0.059424999999999999 0.083495000000000028 10.885922772550002 113.97180552410002 42.198888176300009 86.20003303655001 123.47238069670001 186.68586460755003 164.26638063525002 21.723721974650005 22.53967987815 61.987779113750001 194.56033515110002 0.12535000000000004 40.750688432250008 18.393720489900002 8.5501791199000028 14.905348261050003 169.14490639835003 20.444185446200006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 -1 7 13 29 10 11 -10 -12 -2 17 16 22 -15 -17 23 -21 -22 -16 -20 26 -26 27 28 -13 -8
right_child=6 2 -4 -5 -6 -7 8 -9 9 -11 12 24 -14 14 15 18 -18 -19 19 20 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0020184623434919683 -0.00070391127047347954 0.0012556264511747245 -0.00010512066590965296 -0.0020237623055490645 0.0010716659315617072 0.00036424516750454129 -0.001860179854133744 0.0015274248221777856 -0.0011338680703678115 -0.0020200222800580005 0.00043287473910271661 -0.0020968907346274666 -0.0012624002860721984 0.0010303357791485825 -0.00090460834847389448 0.0016060272891831051 -0.0018393335282268278 0.00030064033348471025 -0.0010288629185406335 0.001457241266586461 0.00089552219229900999 -0.000572362682044713 0.00080143748172216574 0.00025660479530379375 0.00053149681159565788 -0.0013607638280472621 -0.001819144455234003 0.001341247028230999 -0.00012751376562557379 8.9149590972616705e-05
leaf_weight=0.38407099477990347 2.0505424573493647 0.17198296263814006 1.7469117116488631 1.0896998332336805 1.1848266216713907 0.82544744347251253 1.0709835360175919 2.3733539238892254 2.2396694322871999 0.48361310692234738 20.964991025330399 0.62911498639732499 0.71902912665427621 5.218697194941341 1.2983867842704051 1.2688774401321996 2.0747640988120111 38.944215126160998 2.1288410290144366 1.7145064275246111 1.6602499745786192 1.7563619446009395 1.1993833848391657 2.1827139034867287 7.3809832786027965 0.64719796893768933 0.75772364853401075 0.84380427841097105 5.4351050522870992 0.77161271209479299
leaf_count=239 42 4 72 156 167 183 83 52 621 70 585 56 101 64 39 65 158 465 35 12 10 33 13 8 273 59 76 17 251 25
internal_value=0.000186646 -0.000255012 -0.000722259 -0.00157674 0.000332104 -0.000392361 0.000209197 0.000291605 8.37089e-05 0.00013552 0.000161832 -9.79223e-05 0.00037666 0.000243911 0.000276605 -4.19952e-05 -0.000881236 0.000386868 0.000316259 0.000142944 0.000580763 0.000140933 -8.53965e-05 -0.000378098 4.99168e-05 0.000378951 -0.000294674 -0.000127458 -0.000331821 -0.00104387
internal_weight=111.218 5.40294 3.00859 1.26168 2.39435 1.20952 105.815 63.8709 41.9438 40.1012 39.6176 17.9336 21.684 61.4975 59.447 15.2841 4.57253 44.1629 10.7116 9.44267 5.13112 3.41661 2.49777 4.31155 15.6939 8.02818 7.66575 6.90802 6.06422 1.8426
internal_count=4034 821 232 160 589 422 3213 996 2217 2109 2039 1353 686 944 902 373 210 529 163 98 55 43 52 43 732 332 400 324 307 108
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=7 13 0 0 22 20 20 8 20 23 23 22 22 10 16 16 20 7 12 0 5 23 13 5 20 9 17 17 10 10
split_gain=0.342894 0.373801 1.08804 0.890427 0.895969 0.850453 0.782446 0.563086 0.778799 0.49413 0.513098 1.06001 0.582264 0.477085 1.11728 0.817515 0.709969 0.988093 0.78601 1.34511 0.637146 0.576782 0.576519 0.5268 0.49447 0.489676 0.459815 0.449638 0.424156 0.382378
threshold=22.105125139000005 112.64908412395 90.407470010750018 92.313586825200005 -0.059424999999999999 38.244973486750006 35.050303764500008 8.8430989333000021 41.646178195200001 0.083495000000000028 0.092650000000000024 -0.59502499999999992 -0.079634999999999997 64.407391431150018 22.454947490600002 20.894951138500005 42.198888176300009 22.516377366000004 119.80689146465001 86.20003303655001 21.723721974650005 0.12535000000000004 117.38883580790001 22.938948824900006 39.577821550850011 186.68586460755003 187.77231677760003 190.4716172434 62.111448187750007 62.55235532115001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 -5 13 29 26 -11 -12 -13 14 -3 -15 22 -18 -19 28 21 -21 -16 -22 -24 -26 -7 -28 -20 -9
right_child=1 2 -4 4 -6 9 -8 8 -10 10 11 12 -14 15 16 -17 17 18 19 20 23 -23 24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.00022816705047161407 -0.0013427635198086285 0.0019853086432665618 0.0014348457064424531 7.9149702077353093e-05 0.00040512813146882231 -0.0022375366029122623 -0.0020033010929028472 -0.00077827357141082079 -0.0022050484505855348 0.00042939378587493113 0.0012410361404438662 -0.001304054943231926 5.6400027699701164e-05 0.00034180212143955355 0.0012863723772882575 -0.0015166416764602958 -0.0020715604229022818 0.0012108285410192528 -0.0021467303965576768 -0.0010456328264401061 0.0013441121613768483 0.0003560856225187526 0.001098565542096304 7.5137856393081364e-05 0.00089701009098618046 0.00020720902732806326 0.0011146537582549206 -0.0013853020950334838 -0.00032325641344214116 0.00065553812753073217
leaf_weight=6.8078130540188786 1.6171450854162674 1.5702193919569243 3.1954461317509404 1.1721821666305943 22.671131489199752 0.68237596062045014 1.6993509737903876 1.3334543653763828 0.79216290210024443 8.6240323358579172 1.3383792257736784 2.8456056956956668 2.1036762290459587 2.4227209948003288 2.9020145135000339 1.4575057104229925 0.88331275153905053 1.9798085493966926 1.4226382808265037 2.2541571073234064 2.3672933811321855 2.2603541612625122 3.3219784414395681 2.6835720604285598 4.606477301567792 28.0445841163164 0.52931614235239954 0.5793582016003711 0.74846642714692269 1.5420966688543556
leaf_count=838 112 73 56 101 723 172 215 27 39 315 37 166 27 34 46 26 48 23 104 35 20 8 45 32 51 260 65 283 25 28
internal_value=0.000198831 0.000225342 0.000318822 8.51345e-05 0.000139794 -0.000167518 -0.00115323 0.000261847 -0.000483584 1.94465e-06 0.000118826 -0.000307142 -0.000725798 0.000308245 0.000355089 -0.000356274 0.000307219 -6.1453e-05 6.79955e-05 -0.000124787 0.000191462 -0.000343812 0.000445675 0.000669894 0.000377854 0.000304528 -0.000971175 -0.000191744 -0.00151811 -9.35095e-06
internal_weight=116.459 109.651 65.7883 43.8626 42.2454 19.5743 2.87153 62.5928 3.66771 16.7027 14.9117 6.28766 4.94928 58.9251 55.0449 3.88023 53.4747 14.5996 13.7163 11.7365 9.56538 4.51451 38.8751 5.05087 35.973 32.6511 1.79105 1.10867 2.1711 2.87555
internal_count=4034 3196 980 2216 2104 1381 316 924 94 1065 545 230 193 830 770 60 697 295 247 224 95 43 402 52 356 311 520 348 129 55
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=16 16 10 17 21 20 19 21 18 7 6 16 5 22 5 17 7 22 9 21 22 22 20 16 16 0 0 10 3 7
split_gain=0.331196 0.885857 0.719309 0.730794 0.600742 0.515353 0.51074 0.856666 0.448029 0.458891 0.386893 0.359829 0.367105 0.353975 0.947988 0.284985 0.618623 0.421886 0.346138 0.248181 0.244099 0.215149 0.268902 0.21148 0.194636 0.483626 0.630747 0.216152 1.14123 1.36148
threshold=18.634956423400002 15.584963555600002 71.015621515800021 236.15709471040003 5.1185473364500007 37.198331469900005 12.551012654050002 4.5829628528000006 14.937945183950001 22.356277907050004 11.075258771650001 15.484963789400002 13.154029769200003 -0.23783499999999999 14.582249945350002 187.61467154115005 25.016749795550002 -0.08262499999999999 192.31210988165003 12.263428102400001 0.20949500000000004 0.061925000000000015 41.571132012400007 18.344957101500004 18.734956189500004 94.047642319350018 93.692765846100016 66.590419433100024 84.812788641250009 24.385896469550001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -1 -4 -8 9 19 20 12 -12 14 -14 16 -15 -17 -18 -3 -7 22 -19 -11 25 26 -2 -26 -29 -30
right_child=24 2 3 -5 -6 10 7 -9 -10 23 11 -13 13 15 -16 17 18 21 -20 -21 -22 -23 -24 -25 27 -27 -28 28 29 -31
leaf_value=-0.0016968071086882763 -0.0001108025028131021 -0.0019392400954224033 0.0011590606015010481 0.0011809550951718643 -0.0019936483925307251 -0.0019455915353041393 -0.0018248321963767352 0.00046149400086200986 -0.00201369461746124 0.001491085163494189 0.0015190306038608214 0.0012065643817698631 0.0012167213842226522 0.00029713597533591806 -0.0021103363625148718 0.0015442948713747517 -2.6932634756217046e-05 -0.00079384645243386247 -0.0020465534678349422 0.00091950144717173213 0.0016015868339190802 0.00072576644529722377 0.00064422512756190679 0.0002141476326274645 0.00029024046841155199 -0.00039762835656839359 0.0019289139345311718 0.00048542636537933747 -6.323752147676149e-05 -0.00205491973955389
leaf_weight=0.48569060475120451 0.88534108706517134 0.36109444269459245 0.50139189785113591 0.55783964943839226 1.886935728109165 0.42150603798836783 1.6037919800837701 0.97304570820415381 0.28010746731888492 1.1783431175863368 0.81935455693747172 1.6736832871101786 0.53373807120078598 6.2513420393406687 0.77747465343418298 1.3783231120578419 0.55351704300846882 1.0730070069257633 0.72348495961341541 0.1628255461982917 0.086382067274826113 2.2234226790606044 0.87016113909339754 0.80787364626303304 68.45526135135151 1.0227537467144427 1.5256977360695598 9.1841049466747808 5.1797821829095474 1.6795831900089977
leaf_count=311 32 321 16 38 273 650 167 20 46 31 24 17 22 135 111 26 4 38 104 26 42 20 15 20 1202 15 21 76 122 89
internal_value=0.000204891 1.5111e-05 -0.000503308 -0.000905224 -0.00113961 0.000256268 -0.000616086 -0.000961487 0.000292244 0.000549565 0.000310831 0.000360577 0.000267449 0.000196157 -0.000756035 0.00029166 4.8077e-05 0.000622372 -0.00117115 -0.00105079 -0.00134228 0.000317397 -0.00014987 0.000971704 0.000261404 0.00071005 0.00117992 0.000243172 4.23376e-05 -0.000550921
internal_weight=114.117 26.1843 8.31325 5.523 4.96517 17.8711 3.07823 2.57684 2.79024 2.51014 17.3854 16.8775 15.2038 14.3845 1.31121 13.0733 7.52834 5.54491 1.277 0.52392 0.507888 4.16659 1.94317 1.98622 87.9325 3.43379 2.41104 84.4987 16.0435 6.85937
internal_count=4034 2477 958 514 476 1519 203 187 444 398 1208 516 499 475 133 342 243 99 108 347 692 73 53 51 1557 68 53 1489 287 211
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=10 0 0 5 23 18 22 2 21 23 15 21 15 10 0 20 2 5 2 8 3 9 9 5 3 4 10 22 13 22
split_gain=0.277391 1.13256 0.701083 0.706566 0.697258 0.671695 0.548018 0.813905 0.571544 0.564368 0.554476 1.06826 0.614197 0.437758 0.709888 0.567359 0.640082 0.719605 0.452183 0.420819 0.405754 0.425732 0.396791 0.797417 0.653651 0.587479 0.389416 0.37847 0.37001 0.383821
threshold=66.590419433100024 90.407470010750018 92.313586825200005 20.769304081650002 0.13377000000000003 13.545319032100002 -0.059424999999999999 72.043920985000014 10.885922772550002 0.083495000000000028 29.037712645600003 7.7834773016000005 28.176737565850001 70.206395618550019 96.531777631850005 40.583589072600013 73.245799595050016 15.120347274900002 171.97230602530001 7.5441126493500006 88.931506497100017 194.04304600165003 196.26893085885004 17.719454526200003 85.538672336450006 193.73972847335003 65.687097501250022 0.20949500000000004 109.63263410155001 -0.58559499999999998
decision_type=2 2 2 2 2 2 2 2 2 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 20 4 5 -4 7 -7 22 28 12 -12 13 -11 -15 16 -16 18 -18 -10 21 -2 23 25 -24 -8 27 -1 29 -9
right_child=2 -3 3 -5 -6 6 8 9 19 10 11 -13 -14 14 15 -17 17 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00020414400131826566 -0.00026725996137478967 0.0014729643405091044 0.0017834443176498037 -0.0019502884839164864 -0.001964145827230777 -0.0015817669509233191 0.00048748217270705522 0.00075772870195832322 0.00098272196225021027 0.0018727338162120714 9.8613832265791683e-05 -0.002011859669799416 0.001782454767818929 -0.0020290339328975907 0.00060633188586524541 0.00059051574676357199 -0.0019334665191449302 -0.0020363589609326358 0.001285181955108941 -0.0020487763975838786 0.00031284621033102276 -0.0021022161539903969 0.00037786019609442617 -0.0021561246033502783 0.0014534284474028213 -0.0019760529258053814 -0.00080390661041436539 0.0013772162197429585 0.00096521401734500872 -0.0016126520376834597
leaf_weight=64.80806036294598 0.75540096229087739 2.5834195192146572 0.89923283777898078 0.57961613551196833 0.54978647164625627 1.2268122442255833 3.0754750571795841 0.28860999304379165 0.22468005860832718 0.53747069183736762 3.4245943655841975 1.1339440755546091 0.97497532330453474 0.51443327815650164 1.3403468951582893 5.9647396332384233 0.21937469980821322 1.1433464393776374 0.52859802325383498 0.58906803129502805 0.71391174014934211 1.1075768927112219 15.013332524107684 0.59125640193451534 2.3165837000124148 0.3870978947502407 1.3414347301295482 0.99182848370401089 0.31931808590888966 1.5231159602210516
leaf_count=1549 40 55 19 90 57 104 33 99 65 14 84 69 12 19 5 197 74 56 80 39 71 45 274 15 28 226 28 38 3 546
internal_value=0.000173531 0.000248449 5.98324e-05 0.000116584 0.000144584 0.000172033 0.000136979 -9.67117e-05 0.000338477 4.99639e-06 0.000127923 -0.00042637 0.000353059 0.000217073 0.000125436 0.000245954 -0.000390009 -0.0010961 0.000341177 -0.00121176 -0.00089523 -0.00135818 0.000397471 -0.000133333 0.000521637 0.000212072 0.000201333 0.000221826 -0.000905358 -0.00123505
internal_weight=115.667 69.7247 45.9427 43.3658 42.7862 42.2364 41.3372 19.1397 22.1975 17.9129 15.7818 4.55854 11.2233 10.2483 9.71084 9.19641 3.23167 1.89132 0.747973 0.813748 2.57689 1.86298 21.3837 4.05383 17.3299 3.46257 67.1413 65.7999 2.13104 1.81173
internal_count=4034 1670 2364 2208 2118 2061 2042 1362 680 1258 610 153 457 445 431 412 215 210 154 104 156 85 576 274 302 259 1615 1587 648 645
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=8 22 23 8 23 8 8 2 17 20 8 22 17 17 22 7 9 20 17 21 22 7 9 23 17 20 23 4 19 2
split_gain=0.0723952 0.235177 0.357447 0.261223 0.229012 0.169749 0.128369 0.0945576 0.277495 0.263936 0.151094 0.149855 0.12033 0.464563 0.425947 0.311208 0.295284 0.430565 0.36929 0.32286 0.303414 0.266118 0.589669 0.341226 0.472769 0.217253 0.204675 0.529567 0.483036 0.380464
threshold=8.8430989333000021 -0.010319999999999999 0.10249000000000003 9.3427090425500019 0.093325000000000033 9.3427090425500019 9.7423971299500014 60.327272492300004 183.19621122360005 38.478081868400004 8.7431769115000026 -0.056724999999999998 183.92349703790003 182.63036160245002 -0.5775499999999999 22.721067571950005 194.56033515110002 43.077238082650005 188.01568060980003 5.4279412736500001 -0.167075 23.109894804950002 195.94564826430005 0.091935000000000031 191.58460912770002 41.436838994450007 0.081765000000000018 169.14490639835003 14.351157895250003 63.19085977000001
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 -4 -5 8 -1 -10 12 -12 13 -9 -15 16 17 18 -14 -20 -19 22 23 24 -17 -25 28 -28 29 -23
right_child=1 4 5 6 -6 -7 -8 10 9 -11 11 -13 15 14 -16 21 -18 20 19 -21 -22 26 -24 25 -26 -27 27 -29 -30 -31
leaf_value=0.011335065370981161 -0.0033659628083734347 -0.070409474403884079 -0.072790719631279713 0.068519292012584457 0.01143922210284185 -0.0081451323387259165 0.015183499248707896 -0.00016129135212807991 -0.0098011223801218184 -0.065584807275389206 0.005584148731067798 0.033024197775489497 0.0049093789603975053 0.040672333728384372 -0.067768815981493161 -0.067634624032265944 0.055088436518212547 0.020720471208003858 -0.001129711687321247 0.053483709324122282 -0.069314792378534773 0.06853693747659996 -0.049512460217862174 -0.0074746090247926082 -0.0010976620717190301 0.022843537311350536 -0.071436335654741279 0.0011178525329701547 0.042128002676744818 0.0016072443026962885
leaf_weight=1.5553034140139055 1.5502351016548357 0.4639812624809555 0.37173899228218932 0.43712941836565722 0.23235019154526526 0.36417734395945445 0.38381330843549222 7.9518918574205468 1.2004332362994317 0.56488806498236943 2.6479881645645946 1.3665003659552883 4.7360404211940459 0.20212407914550568 0.87072160889488237 0.73658602765135528 0.74090390073251899 0.26008256575732958 0.69363094743675935 1.6718780052578948 0.48678235808620218 0.40155918541131441 1.4495594912586964 1.9816427202895281 1.4083194722147707 2.327832029943238 0.46082942979410191 40.190462656773889 1.8350295703276049 9.1363076658568598
leaf_count=39 47 38 22 13 25 19 37 1107 24 36 36 26 66 13 86 32 12 21 30 70 89 8 39 23 39 35 39 1260 109 594
internal_value=0.00133379 -0.00774954 0.0001725 0.0128887 -0.0430984 -0.0408 0.0435833 0.00174083 -0.00939106 -0.0276514 0.00219407 0.0149245 0.00153499 -0.00576964 -0.0473385 0.00249711 0.0144771 0.0106434 0.0157551 0.0374696 -0.0379616 0.000780054 -0.0107253 -0.00201424 -0.0239472 0.00890222 0.00252804 0.000295367 0.0105085 0.00442509
internal_weight=88.6807 3.80343 3.10709 2.37118 0.696331 0.735916 0.820943 84.8773 3.32062 1.76532 81.5567 4.01449 77.5422 9.02474 1.07285 68.5174 8.58932 7.84841 7.10155 2.36551 0.746865 59.9281 7.90394 6.45438 2.14491 4.30947 52.0242 40.6513 11.3729 9.53787
internal_count=4034 201 138 97 63 41 50 3833 99 60 3734 62 3672 1206 99 2466 288 276 166 100 110 2178 168 129 71 58 2010 1299 711 602
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=16 16 16 9 22 10 22 9 18 9 5 8 23 20 22 20 22 9 9 7 7 22 22 14 6 0 22 20 18 8
split_gain=0.0711763 0.144636 0.139706 0.0762733 0.170817 0.257641 0.270805 0.128623 0.154199 0.130171 0.240191 0.175812 0.405893 0.2944 0.276687 0.09828 0.0970112 0.0966986 0.280544 0.295948 0.147705 0.128866 0.494426 0.349427 0.159846 0.155336 0.115717 0.332546 0.393947 0.296846
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 223.29399794390005 -0.016679999999999997 67.300172379550006 -0.094519999999999993 219.59809404590001 15.681876268450003 215.54845996915003 17.438757606550002 8.8430989333000021 0.10335500000000002 40.040005255000004 -0.14259499999999997 40.890797847750008 -0.095204999999999998 211.04147598835002 212.35746315350005 24.081116689550004 25.115444054700003 -0.58559499999999998 -0.54526999999999992 227.76647699660003 13.955326063950002 97.991610396700011 -0.16276499999999997 39.337369931850013 13.327513832500001 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -5 -7 9 -9 11 15 17 13 -13 -15 -11 -12 21 19 -19 -20 23 -23 -2 25 -25 27 28 -24 -29
right_child=3 -3 -4 4 -6 6 -8 8 -10 10 16 12 -14 14 -16 -17 -18 18 20 -21 -22 22 26 24 -26 -27 -28 29 -30 -31
leaf_value=-0.069936095979054896 0.056304888921234364 -0.06919673949831362 0.056132828269496393 0.06390689085414393 -0.030845338782360062 -0.070062625493357067 0.030994657565332418 -0.048231841721598882 -0.004073531578794953 -0.019581374692889651 0.063047406622281893 0.014763593329410648 -0.073529465882944567 0.0184265065686454 -0.082129305171550551 0.015232747228782794 0.021870452051470455 0.0065480369489483957 0.017451903580694317 -0.05839452289730019 -0.0092495564533954956 -0.071421063102641222 0.039138004202468213 0.068008966826956313 -0.019122591176502338 -0.0099147460596931223 0.0016015416778631896 0.0058033324534068429 -0.073725490174006536 0.056823786925116734
leaf_weight=0.061556692192595075 0.75652239721421155 0.1976269181338921 0.12660233498172602 0.53097463457379468 0.27561225680983525 0.18769507547403907 0.37372055283049133 0.52827613371482485 1.2644766781377255 0.71128000225871735 0.51147222850704566 1.3106777851935469 0.48370641109067936 0.20457640441600233 0.34870401303487586 0.82550812122644857 0.57006991848174926 0.53333774209022411 1.6813084823079405 0.86994855967350304 2.3274574747920269 0.43291993337334034 0.24147818860001224 0.24695897707715608 0.88674950654967688 0.23546931397140725 68.628503302075842 1.2125786702854386 0.36748121683649515 0.96488926344318304
leaf_count=455 33 435 40 24 32 30 28 39 42 16 18 30 34 21 32 25 39 2 35 65 55 93 101 6 12 38 1990 212 24 28
internal_value=0.00123391 -0.0281856 0.0148891 0.0013636 0.0174448 0.0296285 -0.00279128 0.00110822 -0.0170858 0.00149491 0.0165608 0.00101227 -0.0175006 -0.00296084 -0.0449486 -0.000880462 0.0413435 0.00155975 -0.00729739 -0.0337122 0.00194925 0.00220775 0.00171495 0.0188643 -0.0018231 0.029975 0.00215831 0.0158712 -0.0289703 0.0284117
internal_weight=87.8981 0.385786 0.188159 87.5124 1.368 1.09239 0.561416 86.1444 1.79275 84.3516 2.61833 81.7333 2.34766 1.86396 0.55328 1.53679 1.08154 79.3856 5.41205 1.40329 4.00877 73.9736 71.8479 2.1257 1.36918 0.482428 71.4149 2.78643 0.608959 2.17747
internal_count=4034 930 495 3104 114 82 58 2990 81 2909 98 2811 117 83 53 41 57 2694 157 67 90 2537 2448 89 56 44 2355 365 125 240
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=0 7 18 7 18 16 3 10 16 10 16 22 22 21 21 9 23 10 0 20 20 21 5 14 23 20 17 2 0 17
split_gain=0.304448 0.290683 0.341416 0.367524 0.318442 0.84511 0.541168 1.7584 0.940017 1.01139 0.808362 0.783225 1.29521 0.806608 0.782681 1.0096 0.658225 0.644697 0.792814 0.526973 0.522704 0.900584 0.518336 0.475646 0.693522 0.625248 0.594478 0.486044 0.409863 0.399356
threshold=103.48144189910001 22.061824394000002 13.376114027300002 21.946499523750003 13.843998451900001 22.654947022900004 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 19.199955102150003 -0.084275000000000003 -0.041369999999999997 9.1912342607000017 2.7968392888000007 199.17419511990002 -0.085699999999999998 67.074341896550024 90.407470010750018 39.458743938000005 43.047778594550003 5.4349223666500004 21.454033346250004 195.25924573520004 0.088350000000000026 38.625745710700009 199.03437346465003 59.023942917950002 86.256490657300006 188.41589330430003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 20 6 -6 8 -8 10 19 17 13 -13 -14 -16 -9 18 22 -10 23 -22 -12 24 27 -26 -25 -3 29 -27
right_child=-2 4 -4 -5 5 -7 7 16 9 -11 11 12 14 -15 15 -17 -18 -19 -20 -21 21 -23 -24 26 25 28 -28 -29 -30 -31
leaf_value=1.9829620557680768e-06 -0.0010092533423203005 3.4160672204189079e-05 -0.0019780339604113803 -0.0022081351940277339 0.00023507278955534267 0.0017564451265163177 0.0019434189034937064 0.00079559344461963065 0.0018667202708516338 -0.0017042826117029148 -0.00077274495886008054 -0.002061208865074078 0.00070871494272985365 0.0002905015297006137 -0.0019171810424460714 0.00019880345852946166 -0.0020227161776184915 -0.00096165446212315717 0.0019658066650126045 0.00023841778240265684 -0.0021282000499427242 6.3215476423268062e-05 0.00071786910452009179 0.00017651010128868759 0.0013038695799768611 -0.00013774316714909324 0.0012785253071885844 0.001472281455600981 -0.00043349339101250017 0.00087121066726692062
leaf_weight=5.6303155041459823 0.80005515125912907 1.0802433229982877 0.38381662152823981 0.29248856380581845 30.527455461412501 1.1146675944328297 0.90966728657077212 0.35432675608899478 1.3494255142286484 1.2855140917818051 1.2512550316751099 2.2909674805123443 3.1558881405507977 0.70475242286920536 1.3475082874065267 2.1834782757796347 2.2563213497815005 1.0592394047416744 1.3309700004756448 1.6117091774940489 0.80950317466340393 4.8152532419917407 2.7715679344255477 32.810285899176961 2.0848009319743133 2.5673731067217869 1.9144711403641839 4.4294733442366123 3.0771543001756072 3.3300395123660564
leaf_count=670 920 13 130 6 690 43 25 23 18 97 27 80 36 5 35 39 274 33 28 34 45 94 32 388 30 28 29 110 30 22
internal_value=0.000172611 0.000180575 -0.00022102 -0.00010716 0.000203103 9.9499e-05 6.55416e-05 -0.00015134 3.15564e-05 -5.39384e-05 5.7389e-05 -0.000112429 -0.000457536 -0.00150796 1.3054e-05 -0.000608706 -0.0016402 0.000408626 0.000679733 0.000980455 0.000304134 -0.000252168 0.00025423 0.000365137 0.000633121 0.000355528 0.000237267 0.00119032 0.000135227 0.000431974
internal_weight=119.53 118.73 6.30662 5.9228 112.423 55.5047 54.39 23.8626 21.2519 20.3423 19.0568 16.0956 9.68259 2.99572 6.68687 3.53099 2.61065 6.41303 5.35379 2.96113 56.9186 5.62476 4.02282 51.2938 16.5691 11.0594 34.7248 5.50972 8.97457 5.89741
internal_count=4034 3114 806 676 2308 1519 1476 786 489 464 367 315 195 85 110 74 297 120 87 52 789 139 59 650 233 110 417 123 80 50
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=7 7 18 20 0 3 21 7 9 8 2 0 6 9 22 2 22 20 19 23 7 7 21 3 13 17 23 21 9 15
split_gain=0.073216 0.204221 0.175957 0.144074 0.186251 0.187232 0.168377 0.157993 0.134859 0.244613 0.220923 0.207335 0.43035 0.194824 0.175837 0.169459 0.330101 0.312144 0.466181 0.240978 0.178066 0.132785 0.204101 0.119368 0.112231 0.112146 0.141927 0.111228 0.470396 0.110232
threshold=22.061824394000002 21.946499523750003 13.376114027300002 47.927946529500012 85.877418060900013 103.48681881535002 7.515317457250001 19.623463571950001 186.68586460755003 8.3434888241000014 189.28685862455004 85.732241321850012 16.555386813950005 185.90443620030001 -0.083064999999999986 158.13149931390004 -0.055334999999999995 42.456897412850005 13.151061067750001 0.072205000000000033 22.516377366000004 21.844899366700002 6.9459996152000008 112.77544165605001 104.99773228470001 177.64087306825002 0.10184000000000003 16.172025809700003 199.89081775665002 25.186533201700005
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -5 -1 9 10 13 12 -10 15 -14 16 17 20 -19 -18 -2 22 25 -7 -17 26 -9 -13 -29 -8
right_child=8 -3 -4 6 -6 23 29 21 11 -11 -12 27 14 -15 -16 24 19 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.067515379983876453 0.039773666973325433 -0.080075228688607919 -0.074038115793640905 0.066246651475525692 -0.067324198295873883 -0.065065246413447492 0.037870900622160426 -0.074345077465663587 -0.076113362079723398 0.073304850922991355 -0.075447360140191155 0.0018728879291310177 -0.047170844510368813 0.035737913294368387 0.013114852820540987 -0.037843579900673482 0.059936079951397221 0.05955060572002957 -0.065649299069169179 -0.083701962728133072 0.003497690835648075 0.048675383267546168 -0.076322168754380373 0.045867738855413329 0.070156406737730034 0.013490536748732762 0.022637511440203227 -0.073223385971833532 0.019129399193892758 -0.034004906254088557
leaf_weight=0.20152925319416848 1.1706709403079001 0.20056100683450484 0.18387723317340476 0.32905515003949393 0.26167971342510998 0.33915669793350378 0.20387639273394598 0.19774637287991925 0.56476781580931756 0.32649642042815674 0.16159836449850207 74.273946634960566 0.33533048356184725 1.3056729599920798 1.0952790872688636 0.061523834518709353 0.074466606901296362 0.2131964733659969 0.60748355742543936 0.36953519031249016 1.8569793414644662 0.25207942165434349 0.20364650020201214 0.06067942304071039 0.30012367284507491 1.0479836627673647 0.13455255300505087 0.51296990178525337 0.68141125260308399 0.25463790667708963
leaf_count=21 18 15 136 15 30 370 13 113 112 8 431 2044 37 37 40 146 34 63 39 73 65 7 40 9 12 11 8 17 37 33
internal_value=0.00129613 -0.00849858 -0.00458754 -0.000924862 -0.00892368 -0.00265372 0.0264876 0.00628993 0.00174799 0.0118701 0.00859329 0.000905464 -0.0222714 0.0108721 -0.00101593 0.00389599 -0.000138726 0.00672295 -0.0331248 -0.0596114 0.0175242 -0.000430473 -0.00824558 -0.04823 0.0517833 0.00179842 -0.0350755 0.00151826 -0.0205348 -0.00204564
internal_weight=87.7825 3.87106 3.6705 3.48662 2.69905 2.43737 0.787569 2.03754 83.9115 6.44775 6.12125 77.4637 1.99538 5.95965 1.43061 4.65398 4.29233 3.84833 0.82068 0.444002 3.02765 1.83601 1.58393 0.399836 0.361648 1.38028 0.332299 75.4683 1.19438 0.458514
internal_count=4034 821 806 670 609 579 61 200 3213 926 918 2287 189 487 77 450 292 185 102 107 83 179 172 379 158 132 121 2098 54 46
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=16 16 23 22 20 5 7 7 21 23 3 20 2 23 22 0 6 23 16 17 16 19 4 6 21 7 7 22 15 23
split_gain=0.422942 0.908098 0.700653 0.628648 1.2326 0.860061 0.623201 0.581292 0.543675 0.534818 0.505691 1.13892 1.14151 0.542543 0.629563 0.479928 0.752822 0.474848 0.668001 0.825053 0.55955 0.466397 0.45598 0.501202 0.437824 0.402379 0.780772 0.384661 0.668317 0.381143
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 -0.059424999999999999 38.244973486750006 20.305669781650003 23.974509389900003 23.576742473100005 10.885922772550002 0.11922500000000003 93.281431752200021 41.942745071500006 101.23478163165002 0.080770000000000022 -0.078649999999999984 92.313586825200005 14.845346859150002 0.092835000000000015 22.574947209950004 196.80409074510004 22.614947116400003 14.251149826300002 264.30477453730003 16.100376182700003 20.770927814650005 22.516377366000004 22.181995028450004 0.22598000000000004 18.019770707250004 0.083495000000000028
decision_type=2 2 2 2 2 2 2 2 2 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 6 8 7 -1 15 29 13 -12 25 14 -2 -5 27 18 22 -20 -21 -14 -15 -24 -23 26 -13 -17 -29 -6
right_child=10 -3 -4 5 9 -7 -8 -9 -10 -11 11 12 21 17 -16 16 -18 -19 19 20 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0012760263522173063 0.00040703474534152718 -0.0016948633080023873 -0.002040667515876499 -0.0014642197178629933 -0.00058308502390003278 -0.0018421037387662399 -0.0020038975904994832 0.0018435323607763898 -0.0012446042090291458 0.0019346668073771149 0.0002927956598248626 0.0010529084690754234 -7.564320866941624e-05 0.00058009286864579921 0.0015253516113073369 0.0004605738172548173 0.0014730913807817481 0.00052206734138978415 -0.0015608523535672653 -0.00094711156655765229 0.00074581679480359919 -0.0021388294965160319 0.00054791593378610817 -0.0013467993751864484 0.00042382882914302465 0.00070653435005745761 -0.0020762332926489765 0.00035542915195250509 -0.0020728544319043342 0.00013200873849988196
leaf_weight=0.58807039823387031 4.4844858609139919 1.1215896510984737 0.58563284969386487 0.48718490064494346 3.5111081540644653 0.67397946490018412 1.8373191032351313 0.37679443106026156 0.74308144743963467 0.56595477275550266 24.140296661178585 0.54683665744960241 0.73782039368234142 7.5784585573710483 3.4048365242779246 17.052666450079421 2.696928971912711 19.203622102737427 1.8644859138876189 1.2317930012941363 1.921585453674197 2.2488542868231893 1.0266375839710238 1.1249106386676428 0.28928978275507677 2.0927279395982623 0.69775469560408965 1.302008312602992 0.65495654671394721 15.588101636887584
leaf_count=175 46 49 67 41 775 238 275 15 111 7 302 15 42 72 111 383 37 183 21 35 24 168 16 30 5 20 31 67 73 600
internal_value=0.000191887 4.8636e-05 9.0542e-05 0.000117629 -0.000117154 0.000341041 -0.0013338 -5.77911e-05 0.000405191 5.62123e-05 0.000286182 9.52965e-05 -0.00062563 0.000426486 0.000889673 0.000460428 0.000503625 0.000318855 5.42458e-05 -0.000526854 8.45142e-05 -0.00144785 0.000353925 -0.000442713 -0.00184675 0.000181478 -0.000701381 0.000366086 -0.000457268 5.49292e-07
internal_weight=120.38 47.7854 46.6638 46.0782 22.4673 23.6108 2.80218 0.964865 22.9368 19.6652 72.5944 30.7536 6.61328 41.8408 7.88932 22.1937 21.7066 33.9515 14.7479 5.01786 3.15338 3.27596 9.73001 2.15155 2.53814 3.33732 1.24459 19.0096 1.95696 19.0992
internal_count=4034 2913 2864 2797 1847 950 465 190 712 1382 1121 583 281 538 157 601 560 381 198 80 59 215 118 46 173 66 46 523 140 1375
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=10 0 5 0 18 6 0 2 0 15 15 5 0 10 20 12 8 23 9 6 21 21 13 16 18 13 3 23 0 21
split_gain=0.0659475 0.663259 0.412449 0.304059 0.375488 0.295755 0.317612 0.651719 0.471928 0.380262 0.292095 0.272275 0.253965 0.223167 0.237609 0.264574 0.292829 0.254929 0.209011 0.208918 0.208631 0.204642 0.195242 0.370307 0.316373 0.306646 0.299721 0.204295 0.173428 0.17284
threshold=66.590419433100024 90.407470010750018 20.769304081650002 92.313586825200005 13.545319032100002 15.075352233200002 94.047642319350018 98.465712168700023 94.625660817400004 28.626568391100005 33.423812040500003 20.016397659050003 90.767723400200012 65.611820673600008 37.828051409500013 90.84682862195001 9.4426310644000022 0.085820000000000021 189.78071820640002 16.235379337050002 2.3223121640500004 6.088545839700001 116.19247193985002 22.454947490600002 13.431026577400003 116.86189801435002 103.00289635185001 -1.0000000180025095e-35 71.131225215400022 7.0441631297000011
decision_type=2 2 2 2 2 2 2 2 2 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 3 11 -5 6 7 -6 9 -8 -9 18 -3 14 17 16 -16 -1 21 -4 -15 -2 24 27 26 -25 -17 28 -24 -10
right_child=2 12 19 4 5 -7 8 10 29 -11 -12 -13 -14 20 15 22 -18 -19 -20 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0061679291031786999 0.049160165601353945 0.066792599506599881 -0.070293123638629162 0.060605350445566038 -0.015952178994381019 -0.045191581129618734 -0.0039481689753966638 0.065698976337988116 0.0031068318775232138 -0.070778574790216792 0.01008632741158156 0.027594411364273437 0.013088591661967956 -0.046266303456468809 -0.07146118749083584 0.039662310084699434 0.01179939616040596 0.039869111169595316 -0.071858631594057532 0.01028515426937246 0.0017688759504961586 -0.068652349779141683 -0.067145561448644017 0.036272798383507936 -0.050084207027612307 0.00072313336913433577 -0.06913914001416914 0.064816884139138192 0.031020086632167661 -0.012663192005579126
leaf_weight=0.82583437849643759 0.1492232059026708 0.93120704009197541 0.55180138641071508 0.45601497327152074 1.2137925849965605 0.60994723520707239 0.7443508011692781 1.189668816346966 22.974218366185543 0.73815219497009821 0.62821805989369739 0.24620951845827221 0.65148302825400606 0.81661276891827472 0.45045418788504221 0.45680162592361628 0.31070973590249196 1.430684217775706 0.6172372808214277 0.1877145484322682 0.75982777188619366 0.11261745589581551 0.10741275917098392 1.0821775863878418 0.78956506642043678 44.052095293638558 0.14526340669635829 0.63378269530949072 0.28945652139373124 3.4841288030002593
leaf_count=158 15 31 127 19 25 25 43 47 1237 68 14 13 24 16 30 121 24 87 42 14 26 35 60 24 43 741 143 69 73 640
internal_value=0.00117144 0.00260909 -0.00110708 -2.0399e-05 0.00116357 0.000305295 0.00120127 0.0214844 -0.000999517 -0.0372237 0.0464806 -0.0337295 0.0446864 0.00133211 0.00209411 0.00111681 -0.0374739 0.0230206 -0.050905 -0.0498396 -0.0231139 -0.0015109 0.00173447 0.00246845 -0.022614 0.0015755 0.0134112 0.0415722 0.00445153 0.00103018
internal_weight=87.6367 53.7334 33.9033 33.1638 32.0385 31.5825 30.9725 3.03168 27.9409 1.4825 1.81789 1.12529 1.58269 52.1507 50.5742 48.3177 0.761164 2.25652 0.879078 0.739516 1.57644 0.261841 47.5566 46.1649 1.39163 45.1343 0.602065 1.03065 0.396869 26.4583
internal_count=4034 1670 2364 2223 2118 2099 2074 86 1988 111 61 105 55 1615 1573 1328 54 245 92 141 42 50 1274 967 307 765 264 202 133 1877
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=7 7 18 7 0 7 22 20 22 8 20 18 18 3 10 21 6 21 15 3 6 17 15 22 22 9 22 20 13 15
split_gain=0.065075 0.176397 0.156347 0.127025 0.334637 0.304773 0.15798 0.272124 0.150922 0.467718 0.297606 0.488299 0.188507 0.456798 0.359823 0.354779 0.183651 0.138563 0.468289 0.433837 0.499073 0.355706 0.337648 0.300938 0.517534 0.393604 0.273691 0.316141 0.219387 0.191514
threshold=22.061824394000002 21.946499523750003 13.376114027300002 22.721067571950005 85.732241321850012 22.747724408400003 0.26941000000000009 38.064633603500006 -0.11347 8.543332867800002 42.719328117250008 12.885811969150001 12.971888692100002 93.794927255050013 62.154463517850012 4.3657573166500008 16.555386813950005 3.2025200283000004 44.190294328500009 88.69223372350001 16.485385178400005 204.64886559710001 36.124429763000009 -0.056724999999999998 -0.101395 211.30488836970002 -0.102645 41.092444989200011 104.08096806215002 18.946678378300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 -5 -6 17 -8 9 -2 12 -12 16 14 -14 -16 -10 18 19 22 21 -21 23 24 26 -26 27 28 29 -7
right_child=3 -3 -4 4 5 6 7 -9 10 -11 11 -13 13 -15 15 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0012596376237098083 0.065815111092421025 -0.07931208024594813 -0.073922046809465375 -0.058504237262313546 -0.048452649329257268 0.044262005156979617 0.0016956707544540229 -0.076027448893236635 -0.013764358390634132 -0.0053412888164663498 0.066724063929804456 -0.075217678977587618 -0.041504974304462143 0.057646558030829617 -0.012925752354373899 0.073834978048912023 0.015622269534101898 6.6735436358191405e-05 -0.048682580526735318 0.059951203148122807 -0.00093170817491982152 -0.013196423505613064 -0.058322581159717744 0.01714356327810768 -0.072726686723765324 -0.0014380883448830391 0.075888924786610731 0.053963419015542774 0.0018704509568937887 -0.077357481855317878
leaf_weight=3.2834062979209193 0.905882869650667 0.17694141678566655 0.16502942653846719 0.50592677052918489 0.6567537923110639 0.084614938269680695 0.64807066061120966 0.37872245322478193 2.4369416061090288 1.0681516585173083 0.17004450381500635 0.52773447001891327 0.68707182351499829 1.2166128465614745 0.54530914716906387 0.4619674562709406 2.1016915031359531 54.857519822538563 0.74364045332186002 2.3316832289601748 1.7448763565625993 0.41564944712445129 0.46214566560229364 5.4237222030294534 0.91787012561860615 0.74417668610340115 0.29655723963151093 0.52080467823316201 1.9745829507592132 0.36539909563180117
leaf_count=670 57 15 136 131 14 112 64 67 34 20 6 78 14 34 22 27 21 1726 44 119 38 25 71 211 79 53 5 52 41 48
internal_value=0.00117684 -0.00837673 -0.00473699 0.00159316 0.000533809 0.000945415 0.00139657 -0.0269717 0.00924123 0.0273123 0.00486277 -0.0406273 0.00912368 0.0235927 -0.00085937 0.0268653 -0.000156379 0.0018075 0.00776631 0.0105132 0.0295348 0.0488846 0.00259378 0.00531967 -0.00775729 -0.0408074 0.00918643 0.00247051 -0.0085902 -0.0544897
internal_weight=86.8195 3.62538 3.44844 83.1941 73.0727 72.5668 71.91 1.02679 10.1214 1.97403 8.14737 0.697779 7.44959 2.91096 1.69435 1.00728 4.53863 70.8832 16.0257 15.2821 4.49221 2.74733 10.7899 10.3277 4.90401 1.66205 3.24196 2.9454 2.4246 0.450014
internal_count=4034 821 806 3213 2900 2769 2755 131 313 77 236 84 152 97 63 49 55 2624 898 854 182 144 672 601 390 132 258 253 201 160
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=20 20 22 15 21 22 22 20 8 6 6 19 19 5 22 21 21 2 6 20 22 10 20 7 20 13 0 15 9 0
split_gain=0.0817519 0.0946886 0.385571 0.139804 0.213369 0.103074 0.19241 0.0796784 0.0686779 0.0680027 0.30665 0.22459 0.586777 0.296088 0.19683 0.343912 0.196782 0.190168 0.187 0.207526 0.170651 0.341253 0.397048 0.181757 0.242872 0.164533 0.172035 0.151873 0.151432 0.141649
threshold=32.051492741500006 34.654301448200009 0.23835000000000003 31.025894238900005 0.49227235280000009 0.10957500000000002 -0.58287999999999995 30.317390213800007 8.2435668022500028 13.65531905435 13.78532209185 11.850956171350001 13.051052998800001 13.058770361550001 -0.50001499999999999 5.2345280387500006 3.4801976177500005 168.84984911130002 12.05528166975 43.426640904350009 -0.16276499999999997 62.020040611300011 39.792680591700012 19.078733418100004 35.879804895950009 102.94912718925001 97.991610396700011 24.273602154900001 182.80199813410005 71.131225215400022
decision_type=2 2 2 2 2 2 2 2 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 4 5 6 -2 8 -1 11 -11 18 13 16 15 17 -13 -12 19 -3 21 23 -23 29 -25 26 -22 28 -14 -16
right_child=1 9 -4 -5 -6 -7 -8 -9 -10 10 14 12 27 -15 20 -17 -18 -19 -20 -21 25 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.063518169307134997 0.056922564051321053 0.0044033711879806932 -0.068786495842989862 0.056837789794377168 -0.065503243704959233 0.06164877928339995 -0.063998773389106089 -0.06739920248075712 0.063782845237354308 0.021360804162606706 -0.059737770370952001 0.028164376543344395 0.016920257270956019 -0.06544729084308526 -0.047646455108724763 0.009593568986994816 -0.046147400894521635 0.0014864436389164729 0.04160302629367707 -0.06664931486297114 0.060354345590480037 -0.012831793836995479 0.056714582596248085 0.062284759737178785 -0.066235165285467065 0.00025928406470008034 -0.0048728949038560967 0.0043909714617994706 -0.065173713350282561 0.033101974981184182
leaf_weight=0.027606650890389939 0.11182646306860977 4.2200462271632073 0.17473577533928608 0.50896296603605151 0.11643176546272116 0.21988997851076419 0.10045946017714769 0.13577754717124435 0.044539382215589285 2.9861694959981824 0.78098081283678655 0.28983800261266868 0.13806764731998544 1.0290293932430357 0.11585551586176679 0.90010118445206888 0.28345500562795678 0.27617194171762094 0.52684550020285303 0.17205183166026916 0.37453072430071088 0.47490145498477421 1.0829539239202857 0.071340811729896814 0.34556068719757604 66.020202945129313 0.28738779411651194 3.6159273928824405 0.26152209375868551 0.35526164108887315
leaf_count=119 13 423 15 21 25 6 62 60 3 41 96 56 37 182 58 28 202 22 75 379 29 24 38 4 121 1673 20 114 55 33
internal_value=0.000932842 0.00102904 0.0184811 0.0328997 0.0106915 0.031219 -0.000300695 -0.0387834 0.0150712 0.000774856 0.00145294 -0.00399191 -0.0126553 -0.0451 0.000616642 -0.0192149 -0.00857782 -0.0437435 0.00590242 0.00162002 0.00117814 0.0176298 0.0355138 -0.0137442 -0.0442426 0.000574699 0.0320344 0.000291172 -0.0368083 0.0132446
internal_weight=86.0484 85.8405 1.23231 1.05757 0.548608 0.432176 0.212286 0.207924 0.072146 84.6082 74.0714 10.5368 5.61784 1.60232 71.0852 1.95725 0.573293 1.05715 4.91894 4.3921 69.128 2.44587 1.55786 0.888019 0.416901 66.6821 0.661919 4.01552 0.39959 0.471117
internal_count=4034 3852 142 127 106 81 75 182 122 3710 2187 1523 646 440 2146 146 258 118 877 802 2000 278 62 216 125 1722 49 206 92 91
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=10 18 18 16 16 6 21 17 22 13 22 10 13 3 22 20 19 18 10 17 7 10 6 4 3 6 5 7 18 21
split_gain=0.0626614 0.126611 0.100077 0.0990096 0.356915 0.0811706 0.085692 0.0730522 0.257844 0.347556 0.342087 0.232422 0.277547 0.395364 0.246858 0.194912 0.169698 0.115823 0.277495 0.539458 0.276861 0.120084 0.110487 0.612631 0.315529 0.497515 0.376502 0.185467 0.451546 0.283667
threshold=81.479100559500012 17.138111898250003 17.323446153950005 14.544965987550002 17.684958644900004 8.2451926476000015 6.088545839700001 204.49254535040004 -0.039434999999999998 108.17011287860002 -0.067109999999999989 62.057679025150001 112.64908412395 83.326071295150015 -0.091639999999999985 39.184300550350009 14.451165964200003 15.625782642300001 75.634392583900009 182.20563699335005 25.818239331450005 75.499969677400017 14.845346859150002 278.29044475435006 86.272621406050021 15.035351298550003 18.280220412300004 23.974509389900003 13.893471991850001 2.9212203061500004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 -5 -4 -7 17 10 -10 11 -9 13 -13 -14 -11 -17 18 21 -20 -19 22 23 -1 26 -26 -24 28 -27 -29
right_child=2 3 5 4 -6 6 -8 8 9 15 -12 12 14 -15 -16 16 -18 20 19 -21 -22 -23 24 -25 25 27 -28 29 -30 -31
leaf_value=-0.00088727069506365085 -0.060199349174620942 0.060638043254065292 -0.060166849745117552 -0.060555845895608036 0.060248813250676346 0.02770082803533673 -0.044596917936111029 -0.061241417409789001 -0.00660658053735407 0.061700056295710536 -0.06427225659584665 -0.0041396350899083898 0.043950656814870759 -0.061630506320754841 -0.013065887158249172 0.041806247737691399 -0.016919671779320584 0.041143238681964817 -0.001466552981379885 -0.063033723638556388 0.0037406629978048948 0.027367499904764159 0.048721993948708797 -0.062668681703546697 -0.051842494869064393 0.0017929646033001221 0.00066401164329312585 0.039938098743651847 -0.035868377453234492 0.0059910354253764671
leaf_weight=15.504948615938247 0.15410649754016859 0.21761640485328726 0.072748705329900076 0.15050906663236674 0.20807169144973159 0.23731418255010794 0.077715965000606957 0.27958028996363271 2.1207852478255513 0.50842777546495177 0.43467603850876901 2.2936255602539868 0.65494470554403961 0.52492018026532594 0.46276597166433908 0.35988655663095415 0.34335997141897678 0.85056945598444045 1.8014275245332094 0.70794390168884991 4.1788850124066812 0.6298898346722116 1.130876240320503 0.59515920682122292 0.61695663940918066 41.811875199221504 1.1997145072091369 1.0634416129905719 1.1686206561389543 5.0685186940536369
leaf_count=501 371 9 425 41 17 126 38 40 68 8 15 93 30 68 25 18 26 50 40 173 93 9 28 192 17 1306 36 48 58 65
internal_value=0.000794135 0.000923442 -0.0194622 0.0288403 0.00954281 -0.00327288 0.00986543 0.000732654 -0.00470648 0.00798055 -0.0137977 -0.00859354 -0.00485412 -0.0148466 0.0203441 0.0335123 0.0131333 0.00130152 0.000683262 -0.0188359 0.0100661 0.0013953 0.00115528 -0.00317109 0.00249325 0.00148611 0.0239833 0.00215604 0.000768969 0.0118783
internal_weight=85.4299 84.888 0.541885 0.576197 0.358581 0.387779 0.31503 84.3118 7.98297 3.33246 4.65051 4.21584 3.93626 2.81855 1.11771 1.21167 0.703247 76.3288 71.2994 2.50937 5.02945 68.79 68.1601 16.1001 52.06 49.7294 2.33059 49.1125 42.9805 6.13196
internal_count=4034 3074 960 67 58 589 164 3007 391 120 271 256 216 161 55 52 44 2616 2473 213 143 2260 2251 693 1558 1494 64 1477 1364 113
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=20 20 22 15 21 22 22 20 23 16 20 5 16 21 22 5 5 3 21 15 18 13 10 20 15 15 16 2 7 22
split_gain=0.0756063 0.0913728 0.344671 0.114919 0.193108 0.0912751 0.17078 0.0679719 0.0631643 0.31123 0.208207 0.0826496 0.332775 0.176512 0.0880022 0.281698 0.508738 0.438571 0.608105 0.335211 0.305087 0.301751 0.440919 0.238782 0.616762 0.49413 0.427211 0.290915 0.345509 0.290585
threshold=32.051492741500006 34.654301448200009 0.23835000000000003 31.025894238900005 0.49227235280000009 0.10957500000000002 -0.58287999999999995 30.317390213800007 -0.27628999999999998 22.664946999500003 48.86568841230001 31.312564341900003 22.959946309650004 7.515317457250001 -0.06483499999999999 23.195398057700004 23.730745871350006 93.281431752200021 5.4349223666500004 40.974857724300008 13.142272494650003 117.67650082785001 62.009286778800011 39.792680591700012 30.108785229950005 31.504255087500002 15.089964713100001 131.42729508740004 23.203497038450006 -0.16276499999999997
decision_type=2 2 2 2 2 2 2 2 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 4 5 6 -2 -1 9 10 -3 12 14 -13 23 17 -17 19 -19 -16 -20 22 -18 24 26 -26 -10 -27 -29 -25
right_child=1 8 -4 -5 -6 -7 -8 -9 11 -11 -12 13 -14 -15 15 16 21 18 20 -21 -22 -23 -24 29 25 27 -28 28 -30 -31
leaf_value=0.014945357233469013 0.060033900627163718 -0.072566661667104612 -0.07392543812814667 0.059565133156754768 -0.070704937767200035 0.065790646381426524 -0.06920454030319137 -0.072523360390454164 0.0038787941559689548 0.070364905017691576 0.029704379232481204 0.061827837827890378 -0.056935169201028042 -0.030088004189878274 0.0031228830819554016 0.061005184818751654 -0.073110403152495673 0.005595845218810601 -0.021295283354840832 0.045238823722099426 -0.076849348591369826 0.059378034205845323 0.0089035701271722931 0.019177549785617778 0.053249540987907171 0.0042877783073110931 -0.067189214128001676 -0.075300912545779849 -0.01085866346462459 -0.00074999637573810128
leaf_weight=0.063392712800491746 0.10423325859846955 0.3671873161945588 0.15783357165128109 0.4761126940138638 0.1041686737614782 0.20773968189587322 0.0895850390585895 0.12325177504609997 0.56857078060022459 0.13743586465716362 0.12597556259879639 0.28925154467651637 0.46991361738764581 0.14923289724174538 27.048185013196424 1.0854455200606019 0.37227411485128037 2.0769636075128797 0.95433761749882229 0.92078316007973526 0.90986145193892298 0.40595575637416903 1.8135281872273479 3.8277287650196206 0.69855108042247582 3.2167809789534658 1.3328527925423257 0.55249298829585303 1.3497231051151173 34.749694743217226
leaf_count=122 13 129 15 21 25 6 62 60 215 3 11 36 69 44 865 34 73 37 21 32 28 10 69 493 23 67 155 15 64 1217
internal_value=0.000825344 0.000921667 0.0202266 0.0353618 0.0125758 0.0341798 0.000298412 -0.0428151 0.000657934 -0.0209846 -0.0464421 0.000822777 0.000664522 0.0305454 0.000995075 0.00356175 0.0215524 0.00148858 -0.0199491 0.00450941 -0.0484096 0.00502926 -0.00506461 -0.000977888 -0.0119986 -0.000905716 -0.0459382 -0.00829588 -0.0295757 0.00122725
internal_weight=84.749 84.5624 1.13967 0.981839 0.505727 0.401558 0.193818 0.186644 83.4227 0.630599 0.493163 82.7921 82.3536 0.438484 81.8837 35.5873 3.6772 31.9101 3.94116 27.969 1.8642 2.59176 2.1858 46.2964 7.71897 5.81755 1.90142 5.119 1.90222 38.5774
internal_count=4034 3852 142 127 106 81 75 182 3710 143 140 3567 3487 80 3418 1169 186 983 86 897 49 152 142 2249 539 169 370 146 79 1710
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=7 7 0 7 18 20 16 22 2 21 5 6 5 7 21 6 22 20 3 20 20 6 19 22 2 22 23 3 6 16
split_gain=0.234369 0.29795 0.520278 0.390331 0.296932 0.303557 0.498027 0.411418 0.458842 0.286198 0.27404 0.614372 1.17807 0.551971 0.436625 0.345575 0.260941 0.470652 0.256282 0.23979 0.231746 0.32884 0.228159 0.214279 0.558705 0.474443 0.618333 0.617223 0.492172 0.491662
threshold=22.105125139000005 22.721067571950005 85.732241321850012 22.747724408400003 13.376114027300002 47.927946529500012 22.744946812400002 -0.55354000000000003 53.810443956900009 7.515317457250001 20.444185446200006 16.425383776450001 21.850554661550003 22.589037079550003 4.837019638150001 16.505385645700006 0.26941000000000009 38.064633603500006 112.77544165605001 37.52517992975001 44.169240047700008 16.575387281250006 14.451165964200003 -0.06483499999999999 69.881082014850008 -0.058374999999999996 -0.24532499999999999 91.496295553550013 16.525386113000007 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 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 10 19 -4 5 6 7 -1 -9 -7 14 12 -12 15 -2 -13 20 -18 -10 -3 23 -22 -8 24 -5 27 -27 -25 29 -28
right_child=1 2 3 16 -6 9 22 8 18 -11 11 13 -14 -15 -16 -17 17 -19 -20 -21 21 -23 -24 25 -26 26 28 -29 -30 -31
leaf_value=0.0016858130574842474 0.00042365503678709312 0.00089632384074753537 -0.0011459236035034632 -0.0013295581128763261 -0.0020179170376378444 0.0018103898833809445 -0.0002597272014520926 0.00037448929486488694 -0.0021088575238919806 -5.6848118597741073e-05 -0.0023911407470824843 -0.00079484962212286172 0.00064780036603952369 0.0014207183942345294 0.0018543841542714916 0.00047049479876216753 0.00028094118045770156 -0.0020800174255600993 0.0012492371698797809 -0.0020209819365320349 -0.0013835981576071847 0.0020507246165435864 0.00094280364480287514 -0.00019181904502527371 0.00013911962364677216 -0.0013925301305591695 0.00028764906324746527 0.0020142927002512359 -0.00065788686944271606 0.0012868328912173572
leaf_weight=0.1908971759257837 2.3442556274185331 0.13204655330628057 0.87210046630934712 1.0171992191826493 0.32981520759017247 0.54678286239504792 1.4404432512819769 0.45607145805843119 1.3222008128541345 0.74640223727328703 0.86903686091681986 1.0447444769088177 1.1257751186894891 2.0258986106491648 1.2613095818560394 4.0337584720691666 0.79292083241671096 0.54965834741960862 0.093558528227731474 0.60297590699337889 0.69291988069608024 0.12680891156196594 1.0478924486087633 0.76763296876379117 47.423272597083042 0.85844246865667528 31.657975959137737 1.336476197466254 1.9826113339513529 2.0138102807104579
leaf_count=12 33 6 14 88 151 15 16 14 534 46 26 27 32 45 65 68 64 67 9 125 381 1 41 36 1348 51 617 16 38 48
internal_value=0.000163302 0.000185434 0.000146093 0.000159497 -0.00020782 -0.000105668 -0.000343878 -0.00105629 -0.00133594 0.000732655 0.000466681 0.000285406 -0.00067611 0.000555385 0.000924157 0.000210189 0.000172257 -0.000685647 -0.00188694 -0.00149689 0.000185364 -0.000852322 0.000246685 0.000195135 0.000108279 0.000304086 0.000251914 0.00120945 0.000291507 0.000347407
internal_weight=109.706 103.532 90.8269 90.0918 6.17406 5.84425 4.55106 2.06273 1.87183 1.29319 12.7048 9.09921 1.99481 7.1044 3.60557 5.0785 89.2197 1.34258 1.41576 0.735022 87.8771 0.819729 2.48834 87.0574 48.4405 38.6169 36.5128 2.10411 35.6544 33.6718
internal_count=4034 3196 2900 2769 838 687 626 569 557 61 296 198 58 140 98 95 2755 131 543 131 2624 382 57 2242 1436 806 754 52 703 665
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=7 3 5 13 17 18 4 6 9 0 6 21 21 16 19 3 6 21 16 2 21 22 22 21 12 12 15 21 2 12
split_gain=0.0577773 0.16345 0.196801 0.347863 0.143841 0.173056 0.197109 0.152806 0.128599 0.20298 0.344497 0.195351 0.216311 0.301776 0.26851 0.20389 0.160171 0.143093 0.142671 0.1256 0.185484 0.102424 0.124123 0.0999613 0.0975823 0.429949 0.40957 0.398079 0.384017 0.281876
threshold=22.105125139000005 93.72771580185001 18.946524085150003 105.33378955095002 188.83172615260003 12.658193188950003 202.99973138610002 16.705390318750002 186.68586460755003 85.732241321850012 16.555386813950005 15.803805445550003 10.393723370700002 22.644947046300004 14.451165964200003 84.092281862300013 16.405383309150004 16.359396914950004 16.079962398050004 118.06771887965002 2.4921523776000005 -0.094519999999999993 -0.080019999999999994 12.706368345750002 147.88310320375004 152.73554204000004 38.62622401090001 11.859661033550003 94.469527609150006 144.57070813310003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -3 -7 -8 11 10 -10 12 14 15 18 23 17 -13 -2 -12 -21 -20 -23 -14 26 -26 27 29 -29 -11
right_child=8 4 -4 -5 -6 6 7 -9 9 24 19 16 13 -15 -16 -17 -18 -19 21 20 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.070479559970045388 -0.069370683492604515 0.0045389415992453906 -0.074105162410839656 0.061979942518128814 0.066540692663864434 -0.072063757020408264 0.045064918290015472 -0.07062804413011349 -0.071385419662706603 0.0021123688274865501 0.012156391698458769 0.069393107992033465 0.064267957946439427 0.0052351075569990191 0.058879055971178706 -0.074428131475225201 0.069634259649215963 -0.071691832891640758 0.045081747809672695 0.014485089088909185 -0.07224229239374004 -0.01469905263633885 0.022538073884692682 -0.069952074427072131 -0.053301471144632261 -0.0001929423140075152 0.038869905556783109 -0.074373184652018268 0.015238575503933677 0.034150573988400316
leaf_weight=0.1815482545512731 0.10600782565410316 2.326456098525342 0.34682977550801297 0.19244547933340073 0.14363041566912205 0.33118731689364711 0.17119485535840795 0.078438970733259339 0.49050100383828876 26.894854102239616 0.83077796529687453 0.056870818322863559 0.088783586703300776 1.8351541997399179 0.64037089604244091 0.43655956405018514 0.43490390852093697 0.08376208239008065 0.36849719773727008 0.21532739268150181 0.2523881254310254 0.79124465542554401 0.90332022873189965 0.03705804589637296 0.73088363547139934 41.584696779483011 1.5069033373147238 0.607931577211274 0.35802905274977093 1.3593422422072752
leaf_count=78 446 391 80 8 12 191 45 33 112 802 21 10 77 15 44 48 11 70 47 24 28 21 39 86 33 1145 25 33 26 33
internal_value=0.000841857 -0.00746192 -0.03686 -0.00232004 -0.000516173 -0.00382903 -0.0373466 0.00871233 0.00123037 0.000468243 -0.0223754 0.011093 0.00689845 -0.0082465 0.019823 -0.0522379 0.0490422 -0.0146382 0.00829259 -0.00386201 -0.0323146 0.0122832 0.00515091 0.0247426 0.00102774 -0.00111024 0.00397205 0.00217234 -0.041159 0.00365376
internal_weight=84.3859 3.77173 0.720824 0.373994 3.05091 2.90728 0.580821 0.249634 80.6142 74.8316 1.78899 5.78253 5.207 2.39756 2.80944 0.562401 0.575537 0.140633 2.16907 1.29849 0.467716 2.06306 1.69456 0.125842 73.0426 42.3156 30.7271 29.2202 0.965961 28.2542
internal_count=4034 838 166 86 672 660 269 78 3196 2282 185 914 823 226 597 211 91 80 553 73 52 107 60 163 2097 1178 919 894 59 835
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=23 16 15 18 15 19 20 20 6 9 6 16 3 10 21 13 20 17 0 3 20 10 5 16 15 15 17 3 18 7
split_gain=0.363991 0.291174 1.01802 0.740198 0.677808 0.910788 0.487138 0.616461 0.478678 0.47469 0.420929 0.398266 0.346402 0.674541 0.768507 0.848805 0.815934 0.645055 0.618952 0.439388 0.561678 0.748785 0.580478 0.425142 0.572298 0.411676 0.616532 0.623954 0.388107 0.364094
threshold=0.4381000000000001 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 39.458743938000005 41.243661560350013 14.935348962050002 190.49354742400001 11.075258771650001 18.734956189500004 82.885164161750012 66.964115113200009 1.0000000180025095e-35 108.08408221840001 36.124181380200007 193.10154186985002 90.297243227400017 89.695028606150018 36.491284729650012 64.407391431150018 20.204934414350003 22.454947490600002 33.928396949100005 35.965617804200001 187.28691448030003 92.913112988300014 13.012604996900002 23.9417051038
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 10 -7 -8 -5 -9 -1 -3 -13 18 -15 -16 -17 -18 19 -14 28 22 -22 24 -24 26 -25 -28 -21 -20
right_child=-2 11 3 8 -6 6 7 9 -10 -11 -12 12 13 14 15 16 17 -19 29 20 21 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0011777617585748928 -0.001336020302838724 0.0012792669641150352 0.0010451564164166446 -0.0019425205582406702 0.0012569699681874848 -0.00208461987659924 0.00018016334222964827 0.00029443736511913175 0.00045181590795353505 -0.0020643610303992671 0.00030423358892391793 0.00068444738496284407 -0.00091831265438728222 0.00051428746434788435 0.00024097033121752326 0.0003584971467296344 -3.94706892224195e-05 -0.0021323781344420338 0.00039956125109903939 0.00017710194651461623 0.00087979538220690876 -0.0010118682601438216 2.9412253463409294e-05 0.0004572206967948706 0.0018252571793597959 0.00020338125887294504 -0.00026643275829043526 -0.0022186818964564682 0.0019954488995929487 0.0017185793507894591
leaf_weight=0.76814083740875005 0.60703027439012558 1.4033599212998513 0.5123587474226946 1.9808714680693813 1.9273945794448071 0.81900133239105244 2.4970420008176006 0.46187139121684584 0.38310692692175496 1.1317650842756846 18.084543986257813 5.8976684889057642 1.2792777977883805 3.1593957561999542 2.5423922426998615 1.0008887485601006 0.72891841712407801 2.5360121013363823 1.5177985057234757 0.73619424442585923 5.1175744682550421 1.8698755092918862 1.3395162617671297 1.8320078849792469 1.3904374931589698 48.199757102571311 1.6270058453083041 1.0265518062515182 1.1661474611610172 1.7122453413903711
leaf_count=944 31 29 27 233 39 109 119 125 8 111 779 33 22 44 27 20 16 139 22 60 59 38 112 26 70 666 29 23 31 43
internal_value=0.000178319 0.000186337 1.48011e-05 -0.00109142 0.000138659 4.7951e-05 -0.000704284 -0.000427925 -0.00155449 -0.00138073 0.000243851 0.000243259 0.00022609 0.000191777 -0.000284944 -0.000655833 -0.00119032 -0.00166512 0.000260829 0.00021956 0.000242197 0.000210201 0.000247951 0.000189601 0.000944083 0.000150506 -0.000417661 -0.00102168 0.00129176 0.00109877
internal_weight=115.256 114.649 28.5661 2.87634 25.6898 23.7624 4.90968 4.09068 2.36398 1.59364 18.8527 86.083 84.6797 78.782 9.96761 6.80821 4.26582 3.26493 68.8144 65.5843 64.3051 62.4027 60.5329 55.4153 2.72995 52.6853 4.48557 2.65356 1.90234 3.23004
internal_count=4034 4003 2494 268 2226 2187 464 355 241 236 1723 1509 1480 1447 246 202 175 155 1201 1136 1114 1023 985 926 182 744 78 52 91 65
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=16 16 16 18 22 4 23 21 6 23 9 0 5 3 18 5 16 9 7 2 22 21 20 15 15 21 10 22 20 22
split_gain=0.065811 0.121515 0.126905 0.0737898 0.214855 0.076168 0.0692435 0.332492 0.516224 0.272413 0.245352 0.208172 0.210618 0.141649 0.309369 0.276656 0.192978 0.29332 0.394498 0.230732 0.157872 0.140255 0.324147 0.272649 0.360358 0.540273 0.405916 0.34841 0.943816 0.45659
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.138111898250003 -0.094519999999999993 342.39448800975009 0.081155000000000019 2.8525683144000005 14.815346158200002 -0.27172999999999997 208.51380245710001 85.705356740550016 27.179953022650004 93.281431752200021 13.077716774800001 23.195398057700004 22.494947397000004 200.17144541975003 23.576742473100005 82.82761181390002 -0.018034999999999999 4.3657573166500008 43.084235337800003 44.190294328500009 39.296024648600003 0.70172919805000011 61.950140699950005 -0.098419999999999994 41.035283712600005 -0.026144999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 7 8 -2 -10 11 12 -11 16 20 -16 17 18 -9 -19 -15 22 23 24 27 -26 -27 -8 -29 -30
right_child=3 -3 -4 4 5 -7 21 13 9 10 -12 -13 -14 14 15 -17 -18 19 -20 -21 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.074166933781982136 -0.0028566844190133513 -0.073393796184938867 0.058827570550922567 -0.073773680422885415 0.057486667133224909 0.0015488509786966344 0.0054687031139657605 -0.010526413965161652 -0.04272954747279363 -0.074008924138760743 -0.017291784002269325 0.07248972281094393 0.060001518744527423 -0.0057145188973003582 -0.085127760176994416 -0.004754044510641005 0.015853073906137494 0.033353763432654039 -0.090185470694086584 -0.0034376445954531635 0.062185569234472757 0.0023445149833267102 -0.05410875056091765 -0.040595051923189067 -0.01119642566952833 -0.0023891984190382125 0.067473029737573478 -0.0049192137375555526 -0.091455872744060487 -0.011182844532387578
leaf_weight=0.057952071508451719 2.209803794116854 0.17509678598662504 0.11098392712301575 0.10156322349030233 0.42824742665015847 0.18495431941846618 8.2800001344730934 1.4186556384256599 0.16709329809964435 0.11067074047605308 0.22829799097962666 1.5948648643679915 0.14218449027976021 1.9426784340321324 0.5172404630575328 0.40533674224570859 4.0371617991477251 1.1607596945832481 0.42984423925463477 4.0970927690723329 0.20045038820171535 40.458095127305569 0.68394741820156824 0.99240637489856354 1.6862435851944604 0.65444308088626746 1.355101857698173 8.7325007562049013 1.1183743786241391 0.56642581251799029
leaf_count=455 81 435 40 61 59 30 215 106 52 119 16 96 38 159 18 38 57 21 131 68 93 1045 83 68 30 40 31 241 60 48
internal_value=0.00092512 -0.0308698 0.0132049 0.00105549 0.0243609 0.0406147 0.000855249 0.00476315 0.022132 0.0467496 0.0539515 0.0627541 0.00134726 -0.000679921 -0.0145464 -0.0498154 0.00313489 -0.00409038 -0.0290501 0.00468468 0.000636289 -0.000274963 -0.00467802 -0.00323234 -0.00157651 0.0192082 0.0447212 -0.0056849 -0.0145501 -0.0644683
internal_weight=84.2485 0.344033 0.168936 83.9044 0.714765 0.613202 83.1897 18.6621 4.45292 2.24311 2.07602 1.84772 0.252855 14.2092 3.06571 0.922577 11.1435 7.10635 1.8485 5.25785 2.14313 64.5275 24.0694 23.3855 22.3931 3.69579 2.00954 18.6973 10.4173 1.6848
internal_count=4034 930 495 3104 150 89 2954 1093 402 321 269 253 157 691 308 56 383 326 237 89 252 1861 816 733 665 101 71 564 349 108
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=17 13 16 23 16 0 10 10 17 10 2 22 20 7 2 22 15 0 18 10 5 9 15 8 5 19 21 22 4 2
split_gain=0.251853 0.216501 0.207644 0.763869 0.56762 0.479019 0.574278 0.475895 0.941944 0.730912 0.456622 0.391106 0.87201 0.63485 0.529338 0.730051 0.47324 0.456874 0.510334 0.420284 0.625104 0.422361 0.614457 0.386842 0.848916 0.444927 0.336901 0.749362 0.334779 0.344973
threshold=162.13109061465002 120.87576600310001 20.404952284350003 0.12535000000000004 19.974953289850003 90.297243227400017 66.590419433100024 64.407391431150018 191.37184185705004 62.837331883000012 322.38159739250005 -0.059424999999999999 38.244973486750006 23.974509389900003 186.79363985910004 -0.068964999999999985 35.098844929350008 92.313586825200005 14.297806230850002 69.873026810350026 18.769588925400004 206.22988073345002 24.545953118950006 8.8430989333000021 30.284449345300001 14.351157895250003 8.8898213993500015 -0.044409999999999998 169.14490639835003 62.147615758400008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 10 7 -7 9 -9 23 11 12 13 16 15 19 -2 -13 -19 -14 21 28 -23 -4 25 -25 -20 -28 29 -21
right_child=2 -3 5 -5 -6 6 -8 8 -10 -11 -12 17 14 -15 -16 -17 -18 18 26 20 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.00201754086813741 -0.00099006697872762667 0.00040352402929209744 0.00023354176659255835 -0.0020525407566591857 -0.0014829752729425421 0.0013776643603582808 -9.3993384072321773e-07 0.00037068549130837337 -0.0015120585722358073 0.0012785108977600762 -0.0019907317169573836 -0.0013336120011703785 0.00094262783783482444 -0.0020055113660784074 0.00091859642228816574 -0.0022569430873708727 0.001989416771261493 0.0013072679255335009 0.0003645117360157145 0.00085277701876059365 -0.0020820273277883899 -0.0015885672873648829 4.1077080608783849e-05 0.00010030490384057792 0.0015457932127747708 -0.0018023120061760693 0.0007073269443340737 -0.0019312030154559417 0.00042904050012547711 -0.0021446782100789717
leaf_weight=0.37290765924535563 0.54934216936817337 0.22933978587388992 52.420132476618164 0.64283683366920641 0.85175629856530477 2.957602282986044 1.9132235315628348 2.3648087158799163 1.7987490240484474 2.5101029933430246 0.3851085240116835 0.61231740201765816 1.7474854570064042 1.4035714520932741 2.5955043521325925 0.55118435913755348 0.32693043537437916 2.0762096723556196 17.134733810040874 0.23160447319969169 0.57479879003949541 1.3245846604149845 2.7083895534742624 0.7329539656639098 0.58719783835113037 1.3300631353195056 0.86078344490670133 0.79700901159094317 6.5944742289893838 0.40707895657396875
leaf_count=349 164 4 786 68 45 58 29 34 38 63 259 143 137 233 345 36 9 36 416 9 86 86 54 9 14 73 15 93 297 46
internal_value=0.000168918 -0.00109558 0.000175906 6.86001e-05 0.000101273 0.000244166 0.000836159 0.000197465 -0.000442702 0.000243755 0.000134281 0.00015449 -5.03205e-05 -0.00118796 0.000104662 -4.47466e-05 0.000121555 0.000335787 0.000384769 4.49863e-05 -8.74877e-05 1.42738e-05 -0.000494161 0.00019659 -0.00053429 -0.00112635 0.000282851 -0.000561187 0.000297761 -0.00105772
internal_weight=109.593 0.602247 108.991 42.3757 41.7329 66.6148 4.87083 61.744 4.16356 57.5805 40.8811 40.496 19.0149 2.27984 16.7351 14.1396 0.876273 21.4811 20.8687 13.5884 11.8409 11.2661 4.03297 55.0703 2.65021 2.06302 18.7925 1.65779 7.23316 0.638683
internal_count=4034 353 3681 2577 2509 1104 87 1017 72 945 2464 2205 1502 406 1096 751 173 703 560 715 578 492 140 882 96 82 524 108 352 55
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=6 22 21 5 21 23 20 22 9 20 9 17 9 9 22 8 23 20 2 18 22 17 20 22 10 9 21 22 19 18
split_gain=0.0613581 0.118511 0.0930119 0.0724744 0.181435 0.171502 0.110165 0.153695 0.087672 0.14928 0.106413 0.123996 0.127924 0.115673 0.220326 0.138911 0.330424 0.244547 0.302285 0.127563 0.0883611 0.282036 0.446519 0.304064 0.227909 0.199077 0.258003 0.341976 0.472157 0.252093
threshold=6.9501623894500009 -0.167075 4.837019638150001 13.154029769200003 1.2135331028500003 0.092650000000000024 42.599563320500003 -0.15447999999999998 223.29399794390005 40.00488309970001 219.59809404590001 207.25292259465002 222.81044357820005 215.54845996915003 -0.071864999999999998 8.8430989333000021 0.10335500000000002 40.040005255000004 62.147615758400008 14.420596409350003 -0.037054999999999998 204.49254535040004 40.890797847750008 -0.096529999999999991 61.853356207250009 201.32298960505003 3.0668791869500005 0.086310000000000026 14.451165964200003 14.320472989450002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -6 -8 10 -10 13 12 -12 15 -15 20 17 -17 -19 -16 21 -5 -23 -24 -22 26 -26 -28 -29 -27
right_child=3 -3 -4 8 5 -7 7 -9 9 -11 11 -13 -14 14 19 16 -18 18 -20 -21 24 22 23 -25 25 29 27 28 -30 -31
leaf_value=0.052041308739942421 -0.073747620545976486 -0.073483234798981154 -0.074477951697608263 0.00067164443757957034 0.059163854559006121 -0.039289311921026013 0.06713007645980075 -0.048676840128362153 -0.017724075122672905 0.038182794802267161 -0.063121740173073093 0.0046776495706864754 -0.0096507450675315243 0.043993354337263195 0.020020998691232281 0.013559391095398237 -0.077205902025150167 0.032241201540660985 -0.086305104283442804 -0.022145073284454177 0.05667657945610232 -0.00055167948762652793 -0.0065192744397851487 -0.083585870908551116 0.014512769745163927 0.034984345523742966 -0.0025190143391433427 -0.068269406849880837 0.036248812575987249 0.0052659621190287477
leaf_weight=0.10743643576623185 0.10048711049057502 0.16610921166571202 0.043243910908643102 49.430001653364336 0.59483775560693153 0.16383765608406975 0.1070715269692073 0.14075094337567862 0.36989918774634023 0.80491635853832122 0.45025101809005608 0.74961851656189538 0.50225007472909056 0.94858759947237592 0.77366506740508956 1.2272904517594718 0.40400442056125019 0.17204333806876082 0.33912910159415333 0.74954928892111639 0.4401716367783689 1.9944456062585225 0.41627366204920691 0.78198566648643442 3.9055554617953048 2.0528833742137058 8.9915188218128588 0.95286802557444505 0.30205085221678019 5.776635069756594
leaf_count=76 73 657 50 1662 123 54 17 76 37 57 47 32 5 46 21 30 34 11 42 24 142 80 40 68 98 52 138 85 10 147
internal_value=0.000949848 -0.0310485 0.0157314 0.00107104 0.0195861 0.0289044 0.0421633 0.00135746 0.000822711 0.0205801 0.000537422 -0.0174848 -0.0349267 0.000922516 0.0164343 0.000425773 -0.0178635 -0.00407278 -0.0464064 -0.000728247 0.000947919 -0.000683691 -0.0216672 -0.056813 0.00477724 0.00373797 -0.00141832 -0.00749065 -0.0431125 0.0130581
internal_weight=83.9594 0.31679 0.15068 83.6426 1.10698 1.0065 0.84266 0.247822 82.5356 1.17482 81.3608 1.70212 0.952501 79.6587 2.4718 77.1869 2.14247 1.73846 0.511172 1.52321 75.0444 52.6227 3.1927 1.19826 22.4217 21.9815 14.152 10.2464 1.25492 7.82952
internal_count=4034 783 126 3251 343 270 216 93 2908 94 2814 84 52 2730 91 2639 117 83 53 45 2522 1850 188 108 672 530 331 233 95 199
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=16 23 16 2 23 0 10 22 5 20 15 2 22 21 23 7 0 14 14 5 5 4 10 17 16 20 0 12 13 6
split_gain=0.343295 0.674013 0.56605 0.510143 0.423856 0.412941 0.652176 0.40477 0.786656 0.715719 0.735635 0.624959 0.635367 0.453319 0.664951 0.561397 0.557463 0.523614 0.609004 0.459477 0.445435 0.40592 0.392773 0.916945 0.610384 0.527093 0.980358 0.920123 0.443246 0.483626
threshold=20.404952284350003 0.12535000000000004 19.974953289850003 322.38159739250005 0.11379500000000002 90.297243227400017 66.590419433100024 -0.059424999999999999 19.749058312400006 38.244973486750006 36.124429763000009 186.79363985910004 -0.068964999999999985 6.7825386038500008 0.10469000000000002 24.054467534550003 93.953546284800012 240.28931515145004 202.41254547485002 18.128874633450007 18.160071980500003 267.17106116560007 64.407391431150018 191.37184185705004 22.454947490600002 42.198888176300009 86.20003303655001 123.47238069670001 117.38883580790001 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 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 7 22 -7 9 -9 10 -1 12 13 14 17 20 -17 18 19 -11 -15 -18 24 -24 -2 28 27 -27 -26 -30
right_child=5 -3 -4 -5 -6 6 -8 8 -10 11 -12 -13 -14 15 -16 16 21 -19 -20 -21 -22 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.0017202108587214503 0.0012497461274333722 -0.0020329373590388697 -0.0014883281588950338 -0.0019926137251745253 0.001163283237209144 0.0014290157026548831 -7.8490173053534599e-05 0.00035873243544873079 -0.0015259741770245938 0.00026446696701619936 0.0010987631047433353 0.00090769150572698532 -0.0022418632425332515 -0.001374289774019298 -0.0021319233947665502 0.0018099987332870289 -0.0020967426074382798 -0.00090192093411928329 0.0011986979605776581 -0.0014782687835252285 0.0011857555931818985 0.00020079149994898176 0.0004466486704189967 -0.0014972705179394632 0.0011351319776521048 -3.7266588758539092e-05 0.00023719453855814882 -0.001882431378769726 -0.00052632798442574854 0.00034653407297373563
leaf_weight=1.7856387490635364 2.3394302483065976 0.59103311893068067 0.87212363409344007 0.44003155133759619 1.4716724558820704 2.8048883797600856 1.8187597412616012 20.219426781806995 0.88887641199835243 5.4335397722061263 0.44450814113952208 2.6006135022207664 0.53092683089926396 0.38333913832502664 0.47257319279015142 0.19864586368203196 1.5027008389188266 1.3233427725581357 2.6870532025459397 0.65137592790415499 0.82082972017815337 0.36806377606353624 2.1916434522718187 1.6243811082094906 2.5249277045950285 2.2291838024393646 9.8051160522736591 1.946187104724231 2.6190558690577737 35.796183480939362
leaf_count=394 138 69 47 274 49 58 29 653 228 101 18 358 36 38 16 4 126 125 95 192 58 32 34 38 45 57 109 162 57 394
internal_value=0.000181468 4.676e-05 7.52822e-05 0.000107579 0.000129696 0.00027104 0.000836023 9.19628e-05 0.000279367 -0.000114034 -0.00115834 2.31814e-05 -0.000136866 -5.61235e-05 0.000141372 -0.000693687 -0.00131309 0.000247788 0.000421234 7.79112e-05 0.000370782 -0.00164471 0.000228269 -0.000380827 0.000268861 0.000227079 -0.000101636 -0.000897319 0.00033933 0.000287024
internal_weight=109.386 43.6863 43.0953 42.2232 41.7831 65.6998 4.62365 40.3115 21.1083 19.2032 2.23015 16.973 14.3724 13.8415 10.5679 3.27358 2.06941 10.0953 8.77197 6.08492 1.20417 1.87076 61.0761 3.81602 57.2601 54.9207 13.9805 4.17537 40.9402 38.4152
internal_count=4034 2913 2844 2797 2523 1121 87 2474 881 1593 412 1181 823 787 529 258 162 513 388 293 96 158 1034 72 962 824 328 219 496 451
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=13 7 7 8 10 8 3 5 16 13 22 21 13 10 0 0 22 20 2 7 15 9 4 21 13 20 17 6 14 6
split_gain=0.292296 0.257506 0.415484 0.286801 0.402891 0.440321 0.282338 0.321337 0.268366 0.266722 0.264342 0.241724 0.226053 0.211982 0.939474 0.844532 0.656135 0.688341 0.692861 0.688458 0.671384 0.544971 0.616055 0.696472 0.54351 0.467598 0.452306 0.426914 0.424787 0.415297
threshold=98.050756475600011 21.725272673150005 21.147833206800005 9.5425530862500008 61.622148808000013 8.4434108459500017 103.48681881535002 29.026000224750003 22.744946812400002 116.35915634395 -0.08786999999999999 0.93316694850000015 105.33378955095002 66.590419433100024 90.407470010750018 92.313586825200005 -0.059424999999999999 39.952536079750011 110.52061241095002 25.561514136100005 29.037712645600003 206.08934059370003 286.86996866160007 6.8125785082500014 113.97180552410002 38.478081868400004 196.31479727660005 13.78532209185 180.62805478345004 14.315334475500002
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 10 -8 13 -9 12 -4 -2 14 24 -15 17 18 -17 26 21 -19 23 29 -6 -26 -20 -22 -29 -23
right_child=1 3 11 -5 8 -7 7 9 -10 -11 -12 -13 -14 15 -16 16 -18 20 19 -21 27 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.00072432873865783259 -0.00077820829730518065 0.00058229985500258608 -0.00042802328806362046 0.0012667750422842448 -0.00076967537343044525 -0.0020718912863288727 -0.0020098908472904143 -0.0021432567673725041 0.0010983156473332548 0.00054524071655316739 -0.0010427114108790051 -0.0020699868237996823 0.0013603819363829498 -0.00119415463103308 0.0015157024103473662 -0.0015378743008229011 0.00040296654277512475 0.000721614884893085 -0.0012005353329085189 -0.0018061755493790244 0.00028589737282180014 -0.00073841446731907272 0.0013861363041057311 -0.0021139510398171238 0.0010935114637815491 0.0002423922682632205 0.00065683429657799406 0.0013933283185695172 -0.0020509743745729964 0.00097246342464435615
leaf_weight=1.2994567817047471 0.22534566485956009 0.39909244840964564 0.80531114689074434 1.0176934655755747 1.9542640414438199 0.60398444041493349 0.39157418263494026 0.17115156920044661 1.3592633701919101 0.82932158058974892 0.28472953711752724 0.60268621893919772 1.2124298422713762 1.8148050948075241 2.3339361827820531 2.1490722319576845 21.764245561033029 6.3353202839116403 0.6365754884900533 0.76811000294401299 0.74194016455294232 1.3144825422205042 0.74507128121331323 0.84801121777854849 2.6044373838230959 52.666700293237227 2.4217374953441322 0.15830472856760014 1.0559744167258029 0.93241371773183335
leaf_count=1186 30 12 9 29 35 50 239 78 21 102 57 59 126 99 50 107 326 144 40 81 33 43 35 36 47 771 39 3 140 7
internal_value=0.000200135 0.000211142 -0.00024694 0.000230943 0.000220768 -0.00101587 0.000152654 -0.000504051 0.000232858 8.53178e-05 0.000683372 -0.00113086 0.0010252 0.000221239 0.000296299 0.000113995 0.000173538 -0.000102231 -0.000646958 -0.000146584 0.000166079 0.000368331 -0.000214527 -0.000599872 0.000246566 0.000282498 0.00027023 -0.000885937 -0.00160194 -2.84369e-05
internal_weight=110.447 109.148 4.52255 104.625 103.608 1.00308 3.11455 1.39205 102.605 1.00047 1.72251 1.408 1.43778 101.245 59.5593 41.6861 39.8713 18.107 5.9755 3.82642 12.1315 10.1753 3.83998 3.09491 57.2254 55.2711 3.05831 1.95622 1.21428 2.2469
internal_count=4034 2848 700 2148 2119 62 632 419 2057 180 213 68 156 2036 903 1133 1034 708 267 160 441 265 121 86 853 818 79 176 143 50
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=3 5 7 7 5 2 18 9 8 21 20 16 23 0 6 6 23 21 0 19 2 17 18 9 17 9 6 19 0 15
split_gain=0.057331 0.18519 0.154729 0.147446 0.241406 0.235205 0.138345 0.111168 0.202193 0.166077 0.170304 0.456026 0.258085 0.159125 0.338051 0.146584 0.139638 0.128873 0.116837 0.196419 0.190171 0.101215 0.12638 0.0877811 0.318585 0.307703 0.316221 0.250513 0.382241 0.152329
threshold=103.48681881535002 29.026000224750003 20.861906850000004 22.061824394000002 22.649179082500002 32.468269602050007 11.862896247150001 186.68586460755003 8.3434888241000014 15.803805445550003 41.872294782850005 22.584947186600004 0.085035000000000013 85.732241321850012 16.555386813950005 16.405383309150004 0.095750000000000016 16.359396914950004 85.925810307250018 13.351077205700003 101.23478163165002 171.92791459955001 12.348791801350002 192.31210988165003 196.70243143610003 191.03141765810003 16.485385178400005 14.351157895250003 86.479632682150012 36.346245650200011
decision_type=2 2 2 2 2 2 2 2 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 21 4 5 -4 -3 8 9 10 18 12 -12 14 -9 17 -16 -11 -5 -20 -21 22 -1 24 27 26 -26 28 -15 -30
right_child=1 6 3 7 -6 -7 -8 13 -10 15 11 -13 -14 23 16 -17 -18 -19 19 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.033239241878232718 -0.076049346897985315 0.033513634470992607 0.051023623177341576 0.027308181505092937 -0.0010163949429494211 -0.074493129715354198 -0.048229694222871135 -0.077049624918081039 0.073859749180541681 0.0749767631644222 -0.075344356304723276 -0.076740512448942713 0.055410309845637336 -0.048723806461865873 0.031311190981652297 0.075350866672304923 -0.019640150875476686 -0.077406542886325744 -0.078417126291182138 0.024504563465746688 -0.016995997930504818 0.06408286887635023 -0.074777204204955636 0.0021689874384682533 -0.060942086719520408 -0.085279947021145275 0.04604959946697864 0.023760896677969507 -0.0064957341835171949 0.02765088295064418
leaf_weight=0.24153296115400635 0.22286287478982458 0.3306561406570836 0.09672741405665819 1.5186103046871711 1.3633674856248488 0.55726393945178643 0.17468862541863928 0.44790271663077774 0.27260475186631072 0.050469887464089314 0.10705091443162462 0.46294790723186452 0.37622418582759565 1.0386883300379839 0.44895705946692011 0.34771978482604027 0.87708106471109204 0.077979904673497913 0.15973126833858975 1.4116738843731584 1.072857792896684 0.35466756835648994 0.079475808178301577 65.382898109638973 0.30338938739987475 0.51196901337243617 0.30665092915296555 1.7899740361608563 2.8668304591478777 0.96368985949084152
leaf_count=27 243 107 4 14 64 156 76 112 8 10 298 45 72 18 43 9 34 70 343 29 27 42 103 1909 38 20 6 25 67 15
internal_value=0.00113104 -0.0196266 0.00131209 0.00102317 -0.018818 -0.0559288 0.00525643 0.00151857 0.0113762 0.00832656 0.00441509 -0.0240386 0.0264467 0.000748003 -0.0212405 0.0502949 -0.00238954 -0.0175328 0.0108826 0.00144936 0.006584 0.036724 0.00649638 0.00128114 -0.00617919 -0.042806 -0.00716023 -7.92201e-06 -0.0087456 0.00209494
internal_weight=84.2171 0.728208 83.4889 82.8133 2.01736 0.653991 0.505345 80.7959 5.85787 5.58527 5.1091 0.946223 0.483275 74.938 1.77394 0.47617 1.32604 0.12845 4.16287 2.64426 2.48453 0.675676 0.321009 73.1641 7.78119 1.12201 0.61004 6.65918 4.86921 3.83052
internal_count=4034 426 3608 3436 224 160 183 3212 925 917 828 415 370 2287 189 89 77 80 413 399 56 172 130 2098 189 64 44 125 100 82
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=0 7 10 15 15 21 22 10 16 20 3 20 17 9 8 22 3 7 16 21 21 22 6 16 13 0 10 22 20 2
split_gain=0.325305 0.277484 0.27659 0.424752 0.287207 0.969521 0.52367 0.464554 0.899328 0.620409 0.46873 0.771006 0.582504 0.719496 0.599407 0.521123 0.796542 0.83059 0.464407 0.455887 0.444991 0.440441 0.414358 0.571491 0.372896 0.647575 0.539111 0.355249 0.57401 0.535218
threshold=103.48144189910001 22.061824394000002 61.622148808000013 45.858046225550005 45.169600924000008 7.1067965614000004 -0.063749999999999987 64.407391431150018 20.894951138500005 39.861052345600008 92.324340657750014 41.481306584950012 197.20536406400001 201.32298960505003 8.3434888241000014 -0.058374999999999996 93.394346993650018 22.721067571950005 22.544947280100004 14.894616075700002 3.8781687083500005 -0.081354999999999997 16.425383776450001 22.614947116400003 112.64908412395 92.313586825200005 66.351146659450009 -0.061874999999999999 39.952536079750011 110.52061241095002
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 -6 9 19 -4 11 -11 15 14 -14 18 -17 -18 21 24 -20 -12 23 -22 25 -9 -26 28 29 -27
right_child=-2 2 4 -5 5 -7 -8 8 -10 10 12 -13 13 -15 -16 16 17 -19 20 -21 22 -23 -24 -25 26 27 -28 -29 -30 -31
leaf_value=-0.00021312730447173281 -0.001059645899937378 -0.0015923334022071012 0.0010855179266268736 0.0010779817848541649 -0.0021773638274267173 0.00027675577196949983 0.00015517661607792149 -0.0011743782157741713 -0.0012068405942660648 0.001648854650879039 0.00062651185263273 0.00039024574286992492 -0.0023497901617758085 0.00042483806452914806 -0.00024576812944258355 0.0003165520084870708 0.00030013161096574119 -0.00206439919910262 -0.0005036937949137694 -0.0012451006768952966 0.00060871435732995154 0.0020400374452490774 0.000582986953709478 -0.00097897390700355815 0.00019332337427250011 -0.0014166696493744888 0.0015594969642027635 0.00037556297660728866 0.00024741142768716591 -9.819323161028248e-05
leaf_weight=5.360138237987484 0.76670625602582632 0.72730389841308241 4.7777969649614525 0.33427751169074327 1.1431877519935367 5.4678431990469107 0.54716613644268264 1.3467043738055497 1.8278642501682032 2.5631480645388347 2.5952920075505976 6.9322980521246791 1.0062737457628825 1.8243480697274206 1.0785174984484909 4.8589969705790308 0.98241405561566386 1.3643902696785515 2.1224368442781296 0.82774970127502356 1.7861988968215912 1.2584523726254726 15.256972564500755 1.7023884858936069 2.7144990544766179 1.7723281454527704 1.879392798990011 21.408175014681554 11.017190846882839 3.5641475718894071
leaf_count=806 920 54 72 11 90 87 26 98 39 62 17 71 26 25 14 38 17 27 26 105 20 55 125 29 41 115 32 377 440 169
internal_value=0.000213134 0.000222002 0.000244281 -0.000751488 0.000254482 -0.000124469 -0.00142232 0.000282601 0.000141134 0.000413476 0.000342646 0.000729988 0.000240014 -0.000474413 -0.00126132 0.000327487 -0.00013651 -0.00107456 0.000462731 0.000196465 0.000347242 0.0010881 0.000443588 -0.000166058 0.000223769 0.000161693 0.000752234 0.000209341 -8.25501e-06 -0.00053608
internal_weight=110.815 110.048 104.688 1.06158 103.626 7.1582 1.69035 96.468 46.3581 50.1099 45.3321 9.49545 35.8367 3.90914 2.08479 31.9275 7.2058 2.3468 24.7217 44.5302 20.868 3.85374 18.7456 3.48859 43.7024 39.1085 4.59389 37.7618 16.3537 5.33648
internal_count=4034 3114 2308 65 2243 203 116 2040 1416 624 552 133 419 65 40 354 82 44 272 1377 200 72 174 49 1272 1199 73 1101 724 284
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=13 16 10 13 10 16 23 3 10 16 15 2 7 18 2 23 0 0 17 7 5 0 23 7 3 20 22 18 18 22
split_gain=0.253232 0.757188 0.70853 0.397087 0.878112 0.748169 0.554599 0.449736 1.31058 1.33292 0.55231 0.78214 0.625762 0.573108 0.433942 0.422473 0.402147 0.729008 0.593817 0.52001 0.393255 0.365634 0.338747 0.337565 0.33253 1.0367 0.649144 0.601865 0.514977 0.412608
threshold=115.12515406205002 20.894951138500005 62.837331883000012 112.64908412395 66.351146659450009 20.784951395750003 0.13377000000000003 83.538459487450012 71.096275259700022 19.974953289850003 30.046989284200006 90.745765132650021 24.385896469550001 15.042884401850001 94.469527609150006 -0.10747999999999999 94.047642319350018 93.399723909900004 192.00947391610003 23.445318439400001 19.426367441400004 92.313586825200005 -0.085699999999999998 24.876210878000006 93.281431752200021 41.942745071500006 -0.08262499999999999 13.036600629150001 13.012604996900002 -0.06828999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 24 6 5 14 7 15 9 10 16 -12 -13 20 -5 -1 17 19 -18 21 -14 -9 23 -10 29 -26 -27 28 -28 -2
right_child=2 -3 -4 4 -6 -7 -8 8 22 -11 11 12 13 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.001973614457123159 0.00018981782206290047 -0.0010857486047624607 0.0012023389680265021 0.0003360364628850769 0.0015874797064037861 0.00072110673631699599 -0.0019889809349050969 -5.7324183122977843e-05 -0.0019994302525041443 -0.0020556054656387917 -0.002140484907735064 0.0012082160305863937 2.4015793258061299e-05 0.001269425797894419 -0.0022114302654555875 0.00025685974425528486 0.0009355257284630144 0.0017444522675208094 -0.00099309381089096203 -0.002304748457582018 -0.0020621338885237531 0.0019221593529236613 -0.0019006894606344578 0.0020478232746725705 0.00026646367237539233 -0.00014478370932509454 -0.0014491543178753283 -0.0021217546239395298 0.0018568423189632211 0.00066250855189504867
leaf_weight=0.31735964534800487 18.288835307117555 1.965422705747186 2.8652615032624444 0.38253798440564357 2.1075275037437677 1.7671905718743799 0.47724670908610178 1.1620348386968506 0.13545840904043904 0.99642873043194491 0.70401239534840021 1.171706020308193 0.56544631719589211 0.46002598770428438 0.69792705804138677 28.03720800313295 1.1931401094243486 2.1639132616801362 1.1669707540422676 0.27958077445509832 0.81552085059229285 0.4903301500235101 1.8093164846850402 0.17394782602787018 21.904942897090226 3.7392070619534934 0.39154083622270208 1.5476291664090238 0.31355492351576686 10.885869553312657
leaf_count=195 230 41 84 30 33 27 60 276 49 52 17 24 12 26 103 1408 30 35 18 15 70 19 292 1 429 225 48 80 5 100
internal_value=0.000185716 8.32708e-05 0.000269537 0.000132079 0.000646822 -4.93519e-05 7.15214e-05 9.5136e-05 -0.000196691 6.62523e-05 0.000274091 -0.000316252 0.000110037 -0.000588902 -0.0013095 0.000231895 0.000613953 0.000978149 -1.80916e-05 0.000119836 -0.00120795 0.000530077 -0.00158283 0.000275931 0.000222705 7.2647e-05 -0.000635896 -0.00145107 2.10169e-05 0.000366191
internal_weight=108.977 49.0403 59.9368 47.0748 4.95518 2.84766 42.1196 41.6424 13.2878 11.1691 10.1727 3.71671 3.0127 1.84099 1.08047 28.3546 6.45597 4.09586 2.36011 1.93195 1.38097 1.65236 2.11872 0.309406 57.0716 27.8969 5.99193 2.25272 0.705096 29.1747
internal_count=4034 2833 1201 2792 193 160 2599 2539 936 594 542 149 132 108 133 1603 393 345 48 310 82 295 342 50 1117 787 358 133 53 330
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=16 16 13 15 18 18 23 16 17 21 0 21 2 6 6 5 22 23 17 17 22 18 9 10 0 21 18 16 22 19
split_gain=0.0660334 0.116936 0.117521 0.0569973 0.180082 0.225213 0.16912 0.151533 0.125535 0.107982 0.0902845 0.216579 0.201519 0.241643 0.180408 0.097807 0.216367 0.547059 0.171215 0.166794 0.124373 0.251095 0.290016 0.142614 0.175314 0.554735 0.385504 0.297517 0.467937 0.352027
threshold=12.604970524100002 9.719977270450002 95.862351557400004 19.763739472850002 15.788786379500001 16.408483343700002 0.08895500000000002 14.504966081100003 163.10708527260002 14.525166885950002 98.142164052000012 6.8125785082500014 200.74412770730004 13.65531905435 13.245309474550002 16.569990495050003 -0.58559499999999998 0.092505000000000018 180.84080166530003 199.72613295375004 -0.50001499999999999 13.4793103924 204.89606367675003 75.499969677400017 94.047642319350018 7.0441631297000011 14.118140587000001 19.199955102150003 -0.016679999999999997 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -6 7 9 -2 -7 15 14 -13 -14 -12 16 -5 18 -18 -20 21 -17 -23 24 27 -26 -27 28 -22 -29
right_child=3 -3 -4 10 5 6 -8 -9 -10 -11 11 12 13 -15 -16 20 17 -19 19 -21 23 22 -24 -25 25 26 -28 29 -30 -31
leaf_value=-0.073956795325492791 0.0049291502214873694 -0.073371551667855917 0.05681864931929919 0.049702582966949141 0.065774930396136744 -0.075481494631099016 -0.045606155171170337 0.070930451323027346 -0.051012623253683526 0.071749702651551908 0.0014982413434026886 -0.074555758805490896 -0.073996441035499197 0.068694020826363514 -0.046996713583516321 0.01137114264713252 0.064665482092370677 -0.077849193481798334 -0.0079794706577219834 0.03081867897362665 0.052011477256474169 -0.082318708185979486 -0.0013541874122275006 0.026870573602420469 -0.0010732607683432295 0.019705465087357175 -0.068474178841955821 -0.038412394633680368 -0.024443353041013763 0.0028342300334701378
leaf_weight=0.054898836122304284 1.173970815538268 0.17010056780065952 0.10858464926059241 0.700127771822736 0.57434777672460746 0.085588601177732926 0.23873555377213052 0.21756348495546263 0.25999848267747427 0.038244148572175618 4.9366725261488673 0.45262727758563404 0.11188886221725625 0.14406142616644502 0.44363861455349241 0.8251896410511097 0.33871279543382105 0.3731661777710541 1.3192748236160698 1.0606936031254006 1.4802974882841229 0.4919203391764313 0.44907582143787295 1.1665485417470325 12.199201897979945 0.34158079368353256 1.1447316320991374 1.1217543335587823 0.5957426968816425 51.802244457034249
leaf_count=481 30 435 14 17 35 52 31 13 143 24 217 102 60 4 44 92 10 27 108 28 224 18 36 13 255 30 112 94 144 1141
internal_value=0.00125595 -0.0310898 0.0129034 0.00138427 0.0120261 0.0334397 0.00142677 0.0343165 -0.00521387 -0.030011 0.00104628 -0.00748616 -0.0453432 0.00631678 -0.00250046 0.00173522 0.0131363 0.00485613 0.0162083 0.00931191 0.00113157 -0.0179591 -0.0436796 0.00161427 0.00118532 -0.00619242 -0.0482089 0.0030211 0.0300719 0.00195998
internal_weight=84.4212 0.333584 0.163483 84.0876 2.58845 1.15448 0.580132 0.341396 1.43397 0.123833 81.4992 6.08889 0.708578 0.25595 5.38031 75.4103 3.79198 3.09185 2.71868 2.37997 71.6183 1.76619 0.940996 69.8521 68.6856 13.6855 1.48631 55 2.07604 52.924
internal_count=4034 930 495 3104 328 155 120 89 173 76 2776 427 166 64 261 2349 190 173 146 136 2159 146 54 2013 2000 397 142 1603 368 1235
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=16 16 16 18 16 15 4 4 16 21 5 19 6 22 13 13 22 3 21 16 13 21 15 5 5 10 13 15 22 6
split_gain=0.0586481 0.106156 0.10676 0.0600581 0.123018 0.202329 0.0659032 0.2276 0.157841 0.238609 0.245569 0.177366 0.168891 0.70867 0.241973 0.63643 0.292413 0.258435 0.342489 0.235412 0.205147 0.177039 0.219635 0.197971 0.358211 0.263602 0.48676 0.192718 0.176733 0.370859
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.399600107550004 17.684958644900004 20.313914079200003 244.52697497700004 245.59135436325002 22.674946976100003 5.3480431922500005 24.041678002600005 14.651182102100002 16.515385879350003 -0.082334999999999992 117.56896250265002 117.49368567500001 -0.0019399999999999999 93.431985407450014 7.403539147550001 22.624947093000003 117.60660091645001 14.412800938450001 43.401366108000012 21.269675393700002 20.872540794500004 62.213609596700003 115.51498049095001 39.15620581320001 -0.061874999999999999 13.78532209185
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -5 -2 -8 11 10 -10 12 14 20 15 21 -17 18 19 -16 -14 22 23 24 28 -25 27 -27 29 -9
right_child=3 -3 -4 4 -6 -7 7 8 9 -11 -12 -13 13 -15 17 16 -18 -19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.076973314715481786 0.0029114576515863189 -0.076284030931395339 0.057786853637119481 0.039095997462054111 0.076360098728852535 -0.07668488304652088 -0.03881377765376845 0.0047401682906582842 0.068508530717421884 -0.012042956013862446 -0.0066864890416971478 0.025818163768158875 0.011148950790975467 -0.069713110305930845 -0.02468538814238045 -0.075791275987231843 -0.010013949866226356 -0.0025034474195888504 0.04747982751047744 0.028910207028109189 -0.03400993961215891 0.026264602154826129 -0.052223440153160841 1.5553700573705712e-05 -0.067054849805688987 0.039994937755252175 0.077558528795856563 -0.079106823503005422 0.0030774608515823335 -0.049399568482322125
leaf_weight=0.05058859692706974 48.949259571991206 0.15401242831512718 0.10154001906448684 0.26825882838966109 0.18621684284880757 0.12808454361220356 0.91052818410389491 1.6584313657454033 0.74116552807390579 0.75094930762861611 0.37600614520488307 1.290825164047418 2.5433227325665944 1.0860515191634466 0.94981800299137764 1.0080400866499983 0.6312894084257995 4.2135231726715574 1.900626049377024 0.93321774667128921 0.74764780420809973 1.2714225605268428 0.50713530823122788 2.3780771671736161 0.53471871372312385 0.12804343969037268 0.77565360767766833 0.19979440717725083 7.1067493133305151 1.2935766224982215
leaf_count=455 1694 435 40 39 17 50 28 191 43 29 40 27 78 69 28 56 10 77 23 12 21 122 36 38 41 27 24 22 159 103
internal_value=0.00118106 -0.0319297 0.0129739 0.0013025 0.0255514 0.0016796 0.00113207 -0.00143448 -0.000403937 0.0209935 0.0432002 -0.00168685 -0.00287559 -0.0166287 -0.000513981 -0.00550665 -0.0504611 0.0104069 0.024784 0.00187617 0.000889684 -0.000858167 -0.00322301 -0.00145748 -0.00661026 0.014221 0.0448345 -0.0325893 -0.00339705 -0.018984
internal_weight=83.7746 0.306141 0.152129 83.4684 0.58256 0.396343 82.8859 33.9366 33.0261 1.86812 1.11717 31.158 29.8671 4.37702 25.4901 17.4929 1.63933 7.99718 3.78366 1.88304 3.29097 15.8536 14.5822 14.075 10.5935 3.48157 1.10349 0.327838 10.0588 2.95201
internal_count=4034 930 495 3104 106 89 2998 1304 1276 112 83 1164 1137 168 969 829 66 140 63 40 99 763 641 605 494 111 73 49 453 294
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=7 10 6 5 22 4 12 20 20 9 15 15 16 6 5 15 20 21 6 0 20 21 20 9 7 20 15 6 20 17
split_gain=0.246291 0.308271 0.251272 0.611618 0.531331 1.07768 0.500238 0.372484 0.624834 0.329217 0.600562 0.453816 0.662734 0.448382 0.513078 0.362046 0.305299 0.360051 0.327752 0.322716 0.897828 0.720249 0.625607 0.379014 0.475022 0.8757 0.329768 0.796652 0.866122 0.670549
threshold=22.105125139000005 61.622148808000013 15.155354102400002 20.016397659050003 -0.059424999999999999 169.14490639835003 368.00406080990007 38.244973486750006 35.050303764500008 206.22988073345002 23.908355817750003 28.626568391100005 18.704956259700005 13.65531905435 14.250977471750002 19.571024256300003 39.685256516350002 1.8400491212500001 16.555386813950005 86.329079026800017 41.975471476700008 6.4178488307500006 42.686561923500008 186.68586460755003 23.165384528550003 41.32819714970001 36.346245650200011 16.455384477450004 40.80591513400001 203.00435256470004
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -5 8 -7 11 15 13 -13 14 -9 -11 17 -4 -19 20 23 -22 -23 -18 25 -25 27 29 -29 -21
right_child=1 2 16 6 -6 7 -8 9 -10 10 -12 12 -14 -15 -16 -17 19 18 -20 26 21 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00020599899811221046 -0.00098473274738540778 -0.00202152732833216 0.0001353491739475514 -0.001659367024310748 0.00034212055724099045 0.00030679172999046082 0.00072238539631089629 0.00038728452587658094 -0.0018509523458627489 -2.0699046284072687e-05 0.00017617556523780791 -0.001978510838379102 0.00034436872182609505 0.0010698888589595404 -0.0019609717502578009 -0.0018294942529868729 0.00079507110398318833 0.00062655938424842361 0.0016522050297742366 0.00097527816776017153 -0.0020302626303683293 -0.0014674621047291714 0.00025895108727577514 -0.0012471503037032399 0.00044264426431933856 0.00034036958425359503 0.00048776962670676985 2.2887882153604365e-05 -0.0021696165777582805 -0.00060212680783373819
leaf_weight=5.3264511625671949 0.76114194944966485 0.97810880819451895 3.2644280670792778 1.1876495733768013 22.449007167028871 0.9614476208760141 0.42540563060902048 2.1865116594544802 0.94539422318484867 0.62226613284292298 4.0157876558951102 0.64569486235632201 1.3450010442174969 3.4758060299791396 0.38933056424139056 1.0670108857448211 3.7766632083803442 3.7293496392667294 1.5735976397991178 3.2253356408327845 1.0660068920260517 1.0685386561963244 2.4663916599383811 2.1258092168718559 6.5617096506757662 2.942473299568519 21.45886420365423 1.7623384818434717 1.0048687860835341 1.3611606238409875
leaf_count=838 61 97 61 147 719 99 25 460 178 98 121 96 22 33 38 65 45 63 30 62 98 48 81 35 41 21 255 10 45 42
internal_value=0.000188765 0.000210038 0.00021931 0.000106031 0.000152971 -0.000102328 -0.00103124 1.75877e-05 -0.000762997 0.000125859 -0.000220416 0.000371499 -0.000409072 0.000628269 3.23529e-05 -0.0011632 0.000299637 0.000627777 0.00093091 0.000242053 5.81731e-05 -0.000672393 -0.000262909 0.000276344 0.000107896 -0.00032549 0.00036974 2.53157e-05 -0.000773286 0.000507143
internal_weight=104.17 98.8431 98.082 40.6944 39.0814 16.6324 1.61306 15.6543 1.90684 13.7474 5.70506 8.04234 1.9907 6.05165 2.57584 1.68928 57.3875 8.56738 5.30295 48.8202 20.0076 4.60094 3.53493 15.4067 11.63 5.06828 28.8126 7.3537 2.76721 4.5865
internal_count=4034 3196 3135 2198 2026 1307 172 1210 277 933 284 649 118 531 498 163 937 154 93 783 369 227 129 142 97 56 414 159 55 104
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=3 17 9 22 10 9 17 6 6 2 20 9 9 22 8 23 20 2 17 22 6 18 0 10 2 5 15 13 10 6
split_gain=0.0572878 0.132922 0.0728063 0.198606 0.185265 0.140894 0.111067 0.256464 0.180594 0.258779 0.151683 0.138071 0.16105 0.211263 0.13399 0.307785 0.22214 0.272919 0.11309 0.256992 0.170531 0.090796 0.204973 0.173308 0.425273 0.150555 0.110977 0.205316 0.104213 0.105277
threshold=76.172084209950015 241.79519611995002 223.29399794390005 -0.016679999999999997 67.300172379550006 225.10873817095003 208.33805927010005 12.165284239900002 14.185331438000002 258.06114663960005 40.664404858950007 219.96883426190004 215.54845996915003 -0.071864999999999998 8.8430989333000021 0.10335500000000002 40.040005255000004 62.147615758400008 205.32027903760002 -0.037054999999999998 16.235379337050002 15.681876268450003 97.878695155250014 75.634392583900009 90.745765132650021 14.582249945350002 19.935988437250003 98.255079293500017 75.408562100950022 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 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 11 -8 -9 10 -10 12 14 -14 18 16 -16 -18 21 20 -20 23 -23 28 -25 26 27 -24 29 -2
right_child=2 -3 3 -5 5 -7 7 8 9 -11 -12 -13 13 -15 15 -17 17 -19 19 -21 -22 22 25 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.073259395390265672 -0.0040334627261404297 0.019400804139177455 0.066526218052405162 -0.036668388796947234 0.04180487946686616 -0.036015662532958209 -0.067707627446855281 0.005652776637355225 -0.015808642016116443 0.033377543855422992 -0.077496523407239615 -0.025806039728551215 0.05355115492305583 0.0055866112459449085 0.012672761530778476 -0.076780339580641149 0.029549091817967131 -0.085255576460378749 -0.054409412641795919 0.056929123164100974 0.025757395589714974 0.058283936242971505 -0.034768605569528772 -0.0034497327213977151 -0.075744381590569926 -0.034005777114332336 0.0055879185916230759 0.070801991436058143 0.022351163256390801 0.0029592888289502344
leaf_weight=0.1726415335562298 14.951667162881504 0.15672657584946137 0.47673796990420669 0.26834574923850485 0.2467083670780994 0.24709946123766713 0.3796852326267971 2.6035155508434404 0.39351227361476027 0.26578410412184894 0.45731603796593845 0.96177141735097293 0.72590756042336613 1.4823016620648548 1.2324314820580178 0.37285948410863046 0.16806920210365195 0.31734727422008291 0.26056692233032663 0.61397316202055552 0.30633602576563135 0.45754233434854485 0.13233716076320057 2.4219732894489421 0.52543739084308061 0.42880274744493352 2.3298352963829529 0.37405789643526077 1.2740987934539578 48.425599733331183
leaf_count=856 662 69 24 27 14 32 85 57 30 35 37 42 33 36 30 34 11 42 38 23 22 15 83 41 165 33 19 14 19 1406
internal_value=0.00115201 -0.029168 0.00127218 0.018799 0.0341352 0.00286379 0.00100693 -0.0106787 -0.00485816 -0.0293657 -0.0489656 0.00162302 0.00196651 0.0213541 0.00139257 -0.0167882 -0.00376694 -0.0455059 0.00191684 0.0242753 -0.0110899 0.00154665 0.0126223 0.000936731 -0.0163378 0.00622353 0.0123057 0.043213 0.00172426 0.00130959
internal_weight=83.431 0.329368 83.1016 1.23889 0.970546 0.493808 81.8627 4.09981 3.72013 1.11661 0.850828 77.7629 76.8011 2.20821 74.5929 2.09071 1.71785 0.485416 72.5022 1.18088 0.566903 71.3214 3.72258 67.5988 2.94741 3.26503 2.83623 0.506395 64.6514 63.3773
internal_count=4034 925 3109 97 70 46 3012 244 159 102 67 2768 2726 69 2657 117 83 53 2540 83 60 2457 164 2293 206 149 116 97 2087 2068
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=15 2 21 12 13 5 13 22 15 15 20 0 13 19 22 10 20 8 21 22 23 9 9 20 18 0 14 2 5 5
split_gain=0.0542548 0.213909 0.112923 0.0692793 0.0688766 0.272112 0.437502 0.336517 0.222221 0.563388 0.271157 0.216217 0.189399 0.289253 0.292056 0.246713 0.244192 0.185568 0.17071 0.211864 0.355688 0.224439 0.39069 0.444922 0.323288 0.205273 0.196213 0.248979 0.163751 0.160281
threshold=46.683480308100009 258.06114663960005 9.3662909385000024 208.68539434980002 117.60660091645001 23.730745871350006 117.67650082785001 -0.061874999999999999 41.29990759910001 39.15620581320001 40.523311941050004 85.242941942100018 117.55283175385001 14.351157895250003 -0.084275000000000003 62.020040611300011 41.218101594450012 10.142085217300002 8.8898213993500015 0.05399000000000001 0.11379500000000002 216.0493559571 201.61239113610003 39.256147742250008 15.534338342150003 97.878695155250014 164.30896597920002 103.92649527695001 20.971847224900007 21.500664456800006
decision_type=2 2 2 2 2 2 2 2 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 -3 -2 12 8 -7 17 9 28 -11 -10 18 16 15 -15 -14 -8 -1 21 -21 22 26 -24 -25 -26 -20 29 -6 -28
right_child=1 2 -4 -5 5 6 7 -9 11 10 -12 -13 13 14 -16 -17 -18 -19 19 20 -22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=0.0031699738000931367 -0.0088420268750456273 -0.023222100206419283 0.013560679581532092 -0.081113724298712608 -0.017645308710572141 -0.087473331068062044 -0.078713678119070221 0.038510244065782413 -0.010103528925873413 -0.016857187963010299 -0.088641373806045712 0.024251800649060847 0.015518748555621187 -0.021221492283062918 0.034053075196984264 0.027339469485470988 -0.036026282131769664 0.013298240272244957 -0.079692817703600205 -0.082126332506866212 0.017560164552555699 0.044123371032423142 0.013607871546162357 -0.071820563469868065 0.073122142234770066 -0.04412920267169438 0.0085468405998319515 -0.0023186440997538492 0.013027005080543387 0.066354555230252424
leaf_weight=45.052757518307857 0.10842589821913806 0.79881287504395038 1.3278075119160346 0.29467451720120152 1.5488634188659469 0.57417806459125031 0.36930242722883 0.55224183120299231 1.6396423364058135 0.58915200177580096 0.67442066903458908 3.293805023888126 1.0584785193204864 1.3944608498713935 4.040017312974669 1.1332915789680553 1.1415742769313508 0.20296883909031749 0.17802184356696216 0.54442972385862809 0.35229955456088646 0.55192919335434076 0.83122298950001949 1.3987755642156114 0.16692756628617633 0.1916868294717915 0.60372388726932402 8.5904052495631031 3.1667011458484922 0.54568473505787551
leaf_count=2463 26 50 19 41 23 19 105 42 18 12 29 38 22 25 54 24 30 10 16 147 15 61 33 69 4 39 31 504 53 12
internal_value=0.00110425 -0.0100426 -0.000255871 -0.0616741 0.00145503 -0.0037906 -0.0325711 -0.00453801 0.000689476 -0.00933087 -0.0551714 0.0128337 0.00243111 0.0130324 0.0211588 0.000550311 -0.0112272 -0.0460796 0.000855892 -0.00661491 -0.0429623 -0.0041189 -0.00624791 -0.0329916 -0.0550326 0.0104489 0.000732362 0.00220235 0.00295245 0.0359912
internal_weight=82.9167 2.52972 2.12662 0.4031 80.387 12.6113 1.69869 1.12451 10.9126 5.97914 1.26357 4.93345 67.7757 8.76782 6.56777 2.52775 2.20005 0.572271 59.0079 13.9551 0.896729 13.0584 12.5064 2.58861 1.75739 0.358614 9.91784 9.73981 4.71556 1.14941
internal_count=4034 136 69 67 3898 349 176 157 173 117 41 56 3549 155 103 49 52 115 3394 931 162 769 708 145 112 43 563 547 76 43
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=17 5 13 8 22 6 22 8 8 22 22 0 5 21 21 23 15 19 23 8 10 8 23 21 9 9 0 0 17 5
split_gain=0.0789775 0.100295 0.111103 0.0667092 0.205696 0.121436 0.145819 0.137748 0.0928857 0.0710261 0.245688 0.56735 0.836821 0.244194 0.308324 0.295978 0.274132 0.262904 0.26114 0.229941 0.227002 0.230056 0.206546 0.197906 0.37413 0.491469 0.332875 0.347383 0.380876 0.252738
threshold=162.13109061465002 28.449653740450003 120.87576600310001 9.5425530862500008 0.022350000000000005 17.755414852450006 -0.10051499999999999 9.3427090425500019 8.543332867800002 -0.067109999999999989 -0.054619999999999995 85.963448721100022 18.066672237450003 18.593782865600001 12.510904521150001 0.085910000000000028 45.858046225550005 14.651182102100002 0.089505000000000015 8.4434108459500017 62.068432857650002 7.943800736700001 -0.24663499999999999 3.2025200283000004 199.17419511990002 198.16621393750003 85.764502819450016 86.20003303655001 198.10578792550004 21.454033346250004
decision_type=2 2 2 2 2 2 2 2 2 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 -5 9 7 8 -7 13 11 -11 -13 14 16 22 -2 -18 -17 20 -20 -22 -16 -12 25 26 -25 -28 29 -29
right_child=3 2 -4 4 -6 6 -8 -9 -10 10 23 12 -14 -15 15 18 17 -19 19 -21 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.091333344805419547 -0.0022548433067290613 -0.09034077869914782 0.089813333842309925 0.05703663283199091 -0.044565787618888505 0.032985487807205713 -0.088263658710065876 0.05448715254652934 -0.092264753600344543 -0.051349284251613989 0.013479481305214272 -0.060372908443147084 0.071550609946807189 -0.061892254182002567 -0.00050732642284625714 0.073104789742100482 -0.09237795160740335 -0.003619317934834197 0.021953178565659454 0.049452084540362734 0.0016377624743228365 -0.09184200018760931 -0.084527390997347504 0.066448564615676012 0.0076579819494308338 -0.086275400385507475 -0.051642198577070746 -0.0068554640059502875 -0.073089416617964781 0.039673231130153537
leaf_weight=0.16136377723327555 36.312947334415469 0.044932501648872858 0.067603003233671188 0.53977094723086239 0.22162381506495876 0.069447025773115456 0.26247065664210723 0.17961129546165466 0.14244830328971148 0.5716094182862429 8.7308929473043104 0.46683459362634527 2.0179868429113412 0.51271412100311309 2.10724328781339 0.8538767722347983 0.52894348075642372 0.52361088998441119 1.9717220060992988 1.353192113805562 0.58045831553636151 0.32315048418240622 0.25906323084984606 0.43255891877561303 13.231251161105318 0.70942420675419349 1.5439318194403293 5.7889559197674885 0.6023870338456162 1.0945527484545889
leaf_count=278 1866 73 2 49 30 32 68 5 27 17 389 42 61 63 40 23 104 6 15 23 24 32 146 64 216 18 35 169 95 22
internal_value=0.00114215 -0.0464604 0.0178825 0.00130129 0.0274626 0.00105589 -0.0370538 -0.00272206 -0.051215 0.00136543 0.00435858 0.0284162 0.0467655 -0.000958366 -0.000261229 0.0162352 -0.00354974 -0.0482235 0.028313 0.0192681 0.00506287 -0.0317927 -0.00970584 0.00207033 -0.00218604 -0.0149909 -0.00964648 -0.0132917 -0.00538207 0.000543105
internal_weight=82.2066 0.273899 0.112536 81.9327 0.761395 81.1713 0.653977 0.391507 0.211895 80.5173 35.1904 3.05643 2.48482 45.3269 44.8142 7.44871 37.3655 1.05255 5.0824 4.22852 2.87533 0.903609 2.36631 32.134 23.4031 10.1718 9.46239 9.02983 7.4859 6.88351
internal_count=4034 353 75 3681 79 3602 132 64 59 3470 1128 120 103 2342 2279 303 1976 110 117 94 71 56 186 1008 619 403 385 321 286 191
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=23 0 20 3 22 18 18 17 22 17 17 5 15 4 14 16 21 21 10 16 16 13 21 0 22 15 20 5 17 8
split_gain=0.313285 0.273748 0.268633 0.966132 0.957362 0.6147 0.679901 0.500645 0.570083 0.506688 0.637272 0.617387 0.406332 0.413742 0.398833 0.846363 0.373618 0.397375 0.816264 0.338439 0.657508 0.651544 0.349742 0.313285 0.312155 0.311381 0.342317 0.293423 0.415219 0.5848
threshold=0.4381000000000001 103.48144189910001 42.198888176300009 93.394346993650018 -0.097294999999999993 13.036600629150001 13.012604996900002 187.77231677760003 -0.14138499999999998 197.01076493205002 199.84861692095004 21.336111252450003 39.296024648600003 377.6847677435 273.54171774295008 15.524963695900002 2.6684450811500002 5.4349223666500004 71.504920895500007 21.569949560100003 20.894951138500005 117.38883580790001 13.386374432050003 91.066142252700018 -0.083064999999999986 37.408632939650005 38.625745710700009 24.458659404000002 188.01568060980003 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 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 19 7 12 6 -6 8 -4 16 -11 14 13 -5 23 -16 -9 18 -18 20 22 25 -1 -12 -19 26 -21 -23 -29 -30
right_child=-2 -3 3 4 5 -7 -8 9 -10 10 11 -13 -14 -15 15 -17 17 24 -20 21 -22 27 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.00021328788329575833 -0.0013285316683951977 -0.00098864014205997906 0.00048803959846704199 0.00071199450270444228 -0.0016696385423294717 -0.0021222649493151465 0.0013183535487899442 0.0016946740728187566 -0.0018906759231632723 -0.001147557355101973 0.0010884413307502862 0.0010878955733816306 -0.002065575795211977 -0.0020046261003675071 0.0015748828799052404 -0.0019518408272798809 -0.0022641350384572747 0.0010536540910540504 0.0020077574208381167 0.0016841544891564623 -0.001233860376338391 0.00036038387583825694 -0.001246509592724163 -0.00012416962735002898 0.00027728145167377888 0.0018141432364173766 0.00026990096428707928 0.00047312691419217306 0.00032246119686573721 -0.0020529780833754953
leaf_weight=34.710347080634165 0.51115933223627408 0.72741115852022531 0.70200802386261785 2.1790202991287524 0.6450101479313155 1.8588141918298786 0.53615480288863182 1.1393989739008272 0.86422671725632116 1.543043870422024 1.0836506523191909 2.2964799078181386 0.27658023743424553 0.23920256393466832 0.35283244475431264 1.0120331474208795 0.51599596894811739 3.6553053980514987 0.25793089636135846 0.97358397394418661 1.2986042425036419 35.833277928235475 0.64267204124189348 3.3557891235759598 4.3732191184972136 1.533905357122421 2.0300523121841252 1.5017903815023594 0.73720337881240972 0.86714126192964613
leaf_count=1133 31 916 133 166 126 138 11 60 144 31 12 49 27 43 21 75 77 73 11 23 27 363 63 59 58 37 45 33 12 37
internal_value=0.000202887 0.000210152 0.000218301 4.87066e-05 -0.000665125 -0.00141941 -0.000313328 0.000242243 -0.000824503 0.000327549 7.3357e-06 0.000227321 0.00018578 0.000443275 -0.000113167 -0.00104014 0.000638164 0.000501408 -0.000840418 0.000275207 0.000136417 0.000392209 0.000186751 0.000171824 0.000630756 0.00109537 0.00072831 0.000310271 -0.000267846 -0.000961453
internal_weight=108.254 107.743 107.015 26.8867 5.73478 3.03998 1.18116 21.1519 1.56623 19.5857 9.64383 8.10079 2.6948 2.41822 5.80431 1.36487 9.94185 8.80245 0.773927 80.1286 36.6516 43.477 35.353 4.43944 8.02852 4.53754 3.00364 38.9394 3.10614 1.60434
internal_count=4034 4003 3087 1314 511 275 137 803 277 526 247 216 236 209 167 96 279 219 88 1773 1223 550 1196 71 131 105 68 445 82 49
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=20 8 4 16 20 2 20 22 7 10 17 10 0 0 13 18 23 5 18 17 13 20 17 16 0 21 20 12 7 23
split_gain=0.0552516 0.320177 0.211085 0.143285 0.115775 0.14744 0.0701382 0.210109 0.109294 0.0738561 0.211606 0.0778763 0.606675 0.470254 0.520501 0.51041 0.563086 0.34993 0.2648 0.295895 0.224245 0.238571 0.238943 0.332319 0.211083 0.189516 0.17415 0.167765 0.334108 0.182898
threshold=47.709122305950011 5.9453602998000008 375.65892766775005 21.094950670800003 49.283271594150008 134.33885108415004 34.654301448200009 0.17076500000000003 24.268610899850003 61.622148808000013 189.50863627480001 66.590419433100024 90.407470010750018 93.399723909900004 109.72404167800001 13.581061237400002 0.11243000000000002 18.946524085150003 15.064837217800003 206.91274964370004 113.97180552410002 39.685256516350002 183.92349703790003 22.624947093000003 90.767723400200012 1.4744127452000002 41.827117825850003 69.826413229550027 23.864758692950002 -0.09053499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 -2 -6 7 8 -3 10 -8 12 20 15 17 -13 -17 27 -19 -20 -11 -22 23 -23 -14 26 -24 -15 -29 -30
right_child=2 6 -4 -5 5 -7 9 -9 -10 11 -12 13 24 14 -16 16 -18 18 19 -21 21 22 25 -25 -26 -27 -28 28 29 -31
leaf_value=-0.077756727716368768 0.051344901382465391 0.063489909719498777 -0.078220644711607556 0.033932926704938353 -0.079821300087024302 0.040983352830100135 -0.00046367210296659265 -0.036183741468913393 0.0081396891438450438 -0.031640991789956281 -0.080753747622550179 0.028637585460647066 0.078499011620016809 0.033966811653438726 0.044812575005473962 -0.083332035499179502 0.019387379108404944 -0.080340989837750676 0.057626875184757974 -0.080069360508035425 0.017496076294481373 -0.0019735354079145986 0.058854636116304045 -0.085731690483327502 0.018146350220743967 0.00063263307942793836 -0.015070002939264027 -0.07375982239667575 -0.044051015936245726 0.0010547532356696781
leaf_weight=0.4319992234907194 0.59691971088409346 0.48736715037375578 0.11609443414488396 0.08160491194576025 0.10709820470697196 0.13837996366362404 0.85666976985521504 0.29575908652259386 0.3789370662022975 1.1793173160403956 0.25440729395631934 0.54972644615918698 0.8181774946860958 0.84362286329270375 1.5229467879980791 1.2523382992367258 0.42786344491105399 0.58017758195637625 0.23157376970630139 0.15613787091569975 5.5655531079974017 0.75287211816612287 0.62920196144841511 0.45363336171431001 0.60045168735086918 37.831277127334033 0.27308266086038202 0.37236964283511298 0.54972917354326511 23.579663619719433
leaf_count=1089 56 28 197 5 34 79 69 24 42 31 35 17 30 6 23 71 11 93 28 34 107 38 40 17 20 652 26 16 77 1039
internal_value=0.00104875 0.000830298 0.0194997 -0.0600107 0.032967 -0.0117218 0.00121875 0.0200726 0.0392787 0.000942398 -0.018848 0.00122369 0.00315269 -0.00186256 0.000873754 -0.03602 -0.0571745 -0.00166932 -0.0472875 0.00217433 0.00163936 0.00250185 0.000412439 -0.0334657 0.052954 0.0014677 0.0364808 7.27493e-05 -0.00109426 2.71287e-05
internal_weight=81.915 80.9565 0.958492 0.513604 0.842398 0.245478 80.4429 1.16206 0.866304 79.2808 1.11108 78.1697 48.1036 30.0661 27.8362 2.22993 1.6802 26.3133 0.967889 0.387712 46.6849 45.5056 39.9401 1.20651 1.41863 38.7336 0.902285 25.3454 24.5018 24.1294
internal_count=4034 3668 366 1094 169 113 2574 94 70 2480 104 2376 961 1415 1316 99 82 1293 155 62 911 880 773 55 50 718 66 1138 1132 1116
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=17 8 22 6 22 8 20 22 7 10 20 10 2 2 20 21 14 23 22 12 22 0 18 21 21 21 10 15 13 18
split_gain=0.124335 0.0701462 0.180568 0.11302 0.137287 0.117217 0.0936102 0.0703812 0.0627526 0.149387 0.247538 0.0822808 0.080199 0.175407 0.172155 0.136009 0.0976157 0.0759722 0.0685561 0.435604 0.365616 0.513251 0.381964 0.332553 0.206188 0.254905 0.31262 0.236537 0.253509 0.229251
threshold=159.58247398035004 9.5425530862500008 0.022350000000000005 17.755414852450006 -0.10051499999999999 9.3427090425500019 37.445036092900004 -0.14429 19.078733418100004 61.622148808000013 37.999598532650005 55.782817748650011 60.327272492300004 49.864842700850012 38.478081868400004 3.7490673461500008 156.61564208075004 0.049900000000000007 -0.067109999999999989 93.660658182900008 -0.055334999999999995 85.963448721100022 13.843998451900001 7.6056575014000005 18.593782865600001 12.510904521150001 61.93938686740001 45.858046225550005 117.69263157665002 15.343833331950004
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 6 -5 -3 11 10 -10 17 13 -11 -15 -16 -14 -2 19 -18 21 -20 -23 -24 25 27 -27 -21 -29 -28
right_child=1 2 -4 4 -6 -7 -8 -9 9 12 -12 -13 16 14 15 -17 18 -19 20 24 -22 22 23 -25 -26 26 29 28 -30 -31
leaf_value=-0.076713823820743779 -0.074950839028655902 0.013848646797456383 -0.034342535386132467 0.034137998890543982 -0.073457943462820682 0.042159601368969339 -0.07684424214667146 0.06813044629107072 0.046367702325779428 0.011646232031660429 -0.066099915828372616 0.04443373945316817 0.033275877128278376 -0.0076143669876221612 -0.023302879581433001 -0.089819658441427405 -0.077731419782348807 0.040044313604384423 -0.034659227135525716 -0.00081813640981668538 0.0017391207575674986 0.075920528113831764 -0.055387525836407298 0.046822431984640846 -0.047918152303328625 0.074120312950499243 0.0057918879918264204 -0.077079600332514361 -0.0018980536542328817 0.059676968203311115
leaf_weight=0.1137610447051135 0.072006527741904303 0.22183406376279891 0.21432340591854881 0.06134334288071841 0.24914694908693391 0.17439171299338341 0.1327690449252259 0.32516043500800051 0.14545468004189288 1.1780227390117937 0.42000765223383496 0.38031531126807749 0.53436514196800899 1.1543905751441341 0.35928662074729789 0.32162572280503809 0.39971227595832814 0.056685089133679867 0.5073275129252609 34.081526492711134 29.510451538492028 1.1678420035168526 0.28415976903761464 0.46059771410000394 0.4861154100500461 0.44099147245287795 6.2602747996412518 0.47161710814907465 0.52130411239340901 0.46850298962317527
leaf_count=262 42 23 30 28 94 5 32 29 73 19 79 53 17 26 13 30 75 6 16 1589 965 26 14 32 60 5 178 102 5 106
internal_value=0.000909495 0.00101843 0.0234659 0.000805609 -0.0308555 -0.00205184 -0.0417717 0.0461164 0.00105103 0.00088384 -0.0371697 0.0270562 0.00115758 -0.0107294 -0.0250916 -0.0547218 0.00163141 -0.0242987 0.00140613 -0.000525961 0.0040159 0.0317807 0.0494043 0.00782456 0.000196241 0.000749907 0.0135156 -0.00185961 -0.0376077 0.00954373
internal_weight=81.1753 81.0616 0.761318 80.3002 0.617651 0.368504 0.194112 0.546994 79.6826 79.1736 0.565462 0.509007 78.6081 3.01333 1.8353 0.680912 75.5948 0.128692 75.0604 43.13 31.9304 2.41993 1.9126 0.744757 42.7303 42.2442 7.16977 35.0744 0.992921 6.72878
internal_count=4034 3772 82 3690 159 65 60 52 3531 3430 152 101 3278 88 69 43 3190 48 3173 2120 1053 88 72 46 2045 1985 289 1696 107 284
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=20 23 20 22 19 22 17 19 6 6 9 22 10 7 2 19 19 5 20 21 22 20 10 18 7 15 6 9 22 23
split_gain=0.0571289 0.101629 0.0992989 0.141894 0.0931133 0.188793 0.13731 0.0752328 0.0569451 0.235974 0.207663 0.18501 0.271946 0.284733 0.237585 0.169661 0.489188 0.23268 0.156792 0.143662 0.141884 0.286808 0.379065 0.370564 0.190455 0.13013 0.118966 0.113304 0.100582 0.218538
threshold=32.724174661450007 0.088555000000000023 34.654301448200009 0.19040000000000004 13.951125619400001 0.10957500000000002 176.08408741720004 13.551093343600002 13.65531905435 13.78532209185 210.33238511570002 -0.50001499999999999 69.999384342500022 23.478650568600006 77.604108716450014 11.850956171350001 13.051052998800001 13.058770361550001 43.426640904350009 3.4801976177500005 -0.16276499999999997 39.337369931850013 62.020040611300011 13.3584252364 19.078733418100004 24.273602154900001 12.165284239900002 182.80199813410005 0.13006000000000004 0.09450500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 -1 15 10 -10 12 13 14 -11 18 17 19 26 -17 21 23 24 -13 -23 27 -4 -18 -22 -30
right_child=2 -3 8 -5 -6 -7 -8 -9 9 11 -12 20 -14 -15 -16 16 25 -19 -20 -21 28 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.081212863286515211 0.04597627070941649 -0.073759630221479605 0.0047382640776039587 -0.03207186947288141 0.078805144714952147 0.083296526483217781 -0.082757856456853365 0.054119299378446298 0.045838845484593348 0.056945504016730368 0.0020763444075618362 0.040610148826798052 -0.084278210030103981 0.022907347882719656 -0.0760622779245409 0.032058924547036363 0.018012416687052429 -0.082475148706501036 -0.070108291826184055 -0.057744274645317437 -0.00020798396743773516 0.018023531240038894 0.070195166363927447 -0.086300802266093324 -0.083343063629603142 0.0040771717803447238 0.050016177111000829 -0.082354568758183991 -0.010991468190081635 0.029870711632581384
leaf_weight=0.036043392251939532 0.091161219746026201 0.17633527295905083 4.0956360729683023 0.19883886691650332 0.29912280407734215 0.16845885335715138 0.13004914006182844 0.10109927102894289 1.4303747120138717 0.10665766790043452 1.3761814355675595 0.28433964778377374 0.39129360075457942 0.79548378317849711 0.46819050518388394 0.23741552644423769 0.10904372657387318 0.84977178370627371 0.16859791359578924 0.22388827257623234 59.418589751091538 0.40317425780085592 0.97968262733775191 0.31224602896645592 0.17063769502965442 3.459325296449606 0.41322873736862664 0.21861858543707058 1.3987610305921401 2.1446680721819575
leaf_count=101 30 55 423 19 20 3 54 42 25 10 16 41 32 23 81 56 37 182 415 202 1556 91 39 19 88 114 39 55 100 66
internal_value=0.000892491 -0.0333746 0.00102619 0.0277773 0.0450544 0.0191462 -0.0297063 0.0185517 0.000727345 0.0015338 0.0243801 0.000574983 -0.0251433 -0.00825752 -0.0513839 -0.00502108 -0.01517 -0.0575116 0.0060405 -0.011526 0.0012708 0.0215872 0.0397904 -0.0258136 -0.0121204 -0.000511181 0.0088879 -0.0489531 0.000577018 0.0137405
internal_weight=80.6569 0.313478 80.3434 0.887631 0.688792 0.389669 0.22121 0.137143 79.4558 69.6803 2.80656 66.8737 1.76163 1.37033 0.574848 9.77553 5.09806 1.31108 4.67746 0.461304 65.1121 2.15008 1.55349 0.596586 0.573812 3.78699 4.50886 0.327662 62.962 3.54343
internal_count=4034 198 3836 126 107 87 84 143 3710 2187 41 2146 146 114 91 1523 646 440 877 258 2000 278 218 60 179 206 462 92 1722 166
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=16 16 10 17 21 21 19 5 23 6 5 21 16 8 15 21 16 22 13 9 18 22 22 7 20 6 20 22 0 4
split_gain=0.224365 0.742687 0.593397 0.695502 0.577472 0.495734 0.836448 0.481972 0.344385 0.332019 0.315503 0.311328 0.298253 0.215145 0.200001 0.446626 0.533033 0.264849 0.257012 0.236485 0.591297 0.692129 0.831624 0.394747 1.49168 0.28738 0.546919 0.560501 0.350184 0.559874
threshold=18.594956516900002 15.584963555600002 71.015621515800021 236.15709471040003 5.1185473364500007 4.5829628528000006 12.551012654050002 19.234448447350001 0.12535000000000004 11.075258771650001 13.154029769200003 12.263428102400001 15.404963976500001 8.1436447804000007 45.169600924000008 7.1067965614000004 22.764946765650006 -0.063749999999999987 117.99105042915001 204.68881850780005 13.893471991850001 -0.073609999999999995 -0.11347 24.142338514450003 36.79544512155001 16.455384477450004 40.583589072600013 -0.016334999999999999 85.995710218650018 195.50296729855003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 7 4 5 6 -4 13 9 -1 -11 -9 -12 -3 18 16 17 -16 19 20 25 22 -22 24 -23 28 -27 -28 -2 -30
right_child=14 2 3 -5 -6 -7 -8 11 -10 10 12 -13 -14 -15 15 -17 -18 -19 -20 -21 21 23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0014024917014719442 -0.00010822105916101095 5.1431114120625001e-05 0.0012014808148503669 0.0013037982054967066 -0.0020257046431364618 0.00057051546272537143 -0.0018785036448119416 -0.0020739969817442651 -0.0020297209540846971 0.0016621171165001468 0.00010159644594287226 0.0016891248762337036 0.00069749224021064724 0.0015872704487748218 -0.0021123954970081321 0.00022126861511765033 0.0013059690987916126 -0.00024619651775247784 -0.00054799030439987373 0.00049206008255213863 0.00032196756631406269 0.00095148472822528308 -0.0018731093521297312 0.00044608612925016531 -0.0019303967628668511 0.00059600577067937593 5.5603516495128374e-05 -0.0013097976195959912 0.001197093743579286 0.00040683253728650824
leaf_weight=0.42747384852487869 3.2253476774785694 0.57930163979108218 0.44320071290712837 0.5149442261608782 1.6486053936114329 0.97033190057845775 1.4419038255018675 0.38806896963069437 0.24720106922040841 0.67321287987215228 10.219706207486523 0.10806055960711092 4.7210460081696501 0.88851827755570412 0.89375663064856747 5.0833648011903279 0.32317404041532416 0.4345232474151991 1.3909269019932242 18.739315929822624 1.0882330621825533 1.3948004115372881 1.7004537560278548 5.0677676438353956 1.3675888775323981 7.0542111988179412 10.665320380066987 1.2963863788463612 4.4831651067361262 14.909211460500954
leaf_count=895 70 45 15 38 273 21 166 356 36 32 518 18 38 11 93 89 15 25 173 289 37 13 103 67 46 77 173 35 125 142
internal_value=0.000206879 3.76385e-05 -0.000497348 -0.000854902 -0.0011017 -0.000568227 -0.00115438 0.000416399 0.000266987 0.00030238 0.000349055 -0.00125436 0.00028989 0.000981124 0.000256659 -6.6535e-05 -0.000952428 -0.0015019 0.000286731 0.000303085 0.000235313 -0.000177699 -0.00101652 0.000121045 -0.000475262 0.000340654 0.000162989 -9.2376e-05 0.000490026 0.000589527
internal_weight=102.389 23.2716 6.98294 5.01899 4.50404 2.85544 1.8851 1.96395 16.2886 16.0414 15.614 0.49613 14.9408 1.46782 79.1175 6.73482 1.65145 1.32828 72.3827 70.9918 52.2525 10.6188 2.78869 7.83016 2.76239 41.6336 19.0159 11.9617 22.6177 19.3924
internal_count=4034 2462 943 513 475 202 181 430 1519 1483 588 374 556 56 1572 222 133 118 1350 1177 888 266 140 126 59 622 285 208 337 267
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=16 16 16 18 22 2 17 16 16 12 0 22 2 23 4 13 20 20 9 23 20 2 5 20 20 8 0 5 6 7
split_gain=0.0491451 0.0964001 0.0972108 0.0628 0.175175 0.0983054 0.0707606 0.372371 0.330474 0.183039 0.13325 0.122752 0.107253 0.287552 0.0758187 0.295594 0.157734 0.122983 0.129997 0.390743 0.10603 0.126727 0.0805503 0.0860511 0.270653 0.268365 0.273618 0.146615 0.0764283 0.239694
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.138111898250003 -0.094519999999999993 253.13454704850002 205.83789591070004 18.764956119400004 15.524963695900002 335.9827356823501 97.878695155250014 -0.06828999999999999 202.97521253380003 0.11002000000000002 377.6847677435 117.61735474900001 41.218101594450012 47.709122305950011 179.18874144770004 0.099855000000000027 49.283271594150008 134.33885108415004 13.264960807550002 36.620308449100001 37.038444968100009 8.1436447804000007 89.813320763900023 17.679107616400003 16.635388683200002 22.649177329550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 14 8 10 12 -8 -11 -9 -14 17 16 -16 18 19 -2 -19 -22 -20 25 -25 -24 -27 -28 -26 -30
right_child=3 -3 -4 4 5 -7 7 9 -10 11 -12 -13 13 -15 15 -17 -18 20 22 -21 21 -23 23 24 28 26 27 -29 29 -31
leaf_value=-0.081567623080806964 -0.06722269691335786 -0.080908950536474331 0.060641776736343161 -0.081255022745531258 0.061205829357009682 -0.022027081066163558 0.076644258627833611 0.0028008338508617513 -0.082650710240496944 -0.00016218401029153567 -0.03350823336938788 0.081039088244549251 -0.071974560687123518 0.033650440638540377 0.02090295457480067 0.052343603216879309 -0.085045598943000927 0.053144619023444785 0.026317884155912304 0.04614573252447178 -0.08278645993046542 0.039142425469880775 0.050974156887291011 -0.043133760584890116 0.001871799307208571 0.044423639988919322 0.00466793130024725 -0.031847168147183101 0.00045794005454798668 -0.062782326159225396
leaf_weight=0.04632661788569592 0.58718067867812251 0.13679931608760398 0.094550486805928813 0.084523234947937453 0.42497242179524519 0.11707361022854457 0.13873799591965408 2.9395613849628721 0.69658528368290717 0.20315531373489648 0.14556777987354508 0.29569040099158872 0.44103952834848303 0.26803731545805931 0.12014106893820908 0.22286205441923812 0.37336002234587795 0.54052131489151989 0.85617438986082461 0.29568192137230653 0.095610620072875463 0.13025735247083503 0.91877577232662488 0.89702316408511151 63.119674880097591 0.80833784537389908 2.0405236067017545 1.0918474686332045 1.8195948644861339 0.49263163145224087
leaf_count=455 623 435 40 61 63 26 13 55 144 28 28 25 44 8 24 14 167 33 32 21 18 55 30 26 1321 36 31 25 103 50
internal_value=0.000956784 -0.03282 0.013877 0.00107378 0.0264361 0.0432288 0.000873987 -0.0082636 -0.052827 0.00227577 0.0202449 0.0479698 -0.00397157 -0.0320474 0.00150375 -0.0245349 -0.0592528 0.00175687 0.00142006 -0.0292542 0.0338067 -0.0124705 0.00179595 0.00150103 0.000744171 0.0118317 0.00270563 -0.0080601 0.00134571 -0.0130157
internal_weight=80.4428 0.277676 0.140877 80.1651 0.626569 0.542046 79.5386 5.12838 0.980891 4.14748 0.284306 0.498846 3.64864 0.709077 74.4102 0.716363 0.493501 73.6938 72.9274 0.882863 0.766389 0.225868 72.0446 71.1884 66.3289 4.85948 3.94071 3.13237 65.4319 2.31223
internal_count=4034 930 495 3104 150 89 2954 345 185 160 41 53 107 52 2609 205 191 2404 2298 644 106 73 1654 1622 1500 122 92 56 1474 153
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=7 7 18 9 8 7 13 19 6 0 6 23 16 20 20 22 23 2 15 23 4 20 8 22 22 8 9 20 19 17
split_gain=0.0493178 0.132543 0.110057 0.100675 0.182466 0.164991 0.161636 0.161404 0.14544 0.12979 0.307933 0.138038 0.0988073 0.0978997 0.139184 0.102821 0.140653 0.120835 0.115121 0.0968954 0.0964396 0.174351 0.118704 0.180552 0.199268 0.0962434 0.0931661 0.320467 0.413122 0.313941
threshold=22.061824394000002 21.946499523750003 13.376114027300002 186.68586460755003 8.3434888241000014 22.356277907050004 117.55283175385001 14.551174033150001 16.575387281250006 85.732241321850012 16.555386813950005 0.095750000000000016 23.344945409400005 36.957836847500012 37.038444968100009 -0.11963999999999998 0.085035000000000013 158.13149931390004 32.393814985100008 0.092260000000000023 377.6847677435 47.927946529500012 8.3434888241000014 -0.55354000000000003 0.11704500000000002 8.0437227585500022 192.31210988165003 41.436838994450007 14.451165964200003 190.94474013770002
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 5 8 7 13 -2 10 -5 -12 20 25 -15 16 -16 19 -19 -17 21 22 23 -1 -25 -7 27 28 -11 -29
right_child=3 -3 -4 9 -6 6 -8 -9 -10 26 11 -13 -14 14 15 17 -18 18 -20 -21 -22 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=0.073674536492172385 -0.073731995446693691 -0.092778680022422622 -0.087926787707283779 -0.089932886335412743 0.085942670835883306 -0.087425240070555854 0.051940920727171574 0.087669983097004925 0.0019134611002926717 -0.010381183342785058 0.040235242214591259 -0.02243440753595511 -0.090020601836306238 -0.10655591681801398 -0.087889637281828567 0.0036187603023833653 0.06987826588146559 -0.060471105187682346 0.085937067488577781 -0.032834563089594405 -0.087821602415111569 0.05170688055757261 0.0058064426928932005 -0.089088475389709473 0.046799514359467873 0.088195416923738681 0.0021409633032454297 0.0081969558324056519 0.049985748635549443 -0.08399980750418691
leaf_weight=0.089314547105461273 0.30919333168776475 0.13968754327242994 0.11903140277723867 0.40210024809130018 0.24625022872351099 0.027486478633449773 0.77770724569563743 0.18418859131634224 0.5109387394040823 5.0913307268767758 0.39501990603457648 0.81786432953958865 0.094311286637093761 0.089565113186836576 0.049833576671802216 1.7960560579651601 0.30456399816807789 0.051228725137008158 0.19809192547108978 0.79822058441834531 0.090255428905947954 0.46980275865644205 1.535904048469092 0.39267283085700899 0.10329999230452813 0.16940150037407875 62.457827600420615 0.44744328025262781 1.0335850454866884 0.74755692999679013
leaf_count=12 52 15 136 112 8 179 32 20 3 113 43 34 8 1 294 84 48 172 9 18 45 24 74 485 22 6 1909 15 23 38
internal_value=0.000933015 -0.00995302 -0.00595602 0.00136252 0.0126976 0.0092728 0.0158905 0.00824828 -0.0266052 0.00048726 -0.0239114 -0.00202375 -0.00244066 0.00405003 0.000478991 0.00347668 0.0476937 -0.00203409 0.0558541 -0.00759739 0.000639915 0.00372141 -0.00690644 -0.0402674 -0.0607861 0.063678 0.00105196 -0.00824005 -0.000194209 -0.0494786
internal_weight=79.9397 3.03428 2.89459 76.9055 5.51273 5.26648 4.44634 3.66864 0.820132 71.3927 1.61498 1.21288 2.77556 3.48445 3.28756 3.19799 0.354398 2.8436 0.249321 2.59428 2.68125 2.59099 2.12119 0.585287 0.495973 0.196888 69.7777 7.31992 6.12492 1.195
internal_count=4034 821 806 3213 926 918 863 831 55 2287 189 77 670 811 626 625 342 283 181 102 662 617 593 519 507 185 2098 189 136 53
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=6 3 10 23 17 9 17 3 6 0 18 22 5 23 3 10 9 9 5 22 6 21 18 2 13 5 5 5 6 21
split_gain=0.0471806 0.203555 0.519998 0.296339 0.29234 0.285106 0.370646 0.198387 0.429531 0.340611 0.543958 0.220073 0.218915 0.191992 0.177314 0.363544 0.223895 0.331568 0.279948 0.214524 0.191107 0.654468 0.183135 0.132262 0.148809 0.130408 0.130341 0.185055 0.129122 0.187962
threshold=14.845346859150002 83.538459487450012 71.015621515800021 -0.085699999999999998 188.64489188380003 199.38481636575003 201.53484968420003 86.272621406050021 15.155354102400002 94.047642319350018 14.329845562450002 0.15844000000000005 18.280220412300004 -0.10747999999999999 92.324340657750014 62.116825104000007 203.72699028675004 195.41812862360004 21.024411566050002 -0.083064999999999986 16.355382140900002 12.510904521150001 14.030930991100002 106.79778736115001 114.07934384930002 17.621651749750004 20.204934414350003 20.556063402800003 16.465384711100004 15.285239689500001
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 25 -6 -7 9 11 12 -11 -9 -2 -1 15 -10 17 23 -19 22 21 -16 -18 -17 -25 -3 -22 -28 29 -29
right_child=7 2 3 -5 5 6 -8 8 14 10 -12 -13 -14 -15 20 16 19 18 -20 -21 26 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.083499974155116147 0.082181270807478626 -0.023242478491702138 0.031087279092410047 -0.081469601506857781 0.0027183403289809649 -0.07810924173046821 0.0076453542892507883 -0.080710292824641552 0.061864043051326367 0.062636071940561561 -0.06853575722927413 -0.0058374621373993582 0.01492349437712249 0.002520395186921473 -0.077080254402979012 0.030432895990451014 0.018196827007099504 -0.0043605961451228066 -0.063740480420352311 -0.0052623662765808703 0.028188997328917144 0.03610901366965949 0.06594720695941092 -0.024982943799392972 0.018028165684800358 0.073127372177273262 -0.027212139570141597 0.0042785736372399066 -0.0026356795009468809 0.035722022460315389
leaf_weight=0.17599527088750377 0.74229773087426953 0.1203851525351628 0.18682950280424393 0.99976483214686573 3.3301734920992203 0.79559695348143555 0.59126211103284732 0.63841879632855014 0.89532962907105584 0.36727287434041489 0.50569872092455626 0.45069481001701206 0.58026240626350045 22.242887204329961 0.82371985176200613 1.6118918673600986 1.229147836565972 1.3977415722329172 0.86495971679687489 1.0949824170675126 1.1412071469239879 0.59001452056691051 0.96480019611772139 0.94999741870560717 1.2584061953239141 0.43943376864035599 1.6025078756392748 10.874215877098321 20.618889759787635 1.4500003667199042
leaf_count=195 24 25 50 276 56 90 45 33 38 7 35 22 21 1446 90 43 21 36 19 38 34 20 45 24 21 129 40 218 865 28
internal_value=0.000793246 -0.00185273 -0.0146789 -0.0637475 -0.00364496 -0.0102968 -0.0415493 0.002302 0.00120918 0.0264212 -0.0133497 -0.0497266 0.0526725 0.00184511 0.00238033 0.0119213 0.00715007 -0.00217333 -0.0270597 0.024394 -0.000260039 -0.0298413 0.0391953 0.0125665 -0.000474088 0.0524037 0.000911824 1.07286e-05 0.00133498 0.00797804
internal_weight=79.5348 28.8823 6.46345 1.18659 5.27685 4.71703 1.38686 50.6525 48.4569 2.19553 0.872972 1.08911 1.32256 22.4189 47.3678 10.2673 9.37193 6.083 2.2627 3.28893 37.1006 1.41373 2.19395 3.8203 2.2084 0.559819 35.6868 34.5456 32.9431 12.3242
internal_count=4034 2312 671 326 345 191 135 1722 1635 87 42 55 45 1641 1580 285 247 143 55 104 1295 110 66 88 45 154 1185 1151 1111 246
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=13 21 20 13 20 4 5 21 0 13 19 2 22 21 15 8 23 21 22 23 9 9 20 22 18 18 18 7 22 16
split_gain=0.0496759 0.156889 0.359012 0.426669 0.302738 0.189491 0.163052 0.152751 0.126434 0.125891 0.17188 0.204553 0.192929 0.218412 0.154561 0.152711 0.248753 0.151236 0.185664 0.284641 0.172081 0.326808 0.39353 0.301786 0.138756 0.597505 0.427642 0.290268 0.332855 0.230325
threshold=117.60660091645001 8.7462497811500022 40.206947806850003 117.69263157665002 41.360869295700006 195.50296729855003 23.854886427500002 4.797392351550001 86.103248543850015 117.55283175385001 14.351157895250003 210.62522394830003 -0.084275000000000003 6.7697770556500005 46.683480308100009 8.6432548896500023 0.10507500000000002 8.8898213993500015 0.05399000000000001 0.11379500000000002 216.0493559571 201.61239113610003 39.256147742250008 -0.13125999999999996 13.4793103924 13.531614672700002 13.376114027300002 23.203497038450006 -0.11347 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 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 2 5 4 -4 -2 -7 -6 -3 14 11 -11 13 -12 17 16 -14 24 20 -20 21 -19 -23 -24 26 -26 -1 28 -27 -29
right_child=1 8 3 -5 7 6 -8 -9 -10 10 12 -13 15 -15 -16 -17 -18 18 19 -21 -22 22 23 -25 25 27 -28 29 -30 -31
leaf_value=0.0059699249608983181 -0.0048629363352294223 -0.005704002682112715 -0.092470757256646163 0.0054000009213089062 -0.063481270865112766 0.063346681991392123 -0.009125821626648243 -0.0065098511685930966 0.017446583712967964 -0.03754612844569645 -0.031058405177371826 0.0093110010102669706 0.066770891065885157 0.018376483001232614 -0.054420610325280873 0.0071684217785933507 0.016215112101589872 0.00012651649263015227 -0.084802754475712491 0.013144484862245688 0.041713414886829552 0.01254678461171092 0.0088534337140643779 -0.075797765279301085 -0.093063689383752812 0.019196701664027826 0.06596487065494995 0.0021260221877346043 -0.087168346610705313 0.058447836149508339
leaf_weight=7.4214683523750846 2.8478174948031652 3.1127905932007707 0.79826218821108419 1.281465698033571 0.50673780592478557 0.57035908079706121 0.30991696789715206 0.76243537249683868 2.9932781052775681 0.91444852622225736 0.9181996384286325 1.7672928592364767 1.2122344562303631 1.5607783471059518 0.33312664131517422 1.3712006536588885 1.3096917578950522 9.4544819986182151 0.46917826851481059 0.3247546632301237 0.4977306765194961 0.80082042017238508 0.35134623181966174 1.2125831887228737 0.43505157646722992 0.31035820138430381 0.85727760034933442 33.165759826025649 0.49198118556773707 0.4764072063844641
leaf_count=533 78 68 13 91 34 17 42 26 27 23 26 38 46 30 52 18 11 563 147 15 61 33 35 77 10 75 40 1711 70 24
internal_value=0.00070448 -0.00380088 -0.0119506 -0.0310632 -0.0536644 0.00521804 0.0378314 -0.0292566 0.00564473 0.00160911 0.0104147 -0.00666684 0.0176036 6.60758e-05 0.000200605 0.0287707 0.0405162 0.000523975 -0.00704097 -0.0447379 -0.00461108 -0.0065619 -0.0333028 -0.0567804 0.0028221 0.000600388 0.0121825 0.00178341 -0.0460246 0.0029236
internal_weight=78.8392 13.1831 7.07699 3.3489 2.06744 3.72809 0.880276 1.26917 6.10607 65.6562 9.05385 2.68174 6.3721 2.47898 56.6023 3.89313 2.52193 56.2692 13.1109 0.793933 12.317 11.8192 2.36475 1.56393 43.1583 34.8796 8.27875 34.4445 0.802339 33.6422
internal_count=4034 396 301 164 73 137 59 60 95 3638 192 61 131 56 3446 75 57 3394 931 162 769 708 145 112 2463 1890 573 1880 145 1735
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=12 12 12 21 21 21 23 21 23 23 17 17 22 5 21 15 7 3 15 7 21 9 9 17 19 21 17 19 22 20
split_gain=0.0470899 0.271996 0.233 0.175422 0.133224 0.583201 0.292278 0.279207 0.29036 0.211325 0.233017 0.203062 0.220355 0.179515 0.326844 0.357137 0.252371 0.218842 0.190039 0.284096 0.375505 0.364332 0.187016 0.16954 0.192259 0.144002 0.197489 0.136804 0.124308 0.140225
threshold=149.09269374785001 150.73104262400003 145.97209859650005 4.6253815007000005 1.9176293050000004 1.2135331028500003 -0.11012 2.2961539179000003 0.093580000000000024 -0.092630000000000004 199.72613295375004 192.41413881610001 -0.02903 21.454033346250004 12.092691673150002 36.548474543700003 22.381996090050006 94.031511570550009 36.346245650200011 22.996658327800002 4.6887961308500001 185.44496129890004 187.45330412110005 181.44667750215004 14.251149826300002 1.0000000180025095e-35 164.30394926590003 13.851117550450002 0.0041150000000000015 37.52517992975001
decision_type=2 2 2 2 2 2 2 2 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 4 -4 5 9 27 8 -8 28 11 23 -13 14 18 -16 17 -15 19 20 -9 -22 -19 25 -25 26 -11 -6 29 -1
right_child=1 -3 3 -5 6 -7 7 13 -10 10 -12 12 -14 16 15 -17 -18 22 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.057460360469940006 -0.064389071112726265 -0.00050954491844037097 0.08587911419812054 -0.00063846912453189978 -0.094065478161113131 -0.074706618003139741 0.084378396804773131 -0.0052114088774537232 0.0071463280016897746 -0.0046070800153483757 -0.058562083276104251 -0.00076718525390814276 0.067343650539240199 -0.0900185352629779 -0.08012528352281939 0.0038837936635613534 0.043964252669094213 0.054081337392146066 -0.019763394408822781 0.0020717030029921094 0.0042405426004870741 0.077251652279419936 -0.086323805358465386 -0.069049619872471296 -0.0084434867413870334 -0.015511965271864015 0.070034975460172899 -0.0046021836804352959 0.071401707798914985 0.068211611516377058
leaf_weight=0.14769479204153402 0.491229166782431 42.01722856995471 0.42722678778954915 0.28433219662110787 0.31460641256944555 0.8505837577990859 0.65605459916697018 1.4397299406118826 0.77171506884042174 0.57714911157916027 0.53586080788227253 0.8159810988308891 0.6007535852049839 0.2140338596364012 0.72201122257888417 0.75312584917992353 1.6539947524433953 0.27362788069490307 2.1619845423847428 16.231947382894305 0.77672027289008871 1.3867884480860082 0.092454805693705566 0.59585551952488902 1.0588192557916043 1.0949525399861384 0.46725319858825287 0.20606250646233093 0.45171273334563011 0.11506325384834781
leaf_count=81 30 2325 36 25 97 50 63 15 11 35 42 25 22 16 70 9 39 99 20 544 39 54 45 39 14 20 61 24 20 64
internal_value=0.000671193 -0.00124774 0.00295749 0.0513075 0.00197358 -0.00827208 0.00468244 0.00589788 0.0426342 0.000473824 -0.00496878 0.000542614 0.0281146 0.0038575 0.00165709 -0.0372348 0.0269757 -0.021461 0.00426519 0.00688424 0.0285639 0.05104 0.0186218 -0.00975309 -0.030268 0.0061141 0.0287869 -0.058659 0.0442497 -0.00242788
internal_weight=78.1866 42.5085 35.6781 0.711559 34.9665 7.31168 27.6549 27.1342 1.42777 6.4611 5.74663 5.21076 1.41673 25.7064 23.4723 1.47514 2.23411 0.580117 21.9972 19.8352 3.60324 2.16351 0.366083 3.79403 1.65467 2.13935 1.0444 0.520669 0.714471 0.262758
internal_count=4034 2355 1679 61 1618 473 1145 1024 74 423 258 216 47 950 751 79 199 160 672 652 108 93 144 169 53 116 96 121 165 145
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=3 20 22 3 0 10 22 17 17 7 10 21 21 21 16 5 5 16 18 18 16 20 20 23 15 2 18 21 9 4
split_gain=0.0512834 0.386938 0.508828 0.271507 0.251137 0.249117 0.378598 0.210299 0.209707 0.203431 0.197694 0.147678 0.188861 0.16486 0.332886 0.133205 0.188868 0.127426 0.121415 0.363109 0.171928 0.236968 0.160601 0.327472 0.403042 0.177119 0.153209 0.30915 0.163371 0.206057
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 93.846007959550022 85.667718326750006 62.009286778800011 -0.097294999999999993 185.45496942040003 188.41589330430003 19.078733418100004 62.116825104000007 16.359396914950004 19.928892922550002 14.70115454445 22.494947397000004 20.374719724350005 20.849573174100005 17.684958644900004 13.4793103924 13.531614672700002 22.654947022900004 42.779078631750004 40.984321400500008 0.09013000000000003 37.491361913600009 109.60702220095001 13.552878921100001 8.119216894900001 196.26893085885004 193.73972847335003
decision_type=2 2 2 2 2 2 2 2 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 10 5 -4 -5 8 7 -7 9 -3 15 13 -13 18 17 -2 -17 -15 22 -20 26 -22 25 -24 -25 -1 27 -21 29 -28
right_child=1 2 3 4 -6 6 -8 -9 -10 -11 -12 12 -14 14 -16 16 -18 -19 19 20 21 -23 23 24 -26 -27 28 -29 -30 -31
leaf_value=0.01899775749623564 0.032839666769946541 0.025428746880323528 -0.097830933315230961 -0.070738792883156584 0.073248830100902579 0.073765421338771731 -0.096353054982895661 -0.021539014173551464 0.069467043220927463 -0.094542930332527975 0.050941758865186745 -0.078969136111561269 0.047179098023538917 0.059233655045309801 0.083396980749683075 -0.039052547551626411 0.0014319668650850275 -0.026219867227590253 -0.054353785895128334 0.09176807208811906 0.082912564538975969 0.0017032214628743224 0.002932172823519786 0.00849808110999733 0.092660064901100528 -0.014217886153156724 -0.0017786132168457315 -0.0074141886096230633 0.0015730659231772222 -0.034879527556273195
leaf_weight=2.3256227492820454 0.99851581081748442 0.3880943105978083 0.99886199465254211 0.23602797797138919 0.17162818685756065 0.25355121937172931 0.4654020289199251 0.75704607839725213 0.5256902211731358 0.16534428426621162 0.6729472693516535 0.37831133140679085 0.13109749670263682 0.1882285966151318 0.61041079647839069 1.01471158559434 13.823892239867744 0.59775691695722344 0.99628657900211592 0.44258038792759069 0.49329262715764233 0.73242041282355785 2.6603733377833123 0.89508606230083365 0.97551069129258394 3.0365505332556495 4.2128137362883527 0.6175335155967332 35.447150370402824 2.4342270014217178
leaf_count=36 13 97 53 161 8 69 58 30 40 45 92 93 41 56 14 14 469 24 16 54 40 7 52 27 14 48 173 4 1324 862
internal_value=0.000651659 -0.00323837 -0.0286586 -0.0724089 -0.0101183 -0.00457545 -0.0287572 0.00237215 0.0284996 -0.0104138 0.0028613 0.00204449 -0.0465046 0.00248093 0.0332161 0.000818281 -0.00133649 -0.00575537 0.0017044 -0.000277789 0.000936163 0.0343862 0.010796 0.02335 0.0523883 0.000188037 -1.39201e-05 0.0339928 -0.000870356 -0.0139006
internal_weight=77.647 20.4717 3.96165 1.40652 0.407656 2.55513 1.476 1.0106 1.07913 0.553439 16.5101 57.1753 0.509409 56.6658 1.3964 15.8371 14.8386 0.785986 55.2694 45.3763 44.38 1.22571 9.89314 4.53097 1.8706 5.36217 43.1543 1.06011 42.0942 6.64704
internal_count=4034 1149 561 222 169 339 157 99 182 142 588 2885 134 2751 94 496 483 80 2657 2480 2464 47 177 93 41 84 2417 58 2359 1035
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=7 16 20 13 2 2 18 16 3 10 16 10 18 22 21 23 18 18 23 22 7 23 15 3 21 4 12 14 23 4
split_gain=0.218137 0.244467 0.616258 0.302832 0.291346 0.248128 0.214118 0.395664 0.358153 1.12497 0.756884 0.699334 0.547812 0.602517 0.707678 0.462511 0.384514 0.427142 0.492548 0.535738 0.455765 0.585313 0.384046 0.35007 0.487926 0.345505 0.33457 0.323452 0.53881 0.592986
threshold=22.105125139000005 22.744946812400002 43.426640904350009 105.33378955095002 319.18044405035005 53.810443956900009 13.893471991850001 22.654947022900004 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 14.118140587000001 -0.082334999999999992 1.9176293050000004 -0.085699999999999998 14.224291663350002 14.366548389000002 0.093325000000000033 0.0023400000000000005 24.786990758350004 0.084360000000000018 34.694997775350011 81.715684874950014 6.7825386038500008 169.88079978325004 222.91560472515002 195.25924573520004 0.088350000000000026 175.31744532325004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -5 -1 27 8 23 10 -10 12 13 -12 -15 -11 -14 22 19 20 21 -19 -18 24 25 -8 -26 28 29 -2
right_child=6 -3 3 4 -6 -7 7 -9 9 15 11 -13 16 14 -16 -17 17 18 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0001853209436157424 0.00058672419965273017 0.00029859081442744199 -0.0015515988783866268 0.00091249304321902472 -0.0019842736738308383 -0.0019454047093331525 -0.002013700427635864 0.0015864374801283188 0.0020010793599999563 0.00073989879170850356 0.00017710964054120442 -0.001615860087100578 0.001185304584982551 0.00024848946872098733 -0.0022938728168754204 -0.0020367353580138525 0.00011183093221544403 0.00079698627513311471 0.0012353916544403246 -0.0013890553459584001 0.0012495631341337111 -0.0014113329785007899 -0.0017251570175691512 0.00042370958873002142 -0.0016702114684630457 0.00019663125399191122 0.00019183740698892543 0.00020927443014493634 0.00027888237827525513 0.0019726872007310927
leaf_weight=0.26016164559405242 3.5424325407511779 2.3170709328260273 0.30212174381847479 1.2763627315216579 0.14907918695826072 1.0925524962030975 0.27928507591423368 0.70059428084641595 0.72613172732235653 0.27284595924720645 2.0606735260225837 1.0195811720041081 1.6537218801677207 0.66081681475043197 1.1596152042620813 1.4912184459317346 0.98932088725268819 0.97092337720096134 1.8476006652927024 0.83184565696865309 1.3382554678246377 0.87940262770280242 0.78453186526894569 16.250851691671414 1.0549639266046131 10.273231272326028 0.57222127588909177 37.459169905330782 9.9865810379269515 1.7848683148622511
leaf_count=11 74 57 120 188 37 425 50 42 23 23 25 97 38 18 45 274 19 13 45 33 42 42 26 172 242 880 246 531 121 75
internal_value=0.000201269 -0.000182553 -0.000544482 0.00023159 0.000609536 -0.00153561 0.000222282 0.000124214 0.000101508 -0.000126529 4.85187e-05 -5.13536e-05 6.9704e-05 -0.000549029 -0.001371 -0.00160728 0.000328038 0.000142523 0.000397399 1.22966e-05 0.000377885 -0.000252559 -0.000700624 0.000235347 -1.59772e-05 0.000138132 -0.0010154 0.000307425 0.00054751 0.00105108
internal_weight=103.988 5.39735 3.08028 1.72756 1.42544 1.35271 98.5907 45.8176 45.117 16.6865 14.9224 14.1963 13.1767 3.88111 1.82043 1.76406 9.2956 7.64188 5.86803 4.02043 3.18858 1.85033 1.77385 28.4306 12.1797 10.5525 1.62719 52.7731 15.3139 5.3273
internal_count=4034 838 781 345 225 436 3196 2395 2353 763 466 443 346 88 63 297 258 220 175 130 97 55 45 1590 1418 930 488 801 270 149
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=4 4 16 21 5 19 19 9 6 19 20 6 22 10 10 2 22 20 5 13 5 12 6 15 13 20 9 6 5 0
split_gain=0.0500501 0.374406 0.135225 0.200104 0.17875 0.143568 0.110287 0.240173 0.278181 0.148743 0.265226 0.251826 0.212764 0.309631 0.428826 0.233312 0.211743 0.340769 0.213725 0.239334 0.197341 0.230177 0.32703 0.221872 0.230347 0.188415 0.179342 0.176684 0.168106 0.375333
threshold=244.52697497700004 245.19972926210002 22.674946976100003 5.3480431922500005 24.041678002600005 14.651182102100002 14.551174033150001 189.46063690070002 16.485385178400005 14.351157895250003 38.064633603500006 16.575387281250006 -0.095854999999999996 69.873026810350026 62.079186690200011 132.99388411665004 -0.083954999999999988 41.243661560350013 21.500664456800006 117.53132408880002 18.492557862250003 128.52556993515003 14.060328517350003 26.912781836550003 103.93041440690001 43.426640904350009 204.88165762580005 16.485385178400005 22.053438739150003 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 -3 9 -8 -9 11 -11 12 13 14 -1 -16 18 -18 19 -12 21 23 -23 24 -15 -13 -26 -19 29 -14
right_child=1 2 3 -5 -6 -7 7 8 -10 10 16 25 28 20 15 -17 17 27 -20 -21 -22 22 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0038829356608378568 -0.098896073802155759 -0.0035392814224313729 0.07834139574254001 -0.010329706783443257 -0.0042058127186918055 0.027167919194035297 0.042239085634797821 -0.062725103482438718 -0.0054917300051122138 0.061807721107851432 -0.03938247414849036 -0.07369670677902361 -0.024592297763866823 -0.078079541047571713 0.074758458170949033 0.02162548727052694 0.0039357408927015699 0.081069520647837678 0.031453236401343017 0.0082054236568992814 -0.065892371270539818 -0.0038382955642723197 0.077387026126969988 -0.091411489312200292 0.031216671265087762 0.040178798804161177 -0.026001250722304758 0.026573854266295473 0.025796626861383218 0.0023905431887208239
leaf_weight=1.6685490069612585 0.29876477545258495 28.789519248877035 0.60014355368912109 0.7322812256461475 0.29729546053567901 1.2020974627666863 0.54879789752885644 0.85777990141650695 2.5778297732758801 0.78423310909420152 1.6419323836453252 0.55258822807991137 5.1818660231802012 0.28239063108765172 1.511844856082462 1.0693479121109701 3.1949711511842898 0.82038262841524545 0.91898814568412479 1.5637994576245544 0.34569121803724545 0.94790248815331757 0.62228561018127948 0.25593310291878868 0.97424519040214341 0.13752106077299686 0.7234445046633482 1.0011119570117442 1.5127474934706686 15.879838570402567
leaf_count=88 16 1912 43 29 40 27 40 27 62 33 30 249 141 136 120 24 31 69 39 30 76 100 12 36 19 66 32 14 37 456
internal_value=0.000745717 -0.00189789 -0.000981434 0.0234405 0.0509959 -0.0023085 0.00259722 -0.0112389 -0.0197814 0.0039227 0.0132217 0.00100803 0.0021668 0.0139934 0.0305123 0.0527463 0.00905347 0.0210678 -0.00555833 -0.0161685 -0.00291478 0.00280505 0.0283523 -0.0151349 -0.0052759 -0.0510042 0.00683413 0.0511181 -0.00223477 -0.00424812
internal_weight=77.4961 31.9201 31.6213 1.62972 0.897439 29.9916 45.576 3.98441 3.43561 41.5916 9.92542 31.6662 30.9761 8.40163 4.24974 2.58119 9.14119 5.01647 4.12472 3.20573 4.15189 3.8062 1.57019 2.23601 1.98008 0.690109 1.69769 1.82149 22.5745 21.0617
internal_count=4034 2067 2051 112 83 1939 1967 129 89 1838 246 1592 1277 643 232 144 213 114 99 60 411 335 112 223 187 315 51 83 634 597
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=3 20 22 20 23 3 21 15 19 22 10 22 21 21 21 16 5 22 22 22 7 21 22 20 23 23 18 18 7 20
split_gain=0.0490059 0.354221 0.468447 0.224817 0.267415 0.221984 0.226173 0.1796 0.210841 0.185883 0.156364 0.133063 0.126881 0.166792 0.139823 0.310561 0.118128 0.133011 0.251129 0.466156 0.266756 0.150895 0.129534 0.133187 0.17058 0.391652 0.111737 0.29173 0.152106 0.237925
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 42.686561923500008 0.096515000000000031 93.846007959550022 9.277127270600003 39.296024648600003 14.451165964200003 -0.092710000000000001 62.116825104000007 0.086310000000000026 16.359396914950004 19.928892922550002 14.70115454445 22.564947233300003 20.374719724350005 0.051245000000000013 -0.053159999999999992 -0.037054999999999998 23.085048345000001 2.0976681454000006 -0.063749999999999987 41.481306584950012 0.091290000000000024 -0.11012 13.4793103924 13.531614672700002 23.051546669900002 37.903039192800001
decision_type=2 2 2 2 2 2 2 2 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 10 3 -3 7 -4 -7 8 9 -5 16 -12 14 -14 26 -16 -2 18 22 -20 -21 -19 23 24 25 -18 -1 -28 29 -29
right_child=1 2 5 4 -6 6 -8 -9 -10 -11 11 -13 13 -15 15 -17 17 21 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.01034968636326641 0.030638146810489399 -0.06606173695885538 -0.095070965085156722 0.00072962665141514116 0.077342841961842837 -0.090013165936439543 0.04772899163229781 -0.090688955769773844 0.069782633460686971 -0.095930131218409251 0.066552334770599783 -0.030221857721292652 -0.075123667577182557 0.043756086155817504 0.00041026716659130121 0.090378925896422879 -0.0047676091828383858 -0.013424554763407431 -0.098596550293893429 0.055590483178820413 -0.032178933252664049 0.041502000313150988 0.037514070524405786 0.016709585159032547 -0.00040912316425623942 -0.097073294589592185 -0.04786450314446479 0.029604809231187378 0.001693793984311317 -0.06632076483927038
leaf_weight=9.7477154001680884 0.98033049982041554 0.3975357079398244 0.90534849374671356 1.0332911545137906 0.35198170960939013 0.17076010678647435 0.20908830382722954 0.18341913774747798 0.29446691228076805 0.18495119595900167 0.50738485109627696 0.14377599713770906 0.35048924844340845 0.12669837740739354 0.90228830938062177 0.45512319169938564 1.2448831571159624 0.61131453220150334 0.60383051959797729 0.40581746574661959 0.83451261511072516 1.1113026539023847 0.70766735775396128 2.3900442498852508 6.415994976516231 0.51131118614284776 0.9875543357738924 0.30397370681801206 43.312251694447525 0.61913980116432299
leaf_count=177 13 50 53 191 17 127 42 61 7 13 81 11 93 41 83 11 154 20 15 49 16 32 16 30 76 75 16 29 2284 151
internal_value=0.000699834 -0.00305677 -0.0277621 -0.00495269 0.0069085 -0.0711669 -0.0141927 -0.00770808 0.00235353 -0.0139451 0.00254019 0.0451846 0.00203562 -0.0435598 0.00242188 0.0305756 0.000784589 -0.00118798 -0.00423517 -0.0346118 -0.00346209 0.0220099 0.000735536 -0.00172862 -0.00712107 -0.0316422 0.00172667 -0.000132002 0.000933626 -0.0347333
internal_weight=77.0042 20.199 3.73084 2.44565 2.04811 1.2852 0.379848 1.69613 1.51271 1.21824 16.4682 0.651161 56.8052 0.477188 56.328 1.35741 15.817 14.8367 13.1141 1.84416 1.24033 1.72262 11.2699 10.5622 8.17219 1.75619 54.9706 45.2229 44.2354 0.923114
internal_count=4034 1149 561 339 289 222 169 272 211 204 588 92 2885 134 2751 94 496 483 431 80 65 52 351 335 305 229 2657 2480 2464 180
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=23 7 10 0 3 10 16 15 22 20 18 18 16 17 17 23 23 20 4 19 15 15 6 7 9 17 18 3 10 16
split_gain=0.240663 0.202975 0.506644 0.629035 0.600068 1.16257 1.11115 0.697583 0.669687 0.644254 0.534239 0.487345 0.810245 0.782781 0.560922 0.467072 0.451652 0.432358 0.506131 0.483021 0.553213 0.781602 0.57235 0.420649 0.375864 0.37443 0.625853 0.508293 1.05685 0.90102
threshold=0.4381000000000001 23.109894804950002 66.590419433100024 90.407470010750018 83.538459487450012 71.015621515800021 18.794956049200003 29.329759478700002 -0.061874999999999999 38.334060527150008 14.522586764600002 13.314799198000001 22.554947256700004 191.58460912770002 191.08747234645003 -0.085699999999999998 0.096885000000000013 41.319407281650008 274.40025405315004 14.551174033150001 45.169600924000008 40.042228346200012 16.100376182700003 25.161974272550005 204.99169312540002 188.19076296340003 13.065205089100003 93.281431752200021 61.982402197500001 22.644947046300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 17 -4 6 7 -6 -9 10 -8 13 16 14 25 -7 -13 -3 -19 20 21 22 -20 -10 -23 26 -1 -27 -29 -30
right_child=-2 2 4 -5 5 15 9 8 23 -11 -12 12 -14 -15 -16 -17 -18 18 19 -21 -22 24 -24 -25 -26 27 -28 28 29 -31
leaf_value=6.8670691956133618e-05 -0.0011814800593399548 0.00058992210540128839 0.0002381294556115678 0.0014467067579385328 0.0017014832242636848 0.00053157106140380315 0.00038881806822796535 -0.0017945308870667149 0.0020111198014654617 -0.0014921293617677785 -0.0012331492527599037 0.00039241927303743291 -0.002033755740852369 0.0013359945352364162 -0.0021504122525880195 -0.0020493955352458072 -0.0011408667013288799 0.00041976208894884391 -0.00018673207354272871 0.00060690395406651297 -0.0021111086686472391 -0.00041222595705001807 -0.0023607979945260986 -0.00051390267271899509 0.00085786833761061993 0.0013427253854876751 -0.0012144370992701555 0.0015326538437734649 -0.0019199637433553077 0.0003418207178290126
leaf_weight=12.455026854293477 0.49677019972477765 15.07849254139728 27.380634204008174 2.099331466430157 1.837876092671648 0.31996139728289597 2.7168084650766109 0.56148222921183322 0.56128478050231911 1.8320064481813458 1.0955983840394763 2.3804176436403846 1.0736161223758243 1.9815197444113426 0.43763865390792389 1.7118106584166515 1.0708996255686996 11.103114347875819 0.89943097429931895 2.0318051621434279 0.71965812379494298 1.7111846803454684 0.96512593360967003 0.46281539998017251 1.8800136528443543 1.8948562508448947 1.6558237692806859 1.3678037284043965 1.1330141798825937 1.6830686428875195
leaf_count=715 31 206 1537 51 36 16 40 45 8 79 38 261 36 52 17 253 37 119 10 23 70 27 38 42 20 29 103 34 35 26
internal_value=0.000179974 0.000186598 0.000239194 0.000404727 8.22303e-05 -0.000302342 -1.9625e-06 0.00087937 -7.35555e-05 -0.00053651 -7.72982e-05 4.12806e-05 -0.000546109 0.000158841 4.57599e-05 -0.00164295 -8.33398e-05 0.000341117 0.000146838 -0.000222387 -0.000495236 -0.000282089 -0.00131207 0.000870002 0.000252676 9.33651e-05 -8.18943e-05 0.000500203 0.000118629 -0.000568179
internal_weight=102.599 102.102 74.9684 36.4882 38.4803 11.0996 9.06787 3.42346 1.58558 5.64441 3.81241 27.1337 4.52493 22.6088 20.6272 2.03177 3.45132 34.3888 19.3103 8.20722 6.17541 5.45576 1.86456 1.0241 3.5912 20.1896 14.1109 6.07874 4.18389 2.81608
internal_count=4034 4003 2658 564 2094 557 288 131 95 157 78 1345 334 1011 959 269 298 513 307 188 165 95 48 50 47 942 818 124 95 61
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=13 21 13 20 20 23 8 13 16 0 9 15 21 21 21 18 18 18 6 16 23 23 6 20 5 19 6 0 21 3
split_gain=0.0512116 0.129928 0.23966 0.33507 0.335321 0.190575 0.186921 0.112076 0.140689 0.44078 0.187331 0.132748 0.107781 0.210907 0.268549 0.243508 0.427549 0.24225 0.236385 0.297723 0.286717 0.205129 0.193188 0.145457 0.135154 0.133541 0.129876 0.317357 0.218627 0.247556
threshold=117.60660091645001 10.003699902950002 117.69263157665002 40.206947806850003 41.360869295700006 0.087715000000000029 8.4434108459500017 117.55283175385001 22.624947093000003 85.963448721100022 192.98754432855 46.683480308100009 8.9626214023500008 11.507908610950002 11.065329869750002 15.343833331950004 14.118140587000001 14.656441317600001 16.455384477450004 22.604947139800004 0.085910000000000028 -0.23921499999999998 13.65531905435 43.084235337800003 20.971847224900007 11.750948102400001 14.905348261050003 93.399723909900004 7.0441631297000011 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 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 -2 -5 -6 -3 11 10 -10 -9 12 26 14 17 16 18 23 19 20 -15 -20 25 -14 -25 -17 28 -28 29 -1
right_child=1 6 -4 4 5 -7 -8 8 9 -11 -12 -13 13 15 -16 22 -18 -19 21 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0030697407780958387 0.015019276152067208 -0.0091284383728186796 0.00071988957520181861 -0.098390008423640318 0.0068465536394096164 -0.058043956741895053 0.024185758309065105 0.032594661884508359 0.0040543993002676677 0.072543279278612163 -0.0065924057807721986 -0.055061608779296702 0.009605146589829203 -0.0084553811485026387 -0.083183052660189744 0.045228453262869915 -0.07572790061036988 -0.070988265829675157 -0.0048594363009515406 -0.0030166104113766292 0.0655904479226775 -0.067915382074110894 0.078704277515836307 -0.0081294751417026467 -0.078807410608214112 -0.087881133993387983 0.005765957288713301 0.061186515102339904 -0.051781179168471962 -0.024945365136924337
leaf_weight=21.115700592355871 0.85149894026107942 2.7298239425217616 4.6994073629393824 0.70963551849126849 0.7058168329986072 0.66728947342562606 2.3974510158659541 1.1904419272905196 2.339842450957804 1.0237571378820574 4.1389634797233157 0.32600771520082972 1.8263580905459096 0.5981224885899773 0.50057370637881593 0.12110052328785048 0.57560114761690773 0.4898519539992775 1.2197261056244313 3.5795009392313659 1.1746786171934216 0.57547026659813116 0.50859595998190343 0.57738929480683499 0.31797232664985131 0.10811833942693738 17.567936860765261 0.8196085108211254 0.63699001033177083 2.6956658983435764
leaf_count=1173 17 43 224 13 32 35 32 27 46 39 80 52 55 59 45 143 159 144 36 34 36 41 18 20 39 93 775 38 165 321
internal_value=0.000766333 -0.00426957 -0.0114688 -0.0309899 -0.0498001 -0.0246883 0.00644887 0.00177 0.0109593 0.0248999 0.0021609 0.000326374 0.000654628 -0.00657401 -0.0238738 0.0010161 -0.00354872 -0.0146295 0.002264 0.0114329 0.0406082 -0.0250727 0.0487986 -0.00448614 -0.0332295 -0.0175569 0.00270885 0.00823628 -0.00144831 -0.000101827
internal_weight=76.7889 12.7609 7.63365 2.93424 2.08274 1.37311 5.12727 64.028 8.693 3.3636 5.32941 55.335 55.009 12.1731 3.71215 8.46091 7.7231 3.21157 7.1475 5.3523 1.7728 1.7952 0.737815 2.72172 0.895362 0.229219 42.8359 18.3875 24.4484 23.8114
internal_count=4034 396 321 97 80 67 75 3638 192 85 107 3446 3394 922 303 619 365 258 206 129 95 77 254 114 59 236 2472 813 1659 1494
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=20 9 4 16 20 2 5 3 5 5 12 20 10 9 18 3 7 10 16 3 5 21 21 23 23 0 10 5 3 6
split_gain=0.0489032 0.227057 0.147947 0.112727 0.0769441 0.106561 0.0640502 0.214127 0.178457 0.124284 0.18369 0.111134 0.0866846 0.183662 0.0708151 0.204062 0.303906 0.223747 0.454552 0.294312 0.384599 0.174787 0.205895 0.158682 0.259627 0.199347 0.515662 0.271588 0.180504 0.666472
threshold=47.709122305950011 95.611857730950007 375.65892766775005 21.094950670800003 49.283271594150008 134.33885108415004 25.767562150000003 92.913112988300014 29.996566321350006 24.458659404000002 283.37952236595009 38.748048509250005 61.622148808000013 187.45330412110005 13.893471991850001 91.867302775550016 24.710307675200003 64.407391431150018 20.844951255400005 88.931506497100017 20.748863230450002 4.4092399769000012 2.7968392888000007 0.12535000000000004 0.11379500000000002 93.399723909900004 69.999384342500022 19.234448447350001 83.538459487450012 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 -2 -6 9 -8 11 12 -11 -9 13 -3 -14 17 -17 21 19 20 23 22 -16 24 25 27 -27 -19 -28 -30
right_child=2 6 -4 -5 5 -7 7 8 -10 10 -12 -13 14 -15 15 16 -18 18 -20 -21 -22 -23 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.094692672454777416 0.059313407820446452 0.027610469273880299 -0.094896894539394733 0.036213251882127082 -0.096688465369262677 0.046044637983220151 0.095661421351931161 0.048033446476663466 0.058440323622943019 -0.077330968579648732 -0.0078793269156437664 -0.075353814739507335 0.0041979807314564766 -0.097110949755785256 0.067683197068626064 -0.074202560694307002 0.012910089192676319 -0.081020273915790475 -0.0856771683688273 0.061010752129929909 -0.087214729492247109 0.087010668130997282 -0.012625245763367682 -0.042375318517641668 0.056470290640573913 0.074755187465717049 0.0019484502357043905 0.0056781259088319064 -0.07890828604586847 0.0080789476962089875
leaf_weight=0.32168858349561347 0.48093350100603416 0.18990824564752884 0.082038079335092107 0.071372875943779945 0.077412441030844548 0.11610817636491788 0.27182627230649714 0.084460529964417219 0.23711691599601181 0.42602597991208258 1.6395456150821699 0.27873267298127757 39.051911836882937 0.23405833766446449 0.44040758674964553 0.8182047868722282 0.62898383405990899 0.63174392306247884 0.56580588640645046 0.67689378000795741 0.46116572672326483 0.40971797099336971 0.79556536162272096 0.77916334447422642 0.7229105592432451 0.8161850124597575 20.713330368805376 0.65193165652453899 1.178474192056455 2.3254075683071278
leaf_count=1057 56 12 197 5 34 79 11 12 20 60 30 69 683 42 36 57 11 37 29 22 78 27 18 60 35 19 916 28 221 73
internal_value=0.000750101 0.000510989 0.0245897 -0.0709225 0.0391236 -0.0110517 0.000885212 0.0262732 -0.00514642 0.000586633 -0.0222038 -0.0466601 0.00123962 -0.0412442 0.00149095 -0.00175026 -0.0363413 -0.000144173 -0.00202918 -0.00039475 -0.0018645 0.0336721 0.0159906 -0.000449626 0.000758472 -0.00077189 0.00108529 -0.0369893 -0.00139759 -0.0211778
internal_weight=76.179 75.4225 0.756492 0.393061 0.674454 0.193521 75.0295 0.872136 0.60031 74.1573 2.06557 0.363193 72.0918 0.423967 71.6678 32.6159 1.44719 31.1687 29.523 28.9572 28.2803 1.64569 1.23597 27.8191 27.04 26.3171 25.0334 1.28368 24.2172 3.50388
internal_count=4034 3668 366 1062 169 113 2606 112 101 2494 90 81 2404 54 2350 1667 68 1599 1518 1489 1467 81 54 1389 1329 1294 1229 65 1210 294
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=3 20 22 10 22 3 21 17 17 7 10 22 13 2 21 15 22 21 16 21 22 12 22 22 18 18 21 20 22 22
split_gain=0.0452462 0.308055 0.424016 0.213217 0.301901 0.200641 0.196726 0.162671 0.15885 0.185267 0.13801 0.114048 0.109133 0.130449 0.105263 0.154936 0.133074 0.119622 0.282644 0.128575 0.0989576 0.257267 0.138909 0.396291 0.112586 0.101593 0.516235 0.15765 0.0925975 0.130739
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 62.009286778800011 -0.097294999999999993 93.846007959550022 9.277127270600003 185.45496942040003 188.41589330430003 19.078733418100004 62.116825104000007 0.086310000000000026 116.07149132395001 63.548891378550003 16.359396914950004 37.606388722050006 -0.24155499999999999 14.70115454445 22.564947233300003 15.039695091900002 0.066710000000000019 127.28368602940002 -0.053159999999999992 -0.037054999999999998 13.222029912150001 12.885811969150001 5.1781607048500016 39.458743938000005 -0.60611000000000004 -0.59502499999999992
decision_type=2 2 2 2 2 2 2 2 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 10 3 8 7 -4 -7 -5 9 -3 20 12 13 -12 17 16 -16 28 19 -19 22 -22 25 -24 -25 26 27 -2 -1 -30
right_child=1 2 5 4 -6 6 -8 -9 -10 -11 11 -13 -14 -15 15 -17 -18 18 -20 -21 21 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.033514093579648623 -0.0037675194021156225 0.025390565070832691 -0.092660382477413192 0.066734120925534629 -0.091611928314105973 -0.088148356568282821 0.043044782366954436 -0.020013133563783796 0.063138429382470412 -0.090745848616363534 0.087843047343907105 -0.02610050733458804 0.088634963076757847 -0.088172429302038738 0.060313143812140917 0.058488932703607652 -0.091587311414013217 0.062237562702777714 0.088450041581942224 -0.01732478856030166 -0.014286718090335 0.068465817258499526 -0.081442738319245214 0.022289485759225475 -0.022105680408147851 0.0057873120795553122 -0.093141203068373354 0.069755348914191426 0.04492587450495901 0.001531502427004791
leaf_weight=0.56349032084528872 1.1132207985210723 0.37187977268331529 0.82060131427715421 0.21015212568454444 0.3924440192604377 0.153509293467323 0.19881124407038442 0.74327548920336994 0.46210912030073814 0.14457272564231971 0.060185693204403701 0.14100020686237258 0.34436087869107723 0.067924902984486835 0.051588748856829625 0.093038500286638737 0.28616898825157377 0.19898552020958848 0.4068585317581892 0.67992756081065409 0.59703984676161848 0.54428368294611573 0.60628547682426903 0.87551069458277087 0.85639523807913065 10.099134430208776 0.48945845452544734 0.27578397780598596 0.53143831676106756 53.186052343982951
leaf_count=89 130 97 53 69 58 127 42 30 40 45 3 11 23 55 18 6 110 22 11 61 17 28 17 55 17 189 23 20 48 2520
internal_value=0.00062261 -0.00298102 -0.0263956 -0.00486304 -0.0273455 -0.0690677 -0.0141173 -0.000892521 0.0260584 -0.00711999 0.00211458 0.04261 0.0631154 -0.00548127 0.00188187 -0.0409851 -0.0683862 0.00221421 0.0284587 0.000688091 0.000507368 0.025177 -0.00145941 -0.0208683 0.000336903 0.00232947 -0.0162609 0.0108303 0.00159255 0.00196081
internal_weight=75.5655 19.5679 3.49736 2.32443 1.34587 1.17292 0.352321 0.953428 0.978562 0.516452 16.0706 0.613472 0.472471 0.128111 55.9975 0.430796 0.337758 55.5668 1.28577 0.878913 15.4571 1.14132 14.3158 2.33819 1.73191 11.9776 1.87846 1.389 54.281 53.7175
internal_count=4034 1149 561 339 157 222 169 99 182 142 588 92 81 58 2885 134 128 2751 94 83 496 45 451 89 72 362 173 150 2657 2568
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=15 4 21 10 8 22 7 7 10 22 0 22 19 23 6 23 0 7 20 20 15 7 6 13 23 3 20 22 22 20
split_gain=0.0508668 0.148267 0.0588391 0.0582232 0.0536566 0.175288 0.173554 0.171676 0.170473 0.146435 0.084961 0.0780244 0.360644 0.237784 0.373073 0.236875 0.224133 0.216876 0.31593 0.195847 0.256925 0.15869 0.306909 0.156254 0.205948 0.153175 0.150837 0.287368 0.406369 0.254045
threshold=46.683480308100009 342.39448800975009 9.3662909385000024 61.87486387225001 8.8430989333000021 -0.084794999999999995 22.649177329550003 22.444423115000003 63.353515844050008 -0.122095 88.606203063300015 -0.079634999999999997 14.351157895250003 0.087715000000000029 16.445384243750002 0.095750000000000016 86.103248543850015 23.271765593750004 41.319407281650008 42.522337019050006 37.606388722050006 23.478650568600006 16.315381206250006 113.97180552410002 0.078410000000000021 77.360382703650018 41.535369675400013 -0.085584999999999994 -0.081629999999999994 41.646178195200001
decision_type=2 2 2 2 2 2 2 2 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 -3 -2 11 8 7 -7 -6 -10 -8 25 17 14 -14 -15 -17 18 23 20 -18 -19 -23 24 -13 -1 27 -27 -29 -28
right_child=1 2 -4 -5 5 6 10 -9 9 -11 -12 12 13 15 -16 16 19 21 -20 -21 -22 22 -24 -25 -26 26 29 28 -30 -31
leaf_value=-0.069483155504827768 -0.0020604921257724026 -0.023511938560820244 0.0085372784906081328 -0.092015923810889813 -0.019449116651075675 -0.050649390862732076 -0.093076927457625913 0.08019151962657034 0.0021519641146308427 0.081136375493970181 -0.030357254150595755 0.0043915736290224203 0.087426841467190125 -0.023494855773752338 0.018227590374924014 -0.0017345622580220747 0.021114120767030474 0.033151921989629296 -0.086229180353390833 0.0012658621196179024 0.07683722212125571 0.0021455583805807701 -0.056408443821561058 -0.0019979682002296351 -0.094655094714372376 -0.0033522885173339475 0.084070079695294328 -0.10416653041616179 -0.0084001428589108012 0.0036331879679240035
leaf_weight=0.26163788907642782 0.07514521485427339 0.72339572945384123 1.2025061165986697 0.23154997913843545 0.90971153305145003 0.16032379285752429 0.38765330916794483 0.15602145157754421 0.41023209076956846 0.33721901895478368 0.30372728500515223 0.30317766624046116 0.88774003670550827 1.3910371363162974 1.9944863951532168 2.9700773875229061 1.588817851617933 1.2165425352959598 0.50264171277804326 1.2323739891871808 1.1070143943652508 21.343728745042629 0.72996069956570764 2.8710215711653291 0.36458844262575951 15.405511392723158 0.316512496676295 0.55747235703165643 0.93594519491307682 14.17044908111694
leaf_count=595 9 50 19 58 31 47 28 7 39 15 18 39 86 41 52 36 26 27 206 10 27 879 14 52 41 644 9 34 28 867
internal_value=0.00056984 -0.0126326 -0.00350086 -0.0699754 0.000974638 -0.0113927 -0.040597 0.0138813 0.00636657 0.0377865 -0.0655238 0.00144445 0.00412929 0.0175714 0.0395413 0.00993235 0.0166729 -0.00136502 -0.0203535 0.0305907 0.0439962 0.00192995 0.000209221 -0.0109967 -0.0496861 -0.00182201 -0.00125797 -0.00695759 -0.0441484 0.00539058
internal_weight=75.0482 2.2326 1.9259 0.306695 72.8156 2.66489 1.00773 0.316345 1.65716 0.747451 0.691381 70.1507 38.5032 11.1715 2.88223 8.28932 6.89828 27.3317 4.04143 3.92821 2.69583 23.2902 22.0737 3.53879 0.667766 31.6475 31.3859 16.8989 1.49342 14.487
internal_count=4034 136 69 67 3898 185 100 54 85 54 46 3713 1536 278 138 140 99 1258 338 63 53 920 893 132 80 2177 1582 706 62 876
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=7 7 0 7 8 22 22 20 18 20 16 22 2 20 13 16 0 5 23 18 13 13 22 2 9 15 16 21 16 5
split_gain=0.179647 0.237567 0.51352 0.305755 0.24376 0.409239 0.240955 0.334994 0.22579 0.246554 0.379958 0.290944 0.302453 0.22234 0.188433 0.861283 0.600904 0.486098 0.425059 0.371287 0.354628 0.395475 0.329657 0.871639 0.397939 0.496725 0.398382 0.672003 0.386676 0.370949
threshold=22.105125139000005 22.721067571950005 85.732241321850012 22.747724408400003 8.9430209551500024 -0.08786999999999999 0.26941000000000009 38.064633603500006 13.376114027300002 47.927946529500012 22.744946812400002 -0.55354000000000003 53.810443956900009 37.52517992975001 112.64908412395 20.864951208700003 91.937202686950016 20.556063402800003 0.13377000000000003 13.565177112500001 115.28646154990001 116.86189801435002 -0.059424999999999999 72.043920985000014 206.08934059370003 23.908355817750003 18.404956961200003 4.0847671134500008 9.719977270450002 18.492557862250003
decision_type=2 2 2 2 2 2 2 2 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 -2 13 -4 6 -6 14 -8 9 10 11 -1 -13 -3 16 -16 -5 18 19 -18 -17 -22 23 -21 26 28 -25 -28 -26 -27
right_child=1 2 3 4 5 -7 7 -9 -10 -11 -12 12 -14 -15 15 20 17 -19 -20 22 21 -23 -24 24 25 29 27 -29 -30 -31
leaf_value=0.0016358574441816881 0.00045686252558572858 0.00099781816073601253 -0.0010392361322519375 -0.0020115658967933834 0.00074249308770170874 -0.001615572920590972 0.00014345132861704669 -0.0020094112508056744 -0.0019586193449091256 0.00079929750960067148 0.00020307578359601752 0.00035590478002674262 -0.0018288508531914237 -0.0019760497657607913 0.0014933119259557652 -0.00067586313954366988 0.0019571213923231089 -0.0020084566063950098 -0.0019761213555556083 -0.0020667117679131824 0.0011538756473424337 0.00022425372016325371 0.00032829543008339358 0.00060495850976840875 0.0012451658192595483 0.00024645873057530573 0.0005474867901885908 -0.0017472610425090492 -0.0015558778118712948 -0.0012093681336870499
leaf_weight=0.13378456275677297 11.003498029905129 0.11071508750319381 0.7653402702708253 0.48979031254566407 0.44488465948961675 0.699754821602254 0.6915160185399134 0.43517877764588775 0.25289519424700291 0.91435503755928937 2.1178766853990965 0.30220339773222749 1.0399638566996143 0.57749880361370742 2.101230075582861 1.5332247158512462 0.42837028577923675 0.38736663030249374 0.34166774863206129 0.75677954166166017 1.7721132794395078 36.985287697403692 18.351552297466252 5.6899599167726347 0.20818414241421113 4.0411314777447842 1.1384025565348563 0.80509975925087918 1.4549199046996362 0.7700159391388296
leaf_count=12 296 6 14 51 22 29 62 67 151 61 57 14 543 125 39 35 9 75 47 101 55 446 542 651 53 114 18 108 171 60
internal_value=0.000172989 0.000191835 0.000155823 0.000169996 0.000181633 -0.000699068 0.000194494 -0.000688078 -0.000191117 -9.1966e-05 -0.000318725 -0.00106747 -0.00133693 -0.00149763 0.000207366 0.000293463 0.000102677 0.000132803 0.000157208 0.000178873 0.000230888 0.000266759 0.00015594 -5.68488e-05 5.09662e-05 -0.000299604 0.000348299 -0.000403117 -0.00120525 1.34561e-05
internal_weight=96.7446 91.9835 80.98 80.2918 79.5264 1.14464 78.3818 1.12669 4.76108 4.50818 3.59383 1.47595 1.34217 0.688214 77.2551 42.3919 34.8632 34.3735 33.9861 33.6444 40.2906 38.7574 33.216 14.8645 14.1077 6.47425 7.63346 1.9435 1.6631 4.81115
internal_count=4034 3196 2900 2769 2755 51 2704 129 838 687 626 569 557 131 2575 575 2000 1949 1874 1827 536 501 1818 1276 1175 398 777 126 224 174
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=0 17 9 8 22 8 20 6 23 7 22 7 18 18 20 22 2 5 6 6 18 7 15 17 4 20 22 6 9 15
split_gain=0.188415 0.21539 0.198156 0.168236 0.395836 0.353137 0.389465 0.29601 0.223885 0.187845 0.206541 0.321275 0.170569 0.320678 0.284364 0.30179 0.534957 0.417996 0.286647 0.284931 0.457804 0.401805 0.378933 0.721531 0.262335 0.322562 0.718958 0.507153 0.8008 0.258265
threshold=103.48144189910001 241.79519611995002 218.72979271345005 8.8430989333000021 -0.010319999999999999 9.3427090425500019 40.040005255000004 16.375382608200002 0.092260000000000023 22.061824394000002 0.11704500000000002 21.623105384250003 14.224291663350002 14.266702464150002 39.792680591700012 -0.089795 131.42729508740004 20.182301868200003 16.455384477450004 16.405383309150004 13.112573650350003 22.589037079550003 42.246988155050012 203.72643944000004 313.22340827140005 41.50623664750001 -0.058374999999999996 16.505385645700006 199.17419511990002 36.548474543700003
decision_type=2 2 2 2 2 2 2 2 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 9 5 6 -5 -8 -6 10 11 -1 14 -14 15 16 -11 -17 19 20 21 -16 -22 -24 25 -20 27 28 -27 -21
right_child=1 2 -4 4 8 -7 7 -9 -10 12 -12 -13 13 -15 18 17 -18 -19 24 29 22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00012233752297503446 -0.0019806017104502614 0.0014068298242820201 -0.0019835234766217833 0.00034274346437323405 -0.0021153677509637312 0.00090622136867020647 -3.9170350207391799e-05 -0.0023297243292086942 -7.3130951681341167e-05 0.00087723622545275921 0.0013546045437067792 -0.0018353071615539469 -0.0013631927923213238 0.00012940113264171 9.4848182998845987e-05 0.00036323517993381991 -0.00076109520637793486 0.0013656780686919425 0.00018895636740120315 0.0015298368428745682 0.00041651818226184385 -0.0023461376106580774 -0.002160129797661899 0.00064720893771563336 0.00068565643427461506 -0.0022433874569336688 -0.0016607396347580834 0.00029561292173750425 0.00022451259406564838 0.00052198127139037136
leaf_weight=2.2746875872499004 0.33281221688935048 0.20410295385227073 0.098152443097205833 1.1769179968396208 0.56253700218803615 1.2995205664483362 0.37196681834757317 0.52036064359708689 0.32597499545954634 1.5822217967361214 0.27067076593084483 0.51655077621398948 0.56261297568380442 33.826657860828391 0.55273315007798618 3.4249450534698536 1.4858375197582061 3.0000938782468438 12.175998837221419 1.1263429652899484 11.7121285176363 0.48831466466072015 0.65771336529723956 0.75722841895185411 2.3087922659979077 0.91155186836840885 1.2863170962082175 4.6754692525719292 1.13484850525856 7.3986306710285135
leaf_count=654 852 26 42 27 35 69 8 34 27 30 35 41 24 1220 23 50 33 53 92 82 227 19 45 18 40 39 45 59 16 69
internal_value=0.000172141 -0.000892374 0.000305869 0.000179155 -0.000201923 0.000105133 -0.000397964 -0.00137491 -0.00136612 0.000196764 -0.000280759 -0.000439342 0.00021318 0.000104982 0.000281228 0.000589728 8.38049e-05 0.000831314 0.000216416 0.000371897 0.000201468 -0.00105012 0.000300726 -0.000657738 5.95513e-05 -1.20665e-05 -0.00031771 -6.07044e-05 -0.000874793 0.000655142
internal_weight=97.0227 0.635068 0.302255 96.3876 4.25728 3.36877 2.06925 0.892327 0.888512 92.1303 3.06191 2.79124 89.0684 34.3893 54.6792 9.4931 3.06806 6.42504 45.1861 22.6931 14.1681 1.04105 13.1271 1.41494 22.493 20.1842 8.00819 6.72187 2.0464 8.52497
internal_count=4034 920 68 3114 200 138 69 42 62 2914 730 695 2184 1244 940 166 63 103 774 483 332 42 290 63 291 251 159 114 55 151
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=7 7 7 9 23 20 19 4 4 18 21 17 19 16 7 21 20 16 3 20 7 19 2 18 22 5 19 21 21 23
split_gain=0.267396 0.233898 0.224834 0.333847 0.253448 0.298236 0.218981 0.19071 0.497783 0.229703 0.467228 0.301237 0.268766 0.315079 0.423726 0.329266 0.308216 0.426746 0.313862 0.251019 0.387552 0.656771 0.323989 0.29952 0.272803 0.227907 0.221297 0.377622 0.361477 0.263914
threshold=22.105125139000005 22.181995028450004 20.861906850000004 182.80199813410005 0.099855000000000027 44.756878345700009 14.351157895250003 244.52697497700004 245.19972926210002 13.86460725495 10.959760372700002 183.35201426355002 14.551174033150001 22.554947256700004 22.835261448650005 4.3657573166500008 42.233786329550007 22.604947139800004 93.846007959550022 38.748048509250005 24.363141638800005 13.451085274650001 67.858768990950011 16.119790806350004 0.048475000000000011 21.723721974650005 13.451085274650001 1.0000000180025095e-35 1.0000000180025095e-35 0.097970000000000015
decision_type=2 2 2 2 2 2 2 2 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 4 -4 5 6 -1 9 -9 12 19 -12 13 14 15 -3 25 -18 -19 20 22 23 -11 24 -22 -15 28 -28 -10 -30
right_child=1 7 3 -5 -6 -7 -8 8 26 10 11 -13 -14 16 -16 -17 17 18 -20 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0019822501969951746 0.0013310484812959367 -0.00013305550513505334 -0.0016715022009662452 -0.00017893906237708053 0.0019158417195215942 0.00058624801166184937 0.00068236651820226919 -0.0022699062041498649 -0.0016666174268236663 -0.00023245722687894127 0.00072798925232195159 -0.0018432407050534313 -7.9225837259596087e-05 0.00029940720522559825 0.0013120404001488466 0.0012351965055456507 0.00059467943183869672 -0.0021279996050798172 -3.2093541086536574e-07 0.00032519122038593803 -0.00031334290970226787 -0.0021197085117568349 0.00080446706712306525 -0.0020062481747985584 0.0013977328502884413 0.00090509648999424817 0.0012337466617473737 0.00014947656297413994 0.00013329715130006205 -0.00089163525615492951
leaf_weight=0.39963736773768133 0.71757248773792426 2.040116464719183 0.82036477785504791 1.9354883678170152 0.29792831567033307 1.0031476891482496 0.16860122885555029 0.33690110222960257 0.58567302984442804 2.5337111409753623 0.23359358497873373 0.70054805312338431 3.5073061539733308 8.9896700698882324 3.6250974424183369 1.0114416556461945 0.95205342565895934 0.61384033039212205 0.47114521166076884 19.757595612333716 1.0211412979770105 0.84864070219919074 2.1344313262306969 0.25439782454213844 0.55182999704265956 3.2526604821905485 1.2873783424147429 30.311980602346011 5.1996577491306653 1.1862604350819763
leaf_count=414 31 30 192 57 24 143 8 12 193 32 11 84 82 58 111 26 17 23 25 586 54 32 48 83 16 34 42 603 828 135
internal_value=0.000192854 0.000215952 -0.000267197 -0.000623247 0.000257711 -5.66634e-05 -0.00119164 0.000207198 0.000103161 0.0002843 0.000163147 -0.00120027 0.000423147 0.000507227 0.000858836 0.000320453 0.000342824 -0.000363389 -0.00120407 0.000210141 -9.93733e-05 -0.000694285 0.000241659 -3.23096e-05 0.000286937 0.000460333 0.000123889 0.00019365 -0.00019231 -5.70963e-05
internal_weight=96.7498 92.1246 4.62517 2.75585 1.86931 1.57139 0.568239 91.4071 38.9079 52.4992 28.0359 0.934142 24.4633 20.956 6.67666 3.05156 14.2794 2.03704 1.08499 27.1017 7.34415 2.67601 4.66814 1.82737 1.57297 12.2423 38.571 31.5994 6.97159 6.38592
internal_count=4034 3196 838 249 589 565 422 3165 1813 1352 946 95 406 324 167 56 157 65 48 851 265 185 80 153 70 92 1801 645 1156 963
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=16 23 16 22 20 7 7 0 18 23 22 6 3 20 21 22 22 13 6 23 9 9 23 0 10 10 13 21 23 5
split_gain=0.21735 0.572337 0.494249 0.477929 0.698802 0.505883 0.373675 0.363618 0.428177 0.35553 0.36805 0.328057 0.412876 0.558242 0.328485 0.320711 0.725925 0.310992 0.679747 0.381674 0.294601 0.426774 0.303531 0.272021 0.568883 0.329101 0.233438 0.249017 0.513235 0.261478
threshold=20.404952284350003 0.12535000000000004 19.974953289850003 -0.059424999999999999 38.244973486750006 23.974509389900003 23.576742473100005 92.313586825200005 14.297806230850002 0.083495000000000028 -0.122165 14.865347326450001 84.643415779050017 36.010074051050005 7.0441631297000011 -0.59260499999999994 -0.54526999999999992 108.08408221840001 14.745344522600002 0.093160000000000034 206.08934059370003 210.33238511570002 0.088350000000000026 90.297243227400017 66.590419433100024 65.536543845950021 108.17011287860002 2.5447591590000003 0.10220000000000003 16.424511567200003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 -5 -9 10 -6 12 14 -14 26 -11 -17 20 -19 -20 22 -22 -18 25 -25 -2 27 28 -10 -29
right_child=23 -3 -4 7 9 -7 -8 8 11 15 -12 -13 13 -15 -16 16 17 18 19 -21 21 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.0011353173027455871 0.00027425224858200204 -0.0020184556903326731 -0.0015755737204010017 -0.0012881310735586491 -8.4677394696234534e-05 -0.0019677785746011144 0.0018730110197797245 0.0013546659403264525 -0.0016874462546189926 0.0010924586069038591 -0.0017367682503671292 0.0012939714414709695 0.00044131474206521423 -0.0021228200611824876 -0.00074526296235098211 -0.0021132070503316531 0.0017803997779036206 -0.002028054763865745 0.00087544322490764606 -0.00091028134693060955 -0.0020438707952580687 0.00019221707084793497 0.00046844209619425272 0.0013847125312174214 -0.00014164143431823683 -0.00064727403765461183 0.0015153866464557154 0.00081878237287889128 0.00057101954605565575 0.00021974684720886864
leaf_weight=0.36353592483146968 52.987484960322035 0.4871892652263331 0.64878567308187385 0.50451254535801382 1.4812645214583406 1.2217472675133647 0.28180036908815964 1.646098587143572 0.66911635856104534 1.3226152934439586 0.79759703306945207 1.2120564780198027 0.66316059231758007 0.6429054337204434 1.0230517708740752 0.5556924328157028 0.83247879115242351 0.71325598994735662 1.2288808983430497 0.7356528552918461 0.37094317693845402 2.8449115673392953 3.6534292768037631 2.379358080681413 1.5506037659943102 1.5330654866993416 0.69256337359547693 4.492478328671039 0.91706280741709634 7.4427980189211667
leaf_count=175 995 69 47 231 654 275 15 37 188 52 121 25 4 67 174 105 37 107 39 23 47 118 79 58 29 39 7 165 16 36
internal_value=0.000209537 9.29085e-05 0.000120741 0.000151051 -9.6759e-05 -0.001226 0.000178336 0.000355264 0.000397999 4.82796e-05 -0.000662906 0.000309305 0.000237162 -0.00082087 0.000327853 0.000180496 7.01946e-05 0.000187088 -0.000388514 0.000206748 0.000387216 -6.57117e-05 0.000711911 0.000284253 0.000782475 0.00024834 0.00040509 0.000348221 -0.000381695 0.000445226
internal_weight=95.8961 37.4456 36.9584 36.3096 16.4038 1.86708 0.645336 19.9058 19.4013 14.5367 2.27886 17.7552 16.5431 1.30607 15.2371 12.2579 10.9352 10.3796 2.67779 1.96453 7.70176 3.21585 4.48591 58.4505 3.92996 54.5206 14.214 13.5215 1.58618 11.9353
internal_count=4034 2913 2844 2797 1847 465 190 950 719 1382 775 682 657 71 586 607 555 450 169 62 281 165 116 1121 87 1034 412 405 204 201
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=16 16 10 5 19 18 20 7 20 20 6 5 15 8 16 22 21 13 15 22 13 9 21 13 20 15 17 17 16 8
split_gain=0.223514 0.638326 0.590382 0.819803 0.477568 0.438779 0.438409 0.437952 0.303485 0.647327 0.284204 0.350852 0.280379 0.389397 0.232181 0.216873 0.204071 0.166354 0.204413 0.641112 0.20014 0.543307 0.282785 0.394197 0.407773 0.406499 0.252248 0.21828 0.39074 0.312047
threshold=18.634956423400002 15.584963555600002 71.015621515800021 13.8160216159 12.551012654050002 14.937945183950001 37.198331469900005 22.356277907050004 43.631818398850008 43.680097826700013 11.075258771650001 13.154029769200003 24.273602154900001 7.2443465838000014 15.404963976500001 0.20949500000000004 12.263428102400001 117.60660091645001 46.683480308100009 0.051245000000000013 117.63886241405002 188.63457064660003 10.959760372700002 117.69263157665002 40.206947806850003 43.401366108000012 188.19076296340003 187.51563899930002 22.744946812400002 8.6432548896500023
decision_type=2 2 2 2 2 2 2 2 2 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 12 -5 7 -1 16 -6 -10 15 -12 13 -4 -13 -8 -3 18 -2 -20 21 -19 23 24 -22 -26 -24 28 -25 -29
right_child=17 2 3 4 8 -7 10 -9 9 -11 11 14 -14 -15 -16 -17 -18 20 19 -21 22 -23 26 27 25 -27 -28 29 -30 -31
leaf_value=-0.0017725906764953421 0.00030199512404919176 -0.0019748039283992982 0.0014720725603587924 0.00022103778169469472 -0.0020494992090290738 -0.0020683269678366508 -0.0019797626020648675 0.0011606493941394812 0.0021354840451734743 -0.0020335057599902575 0.00159521207842884 9.2974044348568622e-05 0.00091178048610128222 -0.0020157884957198078 0.00062924692273192719 0.0016774384061864968 0.0010069362810121566 0.00051416278963075442 -0.002041614772010412 0.00072994024853252225 0.00035315388274292995 -0.0010872528447887634 0.00016492134594069208 -0.0017102424765425633 -0.0022505546675047339 -0.00034324289986965097 0.0012295835032485529 0.001008553505730349 0.00019116185344714303 -6.0109818228881104e-05
leaf_weight=0.40657539809888277 58.953150043569622 0.29700995447637923 0.18735623980683147 0.59429746885143719 2.2212122191267558 0.25109718729800068 0.3397436259352834 1.5653698056703431 0.2271483540534972 0.38742080630618148 0.80293414142215525 9.7762468343712481 1.0557961135173171 0.35863124360912479 4.5479139683302483 0.076349685546119872 0.12555046291527105 1.4750966377323522 0.57057046380941645 0.73326159128919244 1.0241150408983215 1.8188114183722062 1.8687970995088101 0.52506981941405717 0.78544912810320944 0.94828948808572022 1.5780693002743644 2.3144349199719727 1.9917266756237948 1.9236253954586571
leaf_count=311 1073 321 74 28 202 46 650 51 1 85 24 454 75 49 38 42 26 16 83 6 15 37 29 87 31 21 18 35 62 44
internal_value=0.000186388 1.78921e-05 -0.000463609 -0.000836317 -0.00137716 0.000373992 0.00023739 0.000682484 -0.00171209 -0.000492623 0.000289967 0.00033394 0.000321848 -0.000818925 0.00026324 -0.0013087 -0.00108887 0.000237526 0.000285011 -0.000482921 6.14842e-05 -0.000370098 0.000171179 -3.1717e-06 -0.00062785 -0.00120733 0.000652353 0.00025187 -0.000205521 0.000523495
internal_weight=99.7311 23.2207 7.27089 5.03186 3.43008 2.23903 15.9498 1.98793 2.83578 0.614569 15.5432 15.1271 1.60178 0.545987 14.3242 0.416093 0.42256 76.5105 60.257 1.30383 16.2535 3.29391 12.9596 9.51271 2.75785 1.73374 3.44687 6.75486 2.5168 4.23806
internal_count=4034 2477 958 514 316 444 1519 398 288 86 1208 516 198 123 492 692 347 1557 1162 89 395 53 342 295 67 52 47 228 149 79
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=4 14 16 0 20 17 16 19 23 23 18 5 20 5 23 8 2 22 23 23 6 13 13 18 22 13 21 17 21 20
split_gain=0.243495 0.547352 0.233601 0.427546 0.267799 0.540722 0.232098 0.23021 0.225806 0.422715 0.369413 0.638678 0.343678 0.320523 0.636613 0.318513 0.307554 0.492026 0.37779 0.295598 0.741022 0.465594 0.251759 0.410045 0.466645 0.225819 0.218565 0.217849 0.437834 0.209244
threshold=244.52697497700004 245.30750651965005 22.654947022900004 86.83719761350001 40.563919884450009 193.31651039250002 12.604970524100002 14.651182102100002 0.091375000000000026 0.09117500000000002 15.534338342150003 21.723721974650005 37.445036092900004 22.649179082500002 -0.11789499999999999 8.7431769115000026 185.01730422545003 -0.041369999999999997 0.082935000000000023 0.084565000000000015 15.365359009150003 105.54617774330002 107.18613720285002 17.138111898250003 -0.59502499999999992 100.63167628080002 15.039695091900002 205.83789591070004 2.9212203061500004 43.047778594550003
decision_type=2 2 2 2 2 2 2 2 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 7 4 -4 -6 -1 8 9 10 11 12 -3 -13 26 -16 17 -12 -18 20 -14 -21 23 24 -10 -20 -15 -8 -29 -5
right_child=1 2 3 29 5 -7 27 -9 22 -11 16 13 19 14 15 -17 18 -19 25 21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019749039245817858 -0.0022868801216212407 0.00067296491940694453 0.000678073964944474 0.0019918805937705307 0.00026057698609430554 -0.0021302835766095151 0.00032300871253398961 0.00079440034966432127 0.00091149256973695506 -0.0022869737036234458 -0.0016811598190112143 0.00037081787296881064 -0.0019194679670836003 0.00060844092359858338 -0.0019723157557355853 0.0011768636146633025 -0.00096948274224789067 0.00034425379131231302 -0.00020068459814479787 0.00035826554315973802 0.0019903619871350546 -0.0021686326301791439 0.00025809121946812321 0.00097615593750717306 -0.0017144463434236206 0.0017957153714050788 -0.00067317273027930544 -0.0020333458855086857 0.00010324326128596024 0.00057932733253123218
leaf_weight=0.17365402009272557 0.36973904196383856 0.3840808345048522 1.6759823141619556 0.86516352370381333 1.2946403783789717 0.50576102225750208 52.910449608458293 1.5339521728456009 0.34715268301079105 0.34858809541765445 0.56441909402110502 4.0834594776624726 0.44431296023049105 1.4909273507637415 1.0500135942456834 0.13993455003947008 0.30753329522053707 2.5197405761977061 0.26756293433959388 0.34078807840160141 0.32102576456964016 1.5805989191867409 15.166149143333312 0.52649028799078212 1.0385450231357272 1.1720366143854333 0.77884651164276864 0.44231430903891977 2.2169875119798235 0.75505185499787331
leaf_count=265 28 24 36 40 37 37 1591 27 16 23 118 56 155 84 155 10 358 87 113 33 9 97 225 103 134 34 23 41 70 5
internal_value=0.000204727 8.77316e-05 0.000109958 0.000501727 0.000114021 -0.000411053 0.000288413 5.19246e-05 1.72776e-05 -0.000151713 -0.000103522 -0.00030811 -0.00106196 -1.2212e-06 -0.000440333 -0.00160198 0.000345943 -2.64086e-05 0.00100324 -0.00130997 -0.000279467 -0.00172045 0.000173558 -0.0004969 -0.00105658 0.00142467 0.00016867 0.000295485 -0.00025213 0.0013336
internal_weight=95.6159 39.8725 39.5028 5.0966 3.47638 1.8004 55.7434 34.4062 32.8722 15.7939 15.4453 10.614 3.07081 7.54318 3.45972 1.18995 4.83129 3.08416 1.74713 2.68673 0.765339 1.92139 17.0783 1.91219 1.3857 1.4396 2.26977 55.5698 2.6593 1.62022
internal_count=4034 2067 2039 155 110 74 1967 1884 1857 1379 1356 646 318 328 272 165 710 205 505 294 164 130 478 253 150 147 107 1702 111 45
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=16 16 23 2 0 10 10 19 19 20 22 22 0 17 17 2 16 15 10 3 5 21 22 12 5 21 21 21 20 4
split_gain=0.177524 0.59359 0.546156 0.395538 0.366083 0.581102 0.303613 0.281186 0.418691 0.335208 0.264733 0.628888 0.419985 0.332902 0.297806 0.295642 0.257284 0.590591 0.302744 0.601978 0.464691 0.3968 0.370802 0.301537 0.274035 0.270304 0.580401 0.561366 0.365845 0.274034
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 322.38159739250005 90.297243227400017 66.590419433100024 65.536543845950021 14.051133688400002 13.751109481500002 37.784765830350004 -0.59260499999999994 -0.23783499999999999 97.991610396700011 197.01076493205002 195.76335783930003 186.79363985910004 19.199955102150003 31.504255087500002 70.206395618550019 84.974096129100005 19.865285687250005 14.824703203750003 -0.016679999999999997 134.04132742375003 17.826488594350003 11.507908610950002 7.0441631297000011 10.628103601550002 40.844669808050007 264.30477453730003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 6 -6 -2 8 10 -10 13 12 -12 -1 -14 -15 18 24 20 21 -13 25 23 -22 -18 26 29 -28 -27 -20
right_child=4 -3 -4 -5 5 -7 -8 -9 9 -11 11 16 14 15 -16 -17 17 -19 19 -21 22 -23 -24 -25 -26 28 27 -29 -30 -31
leaf_value=0.0013432651385018482 0.00022632652360884411 -0.0015648626056127754 -0.0020187219513361234 -0.0019828352943406036 0.0013898584034970571 -0.00010252760706929398 -0.00060559363869452064 -0.0013631211589595002 0.0016497143432823425 -0.00020908766249754673 -0.0020871430613582046 0.0013014924937544948 0.0011959632228179917 -0.0020952533274126994 -0.0019958244359369538 0.0012518436228930398 -0.00060126909220100224 -0.0021174992923240319 0.00029091055187607594 -0.0020496351192790061 -0.0017222766852109182 -0.0017085479790058325 -0.0020921339022268223 0.0012128298896062503 0.0010305520461668905 -0.00080475101121379121 -0.0020513931546760908 0.00013094068215513269 0.0016237614430326651 -0.00058703363404816395
leaf_weight=1.3382818653781132 54.074046413908945 0.83342545147752289 0.45859485989421855 0.33625726812533585 2.5411834735423318 1.657330668531358 1.7409166079014529 0.46415606065420334 1.2570663848309767 0.53037109589786258 0.83256775160315644 2.0803030850729765 0.34844597017433898 0.23781104738736747 0.16589947811826278 0.17695278157771099 0.88284605974331432 0.62513950781431038 20.804815551156498 0.48187001195765233 0.18017951949150324 0.42864915780421498 0.3125595265992156 0.53163350284739863 0.71698447286325973 0.31149280529643775 0.87398667796514817 0.94119189934394853 1.0176629286618206 1.4629985477716889
leaf_count=75 995 49 67 274 58 29 39 29 29 46 198 56 51 36 57 28 12 25 579 134 131 90 156 89 39 37 177 39 98 312
internal_value=0.000175643 7.19689e-05 0.000108059 0.00013418 0.00024238 0.000800751 0.000200378 0.000153417 0.000172681 0.00109817 0.00012508 8.56357e-05 -0.00122656 0.000867582 0.000166469 -0.000667264 0.000141474 -0.000501432 0.000190083 0.000121781 0.000769177 0.000162273 -0.000311854 0.000469873 0.000130052 0.00019383 0.000146322 -0.000919827 0.00105463 0.000233229
internal_weight=98.6456 38.6321 37.7987 37.3401 60.0135 4.19851 55.815 37.0039 36.5397 1.78744 34.7523 32.9992 1.34691 1.75305 0.514345 0.414764 31.6523 2.22497 29.4273 26.3227 3.10468 25.8408 1.02437 0.711813 1.59983 25.4121 24.083 1.81518 1.32916 22.2678
internal_count=4034 2913 2864 2797 1121 87 1034 2523 2494 75 2419 2280 306 139 108 64 1974 76 1898 1466 432 1332 376 220 51 1242 1107 216 135 891
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=4 14 16 21 5 19 18 16 16 16 10 23 8 6 20 21 23 22 21 2 9 22 22 6 17 12 23 18 20 7
split_gain=0.061324 0.338563 0.128996 0.165073 0.152113 0.123552 0.10842 0.114396 0.343381 0.378693 0.347656 0.347806 0.221551 0.161043 0.155061 0.278709 0.26036 0.20529 0.247116 0.216385 0.186413 0.143244 0.435892 0.266158 0.535788 0.164616 0.345991 0.124013 0.12238 0.114646
threshold=244.52697497700004 245.30750651965005 22.674946976100003 5.3480431922500005 24.041678002600005 14.651182102100002 17.138111898250003 18.764956119400004 15.584963555600002 15.454963859600001 70.389210771400016 0.091375000000000026 7.943800736700001 11.125259939900001 41.289992964000007 3.3753071955500005 0.093325000000000033 -0.076484999999999984 13.996357022800002 184.38272419390003 201.32298960505003 -0.083064999999999986 -0.087234999999999993 16.315381206250006 193.58923865885004 225.59153217100001 0.085235000000000019 16.049140492450004 42.198888176300009 19.078733418100004
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 6 7 8 9 12 11 -10 13 -3 17 16 -16 20 19 -19 -9 22 25 -23 28 -17 -27 29 -25 -15
right_child=1 2 3 -5 -6 -7 -8 14 10 -11 -12 -13 -14 27 15 21 -18 18 -20 -21 -22 23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.0039023227638621746 -0.10560165495491218 -0.1003693072091955 0.083807943401005183 -0.0071096930690027239 -2.3090400493716476e-05 0.027990433456018055 0.031538986002919718 -0.041286732135299098 -0.068851954554461525 0.086284471938951571 -0.096627409871900397 0.082093208577720719 -0.073268928536909486 0.062434908193253674 -0.084782860623826159 0.0017244677738024231 0.013691151681947391 0.0097937538748705914 0.001924331916654464 0.067580545293953742 0.0059968986040633086 -0.00066754235888941485 0.051877214975559867 0.017244168564001593 -0.10651096262811162 -0.0012828048356512483 -0.10754660605038964 0.019291129753647926 -0.037373137539758169 -0.097850534155706256
leaf_weight=45.179381058581669 0.27503073531352384 0.12881391543108156 0.54378552432171889 0.72803950057641487 0.29727202007779852 1.1734636964538356 0.77589771913530015 1.1267057919467336 0.29424098666640908 0.39293315727263678 0.81000234655039094 0.25133132613700582 0.44816849028575223 0.052729793336766195 0.74430976872099452 4.9350354492053148 0.35076901689171791 1.0120754225645234 3.0354322753846645 1.3335914635099468 2.1592758775805123 4.4001085344061712 1.4261902810394529 0.79122170300252059 0.73430778024339804 0.81117079725663621 0.4093943190673599 1.4006175521853945 0.67513892709393986 0.15944238724705428
leaf_count=1967 28 222 43 29 40 27 568 27 67 15 261 12 49 7 68 51 20 16 23 47 35 41 21 12 47 64 30 21 34 142
internal_value=0.00167351 -0.0015054 -0.00059367 0.0257413 0.0541778 -0.00197881 -0.00320593 -0.00417277 -0.0190557 0.00110287 -0.0574626 0.000684653 -0.0141821 0.00102273 -0.00172493 -0.00743648 -0.0532403 0.00834295 0.0196759 0.0426475 -0.0102158 -0.00389983 0.0049365 -0.0140494 -0.0408058 -0.00593918 -0.0369251 0.00912094 -0.00790263 -0.0580158
internal_weight=76.8559 31.6765 31.4015 1.5691 0.841058 29.8324 28.6589 27.883 3.93828 2.58271 1.35557 0.545572 2.18977 1.7416 23.9447 15.2776 1.09508 8.66708 5.3811 2.34567 3.28598 14.1826 7.58179 6.60078 2.20067 6.1556 1.22057 1.61279 1.46636 0.212172
internal_count=4034 2067 2039 112 83 1927 1900 1332 796 456 340 79 441 392 536 388 88 148 86 63 62 300 166 134 93 145 94 170 46 149
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=7 10 18 16 19 10 9 6 23 5 17 22 2 5 22 22 23 6 2 9 14 23 4 7 18 21 18 9 21 2
split_gain=0.283168 0.243795 0.252167 0.409818 0.372456 0.946008 0.650345 0.530934 0.501024 0.498131 0.39416 0.340001 0.91505 0.47651 0.395298 0.349663 0.328086 0.326309 0.308601 0.301694 0.299538 0.425307 0.652498 0.405954 0.612616 0.499257 0.304786 0.518277 0.295874 0.499546
threshold=22.105125139000005 60.613977009100005 13.893471991850001 22.654947022900004 14.251149826300002 66.590419433100024 205.22231928645002 15.075352233200002 0.12535000000000004 20.016397659050003 204.75389752000004 -0.059424999999999999 72.043920985000014 18.769588925400004 -0.06828999999999999 -0.068964999999999985 0.089920000000000014 14.745344522600002 99.475185412350015 209.54955617820002 195.25924573520004 0.088350000000000026 175.31744532325004 23.109894804950002 13.314799198000001 4.5452899713000017 13.258241318650002 186.68586460755003 2.3083050893000006 165.44420596670003
decision_type=2 2 2 2 2 2 2 2 2 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 20 4 5 -4 10 8 9 11 -6 12 -7 15 -15 -14 -12 -13 -19 -8 21 22 -3 24 26 -26 27 -22 29 -25
right_child=1 2 3 -5 6 7 19 -9 -10 -11 16 17 13 14 -16 -17 -18 18 -20 -21 23 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=-0.00026049879961373109 -0.0014784941376209829 0.00048678079252730298 0.0018571981575870925 0.0016687466599818379 -0.0019532979383369807 -0.0021090555274886663 0.00082884652282566736 -0.0015340928067881156 -0.0020138139662099984 -0.0015604061820353584 -0.0013727274395208269 0.00025463573170937453 0.0002258342859913668 -0.0020722304250077816 0.0012694915392097415 -0.00207425019661602 0.0012748979856697187 0.00031852448469017541 0.0015737427973089098 -0.00030525822923359753 0.00074485281933963125 0.00030545643789299575 0.0019664580159437033 0.0020356522209267055 -0.00017373969140915314 -0.0020515587389758525 0.000916510159470836 -0.00037246894005330146 0.00029620734460350311 -1.2788983059281148e-05
leaf_weight=5.1358124700440717 0.3266984217625567 3.2200958961475399 1.2183145977323864 0.63669341988861461 1.2554609953658644 0.77297715984968007 1.3761448846198621 0.74852369632571836 0.41203421815589436 0.63377362315531982 0.38515540480148036 15.87024028632346 12.375572922506068 0.64445160180548555 0.17253063288808412 0.25943705272948925 0.33772768266499043 1.4770485442131751 1.5362833358813075 2.6164213969896082 2.2977146018820331 9.4023718666285259 1.7786901872605083 1.0146068129688526 1.2075313986206304 0.99115476779661538 1.5779309410718267 5.2272465731948614 23.018042882518785 0.83388971159001801
leaf_count=838 45 73 34 40 39 100 45 47 67 124 31 617 1011 95 4 24 10 16 29 60 44 112 75 22 18 43 25 112 210 24
internal_value=0.000187783 0.000212374 0.000218295 0.000107397 8.37799e-05 0.00015877 -0.000369878 9.94854e-05 0.000135287 0.00016153 -0.00128918 0.000194492 -3.44455e-05 8.47655e-05 -0.00136652 0.000178606 -0.000135769 0.00036695 0.000958471 8.56413e-05 0.000311998 0.000551151 0.00101329 0.000216773 -9.1363e-05 -0.00102025 0.000132998 -3.12995e-05 0.000356818 0.00111156
internal_weight=98.7606 93.6248 93.2981 42.7288 42.0921 36.1212 5.97091 34.9029 34.1543 33.7423 1.97834 33.1085 14.225 13.452 0.816982 12.635 0.722883 18.8836 3.01333 3.99257 50.5693 14.4012 4.99879 36.1681 11.3016 2.19869 9.10289 7.52496 24.8665 1.8485
internal_count=4034 3196 3151 2393 2353 2168 185 2134 2087 2020 80 1896 1234 1134 99 1035 41 662 45 105 758 260 148 498 242 61 181 156 256 46
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=8 22 22 4 21 9 20 23 20 22 19 22 17 15 10 0 15 0 23 18 0 15 21 21 23 19 22 22 20 10
split_gain=0.0508503 0.206318 0.181414 0.223597 0.151391 0.127469 0.0632603 0.124226 0.0930262 0.105925 0.0732891 0.148313 0.130749 0.0730876 0.0674998 0.4473 0.428039 0.24686 0.486203 0.614067 0.482137 0.198176 0.19122 0.441727 0.348885 0.251688 0.292269 0.183156 0.174223 0.143394
threshold=8.8430989333000021 -0.08786999999999999 -0.13734499999999997 143.78867033265001 4.4092399769000012 217.30761232770001 32.724174661450007 0.088555000000000023 34.654301448200009 0.19040000000000004 13.951125619400001 0.10957500000000002 176.08408741720004 36.346245650200011 66.590419433100024 90.407470010750018 36.124429763000009 93.399723909900004 0.11660000000000002 13.4793103924 93.953546284800012 36.207782793200003 7.0441631297000011 10.628103601550002 0.10721500000000002 12.851036860900001 -0.075639999999999999 -0.059424999999999999 47.927946529500012 65.611820673600008
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -3 7 13 9 10 11 12 -8 -1 15 29 17 18 19 -16 27 -17 -22 24 -24 26 -25 -19 -27 -10
right_child=1 4 -4 -5 -6 -7 8 -9 14 -11 -12 -13 -14 -15 16 21 -18 20 -20 -21 22 -23 23 25 -26 28 -28 -29 -30 -31
leaf_value=-0.042620139729502682 0.035851529993999195 -0.054990185887066688 0.031313549727015798 -0.063936510489566223 -0.090639672427377083 0.017003851480650888 0.053206390259409563 -0.091095409944321595 0.0032385177578763869 -0.024877200116073271 0.085104087100868295 0.089499145594729254 -0.088913892679278669 0.088308105324803918 0.028788688093870085 0.086147956703383294 -0.080863108290704117 0.015721448049205493 0.090463442675377731 -0.092718928475973364 0.002207240111430999 0.014141499842388655 -0.088659813703745594 0.054293596364276497 0.0406186757399951 -0.07206211262784501 -0.020527029677433951 0.082285970935449718 0.056653940573516325 -0.031363828920441005
leaf_weight=0.063288339306693753 0.27706274745287363 0.3709058018575877 1.0521726874867456 0.44113701840979047 0.31692836396541679 0.37464903641375713 0.08852151466999103 0.15643274724966716 41.780796927128904 0.18992407532823563 0.25517136172857136 0.14833627378538949 0.11005036086021391 0.066020620986819267 0.47688668926549016 0.70292166869694372 0.50560176331782614 0.54427904366730218 0.21006279438734043 0.92979226332749931 22.110465735607594 0.49272086448036134 0.89235883742293187 0.86082974627436248 0.1923010931560043 0.4425469261868783 0.73224415212330018 0.73814696285990311 0.097200807302442627 0.92780511255477804
leaf_count=141 19 29 34 38 54 27 30 54 1297 18 18 3 54 2 37 27 102 30 3 128 1085 25 234 250 19 93 110 23 17 33
internal_value=0.00153479 -0.00991098 0.00828957 -0.0254409 -0.0402378 -0.0188124 0.00197465 -0.0389075 0.00213374 0.0318082 0.0496895 0.0236399 -0.025558 0.0242272 0.00181018 0.00395705 -0.00147029 -4.82146e-05 -0.0330773 -0.0515259 0.0019585 0.0564743 -0.000678285 -0.0205076 -0.0657398 0.00249561 0.0199029 0.0540351 -0.0488822 0.00248681
internal_weight=76.5476 2.83286 1.77037 0.7182 1.06248 0.745555 73.7147 0.285742 73.429 0.792004 0.60208 0.346908 0.198572 0.129309 72.637 43.9042 28.7327 28.2271 1.61674 1.40668 26.6104 1.19564 25.3279 3.21748 1.08466 2.13282 1.59307 1.28243 0.539748 42.7086
internal_count=4034 201 91 57 110 56 3833 197 3636 123 105 87 84 143 3513 1382 2131 2029 168 165 1861 52 1808 723 253 470 360 53 110 1330
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=13 18 22 16 19 3 6 12 20 10 23 17 2 10 10 5 2 22 10 3 15 5 22 16 17 19 7 4 21 19
split_gain=0.0710187 0.107063 0.085226 0.0841531 0.203095 0.080046 0.338054 0.264351 0.225106 0.198971 0.248199 0.126789 0.267764 0.117454 0.15295 0.10892 0.183045 0.191257 0.115995 0.349213 0.430314 0.366729 0.286945 0.183188 0.31565 0.228558 0.37835 0.215949 0.312089 0.21492
threshold=95.862351557400004 17.323446153950005 0.20949500000000004 17.684958644900004 11.850956171350001 81.105404879350019 12.26528657645 232.35148227425003 33.151194885250007 76.279622535200005 0.092465000000000033 197.91512403570002 82.82761181390002 75.634392583900009 75.499969677400017 16.569990495050003 80.683647763550013 -0.58559499999999998 70.206395618550019 83.538459487450012 29.037712645600003 18.160071980500003 -0.033799999999999997 19.199955102150003 171.92791459955001 13.751109481500002 24.175586727800006 252.13038187165003 0.59096247755000009 12.751028791950002
decision_type=2 2 2 2 2 2 2 2 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 6 11 8 -8 13 -11 -2 -13 14 15 16 -7 -18 23 -20 21 22 -21 24 29 26 -25 -26 -29 -17
right_child=1 3 -4 -5 -6 9 7 -9 -10 10 -12 12 -14 -15 -16 18 17 -19 19 20 -22 -23 -24 25 27 -27 -28 28 -30 -31
leaf_value=-0.089440413742141373 0.0061206816400445506 0.075436644053280932 0.048059544895553689 0.089482884205396282 -0.054713186513351754 0.046590353982986707 0.036548781942300525 0.041874600946802905 -0.091073738217144429 0.077691339105086521 -0.046568121717148504 0.0090772151132635839 -0.090790386601338813 -0.031824023726052253 0.049086833212897245 0.030716691676050231 0.05263107506129143 -0.015203837955478621 0.00011893764422665533 -0.091969303404615566 -0.091112020386295581 0.04489363805075422 0.030249586629118998 -0.0012665709038081458 0.060370924017736097 0.0027008884657151416 -0.094544939185728497 -0.09531132277878912 0.058267237790052176 -0.10044600711651246
leaf_weight=0.13640651047698682 4.9978206970781676 0.20803773263469238 0.048069525013033854 0.18346495414152741 0.17328460654243827 1.1239966868306503 0.12675928173121043 0.19073553767520934 0.77677640923502622 0.546835315251882 0.1649894338552258 0.53657137040863734 0.34962539779962754 0.81429762113839288 0.54194253496825595 0.17397557367667049 0.4301587059162556 1.3762384299698167 9.3610183574201056 0.45840867739389068 0.80165545202180499 0.56870995286544712 0.22621333377901398 1.0442961056469346 1.3908340339039567 47.962135847794343 0.51047271379502479 0.19296379626484839 0.22714257722327602 0.22706854055877557
leaf_count=881 189 16 91 17 41 18 9 19 124 100 12 3 91 18 9 203 14 76 87 62 236 62 6 77 132 1192 25 30 49 145
internal_value=0.0014168 0.00155092 -0.0536116 0.0400676 0.0162926 0.00126134 -0.00779647 -0.0531167 -0.0731693 0.00218892 0.04889 0.000631884 -0.0303229 0.00169593 0.00210566 0.00172032 0.0184559 0.000949741 0.00094367 -0.00715769 -0.0403047 -0.00780736 -0.0515856 0.00273155 0.0277331 0.0016147 -0.0318924 0.0435184 -0.0122747 -0.0435468
internal_weight=75.8709 75.6864 0.184476 0.564787 0.381322 75.1216 6.97829 1.09427 0.903536 68.1434 0.711825 5.88402 0.886197 67.4315 66.6172 66.0753 2.93039 1.8064 63.1449 11.416 2.05499 1.25333 0.684622 51.7289 2.21198 49.5169 1.55477 1.81094 0.420106 0.401044
internal_count=4034 3062 972 74 57 2988 435 152 133 2553 112 283 94 2441 2423 2414 108 90 2306 453 366 130 68 1853 559 1294 102 211 79 348
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=16 16 23 9 15 23 16 16 9 12 23 20 20 17 18 6 5 4 16 19 2 18 22 3 20 22 21 6 16 5
split_gain=0.207915 0.524563 0.337304 0.302156 0.293339 0.231657 0.24492 0.708456 0.541907 0.435807 0.295902 0.289546 0.257138 0.250554 0.515132 0.222144 0.311716 0.251735 0.258282 0.241667 0.193582 0.275327 0.188313 0.168545 0.64726 0.485438 0.385678 0.405575 0.364621 0.23263
threshold=18.594956516900002 18.404956961200003 0.12535000000000004 189.78071820640002 31.385732506450001 0.11922500000000003 17.809958352600002 15.584963555600002 191.72037998490001 108.57174425965 0.10608500000000003 33.708131650200009 36.728658719300007 192.41413881610001 17.570773586450002 11.075258771650001 13.154029769200003 266.52371110730007 14.504966081100003 10.550851274900003 125.56293566760002 16.345897915850003 0.20949500000000004 93.281431752200021 41.942745071500006 -0.097294999999999993 8.7462497811500022 16.505385645700006 22.604947139800004 20.374719724350005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 6 7 10 -9 -8 12 -10 -1 -11 -15 22 -17 20 19 -19 -18 -22 -14 -2 29 28 -27 -28 -26 -25
right_child=23 3 -4 -5 -6 -7 9 8 11 13 -12 -13 15 14 -16 16 17 18 -20 -21 21 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0020158198712502042 0.00030244436143307181 0.0013686052984176883 -0.0020047133888054965 -0.00204068121249972 -0.001997171041989613 0.0016292299173576589 -0.0014444981543591455 0.00014225669531518087 0.00064632853457700023 0.0018062653446482592 -0.0013816193394331723 -0.0019361558287659981 -0.0019760578091897506 -0.0020189309084644429 0.0019821280697955505 0.0017702889535059659 0.00030300340780465239 0.0013140156619920026 0.0019062902359680721 -0.0019995811281557497 -0.0016665609697953739 2.1272767250813117e-05 0.0017637890925751058 0.001018980411041204 0.00060182974718712848 -0.0020684464166046512 -0.00132824738232513 0.00075604292871472043 -0.001320413026268914 0.00019872167648498222
leaf_weight=0.18912846056493471 49.945161299750907 0.11709050483477668 0.2945810494388742 0.68257115421874914 0.25100145905162108 0.39149395423009892 0.27861623518401657 1.1506110529244318 0.18966529006138433 0.97658586710167561 0.43772393746962812 1.3917195851099675 0.27720074802436911 0.2341027557772577 0.26237406861037016 0.55052559557952818 9.8780746267257182 0.18680526681236986 0.67361173039535061 0.15469765878970065 0.47209514795213126 1.7451598779298363 0.063650598394815461 1.4356519281864226 1.585485265823084 1.0187300470279264 0.90939695668930631 0.59297834175231401 0.49872985547699489 17.944223777943989
leaf_count=241 866 42 55 156 82 10 13 349 9 72 63 154 654 30 16 22 208 28 17 94 79 25 43 31 98 132 57 34 34 320
internal_value=0.000188796 1.58614e-05 7.7975e-05 -0.00154148 0.000109032 0.000136137 0.000105553 3.50464e-05 -0.000881523 0.000804334 0.000206222 -0.00162642 0.000255199 0.00122968 9.55165e-05 0.000285875 0.000324886 0.000264192 0.00120207 -0.000187013 0.00018548 -0.000338099 -0.00127768 0.000237566 0.000102467 -0.000558292 -0.00113711 -0.000505591 0.000141858 0.000259486
internal_weight=94.7794 20.8491 20.0494 0.799662 19.7548 19.5038 19.1123 17.3607 2.732 1.75168 14.6287 1.58138 14.1909 1.47306 0.496477 14.0018 13.661 13.1104 1.01511 0.341503 12.0953 2.21726 0.340851 73.9304 23.9852 4.60532 2.52111 1.50238 2.08422 19.3799
internal_count=4034 2462 2264 198 2209 2127 2117 1986 512 131 1474 163 1411 118 46 1170 473 451 139 122 312 104 697 1572 706 355 223 91 132 351
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=13 18 16 19 22 3 6 23 10 23 16 17 2 15 5 5 23 4 22 21 10 22 15 7 6 18 2 9 20 6
split_gain=0.0641605 0.0947353 0.0793518 0.177405 0.0780119 0.0680034 0.303144 0.239963 0.173461 0.219192 0.154316 0.109255 0.247413 0.107423 0.133108 0.111867 0.368965 0.0923766 0.0837937 0.183356 0.108958 0.113497 0.244501 0.198869 0.225121 0.14645 0.0990186 0.198891 0.129142 0.256193
threshold=95.862351557400004 17.323446153950005 17.684958644900004 11.850956171350001 0.20949500000000004 81.105404879350019 12.26528657645 0.11278000000000003 76.279622535200005 0.092465000000000033 15.709963263300002 197.91512403570002 82.82761181390002 21.761438576950002 16.424511567200003 16.569990495050003 0.080395000000000022 156.01728445355005 -0.50001499999999999 5.2345280387500006 75.499969677400017 -0.16182999999999997 37.491361913600009 23.397000037200005 16.485385178400005 11.982665292400002 60.327272492300004 191.72037998490001 39.110279783550006 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 -1 6 11 -8 13 -10 -9 -2 -13 14 -7 16 -15 -16 19 -17 21 22 23 24 -20 -26 27 -23 29 -28
right_child=1 2 -4 -5 -6 8 7 10 9 -11 -12 12 -14 15 17 18 -18 -19 20 -21 -22 26 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.092996422433546264 0.0059096543804889948 0.076034310770457858 0.093034479486181557 -0.053204533725901282 0.046420678896608225 -0.095617234210410462 -0.094552256712062716 -0.052064322568237315 0.07845460250347365 -0.044493936662519142 0.055249108621287041 0.0086065030698881211 -0.094269057064087156 0.081515009631484656 -0.10913790482681 -0.054901569747923713 0.0007076484407613331 -0.0057974001813154976 0.077225822788180146 0.01023991223983904 0.034691840630473349 0.0032234244360226662 0.066526486556183317 -0.070529842273188176 0.014262703368006998 -0.095700130321195939 0.00052507188033770399 -0.056148667240923669 -0.00025199697012058553 0.033961450864448905
leaf_weight=0.12514477528802004 4.9904004450590937 0.19596707611344655 0.16769801219925284 0.16868245083605871 0.047165748226348114 0.18844524945597996 0.5594920360817921 0.25903646543156356 0.51277258498885103 0.16313114829245023 0.20477985590696335 0.533276193687925 0.31880555364409702 0.64721606869716142 0.078801161842420586 0.6919747619103791 1.8921946755144743 1.1697556434178293 0.34078452648099389 0.78961455035459949 0.86052941717207332 1.2846242696978287 0.7121539789950474 0.2779179366043536 0.3197622314291948 0.15275040986307431 5.7072668863111158 0.77032356592826534 48.428678476062714 2.9754734789166832
leaf_count=881 189 16 17 41 91 20 110 32 100 12 10 3 91 30 2 63 67 271 48 30 8 24 35 23 73 142 183 33 1290 99
internal_value=0.00147504 0.00160378 0.0404383 0.01625 -0.0548344 0.00132751 -0.00743486 -0.0538194 0.00221269 0.0487806 -0.0046843 0.000689379 -0.0298843 0.00174492 -0.0232431 0.00229021 0.0213029 -0.0123196 0.00152762 -0.0201843 0.00204788 0.00158715 0.0244184 -0.00306237 0.0199925 -0.0212853 0.000891258 -0.019033 0.00160816 0.0119833
internal_weight=75.5346 75.3623 0.532348 0.36465 0.172311 74.83 6.86579 1.02331 67.9642 0.675904 0.463816 5.84248 0.852082 67.2883 1.437 65.8513 2.53941 1.24856 63.3119 1.48159 61.8303 60.9697 1.80337 1.09122 0.813297 0.472513 59.1664 2.05495 57.1114 8.68274
internal_count=4034 3062 74 57 972 2988 435 152 2553 112 42 283 94 2441 293 2148 97 273 2051 93 1958 1950 321 286 263 215 1629 57 1572 282
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=7 3 5 13 17 18 22 9 9 0 6 21 21 16 19 3 6 15 23 16 21 21 23 21 12 12 15 12 7 13
split_gain=0.0582406 0.117233 0.130832 0.22309 0.102065 0.152288 0.143165 0.142959 0.0951368 0.127163 0.265635 0.115485 0.178726 0.189009 0.173959 0.161037 0.108433 0.104845 0.182969 0.100215 0.0979555 0.087948 0.0763696 0.0677023 0.0657225 0.288957 0.255543 0.226249 0.186271 0.301502
threshold=22.105125139000005 93.72771580185001 18.946524085150003 105.33378955095002 188.83172615260003 12.658193188950003 0.18145000000000003 66.687144445250013 186.68586460755003 85.732241321850012 16.555386813950005 15.803805445550003 10.393723370700002 22.644947046300004 14.451165964200003 84.092281862300013 16.405383309150004 39.883592142850006 0.10040500000000002 16.079962398050004 4.9769392210500003 16.359396914950004 0.095750000000000016 12.706368345750002 147.88310320375004 153.50554934640004 38.62622401090001 144.57070813310003 22.977992916200005 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -3 7 -7 11 10 -10 12 14 15 17 23 21 18 19 -2 -21 -13 -12 -14 26 -26 27 -11 29 -27
right_child=8 4 -4 -5 -6 6 -8 -9 9 24 22 16 13 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.09042076988085905 -0.089711155077341537 0.0039052160467340394 -0.094225186220594795 0.077213713360579375 0.083567480421180965 0.089365872635040436 0.074677559738203475 -0.09159312225309868 -0.091171238721082223 0.0013156611699400424 0.032448537390883242 0.089353499030137173 0.084614781592882424 0.0037573093751408688 0.073120256043738632 -0.094368075049620873 0.089599561854855098 0.067165752888950145 -0.10174941002645536 0.064716506017774358 0.0078475201181353437 -0.091452609414034172 -0.018419666509479429 -0.089852124933430005 -0.057994244184076144 -0.067321689748453858 0.047944171848194557 0.040750050437541194 0.0017354415960257052 0.00021731688680935547
leaf_weight=0.12150259574839539 0.070012849680807121 1.97941047504628 0.25700130225607154 0.12911576777696609 0.10314175439634699 0.038234565407037624 0.059321880526113091 0.34530187029236004 0.36002263995396688 25.340605854848043 0.3290316462589542 0.034217772175281769 0.068002890359622703 1.7474484262347685 0.49687291510781495 0.3099897107522338 0.27382156811654568 0.25709596974775184 0.1151542683501815 0.29671911824334518 1.2239684444593875 0.055813459244888008 0.79499587838654406 0.023632586570300873 0.68634264807405898 0.82547489754506331 1.0413090712390829 1.2015842529453937 35.061265097011756 1.4137443176005033
leaf_count=78 416 391 80 8 12 2 14 253 112 856 40 10 77 15 44 48 11 10 32 38 57 70 33 86 39 34 25 38 1086 19
internal_value=0.0012842 -0.0107694 -0.0497082 -0.00405737 -0.00294252 -0.00662617 -0.0536975 -0.0735534 0.00179177 0.000912931 -0.0247907 0.0136424 0.00984024 -0.00886746 0.0261846 -0.0637971 0.0618038 0.014304 0.00633696 0.0141616 0.0189439 -0.0227344 -0.00352924 0.0396202 0.00149468 -0.000900899 0.00479377 0.00310088 0.00014964 -0.0246805
internal_weight=75.0602 3.03303 0.50762 0.250618 2.52541 2.42227 0.442858 0.383536 72.0271 67.0544 1.48405 4.97275 4.6089 2.14907 2.45982 0.401625 0.363853 1.96295 1.70585 1.5907 1.52069 0.0900312 1.12403 0.0916355 65.5703 37.9868 27.5835 26.5422 37.3005 2.23922
internal_count=4034 838 166 86 672 660 269 255 3196 2282 185 914 823 226 597 211 91 553 543 511 95 80 73 163 2097 1178 919 894 1139 53
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=16 15 18 20 9 22 2 17 3 20 22 17 17 9 16 10 23 21 5 5 6 3 2 23 3 22 20 16 21 2
split_gain=0.246042 0.602727 0.642136 0.380627 0.326889 0.557628 0.596733 0.364283 0.324596 1.00494 0.69102 0.420258 0.51909 0.299015 0.286971 0.327781 0.281535 0.269036 0.248678 0.308461 0.353687 0.320993 0.296776 0.260865 0.239883 0.266499 0.234538 0.278753 0.22987 0.232514
threshold=18.634956423400002 29.037712645600003 14.053554955550002 37.198331469900005 206.57490536735003 -0.077729999999999994 155.70727190035004 204.49254535040004 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004 188.41589330430003 202.86075815500001 22.604947139800004 62.079186690200011 0.11531000000000002 7.2055597121000003 20.374719724350005 20.849573174100005 16.485385178400005 93.458869988800004 199.66651340635002 0.085820000000000021 93.846007959550022 -0.076484999999999984 41.243661560350013 22.744946812400002 6.338788634150001 71.340832650850004
decision_type=2 2 2 2 2 2 2 2 2 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 16 13 6 -6 -8 -2 18 14 12 24 -5 15 17 -1 -11 -10 -20 -21 -22 23 26 -12 -26 27 -23 -7 -30
right_child=8 2 -4 4 5 28 7 -9 9 10 11 -13 -14 -15 -16 -17 -18 -19 19 20 21 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.001843358449636326 0.00032135034431186117 0.0015903431319334313 -0.0018105475624836994 0.00011991652001431208 -0.0018588604568731933 0.00054574037964441385 0.0010938290926674186 -0.001238904369649633 0.0010510398524311451 0.0017300382479555352 -0.0021445253401565154 -0.0021384516543169261 0.0010611554146224744 0.00075456389740780863 -0.0012441827639646376 0.0018436631790232263 0.00079418750675609522 -0.00045260448884930268 -0.000811684323718945 0.00070762136089741576 -0.00092179264129044365 -0.0022071142232014422 -0.00045390231395135179 0.00049174942281357255 -0.0020308790685322352 0.00055726049163143442 0.00029684437428953778 -3.8773092799287314e-05 0.00032202669705766213 -0.0015318823643745963
leaf_weight=0.64091113581355941 52.35687457449967 0.25893355922016681 1.2152282731840385 9.6649482054060645 1.3202386623670466 2.6438587012635248 0.61509606139225048 0.44255616951886623 1.3944926001131595 0.26928234338993506 0.6668605238664862 1.3227318523568099 0.48089302406879131 4.0503650738191928 0.48069721285719413 0.48404805787140492 0.2054771001953668 1.1209291155391836 1.1061750384978974 4.8591303307330262 1.1061901813372959 0.41976018207787857 2.297101237345486 7.8479788725962862 0.2526901773380813 0.38756516735884372 1.1591597596998324 0.49881058093160391 0.55913446098566033 0.48631812363601057
leaf_count=397 852 25 225 1276 96 129 35 104 31 17 25 113 15 114 34 11 26 69 14 48 21 51 48 111 28 42 10 17 2 48
internal_value=0.000180794 -1.95043e-06 -0.00121319 8.46058e-05 0.000139697 -0.000239267 -0.000979698 0.000117737 0.000232241 5.38605e-05 -0.000693914 -0.00130053 -0.000680648 0.000307339 0.000107381 0.000454021 -0.00120304 -2.98291e-05 0.000251412 0.000193619 0.00025476 8.96686e-05 0.000181208 0.000328191 -0.00132146 -0.000464203 -0.000289599 -0.00102964 0.000237967 -0.000540365
internal_weight=100.614 22.1031 1.47416 20.6289 19.7825 6.0672 2.37789 1.05765 78.5114 26.1545 5.4657 3.11074 1.78801 13.7153 2.35496 1.87426 0.846388 1.39021 20.6888 19.2943 18.1881 13.329 12.2228 9.92571 1.30712 0.640255 2.07773 0.918571 3.68931 1.04545
internal_count=4034 2477 250 2227 1804 414 235 139 1557 705 354 223 110 1390 131 97 423 86 351 320 306 258 237 189 95 70 78 68 179 50
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=7 18 22 22 8 7 19 0 8 9 9 2 20 7 10 13 21 20 21 9 20 20 13 9 6 15 9 2 4 18
split_gain=0.231249 0.248864 0.366288 0.297804 0.211752 0.363142 0.403217 0.317116 0.236755 0.294181 0.654883 0.40479 0.2276 0.326688 0.199843 0.427356 0.742244 0.447199 0.320115 0.792397 0.336582 0.455786 0.365806 0.529795 0.275757 0.262617 0.332108 0.26333 0.464912 0.781032
threshold=22.061824394000002 12.601716341300003 0.18145000000000003 -0.60918499999999998 8.8430989333000021 22.620600126450004 14.351157895250003 87.009258933850006 8.7431769115000026 210.65484416470002 212.35746315350005 93.57193670880001 42.094663496250007 26.0252225485 61.987779113750001 117.69263157665002 8.7462497811500022 40.206947806850003 8.9626214023500008 205.88909726980003 40.159267750750011 39.256147742250008 114.05514772615001 199.89081775665002 16.465384711100004 46.074827201850006 201.61239113610003 200.74412770730004 264.30477453730003 13.659439901750002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -6 -7 -8 9 14 -11 -12 -13 -14 15 16 17 -2 25 20 21 22 23 -20 -19 27 -27 28 -16 -30
right_child=4 2 -4 -5 5 6 7 -9 -10 10 11 12 13 -15 18 -17 -18 24 19 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=6.431830629502289e-05 0.00020218036823367477 0.0016085091211749181 0.0016603326406274964 -0.0015712105585201082 0.00084774922823559879 0.00017806671889080203 -0.0020755906603450716 -0.00022360029020075653 0.00064800049822957687 -0.0014554808886216102 -0.0020666634265525531 0.0003911135449676512 -0.001784577809021332 4.4774407123380559e-06 0.00040212139067451977 0.00050662858905212746 0.00021128726658254158 -0.00080443772219850995 -0.0021233711060705809 -0.0018928021229358783 0.00023405045659948543 -0.0021433179221992701 0.0019884987409692001 0.0015218783013312637 -0.0022628464070969891 0.001025323182791725 -0.002048036406227827 0.00086793255620176691 0.00044134348014222114 -0.0011820864148763504
leaf_weight=3.2699067569010358 0.7490233369171605 0.12520145333837684 0.18781845866396896 1.1856540279296723 0.87106295781268217 1.3345276592299344 0.8615042030578477 0.60516722686588764 4.7593987445579833 1.2359374279076281 0.32735243381830414 5.4207841572097077 0.47215619895723682 2.3235416252755385 39.843689815722882 4.0354288620874286 4.3532187331147725 0.94453089125454415 0.39497989483220475 0.77465364288946226 13.929777297727695 0.56039584819518495 0.2759878933429718 0.25051251732656965 1.0554482152947455 0.21105353843449748 0.37602406778023578 3.8532558892773059 2.6649719178676596 1.9902627184299033
leaf_count=382 8 6 28 405 30 35 43 17 64 78 21 251 19 103 1045 58 49 28 51 52 526 28 7 12 37 38 41 333 21 218
internal_value=0.000182359 -0.000238932 -0.000900585 -0.00126751 0.000203623 -0.000257979 -0.000601818 -0.00131144 0.000222291 0.000198744 -0.00012142 7.15626e-05 0.000156752 -0.00029767 0.000239801 -2.91375e-06 -0.000292432 -0.0010901 0.000281309 4.2274e-05 0.000139539 -0.000748878 9.91473e-05 -0.000708667 -0.00157408 0.000360368 -0.000943168 0.000376195 0.000333615 -0.000252725
internal_weight=99.2432 4.76858 1.49867 1.31086 94.4746 3.67226 2.8012 1.46667 90.8024 86.043 9.77977 8.54383 8.21648 2.7957 76.2632 11.1377 7.10222 2.749 65.1256 16.1863 15.4117 1.48188 0.92148 0.645492 1.99998 48.9393 0.587078 48.3522 44.4989 4.65523
internal_count=4034 821 439 411 3213 125 95 60 3088 3024 472 394 373 122 2552 180 122 73 2372 676 624 98 70 63 65 1696 79 1617 1284 239
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=13 21 13 22 20 21 8 15 22 5 21 5 23 23 17 17 5 23 5 21 19 18 22 12 23 2 6 17 19 18
split_gain=0.0541232 0.103448 0.210413 0.315344 0.219889 0.226669 0.180782 0.0994342 0.315854 0.110558 0.185757 0.217042 0.268036 0.195199 0.177125 0.172199 0.207425 0.160183 0.15769 0.15958 0.317351 0.15487 0.151264 0.14183 0.281802 0.242171 0.187963 0.178176 0.143513 0.243553
threshold=117.60660091645001 10.959760372700002 117.69263157665002 -0.083064999999999986 40.206947806850003 4.797392351550001 8.4434108459500017 46.683480308100009 0.051245000000000013 21.850554661550003 2.7200266080500004 22.692834890150003 0.096665000000000015 0.080770000000000022 202.58869561095003 195.76335783930003 22.053438739150003 0.088555000000000023 21.788492303450003 14.894616075700002 14.451165964200003 14.224291663350002 -0.14138499999999998 246.36519872610003 0.085335000000000022 200.74412770730004 11.685273024550002 215.47685507205003 13.751109481500002 15.534338342150003
decision_type=2 2 2 2 2 2 2 2 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 -2 -5 -6 -3 9 -9 18 11 -11 13 -13 15 16 -12 -17 19 23 22 -16 -21 25 26 -1 -25 -26 29 -27
right_child=1 6 -4 4 5 -7 -8 8 -10 10 14 12 -14 -15 21 17 -18 -19 -20 20 -22 -23 -24 24 27 28 -28 -29 -30 -31
leaf_value=0.0020842500163909708 -0.094974082549495312 -0.0082081059856901496 0.00080171198963233494 0.027079884861964665 -0.088766185094752259 -0.010353000755794676 0.030926246836952668 -0.098828756759160571 0.015076667795811585 0.069520753722831841 0.063732981033366082 0.042538630423189637 0.057750987125824257 -0.085753522304581442 0.097367874091215084 0.0061111784370075526 0.0062743323910191646 -0.036722085628602387 -0.064015458372316467 0.0057601679515716401 0.049242263739949277 0.01061007810603809 -0.096049623833543624 -0.10060799182608367 -0.094262299178519568 -0.099442200613243742 0.054606951025022103 0.0097723934975526665 0.091670808497133993 0.05621920874895861
leaf_weight=43.338071504756314 0.57937736101121151 2.7325147363007991 5.2007167783012846 0.74987673293799018 0.51021969586145122 1.0243110985102246 1.8148203966120489 0.36190581068512884 0.59410605230368674 0.99362001440567727 0.62380218118073116 0.16310862099999213 0.46751648769713938 0.33377542701782659 0.35672929849533908 1.5897806805915036 8.3481958099997637 1.6372723822714759 0.34317512865163635 0.17981080076020817 0.28529029712080956 0.40691404046810931 0.5388283675852239 0.087617913505964706 0.55932611210251082 0.12553349933887048 0.40640264549392668 0.20888507677955204 0.43873794004321098 0.35677893007343187
leaf_count=1820 30 39 229 11 31 27 29 83 6 53 22 153 26 59 11 21 443 22 12 104 14 33 88 277 106 74 47 48 22 94
internal_value=0.00156312 -0.00418241 -0.0107192 -0.0316414 -0.0155788 -0.0364248 0.00741023 0.00271798 -0.0280431 0.00319392 0.0103997 0.0379939 0.00551175 -0.04364 0.00623164 0.00342055 0.0102693 -0.0156206 0.000899922 0.00137874 -0.0365267 0.0511382 -0.0705758 0.00221471 -0.0295546 0.00312074 0.0270785 -0.0659741 0.0518907 0.0157046
internal_weight=75.357 12.6118 8.0645 2.86378 2.28441 1.53453 4.54734 62.7452 0.956012 61.7892 14.9207 1.95802 0.964401 0.496884 12.9627 12.1991 8.972 3.22705 46.8685 46.5253 1.00393 0.763643 0.718639 45.5214 1.26223 44.2591 0.494021 0.768211 0.92105 0.482312
internal_count=4034 396 328 99 69 58 68 3638 89 3549 843 291 238 212 552 508 465 43 2706 2694 206 44 192 2488 478 2010 324 154 190 168
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=0 7 7 10 0 0 23 5 22 23 20 7 7 10 22 3 15 18 5 13 22 13 20 5 13 3 0 16 5 13
split_gain=0.174396 0.319915 0.230349 0.202416 0.756922 0.575025 0.465222 0.396566 0.392505 0.576796 0.36112 0.526716 0.486328 0.374781 0.350556 0.350114 0.323456 0.31863 0.312049 0.29752 0.330207 0.293623 0.478537 0.454672 0.384491 0.356163 0.282649 0.26574 0.37332 0.301962
threshold=85.705356740550016 22.721067571950005 22.545611589100002 66.590419433100024 90.407470010750018 92.313586825200005 0.13377000000000003 20.444185446200006 -0.059424999999999999 0.083495000000000028 39.952536079750011 25.161974272550005 24.081116689550004 72.01572794030001 -0.59502499999999992 88.931506497100017 18.885173188250004 14.030930991100002 18.393720489900002 109.63263410155001 -0.58559499999999998 113.97180552410002 38.478081868400004 20.016397659050003 116.19247193985002 91.017750006350013 89.582113364650013 22.494947397000004 21.500664456800006 116.86189801435002
decision_type=2 2 2 2 2 2 2 2 2 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 21 15 7 8 9 19 11 12 -11 -13 -12 -5 -15 -10 -16 20 -7 23 26 -2 25 -24 -23 28 -26 -29
right_child=3 -3 -4 5 -6 6 -8 -9 17 10 14 13 -14 16 18 -17 -18 -19 -20 -21 -22 22 24 -25 27 -27 -28 29 -30 -31
leaf_value=-6.4591495287046407e-05 -0.0019530509933013585 -0.0015042801269766989 0.001450087010105146 -0.0015188613600788045 0.0015059969055841128 0.0010242302445733588 -0.0020132190150232675 -0.0017525613153922457 0.0016749825296155686 0.00033643721908339181 0.0014286993267821082 0.00071211628535139447 -0.0018357522646886754 0.00090855140301287249 0.00031276178469522551 0.00063857291254354822 -0.0020282184159671726 0.00034711299801773367 -0.0011537860929316524 0.0011677467462197092 -0.0016946333107111813 0.0017553272809028588 -0.0019612064478268846 0.00018589102877138408 0.0019886529143374825 0.00023281243012551818 0.00041168760412609305 0.0012100602912983314 0.00037467665249035179 0.00020008286703131244
leaf_weight=6.3443794479162525 0.57970274365015839 0.56825027297600161 0.41102308110566799 1.2588276199530799 1.9410386127419759 0.19600450885354792 0.3724352188623915 0.39941847353702442 0.72158868714178126 0.57984816256884997 1.0078614462972755 1.7709503695368769 1.2516719731970622 0.21792657077673983 7.3125397048002077 0.37545225898065826 0.42614776717164204 18.687528011211043 0.60387884205556464 0.20219789445400227 1.3872719472267316 1.3032185900956386 0.58014834811910876 1.1208249570772748 0.80377402715384905 0.5581345334649086 1.1185533059760926 1.1727999066933978 1.7520105168223379 38.490675464221567
leaf_count=734 22 125 23 85 55 99 58 119 20 22 31 19 99 89 308 61 73 657 46 3 565 38 20 32 63 20 14 24 7 503
internal_value=0.000199196 -9.12907e-05 2.7567e-05 0.000223878 0.000305841 0.00011372 0.0001666 0.000189953 0.00021253 -2.61869e-05 0.000115588 -0.000355083 -0.00114805 0.000246291 0.000339553 -0.00102322 -0.00103454 0.00039648 0.000200891 -0.00107201 -0.00135805 0.000256777 0.000286496 -0.000543265 0.000239116 -0.000885413 0.00113474 0.000269435 0.000882259 0.000229947
internal_weight=93.5161 7.32365 6.7554 86.1924 49.4209 36.7715 35.1373 34.7648 34.3654 14.9563 13.1708 4.24654 1.83152 2.41502 8.92428 1.63428 0.644074 19.4091 7.91642 1.78547 1.58328 47.4798 45.7793 1.70053 43.3575 1.13828 2.42177 42.2193 2.55578 39.6635
internal_count=4034 882 757 3152 798 2354 2208 2150 2031 1354 687 302 121 181 385 146 162 677 354 667 664 743 689 54 637 40 52 597 70 527
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=17 15 3 20 22 10 22 18 18 22 15 21 13 5 21 23 23 17 18 20 6 5 2 23 21 23 22 23 7 3
split_gain=0.067643 0.103417 0.0571469 0.296927 0.396508 0.192146 0.30543 0.188936 0.205294 0.145789 0.131997 0.124726 0.121435 0.121343 0.126711 0.164325 0.426821 0.357803 0.308392 0.224767 0.111162 0.2231 0.190952 0.136747 0.324533 0.180885 0.255718 0.30716 0.210626 0.210008
threshold=160.21442126885003 35.098844929350008 93.281431752200021 41.942745071500006 -0.08262499999999999 62.009286778800011 -0.097294999999999993 13.036600629150001 13.012604996900002 -0.086719999999999992 38.992510055900006 6.559679290250001 116.53390612245002 20.374719724350005 16.359396914950004 0.091290000000000024 0.08729000000000002 192.77618096940003 13.077716774800001 40.750688432250008 14.845346859150002 20.444185446200006 377.56752977110006 0.080770000000000022 3.0668791869500005 0.09013000000000003 -0.087234999999999993 0.085335000000000022 23.974509389900003 85.923121849150007
decision_type=2 2 2 2 2 2 2 2 2 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 20 13 5 9 -7 8 -6 10 11 -5 -13 -4 15 16 17 18 19 -15 21 -2 -23 24 -22 26 -25 -28 -29 -27
right_child=2 -3 3 4 7 6 -8 -9 -10 -11 -12 12 -14 14 -16 -17 -18 -19 -20 -21 23 22 -24 25 -26 29 27 28 -30 -31
leaf_value=-0.094552595391591346 0.0001055842893005701 0.093350415500698211 0.033523782778997577 0.077440742519475983 -0.068067555502275515 1.2615548811873891e-05 -0.097262592519084548 -0.097464525335487912 0.082317034244544035 0.082482996392727811 -0.094047209941942739 0.02204576619950141 -0.093406316126058805 -0.076542777047535454 0.04395989421713567 0.0038208924265771662 -0.10498128801351428 0.055212046080462061 -0.102430933716322 0.011272995604975003 0.064598131073299897 -0.085190538348660375 0.092781376219574233 0.0049019896543736991 0.0086102624383735185 0.047680199287127002 0.00066418230221915154 -0.089529416286780197 -0.01881956950098377 0.0073874938496490163
leaf_weight=0.12975958125666309 27.214913383654622 0.030964689329266548 1.015817741863432 0.20808707196192733 0.21896028243281651 0.95516000532734324 0.38715479917118478 0.78072306166177441 0.11990210501244292 0.27783971621101999 0.10157769881698187 0.26592100807238239 0.1098890267603565 0.31631786987963817 0.55200289096683341 11.465729921910677 0.43664435419486824 0.61418797378428269 0.36363307829742542 1.164812818613427 1.1295192764228001 0.42114643267200236 0.058615380595824718 6.2624601993011311 4.0590000553638674 1.2136704097501922 1.5596039204392602 0.81451872654724844 0.64367176755331457 12.221301901154218
leaf_count=277 1927 1 31 21 94 49 58 89 6 8 41 47 46 156 15 175 40 23 82 32 103 157 9 100 67 48 22 42 42 226
internal_value=0.00151768 -0.0583517 0.00164606 -0.00267753 -0.0273542 -0.00545064 -0.0280438 -0.0724616 -0.0148559 0.0260314 0.00315026 0.0200592 -0.0117131 0.00262866 0.000524243 -0.00114528 -0.0208099 -0.00586332 -0.0261975 -0.00748139 0.00315114 -0.000995347 -0.0634466 0.00726655 0.0207986 0.00417562 -0.00574366 -0.0278353 -0.0583168 0.0110274
internal_weight=75.1135 0.160724 74.9528 19.3544 3.42521 2.30563 1.34231 1.11959 0.338862 0.963315 0.685475 0.583897 0.37581 15.9291 14.9133 14.3613 2.8956 2.45895 1.84476 1.48113 55.5984 27.6947 0.479762 27.9037 5.18852 22.7152 9.28025 3.01779 1.45819 13.435
internal_count=4034 278 3756 1013 459 270 107 189 100 163 155 114 93 554 523 508 333 293 270 188 2743 2093 166 650 170 480 206 106 84 274
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=13 18 16 19 22 17 10 21 9 2 4 16 3 5 19 3 8 22 9 4 19 16 18 21 23 22 19 0 17 20
split_gain=0.0602591 0.0793192 0.0777077 0.158872 0.0686184 0.0597728 0.336882 0.245108 0.0743067 0.11494 0.0784616 0.132344 0.324361 0.139162 0.272786 0.382236 0.215401 0.123451 0.259475 0.289481 0.183846 0.199421 0.288747 0.213524 0.153128 0.142668 0.272529 0.362515 0.417252 0.414117
threshold=95.862351557400004 17.323446153950005 17.684958644900004 11.850956171350001 0.20949500000000004 214.03087950770001 65.687097501250022 0.49227235280000009 223.29399794390005 201.70502722175004 244.52697497700004 22.674946976100003 93.819123378250012 22.127107789600004 14.551174033150001 93.579850604650019 8.3434888241000014 -0.099639999999999992 199.38481636575003 169.62532823300003 14.451165964200003 22.604947139800004 13.24088655595 2.8525683144000005 0.092075000000000032 -0.080019999999999994 14.351157895250003 93.399723909900004 186.57794620975002 36.79544512155001
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 -1 8 -7 -8 10 -10 11 13 -13 17 15 -15 -17 18 20 -20 21 22 -2 -24 -21 -19 27 28 -27 -30
right_child=1 2 -4 -5 -6 6 7 -9 9 -11 -12 12 -14 14 -16 16 -18 25 19 24 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.091145136307670682 0.084002726489484938 0.070777971203801596 0.091163142860957558 -0.050763670912989674 0.040297653200049112 0.075716164431634189 0.029505797132830743 -0.092434130447885413 -0.0038883554734452522 0.076384508172958124 -0.0024590551557896641 -0.070068470886761255 -0.00079274116586532735 0.080613550047525101 -0.040876965611365355 0.02277764282694433 -0.072637053695956313 -0.0102225512655276 -0.067110156193208675 0.019917658144388659 0.074461240461298886 -0.023443685579395024 0.062363932168046539 0.0006895981071343457 -0.014972086815719552 -0.0014037316818792634 0.032621888679571255 0.00774669255520839 0.027472688566513741 -0.087362350032499411
leaf_weight=0.11542733180706832 0.66295810990776871 0.18846120312809844 0.15273588337004185 0.16588114073965698 0.045394237721552599 0.21423089923337002 0.19399908602645155 0.44637099328974728 0.31365873501635988 0.27429627321544103 28.588664170287984 0.65766706690192123 3.5329210186609998 0.97062657278729592 0.43427985976450134 1.0962694220781939 0.23585328349872714 7.1634483126690567 0.49665823613759119 2.5732207480468787 0.6223409492522477 0.67080662213265885 0.61948999905143898 1.7943948216234273 1.7228781889425588 2.6653014991025179 2.5040270150639108 13.886111915820946 0.33267936017364252 1.1417510325700275
leaf_count=881 26 16 17 41 91 25 20 84 23 22 1097 19 98 26 23 435 44 147 57 95 15 10 44 137 57 47 108 247 9 73
internal_value=0.00133857 0.0014584 0.0371581 0.0138797 -0.0540435 0.00121316 -0.0226013 -0.0554926 0.00149211 0.033561 0.00123158 0.00364138 -0.0116648 0.00526141 0.0249659 0.0373833 0.0058844 0.00379811 0.0129112 -0.00164276 0.0288732 0.0213028 0.0310583 0.0165175 0.00592571 0.000782896 0.00462301 0.000733592 -0.0227908 -0.0614518
internal_weight=74.4828 74.322 0.507078 0.354342 0.160822 73.8149 0.854601 0.64037 72.9603 0.587955 72.3723 43.7837 4.19059 39.5931 2.73703 2.30275 1.33212 36.8561 9.16275 4.79276 4.36999 3.74765 3.07684 2.41388 4.2961 27.6933 20.5299 18.0258 4.13973 1.47443
internal_count=4034 3062 74 57 972 2988 129 104 2859 45 2814 1717 117 1600 528 505 479 1072 441 209 232 217 207 181 152 631 484 376 129 82
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=7 3 5 13 17 18 22 9 9 21 21 16 19 3 0 6 16 6 21 2 21 23 21 5 21 5 13 17 16 9
split_gain=0.0493873 0.105693 0.108507 0.198954 0.084866 0.14004 0.13285 0.129527 0.0796649 0.110917 0.151015 0.162565 0.155942 0.146658 0.10335 0.246183 0.0861267 0.0798151 0.0763317 0.0752482 0.145043 0.0654234 0.0668308 0.0856906 0.0633591 0.0607519 0.0820767 0.053049 0.359582 0.247881
threshold=22.105125139000005 93.72771580185001 18.946524085150003 105.33378955095002 188.83172615260003 12.658193188950003 0.18145000000000003 66.687144445250013 186.68586460755003 15.803805445550003 10.393723370700002 22.644947046300004 14.451165964200003 84.092281862300013 85.732241321850012 16.555386813950005 16.079962398050004 16.405383309150004 16.359396914950004 118.06771887965002 2.4921523776000005 0.10507500000000002 11.798219863050003 32.589048458000008 12.706368345750002 23.626838821450004 116.35915634395 200.79056394860001 22.654947022900004 196.26893085885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 21 7 -7 9 10 12 13 16 24 15 -10 -2 18 -11 -17 -21 22 23 25 -12 -3 -27 -16 29 -29
right_child=8 4 -4 -5 -6 6 -8 -9 14 17 11 -13 -14 -15 27 19 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.095855343033731569 -0.095030900062138199 0.045121775313778152 -0.099119497510339244 0.078739769795128298 0.08595479615701701 0.094779609945567 0.077272967744065113 -0.096910354972791768 -0.09653167490401432 0.09475077060679965 0.088899647836212362 0.0033212623963612738 0.075616034842697563 -0.099600001194587798 0.0028811321143655051 0.013559407789615624 0.017894189927423514 0.094957201938250441 -0.096359763596186629 0.02295262591831267 -0.097528328339288081 0.064869857037658601 -0.069385896484169846 0.077936719832607707 -0.095297146791064241 -0.081952761449905945 -0.0020497120655801784 -0.068293880895024583 0.086933606769745375 -0.0035968532372380397
leaf_weight=0.114125227485942 0.061990162739405164 0.20949510980062847 0.22432560361079368 0.11774980183690786 0.091631857480933721 0.034712301567196735 0.056734381330898032 0.31852816143054952 0.32282613202914845 0.03202242794722554 0.063926248194036694 1.7248663801874498 0.4551052362367044 0.27621510682729422 50.897066613245784 0.76311830728081964 1.8430400255415404 0.23572482541203499 0.044137269800998524 0.17270155902951956 0.18247936911211582 0.14501511794514943 0.11828920277002897 0.12824353973155656 0.022390227382601324 0.12563788355373606 1.2489179104741195 0.54804713088765034 0.37827367126010436 12.99197997596036
leaf_count=78 446 20 80 8 12 2 14 253 112 10 77 15 44 48 1376 21 107 11 70 24 28 18 45 45 86 173 90 77 27 617
internal_value=0.00126738 -0.0107147 -0.0523957 -0.00719319 -0.00303872 -0.00645704 -0.0565757 -0.0780733 0.00176232 0.0135382 0.00972876 -0.0087348 0.0260587 -0.0660956 0.000916422 -0.0240426 0.0142196 0.0678612 -0.0160046 -0.00311681 -0.0389462 0.00394356 -0.000882901 0.00384944 0.0411196 -0.00214861 -0.00935305 0.00147137 -0.00368391 -0.00621553
internal_weight=73.9493 2.93341 0.456201 0.231875 2.47721 2.38557 0.409975 0.35324 71.0159 4.75942 4.44753 2.0874 2.36014 0.362532 66.2565 1.44113 1.90503 0.311885 0.0761597 1.1183 0.355181 1.9756 1.83058 1.71229 0.0863165 1.58405 1.37456 64.8154 13.9183 13.54
internal_count=4034 838 166 86 672 660 269 255 3196 914 823 226 597 211 2282 185 553 91 80 73 52 391 373 328 163 283 263 2097 721 694
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 18 5 23 20 16 6 5 2 19 16 22 5 19 22 22 15 10 17 10 0 22 6 9 13
split_gain=0.224119 0.651938 0.589879 0.586244 0.671473 0.471645 0.560384 0.532084 0.541374 0.409839 0.339798 0.24737 0.304772 0.246417 0.39971 0.240091 0.323572 0.820173 0.234059 0.208885 0.200373 0.172753 0.335099 0.341103 0.230812 0.706693 0.559949 0.486206 0.379302 0.33411
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 70.171445662850019 12.909082926650003 13.8160216159 0.11531000000000002 37.198331469900005 18.734956189500004 11.075258771650001 13.154029769200003 192.44078413960003 13.251069136700002 15.484963789400002 -0.23783499999999999 14.582249945350002 13.351077205700003 -0.55354000000000003 -0.22094499999999997 27.063546193350003 71.015621515800021 174.76883460675 66.964115113200009 90.407470010750018 -0.041369999999999997 13.78532209185 194.04304600165003 113.97180552410002
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 19 18 -9 -1 -2 -11 -13 -4 -15 16 17 -14 20 -6 -7 22 23 -12 25 29 27 -26 -29 -23
right_child=10 2 13 -5 5 7 -8 8 -10 11 21 12 15 14 -16 -17 -18 -19 -20 -21 -22 24 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.0018004452712883057 0.0012724983692348822 0.0010515612199917615 -0.0020674103724654426 0.0013249504904448667 0.0019955982052160194 0.00082944815290862683 0.001605388694266149 -0.0019553727309102168 0.00083442628604174529 -0.001390873224030889 0.00064288017889924294 0.0016472309397429043 0.0014164920198043781 -0.0019848621441332466 0.0014104990185800556 0.0010748634136828273 0.00028852230514952391 -0.0021292599943801222 0.00053161473574312899 -0.0023217961272687777 -0.0019957342781481242 -0.00063898182170558937 0.0013058547558965593 -0.0021009639331646345 0.00028145985893499064 0.0013412178451650523 0.00025025846790978828 0.0002019692056088948 -0.0017093824869254919 0.00025755346581090514
leaf_weight=0.36629521460214221 1.2508981166174624 0.42432771227322463 1.1124723617976995 1.4948710256899165 0.051834266632795334 0.13704490824238758 0.67040403451392194 1.845863668859238 0.3127405986888333 0.3258344402588581 0.52228185947751571 0.65165835412335482 0.39534324841224477 0.29513348617547297 0.2430997853516601 1.3089021840132762 11.58253189066272 0.68605920343361504 0.97745866014156491 0.25524296090588805 0.32637827725011459 1.6475405916571606 1.5222361339256165 0.26135993318166584 1.2543885099003085 2.295028537977486 8.234573674737474 0.52548091462813351 1.6607155622332355 53.297640432952903
leaf_count=309 29 27 123 39 1 17 96 167 18 688 69 24 22 96 26 17 330 111 47 213 145 37 17 18 16 56 97 35 107 1037
internal_value=0.000205482 3.89231e-05 -0.00101041 0.000140726 5.17392e-05 -0.000607253 0.000600602 -0.00093526 -0.00155118 0.000248662 0.000259407 0.000298866 0.000336514 -0.00154046 -0.000451305 0.000275385 0.000192754 -0.00083299 -1.25349e-05 -0.00159303 -0.00116026 0.000241614 0.000769545 -0.000272246 0.000223949 0.000275198 -2.73089e-05 -0.000691629 -0.00124996 0.000230671
internal_weight=95.9356 23.4635 2.07503 21.3885 19.8936 4.57697 0.977481 3.59949 2.1586 15.3166 72.4721 14.9503 14.6245 1.65071 0.538233 13.9728 12.6639 1.0814 1.44088 0.307077 0.463423 71.2212 2.30588 0.783642 68.9154 57.2402 11.6752 3.44058 2.1862 54.9452
internal_count=4034 2516 272 2244 2205 704 310 394 185 1501 1518 1192 504 245 122 480 463 133 209 214 162 1489 104 87 1385 1130 255 158 142 1074
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=17 15 8 8 22 22 22 22 4 21 20 15 2 16 23 21 7 13 6 16 9 23 6 20 5 2 18 16 19 6
split_gain=0.0582508 0.0946622 0.0523503 0.155557 0.340194 0.149996 0.0867793 0.180457 0.546334 0.170235 0.177385 0.374555 0.250275 0.192728 0.234474 0.188002 0.199094 0.204027 0.154833 0.150562 0.304326 0.166522 0.152546 0.617895 0.126459 0.142744 0.207292 0.218326 0.136292 0.14616
threshold=160.21442126885003 35.098844929350008 9.5425530862500008 8.9430209551500024 -0.08786999999999999 0.022350000000000005 -0.06483499999999999 -0.055334999999999995 201.91631403790004 18.593782865600001 39.896141435400004 30.108785229950005 176.09844955530005 15.089964713100001 0.096010000000000026 6.7825386038500008 22.747724408400003 109.63263410155001 16.375382608200002 22.654947022900004 194.56033515110002 0.094175000000000023 16.445384243750002 41.289992964000007 21.991679690250006 213.11064599365002 15.064837217800003 18.964955651700002 14.451165964200003 16.305380972600002
decision_type=2 2 2 2 2 2 2 2 2 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 9 8 -8 10 11 13 15 14 -2 16 -13 -18 -14 22 -21 -22 24 -24 25 28 -27 -28 29 -9
right_child=2 -3 5 4 -6 -7 7 19 -10 -11 -12 12 18 -15 -16 -17 17 -19 -20 20 21 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.094329625848195597 0.044063787121167659 0.09327551683565273 0.058166919511878079 0.020028156400898445 -0.085575688374371475 -0.042059620507725201 -0.051311261590403778 0.0046093162270229564 0.061962695571178845 -0.064076693051635505 0.0022163876700155294 -0.011591044184586912 -0.096693628443620894 -0.072344858103349341 -0.094113020773204797 -0.036144706555118498 0.0083862034870758936 0.064814257053741872 -0.0028356239898451384 -0.0016091590112732952 0.021219222109892664 0.092805046357396892 0.0016505269028734876 -0.086725594035421835 0.039962755744104711 -0.10033353275407637 -0.069238516610218237 0.093455530188401609 0.039460860363651006 -0.034846359910217603
leaf_weight=0.11615741591545159 0.31182681040300408 0.028609305620193481 0.42852123817283327 0.50649858938413672 0.53574064509302732 0.18138673520297743 0.48880659032147633 18.806486941749561 1.4165991063802037 0.36325283845087497 33.569163994541015 1.5532782567352117 0.35687214604695316 1.1809613092032121 0.15788537482018228 0.77035002849879664 1.3438959164195696 0.92214469239115704 0.25879158634052146 1.6020172699354582 0.49785722093656637 0.62615659506991506 3.913910371484234 0.81598957837286423 0.8347818655829532 0.27289004192971233 0.13986047597961715 0.14174399313924368 0.91204565949737926 0.83698961511254211
leaf_count=277 225 1 51 37 53 30 38 557 57 64 1621 52 46 238 68 38 22 26 16 33 36 19 56 119 59 47 113 9 15 11
internal_value=0.00129058 -0.0572544 0.00140551 0.00118073 -0.0342552 0.0283595 0.00169301 0.00535157 0.0329038 -0.00111502 -0.000549261 -0.0140907 -0.0019309 -0.0524363 -0.00238188 0.00548844 0.0138858 0.0313491 -0.0572408 0.00356596 0.0242465 0.0610977 0.00145251 -0.0135959 0.00469598 0.00330138 -0.0429526 0.0126526 0.0045491 0.00292815
internal_weight=73.8915 0.144767 73.7467 73.1368 1.04224 0.609908 72.0946 31.3061 1.90541 40.7884 40.4252 6.85601 5.20533 1.65067 0.469712 4.58967 3.81932 2.26604 0.615664 29.4007 2.72603 1.12401 26.6747 4.7299 21.9448 21.11 0.554495 0.281604 20.5555 19.6435
internal_count=4034 278 3756 3675 90 81 3585 1169 95 2416 2352 731 200 531 293 138 100 48 62 1074 88 55 986 175 811 752 169 122 583 568
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=16 15 18 20 23 15 16 20 20 9 22 22 16 16 17 0 19 8 16 23 5 0 18 21 21 21 3 20 22 17
split_gain=0.208212 0.611121 0.576743 0.396576 0.32036 0.301789 0.545443 0.462739 0.480138 0.444213 0.271971 0.338524 0.408101 0.26271 0.23665 0.346864 0.233372 0.248505 0.192507 0.191044 0.188536 0.181789 0.174413 0.171484 0.183863 0.167624 0.162991 0.879226 0.579687 0.384713
threshold=18.634956423400002 29.037712645600003 14.053554955550002 37.198331469900005 0.12535000000000004 28.343014915050002 15.584963555600002 41.243661560350013 39.952536079750011 190.49354742400001 -0.59502499999999992 -0.23783499999999999 15.484963789400002 12.604970524100002 194.56273294745003 97.878695155250014 12.250988447150002 7.8438787148500007 9.719977270450002 0.11531000000000002 15.363313533450002 102.89804648475001 14.937945183950001 3.0668791869500005 12.263428102400001 4.837019638150001 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004
decision_type=2 2 2 2 2 2 2 2 2 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 19 5 6 10 8 22 23 -5 12 18 -13 -15 -16 21 -18 -12 -1 -4 -17 -8 -9 -25 -10 -2 -28 -29 -30
right_child=26 2 20 4 -6 -7 7 9 25 -11 11 13 -14 14 15 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 27 28 29 -31
leaf_value=-0.0018502334975678606 0.00032032854270109997 0.0014363518702148817 0.0012585767972300588 0.0014481844021682474 -0.0020276803567611207 0.0013834809511950839 -1.9950521922108268e-05 0.0016430773171164522 0.0015326170046029012 -0.0020491590123147491 0.0017182057479876746 -0.0014769167436666909 0.001562491668975177 0.00025432224626239098 0.0019748507468777001 0.001863372740035189 0.00093619800156676501 -0.0020565814895087365 -0.0020892392557074028 0.00044755400296688999 -0.0020149817804669384 0.00020908862715752807 -0.0020603191946641955 -0.0019817401446510143 0.00085676058117852678 0.00017143493078792296 0.00031078682574779795 0.00014050737430627979 -0.00059296226353417326 -0.0020930165576187767
leaf_weight=0.56022240209907792 49.71749464320601 0.25790080986916919 0.072185862776677712 0.78305062198115649 0.2500379449547826 0.80227021864720782 0.26220694193034422 0.18856963835423801 0.58682527788914718 1.060432595782913 0.056164179056177654 0.30040003175450891 0.18713639909401536 10.639452128671108 0.81593973008420961 0.43180212724837452 0.18227281817235041 0.25717757444363087 0.56125944075711232 0.18507241490442539 1.0744555146229684 0.62512591454378708 0.41760386480746092 0.19026897962794465 0.16280935121176299 0.85404153623312595 19.302575105408327 2.1203072665957761 1.5465862081728086 1.143220654048491
leaf_count=397 852 25 15 55 30 18 18 14 81 120 30 591 4 197 27 13 27 20 135 26 210 78 33 213 62 38 351 131 110 113
internal_value=0.000206484 3.79429e-05 -0.00121301 0.00012424 0.000177582 0.000206056 0.000155168 -0.000515901 8.49552e-05 -0.00131125 0.000323515 0.000260864 -0.000974078 0.000335839 0.000377884 0.000946414 0.000385632 -0.000815253 -0.00174289 -0.00127964 -0.0018089 0.000884937 -0.00127334 0.000133407 -0.000672868 0.000725807 0.000256169 0.000123879 -0.000626166 -0.00123051
internal_weight=95.5949 21.7647 1.40454 20.3601 19.6148 19.3648 18.5625 3.72276 2.12068 1.60208 14.8398 14.0567 0.80456 13.2522 12.9518 2.31232 1.49638 0.43945 0.617424 0.745295 1.14664 1.05693 0.679811 0.541648 0.353078 1.44087 73.8302 24.1127 4.81011 2.68981
internal_count=4034 2477 250 2227 1804 1774 1756 579 170 409 1177 1122 169 953 362 165 138 47 165 423 225 91 51 289 275 119 1557 705 354 223
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 13 20 7 23 17 4 16 22 5 16 5 19 22 20 15 9 9 22 16 14 10 9 21 23
split_gain=0.20788 0.603471 0.640129 0.37687 0.679006 0.367169 0.483673 0.337532 0.26675 0.212483 0.22041 0.292026 0.181124 0.309474 0.747959 0.28986 0.226728 0.18131 0.166929 0.157723 0.26464 0.168738 0.402741 0.566812 0.35624 0.222275 0.431835 0.809057 0.414139 0.363315
threshold=18.634956423400002 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 70.077349628250019 103.54865335235002 37.198331469900005 22.356277907050004 0.086230000000000015 236.15709471040003 181.80369070585002 15.484963789400002 -0.23783499999999999 14.582249945350002 12.604970524100002 13.154029769200003 11.950964240300001 0.20949500000000004 35.419594101850009 36.124429763000009 204.89606367675003 202.37225149245003 -0.070909999999999987 22.494947397000004 195.25924573520004 65.611820673600008 197.02865361825005 2.0008954101500005 0.088350000000000026
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 9 -1 -6 -7 11 -11 13 14 -9 -15 17 -17 -19 20 -2 22 25 24 -24 29 28 -28 -27 -21
right_child=19 2 -4 -5 5 6 -8 12 -10 10 -12 -13 -14 15 -16 16 -18 18 -20 21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0016934810317537877 0.00033114358962675253 0.0015957960089882509 -0.0018506922493459284 0.0011801975941500781 -0.00087873925126236738 -0.0019882000654187965 -0.001731033827079845 0.0011101832543513517 0.0019962368508815742 0.00048536472134822866 0.0015570148985952843 -0.0014789755264625263 0.00095848969630964284 -0.001611630183277831 -0.0021308738526952171 0.0019365573966447899 0.0002613805942242382 -0.002016843497016709 0.00190654026335839 0.00072283733678168722 0.001572912680730984 0.00037069311037149906 -0.0002534888616598406 0.00010828706263352864 -0.0023027727220066348 0.0011286525774696185 -0.0018921142873672553 0.00024419747900844828 0.00011356134665590431 0.00013427650267322413
leaf_weight=0.34837389224601167 2.847052031429484 0.25231769734818854 1.1585114317749683 1.1541585898876281 0.2088445910630975 0.22926159311282424 1.5892543870359075 0.46670958400943863 0.30569872222258709 0.69671211857348658 0.29511660803109396 0.49963174923323095 1.2984231038717542 0.30304042401791775 0.66215361481636137 0.5547406661162303 11.189952472770527 0.099426073637005175 0.071804401624831371 6.9153992428764495 0.85888910479843605 17.44860480902571 0.54363495518919103 2.3480989464442237 0.81517043833446223 1.6376743848668471 1.1567693786928424 1.6591255972161887 27.376598239625309 9.6722363843582553
leaf_count=309 97 25 225 32 293 156 141 111 8 6 20 70 23 593 113 90 187 64 11 224 24 382 19 45 33 64 66 30 442 131
internal_value=0.000175152 5.0571e-06 -0.00123431 9.26007e-05 2.58995e-05 -0.000711573 -0.000951111 0.000213999 0.000829332 -0.000230776 3.9369e-05 -0.000335007 0.00025937 0.000191362 -0.000790913 0.000282111 0.000330272 0.00139215 -0.000371598 0.000224788 0.000618936 0.000203793 0.000147924 -0.000474976 -0.00148289 0.000195613 9.97074e-05 -0.000633399 0.000170857 0.000379648
internal_weight=94.6634 21.3841 1.41083 19.9733 18.8191 3.82452 3.30998 14.9946 0.514543 1.72072 1.49146 1.19634 14.6463 13.3478 1.12886 12.219 11.9159 0.725971 0.17123 73.2793 3.70594 69.5733 52.1247 3.7069 1.35881 48.4178 31.8302 2.81589 29.0143 16.5876
internal_count=4034 2477 250 2227 2195 694 393 1501 301 252 96 76 1192 1169 224 945 352 165 75 1557 121 1436 1054 97 52 957 602 96 506 355
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=23 23 20 22 22 23 5 8 8 4 9 7 0 2 21 18 20 20 23 20 20 23 21 15 10 22 23 17 13 5
split_gain=0.0477963 0.10797 0.130539 0.0665446 0.0554579 0.193201 0.193681 0.178795 0.182142 0.138448 0.118119 0.285914 0.377203 0.238641 0.206502 0.194893 0.148624 0.194909 0.163503 0.318032 0.221487 0.161683 0.142518 0.134177 0.241229 0.129 0.117775 0.112802 0.191131 0.219379
threshold=-0.55648999999999993 -0.41441 32.724174661450007 -0.23349 -0.037054999999999998 -0.144095 17.621651749750004 8.9430209551500024 9.6424751081000029 137.02556730370003 201.32298960505003 24.991601945450004 96.163458868000006 82.82761181390002 12.315862460400002 14.320472989450002 37.52517992975001 35.509685375550013 0.096315000000000026 41.385032804600009 43.940903692500008 0.10249000000000003 2.7200266080500004 40.682889193900003 68.20618276945001 0.0041150000000000015 0.076835000000000028 204.12988953870004 117.53132408880002 22.692834890150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 9 6 -6 10 -9 -3 16 14 -13 22 15 -12 17 26 19 23 -21 -20 -14 24 -18 -23 -7 -11 29 -29
right_child=1 4 -4 -5 5 7 -8 8 -10 27 11 12 13 -15 -16 -17 18 -19 21 20 -22 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.022685447760640104 0.076053195512058344 0.052385195570604899 -0.10016933799946318 0.088745469641117333 -0.071820911749783431 0.059204636089644914 0.095754662625069861 -0.09924392653155592 0.016206316740732616 0.00077176235413343455 0.089331427838466204 -0.074559321659031272 -0.0052298630250601887 0.004563980852838611 0.0045507789331264521 0.0146265324513952 -0.082974675533822678 0.050407095919189043 0.03196344689546371 -0.10646476036144648 0.029072799344024063 0.0065418159681416505 0.097109721044015773 0.01782429989126795 -0.005315888974205824 -0.025548852582227315 -0.10179845401046858 -0.015492599238945073 -0.098022436077036743 0.087286916892017841
leaf_weight=0.078998738963491633 0.04902919778805781 0.4590578583010857 0.18676630827042118 0.13264080589361427 0.076617504714536433 0.059810343365831242 0.37846657025193053 0.30468267275864391 0.21556903877353761 45.737881559614586 0.98806890920968571 0.51989250449696545 0.17662642421782937 5.8509537924983306 0.81307407573331136 0.47904119454324245 0.46416484474320796 0.95864531653205631 1.6028895460167403 0.54444734493443991 0.14003433528685605 4.0606621381957666 0.43612320299143903 1.2720759062794966 1.8124146377593886 1.618530589128923 0.14075587902303255 3.9437725290857761 0.24403913400601585 0.20166907256498223
leaf_count=32 29 32 71 34 81 20 56 35 30 2122 45 65 16 120 13 24 37 38 32 118 121 36 65 15 82 46 59 502 44 14
internal_value=0.00153996 0.00140905 -0.0635272 0.0471516 0.00161737 0.00554028 0.0675418 0.00428392 -0.0514065 -0.000159547 0.00560459 0.0138541 0.00420541 0.0105407 0.0434055 0.0649388 -0.000425005 0.0323796 -0.00372738 -0.0187492 -0.0787359 0.00500494 0.0676101 -0.00717868 -0.0211495 -0.0026038 -0.0537861 -0.000640743 -0.0153589 -0.0104925
internal_weight=73.9474 73.7358 0.235796 0.21164 73.5 22.9135 0.455084 22.4585 0.520252 50.5864 21.9382 9.26378 6.9836 6.4637 2.28018 1.46711 12.6744 1.15921 11.5152 4.23314 0.684482 7.28208 0.61275 3.54866 2.27658 5.67919 0.200566 50.1274 4.38948 4.14544
internal_count=4034 3968 100 66 3868 1154 137 1017 65 2714 952 348 266 201 82 69 604 117 487 373 239 114 81 134 119 82 79 2682 560 516
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=16 23 15 18 18 23 16 16 15 18 15 16 10 13 16 17 0 17 19 22 9 15 0 9 16 0 16 7 7 10
split_gain=0.0527976 0.169142 0.0870755 0.149466 0.160113 0.143802 0.076039 0.0709171 0.247609 0.371838 0.268098 0.235653 0.220257 0.354556 0.142465 0.140058 0.138795 0.130259 0.202412 0.114691 0.235182 0.101234 0.14257 0.209424 0.0980812 0.208349 0.116542 0.405817 0.319648 0.177876
threshold=12.644970430600003 0.093580000000000024 19.763739472850002 15.788786379500001 16.408483343700002 0.08895500000000002 14.504966081100003 18.634956423400002 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 70.077349628250019 103.54865335235002 15.484963789400002 194.73806315685002 81.446839061900008 199.59317753375004 13.351077205700003 -0.10423499999999999 205.88909726980003 27.063546193350003 92.313586825200005 195.41812862360004 18.734956189500004 94.047642319350018 19.644954061550003 25.225775578450001 23.974509389900003 72.289950669650025
decision_type=2 2 2 2 2 2 2 2 2 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 -6 8 10 -10 11 14 16 15 19 -14 -13 -17 -19 20 -4 22 23 -9 25 -23 27 28 -26 -30
right_child=2 -3 7 4 5 -7 -8 21 9 -11 -12 12 13 -15 -16 17 -18 18 -20 -21 -22 24 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.080869825600693598 -0.0091010402324770267 0.0049191903208064816 -0.0033061454239318071 0.082693189860806052 -0.029511985471139476 -0.05469849898454434 0.088307614001682383 0.022222529128970252 0.072629178979685322 -0.082259639104777876 0.049478570525529154 -0.090738824975546681 -0.092041850802928329 -0.080005056915392767 0.034202507265166313 0.086133881402275195 0.07194417339194413 -0.091716558322513936 0.012453615376455148 0.0017609928523845742 -0.096699157065561619 0.057182686816016744 0.042531979340407484 -0.10320089559203056 -0.00039401520499783766 -0.010224915786084879 0.0028593359275482727 0.006395803868546786 -0.087088179745221567 -0.018132469569837998
leaf_weight=0.26752617374147902 0.68126735298483143 0.63850258004190863 0.78428742892742664 0.47975157543169189 0.06308831992555497 0.1808120538626099 0.15618119179271162 0.37421549074497207 0.15700319573807142 0.6686676260051172 0.78997139735827282 0.052134315938928366 0.14163851241028202 0.98381228818107036 0.98123098319047208 0.13743341076997218 0.2461377941272076 0.19065231954164119 0.77522894581488799 7.5213321008259237 0.30808425621580682 0.77965438505634554 1.1401158855296669 0.15421881899237633 1.0283172318304417 0.72683383000548929 47.026980220105543 4.5717260185047053 1.0195304519729687 0.43903904408216465
leaf_count=798 166 146 61 35 75 31 13 94 25 225 32 213 93 136 23 21 78 69 57 150 33 35 24 3 75 13 1169 33 106 2
internal_value=0.00131702 -0.020412 0.00158834 0.022748 0.0474092 0.00509891 0.0544085 0.00112308 -0.00472109 -0.0528072 -0.00164616 -0.00497789 -0.0295852 -0.0393673 0.00150299 -0.00725374 0.0435092 0.00363097 -0.00810821 -0.00222198 -0.029646 0.00252518 0.0245074 -0.0143812 0.0018654 0.0246606 0.00123047 -0.00962161 -0.039067 -0.0663321
internal_weight=73.4654 0.906029 72.5593 1.5611 0.879833 0.400082 0.21927 70.9982 13.7376 0.825671 12.9119 12.122 2.52704 2.22877 9.59493 1.24495 0.298272 1.10331 0.965881 8.6137 1.09237 57.2606 1.66855 0.528434 55.5921 1.50649 54.0856 7.05861 2.48689 1.45857
internal_count=4034 944 3090 320 154 119 88 2770 1216 250 966 934 667 376 267 240 291 147 126 244 94 1554 121 97 1433 48 1385 216 183 108
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=7 7 0 5 13 2 5 17 18 22 9 5 19 22 4 21 10 8 15 23 16 12 5 19 17 3 21 7 18 12
split_gain=0.0448846 0.123558 0.0991886 0.0995332 0.176401 0.0819361 0.134612 0.0923355 0.108819 0.119914 0.119998 0.0635151 0.059832 0.0824751 0.0701086 0.056873 0.0565836 0.158601 0.0525971 0.210329 0.104809 0.0820104 0.244701 0.0780375 0.0881775 0.20069 0.238504 0.143759 0.122223 0.134852
threshold=22.105125139000005 22.181995028450004 85.877418060900013 18.946524085150003 105.33378955095002 315.94243452415003 32.00428233840001 188.83172615260003 12.658193188950003 0.18145000000000003 66.687144445250013 23.626838821450004 13.451085274650001 -0.092990000000000003 195.50296729855003 0.66785492670000013 61.622148808000013 8.4434108459500017 46.074827201850006 0.090390000000000012 22.614947116400003 335.9827356823501 20.374719724350005 14.651182102100002 205.83789591070004 83.326071295150015 7.1067965614000004 24.268610899850003 15.504699510200002 196.02356660640004
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 6 7 8 11 10 -10 -1 14 15 -13 -14 17 -3 21 -20 -21 23 -23 24 -18 28 -27 -28 -26 -30
right_child=1 16 3 -5 -6 -7 -8 -9 9 -11 -12 12 13 -15 -16 -17 18 -19 19 20 -22 22 -24 -25 25 26 27 -29 29 -31
leaf_value=0.045781948878992104 0.053269280440478212 0.047880866467526699 -0.09203089067480609 -0.094901118037771459 0.072191025344162663 -0.091165130513621642 0.077314775950802245 0.089492827331334485 0.091062586354605471 0.072130767488612316 -0.092980192250245952 -0.091381041355540857 -0.0044272372091923957 -0.0025460733854658179 0.057590257141083886 -0.093637535371066977 0.0021860651790157524 -0.080906330144115718 -0.080752921466233696 0.012640381194275522 -0.029633470750637894 -0.070391011510193488 0.077470301935414917 0.022668551854935843 -0.095271899766107823 -0.082560826718780997 0.057422025930756446 -0.045850566240026931 -0.0068219951022974908 0.038133536754899479
leaf_weight=0.21842921238795421 0.37816416032001043 0.12140161316528875 0.10377222769786687 0.20901175154648399 0.11111227702349424 0.083239582407259038 0.17231587436071993 0.080143600059272901 0.032301839441060909 0.05330616114588338 0.28982103054295294 0.03004002780517101 0.093134779832325765 1.0006098403537178 0.18876521219681308 0.15820883693231735 60.562589978749941 0.22168590610817773 0.31348644692661709 1.4500394220085584 0.7200252865513902 0.12372974607089204 0.35598909827808711 1.4313792880857352 0.10744625850202227 0.60647422481270019 0.21739917731611058 0.22503826685215245 2.5244890423771271 0.69892738102106466
leaf_count=23 31 10 78 80 8 51 48 6 2 14 240 83 27 30 93 55 2142 47 94 34 36 205 61 38 12 70 14 28 174 200
internal_value=0.00118588 0.00163717 -0.0100089 -0.0504 -0.00711518 -0.00287587 0.000295869 -0.00589204 -0.00959466 -0.0537015 -0.0745247 0.000208279 -0.00656008 -0.0141972 0.0371378 -0.0605809 0.00135695 -0.0353349 0.00153851 -0.0114041 -0.00138604 0.00201932 0.0393337 0.00174963 0.00128856 -0.011122 -0.0456718 0.00489418 -0.000242006 0.00292563
internal_weight=72.8825 70.0583 2.82421 0.423896 0.214885 2.40032 2.31708 2.14476 2.06462 0.375429 0.322123 1.68919 1.47076 1.25195 0.218805 0.251344 69.6801 0.343088 69.337 2.48355 2.17006 66.8535 0.479719 66.3737 64.9424 4.37977 1.04891 0.442437 3.33086 3.22342
internal_count=4034 3196 838 166 86 672 621 573 567 256 242 311 288 112 176 82 3165 57 3108 164 70 2944 266 2678 2640 498 112 42 386 374
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=3 20 22 20 23 18 21 15 19 22 13 13 15 5 19 0 22 22 5 23 20 16 8 7 3 7 22 21 6 6
split_gain=0.0445607 0.267317 0.324373 0.185209 0.2014 0.171398 0.173792 0.148745 0.143959 0.159762 0.106995 0.185543 0.104132 0.2245 0.383786 0.227907 0.224264 0.515554 0.263282 0.262336 0.249554 0.179331 0.18602 0.148394 0.164575 0.443929 0.200713 0.250989 0.148259 0.538466
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 42.686561923500008 0.096515000000000031 13.036600629150001 9.277127270600003 39.296024648600003 14.451165964200003 -0.092710000000000001 117.47755492620001 115.68166489510001 37.050691080100002 20.911722254300006 14.351157895250003 86.479632682150012 -0.06828999999999999 -0.013805 21.723721974650005 0.099465000000000012 41.481306584950012 22.544947280100004 9.1428649988500013 22.996658327800002 92.598563387050021 23.899651152000004 -0.094519999999999993 6.4178488307500006 16.355382140900002 16.165377701450002
decision_type=2 2 2 2 2 2 2 2 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 10 3 -3 7 6 -4 8 9 -5 11 -2 13 15 -15 -1 23 18 -18 20 -19 22 -16 -14 25 -25 -27 -28 29 -17
right_child=1 2 5 4 -6 -7 -8 -9 -10 -11 -12 -13 16 14 21 28 17 19 -20 -21 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.10077270154526569 -0.074365980844946278 -0.075900630899572719 -0.10254659450041803 0.001306993063479028 0.082833783632606725 -0.1047165380729783 0.047923299421363676 -0.10190112584490872 0.070475791668996743 -0.10638259457621704 0.00073783633440073319 0.07175010990074554 -0.030601579148836405 -0.10041587986502712 0.10026432258398275 0.00044292446257082732 0.017532438722970892 -0.0069577373011655459 0.090586963088971614 0.032834773064361833 -0.10575497458498545 -0.026366702274299103 -0.034417130413884493 0.093532056874205849 -0.0026090385557239501 0.030528258999293179 -0.069077501772300307 0.020699890120673699 -0.021517230324315996 0.070767972916713218
leaf_weight=0.23051019222248115 0.10667127843703639 0.33630732151505149 0.13278185234594175 0.97562281995396927 0.28033755417709461 0.68496425001194439 0.18192996616016899 0.15596573661969149 0.24600292835384596 0.16041208151727882 14.8668936294016 0.46901398318004794 1.2385524231940532 0.58811617582949738 0.26875204406678666 31.377891209861403 0.77629763283766839 0.89414623461197995 1.3533159405924378 1.0349778551608322 0.35804361832560971 1.1687816167250273 0.16583011264447123 0.72433558292686795 7.2090218488592654 1.4616682538762691 0.62161097190983106 0.6240005458239466 2.6967698703519991 1.1279118191450823
leaf_count=12 154 50 102 191 17 89 31 61 7 13 308 126 22 81 54 2248 18 47 51 21 25 11 9 17 56 30 52 6 82 43
internal_value=0.00117817 -0.0030428 -0.0295705 -0.0077276 0.00488119 -0.0766496 -0.0155623 -0.00932752 0.0011196 -0.0138992 0.0023758 0.0446756 0.00263395 -0.000258185 -0.0313187 0.00166286 0.0093114 0.0285503 0.0639568 -0.00441719 -0.0352072 -0.00597374 0.0488719 0.00215822 0.00597141 0.0239969 0.00539272 -0.0241027 0.00101388 0.00288312
internal_weight=72.5174 18.5969 3.15432 2.15465 1.81834 0.999676 0.314712 1.538 1.38204 1.13603 15.4426 0.575685 53.9205 37.6246 2.19148 35.4331 16.296 4.41678 2.12961 2.28717 1.25219 1.60336 0.434582 11.8792 10.6406 3.43162 2.70728 1.24561 35.2026 32.5058
internal_count=4034 1149 561 339 289 222 133 272 211 204 588 280 2885 2540 155 2385 345 162 69 93 72 74 63 183 161 105 88 58 2373 2291
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=23 16 16 16 7 7 23 20 5 19 23 10 0 0 3 22 23 20 7 7 22 5 13 20 7 13 22 0 17 0
split_gain=0.378334 0.163837 0.208716 0.236842 0.158772 0.154322 0.208359 0.262325 0.175281 0.160189 0.135236 0.133147 0.759151 0.467844 0.375827 0.357832 0.661859 0.476683 0.495273 0.549977 0.387034 0.356824 0.350625 0.377166 0.341088 0.300245 0.333922 0.279766 0.256315 0.230791
threshold=0.4381000000000001 12.604970524100002 9.719977270450002 9.2849782877000013 22.105125139000005 20.861906850000004 0.099855000000000027 44.756878345700009 21.955793948900006 14.351157895250003 1.0000000180025095e-35 66.590419433100024 90.407470010750018 92.313586825200005 88.931506497100017 -0.059424999999999999 0.083495000000000028 39.952536079750011 25.161974272550005 25.603371256250004 -0.59502499999999992 18.393720489900002 113.97180552410002 38.400997490450003 24.054467534550003 109.63263410155001 -0.58559499999999998 89.582113364650013 190.4716172434 85.812895065800021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 9 -7 -3 -9 12 22 14 -13 16 25 18 24 -20 -19 -22 -6 27 -18 26 -15 29 -23 -24
right_child=-2 4 -4 -5 11 8 -8 10 -10 -11 -12 13 -14 15 -16 -17 17 20 19 -21 21 28 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020222822446468443 -0.0016044676091898319 -0.0019783349799386671 -0.0019818537887333256 0.0017630752455586156 -0.00071015004782178147 -0.0014062338253031457 0.001916156938025348 6.7402315279245666e-05 -0.00018403142323615134 0.00050870439692170873 0.0017566952893540637 -0.0015503587808668215 0.0015057407648030603 0.00086748373813272991 0.00087493406187299052 0.00033722765715682191 3.8552391957834783e-06 0.0015103319131480643 0.00061732296832617663 -0.0017505353861088366 0.00031502079368348314 0.00080418381336288657 0.00058175735627559878 0.00020912179175809327 -0.001842757522352521 0.0008825327713572179 -0.0018935826386197092 5.0861522865389792e-05 -0.0020521722672788177 0.0018744233733420182
leaf_weight=0.10008723256754493 0.45664237453638534 0.32544755070102771 0.30202592139357876 0.1740714084571664 1.4917446352555987 0.63652501136584794 0.2480222385493106 0.55972579083027085 1.5489583688904529 0.14346123486757278 0.27012612526596058 1.07695738946495 1.8487404217012215 0.19357475456308737 0.31824120520832355 19.221234870496122 0.56511852036055543 0.96525748865678096 1.8228498591342943 0.47551061449939869 7.2459736249875339 0.16738386021461327 0.94568729028105725 44.962082177094999 1.2037013922472395 0.22782287001609791 1.2950692144272533 0.99531334545463312 0.43384556777891703 1.2110139112919567
leaf_count=453 31 392 435 40 34 81 22 84 121 8 31 69 50 45 34 401 11 20 33 76 213 11 18 818 105 5 292 13 52 36
internal_value=0.000175829 0.000184765 -0.000857494 0.000381153 0.000191408 -0.000204573 0.00026936 -4.51267e-05 -0.00054 -0.00121743 0.000617286 0.000208461 0.000272039 0.000115558 -0.000997156 0.000161465 -6.9993e-05 8.24333e-05 -0.000472824 0.000127434 0.000338699 0.000194581 0.000226061 0.000255087 -0.00125279 -0.00121374 -0.00153455 0.000910762 -0.00125696 0.00130761
internal_weight=91.4322 90.9756 0.576185 0.274159 90.3994 3.73227 1.54678 1.29876 2.18548 0.468909 0.829852 86.6671 51.4546 35.2125 1.3952 33.8173 14.5961 12.8796 4.06718 2.29836 8.81246 7.8472 49.6058 48.1141 1.76882 1.71647 1.48864 3.15201 0.601229 2.1567
internal_count=4034 4003 928 493 3075 739 537 515 202 400 115 2336 969 1367 103 1264 863 521 225 109 296 276 919 885 116 342 337 67 63 54
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=16 16 16 7 7 23 20 19 20 23 23 12 5 8 4 3 5 18 22 20 19 7 16 15 19 23 2 6 9 9
split_gain=0.172208 0.238952 0.20372 0.170474 0.194581 0.216611 0.199012 0.207561 0.159143 0.146097 0.196933 0.139133 0.123587 0.267292 0.629112 0.182111 0.355735 0.178296 0.171315 0.324944 0.508536 0.464098 0.434105 0.529015 0.285392 0.31008 0.469996 0.388292 0.229707 0.240411
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 21.725272673150005 20.861906850000004 0.099855000000000027 44.756878345700009 14.351157895250003 38.179089776100007 1.0000000180025095e-35 -0.144095 63.174563425750001 25.767562150000003 8.9430209551500024 168.01744813895002 92.913112988300014 29.996566321350006 14.224291663350002 -0.079634999999999997 39.861052345600008 13.951125619400001 24.054467534550003 20.894951138500005 34.139075990150012 14.351157895250003 0.087795000000000026 213.11064599365002 16.435384010100005 196.26893085885004 197.55459634620004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 7 -2 -6 10 -8 -10 13 18 -15 -14 -17 -16 19 20 21 -5 -22 -24 28 27 -27 -26 -20 -30
right_child=3 -3 -4 12 8 -7 9 -9 11 -11 -12 -13 15 14 17 16 -18 -19 24 -21 22 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.0020006535714173321 -0.0019827810048955704 -0.001978734805826133 0.0016574340398148662 0.0014537842574096794 -0.00027434466371100428 0.0019106265171833262 0.00060924028381516282 0.00070561045839002577 0.00085153296200888369 0.0017465590983392584 -0.0020523689054801932 -0.0020337225411359164 0.002003320366975034 0.0011667659389153666 -0.0020917092690258925 -0.0014764061248536671 0.0019823313181615066 -0.00034117223401742311 -3.3369556228138403e-05 0.00021540516360143579 0.00075244525179838327 -0.0013765086582606205 0.00058631800337895299 -0.0016328262740087822 0.0018776215671985476 0.00056770939789614974 -0.00064447159801726296 0.00057190817974779758 0.0010747122739384581 0.00027344463227638703
leaf_weight=0.085225518761489094 0.32522393067665623 0.32513996018769831 0.18686587413685629 0.25238846296087958 0.93356906315602806 0.24920554427080777 0.43820113425317686 0.16716550663113594 0.07492807786911726 0.25274627606268041 0.1413548453419935 0.45118576338973071 0.37075095530599256 0.51445681457698711 0.66321495627926175 0.24231970742039266 0.21645005440223031 0.33754817047156394 9.6403535942172294 33.603319654008374 2.0698539577424531 1.8964393215101152 0.77659945376217343 0.8821390476077795 1.3540073740296059 7.3738621710508578 1.4758952818519899 2.4784297568694456 1.5429384768940533 21.507235478755319
leaf_count=455 392 435 40 10 23 22 45 8 5 31 39 120 9 21 41 48 11 23 290 930 37 212 19 21 90 113 46 58 20 420
internal_value=0.000205275 -0.000844153 0.000511634 0.000212221 -0.000244716 0.000233521 -8.19816e-05 -0.00107008 -0.000760372 0.000502574 -3.99314e-05 -0.00162281 0.000228117 0.000220883 -0.000595402 0.000981345 0.000155445 -0.00150127 0.000235459 0.00014101 -0.000284332 -0.00104408 0.000153518 -0.000593852 0.000317643 0.000567314 0.000365551 0.00103322 0.000220784 0.00032708
internal_weight=90.829 0.597231 0.272091 90.2318 3.03358 1.5739 1.32469 0.492389 1.45968 0.832302 0.579556 0.526114 87.1982 86.3687 1.51522 0.829521 0.45877 1.00076 84.8535 39.4807 5.87742 2.14883 3.72859 1.65874 45.3727 12.6822 8.84976 3.83244 32.6905 23.0502
internal_count=4034 930 495 3104 685 537 515 400 148 115 84 125 2419 2351 85 68 59 64 2266 1229 299 222 77 40 1037 307 159 148 730 440
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=16 7 18 16 13 17 17 2 20 8 16 10 0 0 13 20 5 22 23 20 7 7 22 20 23 7 6 23 17 3
split_gain=0.17752 0.164747 0.15689 0.142667 0.16196 0.141063 0.154283 0.15226 0.250337 0.195344 0.228863 0.114388 0.755659 0.575174 0.374346 0.418882 0.31898 0.341765 0.767968 0.415158 0.413405 0.554408 0.369356 0.324024 0.314692 0.522536 0.313352 0.306484 0.61115 0.295783
threshold=12.604970524100002 22.105125139000005 13.390703749000002 9.719977270450002 95.862351557400004 188.83172615260003 182.50770257345002 319.18044405035005 47.927946529500012 5.9453602998000008 21.094950670800003 66.590419433100024 90.407470010750018 92.313586825200005 113.97180552410002 38.400997490450003 20.305669781650003 -0.059424999999999999 0.083495000000000028 39.952536079750011 25.161974272550005 25.561514136100005 -0.59502499999999992 32.724174661450007 0.094725000000000018 24.268610899850003 14.845346859150002 0.09062000000000002 195.92600399440002 88.931506497100017
decision_type=2 2 2 2 2 2 2 2 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 5 4 -1 6 7 8 9 10 -2 12 14 29 -3 -16 17 18 -15 20 24 -22 -21 -18 25 -20 -19 -24 -29 -13
right_child=1 11 -4 -5 -6 -7 -8 -9 -10 -11 -12 13 -14 16 15 -17 23 26 19 22 21 -23 27 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019989155462178092 -0.0019725744961267225 -0.00073576550199746453 -0.0019896200267677791 -0.001978564211805207 0.0014938957870689114 0.0019364004027884968 -0.0010981635223181255 -0.0019832633756442799 0.0013605071669793062 0.00011759425556084899 0.0011140835907526079 -0.0015767576368660853 0.0015252314311212684 -0.0013535817432857736 0.00095138048787569757 0.00021138986393875005 0.0019954879732317268 0.00029255340895563685 0.0016641082096551544 0.0015219580411812753 0.00063775787211231008 -0.0017719954203607165 0.00049997921882951777 -0.0020589945843661347 -0.0020716279128183061 -0.0015298424890678045 0.0011302901694982147 0.00021357633033707976 -0.0020253336400624781 0.00057236851221844547
leaf_weight=0.082061694841114696 0.39043109102931461 1.4983187956095196 0.17806923240368622 0.26059231485601231 0.13502137759496691 0.12564473442034785 0.58723850708338421 0.14242625664337527 0.49812832940369833 1.9706636034534311 0.12096927780658007 1.0984357172492298 1.7925236118026067 1.4979242271892825 3.1447680392302564 45.394268084906798 0.092062976211308434 16.977642335838034 0.31465247353116799 0.95105669181793118 1.7767705651931467 0.46264436068122439 5.2101120075094576 0.42851719137979671 0.7669041077433576 0.52638560875857365 1.9097256863024075 1.9325259923934939 0.61884670832660038 0.31734362502902502
leaf_count=481 471 34 77 435 14 5 34 37 19 92 5 69 50 332 68 823 2 313 5 21 33 75 121 95 56 52 43 44 94 34
internal_value=0.00019167 0.000197947 -0.000190425 -0.00100052 0.000173544 -0.000106894 -0.000176096 -2.69243e-06 9.1961e-05 -0.000162625 -0.00124244 0.000215923 0.000274347 0.000129112 0.000229535 0.000259333 0.0001809 0.000204964 -2.6522e-05 0.000131746 -0.00040471 0.000139923 0.000368639 -0.00134197 -0.00116323 -0.000334909 0.000377258 0.000227317 -0.000329481 -0.00109504
internal_weight=91.2027 90.725 4.01357 0.477675 0.217083 3.8355 3.70986 3.12262 2.98019 2.48206 0.5114 86.7114 51.8299 34.8816 50.0374 48.539 33.4658 32.9452 14.0578 12.5599 3.84736 2.23941 8.71254 0.52058 1.60794 0.841038 18.8874 7.76148 2.55137 1.41578
internal_count=4034 3104 740 930 495 663 658 624 587 568 476 2364 975 1389 925 891 1286 1189 833 501 221 108 280 97 113 57 356 259 138 103
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=16 23 16 12 0 10 10 22 20 7 2 22 21 22 20 0 18 6 3 20 22 18 20 10 9 9 21 20 18 2
split_gain=0.16165 0.543202 0.404104 0.367661 0.286153 0.502581 0.341778 0.257097 0.641165 0.361083 0.327888 0.467824 0.297824 0.373966 0.290359 0.253332 0.373843 0.246838 0.341457 0.567901 0.239625 0.23915 0.392488 0.251992 0.310662 0.437532 0.248364 0.233249 0.329723 0.236905
threshold=20.404952284350003 0.12535000000000004 19.974953289850003 320.0928336514001 90.297243227400017 66.590419433100024 65.536543845950021 -0.059424999999999999 38.244973486750006 23.974509389900003 186.79363985910004 -0.068964999999999985 6.7825386038500008 -0.16276499999999997 34.466665687600006 92.313586825200005 14.297806230850002 14.865347326450001 84.643415779050017 36.010074051050005 -0.080574999999999994 14.329845562450002 47.709122305950011 71.365121072750014 211.36251378275003 218.97685776085004 0.46270957945000007 38.400997490450003 13.376114027300002 65.896304893200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 6 -6 27 8 9 14 11 12 21 -14 -1 -9 -17 18 -18 -20 -15 22 26 -23 -25 -26 -10 28 -2 -29
right_child=4 -3 -4 -5 5 -7 -8 15 10 -11 -12 -13 13 20 -16 16 17 -19 19 -21 -22 23 -24 24 25 -27 -28 29 -30 -31
leaf_value=0.001437097886463625 0.00038668505620317119 -0.0020181033364251315 -0.0014979219553542527 -0.001826726366554052 0.0014187941315205635 -4.4888915757065923e-05 -0.00070630189344362865 -0.0011767273284135336 0.0011233179957198451 -0.001924147192662442 0.00089767377827028425 -0.0021535754562023259 0.00060598989630232145 -0.0014629339969699526 -0.0014554320127550717 0.0013026262405539594 0.00029893910967992136 0.0012471807808069723 0.00049177205250933598 -0.002128538493506972 0.00070338042001094484 0.0015197351522706559 0.0012729546124888456 0.00041377853917463599 -0.0019742519361460598 0.00030428312719809887 -0.0020271516624488545 -0.0010038601611923163 0.0016848183528528485 0.0002261329035344118
leaf_weight=0.28280645764288681 3.1674803129862985 0.46358228473127283 0.58465744327986513 0.35937967838458362 2.095059621147811 1.5837266640737651 1.4790965002030123 0.42500282111178123 0.11567640791326184 0.99628664390752419 1.7753743844373264 0.37758447026863606 0.69721594490010863 1.2780907009384919 0.25260081505621201 1.4709688625080186 14.69428659315801 0.94240027805790383 0.66618190705776281 0.60843420983292162 0.23193840555404555 0.63066969643113946 0.275562726019416 6.240245309751117 0.5477614133415043 0.79320053738774732 0.57154345703384024 0.61017520280438375 0.9865701189264654 45.187382524934947
leaf_count=89 66 69 47 355 58 29 39 223 59 232 308 36 112 138 95 37 531 25 4 65 14 18 26 229 25 30 146 34 30 865
internal_value=0.000194036 9.04034e-05 0.000118477 0.000146083 0.000260382 0.000788675 0.000222594 0.000167013 -2.38413e-05 -0.00122624 0.00011223 -6.35132e-06 6.48809e-05 -0.000581773 7.24257e-05 0.000319907 0.00035451 0.000272041 0.000214494 -0.000759025 -0.00113019 0.000220453 -0.000704089 0.000328849 0.000229781 -0.000626462 -0.00149685 0.000250099 0.000694986 0.000209745
internal_weight=90.3909 35.2815 34.8179 34.2332 55.1095 3.67879 51.4307 33.8738 15.0666 1.53169 13.5349 11.7595 11.3819 2.20725 0.535407 18.8073 18.3823 16.9113 15.9689 1.27462 1.51003 9.17466 0.962783 8.21188 7.58121 1.34096 0.68722 49.9516 4.15405 45.7976
internal_count=4034 2913 2844 2797 1121 87 1034 2442 1557 416 1141 833 797 264 184 885 662 625 600 69 152 533 231 302 284 55 205 995 96 899
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=16 23 15 18 18 23 16 16 15 18 15 16 5 10 23 0 20 2 23 8 6 15 0 9 16 0 19 7 7 0
split_gain=0.0469422 0.156849 0.0783104 0.132186 0.150887 0.131253 0.0723758 0.0627024 0.229212 0.341216 0.227191 0.216245 0.202522 0.314772 0.319333 0.128105 0.12725 0.403313 0.189284 0.351384 0.11716 0.0904142 0.123689 0.190242 0.0902167 0.185424 0.0971748 0.326051 0.282252 0.221242
threshold=12.644970430600003 0.093580000000000024 19.763739472850002 15.788786379500001 16.408483343700002 0.08895500000000002 14.504966081100003 18.634956423400002 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 13.8160216159 70.077349628250019 0.11531000000000002 81.446839061900008 40.844669808050007 155.70727190035004 0.093735000000000027 8.7431769115000026 11.260263094250002 27.063546193350003 92.313586825200005 195.41812862360004 18.734956189500004 94.047642319350018 13.751109481500002 25.225775578450001 24.175586727800006 96.682331287150021
decision_type=2 2 2 2 2 2 2 2 2 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 -6 8 10 -10 11 16 -13 15 -15 -14 18 -18 -4 -20 -11 22 23 -9 25 -23 27 28 -26 -30
right_child=2 -3 7 4 5 -7 -8 21 9 20 -12 12 13 14 -16 -17 17 -19 19 -21 -22 24 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.078535859990417956 -0.0076218675876840794 0.004945597894065179 0.0017217601226113648 0.080955154594387832 -0.027372657118460625 -0.052148420117655664 0.087693644112108865 0.021318023385838505 0.070918520185305603 0.048875681073903735 0.045918357667211931 0.0035188152116402112 -0.090735796474630814 -0.088917060978336598 0.038228822692965896 0.075262278402415575 -0.00078774449709215113 0.084101374593407677 -0.094889893338081704 0.010215277519773705 -0.09231713602480919 0.05505362098614399 0.040574426622139725 -0.10213814653700892 -0.0030890724067351876 -0.0086041688813296401 0.0029609107603564017 0.0057687709315744637 -0.094507536049675878 -0.014880101321598069
leaf_weight=0.25856221833171744 0.6837662528828321 0.64568848689357594 6.0285750052289533 0.46120014833741152 0.064314716306398623 0.18073592279688455 0.14811666384048294 0.36467472860385797 0.15076215294539075 0.052557492055711919 0.78763605922768043 0.97722838597701356 0.047153906704352155 1.0203052586512056 0.1926411727326921 0.19946589157552808 1.9571101602487035 0.599855026215664 0.49983173964392313 0.54593915183795616 0.58305134365218692 0.76933012204244622 1.1195977167226372 0.14237010106444359 1.1339576647224014 0.7330335647566244 47.028676554287813 4.4927902713534422 0.78934095363365464 0.44911295920610428
leaf_count=798 166 146 112 35 75 31 13 94 25 18 32 201 213 164 16 73 43 47 60 5 207 35 24 3 81 13 1185 32 85 2
internal_value=0.00158335 -0.0189252 0.00184019 0.0220581 0.0458115 0.00458668 0.0528567 0.00140011 -0.00411587 -0.0515851 -0.00121223 -0.00428825 -0.0283921 -0.0497575 -0.0687236 0.0435233 0.0018102 0.0191269 -0.00444879 -0.0400203 -0.0806421 0.00271975 0.0237666 -0.0133465 0.00210174 0.0239937 0.00149147 -0.00857462 -0.0357376 -0.0656314
internal_weight=73.1074 0.904251 72.2031 1.53813 0.854367 0.393167 0.212431 70.665 13.6421 0.786371 12.8557 12.0681 2.43679 1.45957 1.21295 0.24662 9.63131 2.55697 7.07435 1.04577 0.635609 57.0229 1.62664 0.507045 55.3962 1.50236 53.8939 6.8652 2.37241 1.23845
internal_count=4034 944 3090 320 154 119 88 2770 1216 250 966 934 667 466 180 286 267 90 177 65 225 1554 121 97 1433 48 1385 200 168 87
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=7 7 18 17 17 16 2 20 19 8 23 9 13 10 19 21 21 15 5 22 7 18 18 16 4 22 6 14 8 17
split_gain=0.0435993 0.104088 0.0889005 0.0902806 0.114303 0.0869381 0.0824878 0.124093 0.0949206 0.0833782 0.0971182 0.0558616 0.0924579 0.130288 0.109882 0.0954688 0.115881 0.1239 0.133427 0.0977108 0.0859443 0.369814 0.308735 0.305577 0.23115 0.209194 0.217264 0.185129 0.149298 0.124686
threshold=22.105125139000005 22.181995028450004 13.376114027300002 188.83172615260003 182.50770257345002 23.344945409400005 319.18044405035005 47.927946529500012 13.051052998800001 9.3427090425500019 0.049900000000000007 186.68586460755003 117.70876232545002 61.966271448700006 14.551174033150001 15.803805445550003 10.393723370700002 39.883592142850006 21.723721974650005 -0.08786999999999999 23.109894804950002 13.314799198000001 13.24088655595 22.554947256700004 202.99973138610002 -0.090495000000000006 16.525386113000007 231.12292494700003 8.9430209551500024 193.46017548480003
decision_type=2 2 2 2 2 2 2 2 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 3 4 5 6 7 8 -1 10 -10 12 13 -3 15 16 17 18 -15 -18 21 22 24 29 25 -13 -27 -26 -22 -23
right_child=1 11 -4 -5 -6 -7 -8 -9 9 -11 -12 20 -14 14 -16 -17 19 -19 -20 -21 28 23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.096500885804099865 0.052416634320111712 -0.099783080328746138 -0.09704390151041041 0.094444586244715092 -0.057676416624184865 -0.098500855567461534 -0.096734713423680299 0.064174725444379327 -0.083451313211748146 0.043368946185088672 -8.8459206665782362e-05 0.039213437264122415 0.075750405222837214 0.017478504056781096 0.086867376280192352 0.065568318415184956 -0.083309563711608525 0.083365755470054245 -0.11253909156920824 -0.005736428597732878 0.0031389750005244212 0.012667302330589126 0.042702700734049713 -0.098086630335511987 -0.071700181760176063 -0.034060549390620962 0.018882629459941284 -0.013793563829226608 -0.045540630358681729 -0.041997927466656627
leaf_weight=0.096139061278330717 0.37601078518127806 0.099173434995470156 0.10511999097014513 0.078767907707515294 0.39367362476605183 0.081943706609308609 0.074730745633132645 0.29086853121407319 0.14573177382408165 0.3497296586720039 1.1318631976391769 1.4245667819632215 0.20133466436527658 1.5877766546482877 0.17218899243744079 0.25322797150694487 0.16489118972242511 0.25573950170655724 0.076428610742368508 1.6621520279857405 52.970807020432744 0.66111318767070704 1.4456710849190129 0.63557145292543271 0.62516768077330231 1.3426551851443931 1.5344941448856841 2.7700395576812298 0.58851333382335624 0.92453818048670655
leaf_count=311 31 13 151 8 39 9 37 19 173 48 43 32 7 525 23 88 148 11 9 71 1914 8 37 32 26 30 22 75 55 39
internal_value=0.00151454 0.0019823 -0.0103594 -0.00691233 -0.0100253 -0.00138457 0.00242483 0.0061036 -0.00369705 0.00178561 -0.00959743 0.00170903 0.0120985 0.00909836 0.0116863 0.00845019 0.00459004 0.0210791 0.0115074 -0.0127374 0.000993238 -0.0065989 0.00194765 -0.0417766 -0.00570715 0.00909076 -0.00582392 -0.024456 0.00260408 -0.0192061
internal_weight=72.5206 69.7721 2.74857 2.64345 2.56468 2.17101 2.08906 2.01433 1.72346 1.62732 1.27759 69.3961 4.47291 4.27158 4.1724 4.00022 3.74699 1.91994 1.66421 1.82704 64.9231 11.3638 9.14259 2.22122 7.69692 4.30172 2.87715 3.39521 53.5593 1.58565
internal_count=4034 3196 838 687 679 640 631 594 575 264 216 3165 895 888 875 852 764 545 534 219 2270 301 222 79 185 84 52 101 1969 47
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=3 20 22 2 20 23 15 19 22 10 0 0 18 13 5 5 21 7 6 0 2 3 15 0 20 18 21 3 9 9
split_gain=0.0468711 0.247616 0.282683 0.168228 0.15837 0.176258 0.137206 0.116332 0.14564 0.0976882 0.468558 0.248805 0.240504 0.204183 0.246326 0.193005 0.163876 0.182225 0.159432 0.21855 0.393156 0.19741 0.433946 0.158991 0.151836 0.14802 0.142872 0.141069 0.174792 0.138026
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 98.465712168700023 42.686561923500008 0.096515000000000031 39.296024648600003 14.451165964200003 -0.092710000000000001 66.590419433100024 90.407470010750018 92.313586825200005 13.545319032100002 113.97180552410002 20.016397659050003 20.016397659050003 1.8400491212500001 23.203497038450006 15.075352233200002 94.047642319350018 98.465712168700023 84.812788641250009 28.626568391100005 90.767723400200012 32.724174661450007 13.276755824150003 13.094317010850002 88.931506497100017 204.27826083785001 194.04304600165003
decision_type=2 2 2 2 2 2 2 2 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 -2 4 -4 -3 6 7 8 -6 10 13 27 -13 14 -1 18 17 -15 19 20 -14 -21 -23 -12 -17 26 -18 29 -29 -11
right_child=1 2 3 -5 5 -7 -8 -9 -10 11 23 12 15 16 -16 24 25 -19 -20 21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.097355275984850984 0.0021437656454338979 -0.072200566338232269 0.011983285330859426 -0.093757921977546746 0.00065629160002236256 0.0777488545516863 -0.099820886788166113 0.062865806654047826 -0.10378279536150657 -0.016493112677090187 0.098896606817210617 0.091586160870743033 -0.016999090208605766 0.0028015956359146383 -0.00075061298208536974 0.099421003064873156 0.046110041318935882 0.067351889543908361 -0.064341956364614011 0.0011548219963577813 0.073550402483584035 0.0095103091372848569 -0.10224415913198295 0.026064413549345144 -0.10159905849478411 0.00066835329156391093 0.0043412035296576373 -0.086770110294010563 0.085918005985776244 -0.10292274225826249
leaf_weight=0.40904222111976796 15.42281172481785 0.31703462661244053 0.17897108262786687 0.75329633126420958 0.96445089120379646 0.25906649295939121 0.14689891490525031 0.23357139760628332 0.1480370371136811 0.28614915348225878 0.67137168091721722 0.27632016946609184 0.82237652840559405 0.8247135342098797 0.66800713331940642 0.041444297879933312 1.4583595260046451 0.85732028144411743 0.35861949785612424 22.472414972600436 1.0484928278801815 0.80015188201559684 0.57322009568360954 0.50462532683013706 0.28090008367394148 18.897932935273275 1.7101287776604293 0.093856361287180334 0.14093067497014999 0.4681536074494943
leaf_count=22 588 50 30 192 191 17 61 7 13 40 31 23 25 21 28 1 33 67 24 1757 57 48 129 24 144 292 13 52 9 45
internal_value=0.0013964 -0.00287007 -0.0286345 -0.0734584 -0.00843795 0.00310011 -0.00985336 -3.49778e-05 -0.0132413 0.00286117 0.00717564 -0.00119416 0.000596253 0.00431123 -0.0374392 -0.000356195 0.00620471 0.0357024 0.000575874 0.00148115 0.0337476 -0.00105038 -0.0371339 0.067644 -0.0757536 0.00395622 0.0235661 -0.0494784 0.0168858 -0.0701352
internal_weight=72.0887 18.4241 3.00133 0.932267 2.06906 1.75202 1.49296 1.34606 1.11249 53.6645 26.0015 27.663 26.6739 24.8255 1.07705 26.3976 23.7485 1.68203 26.0753 25.7167 1.87087 23.8458 1.37337 1.176 0.322344 22.0664 3.16849 0.98909 0.234787 0.754303
internal_count=4034 1149 561 222 339 289 272 211 204 2885 531 2354 2208 476 50 2185 426 88 2040 2016 82 1934 177 55 145 338 46 146 61 85
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=20 16 22 18 16 5 5 15 16 15 2 17 22 4 22 15 5 21 19 16 20 16 20 22 23 17 8 19 20 6
split_gain=0.0436432 0.317944 0.139836 0.247239 0.211715 0.153306 0.157328 0.252704 0.12652 0.169298 0.131152 0.12096 0.0901048 0.17367 0.118934 0.114101 0.171991 0.15312 0.121994 0.115207 0.112866 0.108496 0.100397 0.220333 0.318195 0.219054 0.149269 0.165442 0.162717 0.134572
threshold=37.828051409500013 21.244950320100003 -0.033799999999999997 14.642476607400001 20.084953032650002 16.903404623850005 17.679107616400003 33.423812040500003 20.894951138500005 34.694997775350011 63.548891378550003 174.57458007295003 0.23835000000000003 204.80369648085005 0.20167500000000002 19.763739472850002 12.290720980000001 5.9696025344000008 11.750948102400001 13.564968279200002 42.47354681640001 14.224966735800002 40.241071441700008 -0.12546499999999997 0.084360000000000018 188.41589330430003 8.543332867800002 14.451165964200003 39.952536079750011 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 -4 -7 -8 9 10 -1 -12 14 -14 15 16 -2 20 19 -19 -18 -22 23 24 -17 -26 -25 28 -28 -24
right_child=12 -3 5 4 -6 6 7 -9 -10 -11 11 -13 13 -15 -16 22 17 18 -20 -21 21 -23 29 26 25 -27 27 -29 -30 -31
leaf_value=-0.0010358912796343189 -0.094763426651844673 0.066746193459036568 -0.0074202678719284204 -0.091626612688270562 0.096187054977483089 0.071629014823244574 -0.031892455130373303 0.062488823882741094 -0.061743961661685186 0.031835477986956226 0.03126977452084051 -0.094752778004561347 -0.0069360055526173732 -0.096670047261302225 0.052526825933619917 0.05448460263317887 0.087475911136480233 -0.072387451924864343 -0.096804448015448269 0.07471838138392467 -0.09646990894993325 0.087081052645872625 0.0059505562012753897 -0.009115098285743457 -0.0099678189487097703 -0.079504975211741394 0.045774054462848393 -0.014002667349234063 -5.0194899500897894e-05 -0.0047244994878593615
leaf_weight=1.6172191838559236 0.088110714239056476 0.73756235581822682 1.2683580935953238 0.46426557505714772 0.060207925736904144 0.66434028511866916 0.53440307764503792 0.4765370786190033 0.27750337962061156 1.2424110313877461 0.089788640054848545 0.2740549334384923 0.92194435783676343 0.24173370272728789 0.39355357065687613 0.29370373142819417 0.53164555356488563 0.068802904512793361 0.10010420084563521 0.15107606883975677 0.064548925472536212 0.051339258130610688 29.965865264632725 8.9262956328348064 0.6681886916167058 1.0107949602079314 1.5693533256417134 1.4001406898314597 1.2253359872847793 16.13077821005345
leaf_count=22 544 46 138 263 1 14 42 15 8 31 112 74 47 87 33 28 53 97 38 17 75 15 1219 251 12 68 39 28 8 609
internal_value=0.00121364 0.00791193 0.0016853 -0.00972918 -0.0700662 0.0172947 0.0360064 0.012597 -0.000690227 0.00456579 -0.0125362 -0.0636532 0.000404575 -0.0255767 0.000887238 0.000560744 0.0312774 0.0427558 -0.0105719 0.0286871 0.0691081 -0.0151556 3.08353e-05 -0.0066396 -0.0360023 -0.0518311 -0.00222508 0.0124364 0.0256823 0.00221499
internal_weight=71.51 7.70665 6.96909 4.02545 0.524474 2.94364 1.67528 1.01094 3.50098 3.22347 1.98106 0.363844 63.8033 1.16368 62.6396 62.2461 1.05563 0.967517 0.319983 0.219879 0.647534 0.115888 61.1905 15.0938 1.97269 1.67898 13.1211 4.19483 2.79469 46.0966
internal_count=4034 766 720 511 264 209 71 57 247 239 208 186 3268 134 3134 3101 839 295 152 114 143 90 2262 434 108 80 326 75 47 1828
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=15 23 21 10 5 22 20 22 22 17 22 5 7 16 17 17 4 22 21 5 21 14 8 20 9 15 22 20 17 6
split_gain=0.0403561 0.152173 0.0792895 0.108819 0.136791 0.0901039 0.114832 0.098926 0.318961 0.306645 0.215791 0.106885 0.0730487 0.0660002 0.0636042 0.295535 0.263559 0.164955 0.15086 0.404123 0.142603 0.111995 0.105131 0.180651 0.119343 0.0909617 0.0896269 0.224251 0.318742 0.123766
threshold=46.074827201850006 0.090390000000000012 18.593782865600001 61.982402197500001 21.723721974650005 -0.63113999999999992 41.035283712600005 -0.58559499999999998 -0.54526999999999992 197.01076493205002 -0.58994000000000002 16.078966488550005 22.575645983950004 22.614947116400003 183.92349703790003 182.50770257345002 147.84286409485003 -0.018034999999999999 15.803805445550003 21.197160116700001 12.585796288950002 148.67011998770002 8.8430989333000021 40.159267750750011 217.30761232770001 25.393716165150003 -0.167075 39.337369931850013 189.19102531915004 16.235379337050002
decision_type=2 2 2 2 2 2 2 2 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 12 5 -4 -5 6 -1 9 -9 11 -11 -7 -2 -3 15 20 -17 -18 21 -20 -10 -16 26 -24 -25 -22 27 28 -23 -29
right_child=1 13 3 4 -6 7 -8 8 14 10 -12 -13 -14 -15 18 16 17 -19 19 -21 25 22 23 24 -26 -27 -28 29 -30 -31
leaf_value=0.022540900394351648 0.014024000217264306 0.010913319034245793 -0.10435108828901392 -0.053954312329466105 0.093154672020178186 0.094832425698883005 -0.10242580830914905 -0.082552654505869016 0.0038295571343689508 -0.080036018070405709 0.078187552952567949 0.021765776374948899 -0.0886131687097792 -0.023213236197759831 -0.031136193191082219 0.0039199039537115322 -0.10555456918918897 -0.0053267667530654903 -0.080652489815980583 0.088076969877366573 0.041130206704221364 0.081098444854440552 0.0042615452622859398 -0.10370895551335756 -0.019269102471492137 -0.099839531388312239 0.0033364070049087926 -0.0017221014521179578 -0.098377473256454767 0.081256074043632359
leaf_weight=0.10894128302879735 0.078289664561452255 1.4250081303543995 0.14831932074957777 0.15943260157534667 0.086622902668523238 0.44083778817524322 0.16296919790966058 0.39824564651320216 7.8783093598443354 0.2868173493429822 0.10440058328094892 0.29792308594960559 0.28840268226485932 0.77794070853269648 0.85608194109954538 0.55037581222131737 0.59610919612765656 0.19302487917491362 0.16641757189790851 0.51958899688906968 0.051713464370308659 0.14136347574002062 0.96523242740658932 0.29923917918131338 0.2952983878494706 0.18989692961986293 52.585439585095273 0.22142611034638549 0.23218635795171849 0.57177684112684801
leaf_count=47 12 34 15 53 15 29 13 119 990 93 11 24 92 44 27 5 73 28 70 19 72 13 33 23 20 27 1922 38 35 38
internal_value=0.0010999 -0.0104938 0.00153477 -0.040596 -0.00216515 0.0017787 -0.0523577 0.00199568 0.00152737 0.0296442 -0.0378124 0.0653665 -0.0666999 -0.001138 0.00203231 -0.00512236 -0.0461309 -0.0810385 0.00322271 0.0471451 0.00164265 0.00268626 0.00320975 -0.0209073 -0.0617689 -0.0696668 0.00390957 0.0297419 -0.0304579 0.0580923
internal_weight=71.0776 2.56964 68.508 0.394375 0.246056 68.1136 0.27191 67.8417 66.7117 1.12998 0.391218 0.738761 0.366692 2.20295 66.3135 9.45943 1.33951 0.789134 56.8541 0.686007 8.11992 56.168 55.312 1.55977 0.594538 0.24161 53.7522 1.16675 0.37355 0.793203
internal_count=4034 182 3852 83 68 3769 60 3709 3552 157 104 53 104 78 3433 1195 106 101 2238 89 1089 2149 2122 76 43 99 2046 124 48 76
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=20 15 20 17 3 8 18 21 8 20 6 7 2 21 22 4 15 10 10 10 22 10 0 5 13 12 15 16 20 14
split_gain=0.0432874 0.239044 0.204918 0.162485 0.136259 0.194877 0.182252 0.145649 0.123814 0.106912 0.44366 0.0872268 0.0820802 0.0771483 0.0755833 0.160765 0.101066 0.134636 0.175488 0.069647 0.301497 0.0968124 0.10149 0.135787 0.218148 0.0831943 0.266685 0.278144 0.365273 0.246392
threshold=36.620308449100001 23.292710050100002 37.038444968100009 193.82841840970002 89.695028606150018 8.1436447804000007 13.012604996900002 0.89981818375000011 6.2451263653500009 37.828051409500013 14.865347326450001 24.142338514450003 88.501682544250016 1.0000000180025095e-35 0.23835000000000003 204.80369648085005 20.729785921300003 76.279622535200005 81.320481529800006 75.634392583900009 -0.094519999999999993 75.408562100950022 96.959242474650011 16.569990495050003 107.29098706995002 121.36065266065002 28.626568391100005 18.684956306450005 39.337369931850013 180.62805478345004
decision_type=2 2 2 2 2 2 2 2 2 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 11 7 8 -6 10 13 -3 -13 -4 16 -16 17 -11 -19 21 -21 22 23 24 -18 29 -27 28 -28 -25
right_child=2 4 9 -5 6 -7 -8 -9 -10 14 -12 12 -14 -15 15 -17 19 18 -20 20 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.099463109202881664 -0.099962780091330652 0.095911814283788824 0.014944085602434053 -0.0070372892801382749 -0.098821922511782345 -0.0046237510618331356 0.09250656723090725 -0.073231951911344337 0.098485643697019065 -0.057502276058247551 0.086093350596414583 0.070399186472847652 -0.012623399630389019 -0.030448149086005242 -0.006850032350469144 -0.10033297735284021 0.079893167855341743 0.059234851121137654 -0.0035464251516316575 -0.10036718825199295 -0.0040409205878415774 0.02779433882772063 -0.018030032920653718 -0.00075988140410293743 -0.0088320919862583391 0.053154872241016018 0.080825846552031719 0.0024313469672728881 -0.092507560299730784 -0.041017832708595034
leaf_weight=0.18339786309998274 0.34644227218663459 0.27249642420792985 0.69037650877851253 0.37840892456915753 0.038860742904944234 2.9069861366879195 0.45064268085843651 0.1535935035062721 0.14326984854415059 0.18134343993865698 0.70691130422892445 0.21364951736177318 0.24653128911813837 0.75177394350794202 0.92247786022926337 0.21874690040760925 0.53638579337348236 0.96122009820714971 0.77136395807113445 0.34484358004283455 3.3109707555961441 1.2520148046314705 2.779859469649181 9.3660899349320044 0.52907539298757911 0.97656429351377383 0.14556202059611578 38.495446773721596 0.59256236524379347 1.7313641221262503
leaf_count=289 42 13 40 33 80 55 42 12 17 203 48 12 32 51 47 87 36 107 607 151 165 25 103 322 8 248 12 865 127 155
internal_value=0.00103089 0.0102162 0.000389287 -0.051451 0.0147609 0.00676522 0.0517687 -0.00291377 0.0563866 0.00096504 0.022469 0.0519524 0.0259217 -0.00871829 0.000232841 -0.0247686 0.000693227 0.0228715 0.031284 -1.35192e-05 -0.0131271 0.000836423 0.000224457 0.00119337 0.0358349 0.000473998 0.00254795 0.0012883 -0.0583253 -0.00704071
internal_weight=70.5992 4.60943 65.9898 0.724851 4.42603 3.63966 0.786367 0.335724 0.182131 65.265 2.14906 0.732677 0.460181 1.44215 63.1159 1.14122 61.9747 1.91393 1.73258 60.0607 3.65581 56.4049 55.1529 52.3731 1.06546 51.3076 40.2101 39.2336 0.738124 11.0975
internal_count=4034 552 3482 75 263 112 151 109 97 3407 139 57 44 91 3268 134 3134 917 714 2217 316 1901 1876 1773 44 1729 1252 1004 139 477
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=7 9 7 0 7 22 20 8 22 22 6 2 22 23 20 23 7 22 0 5 22 5 23 20 23 6 16 22 20 20
split_gain=0.220344 0.178704 0.174476 0.504869 0.3825 0.27905 0.317952 0.196381 0.394523 0.219972 0.315063 0.60943 0.51184 0.484658 0.366793 0.326925 0.318433 0.429403 0.339086 0.320362 1.07743 0.306623 0.505046 0.394134 0.295651 0.275137 0.31963 0.264363 0.241321 0.221755
threshold=22.105125139000005 227.07958281845004 22.721067571950005 85.732241321850012 22.747724408400003 0.26941000000000009 38.064633603500006 8.9430209551500024 -0.08786999999999999 -0.037054999999999998 15.255356438950001 124.62464352050002 -0.058374999999999996 0.12535000000000004 43.832725745850006 0.082935000000000023 23.032902590750002 -0.074349999999999986 88.606203063300015 21.500664456800006 -0.093879999999999991 18.769588925400004 -0.09053499999999999 43.120094701700005 0.08729000000000002 16.525386113000007 22.654947022900004 -0.061874999999999999 42.824128352900011 35.419594101850009
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -5 7 -7 9 -9 10 13 15 16 14 21 -12 -13 18 19 20 -18 22 -6 27 -20 26 -11 29 -21 -23
right_child=2 -3 3 4 5 6 -8 8 -10 25 11 12 -14 -15 -16 -17 17 -19 24 28 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00032030426297617435 0.00045052461151603285 0.0019888150579537183 -0.0016332136198077994 -0.0012260651757155414 -0.0021271150959848457 6.6385229947019226e-05 -0.0020677537689421047 0.00082673529919010985 -0.0015682368637158321 0.00038307712249944511 0.0017799986929422935 -0.00035993559052440301 -0.00093249759512842377 -0.0020930851023305513 -0.0019834778921734653 0.00060895069308581598 0.00067373625083624097 0.0012064993364362525 0.00033642298062593995 4.4086860059459697e-05 -0.0022491321761533381 0.00033104333952913354 0.0001873181269926439 0.00052952937589269289 0.0018442080415942827 -0.00056500334912090754 0.0014355552656733609 0.0008588454788265354 0.00066507772683941908 -0.0020771671348127703
leaf_weight=4.0048002374990395 10.793616826337255 0.1331385951489209 0.5830690326547473 0.7181878695555487 0.37048656429442672 0.69846730013887171 0.43589382108712016 0.44470863608876243 0.65236646478297078 22.216206218299718 1.0713532790541673 3.1710233837366202 1.6179026644676877 0.42745234005155808 0.34591784965596062 6.343409369001165 1.0829232707619665 1.8582498289178975 1.2290991418994957 8.4549864379223418 0.87799949897454155 0.17511799420026342 16.803381063504734 0.67342858458869148 0.84285815525799979 1.1064565153792489 1.1676920927129675 0.18253660388290782 3.3628795174881807 0.91586826486309292
leaf_count=833 296 5 131 14 87 64 67 22 27 662 62 41 20 47 378 77 10 30 31 64 37 8 782 10 19 20 42 11 28 109
internal_value=0.000196254 -0.000246008 0.000216903 0.000184504 0.000198225 0.000211591 -0.000753687 0.000226114 -0.000597415 0.000238275 0.000163461 0.000290641 0.000129969 -2.77655e-05 1.75849e-05 0.000778155 0.000212295 0.00031476 0.000210217 9.90071e-05 -0.000634973 5.37865e-05 0.00013739 -0.000683668 0.00094978 0.000390425 0.000435633 -0.0013252 0.000220795 -0.00169062
internal_weight=92.7615 4.13794 88.6235 77.8299 77.2469 76.5287 1.13436 75.3943 1.09708 74.2972 49.8069 29.9127 22.4979 19.8942 19.4667 7.41476 20.88 17.709 15.8507 13.7788 1.96092 19.1208 17.1739 1.94695 2.07196 24.4904 23.3839 1.27352 11.8179 1.09099
internal_count=4034 838 3196 2900 2769 2755 131 2624 49 2575 1851 419 280 1432 1385 139 260 219 189 139 47 1007 869 138 50 724 704 128 92 117
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=12 12 12 22 21 21 23 21 23 23 17 22 20 16 17 22 16 21 23 22 12 0 20 17 3 7 18 17 0 20
split_gain=0.1555 0.294567 0.281059 0.188407 0.188026 0.6147 0.328985 0.253451 0.240972 0.215634 0.272552 0.21324 0.247291 0.285802 0.187056 0.193324 0.165715 0.328834 0.223538 0.349007 0.243586 0.216302 0.517511 0.485092 0.25003 0.21746 0.199774 0.228595 0.247392 0.218731
threshold=147.88310320375004 145.97209859650005 150.73104262400003 -0.063749999999999987 1.9176293050000004 1.2135331028500003 -0.11012 2.2961539179000003 0.093580000000000024 -0.092630000000000004 199.72613295375004 -0.59260499999999994 43.525909308350002 18.924955745200005 192.41413881610001 -0.02903 18.684956306450005 1.0000000180025095e-35 0.096665000000000015 -0.59502499999999992 243.44243106745003 86.329079026800017 41.827117825850003 188.64489188380003 93.394346993650018 22.575645983950004 16.652828489350004 203.30705351230003 102.03236296680001 42.536568606950006
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 9 -6 8 -8 -1 14 -9 -13 -14 -11 -16 17 -4 26 -20 -21 22 -18 24 -24 -26 27 28 -19 -28
right_child=2 -3 16 -5 6 -7 7 11 -10 10 -12 12 13 -15 15 -17 21 18 19 20 -22 -23 23 -25 25 -27 29 -29 -30 -31
leaf_value=0.001076932004048525 -0.0021578288562938723 0.001551572481846652 -0.0017578244877406609 -0.00015221834619641179 -0.0012207314465057198 -0.0015733022526405675 0.0019204627473853023 0.0016394356761748356 0.00039099265988587543 -5.8623945261698645e-05 -0.0012927027902642715 0.00031873272166181056 -0.0017722390198202462 6.1472341459446313e-05 0.00013233169671105529 0.0014833908593388223 0.00011537948735972328 0.00018034294523688185 0.0011576777752789408 -0.0020259909858381673 0.00063149567949040463 0.00025410663633467287 0.002085275362104217 -0.0020966490005537722 0.0001508944513461138 -0.0020267943881052955 0.000845132925556737 -0.0015456376804592374 -0.0021723903568267259 -0.0013646808886603598
leaf_weight=0.87344019643842319 0.34739260551759799 0.67030578122284978 0.46776496779392474 0.3738977989560216 0.52979618368226411 0.87855016934827279 0.73747112396814063 0.44674629432847979 0.85544152290094644 4.2040652886846583 0.5414350779074083 26.511275385684716 0.4649642815960523 1.0996113524597602 0.93741718411547481 0.71989179726187991 9.9763013104966358 2.5549185794086506 0.25076434518996393 0.6526379779675151 0.16642303852495388 28.666888244333677 0.1697544902563084 0.85522224677333725 0.56483403505990282 0.25629376939832582 1.7087584431264415 0.41126874807287084 0.18422007808544538 0.19151105203212626
leaf_count=165 20 46 232 25 121 50 63 15 11 169 42 580 314 41 25 22 150 400 14 121 37 440 1 132 79 37 290 82 112 198
internal_value=0.000171747 0.00026283 9.65341e-05 -0.00111817 0.000240566 -2.40388e-05 0.000310978 0.000337924 0.00109909 0.000163023 3.83515e-05 0.000295415 0.000274028 -0.000483474 0.000161306 0.000719197 0.000115145 -0.00017325 -5.21479e-05 -0.000866346 -0.00148602 0.000162072 -6.10942e-05 -0.00101475 -8.09779e-05 -0.000528815 0.000120314 -0.000182551 2.21105e-05 0.000622426
internal_weight=87.2693 39.4704 47.7989 0.72129 38.8001 8.1548 30.6453 30.1155 1.59291 7.27625 6.40281 28.5226 28.0759 1.56458 5.86137 1.65731 47.0776 6.58827 6.1205 1.06983 0.819061 40.4893 11.8224 1.8461 0.990882 0.821128 5.05068 3.15041 2.73914 1.90027
internal_count=4034 1664 2370 45 1618 473 1145 1024 74 423 258 950 935 355 216 47 2325 1486 1254 172 158 839 399 249 117 116 1082 594 512 488
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=20 20 9 16 15 6 17 15 6 15 23 7 9 2 4 9 20 17 21 16 22 9 0 5 12 23 6 4 12 4
split_gain=0.0444288 0.102411 0.0958899 0.106864 0.0744326 0.0563768 0.0555214 0.0719491 0.0419688 0.041824 0.161534 0.0777437 0.0745706 0.0496472 0.377669 0.297423 0.287053 0.265012 0.263271 0.222799 0.293585 0.156482 0.17418 0.2201 0.291134 0.172658 0.151859 0.13901 0.122246 0.119279
threshold=32.724174661450007 34.654301448200009 190.73543849905005 19.144955230800004 36.346245650200011 15.785368822600002 160.21442126885003 35.098844929350008 13.315311110100001 46.074827201850006 0.090390000000000012 22.575645983950004 199.89081775665002 188.47750099235003 274.40025405315004 214.65508306360002 41.571132012400007 197.20536406400001 4.1284891430000012 22.604947139800004 -0.061874999999999999 192.31210988165003 86.20003303655001 21.386268748550005 224.53874944810002 -0.22900999999999999 13.835323260100003 294.35264367105009 209.59843599465003 387.60063489055005
decision_type=2 2 2 2 2 2 2 2 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 5 8 -1 -2 7 -3 -4 13 11 -11 -12 14 -8 28 17 27 -18 20 -19 25 -23 24 -24 29 -26 -15 -16 -20
right_child=1 6 3 -5 -6 -7 9 -9 -10 10 12 -13 -14 16 15 -17 18 19 21 -21 -22 22 23 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.079491843944208301 -0.1000672033007028 -0.095949284791207415 0.04916935714744667 0.087348130582349165 0.032836961068406091 0.056280114431045608 0.001408782134988429 0.094903993861163063 -0.034306817566026909 0.010689541364529032 -0.016716669295756582 -0.096456261339692151 0.018295567145688901 0.038154765225696344 -0.036001761522695318 0.05918694895822367 -0.067861916446105147 -0.033930690232778539 0.073074110070050352 0.088307674908360695 0.063331363387471223 -0.035336591563998897 0.011041185729076933 0.02982371263903379 0.013921911138283402 -0.097190340056565433 -0.10462945976024333 -0.0031504573386588407 -0.11209803978932478 -0.094912231883821266
leaf_weight=0.14946274838723539 0.063235163900684621 0.10038721721596644 0.095373584241315257 0.33263313793577254 0.080645205453038216 0.030288843816379085 54.55270208510359 0.021253218874335289 0.12175664084497839 0.078362427841056514 1.2389634667342764 0.25849479384214646 0.95771021157270286 0.97962683803780093 0.30774992457281669 0.15833971414758707 0.57417876090426023 0.46538977296000861 0.12111139754529154 0.80909832258475933 0.67567829791983069 0.83109827595399099 1.2025568314093105 2.4784966250881553 0.1289498051389727 0.29279009649457077 0.37487161974422634 2.7671738118662006 0.47959235950838774 0.054388251936046572
leaf_count=194 45 264 26 18 4 20 1977 1 17 12 47 90 30 26 122 25 136 162 47 67 79 26 24 39 54 302 21 112 14 33
internal_value=0.00121458 0.00134941 0.0387761 0.0537818 -0.0401243 -0.0494323 0.00100502 -0.0626031 0.00235976 0.00111589 -0.0107697 -0.0715311 -0.00145196 0.00156363 0.000385302 -0.0586553 0.00712664 0.0223118 -0.00715253 0.050483 0.0236626 -0.000796518 0.00406702 0.0118924 -0.0141526 -0.0528911 -0.074287 0.00764908 -0.0823541 0.0210143
internal_weight=70.7824 70.5523 0.643287 0.549763 0.230108 0.093524 69.909 0.12164 0.21713 69.7873 2.53353 0.336857 2.19667 67.2538 55.4984 0.945682 11.7554 5.69697 6.05844 1.95017 1.14107 5.48426 5.01597 4.18487 1.70638 0.46829 0.503821 3.7468 0.787342 0.1755
internal_count=4034 3836 126 61 198 65 3710 265 43 3445 179 102 77 3266 2138 161 1128 446 682 308 241 546 164 138 99 382 75 138 136 80
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=6 6 3 16 14 18 5 22 21 10 20 15 16 21 15 16 5 9 5 6 23 7 23 5 5 0 20 2 19 22
split_gain=0.213841 0.443762 0.288986 0.221949 0.201015 0.469473 0.22598 0.188581 0.428211 0.245929 0.181581 0.225502 0.192625 0.549633 0.573201 0.534566 0.431258 0.329371 0.305098 0.266912 0.231905 0.393632 0.391324 0.225427 0.367892 0.224231 0.428087 0.439011 0.267566 0.257925
threshold=13.65531905435 13.78532209185 81.715684874950014 18.844955932300003 277.23638966875006 17.399600107550004 11.270433591700002 -0.50001499999999999 5.2345280387500006 75.499969677400017 35.419594101850009 35.517387705950007 21.734949174200004 11.798219863050003 35.83914456115 22.454947490600002 21.955793948900006 207.46043187945003 21.850554661550003 16.455384477450004 0.049900000000000007 24.909276771700004 0.079605000000000023 20.305669781650003 20.556063402800003 86.329079026800017 41.942745071500006 101.23478163165002 14.251149826300002 -0.06828999999999999
decision_type=2 2 2 2 2 2 2 2 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 -3 -2 -1 -6 -7 8 -4 10 11 -9 13 14 20 17 -16 -14 -15 -20 21 -12 -22 -17 -25 26 -26 -28 -29 -27
right_child=1 2 7 -5 5 6 -8 9 -10 -11 12 -13 15 18 16 23 -18 -19 19 -21 22 -23 -24 24 25 29 27 28 -30 -31
leaf_value=5.6069621611050713e-05 0.0014888629502782323 -0.0011883288995037967 -0.001203519296693614 0.00046802118084954888 -0.0016011308785439514 -0.0019775029929006652 0.00090307471765933617 0.00029181724537637605 0.00055384018021585536 0.001026587283709601 -3.9242549707825134e-06 0.0015964258559211914 0.0019909209427460915 -0.0020436584023383495 -0.0018961724334281365 0.00063857785162538033 -6.8975833775248302e-05 -1.57149319001791e-05 0.0019929850263744222 -0.0019796252150694606 0.0019770471105046154 -0.0021202602834412285 0.00026953283231314967 -0.00097097052781126934 0.00018476966455024732 0.00019268252410579978 7.9072744353330957e-05 0.00026381722307881823 -0.0018533717257531316 0.00064565785150062966
leaf_weight=9.6973666420392401 1.5154926815885112 0.57005560281686385 1.1123611467919539 1.7812640964984892 0.94472003558189388 0.12432104322724058 0.66362418001881451 1.3936582707092378 1.0236603656230725 1.4593157316267014 3.7347437200369411 0.80282716499641527 1.0823396481573571 0.72424639121163537 0.89659833529731203 4.6335889520123592 1.1132445816765537 0.44329857965931285 0.16182752512395382 0.10870190438436111 0.53528938384260882 0.37150510400533665 14.335178336908937 1.0362997259944666 16.456055682327136 13.784059416968377 1.6165818147710518 0.28875815001993022 1.1181809946028805 7.4421697231009594
leaf_count=825 33 45 123 10 436 352 87 133 27 21 341 25 70 62 89 55 43 15 4 47 18 12 434 34 204 133 59 21 167 109
internal_value=0.000196938 0.000232975 0.000202521 0.000937294 -5.38437e-05 -0.000669006 0.000448581 0.000212998 -0.000361328 0.00022968 0.000213546 0.000768659 0.000196098 4.41318e-05 0.000111636 0.000265834 -0.000884095 0.00140786 -0.00137999 0.000396744 0.000217095 -0.000195396 0.000330998 0.000228264 0.000182717 0.000212088 6.01749e-05 -0.000617954 -0.00141884 0.000351501
internal_weight=90.9713 79.5413 76.2445 3.29676 11.43 1.73267 0.787945 75.6745 2.13602 73.5385 72.0792 2.19649 69.8827 21.9813 20.9866 47.9013 2.00984 1.52564 0.994776 0.270529 18.9767 4.10625 14.8705 46.3757 41.7421 40.7058 19.4796 3.02352 1.40694 21.2262
internal_count=4034 2334 2291 43 1700 875 439 2246 150 2096 2075 158 1917 1050 937 867 132 85 113 51 805 353 452 782 727 693 451 247 188 242
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=7 9 18 7 7 0 18 21 22 7 16 23 7 22 20 22 20 21 16 22 17 19 20 21 18 20 0 17 22 22
split_gain=0.0397983 0.0842395 0.0776505 0.0734189 0.182539 0.191447 0.0899069 0.251147 0.170785 0.169714 0.165336 0.111221 0.108558 0.105893 0.0801687 0.0754471 0.172311 0.0793359 0.143653 0.314248 0.153849 0.233359 0.252926 0.137537 0.207333 0.129945 0.138843 0.185373 0.126711 0.206222
threshold=22.105125139000005 227.07958281845004 13.376114027300002 22.721067571950005 22.747724408400003 85.732241321850012 12.971888692100002 5.7587983756000005 -0.06828999999999999 22.620600126450004 22.594947163200004 0.10371000000000001 22.516377366000004 -0.077729999999999994 37.52517992975001 0.26941000000000009 38.064633603500006 1.2199730554000003 15.404963976500001 -0.59681499999999998 188.83172615260003 13.351077205700003 35.419594101850009 1.7791739561500002 13.843998451900001 36.257608591500009 93.399723909900004 198.89195247110004 0.13006000000000004 0.17076500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 14 -2 9 12 10 -8 -10 -9 -11 -6 17 -17 18 19 -7 -20 22 -22 24 -19 26 -25 -28 -27 -30
right_child=3 -3 -4 4 5 15 7 8 11 13 -12 -13 -14 -15 -16 16 -18 23 20 -21 21 -23 -24 25 -26 28 27 -29 29 -31
leaf_value=-0.0099415399503910238 0.0013271433071175291 0.098860505544505373 -0.098934798354189987 -0.060588549668242307 0.039302296847229176 0.09228976923366089 0.072571738154651316 0.0353811596143212 -0.069176711324217419 -0.073803222831795967 -0.0039130931324733347 0.047343213383501469 0.09894376444820431 0.0014563339191664296 -0.099460504813201511 -0.00022959148052981168 -0.10066936099823631 0.047372407732948534 0.061273424563204559 -0.10374252954111909 0.050313389045688779 0.018738796284872582 -0.095304790203510209 0.099083968204434214 -0.078744172646608698 -5.1540449529374463e-05 0.077252608448803675 -0.099921397636225984 0.082946218167036706 0.0057311803131567651
leaf_weight=2.4612452580026769 4.1387108353446882 0.065964188426732906 0.097990739394233972 0.46436615115089708 0.047633529407902553 0.11177168326298659 0.4158696334816343 0.43205356373914561 0.15164487774705993 0.37365079057053663 0.7833669981919229 0.16377370295231231 0.64204137498427372 0.34619062347337592 0.25031580567247147 0.59331964517559654 0.22697885947536633 0.17177359014749427 0.66305442678276438 0.26483136646881089 0.16628601381671604 4.0950484513741685 0.36918021531892009 0.26798012852668662 0.463017838992414 50.563613277140036 0.122306460818983 0.10591312545471965 0.46457750068543546 1.1689777321835206
leaf_count=682 76 5 151 15 6 40 36 36 34 9 32 11 30 32 124 64 67 7 21 232 12 165 49 14 74 1864 15 37 32 62
internal_value=0.00131535 -0.0105295 -0.013349 0.00177244 0.000643188 0.00111617 0.0109585 0.0230063 0.05475 2.21621e-05 0.0226102 -0.00867647 0.0733758 -0.0376089 -0.0772763 0.00150663 -0.0280216 0.00191718 0.0129426 -0.0455623 0.0171048 0.0107802 -0.0500839 0.000744896 -0.0446172 0.00129137 0.0512254 -0.00497106 0.000816682 0.0276909
internal_weight=70.6534 2.6252 2.55924 68.0282 60.5809 60.1166 7.4473 3.30859 1.38951 1.91908 1.19924 0.315419 1.07409 0.719841 0.297949 59.8186 0.820299 58.9983 5.67017 0.376603 5.29357 4.63051 0.535466 53.3282 0.634791 52.6934 0.4962 0.22822 52.1972 1.63356
internal_count=4034 838 833 3196 2900 2885 296 220 111 109 68 45 66 41 130 2755 131 2624 519 272 247 226 61 2105 81 2024 66 52 1958 94
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=6 22 16 16 16 5 19 17 22 6 6 2 9 22 10 20 17 21 21 23 6 9 21 22 10 22 15 22 22 17
split_gain=0.168443 0.14911 0.123257 0.2271 0.199235 0.125834 0.224582 0.214417 0.294343 0.14092 0.324545 0.320024 0.330383 0.226228 0.388075 0.385405 0.189012 0.403024 0.187586 0.403172 0.474571 0.452113 0.274419 0.429844 0.755228 0.280262 0.429396 0.26234 0.65126 0.722384
threshold=6.9501623894500009 -0.167075 12.604970524100002 9.719977270450002 9.2849782877000013 13.154029769200003 11.950964240300001 241.79519611995002 -0.15447999999999998 13.65531905435 13.78532209185 185.72519583365002 224.10491522260003 -0.50001499999999999 69.999384342500022 40.750688432250008 210.83037188440002 6.4178488307500006 2.7968392888000007 0.079470000000000027 14.775345223550003 215.54845996915003 4.0199878722000006 -0.11572 71.787208999250012 -0.039434999999999998 37.050691080100002 -0.070909999999999987 -0.101395 194.73806315685002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -4 8 -8 11 -11 -7 -13 14 15 -12 18 -18 19 20 -15 27 23 -20 25 -25 -27 28 -21 -30
right_child=2 -3 5 -5 -6 9 7 -9 -10 10 13 12 -14 16 -16 -17 17 -19 22 21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.00036746851215331886 -0.0020068893119846191 -0.0019882988208169009 0.0018956190687123831 -0.0019824829153351352 0.0017583000512485746 6.7453643127615053e-05 0.0013916566874516555 0.0013862364681656158 -0.0016976900624138883 0.00080717605809792615 0.00046760270345738757 -0.0016602565421597291 0.0010993847468358155 -6.7461882745685627e-05 -0.0020648455725774187 -0.0017844616459467648 -0.0017734328060258905 0.00024833306896344801 0.000287605677988415 0.00057394933147341526 0.0013876551583776736 0.0014168271835751868 0.00019645002589695987 -0.0023722687333577559 0.00042919979895331047 -0.0022399326484140998 0.0003398558928101951 0.00044452215399516946 -9.6096324920125822e-05 -0.001900265938042786
leaf_weight=0.17099429821627155 0.078549023537447193 0.26093691305513189 0.45379128982312866 0.28049465185836198 0.17311287568372791 8.6602329331581114 0.18343124793318566 0.34677713015116751 0.33533427564543672 3.201514752523507 1.3317545785685063 0.81144523087277665 0.20994455748586915 1.258709275163713 0.45481635804753739 0.37426102149765927 0.58628377027343859 1.0725930964108554 2.9644843537316774 2.8159228898875877 2.732181905368634 1.1014534253481532 49.177676237298328 0.85581009533780161 1.2371728029102085 0.45821185506247208 0.54084560375486035 4.9906915779720276 2.7375132208762816 1.239613303041551
leaf_count=126 152 657 18 323 16 221 24 23 58 41 42 112 18 18 32 81 35 41 33 69 308 41 1115 75 7 43 28 145 52 80
internal_value=0.000165876 -0.00105569 0.000171695 -0.000769192 0.000583104 0.00017725 0.000778355 0.00019259 -0.000605322 0.000168321 0.000195641 -5.49735e-05 -0.00109302 0.000169856 -0.000455495 -2.6449e-05 0.000188174 -0.000466204 0.000203227 0.000384153 0.000928718 0.000215486 0.000147948 -0.000245878 -0.000757355 -0.00154877 -0.000843349 0.000103194 -0.000147572 -0.00065843
internal_weight=91.0966 0.431931 90.6646 0.532157 0.251662 90.1325 1.31933 0.865543 0.518766 88.8131 79.1315 9.68162 1.02139 75.93 2.16083 1.70602 73.7692 1.65888 72.1103 16.8761 3.99089 12.8852 55.2342 6.05652 3.09204 1.85487 0.999057 11.7837 6.79305 3.97713
internal_count=4034 783 3251 491 168 2760 123 105 82 2637 2286 351 130 2245 155 123 2090 76 2014 713 326 387 1301 186 153 146 71 346 201 132
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=20 20 22 23 15 19 22 17 6 6 9 22 21 2 19 19 5 20 21 22 5 0 20 2 6 22 20 23 9 21
split_gain=0.039716 0.0824478 0.0836716 0.0694576 0.0555696 0.0479716 0.0979916 0.0972182 0.0398421 0.147077 0.139576 0.125204 0.208002 0.120402 0.08443 0.352679 0.192505 0.135341 0.121424 0.0819284 0.191907 0.244009 0.147981 0.0905526 0.0778411 0.0611997 0.303681 0.0858225 0.0710476 0.152153
threshold=32.724174661450007 34.654301448200009 0.19040000000000004 0.088555000000000023 27.806359898650005 13.951125619400001 0.10957500000000002 176.08408741720004 13.65531905435 13.78532209185 210.33238511570002 -0.50001499999999999 5.2345280387500006 168.84984911130002 11.850956171350001 13.051052998800001 13.058770361550001 43.426640904350009 3.4801976177500005 -0.16276499999999997 23.455765688150006 88.098084476650016 48.226196960950006 253.13454704850002 12.165284239900002 0.20949500000000004 40.137820134150012 0.09450500000000002 194.04304600165003 2.7968392888000007
decision_type=2 2 2 2 2 2 2 2 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 5 4 -1 6 7 -2 14 10 -10 12 13 -11 17 16 18 24 -16 20 21 -13 -22 -24 -3 28 27 -27 -21 -30
right_child=1 8 -4 -5 -6 -7 -8 -9 9 11 -12 19 -14 -15 15 -17 -18 -19 -20 25 22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.096848745859101693 0.063380239668567012 0.0039134782948868361 -0.025727826508032178 -0.085423491736803484 0.068914536501323342 0.092488240809992864 0.097951026166355606 -0.097473338084281241 0.048408661494003614 -0.08917027180197748 0.0029224571934502387 0.095290016716460105 0.0076948076938292689 0.0023262239379879431 0.043437955360836673 1.0815649083756137e-05 -0.098159271855274385 -0.08651755632468848 -0.071647865718632117 -0.0049790376423836952 -0.080718017947160117 -0.0033930039597853063 0.081860002392110193 -0.025297542988819779 0.053283995864795736 0.026673869303618578 -0.067192013598436601 0.093953916340165283 0.01549979999989191 5.1959264178791522e-05
leaf_weight=0.025741998892015228 0.064033686813671831 3.9461385498193007 0.14785889351969672 0.12779701028838986 0.068138864797219867 0.20131778053473681 0.10836655359526048 0.07580740020500798 1.2035883049829856 0.50732811148917878 1.2925197630247565 0.50835686801109747 0.762840170704294 0.18001406342955306 0.18871794182587098 3.44466973177623 0.6140889293960754 0.14596824118850538 0.15365433668807782 14.712399946614381 0.22717856588405994 0.42501946766424226 0.13152344455011189 0.1633228920691181 0.31887521369390004 0.38546778215095301 0.24366813904998708 0.32103683520108461 7.1854289938491993 32.682390164989556
leaf_count=107 30 423 19 55 36 20 3 54 25 96 16 26 28 22 56 206 182 415 202 564 165 36 12 39 39 35 29 15 358 721
internal_value=0.00130968 0.00143769 0.0369935 -0.0393101 0.0234625 0.0576239 0.0293459 -0.023818 0.00113314 0.00200678 0.0248553 0.0010308 -0.0268586 -0.0652075 -0.00490773 -0.0143265 -0.0659619 0.00448999 -0.00821177 0.00174054 0.0242522 0.050354 -0.0224176 0.0225027 0.00760468 0.00115053 0.0253344 0.057246 0.000729518 0.00283614
internal_weight=70.5633 70.3416 0.597384 0.221678 0.0938809 0.449525 0.248208 0.139841 69.7442 60.9321 2.49611 58.436 1.45018 0.687342 8.81211 4.40113 0.956461 4.41098 0.342372 56.9858 1.4554 0.933376 0.522025 0.294846 4.26501 55.5304 0.950173 0.706505 54.5802 39.8678
internal_count=4034 3836 126 198 143 107 87 84 3710 2187 41 2146 146 118 1523 646 440 877 258 2000 278 62 216 51 462 1722 79 50 1643 1079
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=17 14 16 17 16 21 7 22 13 9 5 9 9 23 6 2 20 22 12 7 6 22 4 10 7 18 15 21 15 7
split_gain=0.110259 0.201463 0.277231 0.172169 0.316637 0.300587 0.209049 0.193045 0.134765 0.117612 0.19847 0.255423 0.180939 0.211148 0.189968 0.207924 0.151068 0.14015 0.268171 0.272429 0.333775 0.24964 0.538785 0.259082 0.236754 0.722148 0.236138 0.385352 0.565131 0.264545
threshold=208.33805927010005 391.86095043435006 22.604947139800004 241.79519611995002 18.764956119400004 10.959760372700002 25.520256579150004 0.15607500000000005 115.12515406205002 219.96883426190004 24.794052175750004 222.81044357820005 215.54845996915003 0.083950000000000011 17.755414852450006 56.478612905150008 38.244973486750006 -0.06483499999999999 90.84682862195001 23.314707969200004 16.325381439950004 -0.054619999999999995 201.91631403790004 61.853356207250009 23.203497038450006 13.314799198000001 42.493282152450007 7.1067965614000004 44.190294328500009 23.296055099200004
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 8 -2 -6 12 11 -11 14 -14 17 -16 -15 18 19 20 -1 22 -19 -23 25 -25 -20 28 -28 -29
right_child=3 2 -4 -5 6 -7 -8 -9 -10 10 -12 -13 13 16 15 -17 -18 21 26 -21 -22 23 -24 24 -26 -27 27 29 -30 -31
leaf_value=0.0011220944431927439 -0.0018728708971135076 -0.001965543457291137 0.00046655543373801009 0.0010983682424474514 -0.00093030683893615513 0.00097235485307361558 0.00044651611667277847 0.00041915979571985974 0.000233494055795745 -0.0020515513789059756 0.0010316067792451274 -0.0001128978862912534 -0.00016655339034930421 0.00034849938256113907 0.00045941435209002744 -0.0014759231348618559 0.0015532064054171791 -0.00060635504399924526 0.00022396257723438791 -0.0020631260652518232 -0.0014511773679065114 0.0014919470837903394 0.0014078318816591524 0.0001799731023434609 0.00031304614239341757 -0.0016928787833189161 -0.0001922066275602424 -0.0003998514440841256 -0.0021305785990869521 0.00059652298933356282
leaf_weight=0.40874652266710743 0.86338318209959541 0.38891068740673418 0.33576177744544111 0.43203632659424318 0.9640806933166457 0.23195510249684037 2.4034256919985637 0.1689204900758341 0.63418595353141427 0.3699058910133306 0.32731180192786258 0.88983526689116843 0.70383591762038067 0.63435954326996569 0.35432197648333286 0.53673016609536717 1.0841343077045165 0.69152417976875158 35.765431131295657 0.4165629131894093 0.36851437564473599 0.6330822952513796 1.9515150545344111 4.700344203116404 22.71099816124314 0.95184425597147981 2.1707428621593858 1.673485686213098 0.78826445110462362 2.6418152464320883
leaf_count=21 239 345 40 83 30 69 42 38 40 32 19 43 22 11 23 202 48 39 1491 73 24 45 57 118 569 110 18 50 76 17
internal_value=0.000172124 0.000190561 -0.000838681 -9.15704e-05 -0.000189197 -0.00104461 8.10547e-05 -0.00149782 -0.000468515 0.000199795 -0.000328713 -0.000682157 0.000210387 0.000738022 0.000193737 -0.000706347 0.0011085 0.000204308 0.000133036 -0.000783658 -9.79433e-05 0.000303951 0.00088084 0.000251367 0.000223676 -0.00013542 0.000158463 -0.00016358 -0.000708579 0.000210126
internal_weight=87.196 81.498 0.724672 5.69799 5.26595 1.26426 4.00169 1.0323 1.59827 80.7733 1.58705 1.25974 79.1863 2.42233 76.7639 0.891052 1.71849 75.8729 44.2336 1.19382 0.777261 31.6393 2.64304 28.9963 28.3632 5.65219 43.0397 7.27431 2.95901 4.3153
internal_count=4034 3493 385 541 458 346 112 277 70 3108 94 75 3014 81 2933 225 59 2708 1770 118 45 938 96 842 797 228 1652 161 94 67
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=10 0 0 23 22 23 5 18 2 9 15 10 18 10 15 18 15 19 0 13 22 18 0 13 22 8 21 3 9 15
split_gain=0.160121 0.689951 0.655874 0.515251 0.443965 0.838942 0.38197 0.771353 0.361392 0.295576 0.446504 0.289304 0.586172 0.415032 0.282549 0.256781 0.252205 0.246867 0.237018 0.225477 0.23405 0.258491 0.208922 0.409606 0.20686 0.206482 0.28041 0.206443 0.302048 0.19779
threshold=66.590419433100024 90.407470010750018 92.313586825200005 0.13377000000000003 -0.059424999999999999 0.083495000000000028 18.769588925400004 13.946975448150001 72.043920985000014 206.75106037490002 23.908355817750003 64.407391431150018 13.552878921100001 62.837331883000012 28.626568391100005 14.030930991100002 28.343014915050002 10.550851274900003 90.767723400200012 109.63263410155001 -0.58559499999999998 16.444362185000006 87.278104746850019 115.68166489510001 -0.117885 8.543332867800002 3.2432014949500005 88.931506497100017 204.27826083785001 21.092276343250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 27 4 5 19 8 -8 24 14 17 13 25 -1 16 -6 29 -11 -3 20 -4 -22 23 -15 -7 26 -13 -2 -29 -10
right_child=2 18 3 -5 15 6 7 -9 9 10 -12 12 -14 22 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0002385656832401321 -0.001515833062279078 0.0019943956724082293 0.00069488615820235641 -0.0020260597836287858 0.0016337910991678108 0.00077703511571715551 0.001989159436394528 -0.0016794568380998527 0.0015708185197566243 0.0012679369086504245 0.00027176377023579323 4.3889573251439196e-05 -0.0014515064076632393 -0.0014911887388593381 -0.00030435029760168141 0.00034826682423558101 0.0019909817627982514 -0.0015180433930722342 0.00058793358904950677 0.00058503909180587549 -0.0020061617535897065 0.00087178158918235402 0.001595316652511941 0.0018229155391578415 -0.0020322862707044557 -0.00066472512850531567 0.0017437030977512861 -0.0018449918553240178 0.0015342651203021469 0.00045008442190858718
leaf_weight=48.045830508082872 1.2115230381195932 1.1529618145432312 0.16575671885129839 0.40692702394880953 0.61717391395268606 0.13407560026826104 0.28093192940286726 1.0217622405943982 0.71581031193602296 0.14022198510792783 3.5149492314376403 1.0838961734552865 1.1560009702475325 0.28423190610919746 1.1334483723621813 18.640894598326753 0.58317504264414299 0.9558371423954668 0.76719822536688287 0.22172062750905741 1.3938811488475256 0.13129082617598431 1.3366197056038798 0.28934050071984529 0.40567216090857883 0.66513261717045669 0.56899216166857502 0.17794765613416519 0.2373139324481599 3.9258923415654863
leaf_count=1325 85 31 99 58 21 17 8 102 146 24 82 21 39 41 43 709 6 127 24 5 361 233 51 8 72 44 86 56 15 95
internal_value=0.00021144 0.000277654 0.000109681 0.000167231 0.000193495 -6.28141e-05 0.000118024 -0.000888303 0.000231928 0.000309002 -6.89597e-05 0.000236153 -0.000310979 0.000274202 0.000583096 0.000389465 0.000775613 -0.00116162 0.00143245 -0.00127415 -0.00151793 -0.00175842 0.00117053 0.000180622 -0.00133444 0.000257804 0.000629035 -0.00110689 8.61879e-05 0.000622916
internal_weight=91.3664 55.3502 36.0162 34.3894 33.9825 14.7244 12.8118 1.30269 11.5091 10.9693 4.61101 53.43 3.47402 49.956 6.35833 19.2581 5.22488 1.09606 1.92016 1.91265 1.69093 1.52517 1.91019 0.573572 0.539748 2.31802 1.65289 1.62678 0.415262 4.6417
internal_count=4034 1670 2364 2208 2150 1420 722 110 612 523 233 1615 190 1425 290 730 247 151 55 698 693 594 100 49 89 151 107 156 71 241
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=4 7 20 22 20 19 0 6 2 19 20 16 9 20 21 21 7 16 19 17 23 18 17 9 10 22 2 17 21 16
split_gain=0.0357313 0.0963348 0.281407 0.315589 0.110026 0.19619 0.173436 0.162711 0.189489 0.35221 0.162029 0.120124 0.137175 0.148682 0.115806 0.153054 0.130698 0.13042 0.250504 0.13675 0.127161 0.151743 0.353713 0.120023 0.0991542 0.0949926 0.136804 0.0848134 0.159761 0.0875312
threshold=244.52697497700004 23.109894804950002 41.32819714970001 -0.037054999999999998 41.289992964000007 14.451165964200003 86.329079026800017 16.495385412050002 282.50503784000006 14.251149826300002 39.792680591700012 22.654947022900004 192.39832633775004 40.984321400500008 13.386374432050003 0.23701408045000003 23.974509389900003 22.604947139800004 14.451165964200003 189.72181505755 0.09117500000000002 13.552878921100001 203.30705351230003 209.03603029655002 62.095317438950012 -0.063749999999999987 178.70687671690004 205.83789591070004 4.2374199175500005 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 2 3 -2 5 11 -7 14 9 -9 -8 12 -3 -14 15 -6 -16 18 19 -17 24 -22 -23 -18 -21 -4 -27 29 -29 -1
right_child=1 4 25 -5 7 6 10 8 -10 -11 -12 -13 13 -15 16 17 23 -19 -20 20 21 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.0057293164045399414 -0.10008812381400228 -0.097817590429373449 0.0052710941487036419 0.0058365303277234208 0.095015226332321359 -0.013871538547744549 0.015902458829029902 -0.00085158130850865072 0.009712338406480666 -0.10497165695641608 0.095474463726594669 0.035803449014140551 -0.0030221210808933198 0.037287197485720174 -0.00099409049752662319 -0.08996756429131024 0.086958167590289334 0.0067352409985919131 -0.085164814806612227 -0.031464211169237317 0.0059139194235173073 -0.10904973319395374 0.025277114738700222 -0.041091990481031453 0.0074832507118382735 0.050953481180303871 -0.096575657171543233 -0.080400173776170578 -0.0048012304274693404 -0.0088273035679540743
leaf_weight=35.518813908541041 0.6131309055632812 0.12529842167645533 2.7424684459851107 0.42143589741695098 0.13958704305218717 0.35014234477421158 0.37798240268602967 0.56955639575607964 0.66001495689852152 0.58460133419066551 0.56974954414181411 0.92726264172233719 7.1802400570008995 0.91622964824273356 0.56283172358794675 0.17732730747732528 0.39861917946873859 5.2554794493044028 0.40366168398759317 0.68496650960878458 0.5425857827067373 0.47231733654371055 0.27566461041442381 0.077661649105721153 3.8033263661573642 0.078935855366588092 0.19054132532883727 0.28850792594664598 1.777578579216424 4.0905359870739622
leaf_count=1726 75 269 226 29 8 30 19 5 12 43 28 31 361 27 30 129 115 83 39 15 3 35 37 26 288 20 84 51 70 120
internal_value=0.00148586 -0.00104786 -0.0145387 -0.0569392 0.00113098 0.00851518 0.042801 -0.00414976 -0.0305601 -0.0535902 0.0637389 0.00365141 2.52611e-05 0.00153945 -0.000404814 -0.00307034 0.0297489 -0.00424908 -0.013326 -0.00845737 -0.00595618 -0.0320241 -0.0595443 0.0660785 0.00153941 2.53033e-05 -0.0533611 0.00325514 -0.0153579 0.00422603
internal_weight=70.7771 29.1016 4.04651 1.03457 25.0551 10.4469 1.29787 14.6082 1.81417 1.15416 0.947732 9.14903 8.22177 8.09647 12.794 11.7549 1.03911 11.6153 6.35985 5.95619 5.77886 1.29057 0.747982 0.476281 4.48829 3.01195 0.269477 41.6754 2.06609 39.6093
internal_count=4034 2067 434 104 1633 765 77 868 60 48 47 688 657 388 808 637 171 629 546 507 378 75 72 141 303 330 104 1967 121 1846
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=16 16 16 18 16 15 17 3 6 12 20 5 7 23 20 20 17 2 5 20 20 13 18 22 17 7 12 16 15 16
split_gain=0.0414446 0.0913681 0.095691 0.0504207 0.0943111 0.193255 0.0430506 0.043017 0.243264 0.194537 0.127098 0.103742 0.210984 0.157118 0.125231 0.0886624 0.0626402 0.19278 0.0567983 0.0515581 0.165474 0.111664 0.27306 0.176482 0.302758 0.252834 0.164987 0.109962 0.134261 0.331341
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.138111898250003 17.684958644900004 20.729785921300003 212.37354083175003 81.105404879350019 12.26528657645 232.35148227425003 33.708131650200009 16.351273197450002 24.638209564850005 0.08895500000000002 42.865207177650007 49.283271594150008 197.91512403570002 82.82761181390002 11.83053163055 38.400997490450003 38.748048509250005 113.97180552410002 13.376114027300002 -0.053159999999999992 190.25644477395002 22.747724408400003 137.49536069020004 15.404963976500001 28.626568391100005 18.684956306450005
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 6 -5 8 16 10 -10 12 14 -14 -9 18 -2 -18 -16 21 -21 23 -23 24 25 26 -13 -22 -29 -30
right_child=3 -3 -4 4 -6 -7 -8 11 9 -11 -12 19 13 -15 15 -17 17 -19 -20 20 27 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.09740422596000449 0.0050040913638452252 -0.096712969186218245 0.082524020859658945 0.095759178598154027 0.096745981001781778 -0.096944586443777736 0.01504182700976575 -0.10213579814681646 0.018896099072441469 0.042000200395865078 -0.098015240445203433 0.035735848683721656 0.080677570230924117 0.0052730652798632337 -0.020044243248571084 -0.098163214496840998 0.0074219727772905364 -0.097572321570566417 0.082262564026876789 -0.036389530990624329 -0.02538246225128642 0.0079163001872627134 0.075311027804008557 0.010849160330850991 -0.065246511948478386 0.081498415569707966 -0.10452923553983051 0.015322685142500476 -0.055249177176997268 0.0012670915447929049
leaf_weight=0.041513280257418184 4.7203853211888136 0.12257723286705868 0.079794706254688208 0.1172265085459675 0.14646325263493054 0.11591377975628347 0.12737118257246038 0.14757494240620772 0.10225656407419581 0.15091615027631633 0.53726288671896327 0.14401091748368322 0.62679612954525488 0.43071482250888948 0.08822061824685079 0.056266784842591733 0.5277642793371341 0.23283256317267842 0.11612215684726834 1.1104637207099575 1.4086591388804652 2.6501379547808033 0.70265847980044771 3.6857871853917441 0.86539383174385875 0.32439856068231165 0.16767813844489865 6.0162526824137776 0.97983057428791553 43.731821722186396
leaf_count=455 175 435 40 31 18 65 36 26 10 19 112 53 48 33 50 45 3 132 8 35 82 147 35 81 87 14 30 448 213 1068
internal_value=0.001366 -0.0381876 0.0209501 0.00150374 0.0317056 0.00528193 0.0537266 0.00128351 -0.0063094 -0.0561579 -0.0793216 0.00203633 0.0273097 0.049966 -0.0313873 0.00867529 0.000879455 -0.0247187 0.0380938 0.00143681 0.000324864 0.00836973 0.0220405 -0.000466369 -0.0282434 0.0220992 -0.039722 0.00110685 0.00184243 2.85695e-05
internal_weight=70.2751 0.243885 0.121308 70.0312 0.506975 0.360511 0.244598 69.5242 6.27142 0.790436 0.639519 63.2528 1.4657 1.05751 0.408185 0.26061 5.48098 0.760597 0.204343 61.7871 53.247 8.54007 3.3528 5.18727 1.50148 0.636088 0.311689 52.1366 50.7279 44.7117
internal_count=4034 930 495 3104 150 132 67 2954 451 141 122 2503 210 81 129 103 310 135 58 2293 1846 447 182 265 184 97 83 1811 1729 1281
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=16 16 23 22 20 23 7 0 10 10 7 22 0 18 22 22 13 6 23 3 20 2 19 0 6 0 20 9 23 15
split_gain=0.129304 0.482688 0.412267 0.30399 0.539404 0.415374 0.322305 0.283153 0.534213 0.305454 0.263119 0.25348 0.230178 0.304737 0.223271 0.515675 0.247371 0.428471 0.36157 0.221703 0.402971 0.519323 0.308155 0.267274 0.218493 0.251113 0.401378 0.171956 0.245571 0.233822
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 -0.059424999999999999 38.244973486750006 0.083495000000000028 23.974509389900003 90.297243227400017 66.590419433100024 65.536543845950021 23.576742473100005 -0.122165 92.313586825200005 14.297806230850002 -0.59260499999999994 -0.54526999999999992 108.08408221840001 14.745344522600002 0.093160000000000034 93.281431752200021 41.942745071500006 101.23478163165002 14.251149826300002 86.20003303655001 14.865347326450001 94.940210418650011 36.010074051050005 206.08934059370003 0.088350000000000026 24.545953118950006
decision_type=2 2 2 2 2 2 2 2 2 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 6 11 10 9 -9 19 -1 -6 -5 -14 -7 -16 27 -18 -19 -2 -21 -22 23 -23 25 26 -15 28 -17 -29
right_child=7 -3 -4 12 5 14 -8 8 -10 -11 -12 -13 13 24 15 16 17 18 -20 20 21 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.00117200011448376 0.00037640764596322848 -0.001631010400857922 -0.0020059394535335154 -0.001224531910231124 -0.00023728750924569754 0.0011321231960889624 -0.0019247367774332044 0.0014643791283441929 -5.4359326551243171e-05 -0.00071582165507116436 0.0018571058341160739 -0.0018240111769437339 0.001311586876322979 0.00035665445540503343 -0.0020620201378599465 0.001808361654375827 -0.0020137020759364577 0.00095684012836342864 -0.0010282098686197271 0.00022394012608923904 0.00018830491226038215 -0.0014040594653806798 -0.0019032122663864099 0.0020770565662783487 0.001291548282717487 0.00031818581658144267 -0.0020684144115860935 -0.0010637831060177534 0.00046227549756893657 0.00032501467178370623
leaf_weight=0.25996299762625585 27.365579070523381 0.59666564100189035 0.33747662385712729 0.3533568868933824 1.0357656843787642 0.95429305713514523 0.88144023982090403 2.0459374138154085 1.5766474672127513 1.26453805156052 0.19144207407862268 0.61805596049316003 1.2373996526225735 0.62321829050779054 0.39294170248399396 0.61349958009145478 0.47071705407870457 0.85554439391853498 0.60033040358393919 17.609063492796853 1.7392691426503 0.18065957277576661 1.1069783642233231 0.15980461239814758 0.8133865497075029 14.075108995213212 0.45322965482773725 0.58886468474702303 3.4583169183492828 2.2354445783421397
leaf_count=175 412 49 67 231 654 52 275 58 29 39 15 121 37 4 105 37 107 39 23 302 66 41 173 1 25 586 67 110 79 55
internal_value=0.000215067 0.000115874 0.000149443 0.000173127 -5.22139e-05 8.1085e-05 -0.00123472 0.000274241 0.000803383 0.000235459 0.000112652 -0.000830268 0.000342003 0.000374181 0.000229288 0.000135798 0.000233683 -0.000387488 0.000138304 0.000260436 0.000107827 -0.00053379 -0.00140147 0.000229882 0.000301525 0.000248378 -0.000664401 0.000407222 0.00066509 3.54522e-05
internal_weight=84.6949 31.6465 31.0498 30.7123 13.1566 11.8238 1.33285 53.0485 3.62258 49.4259 0.451405 1.65382 17.5557 17.2023 10.17 9.21566 8.82272 1.92659 1.45587 48.1614 20.7958 3.18671 1.44744 0.340464 15.9649 15.1516 1.07645 6.89613 4.07182 2.82431
internal_count=4034 2913 2864 2797 1847 1382 465 1121 87 1034 190 775 950 719 607 555 450 169 62 995 583 281 215 42 682 657 71 281 116 165
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=7 10 18 16 19 10 9 23 6 5 17 22 19 23 6 3 21 15 6 5 20 16 20 21 0 18 9 3 20 23
split_gain=0.155243 0.217616 0.188492 0.306376 0.30615 0.778713 0.690803 0.462764 0.427538 0.356744 0.301602 0.215779 0.255233 0.212547 0.221101 0.482558 0.485751 0.352742 0.339097 0.211396 0.210026 0.182092 0.333129 0.729049 0.438132 0.451148 0.24244 0.230812 0.22322 0.343777
threshold=22.105125139000005 60.613977009100005 13.893471991850001 22.654947022900004 14.251149826300002 66.590419433100024 205.22231928645002 0.12535000000000004 15.075352233200002 20.016397659050003 204.75389752000004 -0.083064999999999986 14.451165964200003 -0.13658499999999998 14.845346859150002 83.538459487450012 3.2025200283000004 29.329759478700002 14.745344522600002 20.444185446200006 35.419594101850009 22.584947186600004 42.047301293400004 4.2374199175500005 86.329079026800017 13.036600629150001 190.16588783940003 93.181958801350021 42.141702038450013 0.093160000000000034
decision_type=2 2 2 2 2 2 2 2 2 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 19 4 5 -4 10 8 9 13 -6 -8 -13 -7 15 -15 18 -16 -17 -3 -11 26 -23 -24 25 -25 -21 28 -28 -30
right_child=1 2 3 -5 6 7 11 -9 -10 20 -12 12 -14 14 17 16 -18 -19 -20 21 -22 22 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.00015892429814097543 -0.0015222707040096976 0.00062982930435403627 0.0018450543507241312 0.0016484711190242161 -0.0019786042916917334 -0.0013250864387075246 0.00062057884542970703 -0.0020180387162923568 -0.0015227425969989109 0.0019990979008002794 -0.0001953962132051866 0.00020046751587649161 -0.0014266974699781905 0.00028711248439060446 0.001705053261745299 -0.00096478024513664909 -0.0015927128133178298 0.00011621363280885338 0.00067224064001150294 -0.00036126705783522377 -0.0020295834825173002 0.00029952378673588022 -0.0021593360804830052 0.00028606196710994161 0.00032457228812411037 -0.0020383184476382341 0.00054791044352225124 0.00020494513348541231 0.0019116422968625407 0.0002271493375897929
leaf_weight=3.936580426384352 0.26868607289361435 7.5208543208045731 1.0601008427438525 0.5116650746203949 1.0813112842151884 0.33754309699771567 1.8767477606888858 0.37882596864005691 0.56778482114896078 0.056845199316739037 0.55021569645032276 1.0941069005057218 0.56048526914673846 23.55283025156761 0.98969195457175319 0.79996217857478757 1.0852435236674862 1.1750856658909468 1.2415023025823755 1.2580359104449588 0.39868969408735211 19.260306107869841 0.66813256011664535 0.58800531193264738 4.1166442967951298 0.70712768450175645 5.1961832726374251 4.6888116173213348 1.3129205275326969 0.72192340344190586
leaf_count=838 45 121 34 40 39 181 42 68 46 1 41 33 30 1345 29 37 252 36 16 35 123 207 52 30 22 92 63 65 66 5
internal_value=0.000221604 0.000239517 0.000245196 0.000141633 0.000120686 0.000192918 -0.000322038 0.000135652 0.000162663 0.000194952 -0.00137724 0.000165478 -0.000350727 0.000221829 0.000239932 0.000191031 -0.000532727 0.000842599 3.07625e-05 0.000329143 -0.00152685 0.000270432 0.000173211 -0.000226931 1.16419e-05 -0.000983023 0.000457382 0.000543783 0.000763496 0.00131402
internal_weight=87.5628 83.6263 83.3576 37.3186 36.807 31.6441 5.16287 30.584 30.2052 29.6374 1.63153 3.53134 1.65459 29.1819 28.8443 26.6795 3.12671 2.16478 2.04146 46.0389 0.455535 38.5181 25.3402 6.07991 5.41178 1.29513 13.1779 11.9198 7.23103 2.03484
internal_count=4034 3196 3151 2393 2353 2168 185 2134 2066 2020 80 105 63 1896 1715 1650 305 65 53 758 124 637 403 196 144 122 234 199 134 71
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=0 17 7 16 20 4 13 3 18 14 23 4 20 22 16 23 6 4 0 20 15 23 18 15 10 16 7 4 4 15
split_gain=0.153369 0.266346 0.152327 0.166384 0.349846 0.169114 0.20708 0.203478 0.141338 0.229164 0.292505 0.504392 0.335797 0.242175 0.613637 0.652558 0.339723 0.524959 0.304915 0.654846 0.499468 0.41582 0.28073 0.274745 0.210897 0.566979 0.20559 0.335492 0.198812 0.193867
threshold=103.48144189910001 241.79519611995002 22.105125139000005 22.744946812400002 43.426640904350009 377.6847677435 105.33378955095002 108.40938565220002 13.893471991850001 195.25924573520004 0.088350000000000026 175.31744532325004 38.625745710700009 -0.081354999999999997 22.654947022900004 0.11002000000000002 16.345381907250005 244.52697497700004 86.329079026800017 41.385032804600009 37.870720399650004 0.097450000000000023 13.091807150500001 41.492094664050008 62.165217350350012 22.604947139800004 23.397000037200005 235.48598737865004 296.2109057141501 33.762789462050002
decision_type=2 2 2 2 2 2 2 2 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 3 4 -1 6 -6 -8 9 10 11 29 -12 14 16 -16 17 -11 19 23 -20 -22 -21 -15 25 -10 27 -26 -25 -4
right_child=1 -3 8 -5 5 -7 7 -9 24 13 12 -13 -14 18 15 -17 -18 -19 20 22 21 -23 -24 28 26 -27 -28 -29 -30 -31
leaf_value=-0.0014972695914499538 -0.0019777716032204277 0.00070812021995071228 0.00095771303677011984 0.00028163887920309094 -0.0014777025814027461 -0.0019801108627484619 0.001411232776860381 -0.0005400327020118604 -0.001832315310677846 0.00030995125391068592 0.0012392779606095969 0.0019624960055865679 0.00018364506159727366 -0.00029430103929373045 -0.0021606625455380347 0.00044007831177074333 0.00033836983491847408 -0.0015331790691104292 0.00028402227705832933 0.00012120031920017438 0.00068520888180200379 0.0019784944598089491 -0.0019383795704707124 0.0010958728961268519 -0.0016580784213784216 0.00082331275089163585 0.00022049876764409327 0.0015453202838411344 0.00023417212391152979 -6.1562426923938548e-05
leaf_weight=0.83299583989150905 0.3162485970098875 0.2575476877973415 1.6572586818292614 1.9730404418660326 0.18992003136145263 0.12930180173520955 0.62425644627546717 0.30627589807409095 0.67728396508027688 1.4092190514202187 1.3748704795725624 1.3585502095520494 7.3629957400844432 1.7965785339474738 0.91465514499213785 0.62396128685213625 11.590074294133954 1.0271664941865308 7.0539111420512182 0.37784199598536339 2.7296827002428472 1.4708481365814803 0.77909729698876617 1.8772569065913556 0.5108231174381207 0.5685805135872215 35.576827980515645 0.16671932495239616 2.2792854569852352 1.265094617847353
leaf_count=426 852 68 30 57 100 50 124 64 66 26 26 75 95 21 62 7 135 44 43 24 36 26 59 32 55 36 1280 55 16 44
internal_value=0.00023824 -0.000772213 0.000244791 -0.000126397 -0.000512939 0.000143144 0.000388171 0.000768992 0.000262618 0.00033431 0.000555465 0.000975365 0.000349745 0.000249452 6.9516e-05 -0.00110597 0.00019846 -0.000467102 0.00040196 8.40856e-05 0.000602778 0.00113806 -0.00126575 0.000346414 0.000172863 -0.000620355 0.000200122 -0.000869835 0.00062335 0.000516466
internal_weight=89.0782 0.573796 88.5044 4.05579 2.08275 1.24975 1.12045 0.930532 84.4486 46.9483 13.0188 4.2809 8.73787 33.9296 15.5651 1.53862 14.0265 2.43639 18.3645 7.11006 11.2544 4.20053 1.15694 5.95312 37.5002 1.24586 36.2544 0.677542 4.15654 2.92235
internal_count=4034 920 3114 821 764 338 288 188 2293 801 270 149 121 531 274 69 205 70 257 152 105 62 83 69 1492 102 1390 110 48 74
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=0 17 9 7 16 8 22 22 20 20 9 9 8 22 7 10 18 16 3 10 16 15 22 22 22 23 17 21 9 23
split_gain=0.15002 0.19778 0.176352 0.14626 0.157819 0.209948 0.237499 0.214978 0.288211 0.367443 0.166462 0.187591 0.150734 0.306979 0.43238 0.289209 0.186341 0.317776 0.317817 0.867283 0.694898 0.519302 0.506879 1.02838 0.50476 0.433985 0.420019 0.62579 0.358947 0.441822
threshold=103.48144189910001 241.79519611995002 218.72979271345005 22.061824394000002 23.344945409400005 9.3427090425500019 -0.5775499999999999 0.11704500000000002 47.927946529500012 38.121007182500009 63.789425898000005 66.346857137250012 8.8430989333000021 -0.08786999999999999 22.649177329550003 63.530954080650012 13.893471991850001 22.654947022900004 83.538459487450012 71.015621515800021 18.794956049200003 29.329759478700002 -0.084275000000000003 -0.041369999999999997 -0.061874999999999999 -0.085699999999999998 204.42624920380004 3.3753071955500005 205.22231928645002 0.093580000000000024
decision_type=2 2 2 2 2 2 2 2 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 5 6 -1 8 9 -8 -10 -12 16 15 -15 -14 -5 18 -18 20 21 -20 28 -24 -23 -21 27 -25 29 -22
right_child=1 2 -4 12 -6 -7 7 -9 10 -11 11 -13 13 14 -16 -17 17 -19 19 25 22 24 23 26 -26 -27 -28 -29 -30 -31
leaf_value=0.0017870094288303393 -0.0019787981130514423 0.001531577692623648 -0.0019866679442895343 0.00029858452345867442 -0.0020579834907839584 0.00084913956398623212 -0.0002825441622630439 0.0010065920081104719 -0.0010666101103303728 -0.0020386726518378095 0.0018083392159992475 -0.00027130300366089139 -0.00057422781584500816 0.00098262585705297394 -0.0015061537723476562 0.00096726151878607472 0.00022357966839100493 0.0015645531268031804 0.0018790038792657012 0.00091430947624439221 -0.0014120877836263195 -0.0020477253207148395 -0.0018301560236439207 0.00033217323299435732 0.0010467173562486263 -0.0020341129981074962 0.0011573332591627633 -0.001542990643880079 0.00071619979215972404 0.00081821740231498394
leaf_weight=0.19538635401204363 0.28507370886612093 0.17122576690235292 0.080541327042737976 44.999626690261721 0.16482942341826845 0.73292846987169458 1.021109530594231 0.3501312007274463 0.25839329059772342 0.83075858352458443 0.339565585251421 0.32768947160366224 0.82035291549982536 0.35616312366619141 1.0889269765102652 1.089276587415952 24.432293860195045 0.57088569318875571 1.2147727276314975 0.22718860223540116 0.82975969067773891 0.32329801627201971 1.7487453238572848 1.8124082416761811 0.54314707813318797 1.2369145151587859 0.89924613386392582 1.0992419628892092 2.8373913845280185 0.58032458525849506
leaf_count=17 852 26 42 725 9 62 181 37 45 410 17 28 19 18 53 34 686 42 40 23 39 44 88 25 49 269 29 48 59 18
internal_value=0.000173141 -0.000860342 0.000406076 0.000179243 -0.000177188 -0.000100755 -0.000310263 -0.000441281 -0.000623799 -0.00107035 0.000269586 0.000787025 0.000196593 -0.000210918 -0.000892758 0.000305057 0.000212994 0.000112577 9.06388e-05 -0.000152617 2.27534e-05 0.00105182 -0.000195629 -0.00058526 -0.000107917 -0.0015766 -1.40017e-05 -0.000375762 0.00031437 -0.000494199
internal_weight=91.4676 0.536841 0.251767 90.9308 4.22079 4.05596 3.32303 3.12765 2.77752 1.85187 0.925648 0.667255 86.71 3.35472 1.44509 1.90963 83.3552 38.3556 37.7847 13.3524 11.8883 2.08122 9.80712 5.55964 0.866445 1.4641 3.8109 2.91165 4.24748 1.41008
internal_count=4034 920 68 3114 806 797 735 718 681 591 90 45 2308 124 71 53 2184 1459 1417 731 439 133 306 190 93 292 102 73 116 57
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=8 22 23 8 23 6 8 8 22 9 9 20 20 15 17 22 23 16 22 15 19 0 6 20 4 21 20 20 17 8
split_gain=0.0387733 0.203396 0.16885 0.147112 0.13073 0.0994765 0.0710693 0.0498754 0.0992644 0.0767228 0.262649 0.100631 0.186994 0.163048 0.161573 0.132175 0.17931 0.203465 0.126696 0.0957748 0.111403 0.151344 0.0872196 0.0853243 0.158732 0.0807478 0.148803 0.146851 0.0891653 0.152017
threshold=8.8430989333000021 -0.010319999999999999 0.10249000000000003 9.3427090425500019 0.092505000000000018 18.080422446150003 9.7423971299500014 8.7431769115000026 -0.056724999999999998 210.65484416470002 212.35746315350005 36.620308449100001 37.038444968100009 23.292710050100002 193.82841840970002 -0.0034049999999999996 0.085820000000000021 20.784951395750003 -0.098419999999999994 24.719476717350002 10.550851274900003 98.674478761850011 14.980350013450002 41.741384785950011 274.40025405315004 0.23701408045000003 41.178189531300006 37.52517992975001 182.63036160245002 8.0437227585500022
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 -4 -5 9 -9 11 22 13 14 -1 -13 16 -15 18 -18 20 -12 -22 -11 24 -21 26 27 -14 29 -29
right_child=1 4 5 6 -6 -7 -8 8 -10 10 19 12 25 15 -16 -17 17 -19 -20 23 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.099209045203977692 -0.0011551254490744592 -0.10162124831560886 -0.10152021300793314 0.099032356302337948 0.0050720682292496391 -0.0047422409331231248 0.023814037200540861 0.002862745880805448 0.038395823259657763 -0.087658448415445817 0.089105902872313833 -0.10597089699721475 0.086270900799733444 -0.0094556431271351476 -0.0071706344857639737 0.062209060626547776 0.058219287392522995 0.094525433587452537 -0.048891333167887303 0.002542073000025168 0.016032587630059075 -0.08932930068563702 -0.0081068042174712012 -0.008688013112718088 0.061772574033273714 0.0018230148054136212 0.082214096584799473 3.0812650009454833e-05 -0.01771394987366786 0.099804164431524317
leaf_weight=0.10564502113965035 1.1739836617325643 0.3320107205727244 0.20271888852585096 0.25262411683797825 0.16535937599110184 0.20564703621494118 0.23126058850903064 2.4753101761452858 1.0877203812560754 0.49137838934939182 0.060021534553697964 0.28298385521605851 0.21882054068760171 1.337555405014428 0.36339173152191506 0.69088563259219871 0.19406209507451422 0.44055845681577921 0.23429637407389226 1.930467641563155 0.20494005858199671 0.36338753688119141 0.18136221775785089 2.9852845725836232 0.561338970917859 52.061321179424638 0.323534466367846 0.54544018931346716 1.0200609533764007 0.20081846602261066
leaf_count=260 47 36 22 13 27 19 37 38 27 71 49 37 24 111 22 37 25 27 22 28 13 162 7 72 70 2530 44 94 57 6
internal_value=0.00197336 -0.00986377 0.00368488 0.0175943 -0.0661492 -0.0527843 0.0630836 0.00241726 0.0137103 0.00179629 -0.0080736 0.00294936 0.00199544 0.0204256 -0.0504255 0.0247877 0.0130705 0.0477457 -0.000366294 -0.00166747 -0.0379203 -0.0513356 -0.0662123 0.00249157 0.0158852 0.00261864 0.0205603 0.010512 0.00112665 0.0268799
internal_weight=70.9242 2.5636 2.06623 1.65787 0.49737 0.408366 0.483885 68.3606 3.56303 64.7976 6.77818 58.0194 55.0164 3.003 0.646376 2.89736 2.20647 0.868917 0.428358 6.10544 0.628349 0.568328 0.672741 5.47709 2.49181 54.37 2.30867 1.98514 1.76632 0.746259
internal_count=4034 201 138 97 63 41 50 3833 65 3768 472 3296 2814 482 59 222 185 74 47 394 224 175 78 170 98 2755 225 181 157 100
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=15 23 21 10 5 16 7 21 15 21 22 20 2 4 6 20 21 22 4 16 14 22 15 12 14 7 7 16 22 21
split_gain=0.0382335 0.142882 0.0720964 0.091917 0.131193 0.0637518 0.06084 0.0602471 0.263523 0.141758 0.146292 0.0855978 0.0664752 0.328321 0.236881 0.223697 0.233029 0.181552 0.147569 0.268071 0.173536 0.216027 0.147074 0.198461 0.174511 0.14168 0.133391 0.129797 0.11244 0.206914
threshold=46.074827201850006 0.090390000000000012 18.593782865600001 61.982402197500001 21.723721974650005 22.614947116400003 22.575645983950004 15.803805445550003 36.548474543700003 15.173983806500003 -0.071864999999999998 43.384297312450009 189.28685862455004 274.40025405315004 13.355312044750002 41.571132012400007 4.1284891430000012 -0.11572 313.22340827140005 22.494947397000004 296.05563064415009 -0.06483499999999999 39.540459766400012 225.59153217100001 351.89546341965007 26.0252225485 23.604435110900003 17.684958644900004 -0.037054999999999998 11.904919354350001
decision_type=2 2 2 2 2 2 2 2 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 7 -4 -5 -3 -2 9 11 12 -11 -9 13 -1 27 18 17 -17 20 25 21 -14 23 -18 -25 -20 -24 -15 29 -22
right_child=1 5 3 4 -6 -7 -8 8 -10 10 -12 -13 15 14 -16 16 22 -19 19 -21 28 -23 26 24 -26 -27 -28 -29 -30 -31
leaf_value=0.002128221096219417 0.0078871759763841035 0.011620811447623912 -0.1088665206725217 -0.05844804652600355 0.098583141789644613 -0.023644400265122073 -0.094381013430577088 -0.10395264381298018 0.064080490192283193 0.0092685653169759016 -0.10628355560553643 0.049081192949696047 0.01015818564835295 -0.057608844348834155 -0.1017645978246923 0.086624278158265899 0.0059716053439730901 -0.087660724484836708 -0.092471898722919152 0.096741322365519467 -0.092349254110018097 0.087768393402376813 -0.0018541191850694528 -0.099439924375646582 -0.0028095102838827648 0.033816901987702146 0.039555226501374989 0.063934130524755869 0.015016033260190471 0.0083023699658155339
leaf_weight=54.406238148076788 0.075134448612515725 1.427558969393431 0.13157223180314659 0.15502904645917681 0.081001581534792422 0.79984162599430408 0.25765457918805623 0.15572268631649322 0.58514785693841986 0.19941784626340109 0.24315734518069021 0.047759861115139302 0.82174612459266427 0.17287447849506676 0.52842514425356057 0.068243880353975328 1.242057564405741 0.48134154453282452 0.12970060668239092 0.66382669523591176 0.31923617833982132 0.63640742741335798 1.8200411069374243 0.44365350247177548 0.32293250236224935 0.28193927997345725 1.3585861723513515 0.17867197822488379 1.9464487156319592 0.56700604096931784
leaf_count=2319 12 34 15 53 15 44 92 28 23 32 15 68 28 164 36 29 64 107 63 52 62 33 25 58 261 179 29 12 72 10
internal_value=0.00182259 -0.010174 0.00227434 -0.0418919 -0.00455769 -0.00104264 -0.0712917 0.00251444 0.0299924 0.00219019 -0.0542175 -0.0680337 0.00256623 0.00114816 -0.059446 0.00962722 -0.00410079 -0.0660192 0.0243031 0.0574264 0.0160011 0.044031 0.00245939 -0.0187226 -0.0587333 -0.00597451 0.0158448 0.00416485 0.00157243 -0.0279537
internal_weight=70.5484 2.56019 67.9882 0.367603 0.236031 2.2274 0.332789 67.6206 0.78863 66.832 0.442575 0.203483 66.3894 55.2862 0.879972 11.1032 5.73686 0.549585 5.36631 1.07547 4.29084 1.45815 5.18727 2.00864 0.766586 0.41164 3.17863 0.351546 2.83269 0.886242
internal_count=4034 182 3852 83 68 78 104 3769 119 3650 47 96 3603 2531 212 1072 573 136 499 294 205 61 437 383 319 242 54 176 144 72
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=0 5 7 18 7 21 10 0 0 23 5 3 18 3 18 23 10 18 16 20 0 12 21 9 3 9 13 9 23 22
split_gain=0.143292 0.233991 0.180883 0.177385 0.164963 0.209371 0.166704 0.630432 0.379918 0.360393 0.270536 0.367573 0.22929 0.216129 0.21547 0.241366 0.207411 0.646271 0.41393 0.299686 0.747297 0.55165 0.315175 0.31863 0.291984 0.287089 0.326582 0.259179 0.256 0.244729
threshold=76.451683855550016 29.026000224750003 19.716522186550005 11.862896247150001 22.061824394000002 6.9459996152000008 66.590419433100024 90.407470010750018 92.313586825200005 0.13377000000000003 19.426367441400004 86.589859465500012 15.064837217800003 88.931506497100017 13.545319032100002 -0.13658499999999998 64.407391431150018 13.552878921100001 22.454947490600002 42.198888176300009 86.20003303655001 123.47238069670001 5.4349223666500004 201.97224908750002 93.023339771650015 186.68586460755003 117.38883580790001 194.56033515110002 0.089920000000000014 0.010890000000000002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 5 -4 7 16 13 10 14 12 -12 -8 -10 -16 18 -18 24 25 21 27 23 -22 -6 -20 28 -21 -27 -28
right_child=2 3 4 -5 6 -7 8 -9 9 -11 11 -13 -14 -15 15 -17 17 -19 19 20 22 -23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0019893707787309841 0.0016094823037691929 0.00094917073620239369 -1.9319644122085407e-05 -0.0013217324679878979 0.0018487846139582139 -0.0017235468073490477 -0.0014856253389827576 0.0015366132447646474 0.0019855912223307719 -0.0020028424762501347 -0.0019553933461785885 0.0015009780960783064 9.7177312929473873e-05 0.00052204919819634683 -0.0013672877509476361 0.00026363222000013185 0.00047209685397405941 -0.0014710719568618168 0.00089661169955197848 -0.00096445089580621799 0.00038705889248154751 -0.0018781990675595041 0.0004825719926385079 -0.0015087822952517878 -0.00014966383122782043 0.00053018858007969902 0.00021437181345949625 0.00058853505840156088 0.0020069086431900875 0.00082468134441284684
leaf_weight=0.28522405361127212 0.3837264576460474 0.38773741824843455 2.031784364519353 0.20069688401417807 1.1258616247159796 0.32093141276413906 0.80990071511041495 1.6514020429385698 0.27575750509277952 0.28180239562743636 0.6127996511065692 0.23265708980034105 0.31773236196022481 0.27654283153242432 0.35304413913534105 29.543473759485206 1.8922973861917847 1.0088740452047202 3.896549774799495 0.76010960619896584 0.69248559791594544 1.1675214299029901 7.1501353485509753 0.67117982683703303 0.37460554865538132 1.1281199422664965 24.812043160840407 0.9051972214365378 0.75233579706400622 2.8123909310525042
leaf_count=247 53 108 208 80 84 126 71 52 9 58 110 7 51 37 177 1697 40 37 58 39 10 158 63 36 21 30 295 13 17 42
internal_value=0.00025825 -0.00053185 0.000266254 0.000174635 0.000260251 -0.000251791 0.000274677 0.00034497 0.000165486 0.000204662 0.000224514 -0.000703389 -0.00125454 -0.000974593 0.000260287 0.000244373 0.000304931 -0.000203635 0.000336833 0.000302865 2.75534e-05 -0.000844804 0.000317816 -0.000546051 0.00134985 0.00039639 0.000330329 -0.000120307 0.001121 0.000276506
internal_weight=87.1149 0.873658 86.2413 0.588434 85.8575 2.35272 83.5048 50.8011 32.7037 31.6173 31.3355 1.16319 0.930532 1.08644 30.1723 29.8965 49.1497 2.90117 46.2485 44.7481 11.3466 2.83283 8.5138 1.36367 1.50047 33.4014 29.5049 1.66531 1.88046 27.6244
internal_count=4034 435 3599 188 3546 334 3212 995 2217 2109 2051 168 161 108 1883 1874 943 77 866 761 319 210 109 46 105 442 384 52 47 337
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=7 3 5 13 16 2 5 17 18 22 9 7 7 0 18 21 22 5 5 7 20 23 8 22 21 20 22 20 21 18
split_gain=0.0380127 0.0813505 0.0959937 0.155822 0.0777823 0.076106 0.110147 0.085481 0.107862 0.133003 0.0944532 0.0711291 0.156009 0.192659 0.075566 0.225536 0.159711 0.136851 0.399948 0.112859 0.0954812 0.0892618 0.0754862 0.206875 0.0726939 0.0660552 0.0641333 0.165772 0.073948 0.256037
threshold=22.105125139000005 93.72771580185001 18.946524085150003 105.33378955095002 23.344945409400005 315.94243452415003 32.00428233840001 188.83172615260003 12.658193188950003 0.18145000000000003 66.687144445250013 22.721067571950005 22.747724408400003 85.732241321850012 12.971888692100002 5.7587983756000005 -0.06828999999999999 21.955793948900006 20.482113285800001 22.516377366000004 39.577821550850011 0.10371000000000001 8.9430209551500024 -0.08786999999999999 5.3866163921000005 37.52517992975001 0.26941000000000009 38.064633603500006 0.17201659740000003 14.254777969200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 8 -3 10 -10 14 -13 25 24 17 19 18 -16 -17 -19 -18 26 -24 -2 -14 28 -28 29 -15
right_child=11 4 -4 -5 -6 -7 -8 -9 9 -11 -12 12 13 22 15 16 21 20 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.097439914056480836 0.015458562203270076 0.0044181157140894562 -0.10050292675656354 0.075287758618736475 -0.09818144053569304 -0.096660754375345395 0.079962529028451274 0.096780646061276579 0.096538494698441252 0.07669657028979214 -0.098360837567082554 -0.054539714495239706 0.02884021543801802 0.067446735056400475 0.017331724267834376 0.032824827990508808 -0.064220519202684637 0.072816498057631726 -0.10233130750612733 0.096701335741687239 0.0007899044932495596 0.040176322467220249 0.037429684143630952 -0.075897150319726783 -0.0097835196808544796 -0.097417287868183822 0.001336859779787311 -0.098454397223554105 0.0019111062926362417 0.00075029561745363455
leaf_weight=0.088849683327694051 2.0659548249095669 1.5706867636740764 0.18391603752814945 0.10559583175927401 0.076123742503113934 0.071901516468642401 0.16247738113816002 0.077279908054833757 0.025154314935207256 0.059153469381271861 0.26475966804503059 0.46121085883350943 0.045562362298368408 0.71714866686033873 0.86834138562767316 0.44061662059243623 0.14383721920103187 0.32760670082643617 0.36713612542735063 0.6083510548310187 0.35350729312631302 0.15964247299416456 0.24533872022584546 0.37823847021354495 2.1518571505221189 0.23956815379824548 0.58727926972301148 0.20834927568887451 55.231013910300739 2.0567035020957078
leaf_count=78 30 302 80 8 10 51 48 5 2 14 240 15 6 41 44 36 34 19 24 30 22 11 22 29 46 124 62 67 2247 287
internal_value=0.00180145 -0.00941268 -0.0507227 -0.0036382 -0.00263917 0.00062022 0.00385922 -0.0023325 -0.00632231 -0.0546506 -0.0814504 0.00224663 0.00114731 0.00157746 0.0110817 0.0220502 0.0521041 0.000842508 -0.0182275 0.0698701 0.0354337 -0.0093036 0.00195565 -0.0313101 0.00258047 -0.077242 0.00230843 -0.0247952 0.0026802 0.0179939
internal_weight=70.3432 2.6859 0.378362 0.194446 2.30754 2.23141 2.15951 1.99703 1.91975 0.349067 0.289914 67.6573 60.1704 59.7092 7.48685 3.26904 1.35245 1.91659 1.23548 1.04897 0.681114 0.30348 59.4241 0.623577 4.21781 0.285131 58.8005 0.795629 58.0049 2.77385
internal_count=4034 838 166 86 672 662 611 563 558 256 242 3196 2900 2885 296 220 111 109 68 66 41 45 2755 51 76 130 2704 129 2575 328
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=7 7 23 20 19 23 23 5 2 10 0 0 10 18 16 3 18 5 20 0 0 3 6 22 3 2 8 19 2 15
split_gain=0.202551 0.13418 0.206164 0.214917 0.16513 0.151734 0.169997 0.139525 0.217867 0.126494 0.678234 0.388322 0.296888 0.623935 0.383596 0.335615 0.295051 0.298039 0.623896 0.391347 0.487337 0.300096 0.549396 0.351236 0.262888 0.257274 0.212976 0.243501 0.184 0.173905
threshold=22.061824394000002 20.861906850000004 0.099855000000000027 44.756878345700009 14.351157895250003 1.0000000180025095e-35 -0.15572 22.649179082500002 32.468269602050007 66.590419433100024 90.407470010750018 92.313586825200005 64.407391431150018 13.552878921100001 22.454947490600002 93.023339771650015 13.545319032100002 18.946524085150003 37.445036092900004 93.399723909900004 94.047642319350018 83.538459487450012 14.745344522600002 0.048475000000000011 88.931506497100017 98.465712168700023 8.8430989333000021 14.351157895250003 199.66651340635002 36.207782793200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 -5 8 -3 10 12 24 14 -14 15 -2 -13 19 -19 -18 25 -22 23 -23 -11 -21 -16 -28 -29 -12
right_child=9 7 -4 5 -6 -7 -8 -9 -10 11 29 16 13 -15 26 -17 17 18 -20 20 21 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0019776107486501504 0.00182280943114759 0.0014950178140652637 0.0018899145551031068 0.0005441388778854475 0.000448951401268813 0.0017283757327576144 -0.0020413946140389158 -0.00026367773974535842 -0.0019053966706311931 -0.0014891492131080706 0.0019962226913121418 0.0019848612501819985 0.00033254659533307637 -0.0015319828477313691 0.00026922115922964687 -0.00032286757864134801 -0.0015065689770341741 0.00084414502378885948 -0.0016989624202658391 0.00034747991799243937 0.00023130000000578737 -0.0020240984688587333 0.00024892421879335787 0.00060869772837538665 0.0006567464053395584 0.0019328793344906108 0.00031298251715851654 -0.0021535753868839823 -8.7092575178237218e-05 0.00071796347743720117
leaf_weight=0.31971323210640823 1.0809324427136733 0.084866460412740596 0.22944256194955404 0.3886002862074065 0.16268577147275209 0.26011232169190635 0.13063621996707298 1.400370606675551 0.49480235946157336 0.90944622839015099 1.0398669777896419 0.33917689095688075 1.8450787989422672 1.1022246140564673 42.450919474687907 0.37837232554738864 0.51320067398774583 0.61413585064656107 0.93638936220526148 0.67845661738829466 24.033945362933085 0.92873007559501208 1.8150757101830093 0.24652935737503867 0.28931289505271707 0.93706199531152379 0.68761056836228707 0.41787164462948567 0.27446743784821592 0.67469843989238132
leaf_count=414 84 4 24 57 8 38 48 72 156 71 26 12 40 37 703 21 22 32 167 18 1557 216 39 11 37 35 8 34 17 26
internal_value=0.000199947 -0.000264005 0.000180219 -0.000130681 -0.00115927 0.000505992 -0.000106363 -0.000598556 -0.00140756 0.00021954 0.000281339 0.000123795 0.000238263 -0.000364745 0.000277505 0.00126647 0.000166082 0.000145991 -0.000691682 0.000190543 0.000220954 0.000158416 -0.000427364 -0.00147183 -0.000971251 0.00126707 0.000244578 -0.000513506 -0.00133435 0.00149322
internal_weight=85.6647 3.47123 1.49119 1.26175 0.482399 0.779349 0.519237 1.98004 0.579669 82.1935 49.952 32.2415 48.2375 2.9473 45.2902 1.4593 31.0427 30.7035 1.55053 29.153 28.6398 27.0243 2.99034 1.17526 1.19876 1.61552 43.8309 1.37995 0.692339 1.71457
internal_count=4034 821 589 565 422 143 105 232 160 3213 996 2217 944 77 867 105 2109 2097 199 1898 1876 1823 266 227 108 53 762 59 51 52
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 17 10 0 0 23 18 10 16 5 0 20 20 23 4 10 18 10 8 17 2 9 16 3 13
split_gain=0.0357311 0.0846323 0.0627069 0.209582 0.0591198 0.0723241 0.0803008 0.0405083 0.474152 0.37729 0.389825 0.521523 0.271802 0.359509 0.286242 0.167664 0.163767 0.157899 0.144712 0.123807 0.120432 0.354002 0.241296 0.189344 0.177774 0.151294 0.146843 0.125366 0.22618 0.113126
threshold=32.724174661450007 36.346245650200011 34.654301448200009 0.23835000000000003 13.951125619400001 0.10957500000000002 176.08408741720004 66.590419433100024 90.407470010750018 93.399723909900004 0.11531000000000002 13.581061237400002 69.873026810350026 20.184952798800001 18.946524085150003 90.767723400200012 40.280372415600006 35.419594101850009 -0.10747999999999999 137.02556730370003 64.407391431150018 13.552878921100001 62.837331883000012 8.543332867800002 186.09458496570002 77.604108716450014 210.14471305145003 22.454947490600002 103.00289635185001 116.35915634395
decision_type=2 2 2 2 2 2 2 2 2 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 8 20 10 11 16 13 -11 18 -10 -9 -16 -14 -20 22 23 27 24 -22 -25 -24 28 -4 -30
right_child=2 -3 7 -5 -6 -7 -8 9 15 12 -12 -13 14 -15 17 -17 -18 -19 19 -21 21 -23 26 25 -26 -27 -28 -29 29 -31
leaf_value=-0.082158993626301191 0.060445250496975848 0.044196368402835882 0.088642620409397688 -0.10327457058588803 0.095051424797215942 0.085104139230676668 -0.099239690924428733 0.098845153257923354 0.098930517678203544 0.095665308582893502 0.090002409875259287 -0.1036275324851355 -0.080366565870296058 -0.011850781689815642 0.099754675966827161 0.023082662604589684 -0.023211206875756778 -0.079928296477483216 0.099728475063041611 0.0013434160965267309 -0.0052860948292853399 -0.07300812340995394 0.082906324099522727 0.015435578824575562 0.075787398507961595 -0.10379064375358517 0.007526890262232324 0.0010335468107610167 -0.10074268243120711 0.017840876563166925
leaf_weight=0.1437912806878775 0.055845747416696123 0.078911881893873215 0.43173984651320907 0.088766399613177782 0.2394769947277382 0.10427919823814591 0.066088985913722809 0.17239756049457955 0.64370761823374667 0.66083835262873225 0.17713013851607673 0.99404795525833833 0.20749740584278598 0.54582449141889811 0.051108561456202461 0.49595102526291157 0.2729331830096271 0.58577891617098032 0.12361725326628104 22.366019157418151 0.59194053671308144 0.7919157775829716 0.57492165218172775 0.19191553944256146 0.46352961659431458 0.21908140493178507 0.43735993246082217 38.027489312656144 0.1059869462151255 0.28591701025288785
leaf_count=194 30 4 85 14 21 7 54 11 31 41 8 139 166 5 1 24 40 188 4 1558 75 39 54 14 20 29 26 790 193 169
internal_value=0.00182088 -0.0373867 0.00194566 0.0347851 0.061101 0.02516 -0.0261045 0.00168337 0.0035249 -0.00136234 -0.0472395 -0.0641285 0.00165961 0.0470312 -0.000686672 0.0659234 0.0240396 -0.0655092 0.00113227 0.0018842 0.00183663 -0.0201879 0.00308438 0.00833594 0.0303189 -0.0481178 0.0503384 0.00185316 0.0396945 -0.014229
internal_weight=70.1958 0.222703 69.9731 0.554457 0.465691 0.226214 0.121935 69.4186 43.2615 26.1572 1.61651 1.43938 24.5407 1.20666 23.334 1.13966 0.445331 0.636887 22.6971 22.4896 42.1218 2.25838 39.8634 1.46647 1.05547 0.410997 1.01228 38.8511 0.823644 0.391904
internal_count=4034 198 3836 126 112 91 84 3710 1549 2161 198 190 1963 46 1917 55 51 189 1728 1562 1494 177 1317 138 95 43 80 1237 447 362
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=7 9 20 16 23 9 20 20 19 18 7 9 21 4 8 17 21 18 2 10 7 20 6 21 23 23 6 23 3 3
split_gain=0.14704 0.161909 0.272528 0.449275 0.309394 0.18527 0.565747 0.337016 0.241885 0.218329 0.336106 0.381679 0.435811 0.243441 0.355161 0.49459 0.22161 0.299729 0.228042 0.397088 0.270807 0.461973 0.21106 0.202043 0.196719 0.174816 0.167484 0.166053 0.164178 0.159323
threshold=22.105125139000005 186.68586460755003 42.434124620650003 22.604947139800004 0.085035000000000013 192.39832633775004 40.583589072600013 42.753078181500008 14.351157895250003 13.893471991850001 23.864758692950002 201.14010537530001 2.6251474860500008 168.01744813895002 8.8430989333000021 189.31157886915003 1.8675847688500002 13.303774303900001 108.63443756215001 62.111448187750007 23.109894804950002 41.32819714970001 16.455384477450004 4.2374199175500005 -0.11012 0.10301500000000002 16.505385645700006 0.081155000000000019 92.90235915575002 91.867302775550016
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 27 8 22 13 11 12 -11 -7 16 -16 17 -15 19 -18 21 -20 -8 28 -12 -25 -23 -3 -22 -26
right_child=1 5 3 -5 -6 9 7 -9 -10 10 24 -13 -14 14 15 -17 18 -19 20 -21 23 26 -24 25 29 -27 -28 -29 -30 -31
leaf_value=-0.0001925941749987329 0.00069510045119706586 0.00088559554516668033 -0.0019917851411478237 -0.0020250806683545933 0.0013203126409456884 0.0011215029866444152 -0.00037065872256063047 -0.0021376763538730735 -1.5678861562692701e-05 -0.00012156548963983406 -0.0012975821569795945 0.00053411211134248059 -0.0022320982810883675 6.9844527921040356e-05 0.00022246108186742527 -0.0021346889810261158 0.00037240792173414062 0.0015549694497017229 -0.0013870063674572624 0.0017433568768707433 0.00024559961286770173 -0.00032478636811084679 -0.0022284378623333104 0.00052441495133785936 0.0001993789188266011 0.00011888338402041006 0.0005774105201011118 9.7265611563254802e-05 -0.00075569451687235482 -0.00044395122035843424
leaf_weight=3.8392525155082913 5.0708226043366826 1.2992335692797476 0.13791661595359961 0.40373710109270178 0.507242334465559 1.4050872820371285 0.49345640058891227 0.55823704201975477 1.6868893647333605 0.73760155565105312 0.35597356500738797 0.72467471263371397 0.76764007960446179 0.89245820220094474 0.91839077946133219 0.54553301511623431 3.5113485844340202 1.2602675211965104 1.0231657465919877 1.0567275863140819 1.3782876254990726 1.5740586142637769 0.44908622758521233 11.448363558331041 30.458247894005581 6.355798819102346 1.5904153149167539 4.9078633683311637 1.1589885932407922 1.555616987418033
leaf_count=838 452 29 338 37 87 35 31 91 29 17 70 28 32 14 27 38 31 49 25 66 10 43 14 88 1244 42 20 90 40 79
internal_value=0.000182677 0.000199781 0.00050691 -0.000402883 0.00061228 0.00017572 -8.2544e-05 -0.000753981 -0.000460218 0.000211028 0.000101277 -0.000635027 -0.00119789 0.000322326 0.000288 -0.000655934 0.00033222 0.000939279 0.000287307 0.000689548 0.000212397 -0.000241675 -0.00125582 0.000305876 0.000152 0.000379647 0.000128644 0.000262274 -0.000211776 0.000168118
internal_weight=88.0724 84.2331 6.11972 1.0489 0.645159 78.1134 9.39477 3.18767 2.62943 68.7186 34.5998 2.22992 1.50524 34.1189 32.7138 1.46392 31.2499 2.15273 29.0972 4.56808 24.5291 4.18764 0.942543 20.3414 32.3698 17.8042 3.16447 6.2071 2.53728 32.0139
internal_count=4034 3196 914 462 425 2282 284 165 74 1998 1470 77 49 528 493 65 428 63 365 97 268 88 45 180 1393 130 63 119 50 1323
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=5 17 6 23 23 18 18 5 20 7 7 17 2 9 5 8 13 10 19 9 15 22 20 22 3 16 16 9 0 2
split_gain=0.0355924 0.139418 0.267094 0.148048 0.129691 0.102019 0.37914 0.100441 0.0878569 0.0816894 0.154012 0.110272 0.126617 0.0848195 0.0859526 0.0850552 0.0878921 0.126435 0.118357 0.077328 0.178927 0.311876 0.172425 0.332535 0.159123 0.117526 0.219386 0.164192 0.255025 0.140398
threshold=23.545618314050007 203.92158861145001 16.395383075500003 0.075350000000000014 -0.25095999999999996 13.565177112500001 13.405476405600002 23.389417063900002 42.066503896600004 22.105125139000005 20.861906850000004 188.83172615260003 53.810443956900009 186.68586460755003 23.042623356550003 8.3434888241000014 117.70876232545002 61.966271448700006 14.551174033150001 194.04304600165003 40.800303470200006 -0.13734499999999997 41.178189531300006 -0.083064999999999986 89.805255389500005 22.654947022900004 22.674946976100003 194.56033515110002 86.692020874450009 165.44420596670003
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 6 -6 9 -7 10 -1 12 -12 14 15 16 17 -11 -19 20 21 24 -23 -24 -15 27 -27 28 -21 -28
right_child=1 -3 4 -5 5 8 -8 -9 -10 13 11 -13 -14 19 -16 -17 -18 18 -20 25 -22 22 23 -25 -26 26 29 -29 -30 -31
leaf_value=0.055467447676606121 0.037477821114474147 0.056500421199951398 -0.076290957631128864 -0.10564596357097607 0.0007353071269491652 0.061551461083157864 -0.093432383282571932 0.052537958171909906 0.0084852648905223114 -0.1024438071056579 -0.001794940829698087 0.049195881443884877 -0.1011763928107903 -0.0086587469296976992 0.09912262380892907 0.099134343780635542 0.078079761652116719 0.0077856140310457777 0.098807101855448901 0.094578890890983758 -0.053057673999748978 0.0003100197589393644 -0.095868542376318866 -0.0065597105228962227 0.099056293635768969 0.071574099626914134 -0.019283954170699783 0.0012402225174516183 -0.0024468674719490234 0.035680718236175753
leaf_weight=0.16592128182018839 0.085277899362265042 0.3523205071542187 0.2216952038886556 0.37467696168585007 5.9440352112806067 0.40345590500510287 0.44147928198435682 0.38554386151372355 1.1680290451440667 0.096636235932236469 0.18728347448632121 0.091309173734202886 0.36022459878088853 0.19242587123335297 0.11577402986586083 0.10877732560038555 0.18153569195419539 3.8226245354422734 0.14242669939994801 0.46612183982506283 0.7268199970712893 6.3513194755316782 0.57176791425445106 1.3395683839007686 0.41853203158825636 0.6802691940683866 0.96339287335285895 42.14622457110238 0.58991121323924745 0.83280442585237324
leaf_count=81 43 35 152 58 467 40 32 29 32 10 15 25 144 36 5 4 5 844 20 56 33 115 87 26 26 22 23 1509 24 36
internal_value=0.00180677 -0.00395148 -0.00641696 -0.0791101 -0.00232883 -0.00026812 -0.00577522 0.00265637 0.0221092 0.00233877 -0.028689 -0.0505471 -0.0671815 0.00275668 0.0157502 0.0135322 0.0113378 0.00835477 0.0110552 0.00170652 -0.0062918 -0.0024613 -0.00745919 -0.0332761 0.0651306 0.00338756 0.0241581 0.00219693 0.0403793 0.00620034
internal_weight=69.9282 8.99097 8.63865 0.459955 8.17869 7.957 6.38551 60.9372 1.57148 60.5517 0.804739 0.638817 0.547508 59.7469 4.46777 4.352 4.24322 4.06169 3.96505 55.2792 9.60043 8.87361 8.26266 1.91134 0.610958 45.6787 2.47647 43.2023 1.05603 1.7962
internal_count=4034 859 824 101 723 571 499 3175 72 3146 265 184 159 2881 888 883 879 874 864 1993 323 290 228 113 62 1670 81 1589 80 59
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=18 16 15 13 6 14 6 22 10 20 9 16 5 12 13 0 22 7 20 20 4 22 2 7 18 2 0 21 22 10
split_gain=0.0337889 0.0928398 0.149015 0.0800911 0.0486025 0.261669 0.127421 0.108959 0.196589 0.179678 0.105388 0.0805863 0.0653105 0.0636616 0.111142 0.131506 0.0890114 0.316753 0.132406 0.0806995 0.285823 0.143617 0.216092 0.18332 0.332372 0.128498 0.169692 0.12513 0.120208 0.290471
threshold=17.323446153950005 17.684958644900004 20.313914079200003 92.38617519475001 13.65531905435 277.23638966875006 13.78532209185 -0.50001499999999999 69.999384342500022 40.750688432250008 210.33238511570002 22.674946976100003 12.451585980350002 93.660658182900008 102.94912718925001 98.142164052000012 -0.054619999999999995 23.314707969200004 38.244973486750006 39.110279783550006 168.01744813895002 -0.070909999999999987 155.70727190035004 24.054467534550003 14.199468390000002 130.66814494305004 89.705782438650019 0.17201659740000003 -0.167075 62.020040611300011
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -1 10 8 9 -8 -6 12 -7 16 15 -15 17 18 -9 20 -16 23 -23 24 25 -22 -27 -25 29 -21
right_child=1 -3 -4 -5 6 11 7 13 -10 -11 -12 -13 -14 14 19 -17 -18 -19 -20 28 21 22 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.0011917859783314617 -0.098420034026019884 0.098603935485250677 -0.09884848811883809 0.053086473067731774 0.045641453692576994 0.026004819256920848 0.010664746635552804 0.066915060355962994 -0.10132667568535263 -0.088008910356742701 0.0048209987071265985 0.09861244203991 -0.095452374548582894 0.090319050086849054 0.089466358384662617 -0.035435638642246262 -0.0013553898550865981 -0.10339011730839209 -0.021009714697607536 -0.023589717573742446 0.0030369950100855303 0.006738557738927938 0.065924166433308895 0.00069644313801961043 0.097195759871921625 -0.095512216581070133 0.024459264152934351 -0.10048056052286659 0.0006351707130195026 0.085516295981892948
leaf_weight=7.8269591498891185 0.037839128837645286 0.12892614491283894 0.10347006981851337 0.29495411249808967 1.1668283376639004 0.047258407497395072 0.94443944066006114 0.22884845370333529 0.26576968445442606 0.2183914862034726 1.269092261791229 0.02460318012163043 0.4274383880475483 0.28474536691328367 0.43998831252611026 0.11111801362130791 4.6534611297156507 0.393990439013578 0.58656443113432033 0.42969694473867193 1.4286370084118978 2.3012400140505638 0.79873187281191338 0.18827884219354007 0.31119794654659916 0.33183688314011295 0.17208503000438213 0.31248681547003798 43.258724839963641 0.51638048072345555
leaf_count=630 516 17 62 50 27 232 42 35 32 81 14 3 195 51 49 15 69 64 30 175 80 93 38 20 13 67 10 47 1245 32
internal_value=0.00163774 0.0255113 0.00391068 0.0358599 0.00144201 -0.00558149 0.00240682 0.00148701 -0.0252539 -0.00786717 0.0243744 -0.0743939 -0.0833607 0.0021602 0.00327481 0.05502 -0.00751375 -0.0312095 0.00366668 0.0028691 0.0132644 0.00752769 0.0219882 -0.00880563 0.00316455 -0.0119772 -0.054543 -0.0624398 0.00139123 0.0359617
internal_weight=69.504 0.565189 0.436263 0.332793 68.9388 8.32626 60.6125 58.1766 1.4286 1.16283 2.43592 0.4993 0.474697 56.748 50.8851 0.395863 5.86286 1.2094 0.815413 50.4893 6.28448 5.84449 3.09997 2.74452 2.24376 1.93256 0.503922 0.500766 44.2048 0.946077
internal_count=4034 645 628 566 3389 1060 2329 2288 155 123 41 430 427 2133 1935 66 198 129 65 1869 417 368 131 237 170 157 77 67 1452 207
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=8 22 22 8 20 22 22 14 23 4 15 7 21 6 13 0 0 9 20 13 6 16 23 18 5 20 0 0 2 21
split_gain=0.0354982 0.287417 0.141818 0.127802 0.122947 0.0422522 0.347264 0.160843 0.122805 0.110405 0.0531186 0.166779 0.13614 0.120074 0.0479262 0.293887 0.256209 0.239927 0.154796 0.141225 0.270214 0.223002 0.237979 0.124649 0.144019 0.289132 0.228433 0.339153 0.199232 0.18001
threshold=8.9430209551500024 -0.08786999999999999 -0.14429 9.6424751081000029 39.792680591700012 -0.58559499999999998 -0.54526999999999992 227.76647699660003 0.094375000000000028 267.94697827110002 46.074827201850006 23.203497038450006 9.1912342607000017 16.485385178400005 112.64908412395 90.297243227400017 92.313586825200005 204.27826083785001 47.927946529500012 115.12515406205002 16.305380972600002 22.454947490600002 -1.0000000180025095e-35 13.793345552600002 18.946524085150003 37.445036092900004 93.399723909900004 94.047642319350018 98.465712168700023 7.0441631297000011
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -2 7 -7 -1 9 -9 14 -12 13 -13 16 19 18 -17 -8 20 -16 22 -21 -18 26 -26 -25 28 -28 -29
right_child=1 3 -4 -5 -6 6 10 8 -10 -11 11 12 -14 -15 15 17 23 -19 -20 21 -22 -23 -24 24 25 -27 27 29 -30 -31
leaf_value=0.066901430099821677 -0.070013218467146227 -0.089061791414953975 0.076922405391979309 0.005815616825574796 0.038175027643168956 -0.1036669453780065 -0.079614554824067679 -0.085255122946768 0.060922399727622673 -0.00069706086369596652 -0.092224606590724234 -0.10286642238626038 0.01131212421396909 0.020650504252673438 -0.0048044608336008853 0.0061522947506603455 0.066149561039764077 0.089101522992077783 0.050630746731449267 -0.016791042711719883 -0.10458440211411474 0.0030721864232003604 0.096131106505475808 -0.077404022890816465 0.032321333737857609 -0.081292159183147014 0.0084857690300801907 0.0032317886874013097 0.098271151471613916 -0.027085810621536633
leaf_weight=0.47177682266101229 0.18955790111795068 0.48160618296060309 0.33522046176949516 0.20132465745336958 0.23558897577458993 0.31274419939242548 0.60649294707003321 0.20092929423594774 0.23717661954833602 0.66695417103528598 0.24106361721260228 0.22286562978479185 1.3253517102784824 0.12167211882115225 1.2909799457302131 0.66485144291072973 0.28810506668094404 0.73330629616975784 0.10741140154470941 0.28953563218965428 0.34365541544912037 35.080437465287105 0.52510158088989456 0.3606111177650807 0.36110064860031243 0.58993826746542766 0.43471444400347781 19.401246580969886 0.5727754009039927 2.1783111954529266
leaf_count=40 16 58 29 41 33 120 285 31 28 108 72 56 21 16 39 21 56 42 17 231 102 578 97 20 30 170 18 1011 33 615
internal_value=0.0015128 -0.0140053 0.0282864 -0.0610924 -0.0100623 0.00184398 0.00145779 0.0180214 -0.00284671 -0.0202736 0.0019579 -0.0144704 -0.00324588 -0.0592469 0.00244974 0.00464131 -0.000976381 0.0496575 -0.0600183 0.00296424 -0.0257816 0.00427331 0.0559967 0.000766317 -2.1895e-05 -0.0381542 0.00155845 0.00281912 0.0595303 0.000171431
internal_weight=69.0724 1.4433 0.760367 0.682931 0.425147 67.6291 66.0523 1.57684 1.10506 0.867883 65.7395 1.91095 1.66989 0.344538 63.8286 38.9279 24.9007 1.39816 0.713904 37.5297 1.63464 35.8951 0.814637 24.1868 23.8987 0.951039 22.9477 22.587 1.00749 21.5796
internal_count=4034 177 78 99 49 3857 3650 207 167 139 3530 165 93 72 3365 1110 2255 63 302 1047 141 906 328 1953 1897 200 1697 1677 51 1626
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=3 20 22 2 9 0 15 15 6 16 5 8 13 15 5 21 22 22 16 18 17 21 17 20 16 18 2 6 6 12
split_gain=0.0339327 0.22629 0.265308 0.150696 0.138819 0.186365 0.192665 0.130254 0.139068 0.139751 0.0914425 0.0854666 0.113815 0.0786297 0.213795 0.179042 0.177401 0.430495 0.159544 0.164258 0.190925 0.153677 0.193804 0.148095 0.162178 0.180608 0.131308 0.11015 0.376501 0.279857
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 98.465712168700023 201.61239113610003 86.20003303655001 39.296024648600003 38.992510055900006 16.575387281250006 22.594947163200004 20.305669781650003 8.2435668022500028 116.53390612245002 37.050691080100002 21.336111252450003 4.3657573166500008 -0.06828999999999999 -0.055334999999999995 22.644947046300004 13.820816557100002 200.68028944555002 14.824703203750003 203.72643944000004 42.865207177650007 22.564947233300003 13.531614672700002 237.82463207520001 16.455384477450004 16.265380038000004 101.85466269095001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 10 4 -4 5 6 7 8 9 -3 -2 12 -10 14 21 -16 23 -18 19 -19 -21 26 -23 24 -15 -26 27 28 -1 -30
right_child=1 2 3 -5 -6 -7 -8 -9 11 -11 -12 -13 -14 16 15 -17 17 18 -20 20 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.0018183807104917495 0.032951345531979412 -0.0080102105751615246 0.0071105262392112999 -0.095839481863975298 -0.10656564795739321 0.10052580154488278 -0.10226601528731767 0.095910915686618525 0.058920623522173234 -0.10233408331153744 0.0005006663272680282 0.10188638040968644 -0.10067154498488438 0.0052260115435589253 -0.1122923522228807 0.025207993272713326 0.097255066450006977 0.017862257152360967 0.061941150557388892 -0.11265439864073412 -0.0056840548683668481 -0.092858938944680836 0.076709166619434388 0.021225968692567616 -0.057262861194583486 -0.0045474852031663323 -0.052999330039457386 -0.014908046472736719 -0.042507055440983411 0.074411048119475673
leaf_weight=29.202612026647795 0.92506828857586043 0.77450240435609907 0.17939207904555488 0.68550684571755482 0.13309632717573538 0.1651534461416303 0.20246844599751046 0.13369089365005482 0.12617241022962844 0.19703726121224463 14.165585234670969 0.15473791025578976 0.069192842158372514 5.5268660591391363 0.30202171370910846 0.1379555048353609 0.7112711565569042 1.9750804696232078 0.52952561585698266 0.22964862338267256 0.61020265333354473 0.33771587478247411 0.08420865738548855 3.0106159613351329 1.043591730296612 1.7229093664791433 0.43326350891091792 3.3168495510471976 0.24733228166587551 1.1884459801949558
leaf_count=1695 31 129 30 192 35 4 78 5 28 20 557 4 36 81 20 52 23 22 41 41 35 143 45 40 14 48 397 73 13 102
internal_value=0.00137087 -0.00236978 -0.0283667 -0.0744862 -0.00797423 -0.000775941 -0.0108678 0.00184765 -0.00766732 -0.02714 0.00248992 0.0463695 0.0023976 0.00269473 9.28692e-05 -0.0691789 0.00866598 0.0266078 0.0115832 0.00211019 -0.034934 0.000968412 -0.0590162 0.00222866 -0.00466764 -0.024433 0.00170438 0.00240239 0.00427639 0.0542703
internal_weight=68.5217 17.9116 2.82095 0.864899 1.95605 1.82296 1.6578 1.45533 1.32164 0.97154 15.0907 0.350103 0.195365 50.6101 35.2504 0.439977 15.3597 4.05573 3.34446 2.81493 0.839851 34.8104 0.421925 11.304 8.29337 2.7665 34.3885 33.9552 30.6384 1.43578
internal_count=4034 1149 561 222 339 304 300 222 217 149 588 68 64 2885 2540 72 345 162 139 98 76 2468 188 183 143 62 2280 1883 1810 115
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=18 16 15 13 17 0 4 3 7 22 23 4 21 20 20 22 15 10 5 18 6 13 12 12 12 7 22 23 23 20
split_gain=0.0346131 0.0827151 0.129496 0.0695188 0.0476858 0.218503 0.103172 0.133064 0.296318 0.106999 0.0905938 0.069134 0.170208 0.0904425 0.0652397 0.0710217 0.09318 0.064931 0.140252 0.148233 0.0700237 0.0816577 0.0474026 0.201402 0.150054 0.140146 0.0945376 0.102015 0.230765 0.204057
threshold=17.323446153950005 17.684958644900004 20.313914079200003 92.38617519475001 205.83789591070004 98.911063077300014 401.56478351400006 83.326071295150015 24.437987282900004 -0.06828999999999999 0.088555000000000023 377.6847677435 15.531785880150002 41.218101594450012 47.709122305950011 -0.16276499999999997 32.393814985100008 60.613977009100005 31.312564341900003 11.644643452600002 23.145540791850003 120.87576600310001 149.09269374785001 145.97209859650005 153.50554934640004 22.792619241600004 -0.58559499999999998 0.13041500000000003 0.10469000000000002 38.179089776100007
decision_type=2 2 2 2 2 2 2 2 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 3 -2 11 6 7 -6 10 -8 -9 14 13 -13 17 -16 -17 18 19 20 21 -1 23 26 25 -24 -19 28 -28 -30
right_child=1 -3 -4 -5 5 -7 9 8 -10 -11 -12 12 -14 -15 15 16 -18 22 -20 -21 -22 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0982152767128424 -0.098388656204260128 0.098574026681531257 -0.09873321267363161 0.050056253527288479 0.0037172116076125035 -0.099399214898235055 -0.01208591536225349 -0.02798296010111611 -0.088091787345065245 0.098606857761914926 0.056006724125768605 0.021504548650160618 0.096073354248444778 -0.091896019350936622 0.056959631088582728 -0.098910348603977474 0.099162489111444457 0.04515888109570973 0.05831360336996419 -0.097558751513758715 -0.099849584259277618 0.086156281899098422 0.0066842524454278612 0.067669643674561575 0.00034849937106243902 -0.088401958762896818 0.0042129188740487071 0.047522252049721075 0.019778125502811023 -0.065505977292560927
leaf_weight=0.029158127705165238 0.033885406979634491 0.11792820692062378 0.089699829933351793 0.28842550262197619 2.5140634507260984 0.24286389483427218 0.15417425195118994 0.23166728719661456 0.54227218404957966 0.18423246312886465 0.26421870305784978 0.089175647824439319 0.076693414177412933 0.27938802575005184 0.38606158101242727 0.070040508613714247 0.033866249024868011 0.52182542802802245 0.13447633916985069 0.29715033290085557 0.03961289394646883 0.11093222396448255 0.25604553776429284 0.48269759806134871 32.047621277216365 0.35631867789925309 26.414959198442276 0.48708401722251338 0.39243304453702765 0.86193312929026433
leaf_count=100 516 17 62 50 56 125 41 28 79 25 22 33 53 171 51 82 1 42 53 203 4 8 14 35 990 32 1031 24 34 52
internal_value=0.0012184 0.0261763 0.00545425 0.0344498 0.00102246 -0.00918022 -0.0035485 -0.00847614 -0.0380043 0.0481765 0.0167685 0.00168798 -0.0368074 -0.0644582 0.00196039 0.0375952 -0.0343526 0.00168073 -0.0301137 -0.0550509 0.0152385 0.0477816 0.00199513 0.00486817 -0.000570093 -0.0486439 0.00381112 0.00304482 0.00226185 -0.0388245
internal_weight=68.0309 0.529939 0.412011 0.322311 67.501 4.13349 3.89063 3.55222 1.03816 0.338407 0.495886 63.3675 0.445257 0.368564 62.9222 0.489968 0.103907 62.4322 0.61133 0.476854 0.179703 0.14009 61.8209 29.1609 32.66 0.612364 28.6782 28.1564 27.6693 1.25437
internal_count=4034 645 628 566 3389 376 251 185 129 66 50 3013 257 204 2756 134 83 2622 368 315 112 108 2254 1218 1036 46 1183 1141 1117 86
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=7 8 6 15 20 7 18 10 16 23 21 14 23 14 21 17 7 15 18 23 18 15 22 16 19 0 16 15 22 4
split_gain=0.151835 0.141875 0.30625 0.341176 0.276011 0.132518 0.12189 0.242347 0.484864 0.187745 0.215612 0.185295 0.263227 0.423684 0.229397 0.237689 0.217803 0.329805 0.258359 0.46305 0.244569 0.261761 0.460752 0.175792 0.262161 0.198843 0.488009 0.487242 0.243488 0.821478
threshold=21.725272673150005 9.5425530862500008 16.635388683200002 42.841315546000011 38.748048509250005 21.623105384250003 13.893471991850001 62.165217350350012 22.604947139800004 -0.13658499999999998 1.0000000180025095e-35 195.25924573520004 0.088350000000000026 176.96609813925002 3.8781687083500005 187.77231677760003 23.203497038450006 37.491361913600009 13.314799198000001 0.088655000000000025 13.24088655595 43.890399822900008 -0.090495000000000006 22.644947046300004 14.451165964200003 90.767723400200012 20.959950986500004 36.207782793200003 -0.059424999999999999 168.01744813895002
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -1 11 8 -8 10 -9 12 13 -2 -14 -16 17 -13 20 -20 21 -19 -23 24 25 26 -11 28 29 -27
right_child=1 -3 3 -5 -6 -7 7 9 -10 23 -12 16 14 -15 15 -17 -18 18 19 -21 -22 22 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.00016442648147755288 0.00049310941367735814 0.0011584152252713485 0.00016248861923659334 0.00067250152776532606 -0.00206540901155819 -0.0020270304796171151 -0.0018575077700318289 0.0014681993032936778 0.00073845695062138919 0.0019574688940224992 -0.0017653678794049314 -0.0010242713336904184 -0.00036920550476625294 0.0019530198376865313 -0.00012095514847195532 0.00070576385906740053 0.00032055157468733052 0.00023318342304572425 0.00031254279160584009 -0.0015855633245417935 0.00084251571204041443 0.00036650323988431501 -0.002090967033470891 0.0015335912984801772 -0.0010051535730277402 -0.0021026775195841772 0.0001096767034515098 -0.0017111782450828495 0.00031155309352937614 7.6534298840718118e-05
leaf_weight=2.8000624925843165 2.6802435485951706 0.57790796851622772 0.31275109027046599 0.46746892407827545 0.67569231460947776 0.15498490515460606 0.66298835720226523 0.10060972634840837 0.47466306900605559 0.80917543308896656 0.37397450853143255 1.1302714885478078 1.6601648107171056 1.0691396342590449 1.9341212529689071 4.3313098503276706 19.292073796525074 5.6529655674239603 1.0894990415144992 0.90425750578833675 1.9675704627588855 0.62720800534589216 0.55102060264834996 0.35547760990448196 0.7421252173371603 0.70351982886495434 1.7124677253887055 0.54287619038950552 17.769518166850737 12.163266998476074
leaf_count=761 74 29 20 23 60 15 66 42 31 49 155 35 20 73 30 47 208 83 26 31 35 19 50 27 32 90 29 100 626 1148
internal_value=0.000174485 0.000190348 0.00018342 -0.000707727 -0.00136049 -0.000262115 0.000199781 0.000116348 -0.000774392 0.000145077 -0.00107987 0.000270611 0.000481346 0.000909404 0.000278843 0.000450558 0.000191792 -1.65525e-05 8.89831e-05 -0.000548333 0.000233396 5.79526e-05 -0.000782779 0.000161783 0.000147625 0.00017301 0.000702619 0.000130177 0.000162806 -4.26189e-05
internal_weight=84.2894 81.3343 80.7564 1.45591 0.988443 2.95505 79.3005 36.4107 1.13765 35.273 0.474584 42.8898 11.675 3.74938 7.9256 6.26543 31.2149 11.9228 10.7925 1.99376 8.79876 6.83119 1.17823 34.7984 34.4429 33.7008 2.52164 31.1792 30.6363 12.8668
internal_count=4034 3258 3229 103 80 776 3126 2395 97 2298 197 731 244 147 97 77 487 279 244 57 187 152 69 2101 2074 2042 78 1964 1864 1238
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=7 18 10 16 23 21 14 23 4 15 0 15 22 5 9 16 23 21 22 15 22 10 19 6 5 13 15 22 4 23
split_gain=0.132721 0.16122 0.204034 0.473322 0.187005 0.273418 0.184363 0.209413 0.394278 0.232208 0.189571 0.780429 0.170721 0.428067 0.375512 0.217671 0.173357 0.167017 0.157134 0.14919 0.396728 0.148213 0.512096 0.464878 0.447381 0.431957 0.323752 0.270281 0.780807 0.432065
threshold=22.105125139000005 13.893471991850001 62.165217350350012 22.604947139800004 -0.13658499999999998 1.0000000180025095e-35 195.25924573520004 0.088350000000000026 175.31744532325004 33.762789462050002 86.329079026800017 40.42701969085001 -0.084275000000000003 21.500664456800006 201.14010537530001 22.584947186600004 0.09062000000000002 4.0847671134500008 0.022350000000000005 46.074827201850006 -0.10290999999999999 66.590419433100024 14.251149826300002 15.035351298550003 19.865285687250005 115.12515406205002 33.005488016050009 -0.059424999999999999 169.14490639835003 0.083495000000000028
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 7 8 9 -2 11 -8 15 -14 16 -12 -15 -9 19 -13 -21 22 -6 24 27 -24 -25 28 -23 -30
right_child=1 2 4 -5 21 -7 10 17 -10 -11 12 18 13 14 -16 -17 -18 -19 -20 20 -22 23 25 26 -26 -27 -28 -29 29 -31
leaf_value=-0.00018018544887595398 0.00099476982634600069 -0.0018671040343948735 0.0014627622155736738 0.00075091850421203806 0.0019040192758911071 -0.0018055917123395615 -0.0017180957588269141 -0.00018555443425392838 0.0019557506752263345 -0.00022177137041830977 0.00032821025107341521 0.0001764359918278905 0.00017366625044231419 0.00087778760472392284 0.00045292624879341798 -0.00038845465742333598 0.0019914103995852142 0.00049216763851771923 0.00086038566400060816 0.00042122531900287002 -0.0020511384143865187 -0.0020867000642450844 -0.0012534890828791792 -0.0020316238935207944 -0.0020190453852615411 0.00053981862053791637 4.7516693208706885e-05 0.00035676852279557765 -0.0011049703040436707 0.00021077087304780627
leaf_weight=3.3108533113021386 1.4778616747207705 0.60370656751911045 0.13039036658398018 0.47393366531468928 0.82093990049179355 0.40119692361517423 0.91079097784677543 1.8043022290803472 0.99899477185681451 1.0192732291761784 5.3816641323992398 8.4049367778934521 7.1464831549674255 0.92337086005136404 2.8997408628929406 2.3369639161974192 1.2858231919817624 6.2088253874680959 1.1421717769990198 0.59476974938297644 0.4298928765238077 0.66723910509608941 0.65376338921487365 0.6383991595939722 0.35475381443893539 2.4578607273288071 0.52451765257865191 17.02620841756903 1.0534733951145643 10.762562550283063
leaf_count=838 30 66 42 36 27 153 45 33 75 44 77 132 49 20 24 19 25 88 30 9 101 91 22 58 130 73 18 596 500 583
internal_value=0.000204471 0.000220484 0.000124794 -0.000715728 0.000150315 -0.00100391 0.000301927 0.000514269 0.000914689 0.000498206 0.000224235 2.34771e-05 0.000339646 0.000483508 0.000916922 0.000111226 0.00152595 0.000339566 0.000173519 9.03215e-05 -0.000616044 0.000167866 0.000526476 0.000122413 0.000169775 0.000163038 -0.00109386 0.000196088 -2.30669e-05 9.34643e-05
internal_weight=82.8457 79.5348 36.5689 1.07764 35.4913 0.531587 42.9659 11.5093 3.49613 2.49713 31.4566 11.4826 19.974 12.2554 5.10893 7.71863 2.20919 8.01313 10.5718 9.4296 1.02466 34.9597 3.93256 31.0272 29.8642 3.11162 1.16292 29.5095 12.4833 11.816
internal_count=4034 3196 2395 102 2293 195 801 270 149 74 531 317 214 118 69 96 45 121 272 242 110 2098 122 1976 1900 95 76 1770 1174 1083
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=13 21 13 20 6 8 19 16 15 22 5 21 7 7 17 3 17 5 10 10 22 22 22 21 21 19 22 3 22 20
split_gain=0.0330347 0.0979222 0.251271 0.229195 0.288291 0.0863644 0.1802 0.15921 0.0746682 0.220259 0.0859711 0.12952 0.143968 0.173915 0.124905 0.17381 0.119545 0.18238 0.123921 0.105496 0.102673 0.249536 0.188503 0.144665 0.0909112 0.215016 0.113902 0.0864477 0.136305 0.0711231
threshold=117.60660091645001 8.7462497811500022 117.69263157665002 40.206947806850003 16.465384711100004 8.4434108459500017 14.351157895250003 22.764946765650006 46.683480308100009 0.051245000000000013 21.850554661550003 2.7200266080500004 23.203497038450006 22.814487719050003 202.58869561095003 90.525762168450015 195.76335783930003 22.053438739150003 62.052302108850007 62.272755675600003 -0.06483499999999999 -0.046635000000000003 -0.018034999999999999 14.824703203750003 14.894616075700002 14.451165964200003 -0.18231499999999998 93.765354215650021 -0.231905 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 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 2 3 -2 -5 6 7 -4 10 -10 24 12 13 27 16 -16 17 -13 -18 -14 -19 -22 -23 -24 29 26 -26 -12 -29 -1
right_child=1 -3 5 4 -6 -7 -8 -9 9 -11 11 14 19 -15 15 -17 18 20 -20 -21 21 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.0030388727333481177 0.0096083129289511633 0.0062742876507643 -0.10256298773474329 -0.024550285327360304 -0.10994606928265223 -0.0027687656949402953 0.072844566315053802 0.10063379371165973 -0.1021855835190608 0.0083550252026716523 0.057784364473154021 0.069705373769568382 0.10219823345697943 -0.076599737945846291 -0.010442393735088857 0.10052771500662677 0.0095963219548801503 0.0015990646604598922 -0.031228901800207737 0.022102115599688832 0.10120910581325233 -0.10443883571735534 -0.0011840272111259236 0.099687291783496959 0.059094749180603805 0.049025674107590594 -0.085207390857986343 0.095960738689048267 -0.10276351686678264 -0.0085951822716759281
leaf_weight=35.342319575307997 0.7203340784180895 5.5135601397723804 0.13396005550748702 1.0111931977589845 0.6490951216119355 3.1163649537375022 0.44057816942222416 0.054145821370184422 0.26657686956877924 0.55666612321510911 0.42955779481780954 0.4866479931154063 0.42313434413517825 0.18401773247751407 0.25091420160606581 0.32262870256818132 1.3461974544916313 6.6069256837540111 1.6607563964680592 0.2689742877628305 0.37445364805171266 0.13582393785509339 0.585965545645595 0.18772493499818665 0.061936578349332194 0.22120242239907384 0.46816679703647324 0.054209598444231233 0.095005168433999643 6.1724199384620695
leaf_count=1731 17 95 78 29 44 106 22 5 83 6 25 22 27 19 26 18 15 263 28 28 12 28 122 18 26 14 166 24 168 769
internal_value=0.00145744 -0.00339377 -0.0120957 -0.0374983 -0.057936 0.00405196 0.0378621 -0.0440733 0.00245677 -0.0274395 0.0028988 0.00987413 0.0380462 0.00808209 0.00644651 0.0519804 0.00415255 0.0102918 -0.0129517 0.0710705 0.0066276 0.032503 0.0042162 0.023291 0.000685212 -0.0337899 -0.0683473 0.0350062 -0.0305672 0.00130912
internal_weight=68.1415 11.6392 6.12567 2.38062 1.66029 3.74505 0.628684 0.188106 56.5022 0.823243 55.679 13.4129 1.4549 0.76279 11.958 0.573543 11.3845 8.37754 3.00695 0.692109 7.89089 1.28397 0.909514 0.77369 42.266 0.751306 0.530103 0.578773 0.149215 41.5147
internal_count=4034 396 301 90 73 211 105 83 3638 89 3549 843 291 236 552 44 508 465 43 55 443 180 168 140 2706 206 192 217 192 2500
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=0 17 9 8 22 20 9 23 23 8 22 17 9 23 23 9 20 7 4 10 10 22 20 4 12 5 10 12 12 2
split_gain=0.108828 0.257024 0.101498 0.0995143 0.27081 0.210307 0.22932 0.181177 0.180341 0.171474 0.113783 0.110449 0.21401 0.190562 0.172584 0.466902 0.211116 0.16972 0.13072 0.340595 0.143684 0.126058 0.106372 0.103994 0.0976727 0.129248 0.300067 0.106408 0.281063 0.202326
threshold=103.33357670195001 241.79519611995002 218.72979271345005 8.8430989333000021 -0.010319999999999999 41.827117825850003 215.54845996915003 0.093325000000000033 0.093160000000000034 8.7431769115000026 -0.056724999999999998 205.83789591070004 201.7576686733 0.077080000000000023 0.091935000000000031 208.51380245710001 41.257403903850005 25.561514136100005 371.57449297710008 62.041548276350007 61.966271448700006 -0.039434999999999998 39.952536079750011 321.23864991185008 273.67701475470005 24.453399453300005 61.622148808000013 149.09269374785001 145.97209859650005 129.61088881085001
decision_type=2 2 2 2 2 2 2 2 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 9 5 6 22 -6 -7 11 -11 18 23 -14 16 -16 21 -18 24 20 -20 -15 -5 -13 25 27 -27 28 -1 -29
right_child=1 2 -4 4 7 8 -8 -9 -10 10 -12 12 13 14 15 -17 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.00025027121912588236 -0.0019753931488896417 0.0016409694470586125 -0.0010457941732159857 0.00056475739851824113 -0.0020470260495079381 0.00016214705087065065 0.00139052415818687 6.8398923176299448e-05 -0.0020722302496793727 0.00035235670672848293 0.0010405505234846648 -0.0019130911963604587 -0.0016460240033169535 0.00013031489302616639 0.00090478812280020177 -0.0017280546457077608 -0.00068901490756822386 0.0003715340901065859 -0.00062601958436251108 -0.001797001646057146 0.0014875511104869075 0.0018874946934474693 -0.00053036635791916891 0.00012834008163883044 0.00057332979544068817 0.00026944728766803655 -0.0019289701962461293 -0.00088429206940175676 0.0014850333966844589 0.00014327185312362783
leaf_weight=31.426260172865227 0.28591593758349532 0.16491969316120958 0.080417187404236756 0.63023274182342104 0.42338765237218368 0.28219548162815034 0.64373095749760967 0.2461539270443609 0.27346492132346611 2.8173022093251348 1.3742108556907613 0.34737206087174755 0.24990367353893805 0.23894443328026682 0.45704171530815052 0.59751613403204829 0.79619700834155116 2.1378468853363302 0.21908376510873395 0.43866992023833973 0.28391957440180704 0.45749288290971923 0.74305675359209999 0.13254741053242469 2.6100780636370464 0.68643549397347559 0.36596436648505914 0.75372196012176473 0.72510909945776703 32.631316202411199
leaf_count=944 864 26 43 31 38 28 34 24 23 38 27 60 22 32 33 64 33 47 55 132 31 36 22 26 29 312 162 24 31 763
internal_value=0.000172603 -0.00071203 0.000760295 0.000178266 -0.000158476 0.000130617 0.000424864 -0.0012693 -0.000937488 0.000191957 0.000577985 0.000170542 -9.9275e-05 2.22865e-05 0.000111276 -0.00058699 0.000314103 8.37381e-05 0.000191371 -0.000534258 0.000566983 0.00128461 -2.779e-05 -0.00134927 0.000201246 0.000186661 -0.000495036 0.000197608 0.000278119 0.000120073
internal_weight=83.5204 0.531253 0.245337 82.9892 3.24222 2.57268 2.01702 0.669542 0.55566 79.7469 4.19151 75.5554 5.41486 4.93494 4.68504 1.05456 3.63048 2.93404 70.1406 0.941673 0.503003 0.696437 1.37329 0.479919 69.1989 66.5888 1.0524 65.5364 32.1514 33.385
internal_count=4034 933 69 3101 200 138 87 62 51 2901 65 2836 353 267 245 97 148 80 2483 218 86 68 53 86 2265 2236 474 1762 975 787
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=7 9 9 21 21 16 22 8 3 7 19 23 0 6 22 23 7 15 23 20 2 17 23 23 19 9 20 23 22 22
split_gain=0.0327497 0.0767803 0.0649851 0.094688 0.0930285 0.148505 0.137282 0.132614 0.103962 0.0880487 0.121882 0.0797611 0.0744105 0.209719 0.0852752 0.0717255 0.0647249 0.123571 0.0994935 0.111347 0.0878453 0.11651 0.0768244 0.106073 0.0734537 0.0599207 0.161566 0.246963 0.23444 0.125599
threshold=22.105125139000005 227.07958281845004 186.68586460755003 15.803805445550003 10.393723370700002 22.644947046300004 -0.073609999999999995 7.8438787148500007 84.092281862300013 22.356277907050004 14.451165964200003 0.096995000000000012 85.732241321850012 16.555386813950005 -0.054619999999999995 0.096885000000000013 20.861906850000004 43.030193406950012 0.099855000000000027 44.756878345700009 41.467794892200004 188.83172615260003 1.0000000180025095e-35 -0.15572 14.351157895250003 192.39832633775004 40.583589072600013 0.10661000000000002 -0.2351 -0.071864999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 8 9 -8 -6 -2 11 -11 13 -4 15 -15 18 20 19 24 -18 -22 23 -21 -1 26 -14 28 -28 -30
right_child=2 -3 12 -5 5 -7 7 -9 -10 10 -12 -13 25 14 -16 -17 17 -19 -20 22 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.10060594941748119 -0.08688298724107435 0.10077295855210121 -0.10238417920723911 0.074693793575311904 0.040142326067278931 0.0056906925208248232 -0.1006050228605888 0.098211821021682064 -0.1048754932388309 0.016557145655622493 0.10075446676027983 -0.061126348243175699 0.0029369106335976301 0.0037875340527365299 0.015778646356035646 -0.092077981322014252 0.040619557152954344 -0.0015106195193556797 0.097100378617729674 0.033830690187986436 -0.090722023185643111 0.037473187954892732 0.090421185966575168 -0.10333729122048013 0.017371009635609398 0.0027048190849936799 0.031657753261672715 0.011625662154627325 -0.11007785423633376 -0.039111638523278411
leaf_weight=0.15155958555965998 0.084352115474303102 0.061111802700906881 0.26276926825357705 0.24016763639156113 0.063733822798653583 1.7249251626199109 0.037158065845004917 0.34544354423269397 0.22033593258129258 1.3666753620430823 0.16026169224642206 0.14632089267271897 4.7569463663085108 0.14904979543644004 0.74678361356745859 0.16383091744501144 0.079131170175969379 0.96485331794247031 0.11449742417471498 0.21691982709086943 0.48222766761315938 0.083114753217159887 0.13049638839734712 0.076174477561835374 0.080967164598405361 52.993123470098737 0.23399530023925774 0.83617317625066778 0.57630361618066672 0.43964995661008288
leaf_count=414 21 5 112 91 163 15 230 21 48 274 22 29 110 30 30 13 8 11 24 57 195 30 38 48 8 1852 10 9 89 27
internal_value=0.00146909 -0.00990391 0.00189263 0.0136458 0.0101122 -0.00534267 0.0246195 0.0789028 -0.0723393 0.0128029 0.0178283 0.00904443 0.0010491 -0.0224139 -0.00258332 -0.0464097 -0.0127459 -0.0241575 0.0110859 -0.00392429 -0.0580626 -0.0718752 0.0265977 -0.00181893 -0.0595257 0.00156766 -0.00723859 -0.0304416 -0.0585831 -0.0793675
internal_weight=67.9891 2.44105 65.548 4.38937 4.14921 2.00899 2.14021 0.382602 0.28407 1.75761 1.67326 1.513 61.1586 1.32243 1.05966 0.312881 2.37994 1.60933 0.770615 0.656117 0.644474 0.565342 0.423591 0.293094 0.232527 59.8362 6.84307 2.08612 1.24995 1.01595
internal_count=4034 838 3196 914 823 226 597 251 211 346 325 303 2282 185 73 43 833 244 589 565 233 225 143 105 422 2097 245 135 126 116
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=10 0 0 23 18 5 20 0 0 3 6 22 13 2 2 23 20 13 13 2 20 18 6 7 18 16 5 9 15 6
split_gain=0.152242 0.755907 0.435893 0.437941 0.333792 0.36171 0.458703 0.350568 0.569979 0.443914 0.568549 0.384395 0.288345 0.357552 0.255461 0.249108 0.186361 0.476859 0.301617 0.279101 0.260622 0.23988 0.254617 0.211822 0.193886 0.18819 0.270701 0.174896 0.169688 0.184659
threshold=66.590419433100024 90.407470010750018 92.313586825200005 0.13377000000000003 13.545319032100002 18.946524085150003 37.445036092900004 93.399723909900004 94.047642319350018 83.538459487450012 14.745344522600002 0.048475000000000011 113.89115178020002 118.06771887965002 98.465712168700023 -0.10747999999999999 38.064633603500006 115.68166489510001 116.72209819155002 65.896304893200011 42.558389508100007 13.3584252364 15.785368822600002 22.477322886550002 13.012604996900002 22.494947397000004 21.500664456800006 66.346857137250012 33.762789462050002 15.155354102400002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 7 -7 -6 14 15 11 -11 13 -1 -9 -10 21 23 20 -20 -19 22 -14 -18 -24 26 -21 -22 -27 -30
right_child=2 -3 3 -5 5 6 -8 8 9 10 -12 -13 16 -15 -16 -17 17 18 19 25 27 -23 24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.0019303379404188676 -0.0010319864895734358 0.0015425838520680677 0.0018786582447508212 -0.0020187400016056759 -0.0015358937846766249 0.00058058853161784333 -0.001617293592867533 0.00037530758563845593 -0.0020034496520829601 -0.0020270718558796702 0.00015143177758617123 0.00064763323117291089 -0.00093245117816512354 0.00046932080513602042 0.001938448318228777 0.00025809819843301005 0.00056099468988890283 0.0019770254848389453 -0.0015678498125364466 0.0019860456224144339 0.0014339516672359611 0.0015874325826786687 0.00037160520631550597 -0.0018438620930468588 0.001857376272180576 0.00071625890420052272 0.00040618949649304432 -0.001296756732415428 -0.00072083057078552453 0.00018065447519533651
leaf_weight=0.5268418284085773 1.2745399078430626 1.71752908657072 0.42989353197027114 0.35784255181147173 0.4463268661784302 0.58810808618363697 0.96265689032338742 0.66360044380417349 0.18877673313471888 1.0799257067644696 1.9149159470107404 0.25544202283117545 0.46291750948876131 0.436528951825494 1.0195210640013099 23.239484472468181 0.1825108896018709 0.69118383153545326 0.33735372117371198 0.5332748051732773 0.16352140507660806 0.84720528917387117 1.6487402953280255 0.6163940210826695 0.42465062570408907 2.2269307111855587 1.9120621588954234 0.20104288384027313 0.89487916231155296 36.743611751877324
leaf_count=128 156 55 23 58 24 30 196 17 186 223 39 12 15 170 35 1365 88 41 29 63 22 32 105 29 29 21 106 27 20 690
internal_value=0.000196815 0.000264061 9.19309e-05 0.000137923 0.000162988 0.000138694 -0.000783774 0.000188351 0.000215486 0.000145667 -0.000533392 -0.00151543 0.000219109 -0.000842989 0.00132215 0.000239875 0.000240476 0.000206748 0.00023419 0.000208561 0.00126949 0.000684096 0.000382354 -0.00129447 0.000675906 0.000222725 0.000750722 -7.19267e-05 0.000190338 0.000159221
internal_weight=82.9882 50.5672 32.421 31.1465 30.7887 30.3588 1.55076 28.808 28.3617 26.6785 3.25028 1.33537 48.8496 0.963371 1.68312 23.4283 47.8863 44.5028 43.7039 42.6481 1.05575 3.38351 2.53631 0.798905 2.07339 42.3108 2.44534 0.364564 39.8654 37.6385
internal_count=4034 1670 2364 2208 2150 2127 226 1901 1877 1825 274 235 1615 298 52 1551 1317 1136 1019 929 90 181 149 117 134 900 169 49 731 710
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=8 22 20 9 19 23 21 8 22 9 9 15 23 0 19 22 9 9 22 20 16 2 9 17 9 9 21 23 20 20
split_gain=0.0312596 0.150869 0.125274 0.168734 0.105343 0.104275 0.0704213 0.0450646 0.071196 0.0477528 0.238386 0.0821623 0.107659 0.127843 0.136109 0.072585 0.064207 0.308214 0.231397 0.235881 0.255551 0.210886 0.132507 0.17534 0.0795994 0.116491 0.214481 0.112994 0.0796626 0.13283
threshold=8.8430989333000021 -0.010319999999999999 41.827117825850003 215.54845996915003 14.351157895250003 0.093325000000000033 4.0199878722000006 8.7431769115000026 -0.06828999999999999 210.65484416470002 212.35746315350005 24.719476717350002 0.096315000000000026 98.674478761850011 10.550851274900003 -0.095854999999999996 204.68881850780005 204.12988221610001 -0.033799999999999997 40.340071172300007 20.084953032650002 131.42729508740004 207.30588428080003 202.32358236650001 203.06170522940002 202.37225149245003 6.9459996152000008 0.086555000000000021 36.620308449100001 37.038444968100009
decision_type=2 2 2 2 2 2 2 2 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 6 -4 -3 -2 9 -9 16 15 12 13 -12 -15 -11 17 24 19 20 -18 -20 -21 -24 25 28 -27 -26 -1 -30
right_child=1 5 4 -5 -6 -7 -8 8 -10 10 11 -13 -14 14 -16 -17 18 -19 21 22 -22 -23 23 -25 27 26 -28 -29 29 -31
leaf_value=0.018979339523240154 -0.040708511619709377 -0.10274748159028142 0.0088415594481006232 0.073145957899774183 -0.09785653102088207 0.0038220396627202239 0.013083071286707219 0.0032065580463670356 0.034038061990230732 -0.016453734508024006 0.068937673643509861 0.0031952786808428012 -0.10199905730107919 0.09361974947124857 -0.082456069917525021 -0.090465790969751034 -0.0898990465973417 -0.08227371265326 0.089292247027589283 0.016690766235967464 0.07135376591180724 0.018867167781400272 -0.077363752335183444 0.00085906808232268409 -0.0053861765474696559 -0.072499642549232468 0.0051878716749423053 0.035843849351184932 -0.048591570150529617 0.0011095526340480272
leaf_weight=2.4581897927975893 0.36247113888384797 0.26250235177576442 0.16857534564769583 0.37384063277568191 0.20512871957180323 0.14120310167345451 0.74071284112869762 2.3555464007076812 1.0981380404846266 0.19575221371997031 0.14125346718356002 5.3610631708652363 0.17454466916206002 0.054630313178449796 0.22356199420096345 0.41013557877522444 0.49496320825892315 0.44252273251186025 0.60050714638600622 4.1213578979055683 0.12262858310714364 1.4565107605631054 0.37153776009654382 1.2528868682566097 1.1622164379541566 0.60952174557269134 0.85229119355562943 1.552782838255325 0.54514342436773588 39.536874658450195
leaf_count=443 29 38 26 34 25 25 24 36 29 18 8 170 53 41 122 60 99 93 84 96 6 58 46 36 14 27 21 36 55 2182
internal_value=0.00149374 -0.0100843 0.00199778 0.0150844 -0.0497258 -0.0654729 -0.00459113 0.00189166 0.0130098 0.00127374 -0.00679465 -0.00071455 -0.0360027 -0.00853956 -0.047879 -0.0665537 0.00222617 0.000789978 0.0102698 0.000844626 -0.0578808 0.0394264 0.00715679 -0.017032 0.00157679 0.000551455 -0.0272049 0.0181944 0.00150525 0.000433583
internal_weight=67.849 2.25443 1.85073 1.47702 0.373704 0.403705 1.10318 65.5946 3.45368 62.1409 6.56094 5.95505 0.59399 0.419446 0.278192 0.605888 55.5799 47.1595 8.42039 6.36337 0.617592 2.05702 5.74578 1.62442 46.717 44.002 1.46181 2.715 42.5402 40.082
internal_count=4034 201 138 87 51 63 53 3833 65 3768 472 394 224 171 163 78 3296 2871 425 283 105 142 178 82 2778 2728 48 50 2680 2237
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=18 16 15 4 13 6 14 6 22 10 7 15 23 23 6 12 10 2 22 7 20 14 10 10 10 0 5 4 21 10
split_gain=0.0341012 0.0764 0.116514 0.066396 0.0663312 0.0443107 0.232282 0.0991436 0.0867509 0.166634 0.163109 0.163639 0.115225 0.060643 0.103864 0.0526771 0.0903029 0.0845253 0.114231 0.202122 0.0721038 0.0650661 0.0637137 0.312952 0.277863 0.261685 0.256317 0.22192 0.180172 0.09389
threshold=17.323446153950005 17.684958644900004 20.313914079200003 371.57449297710008 92.38617519475001 13.65531905435 277.23638966875006 13.78532209185 -0.50001499999999999 69.999384342500022 23.478650568600006 32.866677124050007 0.10721500000000002 0.084565000000000015 11.545269753400001 93.660658182900008 75.499969677400017 49.864842700850012 -0.054619999999999995 23.314707969200004 37.311503175250003 148.67011998770002 71.015621515800021 71.787208999250012 70.727956495850009 94.047642319350018 18.128874633450007 217.14278782465001 0.17201659740000003 67.300172379550006
decision_type=2 2 2 2 2 2 2 2 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 4 -2 6 -1 -7 9 10 11 12 -9 14 -8 17 22 -10 19 21 -20 -19 24 27 25 26 -17 -24 -27 -28
right_child=1 -3 -4 -5 -6 7 13 8 15 -11 -12 -13 -14 -15 -16 16 -18 18 20 -21 -22 -23 23 -25 -26 28 29 -29 -30 -31
leaf_value=-0.0016906978548908509 -0.1003353257819337 0.1005095708469322 -0.10063282787315525 -0.1008243950180614 0.065373586647822682 0.022229461107589294 -0.10362400463762889 -0.10287782128242928 0.017374070518055434 -0.10269093443500998 0.020749373040335816 -0.10649905979477635 0.093326638662589986 -0.10168188324143268 0.064226993406253222 0.064231980930567645 0.038813432151580771 -0.046030290058617945 0.0090816578738171488 -0.10529323974193316 -0.018819994850493852 0.023433801805774899 -0.10401976868912968 0.0015316722798832179 0.077035308202398955 -0.0022343458573519221 0.0037107757515177976 0.0074576580993485969 -0.10305277603800996 -0.026711398141789619
leaf_weight=7.7329277423423388 0.026677493209208758 0.11099666287191212 0.080635481872377568 0.032693311226321242 0.25557899754130631 2.3518129554722682 0.077122305215624354 0.04448912339283484 1.1251650142949206 0.22377012977085531 0.70552518527256325 0.25736295244496432 0.091472802334465086 0.29945475686865564 0.070624019872411736 0.69371370517182995 0.6917180719319721 0.24310468673502272 1.7741510341729743 0.34485954936826602 1.9378118176373389 0.30280242179799188 0.52008054667385195 5.4464424847537884 0.51201969245448609 0.32585379660622393 39.409636499451608 0.27195545064751059 0.38871013261814369 1.0412733220350663
leaf_count=630 306 17 62 219 41 41 204 68 36 32 23 20 12 160 66 33 39 24 16 62 37 23 103 70 24 11 1459 37 82 77
internal_value=0.00134791 0.0271956 0.00662452 0.0340852 0.0497116 0.00115214 -0.00574305 0.00211296 0.00127341 -0.0240348 -0.00801729 -0.0596174 0.0291251 -0.0758157 -0.0233898 0.00188169 0.00293628 -0.00719539 -0.0132015 -0.0453606 -0.00548426 -0.00750012 0.00242574 -0.00700946 0.00381492 0.0029193 0.00396127 -0.0657426 -0.0570778 0.00292766
internal_weight=67.3904 0.506582 0.395585 0.31495 0.282256 66.8839 8.18013 58.7037 56.3519 1.32262 1.09885 0.393325 0.135962 0.447201 0.147746 55.0293 49.3014 5.72789 4.60273 0.890767 3.71196 0.545907 48.6097 6.23848 42.3712 41.8592 41.1446 0.792036 0.714564 40.4509
internal_count=4034 645 628 566 347 3389 1060 2329 2288 155 123 100 80 430 270 2133 1935 198 162 109 53 47 1896 210 1686 1662 1569 140 93 1536
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=15 23 7 7 16 16 16 2 14 6 20 17 22 21 16 5 0 15 5 5 4 0 18 5 6 5 6 9 6 10
split_gain=0.0315477 0.11311 0.0536775 0.0490408 0.0436799 0.0694933 0.0835242 0.040765 0.256861 0.213351 0.152159 0.214534 0.21296 0.269021 0.182072 0.300567 0.198249 0.169865 0.131956 0.131942 0.0933094 0.0909509 0.113736 0.0743796 0.212554 0.196846 0.173951 0.0914151 0.0730944 0.0672856
threshold=46.074827201850006 0.090390000000000012 23.271765593750004 22.575645983950004 12.604970524100002 9.719977270450002 9.2849782877000013 189.28685862455004 274.43194657740008 13.355312044750002 41.685324604100011 197.20536406400001 -0.078504999999999991 2.6251474860500008 15.709963263300002 20.748863230450002 86.20003303655001 25.186533201700005 21.336111252450003 23.042623356550003 294.35264367105009 98.142164052000012 17.551307094650003 23.545618314050007 16.605387982250004 22.938948824900006 16.555386813950005 68.155894387200007 16.235379337050002 62.391047833300007
decision_type=2 2 2 2 2 2 2 2 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 -3 -2 5 6 -1 8 23 21 11 20 13 -13 -12 -16 17 -17 -18 28 -9 -10 -23 25 27 -6 -27 -25 -20 -15
right_child=1 2 -4 -5 7 -7 -8 10 9 -11 14 12 -14 29 15 16 18 -19 19 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.10139806008150942 0.0067357927463248899 -0.024680282098252564 0.0091711539909139009 -0.093822028737531316 0.0014401165698435536 -0.10049564282436119 0.084698811742108401 0.027004489369940144 0.078108413809113847 -0.089648872289317449 0.070157731435961365 -0.089249689359685719 0.075476323983453275 0.099095485699121855 -0.095281906943655251 0.044125542931173385 -0.022083674712922084 -0.097083812758902585 0.074919034715989333 0.0016411870856836821 -0.0046264752460415054 -0.10144603074033105 0.074295799314356342 0.021445022625178639 -0.00099094370899333777 0.089355983308724338 -0.0043787952626978387 -0.10903588603705061 0.016992923701575773 0.0067012818478048687
leaf_weight=0.038652789462189641 0.063037393621925175 0.70641977242485188 1.3903712524333967 0.21027396881072491 50.193857549298627 0.10669385139618726 0.064134948294849892 1.4377120139906745 0.13012499424803436 0.56304445865680464 0.30088878233414096 0.21227246937030475 1.0655598736530008 0.16985918075079098 0.38060453337584466 0.11150028485280916 1.2376680148154267 0.36098578200835618 0.48801632116010329 1.7546418995843849 2.6545704826605743 0.097417840911248277 0.059206187637755647 0.065185650641068515 1.4326743329584131 0.48241618977772205 0.33578875258535845 0.30456913061789237 0.39347791997715831 0.14705858076740697
leaf_count=455 12 50 28 92 1485 435 40 29 13 35 105 49 141 5 155 31 25 71 26 16 87 48 11 23 354 35 23 94 17 44
internal_value=0.00121049 -0.0101207 -0.00223357 -0.0706291 0.00162629 -0.043963 0.0147181 0.00177463 0.000650234 -0.0538911 0.0074061 0.0186108 0.0497238 -0.0021306 -0.00526781 -0.010069 -0.00260691 -0.0637603 0.00485195 0.0174982 0.0064862 0.0163208 -0.035013 0.00152781 -0.0184367 0.00223323 0.0508875 -0.0860328 0.0490622 0.056222
internal_weight=66.9587 2.3701 2.09679 0.273311 64.5886 0.209482 0.102788 64.3791 53.6643 0.849793 10.7148 5.68703 1.59475 0.52919 5.02778 4.72689 4.34629 0.472486 3.8738 2.63614 4.09228 0.286749 0.156624 52.8145 1.80243 51.0121 0.818205 0.369755 0.881494 0.316918
internal_count=4034 182 78 104 3852 930 495 2922 2121 107 801 355 239 98 446 341 186 102 84 59 116 72 59 2014 471 1543 58 117 43 49
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=3 20 22 16 10 17 22 15 7 3 20 5 6 22 2 9 22 18 16 19 4 20 22 15 9 17 5 6 19 6
split_gain=0.030764 0.186301 0.232373 0.150914 0.121671 0.230076 0.13235 0.0889289 0.240283 0.0923265 0.0934735 0.133089 0.0759766 0.0714885 0.0684218 0.0659782 0.071514 0.0653897 0.121539 0.194706 0.353106 0.203889 0.1136 0.22758 0.559739 0.187001 0.198483 0.190615 0.154274 0.139175
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 22.714946882600003 62.025417527550012 185.45496942040003 -0.086719999999999992 33.762789462050002 22.105125139000005 93.431985407450014 41.481306584950012 23.042623356550003 16.295380738950005 -0.018034999999999999 222.71270326640004 185.44496129890004 -0.011675 13.893471991850001 22.644947046300004 14.351157895250003 372.47712237630009 40.720231579350006 -0.091179999999999997 37.870720399650004 201.14010537530001 191.86029796145002 21.500664456800006 16.565387047600002 14.351157895250003 16.485385178400005
decision_type=2 2 2 2 2 2 2 2 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 7 4 15 6 -6 -3 8 -2 -9 13 -12 -7 -11 -15 16 -4 22 19 -19 21 -21 25 28 -25 26 27 -1 -24 -27
right_child=1 2 3 -5 5 12 -8 9 -10 10 11 -13 -14 14 -16 -17 -18 18 -20 20 -22 -23 23 24 -26 29 -28 -29 -30 -31
leaf_value=0.075019183288997732 -0.043294028843712223 -0.0040270794923351538 -0.10138142019883406 0.059044538937702389 0.071429574648223831 -0.016322156954103818 0.085170612527235512 -0.022753805991257176 0.080736261733013431 -0.0059039183835124607 0.046329324467075911 -0.00022734863725800826 -0.10377147893991152 0.032291185762053164 -0.0029674410754171373 -0.10359194524786307 0.039057065073732744 0.00044645386660473988 0.065137214991554795 0.0052655792958200293 0.049607693282434057 -0.095988444572015247 -0.012067737226910409 0.076321462210929086 0.0048772168720495734 -0.032702802490353698 -0.0051192844001658354 -0.0030329849629045385 0.01523575273158119 0.002030045975116104
leaf_weight=0.8199492176362384 0.24129701412323612 0.97150212455903784 0.069281883515941445 0.077738142068483285 0.13415644004999183 0.14296184238446585 0.20071530478526278 1.5732988326344628 0.44287512614391744 7.7417576168081705 1.0973424003459507 1.3940591669452258 0.32567201594065409 1.0918330294080081 1.1098380209878085 0.55309536405002291 0.076072241943619612 26.705506008827943 0.27705993945710261 0.27333622938021906 0.33928962796926487 0.72997482866048813 3.9580749358028715 1.671905661933123 3.1869147155666724 2.3762410236522555 1.9110838557008945 0.50595702324062586 4.3370981481857598 2.2423226335085928
leaf_count=108 316 180 32 20 71 19 20 22 22 119 34 30 49 36 9 84 86 2266 42 17 45 69 68 49 32 29 46 3 93 18
internal_value=0.00109396 -0.00254199 -0.0274861 -0.0731253 -0.00752867 -0.0440388 0.011246 0.00178934 0.0369927 6.99706e-05 0.00295772 0.0202786 -0.0770941 -0.00138217 0.0145177 -0.0878359 -0.0278818 0.0023648 -0.000770651 -0.00142169 -0.0385807 -0.0684034 0.00659204 0.0122746 0.029461 -0.00292325 0.0155064 0.045235 0.00220778 -0.0158399
internal_weight=66.5782 17.2435 2.5512 0.776188 1.77501 0.60279 1.17222 14.6923 0.684172 14.0081 12.4348 2.4914 0.468634 9.94343 2.20167 0.698449 0.145354 49.3347 28.3252 28.0481 1.3426 1.00331 21.0095 13.154 4.85882 7.85555 3.23699 1.32591 8.29517 4.61856
internal_count=4034 1149 561 222 339 139 200 588 338 250 228 64 68 164 45 202 118 2885 2439 2397 131 86 446 242 81 204 157 111 161 47
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=13 21 13 22 20 20 8 8 17 22 23 8 6 15 5 10 6 0 22 7 16 23 22 18 10 5 18 8 10 21
split_gain=0.0367521 0.0709044 0.197496 0.21379 0.128284 0.219928 0.116292 0.0810972 0.163552 0.204051 0.0630408 0.0822833 0.0578125 0.141594 0.126102 0.257812 0.219953 0.182423 0.244018 0.268967 0.169129 0.264702 0.161937 0.142005 0.135504 0.430123 0.252967 0.128602 0.193793 0.136313
threshold=117.60660091645001 10.959760372700002 117.69263157665002 -0.083064999999999986 40.206947806850003 41.385032804600009 8.4434108459500017 8.4434108459500017 187.51563899930002 0.11704500000000002 -0.27628999999999998 8.0437227585500022 14.815346158200002 38.62622401090001 18.553574773300003 68.910558799650019 15.035351298550003 90.297243227400017 -0.080574999999999994 24.142338514450003 19.064955417800004 0.091375000000000026 -0.059424999999999999 13.777522434500002 64.407391431150018 20.204934414350003 13.777522434500002 8.8430989333000021 62.55235532115001 1.8675847688500002
decision_type=2 2 2 2 2 2 2 2 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 3 -2 -5 -6 -3 8 9 -4 11 -1 13 -12 16 17 22 24 -19 -20 21 -17 -14 -18 25 -16 -26 29 -29 -27
right_child=1 6 7 4 5 -7 -8 -9 -10 -11 12 -13 14 -15 15 20 23 18 19 -21 -22 -23 -24 -25 26 27 -28 28 -30 -31
leaf_value=0.0048131221879742893 -0.095530424119648835 -0.0070458198005121167 -0.085899137724227984 0.016802293423869488 -0.098809941225594278 -0.00945624046512363 0.027459592494973137 -0.0035650778304192731 0.080073557116219676 0.094876280917965419 -0.00041184249067620864 -0.10323044155961586 0.018554693947560711 -0.067523964642347722 0.089467482467056228 -0.10474154747744298 0.031357392142222898 0.071105120930272256 -0.051108678198055361 0.067042796414223671 -0.10409795354416068 0.074579359591617919 0.091901908008113903 -0.077035721291504156 -0.0057911598716416449 0.052717854021653923 -0.10325714015288973 -0.10785116251293783 0.0091624960943248023 0.0028789869472084493
leaf_weight=0.1530203372950244 0.45351369730633484 2.5427714376710355 0.17891945101473528 0.65346376039087584 0.40272593917325117 0.87166340250223584 1.5859214306619831 4.1032619455108943 0.35290953807998449 0.095910601783543825 24.387430077527039 0.13068855636629451 0.6109673234168439 0.31847770921012752 0.58885008655489812 0.14834445081441927 0.23201259062625457 0.93937448761425912 0.48282931957510189 0.32061365898698568 0.35987998131895438 0.18494843302869413 0.59332267357968049 0.2522952514118515 1.4741618485677452 0.56262422902000864 0.3249997960483596 0.25913783692430925 0.31187392643187195 22.310729985377748
leaf_count=127 30 39 83 11 12 46 29 115 23 8 2173 13 27 58 44 26 12 51 31 16 23 18 26 28 85 215 24 21 22 598
internal_value=0.000994257 -0.00421552 -0.0102666 -0.033754 -0.0192215 -0.0376933 0.00620847 0.00155588 0.0350294 -0.0228119 0.00206008 -0.0449564 0.0023041 -0.00127697 0.00525746 0.00367175 0.0318035 0.00518588 0.0364998 -0.00396037 -0.056562 -0.00523411 0.054691 -0.0251089 0.00307324 0.00505487 -0.0233974 0.00293469 -0.0439409 0.00410489
internal_weight=66.1876 11.2411 7.11237 2.38137 1.92785 1.27439 4.12869 4.731 0.62774 0.27483 54.9466 0.283709 54.6629 24.7059 29.957 28.2684 1.6886 27.5752 1.74282 0.803443 0.693173 0.333293 1.20429 0.484308 25.8324 24.0332 1.79916 23.4444 0.571012 22.8734
internal_count=4034 396 328 99 69 58 68 229 114 91 3638 140 3498 2231 1267 1174 93 1107 98 47 67 44 53 40 1009 900 109 856 43 813
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=13 21 13 8 2 22 8 8 17 22 23 5 13 15 22 15 12 22 18 2 19 17 23 7 21 22 12 12 14 15
split_gain=0.0301714 0.0584658 0.166521 0.159347 0.194956 0.25424 0.0960986 0.0704077 0.141357 0.179576 0.0537266 0.0773089 0.0552215 0.0512342 0.201216 0.0628821 0.127315 0.127006 0.127651 0.113323 0.225313 0.190736 0.319303 0.0998985 0.0894186 0.133133 0.129241 0.0840278 0.137954 0.100653
threshold=117.60660091645001 10.959760372700002 117.69263157665002 8.7431769115000026 77.604108716450014 -0.026144999999999998 8.4434108459500017 8.4434108459500017 187.51563899930002 0.11704500000000002 -0.27628999999999998 20.374719724350005 116.53390612245002 46.683480308100009 0.051245000000000013 38.884669609800007 171.67945071775003 -0.063749999999999987 13.24088655595 224.95410153095003 14.351157895250003 195.92600399440002 0.088075000000000028 23.203497038450006 14.894616075700002 -0.08262499999999999 115.75959681050001 246.36519872610003 329.20321126465007 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -6 -3 8 9 -4 11 -1 -13 15 -15 24 17 18 -17 21 -21 23 -23 -18 27 26 -26 -12 -29 -30
right_child=1 6 7 -5 5 -7 -8 -9 -10 -11 13 12 -14 14 -16 16 19 -19 -20 20 -22 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.10310481489107362 -0.0022653988179547869 -0.0063186416068528499 -0.082867666604598225 0.012123372815398213 -0.10747289599792471 -0.0051600369050051244 0.025211844970961378 -0.0032024446254778024 0.07680739079882476 0.093644384307289164 0.0018339709560006923 0.038667492479400711 -0.10107773940455159 -0.10184041455287035 0.0092693351609220709 -0.02680500040597817 -0.0013431622135740764 0.083980294943106715 0.053862182373947437 0.0029693136743904553 0.086224958891544801 0.0075909365076159115 -0.088429256549870675 0.022472321689476646 -0.10200741345846742 -0.094788581433893807 0.039734236040664048 -0.083248029678562346 -0.019033370477777742 0.099477164725271919
leaf_weight=0.11858275350455372 0.61660304106771802 2.5513827586037223 0.16751848799140123 0.61871877079829563 0.71482382890417284 0.36786528797165352 1.556205063476227 4.1106946868712839 0.33222089021001011 0.087869141483679414 40.564111271837248 0.11555446146141435 0.037438558007124811 0.23037902235409902 0.55718871450517327 0.36991553110419773 4.7111607115875795 0.42162159230792784 0.4176516633015126 0.95266934098617528 0.49341087474022061 0.83297962391225133 0.59277062554610893 2.8130034792702645 0.087164536996226616 0.24281097000689911 0.2455413427859412 0.30892504432267642 0.40135101112628035 0.087244254580582492
leaf_count=37 15 39 83 12 50 22 29 115 23 8 2365 91 12 83 6 28 68 14 18 52 38 18 39 40 17 65 131 38 467 11
internal_value=0.000898782 -0.00384806 -0.0093951 -0.0313278 -0.0471486 -0.0727101 0.00562703 0.0014259 0.0338041 -0.0221366 0.00186585 -0.0425018 0.00447077 0.00208763 -0.0232324 0.00246007 0.00897468 0.0396861 0.0159733 0.00540254 0.0313766 0.00120579 -0.0323305 0.00756056 0.000657293 -0.0384884 0.0025998 0.00120198 -0.030943 0.00212804
internal_weight=65.7254 11.1239 7.01631 2.31801 1.69929 1.08269 4.10759 4.6983 0.587609 0.255388 54.6015 0.271576 0.152993 54.3299 0.787568 53.5423 11.6052 1.20919 0.787567 10.396 1.44608 8.94991 1.42575 7.52416 41.9371 0.575517 0.332706 41.3616 0.79752 0.488595
internal_count=4034 396 328 99 87 72 68 229 114 91 3638 140 103 3498 89 3409 315 60 46 255 90 165 57 108 3094 213 148 2881 516 478
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=5 10 17 21 23 15 9 2 2 20 7 8 14 9 9 21 21 20 16 18 9 20 23 20 23 23 5 20 10 21
split_gain=0.030081 0.103544 0.137066 0.0957075 0.0776556 0.0602345 0.0465975 0.0337377 0.0968262 0.146874 0.133221 0.0542137 0.136845 0.126107 0.0365914 0.0912171 0.36226 0.360019 0.148552 0.148531 0.0996922 0.102398 0.0921047 0.0907517 0.138864 0.087978 0.084551 0.0816538 0.190789 0.0747303
threshold=29.996566321350006 60.613977009100005 168.81379805985003 7.3575695755500012 0.075350000000000014 24.812359230200006 68.722917647950013 49.864842700850012 60.327272492300004 38.478081868400004 23.314707969200004 8.9430209551500024 168.39662374755002 220.36679399970004 194.04304600165003 2.0008954101500005 1.1798413345000001 39.011793722550003 19.844953593850004 12.885811969150001 186.16747084260001 40.720231579350006 0.10546000000000001 35.419594101850009 0.093580000000000024 0.080395000000000022 17.621651749750004 43.077238082650005 62.272755675600003 2.3925196316500004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 -1 -3 9 -9 -11 14 -13 -14 15 16 22 18 26 20 21 -19 23 -10 25 -25 -17 -21 -29 -16
right_child=3 7 -4 5 -6 -7 -8 8 11 10 -12 12 13 -15 29 17 -18 19 -20 27 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.057727484212131641 0.06612762876202477 0.018734803183680766 -0.1011510400333045 0.025549258329403669 -0.1012731170849784 -0.102174091090875 0.080476360167231351 -0.0030658278309047414 0.059360248418251986 -0.019713449203804904 -0.12108250593276255 0.058069360828309602 -0.10320383648845025 -0.0024685030689204994 0.012366842759218294 0.059202845679031224 -0.11127881772342224 -0.10232771781172163 0.10077986898055911 0.0019038709605110676 -0.10634056757179788 0.050396177383004476 -0.091476955533344395 0.0012404457075667985 0.0053933394675800802 -0.10454011165934381 -0.10298072302821026 -0.087219096413807054 0.00052887758268495798 0.0012848919034220568
leaf_weight=0.031229932748828015 0.2488535294896782 1.0505313131488936 0.22819794380802705 0.077345312278453093 0.044340584019664675 0.070652035115926992 0.11148957777550095 1.1403752976693784 0.23089000396738191 0.27696499251760531 0.24374241882469505 0.14443878018573642 0.24692981748557941 0.25018249099230161 7.2411160279407332 0.065786826239352503 0.36980954211125538 0.070780934300272658 0.48697467381134629 10.960749467302547 0.22654917184263468 0.115602218769709 0.11567002666362203 0.1250012050466579 1.5863466735838896 0.2119257306202087 0.062857459201381971 0.35387584961017526 0.8265351549412685 38.11427035574053
leaf_count=21 87 30 162 33 19 47 84 29 156 21 26 25 40 28 525 64 41 7 25 367 10 76 33 128 29 75 27 65 556 1198
internal_value=0.000808051 0.000640298 -0.0491346 0.028256 0.0143213 -0.0354242 0.0502345 0.000960665 0.000666463 -0.023159 -0.0671642 0.00130679 -0.0276115 -0.0525066 0.00161011 -0.00253271 -0.0194994 0.000867965 0.075532 -0.00279336 -0.0617736 -0.0076023 -0.00454634 0.000121491 -0.00699015 -0.0652951 -0.0200424 -0.000787383 -0.0257771 0.00305416
internal_weight=65.33 64.9332 0.415258 0.396851 0.18706 0.147997 0.14272 64.5179 63.4674 1.66108 0.520707 61.8063 0.641551 0.497112 61.1647 15.8094 2.63964 13.1697 0.615619 12.5541 0.412932 0.186383 2.26983 2.15416 1.92327 0.336927 0.128644 12.1412 1.18041 45.3554
internal_count=4034 3867 286 167 124 80 105 3581 3551 76 47 3475 93 68 3382 1659 462 1197 116 1081 93 83 421 388 232 203 91 988 621 1723
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=17 7 19 21 22 4 21 16 22 19 23 20 2 20 9 23 3 22 13 15 22 14 22 8 23 23 15 22 17 22
split_gain=0.0291402 0.0927266 0.117087 0.186782 0.0976043 0.0696958 0.137282 0.0747699 0.0634132 0.0512725 0.0547182 0.0479609 0.0635103 0.0625438 0.0554151 0.223484 0.0598544 0.0460174 0.066916 0.0795482 0.0451669 0.0443439 0.0486681 0.0621661 0.044265 0.0872858 0.335531 0.0822388 0.155834 0.285801
threshold=208.33805927010005 25.520256579150004 13.351077205700003 10.959760372700002 0.20949500000000004 377.6847677435 15.531785880150002 22.694946929300002 -0.242175 13.551093343600002 0.077080000000000023 47.709122305950011 134.33885108415004 49.283271594150008 179.18874144770004 0.099855000000000027 112.77544165605001 -0.23349 116.35915634395 32.393814985100008 -0.60918499999999998 329.20321126465007 0.066710000000000019 8.543332867800002 0.10249000000000003 0.09914000000000002 36.207782793200003 -0.037054999999999998 193.46017548480003 -0.117885
decision_type=2 2 2 2 2 2 2 2 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 21 3 4 -3 11 7 8 -7 -4 -11 14 13 -13 15 16 20 -14 19 -19 -1 22 23 -2 25 -16 -27 28 -26 -30
right_child=1 2 9 -5 -6 6 -8 -9 -10 10 -12 12 17 -15 24 -17 -18 18 -20 -21 -22 -23 -24 -25 27 26 -28 -29 29 -31
leaf_value=0.055160638434592672 -0.1038217622446507 -0.10138210164515316 0.0038719844198368408 0.076122287327473351 0.085701732285306115 0.09506592976005751 0.097357802748250996 0.058578152137646923 -0.091594017222812255 -0.021202555738041935 0.062665051246637737 0.043637468167363774 0.095567751726584785 -0.10175019356896403 0.0021844941037390724 0.059868460184711175 0.06369259685797786 -0.10225588435095279 0.10058400811362916 0.10095746398920157 -0.10130178589060801 0.0097586048653545004 -0.022483791387856153 -0.018483659463219001 -0.0036450706506942726 -0.0051126645318670715 0.081322636397165748 0.0052180870828682363 0.0011215550929003257 -0.09001127348638728
leaf_weight=0.019697245127645147 0.22113501028070393 0.28813805024907457 1.7531836546404522 0.095527517328207523 0.030874775261509058 0.019392364343147506 0.062661133659219104 0.044329719370580278 0.29606378391262111 0.10236467298818741 0.32409256710525369 0.060571183815681162 0.16177213982882677 0.057847228077449131 42.710274688981485 0.17634818198928315 0.027048623975133523 0.059843551484121349 0.05919780395925045 0.028407039120793343 0.29141114503007415 0.19636839920895 0.49115944041841431 0.13903158030007035 7.1574489504479271 1.3614940585139259 0.67017286515329022 6.6800351615147511 0.75794751860848919 0.63028634235797631
leaf_count=31 38 233 49 55 20 26 57 20 319 11 62 10 32 33 1501 35 9 95 4 1 835 39 18 16 176 55 38 127 33 56
internal_value=0.000721706 -0.00796907 0.00217137 -0.0465437 -0.0832757 0.00123776 -0.03924 -0.0630302 -0.0801193 0.0114364 0.0425339 0.0015185 0.03489 -0.0273842 0.00128254 -0.0313961 -0.0789904 0.0587383 0.0183312 -0.0368434 -0.0913957 -0.0330777 -0.0429584 -0.0708795 0.00156292 0.00314782 0.0233992 -0.00309445 -0.00959224 -0.0402546
internal_weight=64.9741 3.64188 2.59418 0.41454 0.319013 61.3323 0.422447 0.359786 0.315456 2.17964 0.426457 60.9098 0.427639 0.118418 60.4822 0.514505 0.338157 0.309221 0.147448 0.0882506 0.311108 1.04769 0.851326 0.360167 59.9677 44.7419 2.03167 15.2257 8.54568 1.38823
internal_count=4034 541 430 308 253 3493 422 365 345 122 73 3071 175 43 2896 910 875 132 100 96 866 111 72 54 1986 1594 93 392 265 89
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=13 0 0 23 13 5 23 18 5 20 0 0 3 6 22 22 5 2 7 20 10 8 16 3 9 18 18 0 8 15
split_gain=0.140003 0.439888 0.36411 0.335127 0.335004 0.288487 0.393319 0.252144 0.30734 0.47621 0.323899 0.408744 0.364853 0.559284 0.387359 0.246218 0.237538 0.227568 0.212978 0.178489 0.320033 0.225363 0.200156 0.251092 0.169845 0.16157 0.198899 0.144768 0.161406 0.129136
threshold=112.64908412395 90.407470010750018 92.313586825200005 0.13377000000000003 113.97180552410002 20.016397659050003 0.10371000000000001 13.545319032100002 18.946524085150003 37.445036092900004 93.399723909900004 94.047642319350018 83.538459487450012 14.745344522600002 0.048475000000000011 -0.053159999999999992 26.429668882900003 98.465712168700023 23.032902590750002 37.828051409500013 63.705703859100005 9.3427090425500019 22.454947490600002 94.173999851450006 194.04304600165003 15.064837217800003 15.097325840300002 103.48144189910001 7.1444245619500011 31.025894238900005
decision_type=2 2 2 2 2 2 2 2 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 16 7 5 -2 18 -4 10 -10 -9 17 27 14 -14 -3 24 -12 -7 29 22 -22 23 -21 -1 -11 -27 -13 -29 -6
right_child=1 15 3 -5 19 6 -8 8 9 25 11 12 13 -15 -16 -17 -18 -19 -20 20 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.00045657160023878025 -0.002112600847650482 0.0019879654348660758 0.0018516544641101729 -0.0020051119496065188 0.00017296868451909049 -0.0021354240514318452 0.0019835465163021882 -0.0015416574758586672 0.0006786871896481587 -0.0020540740044951433 0.00032944950051414553 0.00027031820286165854 -0.0020335168147693752 0.00023183469826506628 0.00070446030850734073 0.00048330554867136139 0.0010383766029573869 0.0019331647162940504 0.00039666607381443829 0.0019779710620059119 -0.0018600679672551442 0.00027593272855695012 0.00024395973069635189 -9.807812673891612e-05 -0.0020747877374061494 0.0019308257220983778 -0.0019818713857715393 0.00073294839994228868 -0.0018336335075063036 0.0012470107522047228
leaf_weight=0.45899048554838617 0.41329412721097358 0.8674785178154707 0.33854365687148558 0.27507467141754105 0.67262983613181759 0.29516311480256263 0.24255895428359509 0.40658216348675225 0.57021066554443567 0.70141217702121139 0.58897515841090597 22.784064899454798 0.99229406434721956 1.7688442148501051 0.24839063374656689 0.80717925168573745 0.19317052217957087 0.80534826111397706 0.22511940822005272 0.56833453290164371 0.46977339265867968 0.31876919290516526 41.932549788122742 0.36967483463013195 0.54601245989761082 0.098388021462596953 0.10146105203250499 0.14739333344121419 0.26105093749356456 1.1950848694541489
leaf_count=272 13 30 23 58 96 59 8 24 30 144 17 649 223 39 12 26 70 35 6 64 25 39 799 202 51 3 49 606 296 66
internal_value=0.000209234 0.000275337 0.000107019 0.000149231 0.000239932 -0.000793276 -7.84884e-05 0.000169108 0.000149782 -0.000723677 0.00019568 0.000221277 0.000166228 -0.000476083 -0.00148536 0.00126272 -0.000952982 0.00125574 -0.00103982 0.000266624 0.00024123 -0.000996587 0.000263998 0.00115979 -0.00133574 -0.00161093 -5.56051e-05 0.000249577 -0.000907443 0.00086021
internal_weight=79.6638 48.3776 31.2862 30.088 46.703 1.17614 0.762841 29.813 29.4744 1.47147 28.0029 27.5964 26.202 3.00953 1.24068 1.67466 1.19817 1.39432 0.520283 45.5268 43.6591 0.788543 42.8706 0.938009 1.005 0.901261 0.199849 23.1925 0.408444 1.86771
internal_count=4034 1433 2601 2208 1377 86 73 2150 2127 226 1901 1877 1825 274 235 56 393 52 65 1291 1129 64 1065 266 323 196 52 1551 902 162
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=18 13 20 17 10 21 9 2 9 17 20 17 17 23 15 4 19 23 2 17 17 0 22 9 10 6 20 7 22 16
split_gain=0.0265657 0.0672617 0.0573972 0.04363 0.222759 0.152795 0.0494698 0.0874304 0.0464546 0.0558535 0.111265 0.0376777 0.110999 0.0767326 0.0516748 0.0495618 0.13975 0.0974308 0.0823873 0.0607948 0.0985927 0.146478 0.0557227 0.0531684 0.069327 0.0465189 0.101001 0.135709 0.0640697 0.0618569
threshold=17.323446153950005 95.862351557400004 42.522337019050006 214.03087950770001 65.687097501250022 0.49227235280000009 223.29399794390005 201.70502722175004 219.21617201485003 207.25292259465002 42.536568606950006 208.33805927010005 212.37354083175003 0.085495000000000029 32.866677124050007 371.57449297710008 14.451165964200003 0.07925500000000002 315.94243452415003 205.32027903760002 205.83789591070004 91.066142252700018 -0.033799999999999997 215.54845996915003 70.542452884850022 16.635388683200002 38.748048509250005 20.983556584300004 -0.23349 19.254954973500002
decision_type=2 2 2 2 2 2 2 2 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 6 -5 -6 8 -8 11 10 -10 15 13 -13 -15 19 17 18 -17 23 -21 -22 -20 25 -25 -1 -27 28 -28 -30
right_child=1 -3 -4 4 5 -7 7 -9 9 -11 -12 12 -14 14 -16 16 -18 -19 22 20 21 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=0.0015552627580436666 -0.10080910393519399 0.046836892057485119 0.060436617596568647 0.083164631374283163 0.031453942009854033 -0.10139725560436395 -0.0078176631487591429 0.08504561880024325 -0.083850280750615666 0.0058490098993798966 -0.0069900548392781928 -0.015343454828891429 0.0089996123613190725 -0.025154109527529969 -0.10407993213630598 0.093443197607457271 0.043913193028608771 -0.10175467362141777 -0.10053901401766761 0.084296597115222485 0.058265840092708757 -0.065185808332675788 0.098194026522396102 0.037892715304683064 -0.005458524578240042 0.0021275238117628432 -0.060986419913745482 -0.080667265663089363 -0.10018367182957753 0.081838494043522503
leaf_weight=55.437688464665854 0.066012910839868932 0.33593202874180861 0.033167377802858056 0.13807051070034404 0.12156910372868879 0.30072620138707862 0.21650027828945795 0.1906780740537215 0.29057860435568617 0.61096210009418428 0.53533846211576019 0.58480698370931294 1.1257153703700167 0.13304589485642282 0.22033301350893453 0.058879914270106748 0.18336264489789755 0.23734930511358243 0.068915699096535832 0.233548507821978 0.21103854931425303 0.17648946064491611 0.01774088806087093 0.89245565445889841 0.62880669231617503 1.236871741584763 0.071223695518710772 0.41367483588874165 0.021954386717425223 0.12478963821195066
leaf_count=2125 362 74 209 25 20 92 27 22 45 14 13 41 18 25 27 61 35 88 114 10 24 49 16 30 21 184 51 67 134 11
internal_value=0.000847189 0.0254735 -0.0468861 0.000681019 -0.0271009 -0.0631525 0.000924563 0.0356694 0.000701825 -0.0170742 -0.0340314 0.00111327 -0.0121715 -0.0375745 -0.0743646 0.00157013 -0.0278749 -0.0622539 0.00216619 0.0018506 0.0329735 0.00204303 -0.0598531 0.00152202 0.0199737 0.00103219 -0.014487 -0.0470212 0.0168348 0.0546061
internal_weight=64.9182 0.435112 0.0991803 64.4831 0.560366 0.422295 63.9227 0.407178 63.5156 1.43688 0.825917 62.0787 2.0639 0.938186 0.353379 60.0148 0.566248 0.382886 0.145537 59.4485 0.621077 0.387528 0.0866566 58.8275 1.52126 57.3062 1.86851 0.631643 0.217968 0.146744
internal_count=4034 645 571 3389 137 112 3252 49 3203 72 58 3131 111 93 52 3020 314 279 191 2706 83 73 130 2623 51 2572 447 263 196 145
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=20 23 7 8 20 22 19 22 18 10 17 9 3 7 0 5 13 10 0 0 23 18 10 15 5 15 20 18 17 23
split_gain=0.0323566 0.0646774 0.0492336 0.0478433 0.0470267 0.180573 0.0481922 0.0604641 0.0602763 0.0290863 0.139927 0.0633414 0.0636002 0.122865 0.08169 0.0827955 0.0636131 0.0334276 0.360199 0.26183 0.277705 0.42549 0.185208 0.313657 0.181551 0.150563 0.149419 0.133205 0.132709 0.112951
threshold=32.724174661450007 -0.50325999999999993 22.545611589100002 8.2435668022500028 34.654301448200009 0.23835000000000003 13.951125619400001 0.10957500000000002 13.975517741000003 61.622148808000013 189.50863627480001 227.07958281845004 95.346167596350014 20.752538901500003 76.451683855550016 29.026000224750003 116.35915634395 66.590419433100024 90.407470010750018 93.399723909900004 0.11531000000000002 13.581061237400002 69.999384342500022 33.423812040500003 18.946524085150003 36.207782793200003 40.280372415600006 15.064837217800003 206.91274964370004 -0.10747999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 7 8 -2 10 11 12 -6 14 15 -14 -17 18 -11 20 21 26 23 -21 29 -20 -19 -26 -29 -24
right_child=4 2 -4 -5 9 -7 -8 -9 -10 17 -12 -13 13 -15 -16 16 -18 19 25 22 -22 -23 24 -25 27 -27 -28 28 -30 -31
leaf_value=0.090531051860302691 0.057814083607170511 -0.10040001449910206 -0.10271158275650938 0.10027833704377397 0.093270206235783013 -0.10477734956969215 0.096002427781359534 0.083233161940628048 -0.10097226361864309 0.0012555634549836214 -0.10271863729387583 0.10059054872654452 -0.1009230322683346 -0.078455660926151458 0.071831863119055844 -0.10266262212437426 0.043897164385451097 0.10074982903278105 0.098790840740259289 0.099264319266929746 0.085703815907761716 -0.10451024419163396 -0.080385745837887684 -0.0086103442032490814 -0.10317757236238623 0.015149598336431945 -0.026944048150003161 0.069770667289834151 -0.10167298422624285 0.0005052254028816048
leaf_weight=0.031606559174178983 0.043179066566152779 0.020214969390798809 0.11144679024382498 0.028813370037823915 0.057486821648125352 0.079206839667904205 0.19455183728132397 0.091689886776293861 0.053562287440342971 37.674796854169188 0.15777162857193616 0.058594438713043928 0.084771507759114684 0.21464299423837474 0.1564664957113564 0.03622956641129349 0.16221939338720404 0.15368046845651651 0.53864509607228583 0.49725255498185805 0.14314303880746582 0.77445948038860024 0.17402107787410059 0.58857140480540693 0.30012016305133116 0.35842965345364064 0.22697788733626112 0.11718338994811006 0.073449626281217206 21.44415942971515
leaf_count=35 27 48 111 4 6 14 21 7 57 1093 37 5 130 58 21 79 66 11 28 40 8 139 166 19 113 26 40 32 34 1559
internal_value=0.000760896 -0.0402211 -0.0659735 0.0175363 0.000883025 0.0326664 0.0610918 0.0250473 -0.0301003 0.00065347 -0.0169199 0.000650728 -0.00757599 -0.0164359 0.0138404 -0.0181973 0.0171407 0.000912113 0.00274673 -0.00197706 -0.0456792 -0.0619602 0.000469046 0.0407908 -0.00151125 0.0653717 0.0246089 -0.0616553 0.00371457 -0.000145927
internal_weight=64.6473 0.192082 0.160475 0.0490283 64.4553 0.46219 0.382983 0.188431 0.0967414 63.9931 0.928183 0.770411 0.711817 0.65433 0.439687 0.28322 0.198449 63.0649 38.5719 24.493 1.29826 1.15512 23.1948 1.08582 22.1089 0.897075 0.380658 0.490753 0.190633 21.6182
internal_count=4034 198 163 52 3836 126 112 91 84 3710 402 365 360 354 296 275 145 3308 1147 2161 198 190 1963 59 1904 54 51 179 66 1725
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=8 22 6 22 8 22 3 17 6 15 2 16 2 4 6 21 3 20 21 17 22 16 6 7 20 5 16 14 23 15
split_gain=0.02579 0.107876 0.100117 0.055555 0.0740921 0.0487833 0.0306903 0.109726 0.0488847 0.0298672 0.0990679 0.225328 0.0372169 0.208629 0.187612 0.131274 0.299249 0.109331 0.200234 0.141884 0.167758 0.196001 0.10361 0.0885771 0.0855108 0.0854303 0.230238 0.0786937 0.0715011 0.0684137
threshold=9.5425530862500008 0.022350000000000005 17.755414852450006 -0.10051499999999999 9.3427090425500019 -0.14429 76.172084209950015 241.79519611995002 8.2451926476000015 46.074827201850006 258.06114663960005 22.564947233300003 189.28685862455004 274.40025405315004 13.355312044750002 14.894616075700002 93.090551224900011 41.571132012400007 4.1284891430000012 197.61001826940003 -0.061874999999999999 22.604947139800004 13.835323260100003 24.786990758350004 42.599563320500003 21.386268748550005 15.709963263300002 296.05563064415009 0.085665000000000033 40.800303470200006
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 7 -1 -9 12 11 -11 13 -8 -15 17 24 19 28 27 21 22 -21 29 -17 26 -25 -14 -19 -20
right_child=1 -3 3 -5 -6 -7 9 8 -10 10 -12 -13 15 14 -16 16 -18 18 23 20 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10046560920444819 0.011383932419666069 -0.052410263832928107 -0.070526473722081789 -0.099557894551541876 0.047765204834509578 0.091232522343460604 0.0010180269264631993 -0.061155637370319371 0.083941061369213837 0.10111237944288581 -0.0015271371366347047 -0.10298564536415029 0.035603125615163454 0.010777431845019758 -0.096974722704876448 0.091011027457987267 -0.10655388653603182 -0.0095355685520782177 -0.017627339579182284 0.029219858049524705 0.079045385839002613 0.10199581194992763 -0.084909593376735565 0.092690560128095997 -0.062159645173782474 0.10132939061673051 -0.084503407663672092 0.00070908693517495792 -0.1036622982737892 0.0097015881930778321
leaf_weight=0.12223639298608091 0.13513616734417155 0.12813547054975061 0.12326163387297129 0.14602642492400164 0.092824531719088554 0.17637663800996861 50.490244416328778 0.03395340014321846 0.073450650175800547 0.068121537217847972 1.8462745537408407 0.26266252724235528 0.88126162020784837 0.26547486955848754 0.41292642096686905 0.14644546405179504 0.29705900712178845 0.12113021108734745 1.4066854809614424 0.13306719019601565 0.75539760087849572 0.14044123142957687 0.19775680973543786 0.16356862580869336 0.04852458515232172 0.17520177736878395 0.13291835528798401 2.4241228252612927 0.24180204932417837 2.6260130115988431
leaf_count=856 25 32 67 130 5 30 1834 48 21 4 70 96 26 52 35 9 21 18 153 32 98 5 50 19 79 15 37 77 61 29
internal_value=0.000687562 0.0248245 0.000521308 -0.0519107 -0.0197117 0.0565937 0.000820462 -0.0356709 0.038072 0.000952977 -0.0105565 -0.0609538 0.00136334 0.000277868 -0.0548087 0.00697853 -0.0433733 0.0096143 -0.000792659 0.0207911 0.0498359 0.00301565 -0.0390034 0.00496464 0.0528896 0.0459674 0.0132526 0.0100123 -0.0722471 0.000168714
internal_weight=64.2685 0.439648 63.8289 0.362113 0.216086 0.311513 63.4667 0.22964 0.107404 63.2371 2.17706 0.330784 61.06 51.1686 0.678401 9.8914 0.492029 9.39937 4.86732 4.53205 1.22666 0.471265 0.330824 4.50439 0.19497 0.471689 0.296487 3.30538 0.362932 4.0327
internal_count=4034 87 3947 202 72 55 3745 925 69 2820 170 100 2650 1921 87 729 109 620 332 288 185 87 82 253 88 71 56 103 79 182
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=7 10 10 18 18 16 5 6 17 18 5 22 8 5 15 18 18 0 6 7 23 21 2 15 21 22 7 21 7 15
split_gain=0.141204 0.124901 0.124792 0.130429 0.116281 0.104848 0.102971 0.0969221 0.0934375 0.113445 0.13185 0.12594 0.091344 0.140993 0.0881128 0.157084 0.1849 0.122814 0.304702 0.321653 0.309855 0.121222 0.252433 0.0854227 0.271058 0.476298 0.150842 0.209398 0.219329 0.100978
threshold=22.105125139000005 61.622148808000013 81.479100559500012 17.323446153950005 13.376114027300002 22.714946882600003 24.628131835750001 8.2451926476000015 188.83172615260003 12.658193188950003 19.426367441400004 0.18145000000000003 7.1444245619500011 13.524641568350001 19.763739472850002 15.788786379500001 16.408483343700002 98.142164052000012 11.630271739450002 25.934372643900002 0.10010000000000002 5.7087410616000005 115.07851450450001 43.890399822900008 7.1067965614000004 -0.063749999999999987 23.271765593750004 8.3620534552000017 23.203497038450006 41.492094664050008
decision_type=2 2 2 2 2 2 2 2 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 6 5 -4 8 14 -2 -5 9 -1 -11 -12 -9 -14 15 -3 -17 23 21 -20 -21 -19 -23 29 25 -25 27 -26 -29 -16
right_child=1 2 3 7 -6 -7 -8 12 -10 10 11 -13 13 -15 17 16 -18 18 19 20 -22 22 -24 24 26 -27 -28 28 -30 -31
leaf_value=2.0619895453233881e-05 -0.0018119839565042923 0.0001444596053895592 -0.0019739127350077061 -0.0019809956483263728 -0.0019824172612141417 0.00080887920806527408 0.00031766480475743089 0.0018422856820898728 0.0019268389090044743 0.0006744663387135716 -0.0017976571597697164 0.0012695469318519431 -0.0018625204875486303 0.0010924510281325218 0.00023105513739138384 0.0018887943962836722 0.00020783158065682572 0.00032348496128271735 -0.0020026367413840053 -0.0014671573957471076 0.0011586724176218793 0.00029673078483721587 -0.0019176547453272953 -0.0019288720892459566 0.00032477874271818807 0.00087628381520464798 0.00045179010742807092 -0.0017876975219261431 3.7813625179814261e-05 0.00054197200096877925
leaf_weight=2.1022924750695897 0.21244087931699951 1.3213456239977284 0.19609383548717474 0.081885042193533764 0.13766021698914688 1.172964122481061 0.14817052477883408 0.11313243096810766 0.08190204021957459 0.15083810518262897 0.42433698817148979 0.058572514710249379 0.11604819339845562 0.13349074181314791 53.020375611193231 0.58577349562102632 0.44097593515698463 3.7083694264028955 0.57412932912120573 0.31381654320284724 0.38443075685063377 0.55533801589626808 0.30752907697024057 0.64463514389262833 1.2871388907369694 0.36418766327551477 3.3609018402203219 0.50182123901322462 0.51040682345046662 4.3451611608325029
leaf_count=401 40 114 371 412 151 31 21 13 8 14 251 13 126 25 1309 30 38 78 98 59 18 3 72 101 10 32 45 46 5 99
internal_value=0.000197529 0.000214226 0.000219833 -0.000641807 -0.000222782 0.000227353 -0.000936939 -5.42152e-05 -0.000136822 -0.000198596 -0.000925789 -0.00142563 0.000380819 -0.00028176 0.000217909 0.000591516 0.00116684 0.000205355 -6.67581e-05 -0.000915422 -2.14665e-05 0.000169462 -0.000492485 0.000230187 2.01476e-05 -0.000916203 0.000187032 -0.000199955 -0.0008672 0.000254606
internal_weight=77.3562 74.4006 74.04 0.64065 2.9556 73.3993 0.360611 0.444556 2.81794 2.73604 0.633748 0.48291 0.362671 0.249539 72.2263 2.3481 1.02675 69.8782 5.84361 1.27238 0.698247 4.57124 0.862867 64.0346 6.66909 1.00882 5.66027 2.29937 1.01223 57.3655
internal_count=4034 3196 3135 947 838 2188 61 576 687 679 278 264 164 151 2157 182 68 1975 328 175 77 153 75 1647 239 133 106 61 51 1408
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=6 3 10 23 15 16 10 20 0 23 20 22 0 13 17 20 13 8 16 22 6 10 3 20 0 12 5 18 5 21
split_gain=0.0804797 0.267179 0.662803 0.302712 0.139076 0.130437 0.266797 0.468818 0.461138 0.414 0.259597 0.339726 0.277811 0.192703 0.181498 0.136934 0.202774 0.440648 0.247016 0.154493 0.193896 0.147081 0.139248 0.152139 0.376868 0.445767 0.226616 0.28463 0.167643 0.243298
threshold=14.745344522600002 83.538459487450012 69.64719632740001 -0.089139999999999997 38.62622401090001 19.199955102150003 66.590419433100024 36.79544512155001 90.407470010750018 0.11379500000000002 41.385032804600009 -0.14259499999999997 92.313586825200005 113.97180552410002 172.24349499320002 37.828051409500013 116.19247193985002 9.3427090425500019 22.454947490600002 -0.046635000000000003 15.785368822600002 55.887667615750004 91.017750006350013 42.198888176300009 86.20003303655001 123.47238069670001 21.991679690250006 13.4793103924 24.458659404000002 15.285239689500001
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -3 10 8 -8 13 -9 12 -12 14 -7 -2 19 17 -17 21 20 -15 -18 -20 28 25 -25 27 -26 -24 -30
right_child=5 2 3 -5 -6 6 7 9 -10 -11 11 -13 -14 15 -16 16 18 -19 22 -21 -22 -23 23 24 26 -27 -28 -29 29 -31
leaf_value=0.00017228707251044231 -0.0021142630756215632 0.00030623715604007783 0.00098407045906106876 -0.0018691793869834807 -0.0010208162783979953 -0.00066784201806123673 0.00051587312571089387 -0.0017869781525304 0.0014863509770180767 0.00080114856186015899 0.001000009666206518 -0.002054417744447313 0.0012666985766800524 -0.00028050064422890708 0.00088942226517951708 -0.0019359459594048458 -0.00026336663679397238 0.00087289391196553805 0.00092534282934479879 0.00012625584703191374 0.0017984350531870987 0.001790636651697611 0.0002767361284820287 -4.2074165212499826e-05 0.00053855986791198705 -0.0018645695598145562 0.00049213484422671433 -0.00094203107468380219 -0.001108734672501012 0.00027949002904990682
leaf_weight=22.622143323736669 0.16924071260859808 2.6248245371082244 0.16309572220029611 1.1578527828621643 0.34333813283592451 0.96300910040736099 1.1072860052809113 1.0526325649116186 1.0975405597127963 0.30690477800089855 0.27773475715275708 0.28230317596444354 1.7618288279918486 0.22742988914251328 0.14243812398308364 0.50271983724087377 0.1735951719165304 0.37484347075223923 0.97965050581842561 0.80517582572065183 0.71391533478890778 0.58814436325337738 28.843471164807855 1.3005150893877719 0.85775214806199107 0.85534120523334412 3.6298239743337035 1.1941923205740748 0.84618224116274987 1.1383267081691881
leaf_count=1640 134 157 53 357 26 32 22 83 41 11 68 156 89 7 103 31 58 15 26 25 85 75 369 57 16 162 39 27 63 7
internal_value=0.00017373 8.72163e-05 -0.000361474 -0.00151689 0.000152732 0.000220116 0.000196595 -0.000431298 0.000230945 -0.00120273 0.000644888 -0.000539662 0.000964826 0.000199625 -0.00074157 0.000219039 0.000196288 -0.000736175 0.00021654 0.000756816 0.00129616 0.00132254 0.000195289 0.000176792 -6.71394e-05 -0.000765154 0.000197711 -0.000323116 0.000238809 -0.00031244
internal_weight=77.1033 26.9113 4.28911 1.32095 2.96816 50.192 47.5585 2.46682 45.0916 1.35954 2.63355 0.560038 2.07351 43.9941 0.311679 43.0311 41.2846 0.877563 40.407 1.74652 0.941345 0.76174 39.6453 38.6656 7.83762 2.15586 5.68177 2.05194 30.828 1.98451
internal_count=4034 2233 593 410 183 1801 1251 116 1135 94 550 224 326 1094 237 1062 945 46 899 117 92 133 766 740 301 219 82 43 439 70
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=20 23 7 20 22 19 22 17 8 17 16 17 22 16 8 5 6 22 20 6 5 23 4 18 9 20 17 17 22 18
split_gain=0.0291075 0.0589991 0.0441991 0.04381 0.162878 0.0450764 0.052553 0.0543223 0.0435583 0.028389 0.145657 0.213925 0.0945883 0.0607318 0.105121 0.0507576 0.128725 0.132733 0.0589457 0.0409297 0.112517 0.185261 0.101867 0.103673 0.0870648 0.0483697 0.203623 0.303305 0.184239 0.178703
threshold=32.724174661450007 -0.50325999999999993 22.545611589100002 34.654301448200009 0.23835000000000003 13.951125619400001 0.10957500000000002 176.08408741720004 8.2435668022500028 214.03087950770001 22.544947280100004 230.44158352980003 -0.094519999999999993 17.684958644900004 7.2443465838000014 13.154029769200003 11.075258771650001 -0.16276499999999997 47.709122305950011 13.65531905435 16.351273197450002 0.08895500000000002 275.07290644050005 17.323446153950005 49.235310305400013 43.426640904350009 191.08747234645003 193.82841840970002 -0.122165 12.920478434700001
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 5 6 7 -2 -3 15 11 -11 -13 14 -14 16 17 18 -5 22 21 -21 -17 24 -24 -22 28 -28 -27 -30
right_child=3 2 -4 9 -6 -7 -8 -9 -10 10 -12 12 13 -15 -16 19 -18 -19 -20 20 25 -23 23 -25 -26 26 27 -29 29 -31
leaf_value=0.088734470328799123 0.0537402919357753 -0.10037104083400759 -0.10243609586408348 -0.10077418983161873 -0.10439457861772548 0.09547293710374348 0.080215757061611215 -0.1008636309342309 0.10025410029943296 -0.089696836648272521 0.10027616478978185 -0.1006536106308184 0.092641100374448615 0.10009086619942267 -0.10069686488547075 -0.0035304393601573157 0.074908103484596159 -0.10059148152855352 0.082550908651972052 0.075213348884392239 0.00053488881898171856 -0.010340251407270479 0.081814049931665134 0.055735415447183183 -0.10171700020238664 0.029603794294268106 0.09304035133379901 -0.0033759660768785263 0.056402507683173869 -0.10245118673863925
leaf_weight=0.029706825900120748 0.042786733868978355 0.018487541935342189 0.10119332219693433 0.021345494459126257 0.072056980741308507 0.18111640791175887 0.087088480726379203 0.048474691311199081 0.026099175680428743 0.33985018343099582 0.089724828023463488 0.048097470435436662 0.058316862063634289 0.12798104781541042 0.054315673593009706 6.9916317792812483 0.30176496295098332 0.11494909748836235 0.098357332364543026 0.53493871737737098 52.032800129911493 0.48042408190667629 0.028659052945840702 0.065213218413191498 0.26350250391736552 0.34347507752454487 0.59198115338222101 0.72690589531885053 0.089790568923034941 0.33513283967749885
leaf_count=35 30 48 111 86 14 21 7 54 4 181 15 69 18 20 50 298 27 607 27 22 1693 22 7 18 165 170 17 38 52 108
internal_value=0.000959431 -0.0397118 -0.0658863 0.00107065 0.0328262 0.0603328 0.0246477 -0.0283796 0.0170664 0.000855664 -0.0189125 -0.0359262 0.0273688 0.0529598 -0.000593787 0.00108097 0.0317107 -0.0238416 0.0498602 0.000818023 0.00175242 0.0347332 -0.00619224 -0.0582674 -0.0837139 0.00113366 0.0160601 0.0399004 -0.0248597 -0.0688838
internal_weight=64.3462 0.175487 0.14578 64.1707 0.431523 0.359466 0.17835 0.0912614 0.0445867 63.7392 0.718286 0.628561 0.288711 0.240614 0.112633 63.0209 0.536417 0.234652 0.119703 62.4845 55.1354 1.01536 7.34901 0.357375 0.292162 54.1201 2.08729 1.31889 0.768398 0.424923
internal_count=4034 198 163 3836 126 112 91 84 52 3710 353 338 157 88 68 3357 747 720 113 2610 2122 44 488 190 172 2078 385 55 330 160
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=10 20 22 17 9 20 6 15 18 22 21 23 20 17 22 23 6 18 17 18 17 18 7 15 16 23 10 23 23 13
split_gain=0.150687 0.142321 0.203373 0.191497 0.367503 0.301149 0.191397 0.176593 0.29486 0.335175 0.32298 0.263434 0.184479 0.152011 0.210776 0.187147 0.150723 0.30691 0.184809 0.172896 0.164018 0.42551 0.179155 0.194958 0.262394 0.179767 0.14672 0.138365 0.134074 0.131805
threshold=81.479100559500012 40.316494640950005 -0.12546499999999997 188.10488866565001 201.61239113610003 39.792680591700012 14.335334942800001 18.465919151800005 14.656441317600001 0.070580000000000018 8.0341677368500015 0.082935000000000023 37.311503175250003 196.16836764490003 0.0023400000000000005 0.10828500000000003 16.585387514950003 13.065205089100003 186.26099832155003 12.551858988050002 204.12988953870004 14.329845562450002 22.381996090050006 20.520114807950005 14.224966735800002 0.093160000000000034 71.322105742700003 0.094725000000000018 0.091375000000000026 112.64908412395
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 26 -1 -4 13 10 11 12 -10 -9 15 -15 20 18 19 -18 22 -22 25 24 -24 -3 -6 28 -13 -23
right_child=-2 16 7 4 5 -7 -8 8 9 -11 -12 27 -14 14 -16 -17 17 -19 -20 -21 21 29 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00204302046870624 -0.00075559736506626064 -0.000102836959078101 0.00091678596824378619 -0.0017481565946009211 0.00018461126101353657 0.0012575334417547878 0.00046419016796230749 0.00010548879864426295 7.5923645284815514e-06 -0.0016554922418373732 -0.0015928926606785466 0.00010551310538799303 -0.0021191843884276898 0.0013609150196621652 -3.6077457088371107e-05 0.0001744913819243557 0.00046961439268038043 -0.0016932460902297397 0.0019561245525765466 -0.0020227907009509934 -0.0018225907351944195 -6.755838879802804e-05 0.00018296639405240465 0.00028165284209002913 0.0019467916366820051 -0.0020194102000160473 -0.0020374070569317533 -0.00043076712941510139 0.0009909645647723979 0.0007399292186613442
leaf_weight=0.1320908379739224 0.68613848352944629 1.3333180933161646 1.0001854916064328 0.8738883416081078 0.20696537345065735 0.41623247787356377 1.0288224400696888 13.325780532108189 0.29137910699864633 0.63945947030333616 0.5272742636152542 1.6743039298453375 0.3395200872910209 1.4220852731377815 1.4046361654764039 0.79801375605165947 0.35841329143113287 0.47077520870152512 0.19818898492667358 0.15255016289302148 0.49034006163856148 3.8852070917137098 0.65717244470181302 42.504963230107023 0.64011735164240235 0.21907177844786918 0.25503130632569082 0.90399904799414788 1.0825783495092762 0.97151079634204496
leaf_count=26 960 348 39 66 10 14 188 271 17 61 62 63 23 64 39 9 195 54 8 44 50 185 57 952 31 33 35 44 18 68
internal_value=0.000159284 0.000167311 4.98767e-05 -0.000438704 -0.000847924 4.78597e-05 0.000178915 0.000110675 7.46962e-05 -0.000321655 -0.000144663 3.32616e-05 -0.00113694 0.000202332 0.00055836 0.000934455 0.000226892 -0.00046589 0.000348897 -0.000274503 0.000243014 -8.17867e-05 0.000281306 0.000304506 0.00105328 -0.000373302 -0.00104199 0.000234928 0.000453214 9.39669e-05
internal_weight=78.89 78.2039 26.3222 2.91303 1.75212 0.878229 1.16091 23.4092 22.409 5.45851 4.81905 4.29178 0.630899 16.9505 3.62474 2.2201 51.8816 1.17993 0.709152 0.510963 50.7017 5.34706 45.3546 43.8023 1.29729 1.55239 0.461997 3.66088 2.75688 4.85672
internal_count=4034 3074 1049 339 125 59 214 710 671 288 227 165 40 383 112 73 2025 301 247 239 1724 303 1421 1040 88 381 45 125 81 253
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=3 17 9 7 18 22 20 7 5 9 22 20 6 2 7 16 6 0 22 7 22 8 7 22 9 20 10 19 2 2
split_gain=0.0296557 0.095864 0.0428386 0.0295567 0.0689591 0.115174 0.0626841 0.0527209 0.0733862 0.0377198 0.0740231 0.091047 0.188607 0.0926765 0.0596691 0.0831129 0.102206 0.0593211 0.169275 0.0625393 0.0545336 0.0525237 0.081424 0.0499237 0.0439934 0.112852 0.276731 0.0754649 0.0963477 0.133535
threshold=76.172084209950015 241.79519611995002 218.72979271345005 22.061824394000002 12.658193188950003 0.18145000000000003 48.86568841230001 22.181995028450004 21.500664456800006 186.68586460755003 -0.117885 41.827117825850003 16.525386113000007 158.13149931390004 22.775216856700002 22.674946976100003 16.565387047600002 85.732241321850012 -0.083064999999999986 22.444423115000003 -0.011675 7.2443465838000014 22.721067571950005 -0.048954999999999992 192.39832633775004 42.283941020600004 62.391047833300007 14.351157895250003 86.324034997400005 126.15794700430001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -6 8 -5 10 21 14 13 -13 15 16 -12 18 -11 -20 -15 22 -9 -21 25 27 -27 28 -19 -30
right_child=3 2 -4 7 5 -7 -8 9 -10 17 11 12 -14 20 -16 -17 -18 24 19 23 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.10041973632743309 -0.0016313787075283486 0.08366264914703396 -0.057887631825589203 0.076891506116613453 -0.093758333738136287 0.081643421709458763 0.012055044273590304 0.080419137393899998 -0.0079607232238740663 -0.091801220471665126 0.077716770226390508 -0.10327361538336036 0.065561397591279574 -0.080650789297966735 -0.004841154161296198 0.0032568335597881817 0.014303462685674352 0.002204491460355857 -0.018713824106273286 0.078898631612496661 0.081826199030179944 0.095676910599655163 -0.10066588243111579 -0.0083572641208034537 0.0020800835157418008 -0.10814345687528074 0.0034922353864170873 0.018211075171064746 -0.072279487740204831 -0.0055447101409182246
leaf_weight=0.11032693850756814 1.5872997739199934 0.063825293164882169 0.032149977851076983 0.21833827172485953 0.26192847491938653 0.057917528783036687 0.071205263886895409 0.059382429275274595 0.19117084449680988 0.26611835994754074 0.47176213224156527 0.257123378874894 0.13704064046032727 0.034494990301028094 1.1806907000313911 1.024637398426421 0.55103884637355804 2.7610454357927656 0.58213145942136069 0.14660203581570386 0.0514972029436358 0.16777985030785203 0.042675059351296341 0.11863417627046147 50.163929485866902 0.35653170082514396 0.58869009441696107 1.4668866965221239 0.48571525141596772 0.78352399717368826
leaf_count=856 398 26 43 20 355 24 29 24 25 103 41 55 10 22 37 6 2 27 15 23 38 10 96 37 1531 20 66 32 36 27
internal_value=0.00101274 -0.0368406 0.0362459 0.0011346 -0.0108982 -0.0485128 -0.0711414 0.00151789 0.03728 0.00128052 0.0106988 0.00701916 -0.0336093 -0.0732182 0.0130623 0.0233866 0.0435526 0.000631402 -0.0222263 -0.000376062 0.01665 0.0612674 0.00469893 0.039871 0.00108103 -0.00669815 -0.038616 -0.00120996 -0.00827856 -0.0310829
internal_weight=64.2921 0.206302 0.0959753 64.0858 1.97835 0.391051 0.333134 62.1074 0.409509 61.6979 3.97812 3.70829 0.480156 0.343116 3.22813 2.04744 1.0228 57.7198 1.11349 0.847368 0.0859922 0.269837 0.102057 0.265236 56.6063 6.44239 0.945222 5.49717 4.03028 1.26924
internal_count=4034 925 69 3109 806 408 384 2303 45 2258 341 211 125 115 86 49 43 1917 178 75 60 130 120 60 1739 208 86 122 90 63
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=3 17 6 17 12 19 8 5 16 22 0 5 6 15 20 3 22 22 21 2 18 0 10 5 12 20 17 21 20 20
split_gain=0.0261622 0.0867038 0.0394226 0.027409 0.17127 0.107899 0.0642455 0.0527493 0.13853 0.126066 0.0291839 0.1696 0.0875515 0.102118 0.14251 0.0959309 0.0547093 0.0508254 0.182181 0.0859357 0.0950021 0.0751312 0.0435497 0.0436518 0.0813129 0.078861 0.198792 0.0687475 0.0811837 0.0571943
threshold=76.172084209950015 241.79519611995002 8.2451926476000015 214.03087950770001 196.02356660640004 13.351077205700003 8.2435668022500028 13.154029769200003 14.844965286000003 -0.16276499999999997 97.878695155250014 15.904541771600002 12.26528657645 25.020342488900003 41.035283712600005 78.908934586800015 -0.26894999999999997 -0.50001499999999999 5.2345280387500006 168.84984911130002 13.512826932300003 78.626646483100004 75.499969677400017 16.569990495050003 94.328280857900012 36.728658719300007 190.79440939600002 4.8542393434000006 38.625745710700009 35.419594101850009
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -6 -7 8 -2 -10 11 -9 -12 14 15 -14 -17 18 19 20 21 -13 23 -19 25 -25 27 28 -27 -26
right_child=3 2 -4 4 5 6 -8 10 9 -11 12 17 13 -15 -16 16 -18 22 -20 -21 -22 -23 -24 24 29 26 -28 -29 -30 -31
leaf_value=-0.10037983916318863 0.080885079143099628 -0.059482514044070046 0.080749257722101453 -0.10104232730016988 -0.10107050643273718 0.079464958016863693 -0.0076826598949208862 0.069914533913033303 0.052714707578248192 -0.10088504777208579 -0.00034552392039854506 -0.10108537357747938 0.020961017476496934 -0.10270360620395401 0.036204362960668028 -0.027803361742046308 -0.10247853256741105 0.016547739423287626 0.014360189644107128 0.0085263440610456615 -0.10462113211127425 0.092205762090626808 0.024108797266975998 0.0067383339595608188 0.03591604237772688 -0.0039235822580491551 -0.08266977370138287 0.0042503068833296756 -0.059831842720634666 0.0016792052198861464
leaf_weight=0.099865602507917539 0.27501953376956478 0.029870753670365957 0.060957448738918174 0.1821050086437016 0.066230737676960416 0.17978929608943872 0.15976167429471388 0.36219365731449116 0.10372627511424071 0.11020564331329297 5.5673052427396206 0.033787352429490936 0.14729813146914217 0.17056234003393911 0.31075988476388261 0.16176276651094668 0.24932282214285806 1.8318616775795877 0.75155657090579098 0.13769044733635383 0.35478894715197384 0.049673527675622609 0.85626037564332946 1.4451855990919273 0.49306265467885069 0.56081808551653078 0.45333338348427776 1.3684437085003081 0.48377182447075029 46.958904271116808
leaf_count=856 62 48 21 59 28 48 37 26 18 146 190 12 33 49 24 15 30 18 41 23 33 59 19 48 131 12 43 58 30 1817
internal_value=0.000910981 -0.0360736 0.0346311 0.00102148 -0.0204712 0.0156872 0.0384612 0.00122129 0.0339395 -0.0264112 0.00096634 0.00170617 -0.00532017 -0.0319579 -0.0180746 -0.0482827 -0.0730937 0.00126327 -0.0180695 -0.0603876 -0.0820391 0.013956 0.00173459 0.00137713 0.000840256 -0.0123083 -0.0219114 -0.0104968 -0.0298159 0.00203495
internal_weight=64.0159 0.190694 0.0908282 63.8252 0.587887 0.405782 0.339551 63.2373 0.488951 0.213932 62.7483 56.1413 6.60701 1.03971 0.869144 0.558384 0.411086 55.7791 1.3275 0.57594 0.43825 0.0834609 54.4516 53.5954 51.7635 4.31155 2.86637 2.41303 1.04459 47.452
internal_count=4034 925 69 3109 172 113 85 2937 226 164 2711 2370 341 151 102 78 45 2344 168 127 104 71 2176 2157 2139 191 143 100 42 1948
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=7 18 22 10 5 22 16 7 10 16 16 3 6 3 23 21 15 13 13 2 21 22 22 21 3 10 23 3 10 16
split_gain=0.131765 0.146648 0.149611 0.133531 0.14048 0.126389 0.153187 0.124836 0.110577 0.65739 0.321905 0.327246 0.318712 0.340552 0.247571 0.172705 0.165182 0.168263 0.155621 0.15102 0.138068 0.293525 0.648949 0.351641 0.206798 0.133702 0.130916 0.134321 0.716869 0.376126
threshold=22.105125139000005 12.658193188950003 0.18145000000000003 61.622148808000013 24.628131835750001 -0.13125999999999996 19.644954061550003 22.181995028450004 64.407391431150018 20.894951138500005 22.454947490600002 93.023339771650015 16.235379337050002 88.931506497100017 0.12535000000000004 7.2055597121000003 33.423812040500003 116.86189801435002 111.38282034450002 229.44804549725004 4.0199878722000006 -0.067109999999999989 -0.11572 1.8400491212500001 93.337889372900023 62.837331883000012 0.11379500000000002 83.538459487450012 71.015621515800021 18.344957101500004
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -2 6 -3 -5 10 12 11 -9 14 -14 19 -11 -12 25 -16 26 21 22 -19 -24 -23 -18 27 -10 29 -29
right_child=3 2 -4 7 -6 -7 -8 8 9 15 16 -13 13 -15 18 -17 17 20 -20 -21 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=3.4833952888984051e-05 -0.0018487236292919441 -0.0010595611281996545 0.0014110706623562896 0.001185946102558555 0.00047760481041794024 -0.0019938283682016163 0.0019463726851681074 0.0018013627338263078 0.00021491051034332417 -0.00060090788843452671 0.0010205612893607946 -0.00059485365525161827 -6.772579108032697e-05 0.0017675460014328368 -0.0020073093931190587 -0.0020983884093131841 0.00023386626957760088 0.00011557138523605281 -0.0002388160004205603 -0.00097301523311713468 0.00023475224635854 0.00141442941204516 0.00017589994416626997 -0.0022365419154522161 6.7053342237272494e-05 0.0015708313742760092 0.00095131268856167106 0.0016189589721930203 -0.0015527260184447877 6.0819443966336788e-06
leaf_weight=2.3785236593257646 0.24988687776931229 0.29600867847045753 0.094889542670898663 0.48489807767691573 0.16616230292856926 0.38332461508981863 0.083587263943627477 0.94322893400567298 21.693527269804136 0.60851199878379592 0.98058390850201149 0.28542658944934374 0.66231848509050795 0.94102725060656667 0.32674530523456624 0.57675158325582743 0.54212373495101818 2.9034636091673742 0.4615062028169632 0.46061285856290979 31.785447422949801 0.67858427413739164 0.31548655306687601 0.8809745893413492 1.2350451632046313 0.61247714119963348 0.77958144701187748 0.61614423907121718 1.0984774428388844 5.6846242165775038
leaf_count=401 40 300 28 27 21 102 7 84 1083 19 14 16 25 28 67 21 2 19 2 504 446 37 32 73 30 43 39 55 241 228
internal_value=0.000171651 -0.000215825 -0.000910848 0.000188157 -0.000919631 -0.00119964 -0.000397653 0.000194257 0.000187851 0.00010494 0.000256153 0.0012447 0.000156898 0.00100942 0.000112977 -0.00132958 0.000225738 0.00020573 -0.00097189 0.000141169 0.000183207 -8.9242e-05 -0.000385199 -0.00160042 0.000544841 0.000943082 0.000158349 0.0001371 -9.10294e-05 0.000163803
internal_weight=79.21 3.23633 0.85781 75.9736 0.416049 0.762921 0.379596 75.5576 75.0727 33.9098 41.1628 1.22866 32.7246 1.60335 31.1212 1.18526 39.9342 38.9536 0.788252 30.333 37.799 6.01355 4.09992 1.19646 1.91363 1.1546 29.8724 29.0928 7.39925 6.30077
internal_count=4034 838 437 3196 61 409 307 3135 3108 2312 796 100 2272 53 2219 40 696 682 69 2150 637 191 124 105 67 45 1646 1607 524 283
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=8 22 6 22 23 22 7 3 7 7 22 13 2 9 22 14 22 9 0 20 22 22 22 23 22 21 21 16 7 18
split_gain=0.0252073 0.0990987 0.0878157 0.0552778 0.0677821 0.0456203 0.0268006 0.0976199 0.0667812 0.0643707 0.0537682 0.0534232 0.0465692 0.0335323 0.117749 0.100751 0.0738001 0.0697555 0.189599 0.174484 0.076639 0.0803918 0.0514277 0.176415 0.101948 0.193516 0.096791 0.109639 0.0660069 0.0843628
threshold=9.5425530862500008 0.022350000000000005 17.755414852450006 -0.10051499999999999 0.08729000000000002 -0.14429 22.105125139000005 94.031511570550009 22.181995028450004 20.873561687950005 0.11704500000000002 117.99105042915001 53.810443956900009 187.94830913940004 -0.11963999999999998 234.57881148155005 -0.093879999999999991 191.72037998490001 86.256490657300006 39.577821550850011 -0.018034999999999999 -0.073609999999999995 0.22598000000000004 0.097015000000000032 0.12427500000000002 0.2796341810500001 3.3753071955500005 22.544947280100004 22.720542346200002 13.012604996900002
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 7 9 -8 -1 11 -9 -11 14 15 -10 -16 18 19 -15 21 -20 24 -24 28 -26 -27 -28 29 -19
right_child=1 -3 3 -5 -6 -7 8 10 13 12 -12 -13 -14 17 16 -17 -18 22 20 -21 -22 -23 23 -25 25 26 27 -29 -30 -31
leaf_value=0.030429169145574909 0.012004399252672195 -0.048404981769817029 0.06997894329603184 -0.099227166441233375 -0.054392478006865502 0.090303505241269455 0.05228984785933441 0.0013425760327320053 0.08574953125059584 -0.0023847480339076396 0.077867086917763589 -0.074999673350978832 -0.10248585328936469 -0.012522716077882929 -0.051260421452377483 -0.061546215404726504 0.0074242939295567668 0.052735311223190612 -0.012965778878965646 -0.097281081461823696 -0.027434953422210324 0.024714129857851447 -0.075233938540177514 0.0028274606956412516 -0.015235465249210304 0.10067256666970265 -0.0075012934519179805 0.086008929958110963 0.00057831868899721863 0.0047677758770936609
leaf_weight=0.06444555900274096 0.13152433252253104 0.12883173725640518 0.062459094908263069 0.13566305884751173 0.1468409983554011 0.17136528566334064 0.25709821522286702 1.2002439795304551 0.30974510377376407 0.05941118486225605 0.084427504261839093 0.099243668941198737 0.21344670159936641 0.54401580989360709 0.22444635559187975 0.054627612416787485 4.7368769139814466 0.55419687349058122 0.96871168465111201 0.43877039247445282 0.76403120497514043 1.3628237916382202 0.38410525551262154 1.1755570655041081 0.60203000627234249 0.33531420600411366 0.29953940509767563 0.21565871074017195 47.143098089839327 1.0834761311489272
leaf_count=62 25 32 34 130 38 30 26 373 60 6 17 61 107 7 33 383 462 20 47 40 31 24 68 24 20 19 34 12 1776 33
internal_value=0.000975136 0.025057 0.000811462 -0.0495058 -0.0172777 0.0563035 0.00108621 -0.0112209 0.00143091 -0.0594596 0.000536377 -0.00448779 -0.0806902 0.00121725 0.00879906 0.0636666 0.00476944 0.000494544 -0.0120973 -0.0503636 5.16035e-05 0.0090588 0.00148606 -0.0163971 0.00204131 0.0281481 0.058857 0.0316415 0.00126393 0.0210002
internal_weight=63.952 0.431721 63.5203 0.344963 0.2093 0.30289 63.1753 1.72122 61.4541 0.337303 1.38392 1.29949 0.272858 61.197 5.3257 0.364373 4.96132 55.8713 4.07835 0.982786 3.09557 2.33154 51.793 1.55966 50.2333 1.45254 0.850512 0.515198 48.7808 1.63767
internal_count=4034 87 3947 202 72 55 3745 626 3119 175 451 434 113 3093 938 443 495 2155 149 47 102 71 2006 92 1914 85 65 46 1829 53
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=13 12 4 23 5 16 17 22 0 5 7 6 2 3 20 20 23 16 4 22 2 21 16 20 20 23 13 22 6 3
split_gain=0.0251987 0.0470366 0.0440444 0.0645211 0.0336533 0.218565 0.0581144 0.0775375 0.0286138 0.127952 0.109 0.106049 0.145693 0.122633 0.104441 0.035053 0.116444 0.191269 0.157184 0.279042 0.0872599 0.0518216 0.0458954 0.0582423 0.0398731 0.0666264 0.0768479 0.234947 0.0493818 0.149331
threshold=98.050756475600011 150.73104262400003 275.94315914030005 0.086230000000000015 13.154029769200003 14.844965286000003 239.21206428850002 -0.15665499999999999 97.878695155250014 16.351273197450002 25.335171910400003 12.26528657645 200.74412770730004 81.105404879350019 33.151194885250007 43.426640904350009 0.083495000000000028 22.494947397000004 185.29521033610004 -0.077085000000000001 83.586740321150003 7.5757413081500014 18.874955862150003 47.927946529500012 43.077238082650005 0.085335000000000022 117.58509325145 -0.028049999999999999 14.825346391850003 83.326071295150015
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 7 -7 9 10 -6 -10 13 14 -13 24 17 20 21 -20 -17 -18 23 -22 28 -26 27 -27 29 -11
right_child=4 2 -4 -5 8 6 -8 -9 11 15 -12 12 -14 -15 -16 16 18 -19 19 -21 22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.10050045413201697 0.096704438522294392 -0.10063712478636211 -0.044568233961669354 0.079342329020165192 0.002418195577422161 0.022570105319425059 0.081325267913799251 -0.10091188392345921 -2.669717958593715e-05 0.0018862624505444792 0.083303404007575799 0.037076429843734549 0.051775107545890875 -0.0073516990692003119 -0.10154021475910964 0.099507374837229323 -0.10421341115407481 -0.1010652920576432 0.0925972691028073 -0.0022390817281759956 -0.10068847966443889 0.00064948066477797813 0.0057311883243568312 0.024533523225903794 0.0084516445856693424 -0.10705169524368761 -0.0036877077428445989 -0.0017748138313535096 0.0030502968815451759 -0.022720448173178212
leaf_weight=0.068528135112473687 0.23509841437043988 0.025687670345007518 0.14118849969002945 0.088688056406283522 0.31610958563396607 0.079815516444796231 0.035775803145952523 0.14013101314156984 5.6573714083060613 10.222259439295156 0.35226534854155034 0.062205728318076359 0.16219863024889491 0.36130200250772759 0.43070595771860098 0.092672532540745478 0.096006424981169292 0.18973925666705316 0.62145553673099119 0.61956837512843765 0.095145150663938582 0.09256329190247925 1.241520766270696 0.060928384167709737 1.1528197799389084 0.3519088721832303 1.0563880371182675 0.53313927631825209 35.866352064647288 3.2505234163636478
leaf_count=305 19 118 684 79 28 28 15 140 123 89 16 9 28 25 116 5 10 34 88 18 150 30 81 16 51 37 20 10 1385 277
internal_value=0.000882233 -0.0269307 -0.00720343 0.0389207 0.00102446 0.0271079 -0.0368758 -0.056102 0.000820882 0.00155588 0.0450485 -0.00536981 -0.0351097 -0.0516075 -0.0840467 0.00103251 0.0113482 -0.00650253 0.0323258 0.0452512 0.0055371 -0.0527393 -0.000693938 -0.051804 0.000420733 -0.0105909 -0.0218984 -0.0436345 0.00111132 -0.0040505
internal_weight=63.7001 0.324092 0.255564 0.114376 63.376 0.490821 0.255722 0.219947 62.8851 56.2114 0.668375 6.67378 1.01641 0.854214 0.492912 55.543 3.1096 1.68001 1.42959 1.24102 1.49027 0.18857 1.39759 0.156074 52.4334 3.09426 1.94144 0.885048 49.3391 13.4728
internal_count=4034 1186 881 197 2848 202 183 168 2646 2345 44 301 178 150 125 2301 432 286 146 106 252 40 247 166 1869 118 67 47 1751 366
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=21 22 22 21 21 3 3 20 22 16 0 15 15 19 20 21 12 21 9 13 7 22 22 17 22 16 5 0 6 13
split_gain=0.0254414 0.155666 0.0502041 0.0370843 0.173327 0.0378797 0.127683 0.0869927 0.222562 0.161469 0.155818 0.163732 0.0746484 0.205513 0.0794318 0.0720576 0.198974 0.0601251 0.0831923 0.115098 0.0556946 0.0482346 0.0943485 0.17878 0.163703 0.136766 0.0760421 0.123407 0.069581 0.0667066
threshold=18.593782865600001 -0.011675 -0.15118999999999996 16.789138976000004 17.127134634300003 93.281431752200021 93.337889372900023 41.942745071500006 -0.08262499999999999 22.714946882600003 86.20003303655001 39.296024648600003 33.762789462050002 14.351157895250003 41.535369675400013 14.70115454445 191.60361862930003 4.0199878722000006 187.11236276785004 116.53390612245002 19.078733418100004 -0.60611000000000004 -0.58559499999999998 197.01076493205002 -0.50001499999999999 20.084953032650002 19.234448447350001 94.496614827150012 16.235379337050002 101.32529847850002
decision_type=2 2 2 2 2 2 2 2 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 15 -7 12 10 -10 11 17 13 -8 -14 21 -17 -9 19 20 -19 26 23 -23 28 -25 27 -1 -24 -29
right_child=1 -3 -4 4 -6 6 7 8 9 -11 -12 -13 14 -15 -16 16 -18 18 -20 -21 -22 22 24 25 -26 -27 -28 29 -30 -31
leaf_value=0.10065448395326744 -0.0088881638760033976 0.076081519710621076 -0.10553888094259965 -0.047787894723676665 0.090767955833530339 -0.061152450010627538 -0.086018853743775894 0.073150057982180688 -0.095790908258467949 0.062766884450483201 0.10304704161910001 -0.10194395959484248 -0.0036559047440112395 0.07113949481842502 0.019880555330628814 -0.0095587446751949339 0.081410645541630119 0.05626371154080928 0.014394505268001824 -0.10135649389104658 -0.06911908986854165 0.081687628918259619 -0.087988062016441715 -0.10209409323606516 0.001941121017028124 0.10078323523863304 -0.10646064530963267 0.025750373992558664 0.016587080125470246 -0.10235996422133667
leaf_weight=0.076437061652533056 0.083074094898250905 0.10282029598039244 0.15222289220699281 0.15583265611166908 0.21464343841478239 0.37489841785281797 0.10499539759643894 0.10883973809541236 0.48765062284883143 0.073968740263808286 0.13133999705314625 0.17275402732138889 11.165645644534377 0.40098479297012091 1.6451462580916985 0.56814099712121802 0.41685522772716865 0.10866717511453294 0.71617686371610034 0.17733868387585972 0.052563954134257074 0.37353893083945067 0.28796530629318695 0.11595199303360459 44.725112468512968 0.046575924381613731 0.10519555385690182 0.066765106856109924 0.081671064719557762 0.10388773726299405
leaf_count=5 37 20 30 20 51 14 303 20 184 19 2 98 179 32 52 29 81 31 22 72 81 25 89 78 2370 2 12 60 4 12
internal_value=0.000795431 -0.026562 -0.0714153 0.000942118 0.0324875 0.000755693 -0.00349314 -0.00208454 -0.0213717 -0.0749079 -0.00088573 -0.0111006 0.000854573 0.0385277 -0.000633381 0.00217784 0.0289399 0.00238664 -0.00491546 -0.0457619 0.0153869 0.00160458 0.00188915 0.0435945 0.00139338 -0.0439552 -0.035256 -0.00494146 -0.0648822 -0.0522389
internal_weight=63.3977 0.338117 0.235297 63.0595 0.370476 62.6891 15.721 15.3461 2.0293 0.561619 1.46768 1.33634 13.3168 0.50598 12.8108 46.9681 0.984996 1.16359 1.05475 0.33857 0.161231 45.9831 45.6308 0.536067 45.0947 0.162528 0.352285 0.24709 0.369636 0.170653
internal_count=4034 87 67 3947 71 3876 1109 1095 529 203 326 324 566 335 231 2767 110 226 206 184 112 2657 2568 105 2463 80 89 77 93 72
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=23 10 20 23 22 12 9 22 5 5 23 0 17 23 8 17 23 23 6 13 22 18 20 18 20 14 19 10 22 16
split_gain=0.0235953 0.0837998 0.0421792 0.039165 0.0745986 0.118318 0.0868694 0.0722377 0.230987 0.0779873 0.0602349 0.198408 0.237742 0.152681 0.120222 0.0578243 0.122087 0.1352 0.105095 0.0578988 0.0566938 0.148406 0.249799 0.201336 0.207871 0.102533 0.0823162 0.0668359 0.168474 0.083401
threshold=0.41214500000000009 62.068432857650002 41.872294782850005 0.10249000000000003 -0.117885 104.63361072080001 204.99169312540002 -0.092479999999999993 24.107645372150007 23.730745871350006 0.096315000000000026 86.756543869550015 188.41589330430003 0.095750000000000016 8.543332867800002 196.70243143610003 0.097015000000000032 0.09914000000000002 15.885371159150003 109.4229343674 0.086310000000000026 13.754580103150001 40.280372415600006 16.119790806350004 35.419594101850009 143.06733454090002 12.050972309250001 61.987779113750001 -0.013805 22.764946765650006
decision_type=2 2 2 2 2 2 2 2 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 10 6 -6 -5 8 -7 -9 13 12 14 20 -12 19 -17 -18 -19 -13 25 22 -22 24 -23 -1 -25 28 29 -27
right_child=1 2 -4 4 5 7 -8 9 -10 -11 11 15 -14 -15 -16 16 17 18 -20 -21 21 23 -24 26 -26 27 -28 -29 -30 -31
leaf_value=0.065514728146339879 0.036024067179976776 -0.020310251270666439 0.0081861610466386261 0.051026292489211145 -0.060561486396717469 -0.090307366895114427 -0.0045947342385688822 0.00038548714648730244 0.0095580441600069763 -0.028947533388408771 -0.069002063438870442 0.00064825791480900552 0.092277256088966197 -0.069807253355530591 0.044809344259068046 0.014597712727056997 -0.092383584064497148 -0.071433594447310539 0.054249795215397779 0.032647330215688046 0.063113902958241638 0.064840851836823185 -0.08292612256664067 -0.10085726919049308 -0.099641251966072986 -0.0088800266294212071 0.088867583572294545 0.0025511833225560455 -0.08885289772756727 0.053418194298360588
leaf_weight=0.24877946387277816 0.84907823987305109 0.74332531476443398 1.7243669616327677 0.49503724007618533 0.40267678804593643 0.39356074654608342 0.64881449948370573 8.5734396687301579 0.56284124551166315 1.0135298075074395 0.17852020249665557 1.8675337005657873 0.58956814518023748 0.30796241403640934 0.19332254370237933 0.63797926142251504 0.32143285936001575 0.11223400255710203 0.1633848175406456 0.81100660655647505 0.39139917455031248 0.090520800431932003 0.16714017474077991 0.028021805727194149 0.50818937295042588 4.0690803556763058 0.12434964188651065 36.37239626055441 0.25758448063538608 0.2268731464864685
leaf_count=29 18 47 22 51 37 39 30 205 14 42 17 78 24 27 28 26 30 45 7 28 34 16 41 92 168 399 30 2243 134 33
internal_value=0.000716522 0.00892617 -0.00039761 0.000260853 -0.00482253 -0.00736181 0.019477 -0.00532998 -0.0315367 -0.00271559 0.00155016 0.0120821 0.0527851 0.000350333 -0.00983105 0.00208303 -0.015818 -0.0483188 0.0030706 0.0103369 0.000858895 -0.0196242 0.0194121 -0.0486535 -0.0747727 0.00151039 0.0539763 0.00112132 -0.0103 -0.00559
internal_weight=63.0739 3.31677 2.46769 59.7572 12.0899 10.946 1.14385 10.5434 0.956402 9.58697 47.6673 4.87498 0.961411 42.7923 0.371843 3.91357 1.23503 0.597052 0.275619 2.67854 42.4843 1.30962 0.558539 0.751082 0.59871 41.1747 0.152371 40.9259 4.55354 4.29595
internal_count=4034 87 69 3947 418 337 81 300 53 247 3529 283 69 3246 45 214 108 82 52 106 3219 381 75 306 184 2838 122 2809 566 432
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=7 18 22 22 7 17 9 21 6 21 16 19 0 20 7 18 16 18 4 5 21 2 6 16 17 4 22 21 18 7
split_gain=0.0237995 0.0578014 0.0888741 0.0596083 0.0435914 0.0690984 0.035298 0.062928 0.0748315 0.0711478 0.111953 0.0831945 0.0685947 0.0578129 0.0458153 0.212173 0.213021 0.173462 0.123416 0.134896 0.161687 0.111913 0.0787079 0.0585951 0.0548599 0.0519784 0.384562 0.0677823 0.351198 0.0986478
threshold=22.061824394000002 12.601716341300003 0.18145000000000003 -0.60918499999999998 22.181995028450004 188.83172615260003 186.68586460755003 15.475979305150002 16.405383309150004 10.393723370700002 22.644947046300004 14.351157895250003 95.620390325650007 41.681597818500002 23.109894804950002 13.314799198000001 22.554947256700004 13.24088655595 202.99973138610002 20.872540794500004 1.9425901130500003 147.36057300110005 16.525386113000007 22.624947093000003 193.46017548480003 169.14490639835003 -0.054619999999999995 2.3925196316500004 13.712081531300003 24.607636026300003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 7 9 -9 11 12 -6 -11 -13 15 17 24 18 19 -8 -21 -20 -22 -23 -17 26 -16 28 -27 -30
right_child=4 2 -4 -5 6 -7 14 8 -10 10 -12 13 -14 -15 25 16 -18 -19 21 20 22 23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.0017097476989204686 -0.0018837947556063041 0.080668222483426186 0.077051794068628027 -0.077836852725901184 0.010762536044094039 0.085383964553355077 -0.010319767223080832 -0.047965746385824577 0.095293430697679371 -0.105071197175161 0.0020946149142661496 0.10081223584829102 0.033218821597808167 0.01699756973286675 -0.089834033528273446 0.0058281194937236502 -0.094001269744675153 0.036284333455469803 -0.063583768923581918 -0.0093445369473038348 0.027099440794019065 -0.03507990158705538 0.085193109874147799 -0.0016874922363775795 -0.036828753333452695 0.08213474940661375 0.0017301750506310354 0.00086642129609686808 0.016270504379099871 -0.010625866341625873
leaf_weight=1.5039767969933588 0.2138608714685678 0.025793601365876273 0.050920856359198297 0.29595228083321601 1.4387548156815482 0.15759097614500206 1.9926365907303973 0.046956811417849909 0.16313965091831051 0.16600287582241424 1.6315427683875894 0.19735354417935003 0.045754192963549656 0.14116222143275081 0.51820643781684328 0.59720113687217213 0.4881552404276589 1.1697110864115527 0.50203395965218112 0.65483338059857465 0.4774881781777367 0.75444642110232996 0.45588069612131221 1.7315825213654532 0.6088833212334066 0.6432289806107282 3.9934339226347211 36.562521076135511 2.999275821937772 2.500516173923927
leaf_count=382 30 6 28 405 530 18 25 91 12 42 12 13 156 39 98 8 32 37 28 13 28 26 18 47 39 98 63 1234 125 351
internal_value=0.000645823 -0.0104459 -0.0457023 -0.0651299 0.000987884 0.0351401 0.000778132 0.0100684 0.0632748 0.00698093 -0.0067839 0.0212572 -0.075191 0.0658612 0.000149924 -0.00621266 -0.0382656 0.000804787 -0.00551298 0.00700811 0.0287485 -0.020518 0.0554738 -0.0118212 -0.0157069 0.00142102 -0.00878688 0.00249943 0.0122189 0.00404189
internal_weight=62.7288 1.87664 0.372667 0.321746 60.8522 0.371452 60.4807 3.83067 0.210096 3.62057 1.8433 1.77727 0.211757 0.338516 56.65 9.43285 1.69424 7.73861 6.5689 3.58084 1.5882 2.98806 0.933369 2.48603 1.20608 47.2172 4.51164 42.7055 6.14302 5.49979
internal_count=4034 821 439 411 3213 48 3165 895 103 792 210 582 198 52 2270 301 79 222 185 84 59 101 46 73 47 1969 161 1808 574 476
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=7 9 0 6 22 19 16 18 18 0 7 17 20 3 10 16 5 17 22 20 7 4 22 7 7 23 0 6 19 16
split_gain=0.095964 0.112043 0.113091 0.252573 0.111673 0.0980126 0.0978043 0.0911525 0.100792 0.235942 0.190628 0.257545 0.545016 0.190447 0.154337 0.19212 0.24795 0.189539 0.148167 0.714363 0.255285 0.348439 0.34616 0.616697 0.302683 0.164674 0.15624 0.148495 0.478852 0.211558
threshold=22.105125139000005 186.68586460755003 85.732241321850012 16.555386813950005 -0.054619999999999995 12.651020723000002 18.704956259700005 12.909082926650003 13.975517741000003 90.407470010750018 23.974509389900003 183.19621122360005 37.311503175250003 88.931506497100017 64.665483411650015 22.514947350300002 21.454033346250004 191.24148878695004 -0.059424999999999999 38.244973486750006 24.054467534550003 191.03149642590003 -0.084275000000000003 25.161974272550005 24.312940751750002 0.089305000000000023 94.047642319350018 13.65531905435 12.250988447150002 15.164964537700001
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 -5 -2 -1 -4 9 14 11 -10 -13 -14 15 16 -9 -16 19 -12 -21 24 27 -24 -22 -25 -26 28 -23 -29
right_child=1 2 7 4 -6 -7 -8 8 10 -11 18 12 13 -15 17 -17 -18 -19 -20 20 21 22 23 25 26 -27 -28 29 -30 -31
leaf_value=-0.0011225855009943523 -0.0012086338704569008 -0.0020101495939639376 -0.00057082758200334362 -0.00089058846685043612 0.00041873832566405756 0.00051393621985988702 -4.6249821261786188e-05 0.0017653754616875426 0.00033753808488579367 0.00096492673541096288 -0.0017603484474024011 0.00034336315010034081 -0.0021929440889263676 -0.00061468986505763443 0.00021862119121883659 0.00019668016990831915 0.00041376006517118745 -0.0010682472420473392 0.00028185717663058228 0.0010251112304217572 3.5392611006063422e-05 0.0012249309535149844 -0.0020305138993324235 -0.00086935530290888855 0.00061510911473379567 0.00047328363631512008 -0.0020264856411531256 -0.00030293672481443939 -0.0018278356233503998 0.00069754320491264578
leaf_weight=0.37734538212265478 0.13050301451570945 0.29206134332434786 0.63058042945340176 0.35826624574838206 0.83217026432976104 4.7248464994954702 2.321209507786989 0.67332770861685221 1.3952246578410297 1.6858452160377044 0.83283702185235675 1.0016944800736385 0.77904862293507882 0.47208197880536318 1.0000443207100023 29.755929929291597 2.3189925167243928 0.78581083565950383 15.282027874916366 1.0848831958137442 0.77813930739648529 0.37563928555482107 0.68376460793661253 0.46608574587844476 0.098524957895278931 1.424942117067985 0.68169825663608208 0.98148098401725281 0.4166804064225289 4.7222917091276031
leaf_count=589 657 112 19 43 30 257 249 75 10 47 206 22 33 24 23 324 29 24 490 18 33 93 67 68 3 35 177 20 103 154
internal_value=0.000166496 0.000179625 0.000159593 -0.000376185 2.46916e-05 0.000467637 -0.000196756 0.000171218 0.00017813 0.000248661 9.69715e-05 -0.000324477 -0.000734477 -0.00159743 0.000213695 0.000244306 0.000717899 -0.000347626 0.000152218 -5.67996e-06 0.000119071 2.65956e-05 0.000173743 -0.00043467 -0.000829915 0.00014236 -0.00169291 0.000414893 -0.000380517 0.000525385
internal_weight=77.364 74.6654 69.8101 1.4825 1.19044 4.85535 2.69855 68.3276 67.697 36.22 31.477 3.64805 2.25283 1.25113 34.5341 32.7483 2.99232 1.78586 27.829 12.547 11.7141 10.6292 9.07088 2.57479 1.55836 1.89103 0.780223 6.49609 0.79232 5.70377
internal_count=4034 3196 2282 185 73 914 838 2097 2078 522 1556 89 79 57 475 428 104 47 1467 977 771 753 540 170 213 103 180 370 196 174
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=5 6 17 9 23 15 10 3 15 22 5 7 6 21 22 16 10 0 17 12 9 18 22 15 21 2 15 15 5 21
split_gain=0.0240563 0.0854427 0.105908 0.0807332 0.0751545 0.0712337 0.11994 0.289048 0.0818458 0.108433 0.0484493 0.0657972 0.221507 0.084781 0.11888 0.0471988 0.133473 0.171004 0.0435062 0.0907081 0.0650798 0.100572 0.0612668 0.09342 0.0728225 0.0433562 0.0736877 0.0504662 0.0423763 0.0422062
threshold=23.545618314050007 16.235379337050002 203.92158861145001 194.04304600165003 -0.25095999999999996 41.492094664050008 62.046925192600007 94.340684255550016 42.246988155050012 -0.10946499999999999 29.996566321350006 22.977992916200005 16.685389851450001 6.5119136755000007 -0.080019999999999994 22.674946976100003 61.977025281250008 85.495657006400009 205.83789591070004 107.96682590455002 201.7576686733 17.957852018100002 0.13747000000000004 23.908355817750003 10.959760372700002 135.72285180265001 32.167495462450006 29.593577021650002 22.728547566650004 7.515317457250001
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -3 15 7 -7 -8 -10 11 12 -6 14 -13 18 17 -17 28 -20 21 -21 23 24 -22 -25 27 -27 -1 -12
right_child=1 2 -4 -5 10 6 8 -9 9 -11 29 13 -14 -15 -16 16 -18 -19 19 20 22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=0.0023037612026259153 0.030612167930685819 -0.076302837786124247 0.066655411411729121 -0.10430888706341675 -0.10416912659559606 0.078290154285798122 0.01787232238825795 -0.012754141841326333 0.0074990212701990973 -0.057178256703991674 0.063986231437195215 -0.093538469497888563 -0.0042860238850626091 0.0056526887617246568 -0.0084360486193945493 0.018359809134404281 0.001003819327956968 -0.10039921629037846 -0.10273027326302571 -0.090670652648158573 -0.10115148807838983 0.075760001638004865 0.053693161979477357 -0.017669319632707219 0.034649375165279717 0.0050436311311532391 -0.0027165858138894056 0.07787884952141487 -0.0248824704035467 -0.031188542358633504
leaf_weight=44.911807535486822 0.061869207775486212 0.14368576918423048 0.21411461230309203 0.15662147819239181 0.27775980002888889 0.78407085686922007 1.2907371772453191 0.62801504461094737 0.61915673920884751 0.44588979927357242 0.18604613504430734 0.20974903112028176 1.1065003723426796 4.6224910030241517 0.75495110898191342 0.18918508505157561 1.4528082323959095 0.33763778116554022 0.10128435568185468 0.18550560953931983 0.16820441651521001 0.045144960211587204 0.17930108642849507 1.0665256874635818 0.051601521974816933 0.16752963491671824 1.439712339069956 0.22012693053693511 0.58077096318862587 0.062162542098121776
leaf_count=2309 57 156 19 22 156 42 16 13 7 48 61 61 186 62 36 34 37 17 20 126 143 110 24 22 28 50 78 18 33 43
internal_value=0.000746301 -0.00445161 -0.00267392 -0.0661038 -0.0046899 0.00148489 0.0147541 0.0377989 0.000940808 -0.0195786 -0.00326466 -0.00481039 -0.0243281 2.52534e-05 -0.0269394 0.000506426 -0.0146324 -0.0577522 0.00111658 -0.00942674 -0.00674481 -0.0580954 -0.00314808 -0.00642125 -0.069271 -0.0016475 0.00770347 0.0464024 0.00195669 0.0401502
internal_weight=62.661 7.79595 7.57746 0.218491 7.36335 54.865 3.76787 1.41209 2.35578 1.06505 7.21966 6.97145 1.38426 5.58719 0.9647 51.0971 1.97963 0.526823 49.1175 3.62494 3.52365 0.230651 3.293 3.1137 0.219806 2.89389 1.82737 0.387657 45.4926 0.248209
internal_count=4034 859 780 79 761 3175 126 55 71 55 605 501 342 159 97 3049 88 51 2961 619 599 236 363 339 171 168 146 68 2342 104
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=7 5 10 8 3 16 16 18 18 10 7 21 15 21 21 18 22 23 14 23 14 7 18 21 18 9 20 20 6 10
split_gain=0.116292 0.0890155 0.152258 0.177411 0.133101 0.250443 0.0989984 0.0889657 0.0773788 0.246698 0.284778 0.204499 0.355416 0.287944 0.203632 0.197306 0.192839 0.179591 0.174995 0.267815 0.368722 0.205595 0.351173 0.327525 0.209421 0.200846 0.295381 0.163551 0.160193 0.150949
threshold=21.725272673150005 25.767562150000003 61.622148808000013 8.4434108459500017 92.913112988300014 23.044946110900003 22.724946859200003 12.658193188950003 13.893471991850001 62.165217350350012 24.607636026300003 8.8898213993500015 30.243446395250004 10.628103601550002 8.3620534552000017 14.320472989450002 -0.044409999999999998 0.088655000000000025 195.25924573520004 0.088350000000000026 176.96609813925002 23.109894804950002 13.314799198000001 4.5452899713000017 13.258241318650002 187.94830913940004 41.32819714970001 43.384297312450009 16.525386113000007 71.015621515800021
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 -6 8 -1 18 10 -10 14 13 15 -11 -13 17 -15 19 20 -4 22 24 -24 25 -20 -27 -14 -23 -19
right_child=1 4 6 -5 5 -7 -8 -9 9 11 -12 12 27 16 -16 -17 -18 29 21 -21 -22 28 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-8.8210195721084058e-05 0.00064025425250040029 0.0019934411809071051 0.00051531379977962652 -0.002014939076016633 -0.0018996481872825789 0.0017949278261127489 0.00077121265159467239 -0.0011755063294173562 -0.0017160708551981565 0.00017488112003658605 0.0011059592466352282 0.0012163942560297809 -0.0020351655816508237 0.0015371780874815963 0.0013765764489570233 -0.0020225339946581167 -0.0017060733790080762 0.0011858733781029999 0.00037184326890583674 0.00024876052563784548 0.0019484384487266026 0.00032767510263854993 -0.00013644132662813687 -0.0020191374779732763 0.00083354404945333571 -0.0013134621876270971 -5.0160989797381121e-06 0.00033814446329461358 -0.00026713212526802491 -0.00024727411919162192
leaf_weight=1.982584290254173 0.15668957716297782 0.26254619952851399 2.476564047807186 0.25291206748806871 0.1333147931172789 0.14980891366940341 1.1466471287385491 0.33876192670980021 0.54687349012237874 28.331307396620478 0.18364974413998425 0.090007113758474477 0.55891530349617813 0.48690339784718695 0.55272469083865772 0.36776030169238538 0.16386803742426481 0.39270806219428767 2.3308310974243813 7.1690246795769781 0.95692190434783686 19.039997978674368 0.80007103532261659 0.63899198904755394 1.2097136529628185 0.93336607003584537 2.2927739402584848 0.13949851588586171 1.9159797991778749 1.0073909553457268
leaf_count=393 10 13 77 45 43 17 29 383 68 1640 19 3 73 216 39 106 107 13 47 110 75 205 15 40 24 28 56 31 29 80
internal_value=0.00018532 0.000198753 0.000192946 -0.000999218 0.000987805 5.52585e-05 0.000199569 -0.000246883 0.000190538 0.000120072 -0.00100663 0.00014572 -0.000324021 2.03948e-05 0.000197877 -0.00138569 0.000334242 0.000511424 0.000248702 0.000464426 0.00091473 0.000170269 -9.2833e-05 -0.000972421 9.42281e-05 -6.67158e-05 -0.000383567 -0.00156113 0.000273293 0.000154704
internal_weight=77.0091 74.6878 74.1421 0.409602 0.54567 0.283124 73.7325 2.32135 72.5858 32.8216 0.730523 32.0911 3.20705 2.50864 28.884 0.457767 2.05087 1.887 39.7642 10.6025 3.43349 29.1617 8.20575 1.43906 6.76668 5.55697 3.22614 0.698414 20.956 1.4001
internal_count=4034 3258 3185 55 73 60 3130 776 3101 2395 87 2308 629 525 1679 109 416 309 706 262 152 444 210 55 155 131 84 104 234 93
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=8 22 23 20 23 9 16 5 22 23 23 23 10 20 16 9 22 12 17 23 20 23 7 15 19 12 13 20 22 15
split_gain=0.0246909 0.113223 0.0924578 0.0959495 0.0897487 0.0667431 0.0358166 0.101234 0.0297781 0.116816 0.179712 0.168331 0.136903 0.107595 0.163818 0.0787899 0.183058 0.117089 0.268008 0.105006 0.198494 0.0990567 0.077117 0.106418 0.0919782 0.0773469 0.0764065 0.0740996 0.0679035 0.14433
threshold=8.8430989333000021 -0.010319999999999999 0.10249000000000003 39.952536079750011 0.094175000000000023 214.88418602500002 22.634947069650003 20.482113285800001 -0.037054999999999998 -0.092630000000000004 0.049900000000000007 -0.27343499999999998 61.853356207250009 40.00488309970001 22.604947139800004 201.32298960505003 -0.0068649999999999996 134.98489220775002 209.55094140555002 0.096315000000000026 41.385032804600009 0.10220000000000003 26.157592435900003 20.520114807950005 13.451085274650001 172.63877719270002 95.862351557400004 43.940903692500008 -0.053159999999999992 30.807603489900004
decision_type=2 2 2 2 2 2 2 2 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 2 3 -2 -3 -4 7 -5 22 11 -11 -10 -12 -13 -15 19 -17 18 -18 20 -14 -21 28 25 -25 -24 -27 -22 -1 -30
right_child=1 4 5 6 -6 -7 -8 -9 9 10 12 13 15 14 -16 16 17 -19 -20 21 27 -23 23 24 -26 26 -28 -29 29 -31
leaf_value=0.0016540928554045306 0.059565228159216103 -0.10204971576993656 -0.10217274142993543 0.032568882681835436 0.0080745465216771374 -0.0011218858105332004 0.011945740805130438 -0.070471135301481386 -0.10266165589145111 -0.070351894335163645 0.086743766445347079 0.085292227635544518 -0.0084565449134831622 -0.066776606802790142 0.10048000243709419 0.064873186047790465 0.084694887507354752 0.0010237954210868233 -0.017958604698568366 0.035155370560803027 -0.10629419016348983 0.00011063258675807848 -0.10081186514491423 -0.098695997923817697 0.025042923566789374 -0.10110929074669049 0.066365021304057456 0.0240604325842587 0.0017916385891995745 -0.035488645564081066
leaf_weight=36.420200428123856 0.31721964649477719 0.21377881143052846 0.13536958052281978 0.16449473239481449 0.11318832526376355 0.12638745190633927 0.58352427194949996 0.22682714091206435 0.072579447631046179 0.32938340492047302 0.19864080264233308 0.46623118046522627 3.1632173145800402 0.14040251154713168 0.10045815166085958 0.58460449600033815 0.55563877126996775 5.768626443737503 0.4690104786423035 0.93162075357622587 0.30230541417267875 6.0085035162385907 0.048012922537853053 0.27334785431133923 0.076992118207272142 0.032304086533510912 0.17383405959844822 0.05095847804899023 2.9591689425990841 1.5999607133635434
leaf_count=1994 34 40 25 9 23 16 18 36 85 44 37 63 148 107 8 116 42 164 7 40 81 103 117 126 42 322 26 99 30 32
internal_value=0.000843765 -0.0104405 0.000814546 0.0117939 -0.0639273 -0.0533811 -0.00375108 -0.0271576 0.00119326 0.00445709 0.00284739 0.0423681 0.00418441 0.0572547 0.00298277 0.00326486 0.0111777 0.00655691 0.0377075 -0.00231824 -0.0163963 0.00481493 -0.000309171 -0.035766 -0.0715026 0.0134959 0.04012 -0.0874905 0.000213857 -0.0112913
internal_weight=62.6068 1.88079 1.55382 1.29207 0.326967 0.261757 0.974846 0.391322 60.726 19.1422 18.3625 0.779671 18.0331 0.707092 0.240861 17.8345 7.37788 6.79328 1.02465 10.4566 3.51648 6.94012 41.5838 0.604491 0.35034 0.254151 0.206138 0.353264 40.9793 4.55913
internal_count=4034 201 138 97 63 41 63 45 3833 1144 881 263 837 178 115 800 329 213 49 471 328 143 2689 633 168 465 348 180 2056 62
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=10 0 10 3 6 16 20 23 8 20 22 20 13 16 7 3 16 15 23 22 21 22 6 6 13 8 5 15 17 23
split_gain=0.130898 0.635547 0.339001 0.325095 0.722514 0.718301 0.465015 0.577778 0.402377 0.3674 0.30988 0.231381 0.336676 0.249495 0.245544 0.220566 0.203897 0.497716 0.19145 0.156823 0.153358 0.143666 0.215845 0.132544 0.131982 0.126089 0.116231 0.221035 0.234282 0.380128
threshold=66.590419433100024 90.407470010750018 65.611820673600008 83.538459487450012 14.745344522600002 19.199955102150003 36.79544512155001 0.11379500000000002 7.943800736700001 41.385032804600009 -0.012794999999999999 37.999598532650005 115.68166489510001 22.454947490600002 22.477322886550002 94.173999851450006 18.684956306450005 29.329759478700002 -0.10747999999999999 -0.053159999999999992 2.3223121640500004 -0.053159999999999992 15.785368822600002 18.145423964950002 116.86189801435002 8.3434888241000014 20.305669781650003 35.965617804200001 187.51563899930002 -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 11 18 8 9 -7 -8 10 16 -5 21 14 15 23 -14 17 -6 -2 -3 -4 22 -1 -13 -15 -19 -26 28 -28 -30
right_child=3 19 20 4 5 6 7 -9 -10 -11 -12 12 13 24 -16 -17 -18 25 -20 -21 -22 -23 -24 -25 26 -27 27 -29 29 -31
leaf_value=-0.00034404140832898619 -0.0019888148031205004 0.0019879119825327836 -0.001513702788179734 -0.0012993466321886446 0.0013080792286189582 0.00036498483801186119 -0.0018558809092654306 0.00086314996748619783 -0.0018753572276603201 -0.00089479169965716394 0.0016768515549397851 0.00089067557593287177 0.0019770788996966997 0.00090316515346628812 -0.0017163901669901855 5.6025837014937286e-05 0.0018626891273188606 -0.0020813039173960038 0.00022944556027973414 0.00071077769657678811 -0.00010011462145585028 0.0004247497382714863 0.0017760766181893551 -0.0020354090186366415 0.00050523288100853478 -4.1107690815887246e-05 0.00020063831571249746 0.00020344566723768374 0.00018815566443576998 -0.0019549217763311032
leaf_weight=0.23275689331239868 0.15057214579571265 0.95516682394008967 0.59851928614079841 0.2803235000486094 1.2671578557428809 1.1368977390229704 1.3458105752943081 0.3868263754993676 1.3506763847399268 0.43749066401505832 0.25856384723101589 0.30051342121578173 0.58638564217835565 1.0435422989539791 0.59310355664638337 0.37785071497637546 0.80990615021437395 0.23313136084470887 22.835156112594333 0.60303387866588198 0.58197606451722095 1.6124037018253137 0.89272041687036108 0.07421626990162622 4.1884664967656127 0.23272569105029106 1.2737117586657398 32.334627508762424 0.5807525422424078 0.70388978568371363
leaf_count=31 195 32 16 178 41 22 83 11 230 29 57 169 67 30 31 159 23 32 1455 23 26 48 173 102 51 8 22 643 3 44
internal_value=0.000197623 0.000262096 0.000220356 9.78796e-05 -0.000249704 9.07828e-05 -0.000609445 -0.00124883 -0.00130383 0.000764961 0.000128665 0.000247689 0.000211733 0.000238658 -0.000931356 0.00122428 0.00105051 0.000670946 0.000214914 0.00149365 -0.000816814 0.000800009 0.00133762 0.000311156 0.000214972 -0.00106209 0.000196596 0.000159548 -0.000395263 -0.000986094
internal_weight=78.2589 47.5336 45.9754 30.7252 7.73951 5.84995 2.86953 1.73264 1.88956 2.98041 0.538887 44.7949 42.0571 41.0892 0.967833 0.964236 2.54292 1.73301 22.9857 1.5582 1.1805 2.73788 1.12548 0.37473 40.125 0.465857 39.0814 34.893 2.55835 1.28464
internal_count=4034 1670 1615 2364 714 249 116 94 465 133 235 1573 1321 1019 302 226 104 81 1650 55 42 252 204 271 793 40 763 712 69 47
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=21 22 22 15 2 2 22 4 22 17 22 12 12 5 6 17 21 15 21 22 2 4 20 4 21 20 14 15 6 5
split_gain=0.0246399 0.131369 0.0507028 0.0254323 0.132858 0.0628584 0.0462335 0.0764189 0.058557 0.214862 0.178593 0.0995668 0.0900897 0.071007 0.0480999 0.0548823 0.0368552 0.196306 0.047669 0.184875 0.0497486 0.228969 0.109643 0.155436 0.137374 0.135086 0.127955 0.152737 0.0934131 0.286029
threshold=18.593782865600001 -0.011675 -0.15118999999999996 46.074827201850006 258.06114663960005 184.38272419390003 -0.63113999999999992 253.42216146380005 -0.58559499999999998 197.01076493205002 -0.51146999999999998 199.78749241660003 207.88043775810004 16.078966488550005 5.4801280423500005 210.48525482865003 15.803805445550003 36.548474543700003 15.109659503850002 -0.046635000000000003 189.28685862455004 274.66550124645005 41.571132012400007 313.22340827140005 4.1284891430000012 40.00488309970001 296.05563064415009 45.169600924000008 16.355382140900002 21.386268748550005
decision_type=2 2 2 2 2 2 2 2 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 6 5 -5 7 -1 9 13 14 -11 -13 -8 -10 -16 18 -18 20 -20 21 -12 23 26 -24 -25 27 -22 29 -26
right_child=1 -3 -4 4 -6 -7 8 -9 10 11 16 12 -14 -15 15 -17 17 -19 19 -21 22 -23 24 25 28 -27 -28 -29 -30 -31
leaf_value=0.026249018180869971 -0.0068796669578446469 0.073182131208701595 -0.1050749657214152 0.0051464724753372054 -2.8502394328285525e-05 -0.10286273765767431 0.099755090110653144 -0.10480139891863359 0.036882391182805195 -0.10272123496518984 0.0010700849727736934 0.10059815160423745 -0.10045616873295529 0.022083289462618266 -0.10253146159378046 0.023649022988246237 -0.075511739647327866 0.060712809426871489 0.035213999139825897 -0.10467256413651729 0.074296470413749649 -0.07064764300197629 -0.061979837573652385 -0.025687118444009196 -0.0030363071950230119 0.087929953468161889 -0.00051826149464832372 0.0012537424854171322 -0.0094519633789278187 0.087516420178803123
leaf_weight=0.077629107049694279 0.084135227065274876 0.092854348971008416 0.140219315473189 0.073285417029182454 1.8682039587201869 0.20350472406380504 0.28703458004497306 0.10425350296054603 0.036101139391546577 0.13881110970805821 48.354360829164932 0.062760564854443146 0.034559053118528027 0.19950857970889047 0.25425312356708218 0.039876875425761682 0.14052857028334997 0.42786446903483011 0.19107303182624946 0.18688073123173055 0.6046465944984869 0.44930414748591729 0.35351495416642809 0.13104820562637254 1.3685448719711031 0.5194139748905684 2.5371805242130279 0.54370599798858166 2.5844448582611221 0.46815018424194921
leaf_count=24 37 20 30 36 74 68 29 36 17 36 2094 7 61 24 136 11 92 23 37 18 50 166 122 144 254 102 123 4 101 58
internal_value=0.000949827 -0.0268501 -0.0682507 0.00109151 -0.00960802 -0.0742653 0.00147341 -0.0488679 0.00162623 0.0299195 0.00128079 -0.04835 0.029202 0.0679055 -0.0720538 -0.0854245 0.00169223 0.0270329 0.00144514 -0.0339535 0.00167615 0.000409826 0.00845958 0.0199713 -0.00199457 0.0650396 0.0120172 0.0397132 0.00280186 0.0200444
internal_weight=62.5577 0.317209 0.224355 62.2404 2.14499 0.27679 60.0954 0.181883 59.9136 0.722674 59.1909 0.236131 0.0973196 0.486543 0.330231 0.29413 58.8607 0.568393 58.2923 0.377954 57.9143 48.8037 9.11065 4.336 4.77465 0.650462 3.68553 1.14835 4.42114 1.8367
internal_count=4034 87 67 3947 178 104 3769 60 3709 157 3552 104 68 53 164 147 3388 115 3273 55 3218 2260 958 423 535 246 177 54 413 312
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=3 17 7 18 13 16 14 23 4 7 6 20 19 10 20 6 7 9 21 12 17 20 21 15 22 22 15 15 7 9
split_gain=0.0973174 0.136288 0.0949702 0.100206 0.185205 0.328161 0.156325 0.249743 0.37036 0.189008 0.325941 0.2756 0.315236 0.166769 0.163412 0.160911 0.449211 0.152548 0.149696 0.329665 0.346867 0.156455 0.155017 0.143492 0.143174 0.117174 0.110393 0.418502 0.108162 0.103397
threshold=76.172084209950015 241.79519611995002 22.061824394000002 13.893471991850001 117.41840884735002 22.604947139800004 195.25924573520004 0.088350000000000026 175.31744532325004 23.109894804950002 15.785368822600002 42.141702038450013 14.251149826300002 61.987779113750001 38.625745710700009 16.525386113000007 23.626037400350004 187.94830913940004 8.8898213993500015 202.12526968910001 193.58923865885004 40.206947806850003 8.2292317348500017 33.762789462050002 -0.079634999999999997 -0.086719999999999992 39.15620581320001 42.493282152450007 22.814487719050003 202.67187917800004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 18 -6 7 8 23 10 -8 13 -13 17 -9 25 -17 -12 22 20 24 -21 -5 -4 29 -11 -27 -28 -15 -20
right_child=2 -3 3 4 5 -7 9 14 -10 15 11 12 -14 28 -16 16 -18 -19 19 21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.001973804000661588 -0.00018150044967058933 0.0006008980984679263 0.00090020452169932723 0.00016966847248933389 -0.0018419531170637403 0.00068242366021575038 -0.001408778867105447 0.00096523260440445151 0.0019505667602070236 0.00015421210298687113 0.00024037831031926998 0.00089876949899784218 -0.0018336706758631525 0.00073176854654052144 0.00015261639509786838 -0.0016136420416851909 0.00035707231861378401 -0.00096458386603739585 5.5710651947501586e-05 -0.0013342468898617449 -0.0015957477614641901 0.0011231257289079262 0.0012231299130591974 -8.9509124209153203e-05 0.00043487513485657544 0.00030759693741495771 0.0017037507317086023 0.00037430493716900283 0.00014213491297121832 -0.0020125893315160377
leaf_weight=0.18714153794078825 2.54601974535501 0.13683945663433406 1.3957567331672169 27.237002723552916 0.47980223282502166 0.33708281442523003 0.63328937884671344 1.1172340457560492 0.95360726816579688 7.2338724130604577 0.79975290526635923 0.22853888371264464 0.56030743046358111 1.8609759919345377 6.4105184506915975 0.62625731582738753 1.5338766640052197 0.81618202281242702 0.17885374829347711 0.11581555972225022 0.91065522385179054 0.71193159396204919 0.54783566656988014 0.94421130279079069 0.86700006826686127 6.7386309956200421 1.1962348436936734 3.8094842174905352 3.347898419451667 0.19342489924747497
leaf_count=856 806 69 30 970 66 36 29 30 75 88 14 15 104 32 99 30 35 32 23 26 108 158 43 44 42 40 27 60 29 18
internal_value=0.000185981 -0.00088633 0.000190655 0.000203854 0.000121193 -0.000800284 0.000268779 0.000470253 0.000920588 0.000194584 -5.71795e-05 5.5244e-05 -0.00104205 0.000182075 0.000273221 0.000292808 -0.000214269 -0.000368228 0.000145662 -0.000272157 -0.000676979 0.000779299 0.00019044 0.000500841 -1.84305e-06 0.000350524 0.000471442 0.000692007 0.000352793 -0.00101892
internal_weight=74.656 0.323981 74.3321 71.786 31.5794 0.816885 40.2066 10.8213 3.29358 29.3853 8.24695 7.61366 0.788846 6.82481 7.52775 21.1384 2.16013 1.61593 30.7625 2.97768 2.14993 0.827747 27.7848 2.33997 1.23928 18.9782 11.7444 5.00572 5.20887 0.372279
internal_count=4034 925 3109 2303 1490 102 813 278 149 535 255 226 119 107 129 280 65 46 1388 375 191 184 1013 74 83 215 127 87 61 41
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=16 23 15 18 19 16 23 10 3 23 16 7 2 10 6 16 20 5 13 20 0 22 10 23 20 0 6 22 13 6
split_gain=0.0225345 0.102872 0.0404649 0.0881107 0.116253 0.0951996 0.0382247 0.0291479 0.402302 0.191082 0.178714 0.181933 0.152068 0.0712 0.303436 0.156711 0.166359 0.193024 0.134366 0.347894 0.281639 0.189796 0.148018 0.144635 0.0660768 0.142605 0.115964 0.110057 0.0627267 0.170979
threshold=12.644970430600003 0.093580000000000024 19.763739472850002 15.788786379500001 12.250988447150002 15.089964713100001 -0.10055499999999999 71.015621515800021 83.538459487450012 -0.085699999999999998 18.124957616000003 24.024273989350004 41.467794892200004 70.206395618550019 14.205331905300001 19.199955102150003 39.525197829750006 19.234448447350001 112.64908412395 36.893814626400008 90.297243227400017 -0.053159999999999992 65.536543845950021 0.11082500000000002 37.828051409500013 89.582113364650013 17.335405038950004 -0.046635000000000003 116.19247193985002 17.665412749550004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -5 -6 -1 10 -9 -10 11 -4 -11 15 -15 16 -12 -18 19 -17 22 -22 24 -21 25 26 -20 -28 29 -26
right_child=2 -3 7 4 5 -7 -8 8 9 12 13 -13 -14 14 -16 18 17 -19 20 23 21 -23 -24 -25 28 -27 27 -29 -30 -31
leaf_value=0.052529842720260483 -0.0054468663593471092 0.0033085487611754123 -0.025403052001358579 0.078436608309797817 -0.10223540560133565 0.06609420096562478 -0.10167779164337472 0.00081810248557146229 0.047388290186995009 0.10046916996891996 0.083308606364886212 0.10267549083449318 -0.10253565299842503 0.015023325820136485 -0.10250817242936922 0.0089361079312929234 0.034583714213991534 -0.084717492267827321 0.097557500302452874 -0.091404555782436295 0.085708058649850191 0.0039412629056301829 -0.045077283725608569 0.0019724838518965725 -0.08856308627535682 -0.0058620612298453919 0.067868171996958673 -0.10170133782468482 0.0016302607777953439 0.025853888304006298
leaf_weight=0.018003124234279966 0.62525168551155619 0.60369254656058402 0.16386263757249153 0.3839726939328898 0.077177980936539825 0.059500510077668878 0.15003416106156109 16.253135513865349 0.11622270144380309 0.039096613414584591 0.47844284304664941 0.34318513795733452 0.65673250094869218 0.64305717428214748 0.33362944225518731 1.4269420233322301 0.62652331500430591 0.17308613993373001 0.34705709685658692 0.71319102564302728 0.66891126031987369 0.49317774968221673 0.6839316887781014 0.21615391614614055 0.27021327032707532 0.63629901595413685 0.087442399355495581 0.068072511930949986 34.841677916047502 0.25279020972084254
leaf_count=185 166 146 243 110 32 12 613 575 25 3 81 6 273 9 96 28 35 127 35 79 37 28 39 10 23 8 55 12 921 22
internal_value=0.00102822 -0.0159539 0.0012407 0.019857 0.0502444 -0.0289562 -0.0851563 0.000888287 -0.00261387 -0.0713044 0.00226322 0.0612843 -0.0911294 0.00156661 -0.0251246 0.00218754 0.0366671 0.00875938 0.00110498 -0.0220734 0.00252911 0.0510071 0.0010142 -0.0696862 0.00187777 0.0255863 0.0654026 -0.00635637 0.00111427 -0.0332604
internal_weight=62.4505 0.77173 61.6787 1.1459 0.520651 0.136678 0.168037 60.5328 17.0652 0.812052 43.4676 0.507048 0.695829 42.9606 0.976687 41.9839 1.27805 0.799609 40.7059 2.35629 38.3496 1.16209 37.1875 0.929345 36.5036 1.13887 0.502572 0.155515 35.3647 0.523003
internal_count=4034 944 3090 320 154 44 798 2770 876 301 1894 249 276 1645 105 1540 243 162 1297 117 1180 65 1115 89 1076 110 102 67 966 45
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=8 22 23 8 20 19 7 22 23 23 20 16 16 23 12 6 7 18 22 20 21 15 18 20 22 15 2 23 3 3
split_gain=0.0242325 0.0933681 0.101206 0.0829676 0.129038 0.0964974 0.0428214 0.026911 0.0939477 0.145612 0.0988038 0.142251 0.0805055 0.127105 0.119378 0.105215 0.0722669 0.102053 0.122736 0.0681915 0.0662541 0.171957 0.164264 0.131534 0.104655 0.161079 0.262291 0.422563 0.165171 0.0941894
threshold=8.8430989333000021 -0.010319999999999999 0.09450500000000002 9.5425530862500008 40.040005255000004 14.451165964200003 21.725272673150005 -0.037054999999999998 -0.092630000000000004 -0.27343499999999998 40.00488309970001 22.604947139800004 22.654947022900004 0.049900000000000007 182.87454670205003 16.465384711100004 26.157592435900003 17.323446153950005 -0.16276499999999997 37.311503175250003 4.5452899713000017 44.190294328500009 12.885811969150001 43.572676689450006 -0.101395 39.296024648600003 136.15315758385003 0.081765000000000018 93.921284787200008 108.40938565220002
decision_type=2 2 2 2 2 2 2 2 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 3 -3 4 -2 -6 -5 16 9 -9 -11 -12 13 19 -14 -16 20 18 -18 -10 21 24 23 -22 -1 26 -26 -28 -27 -25
right_child=1 2 -4 6 5 -7 -8 8 12 10 11 -13 14 -15 15 -17 17 -19 -20 -21 22 -23 -24 29 25 28 27 -29 -30 -31
leaf_value=0.0066978131034204488 0.011070102410057707 -0.10183767712251877 0.020724113175099992 0.0043185359466379001 -0.0071461747283793594 -0.10617103979052414 0.08544691628642076 -0.10241286313501873 -0.010528798806732558 0.082053327008983781 -0.063947119631919222 0.10041015382663974 0.0019507649280449549 0.0022431503931356501 0.1007633457967919 0.014625264960471751 0.032679536115435427 0.020835275187308554 -0.1024671919752262 -0.1061482798879107 -0.084048966595224206 -0.067833139968292253 0.0048887629561945502 0.046121118310469604 -0.007381175633212389 0.061090464929631189 0.009957231132841483 -0.10576660943144488 -0.0070341692817224482 -0.10148575654906855
leaf_weight=6.5226489932218152 0.83511744995485038 0.20258021723748143 0.10094883886995376 0.11435023683588941 0.19030480530364002 0.20378528260334861 0.15093572300975211 0.06536852307423402 0.13521199798789396 0.43073861505507771 0.13557972546384711 0.086102086119353771 0.83976183994673081 16.489622702361391 0.30884673784021288 0.26217917539179325 0.090015879030715951 0.20187301542061675 0.26510276585942349 0.16632930488458442 0.3782018046085821 0.41974317600806976 24.054646789585021 0.18100596666454294 6.3476438163134983 0.59417040785046971 0.54697667551226892 0.74571139761218319 0.88749158004065976 0.056794937227095943
leaf_count=600 34 41 22 35 20 29 20 85 12 63 107 8 20 767 36 15 45 380 208 31 51 82 893 98 146 39 7 84 10 46
internal_value=0.000928862 -0.0105108 -0.0610756 -0.000241147 -0.0111871 -0.0583523 0.0504769 0.00127047 0.00439367 0.0398788 0.0541355 -0.000110109 0.00299433 0.0010666 0.025938 0.0612142 -0.000160563 -0.0359369 -0.06821 -0.0632722 0.000328627 -0.00466919 0.00358297 -0.0474075 -0.00297451 -0.00989068 -0.0157425 -0.0568002 0.0202849 0.0108676
internal_weight=62.0098 1.79802 0.303529 1.49449 1.22921 0.39409 0.265286 60.2118 18.9197 0.717789 0.65242 0.221682 18.202 16.7912 1.41079 0.571026 41.292 0.556992 0.355119 0.301541 40.735 16.0644 24.6706 0.616003 15.6446 9.12199 7.64033 1.29269 1.48166 0.237801
internal_count=4034 201 63 138 83 49 55 3833 1144 263 178 115 881 810 71 51 2689 633 253 43 2056 968 1088 195 886 286 237 91 49 144
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=10 16 10 0 13 6 6 16 0 7 23 5 5 15 16 18 15 6 16 21 20 20 16 7 20 15 5 17 0 20
split_gain=0.117801 0.498623 0.310507 0.182672 0.278056 0.181657 0.358284 0.353844 0.226717 0.181149 0.177226 0.177102 0.271596 0.157507 0.291189 0.51197 0.236166 0.247445 0.201616 0.332897 0.187282 0.165266 0.160967 0.227314 0.377666 0.41558 0.217356 0.154062 0.153174 0.356479
threshold=64.407391431150018 20.894951138500005 62.837331883000012 87.278104746850019 115.68166489510001 16.235379337050002 16.315381206250006 20.629951758200004 90.633300493650012 23.314707969200004 0.13377000000000003 20.305669781650003 20.556063402800003 28.626568391100005 18.684956306450005 14.053554955550002 26.809453849000004 14.845346859150002 15.584963555600002 5.1781607048500016 39.952536079750011 37.198331469900005 18.734956189500004 25.350214218950004 37.52517992975001 33.423812040500003 18.128874633450007 199.59317753375004 86.329079026800017 41.942745071500006
decision_type=2 2 2 2 2 2 2 2 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 11 4 -4 10 -7 8 9 -8 13 -1 -13 16 15 -15 18 -18 21 20 -20 -2 -16 24 25 -24 -26 -3 29 -14
right_child=1 27 3 -5 -6 6 7 -9 -10 -11 -12 12 28 14 22 -17 17 -19 19 -21 -22 -23 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00057287875229486331 -0.0016793668080930327 -0.00041581755560398889 -0.0015929976439380048 0.0016314345295857556 0.0017804873303740307 0.0019902445903765263 -0.0015190034743238026 0.0017921241073533616 -0.0021001423668655572 0.0019747252089551918 -0.0015377776536434275 -0.00088038667887147448 0.00017653648859887003 0.0010413843628524475 0.0008433295114403255 -0.00165984349198939 0.00040089488837430007 0.0016789934692207408 -0.0010269867130894899 -0.0016151038900171742 0.00027708939724543853 0.000235484520823886 -0.00068786233474319423 0.00024160178680758022 -0.0003700294325694487 0.00095252511433122609 -0.0018326831892040063 -0.0019034186117065743 0.00030528975848813508 -0.00055430351373454494
leaf_weight=4.3403017654945861 0.17578268910210582 0.4846011847257603 0.19722732201625948 0.93392465432589233 0.17936579510569572 0.57691192999482044 0.099627469193364959 0.26971133332699537 0.29763923009159043 0.13353561982512474 0.25680194132530587 0.94999450957402487 15.276597686717652 0.36882297207921411 0.85469053313136001 1.0043871982854851 3.0561869979592298 0.71948950039222825 0.54882903306679498 0.63727105451653177 1.8526160263791096 12.217395498607074 1.2419712491100643 4.7250420894706622 0.73900396784301825 1.1376928696408866 0.82857266659266315 0.59788973350077868 18.88570364707266 3.0839535764416715
leaf_count=54 254 15 41 68 8 16 42 10 16 9 59 34 489 13 15 247 78 28 77 218 137 1087 36 36 33 44 93 28 284 465
internal_value=0.000160014 7.11845e-05 0.000226514 0.00116657 1.37439e-05 0.000115813 0.000812261 -3.66851e-05 -0.00096594 0.000481902 8.42201e-05 0.000197551 0.000154902 9.80548e-05 -9.02061e-05 -0.000934336 0.000204892 0.000644448 9.73468e-05 -0.000355268 -2.09457e-05 0.000208325 3.1466e-05 -4.85466e-05 -0.000395869 9.639e-05 -0.00114314 -0.00123746 0.000181308 5.378e-05
internal_weight=76.6715 32.8245 43.8471 1.31052 0.376593 31.742 1.37743 0.800514 0.530802 0.233163 30.3646 42.5366 38.1962 30.1078 10.9002 1.37321 19.2076 3.77568 15.4319 3.03872 2.40145 12.3932 9.52697 8.67228 3.94724 2.37966 1.56758 1.08249 37.2463 18.3606
internal_count=4034 2591 1443 117 49 2548 93 77 67 51 2455 1326 1272 2396 517 260 1879 106 1773 432 214 1341 257 242 206 80 126 43 1238 954
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=13 0 13 23 23 5 10 22 20 13 20 20 5 0 16 3 15 21 16 16 9 20 16 20 13 13 8 13 17 16
split_gain=0.108565 0.367494 0.272379 0.267258 0.266463 0.242313 0.219086 0.189157 0.155745 0.218774 0.173273 0.167389 0.159164 0.154692 0.276599 0.257513 0.53588 0.173916 0.509335 0.280976 0.271615 0.134647 0.224057 0.305839 0.133152 0.145831 0.136789 0.198375 0.136015 0.224203
threshold=112.64908412395 90.407470010750018 113.97180552410002 0.10371000000000001 0.13377000000000003 19.426367441400004 67.649671936450019 -0.053159999999999992 39.337369931850013 110.59241365410001 39.051326806600009 35.050303764500008 23.195398057700004 94.047642319350018 19.124955277500003 84.812788641250009 28.862433654350003 7.0441631297000011 15.584963555600002 15.404963976500001 214.88418602500002 37.828051409500013 21.799949022250004 43.426640904350009 116.72209819155002 116.19247193985002 8.8430989333000021 117.67650082785001 195.76335783930003 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 6 -1 -3 9 10 11 -7 -10 14 -8 17 -17 -15 19 20 -19 -4 23 -23 25 -24 28 -28 29 -26
right_child=1 7 21 -5 -6 8 13 -9 12 -11 -12 -13 -14 15 -16 16 -18 18 -20 -21 -22 22 24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0015877950909379674 -0.0015113336618731022 0.0019839128379000649 0.00081761463972025228 0.0007106287370620475 -0.0019944150992521272 0.00075172011105166265 0.0014506662974808151 0.00049748793341107902 -0.0020238666600504115 0.0014195148025778631 0.0019345036089309755 -0.0020165120030764391 0.000318997184235521 0.00026731848632349819 -4.6228354040210321e-05 0.00030150127067566404 -0.0020427220632618258 -0.0014669778030971543 -0.0017059009268419658 0.0014801481279889297 0.00051397581476930201 -0.0020371483285192187 0.00024304610617082947 0.00050071081969277809 0.00067079599962437792 0.0019847496525722099 -0.001743283311435948 6.6013031668329058e-05 8.4059337778924327e-05 0.00025297755661596788
leaf_weight=0.26591624149478121 0.64073098734570422 0.71300698001869023 1.6737262216665829 0.30824521742761135 0.22597432107147497 0.11367451753267122 0.99921071121571248 0.61139683867804595 0.43761506750740864 0.25012024893658236 0.074947332555893809 0.3215025592173788 0.14959253662732408 21.190122485916447 0.90395525272469968 0.96798611218855402 0.61191185724237585 0.43587910531907359 0.69321978517677951 0.52583093923749391 0.6832443692758261 0.38223795611747746 0.37829723069444199 0.34948719439944398 6.3170450403868044 0.361390286590904 0.31051159438356879 0.93314903696955298 10.542532069677689 22.613694881501942
leaf_count=53 75 30 162 11 60 38 93 26 230 25 3 111 90 1101 36 51 121 353 166 26 44 151 25 99 120 20 22 63 241 388
internal_value=0.000220788 0.000279787 0.000249701 -0.000789599 0.000126442 0.000143184 0.000183281 0.00129772 -0.000668508 -8.26406e-05 -0.000819166 -0.00129341 -0.00142702 0.000200716 0.00073968 0.000159864 -0.000606442 0.00021132 -0.000296176 0.000297913 -0.000257571 0.000272187 0.000250548 -0.000825014 0.000269533 0.00109399 0.000254555 -0.000385724 0.000274728 0.000344208
internal_weight=74.9862 46.1355 44.811 0.948976 28.8507 28.6247 27.2773 1.3244 1.34745 0.760245 0.510124 0.435177 0.587208 27.0114 1.90317 25.1082 1.5799 23.5283 2.33817 1.64495 1.11912 43.8621 42.1883 0.731725 41.4566 0.739688 40.7169 1.24366 39.4733 28.9307
internal_count=4034 1433 1377 86 2601 2541 2044 56 497 177 152 149 320 1991 129 1862 172 1690 589 423 397 1291 1129 250 879 45 834 85 749 508
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=13 21 13 20 6 8 16 17 0 10 0 5 0 13 23 13 0 20 0 18 17 7 22 21 0 13 15 2 6 18
split_gain=0.0227301 0.0447612 0.149887 0.124592 0.226063 0.0461414 0.115053 0.139198 0.0412962 0.0407494 0.292717 0.163706 0.140041 0.117333 0.164413 0.155923 0.10645 0.105182 0.148574 0.0882041 0.0824666 0.17924 0.36328 0.134181 0.218397 0.11968 0.0746247 0.0739844 0.141121 0.135032
threshold=117.60660091645001 8.7462497811500022 117.69263157665002 40.206947806850003 16.465384711100004 8.4434108459500017 22.764946765650006 188.41589330430003 86.103248543850015 66.590419433100024 90.407470010750018 20.769304081650002 90.767723400200012 113.97180552410002 0.10371000000000001 113.13031812925001 91.937202686950016 38.478081868400004 89.582113364650013 13.545319032100002 195.76335783930003 23.822419043000004 -0.037054999999999998 2.4921523776000005 85.995710218650018 116.86189801435002 25.621990087700002 188.47750099235003 13.65531905435 17.399600107550004
decision_type=2 2 2 2 2 2 2 2 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 2 3 -2 -5 6 7 -4 -3 10 13 16 -12 14 15 26 -11 18 -15 -18 23 22 -22 24 25 -19 -1 -21 29 -29
right_child=1 8 5 4 -6 -7 -8 -9 -10 11 12 -13 -14 17 -16 -17 19 20 -20 27 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.036491093335173523 0.0049268076541108393 -0.0052249132156133998 -0.10215698657864528 -0.019576191136416329 -0.10650463316112334 -0.00091251756416637307 0.097696987479573727 0.053326158915885852 0.012784397951860907 -0.063068024419603103 0.10066104210260918 -0.075727289133775272 0.016668813618785663 0.079928681823485392 0.034803135321235704 -0.09511867195801138 0.057732898373243628 0.091254709416033225 0.0058913102329703039 -0.0011950935372270193 -0.082332951032894938 0.0049106797870761346 -0.0019284665155527608 0.0046917668584160509 0.079531671563535397 -0.10183430336228275 0.099490669023558964 -0.10055636609483228 0.056329442522435859 0.028893219923473296
leaf_weight=0.098812354179986239 0.64620315702631881 2.592278552303469 0.097007482381741617 0.89969456630933542 0.44819102289966395 2.9204631579505076 0.17045083898119628 0.14166685566306114 2.5023399232886732 0.26526724522228207 0.45459189731627603 0.28959527000136986 0.35238272025708284 0.43210149722108571 0.24476309167221189 0.42154108135218848 0.26748455242295932 0.043461371584277653 0.72718854155391455 22.017512375930487 0.82073506193773971 5.154119555678335 1.7820100722492487 16.605195290826714 0.5465185517386999 0.12279553462576587 0.068219688080716878 0.13779608991423486 0.60339703207500861 0.19407183790730542
leaf_count=235 17 68 79 29 44 106 16 10 27 95 31 141 24 76 19 64 22 16 14 1362 38 161 30 412 78 70 6 304 78 362
internal_value=0.00118126 -0.00307965 -0.00949178 -0.0311738 -0.0484811 0.00349356 0.0349455 -0.00986886 0.00362078 0.00204073 0.00463482 -0.00100064 0.063984 0.00286542 -0.0340756 -0.0627194 -7.92022e-05 0.00403886 0.0334872 0.000640379 0.00267737 -0.00589154 -0.0272828 0.00651546 0.0490011 -0.0513587 0.019047 -2.49592e-05 0.0275217 -0.024856
internal_weight=62.0679 10.4183 5.32368 1.99409 1.34789 3.32959 0.409125 0.238674 5.09462 51.6496 27.8744 23.7751 0.806975 27.0675 0.833336 0.588573 23.4855 26.2341 1.15929 23.2203 25.0748 7.75686 2.60275 17.318 0.712775 0.166257 0.167032 22.9528 0.935265 0.331868
internal_count=4034 396 301 90 73 211 105 89 95 3638 1274 2364 55 1219 324 305 2223 895 90 2128 805 229 68 576 164 86 241 2106 744 666
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=8 8 22 21 22 4 23 18 10 23 3 20 22 18 18 10 22 22 5 9 23 21 16 4 23 7 12 21 20 13
split_gain=0.104579 0.158061 0.138471 0.173881 0.170668 0.159447 0.116181 0.095963 0.235427 0.402755 0.159372 0.383571 0.267237 0.238713 0.188069 0.166887 0.231826 0.148464 0.373346 0.389383 0.263541 0.300688 0.254341 0.232206 0.204614 0.196342 0.253469 0.159831 0.131826 0.13013
threshold=8.8430989333000021 8.7431769115000026 -0.08786999999999999 4.4092399769000012 -0.13734499999999997 143.78867033265001 0.09450500000000002 13.893471991850001 62.165217350350012 0.099465000000000012 93.281431752200021 41.942745071500006 -0.08262499999999999 13.036600629150001 13.012604996900002 62.009286778800011 -0.097294999999999993 -0.089795 21.500664456800006 201.14010537530001 0.081280000000000019 2.0523604381000005 22.584947186600004 195.50296729855003 0.09450500000000002 22.996658327800002 156.64017958600002 4.797392351550001 43.487767439550005 117.50981642375002
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 5 -2 -4 10 9 -9 17 29 15 14 -14 -13 28 22 20 27 21 -19 23 -1 -22 26 -25 -20 -17 -12
right_child=2 -3 3 -5 -6 -7 -8 8 -10 -11 11 12 13 -15 -16 16 -18 18 19 -21 24 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0014827898653451239 0.00056329362175788148 0.00057751232513829137 -0.0010700219521820092 -0.0020234847541147688 0.00066330043489474968 -0.0014412543813976492 0.00058196332546730969 -0.0017008987195182665 0.00012600369631356827 0.0016188488303944257 0.0011072619197626465 0.00057606000629538282 -0.0012844149752630526 -0.0020601866601577552 0.00184873540550525 -0.00059507293862398961 -0.0020393920774841919 0.0019714465585216443 0.00088961349247778743 0.00045031331597404238 -0.00050444521200596493 0.00033385939561195681 -0.0003273246305938492 5.8879355144733503e-05 0.00025724488392275368 0.00044818086932729261 -0.0021030572804361857 0.002011479328883614 0.0010896380864287261 0.00019266597695300164
leaf_weight=0.65748180523951472 0.25403576478129253 4.0962499207089413 0.3193882218838543 0.30117260535553214 0.98196713544894032 0.38192404141591396 0.33571969595504925 0.62146346550435083 28.868705481351057 0.18155094608664513 0.62691670779895758 0.76888828002438581 0.17336520581284087 0.65812685207856703 0.12806976266438141 0.56211468760739081 0.31421687945476129 0.6502629602327924 0.81098596006631796 2.9472483785357326 1.7928710944747761 1.2789929446771564 2.8873182907700539 0.82656691529700743 5.5637667793780565 3.9594487570911951 0.27882931231465591 1.2268650074693139 0.26170859494595788 13.014796080831728
leaf_count=31 19 65 34 54 34 38 22 80 2307 14 256 168 102 71 6 16 54 63 26 25 33 10 21 31 41 42 63 26 69 213
internal_value=0.000189616 0.000203285 -0.000198821 -0.000790348 0.000150802 -0.000640533 -0.000223438 0.000181088 9.68741e-05 -0.000950348 0.000244526 9.76898e-05 -0.000554332 -0.00139832 4.67571e-05 -0.000129642 -0.000606431 0.000350467 0.000473147 0.000905993 0.000240775 0.000885814 0.000147119 0.000386509 7.1615e-05 0.000244198 -0.000486456 0.00156502 -5.98813e-05 0.000234697
internal_weight=75.731 73.1568 2.57421 0.956281 1.61793 0.63596 0.655108 69.0606 29.6717 0.803014 39.3888 16.5082 2.86649 0.959562 0.301435 1.90693 1.13804 22.8806 14.271 4.9851 9.28589 1.92926 8.60965 5.72233 7.35664 5.06484 1.1054 2.03785 0.823823 13.6417
internal_count=4034 3833 201 110 91 57 56 3768 2401 94 1367 955 486 179 108 307 139 412 224 77 147 73 188 167 74 136 94 52 85 469
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=8 22 23 23 8 9 8 8 2 0 13 13 21 5 22 8 18 2 18 22 18 4 0 10 18 21 22 19 21 16
split_gain=0.0237429 0.0888218 0.0872955 0.0828203 0.087029 0.0577283 0.0488983 0.0252823 0.0338149 0.0771672 0.0290144 0.0610194 0.21003 0.127782 0.201513 0.0548684 0.10634 0.0848096 0.0499856 0.142091 0.123178 0.1159 0.0938463 0.144659 0.0915102 0.210907 0.0860522 0.232045 0.412076 0.125692
threshold=8.8430989333000021 -0.010319999999999999 0.09450500000000002 0.10249000000000003 9.3427090425500019 214.88418602500002 9.7423971299500014 8.7431769115000026 74.580378076100018 85.963448721100022 117.60660091645001 117.69263157665002 8.7462497811500022 20.911722254300006 -0.026144999999999998 8.4434108459500017 12.993189857450002 93.57193670880001 13.4793103924 -0.16276499999999997 13.531614672700002 377.6847677435 86.256490657300006 62.041548276350007 13.552878921100001 8.119216894900001 -0.084275000000000003 14.351157895250003 12.315862460400002 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 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 3 -3 4 -2 -5 -6 10 -9 -10 18 12 13 -12 -15 16 17 -13 19 21 -20 -1 23 -22 25 -24 29 -28 -29 -21
right_child=1 2 -4 5 6 -7 -8 8 9 -11 11 15 -14 14 -16 -17 -18 -19 20 26 22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=0.06674349776752353 -0.004133339607608851 -0.10164078345785375 0.014986149316771858 -0.1019845142197897 0.10059097141653334 -0.0045997377411176868 0.016437618525574061 -0.003904572366680232 -0.00050194442302260451 0.037710556183042046 -0.0067664933276545287 0.055479443127261413 0.0019698421783722656 -0.10542808312884287 -0.0025144495886633006 -2.284205340830485e-05 0.070041477669772978 -0.068547693992452696 -0.038331558040765996 0.0042907171794597711 0.046014310570708185 -0.10048555152745027 0.10087039331753914 -0.10519352714946546 0.00050413412667851115 -0.002846871982660011 -0.0030375452527284293 0.082030510022633202 0.0048560759376672221 -0.027809456917716299
leaf_weight=0.56032597699527187 0.94929481544022543 0.18610909465314662 0.097960679482639534 0.12253375918953668 0.14185300120152533 0.12095845854491927 0.13453269467572682 1.1182389877503731 1.1163583721718171 1.0035343064228071 0.53589419787749448 0.092396676831413393 3.1658946842680962 0.54240341285981208 0.29306664769865187 3.1986525622196496 0.33202018829251756 0.13670443957562384 0.82132288223738115 5.3998443643895362 0.093821603976265489 0.044753816237971478 0.30202271835878391 0.19429785545258937 32.166634925070952 0.55882785271205648 3.9510345486455654 1.1130704797251385 1.8284147698577724 1.5757773983641525
leaf_count=271 47 41 22 25 13 16 37 9 24 32 8 16 50 50 20 37 32 77 22 136 30 40 55 29 2505 5 228 72 25 60
internal_value=0.00123617 -0.010235 -0.0614223 -0.000337709 0.0102447 -0.0536071 0.0596287 0.00157056 0.0101655 0.0175874 0.00108149 -0.00438395 -0.0121905 -0.0448805 -0.069328 0.00503686 0.0338795 -0.0185274 0.00201436 0.00693915 -7.36384e-05 0.0543747 0.000869526 -0.0559551 0.00136524 0.0335415 0.0048695 0.012794 0.0340592 -0.00296064
internal_weight=61.8986 1.75324 0.28407 1.46917 1.22568 0.243492 0.276386 60.1453 3.23813 2.11989 56.9072 8.29703 4.53726 1.37136 0.83547 3.75977 0.561121 0.229101 48.6101 14.4732 34.1369 0.60508 33.3156 0.288119 33.0275 0.860851 13.8681 6.89252 2.94149 6.97562
internal_count=4034 201 63 138 97 41 50 3833 65 56 3768 290 128 78 70 162 125 93 3478 832 2646 311 2624 59 2565 60 521 325 97 196
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=21 22 22 4 4 15 18 2 16 9 21 12 21 20 5 18 16 20 7 5 20 9 7 7 23 23 7 21 19 16
split_gain=0.0230783 0.11878 0.0468081 0.022686 0.0677709 0.0674691 0.140412 0.121994 0.0790596 0.101585 0.0693705 0.274418 0.0848698 0.0664115 0.0608831 0.15482 0.0897753 0.0824175 0.0588312 0.140203 0.0599058 0.257016 0.106718 0.105132 0.0948231 0.0808319 0.0559434 0.0631229 0.139312 0.0661484
threshold=18.593782865600001 -0.011675 -0.15118999999999996 244.52697497700004 245.59135436325002 37.870720399650004 12.993189857450002 142.56923800370004 22.674946976100003 186.16747084260001 11.702496363450001 121.36065266065002 10.831557286200001 41.919251152600005 21.566902724800006 13.405476405600002 21.799949022250004 44.952171034750002 22.545611589100002 19.574963708700004 41.827117825850003 194.82237869650001 22.835261448650005 23.514778597300005 -0.10565499999999999 -0.11303999999999999 23.9417051038 5.1781607048500016 13.251069136700002 18.344957101500004
decision_type=2 2 2 2 2 2 2 2 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 8 -7 13 10 -10 12 -12 14 -8 18 16 17 -16 19 -1 22 23 -20 -22 25 -24 -23 28 29 -28
right_child=1 -3 -4 4 -6 6 7 -9 9 -11 11 -13 -14 -15 15 -17 -18 -19 20 -21 21 26 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0052147051790235243 -0.0088330545255225108 0.069775927391690126 -0.10473722393652554 -0.032615518171451766 -0.00021049520419338621 -0.0032689829908680553 0.072564495159574124 0.010954228385567618 0.00031205387113507316 -0.063996158238938616 -0.097824860543952244 0.0024616958784278711 0.049938675954159018 0.022542048946497226 -0.080038504263962029 -0.12023896326309179 0.076289135645781853 0.065101109402145571 -0.019866048698193032 0.0658612048746402 0.088438793393504314 -0.015444843452002831 0.0058915652561288999 -0.044360265819733201 0.0010152388338048634 0.093398218029012769 0.016908188283434791 0.0012145890480406455 0.0077549576825091046 0.10241777756987883
leaf_weight=0.64319534014846158 0.083818497320379493 0.090272529776796229 0.1295493773973817 0.66311289147415919 24.139540222966133 2.5913100876932722 0.72103656560648255 1.530907894928532 0.59077246813103446 0.42046387153823161 0.34105234562411979 1.364452398847561 0.38279243975921318 0.42000976101553533 0.13007976075255001 0.14216636603623556 0.11407872242853045 0.055953690813112189 2.5133897319012766 0.48817538657021942 0.52325215114433277 1.1683708594646303 0.21433080139490812 0.067278542734925395 16.833245691380579 0.20800517790487205 0.13303743546202884 3.4408061328449548 1.1820459857117382 0.28271861374378204
leaf_count=58 37 20 30 32 1980 70 34 38 20 39 57 62 31 29 347 15 9 83 42 36 83 12 33 95 529 9 68 69 59 8
internal_value=0.00112062 -0.0263804 -0.0670627 0.00125683 -0.00107686 0.00284251 0.0133165 0.0294015 0.00107784 -0.0264268 0.00199796 -0.0175928 0.00316937 0.0541516 0.00253316 -0.0342764 0.00644501 -0.0363845 0.00312093 0.0254539 0.00216985 0.010268 -0.000614665 0.0733091 0.00218943 0.0489896 0.00427026 0.00884187 0.0252669 0.0750556
internal_weight=61.6092 0.30364 0.213368 61.3056 24.8027 36.5029 5.26326 2.67195 31.2397 1.01124 30.2284 1.7055 28.5229 1.14105 28.1401 0.442279 0.300112 0.186033 27.6979 1.13137 26.5665 6.79751 19.769 0.590531 17.2556 0.422336 6.20698 5.03861 1.5978 0.415756
internal_count=4034 87 67 3947 2012 1935 171 101 1764 59 1705 119 1586 63 1555 454 439 430 1101 94 1007 394 613 178 571 42 216 204 135 76
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=21 22 22 23 22 23 5 8 22 23 20 9 23 20 21 7 15 7 21 22 2 4 19 12 16 6 5 17 21 23
split_gain=0.0199099 0.102282 0.0454105 0.0373301 0.0399151 0.0286375 0.0855017 0.0234597 0.078037 0.0775012 0.068982 0.0995179 0.0749469 0.0465215 0.0270512 0.151278 0.0326553 0.172014 0.0465987 0.16835 0.0409312 0.188219 0.108915 0.104612 0.0779483 0.0768157 0.167564 0.108323 0.0752839 0.174387
threshold=18.593782865600001 -0.011675 -0.15118999999999996 -0.55648999999999993 -0.23349 -0.27453499999999997 20.374719724350005 8.8430989333000021 -0.010319999999999999 0.09450500000000002 41.827117825850003 208.27565494345001 0.093160000000000034 39.792680591700012 15.803805445550003 22.792619241600004 46.074827201850006 23.514778597300005 15.109659503850002 -0.046635000000000003 189.28685862455004 274.66550124645005 14.651182102100002 210.43057429700005 22.674946976100003 12.165284239900002 18.066672237450003 241.79519611995002 3.3753071955500005 0.085665000000000033
decision_type=2 2 2 2 2 2 2 2 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 6 -5 14 10 -10 11 -9 -12 -13 16 -16 18 -18 20 -20 21 -7 24 -23 25 27 -27 -22 29 -28
right_child=1 -3 -4 5 -6 7 -8 8 9 -11 12 13 -14 -15 15 -17 17 -19 19 -21 22 23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.027631277102168839 -0.0079541023220803288 0.065935747247432147 -0.10427820818144283 -0.1020003280727374 0.093961383253684555 0.0013957167430828645 -0.0040348861023977193 -0.012170583089884907 -0.10149345899528361 0.011610053997909374 0.0056358083104913262 0.013284514249824962 -0.10259340226471086 0.081328054829333571 0.08632735511208213 -0.0039375507239370958 -0.097230425716042401 8.4861379757190998e-05 0.031561890484711204 -0.10440744466262636 -0.10152770154620623 -0.013946853934742133 0.078776903180127422 -0.10899711449719203 0.072062758076337829 0.067355164513261526 0.041930196034953848 0.042093329786266155 0.0062595242092529993 -0.067390832619180621
leaf_weight=0.039395978799348086 0.083775079902750349 0.086196342784034097 0.1177108156388158 0.1058715843545589 0.085783561646222917 46.422324712740611 0.56205132105719713 0.75419878262619 0.16720641884603438 0.095007852785784053 0.128879714146933 0.18949812458595261 0.12706536843325011 0.21389793216076214 0.24441823967231247 0.77242991036452224 0.2096728451135722 1.3583743592334938 0.18907265052553157 0.17566307021642202 0.1513944606787615 0.22598073396347373 0.21332923241425383 0.23746635878342204 0.17728051193989891 0.43098607439605796 0.22347740051554854 0.080406572860738379 7.1010297135693463 0.42044089910632465
leaf_count=31 37 20 30 51 31 2032 106 23 41 22 28 33 22 27 30 77 75 84 37 17 443 170 11 12 43 47 37 70 231 116
internal_value=0.00101784 -0.0252279 -0.064228 0.00114141 0.0556943 0.00102942 -0.0195633 0.00125749 -0.0104089 -0.0605128 -0.00111456 0.00927289 -0.0480952 0.0493641 0.00159091 0.0177593 0.00130556 -0.0129277 0.00170376 -0.0339233 0.00193712 0.000762652 0.00819579 -0.0626498 0.00644192 0.00505828 0.00666771 -0.0517088 0.00329062 -0.02945
internal_weight=61.3903 0.287682 0.201486 61.1026 0.12518 60.9774 0.667923 60.3095 1.67575 0.262214 1.41354 1.15759 0.255945 0.403396 58.6337 1.01685 57.6169 1.56805 56.0489 0.364736 55.6841 46.8858 8.79834 0.463447 8.58502 8.40774 8.17593 0.231801 7.74495 0.643918
internal_count=4034 87 67 3947 62 3885 157 3728 196 63 133 83 50 60 3532 107 3425 159 3266 54 3212 2214 998 182 987 944 431 513 384 153
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=23 22 23 5 5 15 15 16 5 23 19 15 3 21 5 17 2 13 6 22 18 20 20 20 12 8 17 17 21 9
split_gain=0.0306777 0.0384779 0.0258649 0.0773197 0.0193627 0.0485247 0.0798077 0.0269885 0.0243483 0.0721122 0.0614394 0.0605003 0.0314102 0.113979 0.0989503 0.112074 0.0908362 0.0537066 0.0370631 0.0872429 0.089254 0.08423 0.0344636 0.108798 0.115971 0.147559 0.117284 0.137453 0.076695 0.0556276
threshold=-0.55648999999999993 -0.23349 -0.27453499999999997 20.374719724350005 12.290720980000001 20.123524217100002 22.516911658450002 17.634958761800004 13.264960807550002 0.092505000000000018 12.651020723000002 26.135540888150004 81.715684874950014 6.7825386038500008 16.351273197450002 199.72613295375004 200.74412770730004 102.94912718925001 12.26528657645 -0.14429 16.704962519950005 33.708131650200009 43.426640904350009 43.680097826700013 119.80689146465001 8.6432548896500023 193.82841840970002 188.10488866565001 3.5904861669000003 66.346857137250012
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -7 -8 9 10 -6 -12 13 18 15 -14 -15 -18 -10 -20 21 -21 -16 -24 25 -25 27 28 -26 -30
right_child=2 -3 4 -5 8 6 7 -9 12 -11 11 -13 14 16 22 -17 17 -19 19 20 -22 -23 23 24 26 -27 -28 -29 29 -31
leaf_value=-0.027686257202506722 -0.10180704754271259 0.092155999098900168 -0.10036344982378165 -0.0048029333015410826 0.091573351995919608 0.077183115522529988 -0.10046898450451683 -0.011796428692384201 0.00073568282858592446 -0.0027158839268968289 -0.10059962394691278 0.057629155831659201 -0.0039819288105628781 -0.090527109763993807 0.00062438946685760156 0.083630927203896019 -0.056973020769047922 0.072859121782437586 0.022389894086382377 0.021232713703158351 0.031489795448970168 -0.10235499650933373 0.072126661344844065 -0.087216263725798548 0.099810339701613904 0.09168440909188641 0.00083160806229567454 0.098231165095877662 0.015536880226509831 -0.10175621118890232
leaf_weight=0.040535158257625881 0.096000058802828359 0.079015039680036092 0.06566090787161627 0.5703440982686061 0.19121448432679145 0.080321212412798104 0.057365147503332992 0.085457002653924974 4.9683668967154508 0.57779368318369961 0.039909324637847021 0.061254301115695853 0.27493771627996366 0.27001722795989724 49.718977447705043 0.3113444073824212 0.060166625391104844 0.067725172033533454 0.25445547132767388 0.06983743724413205 0.099809965504391585 0.26214870631520171 0.27186502926497214 0.24120578428983241 0.051585659414286389 0.056999446638656082 1.7265929073555524 0.30444711868767627 0.085117643095202311 0.077021991266065015
leaf_count=32 53 34 762 111 24 73 137 30 150 27 25 24 23 105 1779 22 47 13 32 8 22 72 35 149 14 8 45 18 82 78
internal_value=0.000914796 0.0515218 0.000815611 -0.0187783 0.00103202 -0.0247989 -0.00256366 -0.0474122 0.00115627 0.0177621 0.0582305 -0.00479253 0.000912065 -0.00591346 0.00168977 0.0425448 -0.0576447 0.0117797 -0.00227319 -0.024057 -0.051428 -0.0763568 0.00123382 0.0119984 0.00557015 -0.0530209 0.0133537 0.0550781 -0.00639242 -0.0401814
internal_weight=61.1175 0.11955 60.9979 0.666344 60.3316 0.288804 0.223143 0.142822 60.0428 0.870172 0.292378 0.101164 59.1726 6.05253 53.1201 0.586282 0.397909 0.127892 5.65462 0.686252 0.431796 0.331986 52.5338 2.81484 2.54297 0.298205 2.24477 0.518172 0.213725 0.16214
internal_count=4034 66 3968 164 3804 1002 240 167 2802 100 73 49 2702 449 2253 45 165 60 284 134 102 80 2208 429 394 157 237 192 174 160
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=22 8 17 10 22 16 13 5 23 6 15 2 22 4 14 5 2 22 10 6 3 15 13 23 6 23 7 9 5 20
split_gain=0.0800636 0.158738 0.156037 0.229334 0.242744 0.126886 0.126862 0.228306 0.177765 0.120141 0.370739 0.310633 0.295168 0.25547 0.237161 0.190321 0.175744 0.164294 0.256414 0.149407 0.139624 0.108526 0.105676 0.0997959 0.183302 0.156523 0.156762 0.30802 0.150152 0.125783
threshold=-0.037054999999999998 8.8430989333000021 204.12988953870004 62.272755675600003 -0.068964999999999985 22.654947022900004 112.64908412395 18.769588925400004 0.08481000000000001 16.265380038000004 42.246988155050012 189.28685862455004 -0.053159999999999992 273.85977434290004 322.49545615880004 19.865285687250005 247.80701080120002 -0.06483499999999999 61.950140699950005 15.885371159150003 92.324340657750014 18.946678378300003 117.61735474900001 -0.092630000000000004 14.205331905300001 0.049900000000000007 23.203497038450006 189.78071820640002 21.454033346250004 37.311503175250003
decision_type=2 2 2 2 2 2 2 2 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 9 -4 6 23 7 8 -5 10 11 13 15 19 -13 -11 -16 20 -19 -1 -17 -15 -7 24 -2 29 27 28 -27 -25
right_child=1 -3 3 4 -6 22 -8 -9 -10 12 -12 14 -14 21 16 17 -18 18 -20 -21 -22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=7.7671885172553699e-05 -0.001986797799251499 -0.00088666557393803113 -0.0017587597742822379 -0.0019970435756582511 -0.0015839355870817598 0.0015312623138068195 0.00083783390971488064 -0.0020027161064280941 0.0001922571992014638 0.0014545499798922928 -0.0019262097381764261 0.0015015025807829901 -0.000727160313283897 0.00049139698548138341 -0.0021881818337756973 0.00085657180879149546 0.00093644801831473275 4.0181563967395293e-05 0.001489837698776161 -0.0010257261357551209 0.00018557777287073337 -0.0021575435931129607 0.00049532283428555673 0.00014846990512528557 0.00116125943785923 -0.0012927433637335147 0.00029651630382940069 -0.0018183440497353659 0.00057691721121805144 -0.0021012574215299958
leaf_weight=14.968158433633279 0.077843376014867682 0.44521751161664624 0.34741647765622374 0.1519703759621519 0.37754112921174998 0.52279252326115866 0.66982929920777667 0.2258427707129157 2.3106123777412222 0.52332188055152684 0.36237619335588434 0.94125047909633852 1.1579501461783355 0.074753307033746164 0.13295485112962524 1.2547221174463725 0.14433519461115907 0.87337978222057699 1.0134433453349627 0.48716592002892944 23.962058843340856 0.29071909475851498 1.3725204474758355 0.18392791222323879 0.82231502105332765 0.20724064830941091 17.704869854241338 0.40814564605352632 0.81303327004002313 0.19884570558133419
leaf_count=813 116 71 58 185 25 39 42 52 199 22 25 113 31 57 37 36 231 21 34 16 787 35 35 12 144 52 608 40 67 31
internal_value=0.000176133 0.000272628 0.000132451 -0.000234956 -9.32475e-05 0.000295762 7.43384e-05 -0.000115889 5.71515e-05 0.000164932 3.63132e-05 7.80502e-05 0.000242687 4.5763e-06 0.00103199 0.000283337 -0.000561747 0.000260723 0.000818815 4.28918e-05 0.000218965 -0.00161573 0.000781071 0.000250709 0.000889024 0.000221267 0.000246104 -0.000378744 0.000197147 -0.00102023
internal_weight=73.0266 22.7568 50.2698 4.08321 3.7358 22.3115 3.35825 2.68843 2.46258 46.1866 17.4017 17.0393 28.7849 15.8208 1.21854 27.6269 0.27729 27.1036 1.88682 15.4553 25.2168 0.365472 1.89531 20.4162 0.900158 19.5161 19.1333 1.42842 1.02027 0.382774
internal_count=4034 1215 2819 561 503 1144 478 436 384 2258 1327 1302 931 921 381 900 268 878 55 829 823 92 74 1070 260 810 767 159 119 43
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=0 0 15 0 15 5 2 12 6 3 8 23 0 10 0 5 18 20 10 20 16 2 15 12 22 21 4 3 17 4
split_gain=0.0185991 0.156286 0.242048 0.138199 0.248485 0.130885 0.129619 0.101124 0.0900552 0.130524 0.355371 0.0830861 0.23131 0.0755098 0.228504 0.173596 0.131678 0.124304 0.0805927 0.0785609 0.119754 0.112197 0.1081 0.102239 0.080684 0.0703261 0.066977 0.0653951 0.0646804 0.110646
threshold=94.047642319350018 94.625660817400004 28.862433654350003 93.399723909900004 32.167495462450006 18.160071980500003 98.465712168700023 87.111491403900018 14.825346391850003 84.452535251750007 7.943800736700001 -0.09053499999999999 96.959242474650011 67.300172379550006 90.407470010750018 21.788492303450003 13.4793103924 36.257608591500009 65.611820673600008 37.828051409500013 21.244950320100003 154.94328103605002 33.423812040500003 90.84682862195001 -0.13125999999999996 1.9425901130500003 157.07313959035005 88.69223372350001 204.12988953870004 331.55739242175008
decision_type=2 2 2 2 2 2 2 2 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 6 7 -5 -1 9 11 -11 12 -3 14 18 27 -15 -18 19 20 21 22 -7 24 -21 -20 -25 -16 -28 -30
right_child=1 8 -4 4 -6 13 -8 -9 -10 10 -12 -13 -14 16 15 -17 17 -19 25 23 -22 -23 -24 26 -26 -27 28 -29 29 -31
leaf_value=0.0062955873261489343 -0.0039700073045513817 0.094437563189187348 -0.10415517493672495 0.016050939369910703 -0.051847277154370409 -0.0003585228801148096 0.097461933974730297 -0.095602259417376489 0.057961575500714957 0.091977348952517954 -0.10271833381219975 0.0018712553436970058 -0.10538463495390933 0.041102577600540126 0.035990947811179334 -0.01569939177682789 0.01725880597018857 -0.10301025832194217 -0.063418990824232038 0.010232192031949174 0.071567212642690017 -0.092565439451864281 0.10048734899922061 0.057145815366717805 -0.1027565271206133 0.0012780234633869138 0.0016575784355237226 0.10073672333495981 -0.071081931349108743 0.016427528131033663
leaf_weight=0.16155892816823225 0.69459411548826355 0.079244853985099506 0.36940745703850553 0.32909600121274596 0.23762555768189486 0.5494774064154615 0.4820127415978277 0.24521246127096674 0.26973009135690418 0.12719666812404185 0.35652148065491929 19.221607560767485 0.21537905280160707 0.16368523753317177 0.24166729420926358 0.28031001374620246 0.12506722402758896 0.27466576045270585 0.35813601401605311 0.10112728639069246 0.40124698530416936 0.10356635042217022 0.13178757461719215 0.21446308885060617 0.16851317294185619 0.31649455776641844 33.853762138366733 0.44007007859181613 0.32268845190992479 0.26163656772041577
leaf_count=11 57 15 88 18 37 146 38 78 23 31 149 1493 205 24 38 17 11 57 17 25 45 40 13 10 28 29 1153 29 53 56
internal_value=0.000986729 -0.00139529 -0.038753 0.00226471 0.038084 0.00129442 0.0644306 -0.0551311 0.000565696 -0.000208375 -0.0515219 0.00106345 -0.0516386 0.00189356 0.00243599 0.0505467 -0.0344451 -0.0653808 0.00117766 0.00181748 0.0271276 0.00440772 0.0191496 0.00095786 -0.0603807 -0.0330672 0.00143515 0.0777852 0.00108821 -0.0318988
internal_weight=61.0976 21.3337 1.064 39.7639 1.04873 38.7151 0.811109 0.406771 20.2697 19.9999 0.483718 19.5162 0.294624 38.3084 37.7449 0.962047 0.563418 0.399733 36.7829 36.1083 1.18608 0.784831 0.681265 34.9222 0.26964 0.674631 34.6526 0.681737 34.4381 0.584325
internal_count=4034 2061 145 1973 93 1880 56 89 1916 1893 180 1713 220 1791 1699 84 92 68 1615 1569 244 199 159 1325 53 46 1272 67 1262 109
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=10 17 16 2 5 7 22 0 5 18 10 13 12 15 15 5 19 5 16 17 22 10 3 16 7 23 4 20 3 22
split_gain=0.0184865 0.0749316 0.0503149 0.0499069 0.0576908 0.0436386 0.0898143 0.0654072 0.0582606 0.0306539 0.0255567 0.0221415 0.0427859 0.0405821 0.0435337 0.0719157 0.0362869 0.022881 0.1574 0.0490993 0.0683164 0.0208563 0.36213 0.173146 0.158077 0.149351 0.0922752 0.0519459 0.133187 0.192353
threshold=61.622148808000013 189.50863627480001 23.344945409400005 315.94243452415003 32.00428233840001 20.752538901500003 -0.018034999999999999 76.451683855550016 29.026000224750003 11.928667296000002 55.855406118200008 98.050756475600011 150.73104262400003 21.092276343250003 20.123524217100002 13.524641568350001 10.550851274900003 13.154029769200003 14.844965286000003 239.21206428850002 -0.15665499999999999 71.015621515800021 83.538459487450012 18.344957101500004 23.445318439400001 -0.085699999999999998 150.69347026435003 43.426640904350009 93.090551224900011 -0.095854999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 5 7 -7 8 -1 -10 -11 12 -2 14 15 -14 -17 18 -13 20 -20 23 -23 24 -19 -24 -27 -25 -29 -30
right_child=11 -3 -4 -5 -6 6 -8 -9 9 10 -12 17 13 -15 -16 16 -18 21 19 -21 -22 22 25 27 -26 26 -28 28 29 -31
leaf_value=-0.10048937401240668 -0.10043835733261697 -0.081895669745077435 -0.10123821285164687 -0.10043296645814065 0.085969103913318606 -0.091261443258593131 0.045948670891734079 0.094729844966861348 0.070707477027563539 0.047550994343110248 -0.10203461372455819 0.093928456096945334 -0.09568757452027192 -0.10043153377958294 0.081019473387552277 0.097408458369114034 -0.10027207936893599 -0.062195841204367157 0.023831105918266818 0.081083463931396496 -0.10071862971455946 0.0010477418953887124 0.038203749412232001 0.00099232544047948346 0.093729752857666437 0.069556393534274188 -0.10215116765868215 0.041847241000552149 0.042655511763629701 -0.10339354237295709
leaf_weight=0.049790374640905521 0.061709614683583491 0.13587129184179503 0.045661494543310255 0.039802342864277307 0.095993332483885752 0.11591879604588939 0.08107022069816594 0.093109372108301613 0.069700543345334154 0.020849394739343552 0.025258341329390532 0.18124112427176342 0.0631714811257158 0.037970326102765739 0.062399651287705638 0.046854674705429034 0.011581027195347815 0.079624277500100926 0.072197297948150663 0.032523232279345393 0.11291628001777099 17.339748968981443 0.10290700190580537 39.526721359284238 0.35443300765109598 0.033176770433782532 0.55244790707729408 0.91256755584617966 0.18145203509629937 0.17927360286398653
leaf_count=155 305 42 10 44 43 40 18 28 55 10 34 19 631 102 27 35 75 177 28 15 140 440 23 1180 45 4 215 27 33 34
internal_value=0.000890666 -0.0144749 -9.75835e-05 0.00771018 0.0155123 0.000670443 -0.034793 0.0276735 -0.0100295 0.0288627 -0.0343937 0.00108881 -0.0267823 -0.00630591 0.0131172 -0.0217252 0.0582313 0.00122134 0.0250918 -0.0322332 -0.0521422 0.00106067 -0.00177646 0.00230112 0.0651265 -0.0729002 -0.0924236 0.00163274 0.0215132 -0.029928
internal_weight=60.7179 0.773026 0.637154 0.591493 0.55169 0.455697 0.196989 0.258708 0.165599 0.115808 0.0461077 59.9449 0.283687 0.221977 0.184007 0.121607 0.0584357 59.6612 0.398878 0.217637 0.185114 59.2624 18.0283 41.2341 0.434057 0.688532 0.585625 40.8 1.27329 0.360726
internal_count=4034 479 437 427 383 340 58 282 254 99 44 3555 1175 870 768 741 110 2380 202 183 168 2178 682 1496 222 242 219 1274 94 67
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=3 17 7 18 12 12 12 15 0 17 9 21 6 21 21 21 23 23 9 9 12 22 20 21 17 19 17 13 23 3
split_gain=0.0936744 0.123446 0.0793577 0.0734219 0.0696287 0.185132 0.180289 0.135457 0.129022 0.124871 0.180059 0.12051 0.162177 0.121594 0.504019 0.197041 0.168825 0.143182 0.124655 0.275168 0.463097 0.13868 0.226742 0.155833 0.218095 0.134939 0.0981904 0.128885 0.198954 0.137277
threshold=76.172084209950015 241.79519611995002 22.105125139000005 13.376114027300002 147.88310320375004 152.73554204000004 144.57070813310003 38.992510055900006 85.732241321850012 183.35201426355002 198.96357396150003 12.585796288950002 16.555386813950005 1.9176293050000004 1.2135331028500003 2.3025239277000007 0.094725000000000018 -0.085699999999999998 195.30595290385003 198.74336288960004 102.93817575330002 -0.054619999999999995 39.577821550850011 5.4279412736500001 188.19076296340003 14.351157895250003 178.10958437055004 109.49014582065001 0.09914000000000002 89.125075482450015
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 11 -9 10 -7 13 -13 14 17 16 -15 -4 21 20 -20 22 -17 25 -25 -24 -19 28 -28 -29
right_child=2 -3 4 -5 5 9 -8 8 -10 -11 -12 12 -14 15 -16 18 -18 26 19 -21 -22 -23 23 24 -26 -27 27 29 -30 -31
leaf_value=-0.0019745062602876781 -0.00012520383140866219 0.00050755372718079388 0.0012363875697370789 -0.0019758355782939622 -0.00095576916079660886 -0.0020648314175866263 0.00095832781454018067 0.00021320168565514013 0.0012973300771953926 0.00015182421984668315 -0.00010445505158227177 -0.0012945608875551884 0.00018316334276903784 0.0017948145881343713 -0.0018882693734186792 0.0018741416167632331 0.00034762301699978789 0.00058517268599636205 -0.0022585836114439664 0.00018799900318957903 0.00050133818303462754 9.136921366431748e-05 0.00050696821383025147 0.00024982347704427001 0.0018543467500821466 -0.00057059902786417383 -0.0020786817177234581 0.00058748291944933011 0.00015446883614443887 -0.00046249711025032517
leaf_weight=0.18012034635589103 2.3225405483176469 0.13461486697997316 0.41713443776279779 0.085455070018610857 0.60989393981435469 0.23030246911912289 1.2890957907075051 0.85436779909650684 0.83406738378107548 37.429048472892873 0.82691271024305024 0.49300606569158734 0.67851947620511055 0.57846670760773367 0.53000939706544148 0.52845897906809147 0.66756630036979914 0.87567470344949017 0.47850813131662917 13.995166263688587 0.45695960419834591 2.5465689525972293 1.3470420476514853 0.67919659128528997 0.62577503151260316 0.66854159021750081 0.30585447400517329 0.97861791518516816 0.30768305662786588 0.93722313875332475
leaf_count=856 687 69 18 134 41 59 43 28 24 1198 39 41 8 57 27 22 7 29 14 300 26 61 61 13 46 19 40 20 25 22
internal_value=0.000154493 -0.000912909 0.000159122 -0.000190879 0.000171133 0.000116068 0.000240415 0.000209343 0.000748749 0.000133053 -0.000531501 0.000176928 -0.000438698 0.000203714 -9.63716e-05 0.000261575 0.00101948 0.000152105 0.000217292 0.000119179 -0.00091041 0.00044634 0.000681195 0.00049134 0.00101924 0.000149554 1.92751e-05 -0.00017664 -0.000958779 7.38361e-05
internal_weight=72.8924 0.314735 72.5777 2.408 70.1697 39.0962 31.0735 29.7844 1.68844 38.4863 1.05722 28.096 1.17153 26.9244 4.3522 22.5723 1.24603 3.82219 21.3262 14.9306 0.935468 6.39558 3.84901 3.32056 1.30497 2.01558 3.40505 2.52938 0.613538 1.91584
internal_count=4034 925 3109 821 2288 1337 951 908 52 1296 98 856 49 807 181 626 64 154 562 340 40 222 161 139 59 80 136 107 65 42
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=7 18 13 16 21 16 10 16 22 21 9 14 23 4 20 23 7 17 9 2 5 6 7 22 6 8 16 21 15 21
split_gain=0.106791 0.088126 0.203787 0.34036 0.151838 0.304553 0.250174 0.249401 0.236124 0.156466 0.137278 0.132763 0.231646 0.369392 0.18244 0.171455 0.13561 0.264028 0.23585 0.187537 0.148676 0.133791 0.404071 0.17269 0.142969 0.127109 0.126425 0.12489 0.256183 0.108631
threshold=22.105125139000005 13.893471991850001 117.41840884735002 22.604947139800004 8.8898213993500015 15.584963555600002 71.015621515800021 15.164964537700001 -0.079634999999999997 8.3620534552000017 214.88418602500002 195.25924573520004 0.088350000000000026 175.31744532325004 38.625745710700009 0.091290000000000024 23.109894804950002 191.24148878695004 193.67618212375001 126.15794700430001 21.955793948900006 16.525386113000007 23.667467222350002 -0.079634999999999997 16.345381907250005 7.8438787148500007 20.184952798800001 11.975443695300001 37.870720399650004 3.4801976177500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 11 4 -4 9 7 8 10 26 -3 25 12 13 29 -14 -16 17 19 -19 -13 -21 23 -23 24 -18 -6 -7 28 -25 -2
right_child=1 2 3 -5 5 6 -8 -9 -10 -11 -12 16 14 -15 15 -17 21 18 -20 20 -22 22 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.00023199313563015858 0.00092395375138294624 0.00017060376915478697 -0.0018394426842835506 0.00069701774629869512 0.00063806717405595517 -0.0020370003889162661 -0.0019922158671479649 0.0015027869938374335 0.00058257792572777235 0.0013329584328181721 0.00033462429703457207 -0.00059087617991439886 0.0010074347825788723 0.0019569913333165505 -0.00058875730059038632 0.00027576499523582112 -0.00039703856093110268 -0.00022060056969170602 -0.0017093918191126735 0.0010029245464745974 0.00016210951167817351 -0.0015174656521254755 0.00035793955764950181 0.00038566403620690707 0.000246563164122246 -0.0020176568908189408 -0.00013820041802307115 0.00035028978890875093 0.001529166512559602 4.9844651557925098e-05
leaf_weight=2.3295336846761066 1.0371229625307012 27.599968917716904 0.51091208038997038 0.33792394725605845 0.098665082337588972 0.31919343449408188 0.51051030014150445 0.49940993142081425 0.54661173921704154 0.45254834477782324 0.62388509730988062 1.0110052027012013 1.0651286226348018 0.89680901030078519 1.0610054098069666 5.2270572356355842 1.5978174021765932 1.4390888182915662 0.57158668398915313 1.0197937072953207 3.9030170663763784 0.62633063261455335 1.4983941921673247 1.9381992975249871 7.8287695857907238 0.23273013397738396 0.23338565975427628 6.0991463419049978 1.2320619237434582 1.1557539696950696
leaf_count=838 25 1629 66 36 262 28 183 33 30 39 33 35 26 75 21 74 39 41 34 29 112 32 33 14 83 33 23 35 44 49
internal_value=0.000181119 0.000194641 0.000118228 -0.000829671 0.000144085 -0.000270329 -0.000857957 0.000379915 -0.000331159 0.000189355 -0.000207109 0.000256939 0.000446306 0.000896826 0.000257006 0.000129891 0.000188191 -2.97585e-05 -0.000643828 0.000178319 0.00033629 0.000271354 -0.000194896 0.000324341 0.000137472 -0.00122698 -0.00123503 0.000514379 0.000830065 0.000463255
internal_weight=73.5034 71.1738 31.9657 0.848836 31.1169 3.06439 1.6097 1.45469 1.09919 28.0525 0.95528 39.2081 10.4429 3.08969 7.35319 6.28806 28.7652 7.94449 2.01068 5.93382 4.92281 20.8207 2.12472 18.696 9.42659 0.331395 0.552579 9.26941 3.17026 2.19288
internal_count=4034 3196 2395 102 2293 625 264 361 81 1668 328 801 270 149 121 95 531 251 75 176 141 280 65 215 122 295 51 93 58 74
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=7 18 20 16 22 2 13 21 15 7 7 22 8 6 0 7 16 9 8 22 16 4 0 20 22 19 20 0 20 16
split_gain=0.0190257 0.0472381 0.0338585 0.0836376 0.0563171 0.0549507 0.060119 0.0490555 0.0365742 0.0329236 0.129757 0.0588576 0.155771 0.0568303 0.164075 0.143054 0.109893 0.112509 0.047674 0.0834461 0.0462188 0.0434499 0.0389695 0.1263 0.330734 0.0722066 0.0577336 0.0547005 0.177956 0.245451
threshold=22.105125139000005 13.376114027300002 47.927946529500012 22.744946812400002 -0.55354000000000003 53.810443956900009 120.87576600310001 7.515317457250001 25.186533201700005 22.721067571950005 22.747724408400003 -0.13125999999999996 8.8430989333000021 16.395383075500003 89.415428960600011 22.589037079550003 22.664946999500003 195.10791980860003 8.9430209551500024 -0.08786999999999999 22.664946999500003 169.62532823300003 86.329079026800017 41.685324604100011 -0.085584999999999994 14.451165964200003 41.975471476700008 94.047642319350018 36.257608591500009 18.794956049200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -6 -7 -4 -9 11 -11 12 -2 14 -13 20 17 -17 22 -20 21 -15 23 -12 25 -25 -27 28 -24 -30
right_child=9 -3 7 -5 5 6 -8 8 -10 10 18 13 -14 15 -16 16 -18 -19 19 -21 -22 -23 27 24 -26 26 -28 -29 29 -31
leaf_value=0.08219532271375346 0.085986275195941139 -0.10055411759871753 0.08976393611927079 0.0019471098089462382 0.0018165520189346821 -0.10127095736894481 0.073024729908274799 0.046112038760990487 -0.057673471655763892 -0.061528230632399067 0.00054802805770586037 -0.081600509623928244 -0.038730983634721126 0.032897210555544946 0.0083279563903120215 0.076810309368288698 0.097371237580295797 -0.052368194476412278 0.022695129907055269 -0.073122996471820009 -0.0052889162049157218 0.00039116671389225366 0.06267030642181548 -0.013544086173370988 -0.095562413314744465 0.093723990224461456 0.00081935751688051262 -0.0011007078656631844 0.063572101047325802 0.0026514102522560753
leaf_weight=0.028985651093534792 0.29319943708674134 0.05459588490936429 0.08559012017212797 1.1717305164202114 0.096073496853935625 0.23733852514419596 0.021589847572613508 0.0664907278624014 0.069390390388434753 0.33387800916170718 7.7744878840167058 0.27578854880630277 0.15209595803753473 0.81777354376390554 0.76748787263704799 0.13063915637030721 0.31055914400712936 0.13933256478048861 0.15252515313841286 0.22491391443509101 2.3576451910594187 0.82710846480404143 0.54115159534285595 0.73078297088272826 0.52098068588566093 0.13350000837817788 0.13405650165987026 21.064906853703654 0.68323447086914058 20.651751085242722
leaf_count=12 52 151 15 57 14 531 12 13 33 15 100 29 10 18 45 28 12 12 28 40 54 36 41 35 78 5 39 1929 81 509
internal_value=0.00110383 -0.00893298 -0.00611835 -0.0113262 -0.0518295 -0.0627726 -0.0867379 0.0304642 -0.00688809 0.00141535 0.000615525 0.00839007 0.0433876 0.0056202 -0.0154445 0.0104153 0.0568055 0.0101412 0.00100989 -0.0344024 0.00368683 0.016552 0.00126577 -0.00460536 -0.0309757 0.00272874 0.0471751 0.00253647 0.00603877 0.00460234
internal_weight=60.8496 1.83179 1.77719 1.55572 0.383988 0.355002 0.258928 0.221471 0.135881 59.0178 52.9462 6.07163 0.445295 5.62633 1.04328 4.58306 0.580531 0.269972 52.6123 0.377439 4.00253 1.64488 52.2349 9.29381 1.51932 0.998339 0.267557 42.941 21.8761 21.335
internal_count=4034 838 687 626 569 557 543 61 46 3196 2900 296 62 234 74 160 52 40 2885 68 108 54 2817 257 157 79 44 2560 631 590
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=20 23 16 16 16 22 20 20 22 23 17 19 15 20 21 15 16 20 8 0 10 9 0 10 7 16 20 15 13 20
split_gain=0.121881 0.102503 0.0850646 0.155111 0.152165 0.0795603 0.348312 0.285518 0.165902 0.227424 0.165389 0.122625 0.0848212 0.0873766 0.134177 0.0798501 0.32777 0.238578 0.134183 0.119456 0.27998 0.592716 0.309699 0.401037 0.661228 0.153891 0.374604 0.350193 0.316272 0.666935
threshold=32.724174661450007 -0.50325999999999993 12.604970524100002 9.719977270450002 9.2849782877000013 -0.30094499999999996 39.792680591700012 35.782584506850007 -0.59260499999999994 0.089850000000000027 190.38166638035003 13.151061067750001 18.563284541500003 42.066503896600004 2.5447591590000003 24.191310790650004 15.484963789400002 33.151194885250007 7.2443465838000014 96.682331287150021 70.206395618550019 206.54353961905005 94.625660817400004 71.015621515800021 24.876210878000006 19.199955102150003 39.525197829750006 29.329759478700002 112.64908412395 36.893814626400008
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 7 -4 11 10 -10 -8 13 -7 -15 16 -14 -18 -19 20 25 22 -22 -24 -25 26 -17 -28 29 -27
right_child=2 -3 5 -5 -6 12 8 -9 9 -11 -12 -13 15 14 -16 19 17 18 -20 -21 21 -23 23 24 -26 28 27 -29 -30 -31
leaf_value=0.0016463602841516765 -0.0019966810876323768 -0.0014716455446817467 0.00090902502913087582 -0.0019764045403463668 0.0018170150895718883 0.00074968028150558844 0.00130597926902963 -0.0016593489090565303 -0.0020215923345257413 -0.0012927827270345735 0.001750202430274829 0.000163562721235708 0.00011825047847851916 0.001960489737969565 -0.0014278082789474188 0.0018477215610346049 0.0018367552730248491 -0.00020322058937723514 -0.002016867036058211 0.00037883956784967544 -0.0015790511662027108 -0.0018149014409723635 0.0018499764761099316 -0.0019422168706037597 0.0003559529261887961 0.00059702427515313946 0.0011906138098399059 -0.00095027819666444291 0.00021137920528871282 -0.001347387088703744
leaf_weight=0.047195185698001296 0.060491340180589215 0.28729361794645925 0.21168575150431879 0.19711441741287672 0.12005387728640926 1.6113341698719512 0.65233115271803443 0.77802500733105262 0.056466236244886781 0.46875214247847907 0.21442752997063508 0.80950786047469592 6.7375838811954045 0.060949381324462482 0.17100309553916304 0.72554963194852362 0.091434262343682238 0.21749111783174158 0.56238870084052905 10.197697375956748 0.42531300987957266 0.82393469988892309 0.48496397794224355 0.58835936871764749 2.6460702852346003 1.2297188811935478 0.55478949598546001 0.62430964838131331 43.207879120255711 1.5122493928938636
leaf_count=35 420 163 21 404 24 75 31 73 68 54 23 34 239 4 115 64 4 176 83 216 83 124 12 134 24 20 130 40 1053 88
internal_value=0.000149306 -0.00103171 0.000154501 -0.000773766 0.000539243 0.000159135 -0.000143866 -0.00111001 0.000290477 -0.000466243 0.000963994 0.000673355 0.000172477 0.000587709 -0.000537476 0.00016164 -2.80983e-05 -0.00115976 -0.00151108 0.000184548 0.00014704 -0.000295981 5.96807e-06 0.000187215 -6.2096e-05 0.000193038 0.000739184 5.70539e-05 0.0001704 -0.000475357
internal_weight=76.3764 0.334489 76.0419 0.37766 0.180545 75.6642 3.1912 0.989711 2.20148 0.739646 0.270894 1.46184 72.473 1.84329 0.231952 70.6297 7.6089 0.871314 0.77988 63.0208 52.8231 4.96864 4.14471 3.71939 3.23443 47.8545 1.90465 1.1791 45.9498 2.74197
internal_count=4034 198 3836 848 444 2988 304 94 210 145 91 65 2684 194 119 2490 502 263 259 1988 1772 377 253 170 158 1395 234 170 1161 108
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=16 16 16 22 20 9 10 19 3 20 21 7 9 18 22 8 22 8 5 19 17 8 4 20 5 18 21 19 3 22
split_gain=0.0821429 0.134058 0.135749 0.0690533 0.257261 0.328394 0.115891 0.3229 0.201184 0.116572 0.0821249 0.0749855 0.0740329 0.0961893 0.0920421 0.102938 0.0654396 0.0633071 0.0576175 0.142798 0.142535 0.055557 0.0917816 0.070703 0.0687344 0.0551141 0.206123 0.282696 0.394041 0.201573
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 -0.26894999999999997 39.792680591700012 195.10791980860003 75.634392583900009 12.050972309250001 92.598563387050021 40.563919884450009 0.2796341810500001 20.536324995400005 181.33671263215004 14.030930991100002 -0.16182999999999997 8.3434888241000014 -0.23783499999999999 8.1436447804000007 13.154029769200003 11.950964240300001 239.21206428850002 7.943800736700001 387.60063489055005 40.316494640950005 22.692834890150003 13.893471991850001 8.8898213993500015 12.851036860900001 85.538672336450006 -0.075639999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 8 -8 17 -10 -7 -11 13 16 15 -14 -5 -6 19 -16 -21 22 23 -18 -25 -20 -27 29 -29 -28
right_child=3 -3 -4 12 6 10 7 -9 9 11 -12 -13 14 -15 18 -17 21 -19 25 20 -22 -23 -24 24 -26 26 27 28 -30 -31
leaf_value=-0.001991226272999907 0.0015174846622066386 -0.001974478055988198 0.0017634596470426421 -0.0019709802142730344 0.0006425113730933981 -0.00029732810811314509 0.00183882001078824 -0.0020361915416886962 0.00024863606150810779 0.00097633536870455294 -0.0018392231350198764 -0.0020937049846271893 -2.564090368236166e-05 -0.0019701575729978021 0.0019211666881510788 0.0015029601564116124 -0.001964662246353313 0.0017235384093969794 0.00025233034716070745 -0.0019842399746427112 0.00097006599419340749 -0.00041457329124431106 -0.001972657021125509 0.00013362022852787605 0.0011634563826114796 0.00019458960541618171 0.001032428912850356 -0.0020236412556845743 -4.1211141438935029e-05 -0.00040550501533309581
leaf_weight=0.056010038133620266 0.16977666190041363 0.17433934999945677 0.10919667335474514 0.06667572380683906 0.40932392321701605 0.17082568358455319 0.12627132900524873 0.23947020190826152 0.57436501473421231 0.037901873933151364 0.59675149552640505 0.15850810135088977 0.27540581252833263 0.1068024159176274 0.25095399064593849 0.43993279710412025 0.046757022661039538 0.42403954872861505 37.66425592344649 0.10042267678363714 0.16753356251865625 0.74972192524001013 0.066553129214298568 0.7049008087851687 0.38540591904802568 26.856047231805864 0.70113272227172274 0.69699953778763279 0.8624935539701255 0.80532634224800792
leaf_count=455 33 435 40 80 28 25 10 56 8 12 56 84 36 298 17 23 161 13 753 37 28 35 47 45 212 778 39 106 47 37
internal_value=0.000187074 -0.000775135 0.000490508 0.000191498 -0.000104686 -0.000950246 0.000297668 -0.000698354 0.00052476 -0.000197277 -0.00149607 -0.00150127 0.000203635 -0.000156668 0.00021477 0.000914448 -6.07854e-05 0.00119257 0.00020742 0.000858299 -0.000137127 4.41759e-06 0.000265403 0.000396398 0.000497651 0.000202423 0.000139603 -0.000342052 -0.000927238 0.000263735
internal_weight=74.1941 0.339546 0.165207 73.8546 2.90723 0.937354 1.96988 0.365742 1.60414 0.770775 0.767577 0.19641 70.9473 2.12682 68.8205 0.715339 2.02001 0.833363 68.1052 0.51891 0.267956 1.95334 1.20362 1.13706 1.09031 67.5863 29.922 3.06595 1.55949 1.50646
internal_count=4034 930 495 3104 325 114 211 66 145 104 81 96 2779 878 1901 59 580 41 1842 82 65 500 465 418 257 1760 1007 229 153 76
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=6 22 21 21 21 21 10 5 21 23 14 21 18 20 22 17 9 23 21 9 21 23 8 5 12 21 19 13 23 17
split_gain=0.025245 0.0452412 0.0404724 0.0192343 0.12653 0.103512 0.0561294 0.0280873 0.0826945 0.0566125 0.0463895 0.0303576 0.0235364 0.0228667 0.12201 0.158381 0.159971 0.134406 0.0743383 0.159562 0.131971 0.299603 0.101429 0.08159 0.0720795 0.0619714 0.081781 0.188944 0.0768778 0.0720491
threshold=6.9501623894500009 -0.167075 4.837019638150001 17.127134634300003 18.593782865600001 19.388281352400003 62.116825104000007 13.154029769200003 1.2135331028500003 0.092650000000000024 313.14008059500003 6.021362969500001 17.705383164500002 40.241071441700008 -0.12546499999999997 188.41589330430003 201.61239113610003 0.091375000000000026 1.2135331028500003 192.98754432855 2.0502020052500005 0.08729000000000002 7.943800736700001 22.387336278850004 155.06885325350001 11.065329869750002 14.251149826300002 117.62810858150002 -0.10565499999999999 193.31651039250002
decision_type=2 2 2 2 2 2 2 2 2 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 7 -5 -6 -7 8 -2 10 11 -10 -11 14 15 24 -17 -18 19 22 21 -20 -15 -21 -9 28 27 -27 29 -16
right_child=3 -3 -4 4 5 6 -8 13 9 12 -12 -13 -14 18 25 16 17 -19 20 23 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.077792758598527578 -0.10043654079533625 -0.100362911731761 -0.10097245066462464 0.088643605444090015 -0.10303456674508711 -0.031393138198148603 0.083718194413687053 -0.0074082023148212828 0.090165488558651724 -0.10100150465082641 -0.054293465791978614 0.0028668904636026185 0.033524520365959758 0.076922735514118989 0.080592325378833096 -0.096547412691654566 0.04829343272191769 -0.068520827683058769 0.039212115739505678 0.082427556938815691 0.0025792357828974231 -0.094090230808488939 -0.081791076400769824 -0.0031018764762311656 0.081655025164728473 -0.10311741147377729 0.0002745333989198971 -0.0025529213706074506 0.0016607963150796199 7.239908947578111e-05
leaf_weight=0.039561466639323584 0.044749131292745825 0.066056740051766094 0.01862794853101235 0.17370099161655517 0.097604165170196211 0.084591576200182317 0.084848107995469491 0.75149937483712637 0.21992573286252082 0.033923954153578961 0.031296068899791862 0.048644549580785679 0.021091299142881326 0.054024446900256318 0.24261730562031836 0.47243437922497833 0.19651891014291323 0.19747413816003245 0.27983912395575217 0.42627126327715814 39.266585774670801 0.42416997016698588 0.1581029687076807 0.15105765297630569 0.10336772766913782 0.30137396639383895 1.2510636288207022 0.49155734479427338 15.095008189717642 0.20504646084737033
leaf_count=76 73 657 50 24 14 16 31 153 127 29 48 38 22 70 31 54 27 33 23 45 1568 64 11 39 57 50 20 2 563 19
internal_value=0.00130282 -0.0437274 0.0205654 0.00139468 0.0222093 -0.0210035 0.0262497 0.00124296 0.0276662 0.0438194 0.0609271 0.0743536 -0.049428 0.00106717 -0.00176768 -0.027177 -0.0573076 -0.0102553 0.00241003 0.0327975 0.00180985 -0.0411034 -0.04137 0.0600488 0.00336103 0.000719256 -0.0156499 -0.040775 0.00287194 0.0437112
internal_weight=61.0326 0.124246 0.0581894 60.9084 0.440745 0.267044 0.16944 60.4676 0.399631 0.354882 0.299866 0.26857 0.0550153 60.068 19.308 1.72129 0.866427 0.393993 40.7601 0.789456 39.9706 0.704009 0.212127 0.577329 0.854867 17.5867 2.04399 0.792931 15.5427 0.447664
internal_count=4034 783 126 3251 85 61 47 3166 337 264 213 165 51 2829 1009 324 114 60 1820 165 1655 87 81 84 210 685 72 52 613 50
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=7 13 12 22 7 0 4 20 16 22 2 7 0 12 12 9 17 20 23 10 22 21 2 2 10 18 16 15 9 17
split_gain=0.118098 0.0875204 0.0683108 0.0587616 0.0631308 0.0592475 0.0635662 0.148664 0.101059 0.0796476 0.0536618 0.142005 0.0992621 0.0573858 0.122454 0.104449 0.255905 0.241519 0.385703 0.233073 0.167202 0.19551 0.219502 0.115429 0.113397 0.0994487 0.108597 0.0950868 0.233305 0.135673
threshold=21.725272673150005 98.050756475600011 150.73104262400003 0.19040000000000004 21.623105384250003 91.394134144600017 377.6847677435 47.927946529500012 20.959950986500004 -0.5775499999999999 60.327272492300004 23.699538637550003 92.313586825200005 132.72446965985003 134.04132742375003 197.02865361825005 184.16216363550004 42.198888176300009 0.11531000000000002 62.391047833300007 -0.076484999999999984 8.6236808214000025 136.15315758385003 150.25049527555004 61.998532946250002 13.327513832500001 22.564947233300003 24.719476717350002 207.04102956050002 200.68028944555002
decision_type=2 2 2 2 2 2 2 2 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 5 6 7 8 9 -1 11 12 -3 -12 -15 16 -16 20 19 -19 24 22 -22 -21 -18 -26 -27 28 -17 -30
right_child=1 10 -4 -5 -6 -7 -8 -9 -10 -11 13 -13 -14 14 15 27 17 18 -20 23 21 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.0013596066758202277 -0.0019731692162484014 -0.00018611997497881318 -0.00021460105316205091 -0.0019927705198595031 -0.0019899804906198656 -0.0019873006377766436 -0.0019714436594649191 0.001395605914659862 -2.4998878150422306e-05 -0.0019684106354725308 0.00029853372073773498 -0.00072587686828267555 0.00070697019176513211 -0.0010255075474927527 -0.0013863639285439731 0.00036537559612618355 -0.00061706253812624596 -0.0019208326457750232 0.0002054762747662691 -0.0019788268995752636 -5.717126409925432e-06 0.00023721685805054473 0.0016124010950072812 0.0016511164775178508 0.00040916364671499399 -0.00068438720920447195 0.00020162248114060339 0.00028368441753896502 -0.0018876948663550388 -0.0002079169212607455
leaf_weight=0.032477227505295803 0.11364704445605767 1.0103218555450433 0.33601529663225449 0.074474133942203369 0.074185884532198432 0.064691066173786171 0.065509204855516034 0.24907584837637831 1.2168763677909735 0.18592977310856151 23.239111436270832 0.84997177217155684 0.90890796156600107 0.32273183643701386 0.46278895498107786 1.2114087637455693 1.0578462804551216 0.76003172109722017 1.26348558897007 0.046752908623602707 0.48696476081386186 4.5895428766962141 0.9532527015562664 0.12045505408400459 2.0585180870257318 0.96024471119744736 1.1922122351825235 27.164193209326186 0.36295720114139829 0.37674885874002939
leaf_count=12 293 30 817 31 15 79 52 23 53 511 667 42 16 24 42 57 20 96 15 22 18 55 40 50 24 50 7 781 27 65
internal_value=0.000189871 0.000203202 -0.000659059 -0.000284423 -0.000217062 -0.000144579 -7.64551e-05 -2.75399e-06 -0.000245422 -0.00147353 0.000208789 -5.86613e-05 0.000236829 0.000219904 0.000177791 0.000186809 4.73167e-05 9.65032e-05 -0.000499336 -0.00145974 0.000212033 0.000435002 0.00106528 0.00063615 -4.31385e-05 0.000101038 -0.00019364 0.000253653 -0.000164452 -0.00103215
internal_weight=71.8113 69.8481 0.449662 1.96322 1.88875 1.81456 1.74987 1.68436 1.43528 0.218407 69.3984 2.7692 1.91923 66.6292 43.3901 43.0674 13.9521 13.4893 2.19073 0.92724 11.2986 6.02976 1.44022 0.167208 5.26882 4.21098 2.15246 29.1153 1.95111 0.739706
internal_count=4034 3258 1110 776 745 730 651 599 576 523 2148 88 46 2060 1393 1369 439 397 183 168 214 113 58 72 101 81 57 930 149 92
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=20 23 20 22 19 19 7 7 8 10 17 16 21 12 7 7 2 20 2 10 0 0 0 3 9 5 13 18 22 14
split_gain=0.0418635 0.0554663 0.0379317 0.130793 0.0410925 0.0413179 0.0396153 0.0339564 0.0348952 0.0270265 0.0963989 0.0463053 0.0479836 0.0645677 0.0988084 0.059587 0.037662 0.0305566 0.0523306 0.0228173 0.251239 0.190085 0.129821 0.112865 0.105969 0.100738 0.183001 0.125102 0.103231 0.0879771
threshold=32.724174661450007 -0.50325999999999993 34.654301448200009 0.23835000000000003 13.951125619400001 12.551012654050002 24.268610899850003 22.545611589100002 8.2435668022500028 61.622148808000013 189.50863627480001 23.344945409400005 6.088545839700001 144.57070813310003 20.873561687950005 19.078733418100004 319.18044405035005 48.778770352700008 114.12323913765002 66.590419433100024 90.407470010750018 92.313586825200005 90.767723400200012 88.931506497100017 204.27826083785001 19.327153142150006 111.12203990580001 15.064837217800003 -0.061874999999999999 137.67556691715004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -7 8 -3 10 11 12 13 14 -4 16 17 18 -14 20 -11 23 -22 -21 -25 29 27 -27 -29 -23
right_child=2 7 9 -5 -6 6 -8 -9 -10 19 -12 -13 15 -15 -16 -17 -18 -19 -20 21 22 25 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.08847213275480284 0.07168526306175875 -0.10026582547562995 0.068558609775154516 -0.10372000443418783 0.095571340283842079 0.04618098120769578 -0.10090909396847969 -0.10250273429373723 0.10018685194333032 0.0018824807961310718 -0.10204480115568378 -0.10116244465587006 0.078989406211488589 0.084316925637836299 -0.089399107285384805 -0.10146541522233044 -0.1002779784504164 0.077812560030242103 -0.10035415159233284 -0.087576313544057621 0.1005313307668888 0.092881688499800857 0.015351984978148459 -0.086315958063813925 0.086901605021369455 -0.10245908564409378 0.092901673211867639 -0.10128183244247045 0.074352858535776653 0.0010568700313110912
leaf_weight=0.024848542328072654 0.081959433142848037 0.015620934441090806 0.079794538043194474 0.058530451288788754 0.15551956713898107 0.034634483687113971 0.038848500673339004 0.10383917238941009 0.019557321444153786 35.903807366310673 0.11488392143473902 0.043174887861823663 0.029845232386605858 0.1348334634622006 0.078620352156576701 0.073996386475528197 0.026996468597644707 0.065392449498176575 0.035769138139585266 0.39263804128995516 0.39059692024602455 0.10483941063285485 0.33017619736165216 0.060103734123401864 0.085643078724388033 0.31414101123863147 0.08473837049677968 0.052793709575780667 0.09140328784177143 21.890571832032482
leaf_count=35 50 48 98 14 21 19 22 111 4 1093 37 10 8 54 24 46 32 6 87 79 31 5 23 54 15 142 3 42 16 1805
internal_value=0.00133715 -0.0491393 0.00147329 0.0334161 0.0592284 0.0228674 -0.0315816 -0.0737365 0.0111757 0.00127784 -0.0184971 -0.00161133 0.00657168 0.0334555 -0.00983485 -0.0274095 0.0072725 0.0294353 -0.0187783 0.00150417 0.00305599 -0.000958676 0.0615119 -0.0596807 0.0154694 0.000444038 -0.0421031 -0.0670631 0.0100491 0.00149455
internal_weight=60.9181 0.163866 60.7543 0.369492 0.310962 0.155442 0.073483 0.139017 0.0351783 60.3848 0.683307 0.568423 0.525248 0.293248 0.158415 0.232 0.158003 0.131007 0.0656144 59.7015 36.6246 23.0769 0.720773 0.538385 0.145747 22.5385 0.543076 0.458338 0.144197 21.9954
internal_count=4034 198 3836 126 112 91 41 163 52 3710 402 365 355 176 122 179 133 101 95 3308 1147 2161 54 148 69 2013 203 200 58 1810
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=3 17 5 6 3 16 23 10 16 10 6 6 3 10 16 20 15 22 15 13 23 21 7 3 17 23 0 20 23 6
split_gain=0.0942673 0.108326 0.0744575 0.196061 0.202315 0.192163 0.13478 0.115692 0.344479 0.262962 0.167094 0.253398 0.203135 0.682578 0.288778 0.569022 0.318884 0.472085 0.237034 0.214589 0.213406 0.171941 0.161323 0.147816 0.141105 0.131302 0.30876 0.118041 0.117168 0.151941
threshold=76.172084209950015 241.79519611995002 23.626838821450004 16.395383075500003 92.864720741950009 21.094950670800003 -0.25095999999999996 64.407391431150018 20.894951138500005 62.837331883000012 16.235379337050002 16.315381206250006 83.538459487450012 71.015621515800021 18.754956142750004 38.478081868400004 29.329759478700002 -0.061874999999999999 26.912781836550003 109.63263410155001 -0.085699999999999998 1.8675847688500002 23.974509389900003 92.249063830050019 199.59317753375004 -0.09053499999999999 96.959242474650011 39.577821550850011 0.099465000000000012 12.26528657645
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -5 -4 -6 9 10 27 12 -12 25 14 16 19 18 -18 21 22 -15 -14 -16 -11 -10 26 -9 -2 -27 -30
right_child=2 -3 3 4 6 -7 -8 8 24 23 11 -13 13 20 15 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.0019715432362453801 0.00072062886785187995 0.00048471377866284021 0.00063663449121258056 0.001811811063657623 -0.0015667525023027986 -0.00196877660697328 0.0001106617947157041 0.0018907193430619889 -0.000225101484731476 0.0016482640350041758 0.0019875355630641755 0.00014658225370449285 0.0016439587764888524 0.00051907231791351071 0.00028678907423609434 -0.0016229422086837724 -0.0017906195332162271 0.0011936498648945342 0.0019149689707720623 0.00054862648500251111 -0.0019625594646352188 -0.0012870915740856837 -0.0011673131422626343 6.4160482487144221e-06 -0.0018421544847779063 0.00034079134666086268 -0.0020903429739223345 0.00026331197288173244 0.00020800304365734871 -0.00070503663371128606
leaf_weight=0.15982674786967166 2.337606372728259 0.12151405358599732 0.15982120679063694 0.26496279286220659 0.18891201649421407 0.34117241845524404 7.3267258401647268 0.10630535538666919 0.39208664745092292 0.87050665323113097 0.49621075112372526 0.68330542145849904 0.13195150902993125 0.15693297591974442 0.55226295441389106 0.82495241938158859 0.38262389045848977 0.43606362212449301 0.87428563833236694 2.2350449182558805 0.88194460615341064 0.18458985835945896 0.62565303361043334 0.27819527113751974 0.44061692617833614 18.724536245541699 0.2535350419082647 30.264307118850866 2.4470372492869497 0.98191967420279969
leaf_count=856 58 69 67 13 152 46 563 7 13 65 15 39 19 50 2 79 48 50 26 72 281 118 40 28 27 490 70 517 56 98
internal_value=0.000222179 -0.00091066 0.000226495 5.131e-05 0.000127866 -0.00113763 6.84985e-05 0.000248624 0.000163784 0.00032859 0.000197236 0.000921053 0.000168587 -0.00011598 0.000128748 -0.000161541 0.000740946 -0.000201086 0.00138859 0.000191697 -0.00158768 -6.52718e-05 -0.000485561 0.00125064 -0.00108075 0.000260685 -0.000914243 0.000296102 0.000279769 -5.34559e-05
internal_weight=74.1254 0.281341 73.8441 8.28159 7.7806 0.500994 7.51564 65.5625 31.8119 33.7506 30.9792 1.17952 29.7996 7.28631 6.24743 4.23791 2.00951 0.818688 1.19083 3.41296 1.03888 0.316541 1.17792 1.1487 0.832704 22.5133 0.35984 32.6019 22.1535 3.42896
internal_count=4034 925 3109 841 728 113 715 2268 1600 668 1560 54 1506 785 454 193 261 98 163 114 331 137 42 93 40 721 77 575 644 154
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=13 7 16 18 13 16 14 23 4 7 20 19 20 9 20 20 6 7 23 7 13 5 13 23 6 22 20 20 12 9
split_gain=0.104466 0.0797353 0.0909031 0.080748 0.203698 0.320466 0.14855 0.192278 0.323203 0.169686 0.25617 0.328936 0.233322 0.340414 0.167213 0.148638 0.137009 0.349586 0.126863 0.117363 0.180253 0.331362 0.250952 0.170514 0.167564 0.145607 0.150452 0.122726 0.223028 0.352568
threshold=98.050756475600011 22.061824394000002 18.704956259700005 13.893471991850001 117.41840884735002 22.604947139800004 195.25924573520004 0.088350000000000026 175.31744532325004 23.109894804950002 42.141702038450013 14.251149826300002 41.32819714970001 190.49354742400001 39.861052345600008 38.625745710700009 16.525386113000007 23.667467222350002 0.091290000000000024 23.974509389900003 112.64908412395 19.327153142150006 117.20333219690001 0.097970000000000015 15.710367070250003 -0.061874999999999999 39.458743938000005 36.79544512155001 69.826413229550027 201.14010537530001
decision_type=2 2 2 2 2 2 2 2 2 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 6 19 -6 7 8 -3 10 12 -12 13 -8 -15 -9 -11 -18 -17 23 21 -21 24 27 -22 -23 -27 -5 -29 -30
right_child=1 3 -4 4 5 -7 9 15 -10 16 11 -13 -14 14 -16 18 17 -19 -20 20 22 25 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.00063397759381173804 -0.0011076412794424632 0.00052494814637801574 3.4599726009967753e-05 0.0006573025912593772 -0.0018282853526391583 0.00067979580167188487 0.00019897160104245196 0.00099980863233504612 0.0019489574063949469 0.00038299805463692363 0.00092746739990166643 -0.0018219870217461062 0.00053379049843140631 -0.0003338171496083037 -0.0016967109437489775 -0.00036594353474053687 -0.001435127963194228 0.00036013150168559408 0.00035463027037992378 0.00023789382010384864 0.00043359899215763626 -0.0020026829358592456 0.00015576552556955032 -0.0011718995914134522 0.0019256468303661604 0.00047865039220506677 -0.0020122848540775557 0.00071075953154968333 -0.0014360002487150945 0.00040704377901073211
leaf_weight=0.52938881142566074 0.30936268304014847 2.1737460589065436 1.997147562302416 0.90560326713603689 0.47517249035445175 0.33321857731789351 2.9689079746603984 1.1285102176479993 0.85335025517269958 19.001204675776538 0.23380227632151207 0.58809434915565362 3.012951345233887 0.73322587646543957 0.6555317584425211 1.1373738152906296 0.58289751172924242 1.465442851265834 5.3959297543042339 23.165596075921719 0.45842490764334709 0.34878398781438591 1.3558928393758833 0.51313948584720481 0.78478363552130759 0.29789759026607399 0.13568810073775239 0.72399628907442126 0.87930157999107883 0.73063950450159609
leaf_count=1186 498 74 237 18 66 36 35 30 75 213 18 104 39 27 22 22 32 33 77 776 35 94 13 22 42 18 50 4 120 18
internal_value=0.00023392 0.000240185 -0.000118604 0.000251834 0.000176937 -0.000794455 0.000310182 0.000507993 0.000926382 0.000237876 -1.54463e-06 -0.00103986 0.000114238 -0.000175847 -0.00097714 0.000342692 0.000331059 -0.000150747 0.000229187 0.000202853 0.000248735 0.000195507 0.000739175 -0.000121721 0.00137546 -0.00105955 -0.000300873 4.4626e-05 -0.000193102 -0.000599572
internal_weight=73.875 73.3456 2.30651 71.0391 31.1081 0.808391 39.931 10.6889 3.0271 29.2421 8.19251 0.821897 7.37062 4.35767 1.38876 7.66181 21.0495 2.04834 6.5333 30.2997 26.5471 23.948 2.5991 3.75268 1.24321 0.78237 0.433586 3.23954 2.33394 1.60994
internal_count=4034 2848 735 2113 1312 102 801 278 149 523 245 122 123 84 49 129 278 65 99 1210 1028 938 90 182 77 162 68 160 142 138
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=6 22 21 5 21 23 4 23 9 22 19 23 9 9 22 17 9 15 15 22 2 2 20 16 6 17 20 15 12 0
split_gain=0.0248186 0.0421064 0.0367407 0.0241685 0.0737196 0.0544625 0.0422729 0.0378787 0.0238607 0.0464871 0.0630485 0.0501952 0.0276109 0.0312494 0.140666 0.0288507 0.0270548 0.159872 0.0787939 0.0638598 0.142437 0.0739728 0.14339 0.0611056 0.142328 0.0429863 0.0366123 0.0847278 0.0740009 0.100561
threshold=6.9501623894500009 -0.167075 4.837019638150001 13.154029769200003 1.2135331028500003 0.092650000000000024 296.2109057141501 0.089675000000000019 223.29399794390005 -0.018034999999999999 13.451085274650001 0.093905000000000016 219.59809404590001 216.0493559571 -0.071864999999999998 207.25292259465002 207.04102956050002 22.820574949650005 19.763739472850002 -0.12546499999999997 168.84984911130002 160.64656314035003 42.006870117350005 20.824951302200002 14.935348962050002 198.89195247110004 36.620308449100001 35.098844929350008 131.28785145870003 96.531777631850005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -6 -8 12 10 11 -10 13 16 -15 -14 26 18 -18 20 -19 -21 23 24 -23 -24 27 28 -5 -30
right_child=3 -3 -4 8 5 -7 7 -9 9 -11 -12 -13 15 14 -16 -17 17 19 -20 21 -22 22 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.074371996429834886 -0.10040019796232989 -0.10034779807237289 -0.10090622809076183 0.013046184417825589 0.082639700442926428 -0.049644552920165015 -0.064884760613503026 0.072093075001291376 -0.070179862482593156 -0.035453154275930508 0.072596994799168688 0.051432622671084872 -0.026985267927686359 0.071426413017651097 -0.00037538042595952197 0.0028588118669057366 -0.0077701141884924038 -0.094358971150186113 -0.10343332181682947 0.0076771409704312083 0.025558398902047821 -0.081673346853732287 -0.1103804123600724 0.0046515691714269815 0.054559360980661067 -0.038408527731297618 0.0015935373843049213 0.058839500223849352 -0.094363158656230406 0.059598334632790677
leaf_weight=0.038039843811176866 0.040863722688640247 0.062669073023548516 0.017442438600994592 1.6991305045326606 0.20949506149258923 0.054982101387395232 0.044181623156639205 0.037174186495576578 0.072469811228074832 0.10270656631473585 0.23010777781018987 0.063835348992142826 0.69339472571482363 0.3506381223742211 1.229844632774983 0.60790800255381328 0.13626994345758969 0.21826466995116778 0.23386122673400678 5.2308720373985125 0.18134978557645809 0.25465016900852822 0.16697491422382871 1.6294972313044125 0.10973440343514085 0.16498041885279235 46.613037837112344 0.36356351315043856 0.14796873635577856 0.059475650085914822
leaf_count=76 73 657 50 153 122 54 78 16 35 22 25 12 52 41 42 32 23 33 37 135 35 72 24 31 10 20 1948 32 84 10
internal_value=0.00161002 -0.0441777 0.0192683 0.00169878 0.0266193 0.041628 0.0588821 -0.00229501 0.00153966 0.0240049 0.0406711 -0.0132255 0.00136428 0.00168319 0.0155542 -0.0130435 0.00129999 -0.00396913 -0.0682133 -0.000980461 -0.039939 0.00107975 -0.013758 -0.00362678 -0.0406469 -0.0746107 0.0021975 0.0145986 0.00616237 -0.0502214
internal_weight=61.0654 0.118151 0.0554823 60.9472 0.386697 0.345833 0.290851 0.0813558 60.5605 0.46912 0.366413 0.136305 60.0914 58.7901 1.58048 1.3013 57.2096 8.32645 0.370131 7.95632 0.399614 7.55671 2.32584 1.99388 0.364385 0.331955 48.8832 2.27014 1.90657 0.207444
internal_count=4034 783 126 3251 343 270 216 94 2908 94 72 47 2814 2730 83 84 2647 420 60 360 68 292 157 113 82 44 2227 279 247 94
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=2 7 23 10 5 22 2 22 5 23 23 13 0 13 12 15 15 5 19 12 12 12 23 23 21 9 21 9 22 5
split_gain=0.0195399 0.0793188 0.0645394 0.0252189 0.0962167 0.0467611 0.0545294 0.0480108 0.0498309 0.0484003 0.0421982 0.0311499 0.0307728 0.0275837 0.0372501 0.0330779 0.0360064 0.0637516 0.034831 0.0264088 0.179222 0.098639 0.0607852 0.138204 0.118512 0.117713 0.0526674 0.152471 0.165911 0.0915588
threshold=60.327272492300004 23.699538637550003 0.081280000000000019 61.622148808000013 24.628131835750001 0.15844000000000005 315.94243452415003 -0.23783499999999999 29.026000224750003 0.093325000000000033 0.10507500000000002 116.35915634395 76.451683855550016 98.050756475600011 150.73104262400003 21.092276343250003 20.123524217100002 13.524641568350001 10.550851274900003 149.09269374785001 152.73554204000004 144.57070813310003 0.11379500000000002 0.10469000000000002 7.9499782602000009 191.03141765810003 1.8675847688500002 203.06170522940002 -0.081354999999999997 18.038339912700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 7 10 9 -9 -6 12 -10 14 -5 16 17 -16 -19 21 -21 22 23 -15 -24 -25 27 28 -22 -29
right_child=3 -3 -4 13 5 -7 -8 8 11 -11 -12 -13 -14 19 15 -17 -18 18 -20 20 26 -23 24 25 -26 -27 -28 29 -30 -31
leaf_value=0.023029571503997162 -0.08402901864144309 -0.034047716319352814 -0.015303004698352583 -0.10041739846069096 -0.10051509955576764 -0.10094073695770987 -0.10038886911601333 -0.083247997787565642 -0.10194406476376057 0.06395114115897084 0.052059580848845981 0.095530808870773642 0.10024221245205107 0.0035270079716057503 -0.095044889945778741 -0.10036869758994789 0.076489186175109303 0.096289138080415934 -0.10026105910710983 -0.066551059628369547 -0.022337215796867638 0.034431461018252771 -0.014319521027050195 0.016887398450609988 0.06325248610662644 -0.083227969384485123 -9.7849758076399998e-05 0.01055962968210687 0.073102657532334955 -0.042291997760328638
leaf_weight=0.90993971242278282 0.16326986825833856 0.76485672773787872 0.84907381946686655 0.05891171412180618 0.046948190542025259 0.03713908459758386 0.036190135902870679 0.047050100485648727 0.017445410252548754 0.042528798778221244 0.029528210405260324 0.15574911667863489 0.013241441920399666 22.704670561538688 0.059333335874006465 0.033656143866551247 0.052883222524314988 0.042847394264001082 0.011418925042278261 0.39620125216288116 0.24936481664917665 1.0625832634905226 0.34243788533785746 0.17942357016727228 0.46355337870045332 0.33997075890511042 29.323820976794963 1.2811840043068512 0.67569367983105921 0.44047193603182666
leaf_count=35 57 47 46 300 73 14 48 123 63 8 11 53 2 876 631 102 27 35 75 34 41 51 30 14 22 42 960 58 46 110
internal_value=0.00145102 -0.0071634 0.00452648 0.00182389 -0.0187619 0.00626312 0.0165066 0.0285082 0.0479346 -0.0133632 -0.0416047 0.0773871 -0.0147003 0.002034 -0.030524 -0.00995055 0.00832836 -0.0234021 0.0549303 0.00218078 0.000293151 0.00461562 0.0032972 0.00236024 0.0302948 -0.0486433 0.00112153 0.0146315 0.0473753 -0.00296204
internal_weight=60.8314 2.52387 1.75901 58.3075 0.58909 0.42582 0.388681 0.352491 0.276015 0.0895789 0.0764764 0.186436 0.0306869 57.7184 0.259051 0.200139 0.166483 0.1136 0.0542663 57.4594 32.3667 25.0926 24.0301 23.2241 0.805991 0.519394 31.9705 2.64671 0.925058 1.72166
internal_count=4034 128 81 3906 452 395 381 333 249 131 84 118 65 3454 1170 870 768 741 110 2284 1249 1035 984 932 52 56 1215 255 87 168
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=18 3 10 16 10 9 20 22 23 22 19 21 0 10 16 7 2 23 12 21 6 21 23 7 18 21 18 16 10 23
split_gain=0.108188 0.151756 0.641461 0.321347 0.347187 0.417642 0.354033 0.254839 0.205432 0.188747 0.233807 0.118289 0.116824 0.173992 0.11514 0.113414 0.14856 0.166388 0.313477 0.158271 0.168268 0.185656 0.150144 0.14301 0.256093 0.333401 0.147772 0.173938 0.262828 0.10775
threshold=13.975517741000003 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 205.22231928645002 40.377444152000002 -0.083424999999999985 -0.085699999999999998 -0.06828999999999999 14.451165964200003 7.6056575014000005 87.278104746850019 67.074341896550024 20.604951816700005 22.105125139000005 106.79778736115001 0.088350000000000026 114.64361763410001 3.4801976177500005 16.525386113000007 5.4279412736500001 0.091290000000000024 23.109894804950002 13.314799198000001 4.5452899713000017 13.258241318650002 22.624947093000003 62.084563606450011 -0.09053499999999999
decision_type=2 2 2 2 2 2 2 2 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 29 3 -3 5 6 -5 12 -4 -9 11 -11 -7 -14 -8 -1 17 18 19 -17 21 -21 -19 24 26 -26 27 28 -18 -2
right_child=1 2 8 4 -6 7 14 9 -10 10 -12 -13 13 -15 -16 16 23 22 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00014777202651041415 -0.00090550397175119285 0.0019732223444069714 0.0005355062686298684 2.8990404814021075e-05 -0.0016561122323138834 0.00038874641080189178 -0.00030761391185408669 -0.001432514367684789 -0.0020087372861025661 0.00033021969254823879 -0.0010236099552337753 0.0019800085045892815 0.0019168541690268014 0.00036876729018199816 -0.0018167377087108237 0.00099161153114684535 -0.0016852632736171387 -0.00031112834052387833 0.0019370230027054591 -0.0021734101873862616 0.00055106476678773127 0.00040866363740882909 0.00043640533948544985 0.00029071994549306713 -2.3109194486782549e-05 -0.0019490128713798953 0.00078353240424334776 0.00023660998808935538 6.9295430602110453e-06 0.00020594019738968134
leaf_weight=2.5362174541235154 0.34074665494829659 0.32733155758341848 0.14338827259211939 2.2135650254786019 0.46245730512600847 0.66747134586330492 0.26989961101207871 0.29994920780882206 0.81852811393900982 0.42736223037354693 0.33116282499395311 0.27435416262596846 0.84162902552634455 0.41763301941682585 0.69460628167144023 1.2458030470879737 0.51192050628015007 1.2218309883028267 0.77431230712681998 0.23290086252382003 0.74949701502919197 0.19814563846011879 6.684514000924537 22.34930225989774 0.911151158301436 0.55675701645122899 1.1696003716060657 4.0583706434890701 1.1358891914424019 21.188898880348418
leaf_count=770 207 35 26 85 97 9 18 31 281 39 27 10 39 23 57 32 34 27 72 20 8 31 102 315 23 46 27 98 32 1413
internal_value=0.000193473 0.000101934 -0.000125251 7.49503e-05 -1.51014e-05 0.000102783 -0.000403002 0.000595924 -0.00162948 -6.3261e-05 0.000334372 0.000975247 0.00105192 0.00140343 -0.00139444 0.000254832 0.00027926 0.000473578 0.000850769 0.000504116 -1.03281e-05 -0.000986469 0.000320883 0.000208941 -1.01108e-05 -0.000753577 0.000148612 1.84714e-05 -0.000518779 0.00018835
internal_weight=74.0552 29.719 8.18934 7.22742 6.90009 6.43763 3.17807 3.25956 0.961916 1.33283 1.03288 0.701716 1.92673 1.25926 0.964506 44.3362 41.8 11.107 3.20066 2.42635 1.18054 0.431047 7.90634 30.693 8.34369 1.46791 6.87578 5.70618 1.64781 21.5296
internal_count=4034 2397 777 470 435 338 160 178 307 107 76 49 71 62 75 1637 867 292 163 91 59 51 129 575 260 69 191 164 66 1620
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=10 20 23 20 8 22 22 2 8 7 7 22 18 22 17 18 22 20 18 9 22 22 16 9 9 6 2 22 13 15
split_gain=0.0914853 0.109866 0.0850563 0.0844146 0.0878918 0.16816 0.184942 0.184235 0.156539 0.142196 0.261355 0.0850502 0.0822694 0.0822501 0.194956 0.34736 0.162241 0.136207 0.25507 0.2605 0.206101 0.483096 0.189449 0.188379 0.263578 0.167648 0.163846 0.722907 0.130221 0.125042
threshold=81.479100559500012 32.724174661450007 0.08895500000000002 34.654301448200009 8.8430989333000021 -0.08786999999999999 -0.13734499999999997 56.478612905150008 8.7431769115000026 22.649177329550003 22.444423115000003 0.19040000000000004 17.323446153950005 -0.037054999999999998 204.12988953870004 14.320472989450002 -0.50001499999999999 40.241071441700008 15.078113735950003 202.49517884540003 -0.058374999999999996 -0.067109999999999989 18.404956961200003 211.98908248575003 201.7576686733 14.935348962050002 130.66814494305004 -0.081354999999999997 116.07149132395001 42.493282152450007
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 7 -6 13 10 -7 -3 -2 14 17 -16 -17 18 23 -20 21 29 -22 24 26 -26 -5 -28 -18 -19
right_child=12 3 -4 4 5 9 -8 -9 -10 -11 -12 -13 -14 -15 15 16 28 20 19 -21 22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.00026539206817823718 -0.0019735765572070313 0.0012827768131264297 -0.0018740598115219984 0.00016197483132833362 0.00078449002278750733 -0.0015235533079085565 0.00072732594431105526 -0.0015537409695354537 0.00056436315863452567 -0.001467994510412211 0.0019418521165193675 -0.00033216580788601627 -0.00015126790903785114 0.00025883304711000267 -0.0020290581407123717 -0.0019974130640608777 0.00012031492882994057 0.00028144998777977857 0.0004601909479690942 -0.0020689510017443359 0.00023520671855965371 0.0016386245586163428 -0.00084855286126409512 0.00089625784681968915 -0.0020173441900309592 6.6308362558519474e-06 -0.0020841712447072654 0.00061495313474551499 -0.0013350488978525316 -8.3131839080942112e-05
leaf_weight=0.1190609975493534 0.13897946262710448 0.49345883716887229 0.17863301604575099 8.1196143728194397 0.20472361147403717 0.17396764043951307 0.95009551102702994 0.35285053808183875 3.8787314993824102 0.56662360885093221 0.16120774854061892 0.16808478727398324 0.30269625064428851 21.51379415009297 0.40850655329995733 0.16568648831889765 2.755881119689207 21.64489224701839 0.24064429980535429 0.44818642229074612 1.2114722561109439 0.95763134273147699 1.2704739767941644 0.91548901650821868 0.40396374624106179 0.25772787816822529 0.66323404314607615 0.89810370566556297 0.25854773656465102 4.3424325895180109
leaf_count=85 371 74 25 165 14 49 32 42 64 52 7 15 589 729 32 43 179 964 17 60 8 31 32 14 56 12 70 21 39 143
internal_value=0.000165044 0.000170374 -0.0010184 0.000175194 0.000168855 -0.000199386 0.000201234 -0.000695216 0.000181466 -0.00086916 0.000143187 0.000872453 -0.000724683 0.000159125 0.000111416 -0.000326986 -0.000108343 0.000149441 -2.71259e-05 -0.00118539 0.000221126 0.000270929 -0.000319555 4.37427e-05 -3.17185e-05 -0.00122901 5.01161e-05 -0.000531596 -4.51171e-06 0.000220529
internal_weight=74.1654 73.7237 0.297694 73.426 72.7645 2.40947 1.50767 0.557574 70.355 0.901799 0.335175 0.661544 0.441676 66.4763 44.9625 3.58862 3.18012 41.3739 11.947 0.688831 29.4269 26.945 2.48195 11.2581 10.3426 0.661692 9.68095 1.56134 3.01443 25.9873
internal_count=4034 3074 110 2964 2875 196 88 56 2679 108 56 89 960 2615 1886 293 261 1593 415 77 1178 1138 40 338 324 68 256 91 218 1107
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=6 22 21 5 21 23 4 23 21 18 0 21 5 2 7 13 6 3 0 9 21 23 7 17 18 18 5 22 22 9
split_gain=0.0228234 0.0375513 0.0327012 0.0229108 0.0655163 0.0459376 0.0362223 0.0308759 0.0277399 0.0250427 0.0214649 0.135961 0.103773 0.0827336 0.0764419 0.0542066 0.037407 0.0776164 0.0801305 0.0819244 0.0258578 0.128504 0.124572 0.0613514 0.132816 0.13275 0.0900371 0.0518749 0.0982798 0.0886886
threshold=6.9501623894500009 -0.167075 4.837019638150001 13.154029769200003 1.2135331028500003 0.092650000000000024 296.2109057141501 0.089675000000000019 6.021362969500001 17.705383164500002 97.878695155250014 6.7825386038500008 16.351273197450002 200.74412770730004 25.335171910400003 102.94912718925001 12.26528657645 80.63761316465002 100.69082235970002 209.21153814325001 1.0000000180025095e-35 0.079355000000000023 25.350214218950004 179.11813834395002 13.603286548350003 13.303774303900001 21.788492303450003 -0.096529999999999991 -0.117885 197.90890142995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 8 -8 -6 -7 12 16 14 -13 -5 -15 -12 18 -18 -20 21 22 -14 24 25 26 -22 28 29 -23
right_child=3 -3 -4 10 5 9 7 -9 -10 -11 11 13 20 15 -16 -17 17 -19 19 -21 23 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.071319644934796575 -0.100362667733032 -0.10032002671195553 -0.10083868409147854 0.0066966393270632713 0.096801901497038018 -0.10085788706760557 -0.059208143978540254 0.068073628857893406 -0.0032000097112275701 0.038599978342955914 0.0025550561030292657 -0.090185901185595774 0.077019107616878968 -0.058405006109087013 0.079391879919737646 0.0681694605025982 -0.10141737358618137 0.012593454291235899 -0.10106441329718362 0.04702841937003735 -0.10699755391581589 0.058786113277961918 -0.1039538040800343 0.0016290631063415894 -0.10510002036946782 0.096744317398232971 -0.0035500279825381692 -0.0034914724535009913 0.084953777615159001 -0.066094195295171396
leaf_weight=0.035387066277774437 0.036519512262087939 0.056791629505254515 0.016031967094239263 0.27958352823134092 0.16455672494657847 0.031627394263523456 0.041653678443452691 0.035133610354023403 0.033362753971914572 0.021718717919611663 5.5877431320841415 0.28030465686197192 0.40666289284820267 0.067519489198872407 0.29971768846735358 0.0678193396597635 0.18080141631071445 0.32529110512405168 0.057524349076629733 0.10653639960946748 0.10861370251222879 0.10247608363715699 0.041960634291172028 49.310668387200849 0.16929259643751493 0.10599272308206764 0.37333081336169016 2.3365831356381932 0.20278829842573065 0.12778381840325892
leaf_count=76 73 657 50 28 90 32 78 16 32 22 164 113 215 51 15 13 45 26 34 31 9 30 2 1511 66 34 385 103 15 18
internal_value=0.00161763 -0.0442672 0.0176423 0.00169915 0.0266925 0.0408366 0.0573269 -0.000971054 0.0799448 -0.0440806 0.00154864 -0.00380099 0.00221142 -0.0591848 0.0443076 0.00502244 -0.000122452 -0.0224475 -0.0554999 -0.00489713 0.00175377 0.0104425 0.0600924 0.00119528 -0.0270528 -0.00457964 -0.0268635 0.00240029 0.0341903 -0.0105168
internal_weight=61.0118 0.108211 0.051419 60.9036 0.364572 0.328053 0.274707 0.0767873 0.197919 0.0533461 60.539 6.67354 53.8655 0.415643 0.579301 0.135339 6.2579 0.670153 0.344862 0.164061 53.2862 3.21825 0.448624 50.0679 0.75723 0.587937 0.481945 2.76963 0.433048 0.23026
internal_count=4034 783 126 3251 343 270 216 94 122 54 2908 477 2431 177 43 64 300 136 110 65 2388 383 217 2005 494 428 394 166 63 48
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=16 16 16 20 23 7 8 15 10 3 19 6 13 3 20 14 16 23 20 22 17 7 6 16 10 2 10 0 16 22
split_gain=0.167746 0.144007 0.186864 0.0951581 0.0949025 0.0709539 0.0696984 0.0666888 0.234764 0.187888 0.160373 0.142137 0.11433 0.368381 0.108116 0.0953804 0.330783 0.0945283 0.0919505 0.0880834 0.0594612 0.112277 0.0566246 0.275179 0.197107 0.390616 0.0953063 0.372243 0.357901 0.183413
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 32.724174661450007 -0.50325999999999993 22.720542346200002 8.2435668022500028 20.903251014350001 76.279622535200005 81.105404879350019 11.750948102400001 11.260263094250002 103.23410375110002 77.69375151185001 47.709122305950011 256.97906312420008 17.684958644900004 0.089505000000000015 47.927946529500012 -0.086139999999999994 183.35201426355002 26.637125930550003 13.835323260100003 15.839962959300001 72.752365468100024 94.469527609150006 66.590419433100024 90.407470010750018 19.974953289850003 -0.061874999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -6 8 18 10 20 19 13 15 -15 -9 -17 -16 -5 -12 -10 -22 23 -14 -25 -26 27 -24 29 -28
right_child=3 -3 -4 7 5 -7 -8 12 9 -11 11 -13 22 14 17 16 -18 -19 -20 -21 21 -23 26 24 25 -27 28 -29 -30 -31
leaf_value=-0.0020154314190276392 0.0016090251298013433 -0.0019791999669126086 0.0018616373545952509 -0.0020143604254510882 -0.0019680420440102947 -0.0020446791407888422 0.0019684836581624968 0.0003561148019308256 0.00033529944975173152 0.001657390359231815 -0.0019814399138227586 -0.0019937365362820156 0.0014679188449587292 -0.0018692463537446794 -0.0019731535800683697 -0.0020782945617378668 0.0015916846705577691 0.001909713745563554 0.0002791864708659549 0.001525684467654289 0.0018537925537994448 0.00045510667212551837 0.00018838416894891458 0.0003846661787223211 0.00045527998900567602 -0.0020078984529901867 -0.00015888034174694075 0.0014140857273984276 -0.0014734477460147421 0.00027564968507166079
leaf_weight=0.08184263142952275 0.047964089209926897 0.25760785367731387 0.11488615066673447 0.19926590401155309 0.030397661335881732 0.18247697741344382 0.040109931025654078 1.8180315710105786 1.9793596708004781 0.51735420303339186 0.037484834615952978 0.19317811657674611 0.76256876508705218 0.54074160042409847 0.040328875675641029 0.25119611520221941 0.15129173785840067 0.059922723157797009 0.10140409912492032 0.1037046645960793 0.3318572984903766 0.65846955719189282 43.312814557075399 4.6425086325834855 0.59611681065143762 0.42328389463364147 6.3760394703058401 0.97403726307675143 0.57995408971328366 9.0150340110121725
leaf_count=455 30 435 40 132 46 36 4 45 24 36 60 44 19 156 67 89 23 7 17 26 34 37 1373 81 4 79 362 43 55 175
internal_value=0.000173273 -0.00101451 0.000248709 0.000180569 -0.000919757 -0.0013992 0.000271345 0.000185064 0.000427387 0.000558644 0.0003866 -0.000900804 0.000170701 -0.000213084 -0.00152251 0.000164906 -0.000698781 0.000347727 -0.00124084 0.000594567 0.000531553 0.000923805 0.00018717 0.000362161 0.000213233 -0.000567501 0.000168513 0.000215342 3.86595e-05 9.56375e-05
internal_weight=74.4212 0.454337 0.196729 73.9669 0.300949 0.252985 0.0705076 73.6659 4.12208 3.82141 3.30405 0.334368 69.5439 2.86151 0.640993 2.22052 0.402488 0.100252 0.30067 0.141189 2.96969 0.990327 66.6824 6.42448 5.66191 1.0194 60.2579 44.2869 15.971 15.3911
internal_count=4034 930 495 3104 116 86 50 2988 410 261 225 130 2578 387 230 157 112 74 149 86 95 71 2191 183 164 83 2008 1416 592 537
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=6 22 21 5 21 23 4 23 21 18 9 15 5 17 16 21 17 4 19 23 2 17 15 15 20 22 6 20 22 15
split_gain=0.0206129 0.034554 0.0289993 0.0201175 0.0590355 0.0406453 0.0330737 0.0293668 0.0269593 0.0229823 0.0207578 0.0477276 0.0695577 0.027104 0.0889863 0.0849289 0.0647541 0.0561902 0.125368 0.0638333 0.0534266 0.0350057 0.103064 0.0892337 0.0322497 0.0247667 0.0237828 0.0837137 0.0710678 0.0899987
threshold=6.9501623894500009 -0.167075 4.837019638150001 13.154029769200003 1.2135331028500003 0.092650000000000024 296.2109057141501 0.087475000000000011 6.021362969500001 17.705383164500002 223.29399794390005 37.050691080100002 18.613387752550004 208.33805927010005 18.764956119400004 10.959760372700002 210.19483915710003 371.57449297710008 14.451165964200003 0.07907500000000002 315.94243452415003 205.32027903760002 33.005488016050009 27.063546193350003 41.50623664750001 0.086310000000000026 16.635388683200002 38.748048509250005 0.18145000000000003 30.404760455250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 8 -8 -6 -7 13 12 -12 17 15 25 -16 21 19 20 -19 26 23 -23 -18 -15 -5 -28 29 -29
right_child=3 -3 -4 10 5 9 7 -9 -10 -11 11 -13 -14 14 16 -17 24 18 -20 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.067503152349763132 -0.10033211039000521 -0.10029179978013528 -0.10076344770023514 0.0022759356158408958 0.095927838007747138 -0.1007852872841514 -0.10035953976064343 0.038555182964009456 -0.0027801376842727229 0.035129673295224394 0.035719607452990514 0.061632789720517604 -0.070023940850963112 -0.10140645645153255 -0.029156881623957343 0.047196922737593711 0.025139021788957584 0.09474540078820716 0.034673982502167217 -0.090772386754556067 -0.059187265271110095 0.044703481994260108 0.078715292746347018 -0.058039823215233766 -0.0023239990820811368 -0.026353409828825149 0.0047272404675016014 0.023545628316458764 0.076646824548788711 -0.079862195293579019
leaf_weight=0.034070192414915823 0.033521047010366511 0.051998249584406575 0.014644654641465138 54.461942220317951 0.15176757630069915 0.029010467984335264 0.021224144919827381 0.053777410951624915 0.033839136875258191 0.021782530487143958 0.16383507984937651 0.18663440520322183 0.10028359113493934 0.19364418793111271 0.64720385393593494 0.061018118121864973 0.66883857524953771 0.03909175776709517 0.19338535339102236 0.26093058062940599 0.053275911289176747 0.16425570459523342 0.22882948175538331 0.17416284652426839 1.1854638467775656 0.05688299288158305 1.197834467388019 0.11041676857621485 0.044771410732209915 0.35399712546495721
leaf_count=76 73 657 50 1862 90 32 56 38 32 22 38 34 22 82 38 21 20 16 37 78 63 19 27 21 30 14 193 185 13 95
internal_value=0.00160598 -0.0435971 0.0169189 0.00168075 0.0257628 0.0393364 0.0552861 -0.000755284 0.0779318 -0.0424983 0.00154356 0.0229231 -0.00443031 0.0013832 -0.00820016 -0.0585981 -0.00192345 0.00185382 -0.0300527 -0.0654823 0.00595997 0.00216126 0.0268785 -0.00817207 0.00758179 -0.0843654 0.00191164 -0.00971115 -0.0436768 -0.0552765
internal_weight=60.9923 0.100713 0.0487148 60.8916 0.344922 0.311401 0.260608 0.0750016 0.185607 0.050793 60.5467 0.450753 0.264119 60.0959 2.81305 0.311545 2.50151 57.2829 0.546684 0.353298 0.0923677 56.7362 0.567248 0.338419 1.8543 0.250527 56.169 1.70702 0.509185 0.464414
internal_count=4034 783 126 3251 343 270 216 94 122 54 2908 94 60 2814 205 117 88 2609 194 157 79 2415 67 40 50 96 2348 486 293 280
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=10 18 18 7 21 17 9 16 0 0 21 18 23 7 21 2 18 23 18 7 17 17 0 23 6 7 10 21 0 3
split_gain=0.0930489 0.0832805 0.0573457 0.19702 0.218572 0.171239 0.165853 0.181455 0.180936 0.239946 0.196967 0.12782 0.118233 0.359344 0.152244 0.102852 0.13686 0.41288 0.184655 0.204363 0.108219 0.211557 0.13428 0.297498 0.166928 0.152494 0.146306 0.136703 0.143167 0.119841
threshold=81.479100559500012 17.323446153950005 13.843998451900001 23.864758692950002 10.959760372700002 199.84861692095004 201.14010537530001 20.664951676350004 91.453280223500016 93.399723909900004 0.2796341810500001 14.297806230850002 0.075810000000000016 24.909276771700004 2.8525683144000005 106.79778736115001 13.112573650350003 0.086955000000000018 13.065205089100003 22.589037079550003 197.71582798205003 199.03437346465003 88.098084476650016 0.086555000000000021 16.585387514950003 23.127267687200003 61.853356207250009 2.0008954101500005 85.995710218650018 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 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 5 4 6 15 7 8 -4 -10 -11 -12 13 14 -5 16 18 -18 19 -1 22 -22 24 -24 27 -25 -26 28 -17 -29
right_child=1 -3 3 12 -6 -7 -8 -9 9 10 11 -13 -14 -15 -16 20 17 -19 -20 -21 21 -23 23 25 26 -27 -28 29 -30 -31
leaf_value=0.00019138387951861472 -0.0019730044284656844 -8.0744627432746395e-05 0.0016863025239285899 0.00060689702041779561 -0.0020836407632247767 0.0013319649369989727 0.0008705636743297628 -0.002040531239153738 -0.0020758623344614853 0.0014095960785085596 -0.0015429668302724725 4.2273222687245481e-05 0.0002205635039222569 -0.0018428453882500635 -0.00053644525449675297 -0.00084076320600986305 0.001818748417709188 0.00036184541465955096 -0.0008400141888686187 0.0013316524486115964 -0.0012122358744732203 0.00038423531634193352 -0.0018760026170794657 -0.00065338917082755478 -0.00012223766783933123 0.0006688794712900036 -0.0020849695442380213 0.00056978786832968559 0.0018125163762770565 0.00018232208176894671
leaf_weight=5.6139630300394838 0.13936523353100128 0.24952469222996143 0.17229803062127746 1.0850461326936085 0.26025592906688633 0.55800918704517144 0.4562009827204746 0.2398789133876561 0.27777303442189794 0.27281550295265311 0.29729868706090201 0.57141139476243552 28.621581467700253 0.43660286881640775 0.76236142030484177 0.097477179703686967 0.93243315301879182 3.778147311457019 0.58230666583403934 0.67718454869464029 0.61569149651768273 0.66253404773306102 0.37399251685132995 0.5903862263266999 0.4892160130702895 0.77620514947921038 0.20813929077303328 3.6449284676746201 0.39510759705444798 19.423328539618524
leaf_count=249 371 589 53 30 95 21 30 14 23 23 39 27 1113 69 28 79 111 58 26 18 37 18 64 35 277 15 41 39 24 418
internal_value=0.000197701 -0.000758868 0.000202806 0.000143098 -0.000380971 0.000253478 -0.000187267 -0.000450762 -0.000211158 -0.000441504 -4.38071e-05 -0.000500244 0.000186304 -0.000243014 0.000135079 0.000237992 0.000392783 0.000650231 0.000216347 0.000314123 0.000172255 -0.000384748 0.000199639 -0.000326428 0.000237386 9.76413e-05 -0.000708053 0.000265369 0.00128746 0.000243544
internal_weight=73.2615 0.38889 72.8726 33.4535 2.54793 39.4191 2.28768 1.83148 1.5916 1.4193 1.14153 0.86871 30.9056 2.28401 1.84741 38.861 11.584 4.71058 6.87345 6.29115 27.277 1.27823 25.9988 1.74058 24.2582 1.36659 0.697355 23.5608 0.492585 23.0683
internal_count=4034 960 3074 1544 304 1530 209 179 165 112 89 66 1240 127 58 1509 462 169 293 267 1047 55 992 114 878 50 318 560 103 457
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=8 22 8 22 21 8 22 20 18 10 23 21 14 18 21 20 3 20 22 18 17 16 6 23 22 16 15 10 7 5
split_gain=0.0772224 0.273591 0.124444 0.10916 0.0861424 0.0859946 0.1618 0.107592 0.0815854 0.203071 0.391177 0.181828 0.328472 0.230134 0.17811 0.170496 0.134495 0.177974 0.22365 0.163128 0.173702 0.160886 0.313039 0.163829 0.193415 0.132047 0.205985 0.146142 0.115252 0.270991
threshold=8.9430209551500024 -0.08786999999999999 9.6424751081000029 -0.14429 5.2345280387500006 8.7431769115000026 -0.056724999999999998 32.724174661450007 13.893471991850001 62.165217350350012 0.099465000000000012 8.8898213993500015 267.5497843826501 14.199468390000002 8.3620534552000017 40.206947806850003 93.281431752200021 41.942745071500006 -0.08262499999999999 13.036600629150001 187.51563899930002 22.604947139800004 16.585387514950003 0.091645000000000018 -0.095854999999999996 15.839962959300001 32.393814985100008 80.882262854550007 23.974509389900003 17.679107616400003
decision_type=2 2 2 2 2 2 2 2 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 3 -3 4 -2 7 -7 -1 16 10 -10 14 13 -13 28 -14 -9 -18 21 20 -20 23 -23 24 -19 27 -27 -17 29 -11
right_child=1 2 -4 -5 -6 6 -8 8 9 11 -12 12 15 -15 -16 25 17 18 19 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0011690978953296288 -0.00096383414649355893 -0.001743866516548445 0.00018246258321323469 0.0014979085202233352 0.00096245581346941149 0.00024015608442295427 0.0010352910341855743 0.00035619047873120576 -0.0017270052545898167 0.00015727270038593834 0.0016189812651851408 0.00043825301865470088 -0.0016497022448572968 -0.0015351323767140289 0.0014263342777108817 0.0018872958644302943 0.00020815487337643609 0.0003830145938792601 -0.0014233661420213982 -0.0020220219771547765 0.0018288920656265215 -0.0020058362643496294 0.0018167624820448849 0.0019975827466300667 -0.0020563128879861571 -0.0019885733796637431 0.0015883210282494622 -0.001986475355881573 0.00021973148237484639 -0.0011590355695054175
leaf_weight=0.22217041904387613 0.20109740537009202 0.45141594864799006 0.18048746994463727 0.2953342724358663 0.16048462278558873 3.5116766126157017 1.3668919714255015 21.964569544687492 0.54760219217860395 2.3312361600581215 0.17799915047362447 0.30023913451077466 0.11661033133309207 0.93402201068633417 0.44061860066707836 0.41417219329957788 13.026830958371646 0.94306777464953206 0.15129481950180146 0.44477419024588016 0.10835910064633936 0.32090456163587067 0.11080384894739836 0.19833801529603068 0.1440611818852634 0.12674716591686774 0.12098205334041268 0.041164113738346941 21.568847621942936 0.81032456391426411
leaf_count=197 28 58 41 29 21 54 35 408 80 99 14 19 63 180 43 83 393 185 102 71 6 95 5 6 16 90 22 179 1339 73
internal_value=0.000203087 -0.000272543 -0.00119366 0.000613501 -0.000108869 0.000211788 0.000462939 0.000193101 0.000197733 0.000117545 -0.000906193 0.00014485 -0.000416095 -0.0010551 0.000190659 0.000546111 0.000257596 0.000117415 -0.000370714 -0.00130108 -6.61297e-05 1.0944e-05 -0.00102471 0.000358757 5.97665e-05 0.000910308 -0.000241747 0.00153709 0.000168625 -0.000182252
internal_weight=71.7331 1.28882 0.631903 0.656916 0.361582 70.4443 4.87857 65.5657 65.3436 27.9306 0.725601 27.205 2.05394 1.23426 25.151 0.819676 37.413 15.4484 2.4216 0.704428 0.259654 1.71718 0.431708 1.28547 1.08713 0.703066 0.247729 0.455336 24.7104 3.14156
internal_count=4034 177 99 78 49 3857 89 3768 3571 2284 94 2190 636 199 1554 437 1287 879 486 179 108 307 100 207 201 374 112 262 1511 172
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=7 7 0 7 7 22 8 6 22 21 13 22 8 22 0 20 22 19 10 10 21 2 22 0 10 2 5 2 21 0
split_gain=0.0197776 0.0486348 0.0384203 0.0310664 0.101396 0.0807348 0.14223 0.0536895 0.129399 0.154726 0.0977722 0.13617 0.042174 0.0766849 0.0341717 0.123716 0.320254 0.0630355 0.0583649 0.0528448 0.149333 0.318317 0.199902 0.136711 0.109331 0.0985648 0.086996 0.118541 0.0755476 0.0735501
threshold=22.061824394000002 21.946499523750003 85.877418060900013 22.721067571950005 22.747724408400003 -0.13125999999999996 8.8430989333000021 16.525386113000007 -0.077729999999999994 12.807913564700002 117.60660091645001 -0.053159999999999992 8.9430209551500024 -0.08786999999999999 86.329079026800017 41.685324604100011 -0.085584999999999994 14.451165964200003 62.181348099150007 66.590419433100024 2.6251474860500008 167.50942450365002 -0.06483499999999999 91.937202686950016 62.391047833300007 83.777728670400009 20.016397659050003 109.60702220095001 4.1284891430000012 93.953546284800012
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 6 -2 8 9 -7 11 -10 14 -14 15 -6 17 -17 -19 20 21 25 24 -21 -23 -16 29 -28 -22 -25
right_child=3 -3 -4 4 12 7 -8 -9 10 -11 -12 -13 13 -15 19 16 -18 18 -20 23 28 22 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0009932441422978687 0.08447735321665728 -0.10224661211726103 -0.055124638777997094 -0.054507798046871198 0.0014755388296596318 -0.080092165109005103 -0.03187307413556436 0.012172438230614417 0.076295868908241013 0.03422004199862707 -0.045695330074441785 -0.0018105411407173741 0.023089225762908352 -0.070329230678696467 0.013044116523059918 -0.012256948667940739 -0.09431081788113832 0.0022748481944206106 0.095386916071849834 -0.069348655947566715 -0.011550482365025516 -0.10046712492570281 0.057053775316196743 0.024913840797675481 0.0036178382182168664 0.10106709269558994 0.10034735330456135 -0.085326195070254532 0.0069581214759759889 -6.2847909685041477e-05
leaf_weight=1.4644934789831205 0.33377337141087071 0.054087207035649842 0.14401165725409093 0.32357140714520838 7.8621125713980273 0.41654769155502402 0.15332855940505397 3.8690989859660476 0.32739152091244195 0.16543334633752238 0.25900909882329881 0.70141929894225485 0.14825532700342592 0.21573883801283855 0.16165835876018053 0.74916161988812724 0.50998295284625772 0.1505003924085031 0.121801686778781 0.28243749831199494 2.5540043963119414 0.23382360977120697 0.25566614838317037 1.2482091043857568 0.17754736593224152 0.59702322585508227 0.040687697939573719 0.22197007151930848 16.153770059252565 21.263284922549573
leaf_count=658 58 15 148 15 100 45 11 78 33 24 17 47 28 40 10 35 78 37 7 66 54 38 29 84 21 78 4 121 205 1850
internal_value=0.00178144 -0.008976 -0.0058397 0.00208205 0.00130086 0.00876609 0.0478529 0.00544851 -0.00846502 -0.0475979 0.00921959 0.0230447 0.00164192 -0.0322798 0.00187673 -0.00358946 -0.0295921 0.00271984 0.0439242 0.00306559 0.00680883 0.0380058 -0.0123869 -0.000203078 -0.0555441 0.0823113 0.000654442 -0.0565639 0.00443131 0.00132205
internal_weight=61.1598 1.66259 1.60851 59.4972 53.2712 6.226 0.487102 5.7389 1.8698 0.581981 1.28782 1.02881 52.9476 0.363994 52.5836 9.39356 1.53145 1.02146 0.272302 43.1901 20.1335 1.42572 0.667037 23.0566 0.411371 0.758682 22.7742 0.262658 18.7078 22.5115
internal_count=4034 821 806 3213 2900 313 69 244 166 69 97 80 2885 68 2817 257 157 79 44 2560 435 176 88 2125 59 88 2059 125 259 1934
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=13 7 12 12 2 17 5 14 20 13 20 15 15 12 6 21 20 21 23 21 0 20 13 20 21 22 15 19 6 23
split_gain=0.0980813 0.0627621 0.0620042 0.226446 0.112711 0.182265 0.354065 0.111539 0.265614 0.249453 0.155632 0.0984908 0.234165 0.278566 0.113549 0.0965585 0.0871814 0.117161 0.326556 0.148675 0.081591 0.485081 0.18892 0.114143 0.0914667 0.0868967 0.190433 0.126001 0.214394 0.285396
threshold=98.050756475600011 22.105125139000005 147.88310320375004 152.73554204000004 96.242542698950004 200.36843462235004 17.089764221050004 195.25924573520004 38.121007182500009 117.51519334005 35.509685375550013 25.621990087700002 20.903251014350001 198.57093999515004 13.65531905435 1.2199730554000003 39.685256516350002 6.151769958900001 0.10721500000000002 8.9626214023500008 86.329079026800017 41.827117825850003 117.64961624655002 43.752965619700007 14.70115454445 -0.06828999999999999 40.974857724300008 14.351157895250003 16.395383075500003 0.09117500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -3 -7 9 10 -6 -9 12 -5 -14 15 -15 -10 -18 19 -19 21 -13 -23 24 25 27 -27 -22 29 -29
right_child=1 2 3 11 7 6 -8 8 16 -11 -12 20 13 14 -16 -17 17 18 -20 -21 23 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.00076896319247994702 -0.00012405462505298443 0.0002685852013075982 -0.001104171215358963 0.00028400343493305649 0.0017131456409005407 0.00010924807348167446 -0.0014647471797516287 0.00024464871505682303 0.00088309754017236355 0.00043255611392590767 -0.0019752375194032022 0.00018055211654020452 -0.001984248804032454 0.0014791478292448289 0.0014078224947045958 -0.0019914427448155464 0.00043587581064847799 8.0319312824067527e-05 0.001348726902355833 -0.0019061700996308817 0.00023584967052142308 -0.0018702778128053552 0.00047117861284976556 0.00090322744688132333 0.00076493529065056612 0.00024650817261801731 0.0011383336990885759 -0.00018150823686981333 0.00014738519052640115 -0.0019714854142074494
leaf_weight=0.40511290658336818 2.2450638349689589 17.94090471415803 0.54081604281600348 1.2827561796111688 0.77863350844563539 2.4689615114148178 0.70674351311754424 0.20540504732343823 1.2264265358680857 2.3496318449033424 0.29697472602128983 8.4950624952325562 0.49429196954588395 0.044408834539353848 0.17780239041894674 0.10072896147494248 4.3926200886198785 0.23346385237891798 0.29797078995034099 0.38164155436970759 7.8041461284228717 0.65566954320638693 0.16603288858368614 1.0053819484191979 1.1673692621407088 10.367104432647471 1.0102440202608711 1.0568262485321609 2.7572778488975018 0.50663737859576929
leaf_count=1186 747 438 36 61 79 41 68 24 33 31 26 132 62 3 8 68 59 22 10 52 233 146 28 41 36 192 53 31 54 34
internal_value=0.000193097 0.000198574 0.000209085 0.000155463 0.000273597 0.000191943 -0.00024104 0.000443262 0.000306277 0.000751298 -0.00106761 0.000173829 -0.000238614 -0.00105893 0.000357359 -0.000929522 0.000411941 0.000303032 -0.000336052 -0.0011522 0.000198581 4.14037e-05 -0.00139716 0.000255617 0.000229224 0.000202615 0.000325697 8.71213e-05 -0.000181513 -0.000761547
internal_weight=71.5621 71.157 68.9119 37.6326 31.2794 21.1166 3.17571 10.1628 7.0345 3.12827 0.50238 37.0917 2.09999 0.817232 0.32294 0.145138 6.53212 5.3057 0.913076 0.615105 34.9918 9.31676 0.821702 25.675 24.6696 23.5022 11.3773 12.1249 4.32074 1.56346
internal_count=4034 2848 2101 1218 883 547 109 336 226 110 50 1182 202 141 79 71 176 143 84 74 980 306 174 674 633 597 245 352 119 65
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=20 22 17 23 20 9 10 6 16 22 22 20 18 22 2 6 14 12 6 6 21 10 9 18 0 15 3 20 23 22
split_gain=0.0183868 0.114245 0.14477 0.157533 0.0940318 0.0805982 0.124653 0.0723523 0.0903607 0.208892 0.0711789 0.328681 0.125601 0.119457 0.107069 0.138652 0.0971826 0.0600809 0.0802844 0.0584423 0.0751363 0.106481 0.0796774 0.185817 0.216879 0.160891 0.0683696 0.173121 0.0644756 0.0866792
threshold=40.241071441700008 -0.12546499999999997 188.10488866565001 0.084360000000000018 38.804080188450008 201.61239113610003 71.504920895500007 16.455384477450004 22.654947022900004 -0.078504999999999991 -0.058374999999999996 41.289992964000007 13.077716774800001 -0.032369999999999996 216.11743889730002 16.515385879350003 285.93967426180006 155.06885325350001 14.335334942800001 16.555386813950005 3.7490673461500008 62.084563606450011 213.27127849780001 14.420596409350003 93.953546284800012 16.914647018700006 94.340684255550016 39.896141435400004 -0.09053499999999999 -0.094519999999999993
decision_type=2 2 2 2 2 2 2 2 2 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 17 4 -4 -5 -7 8 -2 -10 14 -12 13 -13 16 -16 -9 18 -1 20 21 -3 23 -22 -25 -26 27 -21 -23 -30
right_child=7 19 3 5 -6 6 -8 10 9 -11 11 12 -14 -15 15 -17 -18 -19 -20 26 22 28 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.10239239788195079 0.0048579472070441288 0.069217296153359337 -0.10169527130671011 -0.10479593627770199 0.066362863640585676 0.037478001941865881 -0.10287460086241657 0.00085311938565466462 0.0015161862948847133 0.086930389677069328 -0.00069930142062678811 -0.10482038061514923 -0.10476731062273464 0.052898787089601385 0.07348646186892295 0.0020159054095382268 -0.037971019008232229 0.076396552908824689 0.0049445585358316177 0.070201475021812995 -0.0075495121112621709 0.043603798477370379 0.012794615998732647 0.061050120880598462 0.071009067078899424 -0.10841484155669284 -0.00061848331776738919 0.0029295992084503709 0.029744397360825986 -0.0028756420529053705
leaf_weight=0.077673503495136798 24.831974390384875 0.2512260417279365 0.043528942636285706 0.41122564062240485 0.14158454934135989 0.12588500454148743 0.12723875468145707 9.8153288549065074 0.78830186898267129 0.44964705983875208 3.1785137276101518 0.080292557997381997 0.48287179543603997 0.11948448221642094 0.4534267222247752 0.67629543042676232 0.69006882057146945 0.099977942396794361 0.67745887070748267 0.61217869067331721 4.2396186106661835 0.37451687224675989 1.2752568083551521 0.11422127857804287 0.055575889151267432 0.49609945515192067 1.6696037761939804 1.0198193490505216 0.92775668602673445 6.6789756665464077
leaf_count=38 1866 17 54 61 32 14 47 271 35 38 66 14 57 132 63 69 15 100 141 48 87 71 41 17 41 124 68 4 63 340
internal_value=0.00176902 -0.000771321 -0.0254977 -0.0547372 0.0268444 -0.077469 -0.0330736 0.00295584 0.00617246 0.0325403 -0.00245559 -0.0142205 -0.0771772 -0.0104903 0.00144864 0.0307014 -0.00169712 0.0035487 -0.0060962 0.00160792 -0.00114109 0.00511496 -0.00947383 -0.0152628 -0.0643717 -0.0903396 0.0136088 0.0281639 0.00309721 0.00110287
internal_weight=60.9856 19.4194 1.70457 0.849463 0.185113 0.664349 0.253124 41.5662 26.0699 1.23795 15.4963 3.86116 0.682649 0.199777 11.6351 1.12972 10.5054 0.85511 0.755132 17.7148 14.4132 8.23248 6.18077 4.90552 0.665897 0.551675 3.3016 1.632 7.98125 7.60673
internal_count=4034 1408 487 208 86 122 61 2626 1939 73 687 269 203 146 418 132 286 279 179 921 801 491 310 269 182 165 120 52 474 403
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=7 7 16 20 9 23 23 9 3 20 17 22 21 21 22 20 15 13 21 6 10 0 15 22 21 23 18 10 0 10
split_gain=0.018226 0.0568878 0.0413754 0.0922193 0.0494263 0.0463032 0.0281122 0.0422029 0.023908 0.0234575 0.0305083 0.0232702 0.0226327 0.113266 0.107043 0.0336182 0.021829 0.120948 0.0754691 0.161865 0.180486 0.0674728 0.0338508 0.0849266 0.133721 0.124562 0.109045 0.166695 0.0999298 0.0609807
threshold=22.105125139000005 22.181995028450004 22.744946812400002 43.426640904350009 63.789425898000005 0.46120500000000009 1.0000000180025095e-35 66.346857137250012 108.33142036645002 36.491284729650012 181.79266834725004 -0.54526999999999992 17.127134634300003 18.593782865600001 -0.011675 42.558389508100007 46.074827201850006 117.56896250265002 15.309137451250002 16.495385412050002 62.132955852800002 88.606203063300015 41.492094664050008 -0.06828999999999999 6.4178488307500006 -0.11789499999999999 13.276755824150003 62.041548276350007 87.009258933850006 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 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 3 5 -5 9 7 -6 -9 10 11 -1 16 -14 15 -15 18 21 22 20 -20 -18 29 24 25 -24 -25 -28 -27 -3
right_child=1 12 -4 4 6 -7 -8 8 -10 -11 -12 -13 13 14 -16 -17 17 -19 19 -21 -22 -23 23 26 -26 28 27 -29 -30 -31
leaf_value=0.077157623886699514 0.050855485876163134 -0.0087703191393441633 0.002713154965564556 -0.051428842948046727 0.066666420350118813 0.10049183362177927 0.075317338667098693 0.010074600512714719 -0.10127305793944541 -0.10164439782989992 0.06292022012756654 -0.10085333734828028 0.089598605025176872 -0.10383000219852068 0.075142363317995634 -0.0099000720817984441 -0.10221585664079483 0.00075442627267168492 0.093974914121361247 -0.091349482871817156 -0.073802372631578697 0.0089019916014987325 -0.0017950933633724628 0.0073433345216291808 0.012136527439867774 -0.10327446966255514 0.089698720568951326 0.00074125773412199566 -0.018999016398882716 0.0025534773824524553
leaf_weight=0.0086075109429657459 0.236368119508369 5.3490916036735134 1.1501995334547244 0.10268721301746453 0.059685780403640365 0.014727638103067875 0.090717738901730627 0.038757323192271542 0.038377821588937877 0.1818643105073221 0.022206758626445833 0.05000896322617876 0.16311595707759252 0.095055977026873961 0.080943730424053228 0.06359673642538155 0.19410639106263206 1.8261769795335565 0.14537980081513424 0.26231564301997423 0.11470726948806487 0.076059150334913284 1.007137309759855 1.3825439209549579 3.5891880646595382 0.27739398357516609 0.50498074513234303 0.3614040424436098 0.28552173770003719 42.864658338297204
leaf_count=8 31 107 57 130 27 1 84 46 58 276 10 141 40 18 12 32 62 100 7 12 65 7 7 26 38 26 37 32 22 2515
internal_value=0.0015959 0.00189545 -0.00843796 -0.0295458 0.00616062 -0.0720496 0.0321505 0.00352916 -0.0453253 -0.0817232 -0.0368976 -0.0747134 0.00169812 0.0253233 -0.018435 -0.0661777 0.00153476 -0.00848428 0.00190885 -0.0359225 0.0199794 -0.0709331 0.00226417 0.00855765 0.0014886 -0.0228529 0.0247747 0.052591 -0.0605283 0.00129715
internal_weight=60.6376 58.8797 1.75784 0.607641 0.330226 0.277415 0.227539 0.136821 0.0771351 0.262688 0.0808232 0.0586165 58.6434 0.402712 0.239596 0.158653 58.2407 2.09634 56.1443 0.522403 0.260087 0.270166 55.6219 7.40817 5.15924 1.57005 2.24893 0.866385 0.562916 48.2137
internal_count=4034 3196 838 781 345 436 215 131 104 435 159 149 3165 102 62 50 3063 169 2894 84 72 69 2810 188 93 55 95 69 48 2622
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=16 23 15 10 0 8 20 19 15 19 10 9 22 5 10 0 22 20 7 2 10 12 13 16 16 18 10 0 3 10
split_gain=0.0165869 0.109855 0.0307525 0.0846986 0.132432 0.0818195 0.0666736 0.0357054 0.0262044 0.132357 0.122331 0.0720349 0.162027 0.0811313 0.0693397 0.0410805 0.0388361 0.0316921 0.0307353 0.175847 0.0265395 0.0773893 0.121888 0.155354 0.0390362 0.327229 0.14453 0.25989 0.104655 0.0729733
threshold=12.644970430600003 0.093580000000000024 20.520114807950005 76.599549052750021 98.674478761850011 7.943800736700001 41.827117825850003 11.550931964450003 24.191310790650004 12.851036860900001 71.365121072750014 206.36238950785003 -0.046635000000000003 16.569990495050003 75.634392583900009 97.674372337300014 -0.55200499999999997 47.927946529500012 24.175586727800006 49.864842700850012 75.408562100950022 191.60361862930003 103.23410375110002 17.684958644900004 18.634956423400002 14.937945183950001 71.015621515800021 96.039789794050009 84.974096129100005 70.206395618550019
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -6 -2 9 11 16 13 15 14 -4 -13 -11 -18 19 -15 24 -22 23 -23 25 26 28 -28 -10 -30
right_child=2 -3 8 4 5 -7 -8 -9 20 10 -12 12 -14 18 -16 -17 17 -19 -20 -21 21 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.088646787759810233 0.035897458272399624 0.0060568495352902076 0.040127966599072286 0.095833767031706929 0.0095100874398692005 -0.064514897726769799 0.080727516479316877 -0.093245117173042083 0.086617601000703939 0.10038658428479369 -0.10209876854097828 -0.03486395829362389 0.0051612586751225266 0.0031553179831863599 0.0029114053618290565 -0.10484794377956891 -0.1005142847666676 0.033241244829904565 -0.0010060571128896695 -0.11342852039723138 0.0045395402723078081 -0.10052337593328242 0.098467490870685404 0.099809698684496226 0.002046733523166764 -0.1015825625558122 -0.10251854543972885 0.0067367125186230566 0.02825988089654858 -0.10267942918089626
leaf_weight=0.15397234217361244 0.027436481013863978 0.59898097983313292 0.87373971377996817 0.2047048016456755 1.1747427404807238 0.13403092889893731 0.14801998985706166 0.097449636595229094 0.30742483233871087 0.041049181134440005 0.25291151462897687 0.13293397048983024 0.62591625539062068 0.51071404665708575 1.1723187829429662 0.22728231310975389 0.029818533670549985 0.043639662791974843 1.5810586045263333 0.1732710174355816 2.2445284188363526 0.090808266798376169 0.23427764454390854 0.067470497899051907 47.110547080645574 0.34228625113610167 0.26236697618151072 1.2795504733512642 0.19100265181077702 0.054765970318840118
leaf_count=798 23 146 28 30 101 33 89 124 28 10 131 15 20 2 77 37 46 9 10 132 48 84 9 20 1517 133 108 25 176 25
internal_value=0.00144016 -0.0133092 0.00162638 0.014549 0.0205187 0.00993566 0.0174795 -0.0648735 0.00122734 -0.00523253 -0.0632731 -0.0012068 -0.025589 0.00437045 0.0188042 -0.0790211 0.022481 -0.0210535 -0.00866784 -0.0263784 0.00192855 0.0117037 0.0526665 -0.0151261 0.00140829 -0.0109318 0.0038782 -0.0118538 0.0477279 -0.000918044
internal_weight=60.389 0.752953 59.6361 1.78638 1.6615 1.45679 1.32276 0.124886 57.8497 5.66465 0.367419 5.29723 0.986133 4.3111 2.04606 0.360216 0.114507 0.0734582 2.26504 0.683985 52.185 2.63708 0.392556 0.158279 49.5479 2.4374 2.09511 1.54192 0.553193 0.245769
internal_count=4034 944 3090 400 253 223 190 147 2690 517 196 321 72 249 105 52 65 55 144 134 2173 161 113 104 2012 495 362 133 229 201
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=20 22 6 7 5 17 22 16 21 20 23 17 17 10 18 3 16 23 8 10 2 19 22 7 15 7 22 6 7 20
split_gain=0.0930715 0.212408 0.156484 0.177998 0.169624 0.140086 0.128999 0.118135 0.117602 0.115979 0.305488 0.141689 0.104135 0.144059 0.103951 0.360433 0.292423 0.128666 0.198885 0.134836 0.158154 0.141577 0.119668 0.102725 0.20231 0.130849 0.20327 0.258231 0.121836 0.160126
threshold=40.241071441700008 -0.14429 16.585387514950003 22.649177329550003 21.043187000650004 190.4716172434 -0.24468499999999999 12.604970524100002 4.1620892039000008 40.003678352300007 0.094175000000000023 194.19264200700002 203.48482458890001 71.504920895500007 14.656441317600001 84.812788641250009 18.664956353200004 0.082935000000000023 7.943800736700001 71.015621515800021 145.31340866805002 13.751109481500002 0.051245000000000013 22.381996090050006 37.606388722050006 22.721067571950005 -0.086139999999999994 16.565387047600002 22.907491544400003 41.257403903850005
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 -4 6 -1 -2 -6 14 11 -11 -7 -14 -3 17 -17 18 22 -19 -21 -22 -16 24 -9 26 27 -25 -27 -30
right_child=2 9 3 -5 8 12 -8 23 -10 10 -12 -13 13 -15 15 16 -18 19 -20 20 21 -23 -24 25 -26 28 -28 -29 29 -31
leaf_value=0.00049285351038990852 -0.0014621270690047766 0.00027523159166327406 0.001985789967441965 -0.0017167915852517931 0.00061829640228292871 -0.00166566743721479 -0.0019869009336654139 5.1463719296462608e-05 -0.0012712950386371269 -0.0019533473088521268 0.00011120117695990706 2.4661333084653053e-05 0.00096975148912455534 -0.0019878820468143951 0.001735868110654447 0.00073237910726528521 -0.0020436408443615614 0.0015625113268505249 -0.0018226534540685879 0.00032210153722884625 -0.0018322370743775744 0.0016202956780735924 -0.0019955548768715711 0.0018865680604809372 -0.0020199001895208207 -0.00013733905557823296 0.00022023829776481225 0.00021463213444802991 0.00045753566487558446 0.00019205697584501638
leaf_weight=0.48674276993415333 0.15358660784038747 14.476931728284404 0.13797211184282687 0.32718419333468773 0.22164892611181131 0.54819571329804262 0.096673994127004503 1.2125187352967248 0.2953905689801104 0.48099133029495478 2.3920894231478087 0.19595446984385489 0.16393219400197268 0.10315865973876726 0.13471980274206785 0.19852751970756788 0.55024089221842587 0.29826332069933448 0.28285755006800173 2.9582450985129758 0.24100301229858434 0.056339355651289225 0.043782339669803605 0.86115576226802681 0.21315506428072684 2.9498096874558533 1.8568918607707008 0.60445943498052657 12.731396371895242 27.827135903696671
leaf_count=103 568 367 6 41 64 74 165 295 193 36 25 34 7 87 28 13 65 9 37 142 149 2 65 41 24 80 73 9 236 996
internal_value=0.000190608 8.96235e-05 0.000239081 -0.000535746 5.41972e-05 -0.000651599 8.19504e-05 0.000254801 -0.000461249 0.000136094 -0.000217888 -0.00138078 -0.00117653 -0.000172577 0.000192556 -5.86812e-05 -0.00130761 0.000174223 -0.000799952 0.00030069 0.000185087 -0.00117806 0.000820639 0.000260266 -0.00025823 0.00027605 0.000651112 0.00119702 0.000247409 0.000275391
internal_weight=73.101 23.7086 49.3923 0.982196 0.655012 1.3987 0.583417 48.4101 0.517039 22.3099 3.06904 0.676946 0.815287 0.267091 19.2409 4.76398 0.748768 4.01521 0.46136 3.55385 3.25559 0.297342 0.178502 48.2565 1.42567 46.8308 3.32251 1.46562 43.5083 40.5585
internal_count=4034 1408 2626 304 263 436 268 2322 257 972 95 70 168 94 877 510 78 432 130 302 293 151 93 1754 319 1435 123 50 1312 1232
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=13 12 15 13 22 15 9 2 19 19 5 6 16 7 10 15 10 3 15 17 21 16 10 16 0 13 22 2 6 6
split_gain=0.0271123 0.0308795 0.0256862 0.0315212 0.0312865 0.0276928 0.0181552 0.0563949 0.0368293 0.0649507 0.0234882 0.0979708 0.110094 0.0617961 0.193568 0.038639 0.117772 0.218518 0.066252 0.0650796 0.0377074 0.0349487 0.12259 0.153035 0.0339422 0.0608093 0.127548 0.0342775 0.0328428 0.100781
threshold=98.050756475600011 150.73104262400003 21.092276343250003 95.862351557400004 -0.11963999999999998 20.229639301750002 223.29399794390005 310.17567643235003 14.051133688400002 13.451085274650001 23.545618314050007 16.395383075500003 21.094950670800003 22.977992916200005 61.778079379550007 41.492094664050008 62.046925192600007 94.340684255550016 42.246988155050012 191.37184185705004 5.3480431922500005 22.674946976100003 61.977025281250008 22.714946882600003 86.162394622750014 117.60660091645001 -0.53569499999999992 211.52504573410002 16.565387047600002 16.545386580300001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 10 8 9 -8 15 12 -12 14 -13 21 17 20 -18 -20 -17 28 23 -23 25 -15 -27 -28 29 -2
right_child=6 2 -4 4 -6 -7 7 -9 -10 -11 11 13 -14 24 -16 16 18 -19 19 -21 -22 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.10032904183745446 0.0020349810797187281 -0.10057985819601978 -0.10027996902976564 0.084418526580764708 -0.033008285266998401 0.066165179486002465 -0.018410301593457402 0.092566526478729247 -0.037078960142253148 0.092777079444502308 0.038473918433274794 -0.0027311369263398966 -0.087448307310501877 0.0051139789080530875 -0.097804550343906768 0.099137664451233995 0.013734887086395094 -0.0064161665412562048 0.0019541745706714913 -0.049618607446258137 0.05223325050029011 -0.10610227027694225 0.0024602678363207712 0.013085850215062823 0.014361080956012386 0.0053729041792547286 -0.032935157918839837 -0.099507231995780487 0.01259927053874915 -0.031149800811953718
leaf_weight=0.052383549598804424 43.138979788768609 0.03925285225192976 0.028219458733673264 0.057658403078903575 0.037411137883509582 0.013346609104928575 0.12188185269042051 0.089733559005253483 0.13560476922430098 0.092342873045708984 0.093865295813201466 1.2268787144305404 0.26673241120806779 2.7577098691035649 0.25943206515080408 0.33360565267503195 1.2273849700577559 0.63336167950183153 0.54898932296782721 0.44142524241760839 0.35249642957933247 0.26504992600530286 1.4106227017473427 0.18149404915311607 1.9254405784886328 0.51842932403087616 0.12458036113184778 0.20398305644448556 2.7478361716857753 0.93500275257974763
leaf_count=305 1621 697 102 43 26 13 35 23 20 19 54 375 58 63 188 22 13 13 8 44 20 18 37 31 28 2 22 33 78 23
internal_value=0.00146428 -0.0329337 -0.0128619 0.00384369 0.0382095 -0.0582699 0.00159508 0.0218436 0.00370277 0.0295177 0.00144572 -0.00383615 -0.0546702 -0.00122363 -0.019326 0.00219194 0.0122832 0.0359397 -0.00179101 -0.0210317 0.0750397 0.00145865 -0.0119951 -0.0576593 0.00364166 -0.00208409 -0.0255202 -0.0742653 0.00199229 0.00133099
internal_weight=60.2611 0.228272 0.175888 0.147669 0.0950695 0.0525995 60.0329 0.439563 0.349829 0.214225 59.5933 7.37705 0.360598 7.01645 1.48631 52.2162 3.53726 1.31946 2.2178 0.990415 0.686102 48.679 1.85717 0.446544 5.53014 3.6047 0.846993 0.328563 46.8218 44.074
internal_count=4034 1186 881 779 69 710 2848 97 74 54 2751 823 112 711 563 1928 120 55 65 52 42 1808 86 49 148 120 57 55 1722 1644
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=7 10 13 7 23 22 12 12 8 17 5 7 6 18 9 12 22 6 16 7 9 18 18 18 15 15 5 16 16 18
split_gain=0.120833 0.0994008 0.0953704 0.0800592 0.0780146 0.083847 0.0833877 0.282922 0.212731 0.211235 0.310266 0.193785 0.26914 0.233382 0.228696 0.203596 0.172964 0.164777 0.325326 0.20325 0.206461 0.137371 0.12837 0.127743 0.124886 0.220728 0.299724 0.229714 0.496674 0.197691
threshold=22.061824394000002 60.613977009100005 117.69263157665002 21.946499523750003 -0.27453499999999997 -0.13125999999999996 132.72446965985003 128.52556993515003 8.2435668022500028 200.36843462235004 17.089764221050004 23.109894804950002 16.375382608200002 13.314799198000001 187.94830913940004 144.57070813310003 -0.096529999999999991 16.525386113000007 22.544947280100004 23.150522195450005 192.31210988165003 13.258241318650002 15.373697821050003 13.142272494650003 25.621990087700002 28.626568391100005 16.787983692950004 18.704956259700005 18.684956306450005 15.912798531700002
decision_type=2 2 2 2 2 2 2 2 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 4 -1 5 -3 7 9 -9 -6 22 12 14 21 15 -8 -12 19 -19 -13 -21 23 -11 -14 29 26 -26 28 -27 -22
right_child=1 2 -4 -5 6 -7 11 8 -10 10 16 17 13 -15 -16 -17 -18 18 -20 20 24 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00019367843780528456 -0.0014610346808518386 -3.400587849788686e-05 0.00048272927366291491 -0.002035580524398103 0.00028749184933714268 -0.0015020318853098693 -0.0019877702938933682 0.00035786368759062304 0.0017569466317377076 0.00053650338842681992 -0.00022501294315187034 0.0013367378710013908 0.00016853249594376725 -0.00089212387981626095 -0.0016475346778060868 0.0016739280743170042 -0.0020345257886285923 0.00034403315311213825 -0.0010430549621701785 -0.00094923932233558503 -0.00097828768855096103 0.00078323404140350666 -0.00033012585692791363 -0.00059545794763884801 8.4489309614109453e-05 -0.0013668023236994586 0.0017277099446455699 0.00026054056144506527 0.001984860665078976 0.00013864398529096197
leaf_weight=2.251931142278536 0.14092129714845114 0.49699358836477359 3.9732239917211691 0.094535992168402916 20.295703873993922 0.21398663097052306 0.08691687692043959 0.8499813356559105 0.82182844681665301 1.2876417897641657 0.34904513141373206 0.62025679134057909 3.7218503447093099 0.99473291976755707 0.75163493652144098 0.17781178077717641 0.48568846361013085 1.4313917271792882 1.1909858565923057 0.58643049712290718 0.80869093710134921 1.0351489245222181 1.342024338177225 1.0872405852715017 0.81039801421866531 0.82829195645172393 0.90151632181368768 25.071090326924605 0.21387774497270584 2.4703159616884136
leaf_count=806 49 32 61 15 683 38 5 43 64 7 37 18 79 31 38 60 34 23 28 684 80 17 55 35 50 174 33 435 6 314
internal_value=0.00017009 0.000184159 0.000187339 -0.000267886 0.000170313 -0.000475844 0.000177047 0.000265967 0.00104563 0.000211108 -0.000236375 0.000124196 -0.000154072 -1.41563e-05 -0.00109554 0.000471703 -0.00127788 0.00018677 -0.00028593 0.000225134 0.000203378 0.00013528 9.42276e-05 -4.19067e-06 0.000225109 0.00026776 0.000949831 0.000223045 -0.000678962 -0.000136821
internal_weight=75.3921 73.0456 72.9047 2.34647 68.9315 0.71098 68.2205 25.4319 1.67181 23.7601 3.4644 42.7886 7.85534 6.83897 1.01636 0.264729 0.834734 34.9332 2.62238 32.3109 31.6906 5.84424 2.62967 4.80909 31.1042 27.8252 1.71191 26.1133 1.04217 3.27901
internal_count=4034 3213 3164 821 3103 70 3033 923 107 816 133 2110 265 162 103 65 71 1845 51 1794 1776 131 62 114 1092 698 83 615 180 394
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=8 22 8 22 22 9 10 22 15 12 17 0 6 16 17 6 19 17 17 0 16 17 14 6 7 20 22 17 13 5
split_gain=0.0165223 0.0579152 0.0554002 0.121045 0.0360527 0.0241778 0.0997091 0.026294 0.0252236 0.0247926 0.105373 0.0881113 0.113554 0.0335488 0.0279269 0.129378 0.0662975 0.035493 0.0749639 0.0727014 0.135912 0.0257283 0.0261396 0.0476367 0.0403627 0.0207114 0.0758348 0.125432 0.0838777 0.0992071
threshold=9.5425530862500008 0.022350000000000005 9.0429429770000009 -0.08786999999999999 -0.14429 223.29399794390005 78.728807892050014 -0.078504999999999991 12.836982748150001 327.59572666555005 203.92158861145001 86.756543869550015 13.565316951450002 22.694946929300002 208.33805927010005 14.205331905300001 14.551174033150001 205.32027903760002 205.83789591070004 91.73825678530001 15.164964537700001 210.48525482865003 268.28886379660008 12.165284239900002 27.703316924600006 40.241071441700008 -0.14259499999999997 191.86029796145002 109.72404167800001 22.468249633400003
decision_type=2 2 2 2 2 2 2 2 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 -4 -2 9 7 -7 -8 14 13 -12 -13 -11 17 21 -17 25 -19 -20 -21 -16 -23 24 -24 26 27 28 -1 -30
right_child=1 -3 3 -5 -6 6 8 -9 -10 10 11 12 -14 -15 15 16 -18 18 19 20 -22 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.038098646692949711 0.0097757373433660019 -0.040034799888882686 0.014307893833691486 -0.10135174055010272 0.089701365787589527 0.026908841122205769 0.053547597915662465 0.097485155575847665 -0.10065219085085853 -0.1036977397364157 -0.10163216900838903 -0.10210065474668038 0.078640222106390947 0.061109884149997379 -0.018743836616733078 -0.10145504714176756 -0.0092773718780193842 0.082395172260649394 0.047538939315451743 0.07870623520934146 -0.10189427478953997 0.0016398771386424841 -0.1006179442259553 0.083108271163799652 0.048331160406354996 0.0031845468304726888 0.00036219320119596437 -0.079654608186901954 0.10050363454236344 -0.071339622220889021
leaf_weight=0.20391714112967108 0.10730492257425794 0.09853874241525773 0.20223116227134597 0.16375975041046231 0.11905362075049097 0.097932752527412958 0.013004317705537005 0.11451512458734114 0.057571539986611242 0.13920224663244951 0.0524179913700209 0.043376174827749026 0.17501506356347818 0.013554280856624246 0.56749364554235615 0.20715555854258116 0.1251758795697242 0.17078115769982005 0.18022126145660877 0.062631660602733064 0.12450348074480644 1.6415995122041804 0.03406155576026737 0.10987074048898648 0.039050981523885753 37.592971997302804 17.279084028074482 0.31754543931819512 0.13029036857187748 0.045267404691912816
leaf_count=150 25 32 30 42 30 28 52 22 50 209 11 103 47 12 45 52 13 11 24 22 38 77 37 12 74 1880 732 58 11 105
internal_value=0.0014662 0.0239561 0.00134423 -0.0374431 0.0518127 0.00158266 0.030741 0.0649514 -0.0722393 0.00144339 -0.0226636 0.0147969 0.042742 -0.0890741 0.00161695 -0.00827039 -0.0667354 0.00209705 0.0276553 0.00220722 -0.0414497 -0.00014784 0.00563601 0.0414865 -0.021061 0.00184954 -0.000942321 -0.0332811 0.00552429 0.056194
internal_weight=60.2291 0.324897 59.9042 0.365991 0.226359 59.5382 0.283024 0.212448 0.0705759 59.2552 0.423566 0.270809 0.218391 0.152757 58.8316 2.72441 0.332331 56.1072 0.538138 0.367356 0.187135 2.39208 1.82458 0.182983 0.0731125 55.5691 17.9761 0.69702 0.379475 0.175558
internal_count=4034 87 3947 72 55 3875 152 50 102 3723 382 161 150 221 3341 310 65 3031 95 84 60 245 200 123 111 2936 1056 324 266 116
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=16 16 16 7 18 13 16 7 22 14 23 4 20 23 22 20 21 16 18 0 10 21 16 15 3 22 20 18 14 12
split_gain=0.0977246 0.0926702 0.108152 0.0766429 0.0767855 0.188492 0.325055 0.176013 0.147856 0.121625 0.193818 0.317891 0.171681 0.15988 0.151737 0.211684 0.113259 0.29977 0.272376 0.285058 0.194237 0.132615 0.10781 0.10708 0.198475 0.193349 0.117696 0.322779 0.0974161 0.229937
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 22.105125139000005 13.893471991850001 117.41840884735002 22.604947139800004 23.397000037200005 -0.077085000000000001 195.25924573520004 0.088350000000000026 175.31744532325004 38.625745710700009 0.091290000000000024 -0.079634999999999997 40.984321400500008 8.8898213993500015 15.584963555600002 14.199468390000002 94.047642319350018 75.634392583900009 8.2292317348500017 22.614947116400003 36.742238227650013 93.281431752200021 -0.013805 41.289992964000007 13.091807150500001 162.62753922915002 90.84682862195001
decision_type=2 2 2 2 2 2 2 2 2 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 9 7 -7 8 -6 10 11 28 -12 -14 15 22 21 20 -19 -20 -18 -9 -11 -16 25 -25 -26 -28 29 -5
right_child=3 -3 -4 4 5 6 -8 16 -10 14 12 -13 13 -15 23 -17 17 18 19 -21 -22 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.0019907683581291686 -0.0001565065111857938 -0.0019738001721667313 0.0017333683923340891 0.00016720414650351972 0.0002755239366661058 -0.0018907228947468682 0.00072597531640783452 0.00019852078728240451 -0.0020493238947948867 -0.00012567408097453715 0.0010079333191897165 0.001950679865586218 -0.00053740343515801519 0.00029880568543679507 9.5387202804321744e-05 0.00017749197153486276 0.0019131242208108574 0.00076804732151834483 3.0226753628413626e-05 -0.0020103577530708942 8.5526688756348607e-05 0.0012034063265491883 -0.00091983412348469807 0.0011460332813159307 0.00036857459619099093 0.00028039383781938563 0.00038077119623707657 -0.0018614050679966623 -9.3487600696167783e-05 0.0018243337601844484
leaf_weight=0.049000438955885239 2.2792794226297692 0.15539920272294694 0.07723998768869933 0.85217866026505251 0.18024350133146072 0.45036778131179644 0.30689305113628507 26.128656687649034 0.25252798200018034 1.7549015153199428 1.0679480403196064 0.78005035361275066 1.0581918284296987 5.1933095410349779 4.3584627290256348 11.52641162032887 0.28440095146288458 0.32647050352534268 0.41488346279220401 0.71989395716400395 1.0454408413640974 0.51486398234010167 1.0506836054846642 2.4144572739023715 4.0514419698156416 1.6839105202816407 0.75912063086434478 0.36579167998752382 0.73041534353978921 0.51737139653414488
leaf_count=455 740 435 40 22 37 66 36 951 56 34 26 75 21 74 33 208 12 18 40 172 145 42 37 42 62 26 22 55 17 35
internal_value=0.000192669 -0.000960057 0.000287838 0.000197237 0.000208958 0.000135827 -0.000830261 0.000160321 -0.00108106 0.000267641 0.000450928 0.000881832 0.000281378 0.000157261 0.000200793 5.9925e-05 0.000178573 -0.000197217 -0.000810238 -0.0012643 0.000476378 0.000217939 -0.000423085 0.000348882 0.000468006 0.000790365 0.00021278 -0.000348325 0.000484799 0.000793214
internal_weight=71.3502 0.28164 0.12624 71.0686 68.7893 30.6246 0.757261 29.8674 0.432771 38.1646 10.1995 2.88002 7.31945 6.2515 27.9652 14.332 29.4346 2.79109 1.46125 1.13478 1.32984 26.6435 2.80559 13.6332 9.27472 4.09837 5.17635 1.12491 2.09997 1.36955
internal_count=4034 930 495 3104 2364 1575 102 1473 93 789 270 149 121 95 519 279 1380 387 230 212 157 993 71 240 207 68 139 77 74 57
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=12 12 7 12 9 22 22 15 2 22 3 17 7 20 20 2 20 7 4 19 6 12 22 6 22 13 17 8 20 9
split_gain=0.0160987 0.138323 0.14554 0.0938574 0.167332 0.0726651 0.121075 0.168981 0.0776331 0.0559287 0.111312 0.162576 0.119936 0.110556 0.179806 0.0734362 0.139597 0.134674 0.0726542 0.199161 0.0974747 0.0891375 0.075922 0.107743 0.059174 0.0559185 0.0536719 0.159189 0.124723 0.0452958
threshold=147.88310320375004 152.73554204000004 22.721067571950005 144.57070813310003 205.67007911670001 -0.58559499999999998 -0.18231499999999998 31.756370566200005 95.420340682600013 -0.101395 93.14163192940002 189.95176274255002 22.620600126450004 42.899217095850013 43.847983878700006 71.340832650850004 39.896141435400004 23.314707969200004 202.19493194685001 13.351077205700003 14.205331905300001 128.52556993515003 -0.078649999999999984 16.455384477450004 -0.13509999999999997 109.46594969745001 199.84861692095004 7.943800736700001 42.360359531950003 201.32298960505003
decision_type=2 2 2 2 2 2 2 2 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 8 7 -7 -1 10 15 12 24 18 -15 17 25 -8 21 20 -20 26 -23 -24 -12 -17 29 -28 -29 -11
right_child=1 -3 -4 4 -6 6 9 -9 -10 13 11 -13 -14 14 -16 16 -18 -19 19 -21 -22 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.010624648469793274 0.025173929695403049 0.00075718677227672648 -0.094472074486638843 0.008983036615673649 0.1008014537736705 -0.10178269371958444 0.015393014874337987 0.053811240168394815 0.083119001679533275 -0.00015129293486697181 0.09200627345453441 0.10091381585891118 -0.076787998034262658 -0.10220394331147964 -0.0044818368678893111 0.026852829302013999 0.002803408076286853 -0.10408793923018658 -0.017022046939736579 -0.088179751952308483 0.061342242774402561 0.0098717534550249002 0.089639653112672413 0.0040051477622869589 -0.010490845590764962 0.10083731250002843 0.011542657274786813 -0.078600210809839921 -0.0072610174464973355 0.012280777061125828
leaf_weight=0.14591170719359681 0.15246143343028862 32.067745994337947 0.30517104509431192 0.76342037499887172 0.26821480553644506 0.24543310405031249 0.22144350968302307 0.097539007314480841 0.22389924069773315 11.696646173418452 0.1248051531802048 0.324825469404459 0.12310827974579297 0.27130895206909045 0.61530087181565563 0.1968345067907652 2.8576913625856264 0.16435497571364976 0.5972012788880281 0.33122243231264292 0.21618919104366796 1.2282551252465053 0.34567140368744631 0.2555364094550896 0.10265519271706569 0.21239059837535024 1.1309512964144226 0.49826596275670443 0.48227427038364112 3.910505383406643
leaf_count=18 26 2295 49 62 14 297 16 15 37 248 31 18 10 79 133 32 166 48 74 27 25 11 63 16 17 13 15 46 4 129
internal_value=0.00148624 -2.18542e-05 -0.0546117 0.00326014 0.0328549 0.00211323 0.0014931 -0.0575328 0.0461317 0.00227451 0.0126492 0.0499443 0.00271752 0.000193688 -0.0343855 0.00575327 0.0106258 -0.0355074 0.00167528 -0.0228122 0.00380622 0.00310912 0.0241242 0.0532417 0.0457483 0.0652513 0.000939293 -0.0140239 -0.0435124 0.00296367
internal_weight=60.1772 32.5254 0.457632 27.6519 1.03164 26.6202 26.2504 0.342972 0.369811 25.9074 4.32811 0.675394 0.350569 21.5793 0.88661 3.65271 3.26692 0.385798 20.6927 1.14461 0.81339 19.5481 1.82946 0.601208 0.22746 0.409225 17.7186 2.11149 0.98054 15.6072
internal_count=4034 2370 75 1664 76 1588 1533 312 55 1221 351 76 58 870 212 275 211 64 658 126 99 532 90 79 48 45 442 65 50 377
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=22 7 15 2 19 12 19 22 2 20 22 21 6 2 18 18 15 6 21 20 17 10 17 13 22 15 4 15 22 15
split_gain=0.0186414 0.0647603 0.082678 0.0815933 0.0645556 0.0603948 0.0589939 0.0571915 0.141513 0.280795 0.0712835 0.250716 0.0998891 0.0889318 0.24582 0.116046 0.0646078 0.0831485 0.226796 0.0562835 0.210995 0.128274 0.0944777 0.0740947 0.0676914 0.16083 0.110893 0.0950768 0.0711347 0.245383
threshold=-0.037054999999999998 26.157592435900003 20.520114807950005 41.467794892200004 13.351077205700003 172.63877719270002 14.651182102100002 -0.053159999999999992 84.960908098050012 40.720231579350006 -0.06483499999999999 7.403539147550001 16.385382841850003 71.340832650850004 13.552878921100001 13.023291802750002 42.493282152450007 16.415383542800004 6.4178488307500006 43.384297312450009 191.08747234645003 69.873026810350026 195.00249838555001 117.53132408880002 -0.50001499999999999 22.662932349550001 267.94697827110002 22.151858238250004 -0.167075 37.491361913600009
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -4 -3 -2 10 -9 -10 13 12 -12 14 15 -5 19 18 -18 24 21 23 -22 -21 25 27 -27 -15 29 -26
right_child=6 2 4 7 -6 -7 -8 8 9 -11 11 -13 -14 16 -16 -17 17 -19 -20 20 22 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.069053520734935703 0.0032200540694495117 -0.10059838892687284 -0.10245083528069335 -0.032223489125866957 0.0032221764610261233 0.038877995706971785 0.04660921842144225 0.00062747354782958457 -0.00014458843621413279 -0.097431798409800929 -0.016619906807858176 0.0744107547860971 0.025565473724608032 -0.036487925632665286 -0.089441029316920995 0.072695643996293274 -0.098635026043351393 -0.0032287480894082547 0.0034091532261377 0.031432926168887119 0.089843757435803723 -0.08920775095861555 -0.0043085670757831256 -0.1010449361757912 -0.030927687211782941 -0.085131694774771879 0.017430372624894858 0.090431945341559142 0.0023827787958993138 0.10146257230135483
leaf_weight=0.17330713267437303 18.438458837005268 0.038310873976754034 0.19768646402462764 0.20935521142017322 0.081703260882932227 0.16370431554676657 0.31877849048851103 3.2285092665988548 0.73948389200319276 0.49543704267489375 1.2973909343400079 0.59687608343028831 0.98931156680191623 0.09777879690908875 0.39133918303559767 0.21234433818608522 0.35429061740023726 5.086221734778519 0.56535273428016808 0.32252271324546089 0.44077850045778177 0.17780777941009518 0.14056597729371845 0.048577015175396809 0.2673476863336387 0.39086230331577099 0.144356595985073 0.14890681486576796 23.793990195951068 0.29391544335521758
leaf_count=20 1172 118 118 31 50 348 43 20 25 29 25 41 38 61 87 14 59 141 24 193 43 225 58 34 205 66 36 5 692 13
internal_value=0.0013453 0.000152823 -0.0363091 0.000585091 -0.0715484 0.0124272 0.00395745 0.000291619 -0.0103849 -0.0391752 0.00161645 0.0166958 0.00163104 0.000302235 -0.0323618 0.0206079 0.00112512 -0.00823199 -0.0359031 0.00326456 0.0250945 -0.0193702 0.0670782 0.0140916 0.00228301 -0.026679 -0.0574692 0.0401247 0.00321281 0.0384008
internal_weight=59.8453 41.088 0.481405 40.6066 0.27939 0.202015 18.7572 40.4333 4.46343 1.23492 35.9699 2.88358 2.2867 33.0863 0.813039 0.4217 32.2733 6.00587 0.919643 26.2674 1.13025 0.548908 0.581344 0.3711 25.1372 0.781905 0.535219 0.246686 24.3553 0.561263
internal_count=4034 2819 634 2185 168 466 1215 2165 74 54 2091 104 63 1987 132 45 1855 224 83 1631 553 452 101 227 1078 168 102 66 910 218
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=10 10 2 5 23 0 23 16 0 22 7 3 7 18 3 22 21 23 2 18 6 12 17 5 21 23 23 17 16 22
split_gain=0.0167402 0.0903007 0.0375024 0.0394934 0.0313541 0.0448573 0.0239901 0.019341 0.024548 0.143538 0.0943058 0.0311002 0.0258647 0.192287 0.157918 0.2219 0.125821 0.0858004 0.0854135 0.117246 0.177316 0.0967669 0.100556 0.089151 0.0792499 0.0454268 0.11686 0.272005 0.0393472 0.0971593
threshold=60.613977009100005 58.167480110400007 319.18044405035005 32.00428233840001 -0.11012 71.131225215400022 1.0000000180025095e-35 22.764946765650006 85.705356740550016 -0.08786999999999999 19.506002767000002 93.819123378250012 23.203497038450006 13.455547561900003 92.598563387050021 -0.082094999999999987 2.5447591590000003 0.087795000000000026 105.22786026870001 13.154691941050002 16.605387982250004 150.73104262400003 191.86029796145002 21.955793948900006 3.3335862513000003 0.10040500000000002 -0.24663499999999999 192.94032447935004 22.654947022900004 -0.078504999999999991
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -6 8 9 10 -2 12 13 18 15 16 -15 24 19 -10 -21 22 -20 -23 -18 26 -25 -28 -14 -30
right_child=7 -3 -4 -5 6 -7 -8 -9 11 -11 -12 -13 28 14 -16 -17 17 -19 21 20 -22 23 -24 25 -26 -27 27 -29 29 -31
leaf_value=-0.10048380063383355 0.08803073360120664 -0.097749502001731201 -0.10031142647321545 0.081319497732466703 -0.10124429672188776 0.075563312799642429 -0.0070358036402004432 0.016422267661071684 0.0029737787583481467 -0.00056543958349121232 -0.10168048936200509 0.020581836366755507 0.00174215633394064 -0.10335743989355028 -0.088491528475968889 -0.095917364635544344 0.10099227910795205 0.086605881297068296 -0.061396309885689851 0.098188910052901049 0.01021835949605634 0.027547628319802377 -0.00099393135638008319 0.0011018673065295709 -0.10340149069094391 0.0041121337351786936 -0.1007939580876345 0.0051043988672608374 -0.0031326137945924416 0.039140929397648065
leaf_weight=0.017907436704490465 0.029650811149622647 0.10775776043647056 0.029303302887456084 0.07455717193079181 0.037760009250397242 0.075478518446288945 0.095126088006509235 0.84034405369311471 2.9716462748474428 2.3119501586675133 0.22534863747813461 0.84849689730071887 40.374426465425671 0.056988352126126074 0.45031058688084613 0.19845206892119083 0.029419638216495514 0.25049309788573737 0.57901038191266685 0.36407884560594528 0.61813279811758548 0.956726133915481 0.52599116764031351 1.7122817463259685 0.053406207150558771 2.4686335714068264 0.43820343445986742 0.54322833195328712 1.2364939609542491 0.970343928784131
leaf_count=104 13 98 42 43 51 44 51 35 65 150 259 36 2462 28 26 94 1 29 39 44 11 39 8 18 90 39 41 6 21 47
internal_value=0.00121525 -0.018265 0.0076794 0.0181986 -0.00259985 0.041805 -0.0338054 0.0013597 0.00114227 -0.0084188 -0.0796213 0.00158331 0.00128914 -0.00276685 -0.043915 -0.00982085 0.033955 0.0574316 0.00105817 0.012874 0.0428266 -0.00540882 -0.0326442 -0.000490566 -0.0308011 -0.00568682 -0.014667 -0.0421786 0.00245285 0.015455
internal_weight=59.4919 0.43789 0.330133 0.300829 0.226272 0.093386 0.132886 59.0541 58.2137 2.56695 0.254999 55.6468 54.7983 12.217 1.03907 0.588759 0.390307 0.333319 11.1779 3.95386 0.982212 7.22407 1.105 6.11907 0.0828258 5.16235 2.69371 0.981432 42.5813 2.20684
internal_count=4034 433 335 293 250 148 102 3601 3566 422 272 3144 3108 578 268 242 148 120 310 120 55 190 47 143 91 104 65 47 2530 68
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=15 18 6 22 22 21 2 2 23 20 21 22 2 23 2 17 9 17 17 20 9 21 17 2 19 15 16 2 10 21
split_gain=0.015535 0.0519027 0.0575111 0.0162294 0.0529751 0.336895 0.0679056 0.126851 0.0738999 0.0722954 0.218346 0.0959769 0.109157 0.0850259 0.0596736 0.0877926 0.0584731 0.0501003 0.139327 0.0912003 0.125393 0.0820538 0.0704909 0.0653923 0.0641639 0.0576424 0.114364 0.0756649 0.0625123 0.215062
threshold=16.701947052500003 17.323446153950005 12.165284239900002 -0.037054999999999998 -0.016334999999999999 5.4349223666500004 62.147615758400008 62.922191810850009 0.12201500000000003 38.400997490450003 2.0976681454000006 -1.0000000180025095e-35 158.13149931390004 0.10335500000000002 155.70727190035004 198.10578792550004 202.16842692300003 204.12988953870004 204.75389752000004 42.488347682450005 214.65508306360002 2.8525683144000005 210.48525482865003 41.467794892200004 13.651101412550002 20.520114807950005 14.464966174600002 154.31016903475003 75.634392583900009 6.7697770556500005
decision_type=2 2 2 2 2 2 2 2 2 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 17 5 -5 -6 -8 9 14 -11 12 -12 -13 15 -9 -16 23 -19 21 -21 22 -20 -2 -24 26 27 -25 -27 -30
right_child=3 2 -4 4 6 -7 7 8 -10 10 11 13 -14 -15 16 -17 -18 18 19 20 -22 -23 24 25 -26 28 -28 -29 29 -31
leaf_value=-0.089560811843560684 0.064541978855453944 -0.10031539478914407 0.067313650592429941 0.077318526351944916 -0.054754177942128224 0.00078205299089731785 0.09052415799339536 0.019720553345757147 0.029081511278918001 -0.080067789995695693 -0.10531721872383266 0.0033864215169846189 -0.0012578971288324829 -0.024421413433658414 0.10044782936440162 -0.035429406544532145 0.007888442431611473 -0.083028456854304739 -0.089530875678803676 -0.10303482251683792 0.022342376234344322 0.0081164932773475085 -0.071815502301530429 -0.10114793267770017 0.072860864465867467 0.0012251409603556878 0.084510714106997606 0.057445413190045015 -0.10350709001691405 -0.0021642900064179371
leaf_weight=0.077982014996381355 0.16151785920373996 0.028692417804873749 0.071393453334167134 0.69128146800813084 0.21686184562713506 3.4225414265019936 0.15873073211696365 1.5104833485966058 0.8571831411907177 0.36929056738517729 0.18826186091064023 9.0656719233421637 0.21700347460136982 1.2513254069235706 0.15240555503333997 0.35683770303603513 0.12360712768713711 0.25558337026450262 0.17223940917574587 0.20622019193163499 0.13009008222616103 2.0802709856347974 0.054708588232301736 0.072622483460860532 0.069721135077998042 35.493491281868529 0.22134985571938159 0.051357730780864586 0.25412911565399454 1.1897193160211825
leaf_count=342 20 497 17 74 38 62 9 79 33 89 21 361 30 39 30 35 19 33 58 56 46 138 49 114 11 1441 73 51 73 96
internal_value=0.00109489 -0.0283974 0.0192581 0.00118391 0.00362996 0.0136431 0.000782748 0.00162788 0.00062657 -0.00121637 -0.00446533 -0.00186147 -0.0495976 1.36717e-05 0.0155967 0.00918161 0.0589968 5.92379e-05 -0.012445 -0.00579621 -0.054537 0.00110006 -0.0480998 0.00105066 0.00925034 0.000775603 0.0414418 -0.035452 0.000395412 -0.0200015
internal_weight=59.1726 0.178068 0.100086 58.9945 18.5815 4.11382 14.4677 14.2508 14.0921 13.2349 11.0916 10.7223 0.405265 10.317 2.14333 1.86732 0.276013 40.413 2.96883 2.71325 0.33631 2.37694 0.296669 37.4442 0.12443 37.2827 0.34533 0.12398 36.9373 1.44385
internal_count=4034 856 514 3178 919 136 783 745 736 703 540 451 51 400 163 114 49 2259 391 358 102 256 118 1868 60 1848 238 165 1610 169
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=16 15 15 18 16 20 15 20 0 20 16 20 9 17 2 9 2 22 0 18 0 17 20 0 21 10 5 9 22 10
split_gain=0.0650754 0.402158 0.249983 0.232271 0.186201 0.381127 0.237634 0.161093 0.160928 0.154102 0.152888 0.149 0.147643 0.105774 0.161008 0.1454 0.124629 0.108884 0.0942053 0.0830607 0.180601 0.075059 0.130931 0.085127 0.0691154 0.0560075 0.0774996 0.143494 0.0810629 0.0587776
threshold=18.684956306450005 29.037712645600003 28.343014915050002 14.053554955550002 15.584963555600002 41.243661560350013 26.912781836550003 39.952536079750011 102.03236296680001 39.337369931850013 18.734956189500004 37.198331469900005 190.49354742400001 187.61467154115005 107.61146075735 201.14010537530001 154.31016903475003 -0.033799999999999997 100.15850764985002 15.534338342150003 97.674372337300014 198.33449606460002 41.147265497500008 99.128828185900019 3.0668791869500005 61.622148808000013 27.179953022650004 191.29995577870002 0.15844000000000005 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 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 -3 11 6 7 8 -6 -5 -2 -1 24 14 -13 18 -16 -18 -15 -17 -21 -22 -23 -24 -7 26 27 -12 -28 -27
right_child=10 3 -4 9 5 12 -8 -9 -10 -11 25 13 -14 15 16 19 17 -19 -20 20 21 22 23 -25 -26 29 28 -29 -30 -31
leaf_value=-0.0018108579667784962 0.00099627854013543504 0.00084871144250330823 0.0014000482514781251 0.00032864115586684858 -0.001808917483606942 0.0015876530765976786 0.0016446467999198678 0.00023003109785327161 0.0013195546200656647 -0.0019512708955250052 0.00024330214675799981 0.00015731812613879978 -0.0020239471805889001 0.0017996749343258988 -0.0020399488719468903 -0.00021184385071895247 0.00062664383436657385 -0.0020097561634619689 -0.0010618125360016314 0.001984739267551714 0.00045546170242129663 -0.0017644690331761648 0.0019809390687824213 -0.00059036427383773614 -0.00090086466141343642 0.00024221477174419232 0.00056567914928782877 -0.0019979390274575651 -0.0019884305954823091 9.0458636278181232e-05
leaf_weight=0.14008202166293671 0.9335249995929179 0.18634978233239852 0.58912989395378268 0.13653702144802082 0.34436384471700987 0.066135626948380266 0.32184901236905705 0.91508737971889786 0.077429754934200901 0.6899561808031649 0.21941551710187823 6.4526664833203977 0.58287668600678444 0.41558336167270216 0.23315387626547579 0.83915599877946068 0.21177928106609423 0.08416421442701838 0.049502369974561589 0.28025971818715367 2.5948978077885845 0.1683403411693688 0.091089248657226562 0.10842363654592191 0.12218290873670412 39.178863343346165 0.41184644479653798 0.21989979588033748 0.054044496093410999 13.091228003577269
leaf_count=309 29 27 25 39 133 14 30 113 19 206 31 199 130 54 136 15 167 96 314 10 61 79 3 59 278 833 158 54 13 400
internal_value=0.000177394 6.62591e-05 0.000148664 -0.00112877 9.63745e-05 -0.000397423 0.000132073 -0.000232073 -0.00123462 -0.00157463 0.000209643 0.000199201 -0.00153629 0.000223624 7.20534e-05 0.000456342 -0.000967802 -0.000123129 0.00149511 0.000337995 0.00048027 0.000337956 -0.000490953 0.000583585 -2.69216e-05 0.000195833 -0.000287728 -0.000878554 0.000269396 0.000204207
internal_weight=69.8098 15.701 14.6882 1.01284 14.099 2.42993 1.65873 1.33688 0.421794 0.826493 54.1088 11.6691 0.771195 11.529 6.98176 4.54725 0.529097 0.295943 0.465086 4.08217 3.24301 2.96275 0.367853 0.199513 0.188319 53.1753 0.905206 0.439315 0.465891 52.2701
internal_count=4034 2516 2244 272 2219 717 295 265 152 245 1518 1502 422 1193 598 595 399 263 368 227 212 202 141 62 292 1489 256 85 171 1233
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=13 12 21 13 13 20 10 17 16 21 7 12 7 8 7 2 5 20 2 19 20 5 15 21 19 20 12 20 9 3
split_gain=0.0233179 0.025689 0.0247858 0.0245226 0.02942 0.0211459 0.0163779 0.0483775 0.0367196 0.0344451 0.0456288 0.0316857 0.0830269 0.0421637 0.041281 0.0255018 0.0272796 0.0215289 0.031966 0.0181831 0.0385751 0.0644508 0.0182623 0.153335 0.0779192 0.0936113 0.0288233 0.0752807 0.119831 0.0456154
threshold=98.050756475600011 150.73104262400003 5.8942103150500005 97.330249696650014 95.862351557400004 42.522337019050006 61.622148808000013 190.94474013770002 23.344945409400005 6.088545839700001 19.078733418100004 144.57070813310003 20.873561687950005 6.2451263653500009 22.620600126450004 319.18044405035005 29.026000224750003 48.778770352700008 122.61368745920002 14.651182102100002 42.779078631750004 21.072048321250005 45.169600924000008 7.1067965614000004 14.451165964200003 41.975471476700008 273.67701475470005 41.571132012400007 206.57490536735003 88.931506497100017
decision_type=2 2 2 2 2 2 2 2 2 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 8 9 11 15 12 13 -2 -13 16 -11 18 -18 22 21 -21 26 24 -24 -26 -8 29 -29 -28
right_child=6 2 -4 -5 -6 -7 19 -9 -10 10 -12 14 -14 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.1002859358429828 -0.10005645508174779 -0.10020311352444698 -0.078921386120378301 -0.10032422265665904 0.070448465357944065 0.060610765509299551 0.0012565295772686681 -0.087666413987464928 -0.10096300934559428 -0.059534279292038639 -0.10124773069282951 0.091934221509473404 -0.08730126617831685 0.085804803418497777 -0.031873234707360712 -0.1001943132869707 0.10049221783502456 0.10034110656475215 -0.10032556236389395 0.0010982852765865322 -0.0083725343850921934 0.052903121439737938 -0.10005103684689715 0.0011136183434761443 0.10110160243952648 -0.10093566008981969 -0.01082243713954837 -0.090263432241847907 0.019334290922392364 0.093873053693092331
leaf_weight=0.044042109716700639 0.014476414502722856 0.023060673708507728 0.04286151208414779 0.01713558132541948 0.06289131345693022 0.012668740507962184 52.300343289551336 0.079789061254587068 0.036399683594936505 0.028560924305111257 0.061404005356962443 0.10186329956832196 0.070806737159728073 0.07781298691406846 0.03661064651896595 0.019718363451829646 0.014739225618541241 0.044122025370597839 0.017149114089534123 0.53656366234645136 0.57630431732104626 0.43472523236414418 0.24222381119034198 3.0042023519363283 0.049728951882570982 0.042560742580462829 0.054735186684409909 0.11612163361451167 0.70811353998578852 0.17361942075876868
leaf_count=305 133 340 455 19 24 43 1925 38 10 39 38 64 25 19 8 32 1 5 56 7 7 40 62 82 4 45 40 61 65 42
internal_value=0.00114278 -0.0327193 -0.0139587 0.0100953 0.0292809 -0.0431826 0.0012594 -0.0151302 -0.00407809 0.00315942 -0.0307232 0.0240229 -0.0058447 0.0566508 0.0592012 0.00411872 0.0237884 0.0550969 -0.00750484 0.00142923 0.0121237 0.0242849 0.00113729 -0.00603748 -0.0702601 0.00792916 0.00158627 0.0179701 0.00389371 0.0687782
internal_weight=59.0454 0.20266 0.158618 0.115756 0.0986207 0.0357294 58.8427 0.603452 0.523663 0.487264 0.185694 0.30157 0.163096 0.0922894 0.138474 0.12429 0.104571 0.0760104 0.0318883 58.2392 1.54759 0.971289 56.6916 3.33872 0.334514 0.0922897 53.3529 1.05259 0.824235 0.228355
internal_count=4034 1186 881 426 407 383 2848 468 430 420 171 249 177 152 72 133 101 62 57 2380 54 47 2326 193 111 49 2133 208 126 82
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=10 10 7 18 2 5 0 2 10 2 21 21 21 10 7 18 16 23 7 21 18 18 15 17 7 19 22 20 22 9
split_gain=0.0148812 0.073478 0.0331984 0.0363343 0.03231 0.0403746 0.0660283 0.0249897 0.0181964 0.0264022 0.0167147 0.101434 0.0947575 0.0664993 0.0158782 0.139692 0.195129 0.0902078 0.0994606 0.115377 0.0876694 0.0841833 0.113581 0.0654033 0.0626617 0.114873 0.0773928 0.136155 0.0941131 0.0464473
threshold=60.613977009100005 58.167480110400007 21.725272673150005 11.928667296000002 319.18044405035005 29.026000224750003 76.451683855550016 258.06114663960005 55.513971935650012 105.22786026870001 17.127134634300003 18.593782865600001 19.388281352400003 62.111448187750007 23.109894804950002 13.314799198000001 22.554947256700004 0.096885000000000013 22.996658327800002 9.5720034845500006 13.4793103924 13.24088655595 42.493282152450007 190.79440939600002 22.720542346200002 14.351157895250003 -0.13125999999999996 41.535369675400013 -0.26894999999999997 194.45262321395003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 -5 9 -7 14 -12 -13 -14 15 21 17 18 19 20 -17 24 23 -23 26 -26 27 28 -2 -28
right_child=10 -3 -4 7 -6 8 -8 -9 -10 -11 11 12 13 -15 -16 16 -18 -19 -20 -21 -22 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.10060292867418155 0.096618700815436553 -0.097025032440633305 0.098199383111296418 -0.10081099544878291 -0.10025851869597098 0.10044516305380434 0.095847281790558625 0.059553825491384993 0.099627614041451693 -0.10030682852242621 0.085509171139138515 -0.10260529945281427 -0.058487148642724029 0.077752017627192971 0.0018963071832363617 -0.001482864665080323 -0.091373471098735254 -0.052630217028428461 0.090102746129384209 0.090926938807867591 -0.084283828620708365 0.020088459717577379 -0.0052786543382896574 0.087529682243996043 -0.041758389766455815 -0.00058246716948313687 -0.0018974098990836637 0.0929645805744167 -0.070937802127620297 0.021635696996210804
leaf_weight=0.0450325594114237 0.046631293720565736 0.091059464982208738 0.034398942167172208 0.052699708434829518 0.021369222667999566 0.013342533260583878 0.027591896287049167 0.011914067444195098 0.069618486288163695 0.012870712241010551 0.15255302376385671 0.086355176781708565 0.056340136157814413 0.098401871296182719 45.328894172989195 0.53732492950621125 0.3858587184040515 0.36346504160179904 0.12243962660886609 0.10552653815016022 0.16780733361628641 0.25326148045132757 0.53726982857187977 0.33269284159177914 0.93836504291630296 2.4374861057158341 5.1815577387715175 0.25060647688951576 0.11923920986918979 1.0006589259501195
leaf_count=87 13 98 7 96 26 1 7 18 16 77 45 19 6 52 2584 27 34 33 12 81 114 18 16 32 38 43 198 90 103 43
internal_value=0.00102959 -0.0186983 0.00599514 -0.00647043 0.0155767 0.0302708 -0.0259664 -0.0712415 0.0728892 0.00187587 0.0011577 0.0216943 -0.0186843 0.0281486 0.00101858 -0.00209456 -0.028946 -0.0103675 0.00609488 -0.00659343 -0.0211878 0.00197612 0.0279304 0.0583802 -0.000946564 -0.0120279 0.00472258 0.0464477 -0.0238325 0.00191168
internal_weight=58.8826 0.379898 0.288838 0.254439 0.189825 0.168456 0.0726245 0.0646138 0.0958317 0.0262132 58.5027 0.39365 0.241097 0.154742 58.1091 12.7802 1.68242 1.29656 0.933098 0.810659 0.705132 11.0978 1.12322 0.585954 9.97454 3.37585 6.59869 0.416477 0.165871 6.18222
internal_count=4034 433 335 328 214 188 94 114 94 78 3601 122 77 58 3479 895 301 267 234 222 141 594 66 50 528 81 447 206 116 241
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=7 13 18 10 0 0 13 9 23 3 23 23 5 20 15 20 0 22 22 23 22 0 22 9 17 22 5 2 0 9
split_gain=0.093509 0.0833794 0.0635149 0.061553 0.347375 0.248357 0.186568 0.245346 0.178162 0.153218 0.148764 0.146622 0.190603 0.182389 0.114243 0.107179 0.108378 0.186194 0.0989766 0.525957 0.115072 0.11359 0.480095 0.168751 0.262532 0.139793 0.224801 0.111438 0.0915229 0.144743
threshold=22.105125139000005 98.050756475600011 13.376114027300002 66.590419433100024 90.297243227400017 92.313586825200005 114.13311301190002 194.82237869650001 0.089415000000000022 88.931506497100017 0.12535000000000004 0.11379500000000002 19.426367441400004 35.419594101850009 34.040719645900005 38.400997490450003 85.667718326750006 -0.083064999999999986 -0.059424999999999999 0.083495000000000028 -0.122165 96.039789794050009 -0.117885 214.13952837625001 183.49170501290004 -0.14654999999999999 15.904541771600002 121.84632764400003 94.047642319350018 197.29115675710003
decision_type=2 2 2 2 2 2 2 2 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 6 9 7 -3 -6 -5 11 12 18 -14 -15 -8 17 -17 19 20 27 22 -21 24 -24 26 -23 -7 29 -20
right_child=1 3 -4 5 8 10 15 -9 -10 -11 -12 -13 13 14 -16 16 -18 -19 28 21 -22 25 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00015954133550666073 -0.00072307563728216031 0.0002494330082149557 -0.0019734085285960101 -0.0015252686431983446 0.0018715197401858324 0.00055737568898297336 0.00070666430767958664 -0.001784170054935384 0.00043319051649036032 0.00062629235426208026 -0.00073464666416464238 0.0012437701534836929 0.0015960602126450665 0.00013233446577351425 -0.0020097910651402998 -0.0020047952787422725 0.00023015061207156575 1.4013498289734906e-05 0.00010288866228783867 0.0012774347381971978 -0.001875527556159422 0.00056332860940243778 0.0005937097068028363 0.00060317767679111825 -0.0020357785395334234 0.00037366786658604077 -0.0016788210837188602 -0.0020141882471138763 0.00024567528756841385 0.0015668744614010474
leaf_weight=2.0321963867045301 0.37943996948861425 0.51129767629754397 0.077033980142768743 0.54194186638779029 0.74093550629913696 0.18117583644925617 1.7618765912484367 0.41178926825523376 0.59858725219964981 0.16629910939082038 0.7002498876536255 0.48992369545157899 0.09084342047572036 0.13115146761992946 0.35430317066493444 0.22131403816410966 35.218609581994315 0.85117288608671404 0.50911564211128346 0.49674063632846799 0.61323967583304018 0.344254873751204 0.18812512699514428 0.18917881115339696 0.65165344273555093 6.4378235658368723 0.34343122711288743 0.10085374364280142 13.557342075440827 0.52988582849502563
leaf_count=687 1095 25 151 68 41 18 50 24 18 34 54 24 4 18 119 84 658 75 20 31 105 38 10 11 97 143 36 77 198 21
internal_value=0.000180744 0.000193483 -0.000225788 0.000198679 0.000246994 0.0001255 0.000213252 -0.000657758 0.00122878 -0.00102007 0.000156814 0.000181577 0.000160525 -0.000953895 -0.00143107 0.000234381 0.000211452 -0.00040258 0.000187126 3.18867e-05 -0.0013988 0.000179941 -0.00030561 -0.00106984 -0.00144673 0.000283906 -0.000556404 -0.000362215 0.000288658 0.000849514
internal_weight=69.4218 67.3126 2.10923 66.9331 40.3156 26.6175 38.9761 0.923087 1.33952 0.708241 25.9093 25.209 24.7191 0.576298 0.485455 38.053 36.2911 1.07249 24.1428 9.54648 0.895269 8.65121 1.5257 1.02896 0.839779 7.12551 0.687686 0.28203 14.5963 1.039
internal_count=4034 3196 838 2101 975 1126 916 49 59 102 1024 970 946 141 137 867 817 159 805 566 200 366 149 118 107 217 74 95 239 41
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=16 16 23 5 20 0 0 3 21 7 18 10 20 23 9 5 18 16 19 13 4 20 2 18 18 0 17 21 16 15
split_gain=0.0715106 0.365699 0.246207 0.204841 0.289098 0.209489 0.363671 0.351408 0.384933 0.363425 0.317984 0.30584 0.17874 0.207119 0.168655 0.197971 0.165834 0.161264 0.286527 0.283751 0.21171 0.161982 0.157831 0.117254 0.100918 0.0990909 0.095997 0.0941675 0.220812 0.192734
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 18.946524085150003 37.784765830350004 94.047642319350018 93.399723909900004 83.538459487450012 1.0020322129000003 24.312940751750002 13.927976454650002 71.015621515800021 37.198331469900005 0.11531000000000002 204.99169312540002 20.872540794500004 13.4793103924 20.704951582800003 14.251149826300002 113.97180552410002 270.14719820550005 37.828051409500013 98.465712168700023 15.064837217800003 15.097325840300002 89.582113364650013 171.32005222830003 6.7825386038500008 15.584963555600002 25.621990087700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 14 6 10 12 -9 11 -1 -10 13 -7 15 -5 26 18 -2 20 -19 25 -8 -18 -25 -21 -6 -14 29 -29
right_child=17 -3 -4 4 16 7 22 8 9 -11 -12 -13 27 -15 -16 -17 23 19 -20 21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.00075282428153709 0.00180508220254158 -0.0017710120443710923 -0.0019888618174932495 0.001890156730352836 -0.00095415043591064392 -0.0019016413092786955 0.00055577151420511625 0.00029299228379276441 0.0015031625619686289 -0.0020370535437342014 -0.00212215854916182 -0.0014584252652765886 0.00030869933643491764 0.001822875749698678 -0.0010869605847539825 -0.0013893145049912816 -0.0020349751226446922 -0.0013686024203939449 0.00019712025116703339 0.0014638998199728622 0.00016510846316943322 0.00021339005862281538 0.0019520938919184178 0.0019189080091241621 -0.0019713522236897109 0.00043889522909048326 0.0010364249732350173 2.8183550549390891e-05 -0.00088748121902171772 0.0016900281436246153
leaf_weight=0.35884854791585397 0.68509682259173033 0.39403994538588349 0.20881660075144637 0.34524291215438907 0.212594377399 0.28421652750433324 0.51371956446382661 1.1488758628126441 0.26829670841107123 0.85221303569096563 0.25162156417991355 0.26794995813588685 16.929643226387729 0.071931863370991778 0.16977873086580075 0.089018503072679778 0.58920880762059369 0.75166939035989233 1.1268525593914089 0.62909897416829952 0.64120886567980051 39.260233820343728 0.78959752367882174 0.058744613255839795 0.04548970109522088 0.85602160822600126 0.16577854093020505 1.7845944008202108 0.88965648135774689 0.31578794539018407
leaf_count=36 41 49 67 19 299 287 17 26 6 147 47 99 755 6 28 163 174 36 27 55 8 940 35 3 47 14 111 365 108 19
internal_value=0.000183521 0.000104111 0.000131876 0.000148649 -0.000514758 0.000193611 0.00081673 0.000141338 -0.00054659 -0.0012413 -0.000432177 2.33262e-05 0.000227426 -0.00114939 0.000570071 0.0012179 -0.00112613 0.000232315 0.00080509 0.000207686 -0.000662562 0.000237435 0.00140172 -0.00169585 0.00022113 0.000873088 -8.2009e-05 0.000252042 -6.87505e-05 0.000278038
internal_weight=70.9558 27.0057 26.6116 26.4028 1.67586 24.727 1.91379 22.8132 2.53734 1.38846 0.61047 0.536247 20.2758 0.356148 0.60404 0.434261 1.07182 43.9502 1.81195 42.1382 1.39288 40.7454 1.30332 0.693443 0.104234 1.48512 0.378373 19.9197 2.99004 2.10038
internal_count=4034 2913 2864 2797 844 1953 135 1818 278 252 83 105 1540 293 210 182 634 1121 68 1053 44 1009 52 224 50 69 410 1247 492 384
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=8 22 22 8 21 15 8 20 22 15 22 22 20 2 18 22 21 23 19 15 0 15 0 7 0 21 2 22 21 16
split_gain=0.090367 0.161844 0.131016 0.140294 0.104611 0.104732 0.0818065 0.0800576 0.190902 0.266216 0.38948 0.157386 0.187056 0.151812 0.437943 0.126696 0.0968809 0.0961279 0.17231 0.0927987 0.0919982 0.169081 0.0970606 0.128899 0.107507 0.150211 0.330048 0.173099 0.0973062 0.0916942
threshold=8.8430989333000021 -0.08786999999999999 -0.13734499999999997 9.3427090425500019 4.4092399769000012 37.050691080100002 8.7431769115000026 40.241071441700008 -0.059424999999999999 30.108785229950005 -0.101395 -0.102645 39.792680591700012 131.42729508740004 13.376114027300002 -0.099639999999999992 5.0750534271500012 0.091375000000000026 14.451165964200003 13.019805569300003 85.667718326750006 42.493282152450007 85.764502819450016 22.381996090050006 86.329079026800017 6.4178488307500006 84.960908098050012 -0.058374999999999996 3.8092755532000004 22.714946882600003
decision_type=2 2 2 2 2 2 2 2 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 3 -2 5 -3 7 8 9 10 11 12 19 15 -15 16 -11 18 -16 -1 21 -9 23 -22 25 26 -24 -27 -28 -10
right_child=1 4 -4 -5 -6 -7 -8 20 29 13 -12 -13 -14 14 17 -17 -18 -19 -20 -21 22 -23 24 -25 -26 27 28 -29 -30 -31
leaf_value=0.0011365417444851185 -0.0015792398352086298 -0.001426602187096659 0.00064394781786783397 0.00046741869637390406 -0.0020146994826653144 0.00036904803534131529 0.0004888140342374672 7.8422987633580325e-06 0.00019652888164121526 0.0015347070657402153 -0.0018971893159205474 0.0020004081417878804 0.00031499028576805968 -0.0020756738637893613 0.00055593928340869092 0.00012492923905216307 8.4336044851028124e-05 0.00034748739673034042 -0.0020632784271865929 -0.0014014487954641674 0.00026795153578236172 -0.0020051700692380668 0.0012586979154458255 0.001510838668393929 0.00028087112953249327 0.00029810337559471156 -0.00059569429294301156 -0.00040927311108495312 -0.0021019806996027081 0.00082592681260886837
leaf_weight=0.061614830475676285 0.26881080763996579 0.22709228383609925 0.88640166370896645 0.24716908679693006 0.23866030426324869 0.27745916653657332 3.6519743224635013 1.1380437865725515 9.9563889665484986 0.48978426564281097 0.72923303349144131 0.12051690677122917 0.75535554977500396 0.44850318363751318 0.19180831493576977 3.2688454914605245 0.27732801088131964 1.3400311049481386 0.19447718374431133 0.54813960837111608 0.79489142820238956 0.18674500460838306 0.23801676928996851 0.53789932809195307 33.57609415995401 5.401356223388575 0.2974660729378229 1.7644870225194607 0.36995228078012588 0.97726983577013093
leaf_count=104 25 30 34 32 54 26 65 404 450 39 157 5 24 25 33 49 19 39 9 323 18 86 26 33 1755 64 21 42 20 23
internal_value=0.000190792 -0.000205348 0.00018669 -0.000598832 -0.000945092 -0.000439152 0.000203418 0.000187047 8.18593e-05 -0.000139946 -0.000723586 -0.000147513 -0.000337139 6.81894e-05 -0.000349422 0.000293224 0.00101037 9.90647e-05 -0.000762718 -0.00114499 0.000233009 -0.000275916 0.000248696 0.000769567 0.000232027 2.88387e-05 -0.000723674 0.000123922 -0.00143063 0.000252786
internal_weight=69.4618 2.14559 1.40238 0.51598 0.743212 0.504551 67.3162 63.6642 19.3593 8.42564 2.21486 1.48563 1.36511 6.21078 2.17482 4.03596 0.767112 1.72632 0.386285 0.609754 44.305 1.32479 42.9802 1.33279 41.6474 8.07128 0.905435 7.16584 0.667418 10.9337
internal_count=4034 201 91 57 110 56 3833 3768 1299 826 613 456 451 213 106 107 58 81 42 427 2469 490 1979 51 1928 173 67 106 41 473
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=3 17 7 10 16 10 6 6 3 6 8 22 15 20 14 2 19 10 18 16 23 0 21 5 15 17 23 16 8 23
split_gain=0.0894128 0.102953 0.0764155 0.0648835 0.365336 0.319993 0.192449 0.242146 0.108546 0.552805 0.263353 0.27058 0.241185 0.389924 0.20135 0.159085 0.191294 0.130298 0.129287 0.201945 0.113572 0.0999881 0.094153 0.0880771 0.172087 0.159496 0.394257 0.0957824 0.117673 0.226401
threshold=76.172084209950015 241.79519611995002 22.105125139000005 64.407391431150018 20.894951138500005 62.837331883000012 16.235379337050002 16.315381206250006 83.538459487450012 14.745344522600002 7.943800736700001 -0.012794999999999999 29.329759478700002 39.337369931850013 171.16849715720005 120.31044416595002 14.251149826300002 69.999384342500022 14.738651916450001 18.684956306450005 0.090390000000000012 88.17067284620002 5.0536544109500001 20.305669781650003 35.965617804200001 187.51563899930002 -0.092630000000000004 22.514947350300002 8.543332867800002 0.079430000000000014
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 23 8 -8 -5 10 11 -10 14 15 -11 16 -14 -12 -15 -20 -16 -7 -6 -4 25 -25 -27 28 29 -26
right_child=2 -3 3 4 22 21 7 -9 9 12 17 -13 13 18 20 -17 -18 -19 19 -21 -22 -23 -24 24 27 26 -28 -29 -30 -31
leaf_value=-0.0019749936333099778 -0.00017209707881367736 0.00054730856935256611 0.00049990611900391614 0.00020499193633114287 -0.00042281039928784739 0.00019968106308095162 0.0019869056729757482 0.00016731134533363878 -0.0019752686903811417 0.00012382760428206085 0.00047474186621608068 0.0017072800891242347 -0.00081300348535512466 -0.0019014138096443084 0.00052532590442151857 0.0010145065383004137 0.00056353582358100894 -0.0020217589751452456 -0.0020261533504714749 0.0013020505002326343 0.0018188124607615439 0.0016447161225575033 -0.0017867256591449327 0.00022415970686869751 6.7118582715373509e-06 0.00039492727111394883 -0.0018170133079042112 0.00019527415186514462 0.00023782935420684211 0.0017120605027162608
leaf_weight=0.15516360070031865 2.1657710448152434 0.10386265802480921 4.0069139343686393 21.341048811177711 0.34903534734621544 0.23752066061206167 0.49689030274748691 0.64771151612512767 0.12568932623344153 1.2077251049922781 0.08885634271427989 0.19685814983631533 0.75137279741466112 0.53117136668879528 0.44189961515075971 0.71711655342369329 0.8028763635084033 0.84235720358265098 0.13191540303523652 0.14956185547634959 0.63745168875902891 0.81853049870278483 0.43975644744932652 1.1017696024427999 0.50114740431309013 0.57364758104085922 0.67359143061912596 28.005206584841289 1.7647336460649967 0.74312182888388634
leaf_count=856 821 69 50 690 17 21 16 37 98 27 4 48 33 43 25 38 15 228 41 8 22 63 23 11 2 2 49 601 9 67
internal_value=0.000186286 -0.000963617 0.000190511 0.000202005 0.000133506 0.000255305 0.000169184 0.000957227 0.00013693 -8.23206e-05 -0.00125466 0.000272276 0.000191335 -0.000166478 0.000673828 0.000250554 -0.000101926 -0.00178354 -0.00133209 -0.000257725 0.00128924 0.00131971 -0.0011832 0.000225226 0.000192237 -0.000319455 -0.000799667 0.000230992 0.000563422 0.00102521
internal_weight=70.7503 0.259026 70.4912 68.3255 29.8993 38.4262 29.1105 1.1446 27.9659 6.62485 1.25376 0.322547 5.37109 3.08401 2.28708 2.27137 1.55425 0.931214 0.812649 0.281477 1.07935 1.05605 0.788792 37.3701 33.3632 2.34901 1.24724 31.0142 3.009 1.24427
internal_count=4034 925 3109 2288 1413 875 1373 53 1320 630 378 146 252 178 74 86 48 232 92 49 47 84 40 791 741 62 51 679 78 69
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=3 7 10 0 0 3 13 22 23 5 18 4 13 20 22 18 2 21 9 18 23 4 6 16 9 21 9 8 16 6
split_gain=0.121372 0.0906799 0.0819632 0.348273 0.198283 0.188845 0.177314 0.171545 0.395172 0.228597 0.420051 0.199131 0.186878 0.154672 0.152098 0.145882 0.145582 0.219612 0.419608 0.137884 0.136645 0.116741 0.0998759 0.148052 0.0994501 0.0968433 0.0966204 0.094708 0.185756 0.0944927
threshold=76.172084209950015 22.105125139000005 66.590419433100024 90.407470010750018 92.313586825200005 88.931506497100017 113.97180552410002 -0.059424999999999999 0.083495000000000028 18.769588925400004 13.946975448150001 169.14490639835003 109.63263410155001 38.400997490450003 -0.58287999999999995 16.444362185000006 186.79363985910004 8.5501791199000028 201.32298960505003 13.012604996900002 0.089415000000000022 244.52697497700004 14.845346859150002 19.064955417800004 194.04304600165003 2.3223121640500004 213.27127849780001 8.8430989333000021 22.634947069650003 13.65531905435
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 24 25 8 12 11 -11 -10 14 19 -6 -16 17 -13 -19 -8 -5 -21 -9 -24 -4 -3 -12 -15 -29 -18
right_child=1 2 4 20 7 -7 13 22 9 10 26 16 -14 27 15 -17 29 18 -20 21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0011501366693895834 -0.00018159604016970419 -0.0012665692621159287 -0.00021898770089052742 0.001975783896988523 0.00080997039353960306 0.00080189370223510408 0.0003337203145520241 0.00024868500807494307 -0.0013449193357506456 0.0019775751611674592 -0.0020617093050929853 0.00027419117812097009 0.001055298545478892 0.00025190158035820535 -0.0020495232207013705 0.0011759223963547574 9.0684562032156385e-05 0.0008523893191166546 -0.0020324638890846674 0.0018406964594212395 0.00055088248639166939 0.00044955349288689227 0.0015766688055641111 0.0001392461132460661 -0.0020322994250784603 3.789118265030789e-05 -0.00016953490545650659 -0.0011721871670285673 0.00032240754504113492 0.0016838164875122965
leaf_weight=0.25456614211583328 2.2466046153523385 0.4477168348748809 0.16928888682378129 0.61904586273158091 0.095738890682696365 0.19137143805528467 1.2622111660894 14.825725426711641 0.31717324073542563 0.15263234514350266 0.48386477243275294 7.0799041778955125 0.1233473950996995 37.161979761679504 0.72202528195384985 0.058261681304429658 0.21742267640365742 0.3357711019925772 0.45860398781951517 0.61098992824554432 0.44457746855914593 0.37381319561973214 0.55296054756035917 0.54901184514164925 0.37139211694011465 0.42796904766873922 0.13207493767549749 0.53617125031450885 0.79191819970037614 0.41894710436463356
leaf_count=925 821 19 26 40 21 36 14 343 66 7 76 172 5 748 261 16 49 35 48 34 12 20 28 22 45 23 30 39 36 17
internal_value=0.000201391 0.000206157 0.000218614 0.00027226 0.000134616 -0.000872059 0.000243941 0.000162401 -3.09356e-05 9.1263e-05 -0.000934379 0.000180558 -0.00120434 0.000262707 -0.0015225 -0.00180869 0.000237409 0.000164505 -0.000813077 0.000762755 0.0013802 0.00131264 0.000291016 0.000860533 -0.00146455 -0.000629048 -0.00165597 0.000233514 -0.000280985 0.00113951
internal_weight=72.4331 72.1785 69.9319 42.6764 27.2555 0.732052 41.6128 26.5235 10.5958 9.59639 0.768572 8.82782 0.999373 40.7371 0.876026 0.780287 8.51065 7.87428 0.794375 2.24701 1.06362 0.984803 15.9277 1.10197 0.540681 0.875686 0.61594 38.4901 1.32809 0.63637
internal_count=4034 3109 2288 985 1303 107 933 1196 803 500 113 387 303 891 298 277 321 255 83 68 52 54 393 50 71 42 106 823 75 66
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=13 7 16 20 20 0 20 18 3 10 16 10 9 15 21 22 23 22 6 23 19 17 16 23 10 14 23 4 7 15
split_gain=0.072 0.0568717 0.0796805 0.090718 0.0662731 0.0642402 0.059626 0.0579792 0.198009 0.627691 0.416497 0.433133 0.342588 0.452296 0.457522 0.193287 0.182879 0.179026 0.17778 0.174324 0.16841 0.167882 0.16413 0.138539 0.109228 0.10229 0.182222 0.288424 0.143248 0.246882
threshold=98.050756475600011 22.105125139000005 22.744946812400002 43.426640904350009 36.491284729650012 91.394134144600017 36.364346611650006 13.893471991850001 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 205.22231928645002 30.243446395250004 1.4744127452000002 -0.083424999999999985 -0.059734999999999996 -0.06828999999999999 16.455384477450004 -0.09053499999999999 14.451165964200003 204.64886559710001 22.544947280100004 0.091375000000000026 75.077881750900005 195.25924573520004 0.088350000000000026 175.31744532325004 23.203497038450006 37.491361913600009
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 -2 25 19 10 -10 12 13 -12 -15 18 -11 -17 -14 24 23 -16 -23 -19 -9 26 27 -3 29 -27
right_child=1 7 -4 5 -6 -7 -8 8 9 16 11 -13 15 14 21 17 -18 20 -20 -21 -22 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.00066730728654653489 -0.0010684489065849849 0.00048854426941692046 0.00017666189072434944 0.00037299333978937108 -0.0019966968887135577 -0.0016602424843849166 0.0019722276197399169 -5.9184507973863278e-06 0.0020164733675671512 0.00039702087237615091 0.00043146345229717843 -0.0017652327833369546 0.0014512955311235544 0.00060221485111573258 -0.0019016905560966997 -0.0014358217489571984 -0.0020044442023946073 -9.6941159362942485e-05 0.0003685242168949624 0.00026988644116596042 -0.001018368419382842 0.00073863155031186423 -0.001885354734229567 0.00163855048652306 -0.0023512186798139395 -0.00095180401340262254 0.00026485960973936191 0.0019443255978488462 0.00030352246205470946 0.0001095799232112672
leaf_weight=0.37085370516696414 0.086865219480840916 2.0479772785693044 1.2416761424974536 0.32753185045521604 0.22544270343757944 0.073072311836540393 0.034698754549026489 0.14732807385735469 0.40426179063069501 0.14452629657171201 1.6652260422706606 0.5134982218442018 1.0646486025652855 0.53500356315635178 1.0979096037408451 0.29282584069733297 0.77941536712160164 0.33780980913434133 1.2886879919096825 21.004197129095704 0.26586033462081105 0.21468851342797268 0.15991323544585612 0.371128193102777 0.15846936324669514 0.93111961113754915 7.0003729641903192 0.70279260538518418 17.936868891452832 8.8593601350712543
leaf_count=1186 148 74 57 241 262 37 2 13 10 22 45 97 57 35 67 36 260 36 18 493 31 15 34 14 29 23 121 75 239 257
internal_value=0.000194373 0.000198944 -0.000127841 -0.000633576 -0.00136746 2.1204e-06 -0.00020053 0.000208514 0.000144954 -9.65582e-05 7.58472e-05 -2.46397e-05 9.79032e-05 -0.000324044 -0.000950735 0.000525885 -0.0016288 -9.13716e-05 0.00085837 0.000248488 0.000312496 -0.00151496 -0.000381518 0.000811587 -0.00122129 0.000260147 0.000432883 0.000860481 0.000199399 8.63743e-06
internal_weight=70.284 69.9132 1.98929 0.747611 0.347007 0.400604 0.121564 67.9239 30.4454 9.1354 8.21146 7.8072 7.2937 3.67274 2.00751 3.62096 0.923942 1.26762 2.35334 21.31 0.974798 1.47251 0.374602 0.708938 0.305797 37.4785 9.75114 2.75077 27.7273 9.79048
internal_count=4034 2848 747 690 412 278 150 2101 1312 777 495 485 388 196 151 192 282 117 75 535 81 116 49 50 42 789 270 149 519 280
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=7 7 16 7 21 16 20 23 21 8 9 21 6 21 16 0 19 15 23 0 6 18 9 20 21 5 8 22 0 13
split_gain=0.0181017 0.0525446 0.0393439 0.0730288 0.0400779 0.0384461 0.0727014 0.0398191 0.0325985 0.0252975 0.024024 0.0570123 0.0619547 0.0602289 0.0809376 0.0867242 0.0808913 0.082278 0.0854695 0.0494736 0.158175 0.0462852 0.0391753 0.0445081 0.0283963 0.0270681 0.0245573 0.0472193 0.047215 0.237009
threshold=22.105125139000005 22.181995028450004 22.744946812400002 21.147833206800005 0.17201659740000003 20.959950986500004 47.927946529500012 0.10721500000000002 7.515317457250001 3.5472317755000007 186.68586460755003 15.475979305150002 16.405383309150004 10.393723370700002 22.644947046300004 95.620390325650007 14.451165964200003 39.883592142850006 0.10040500000000002 85.732241321850012 16.555386813950005 12.909082926650003 181.33671263215004 47.709122305950011 12.706368345750002 13.154029769200003 8.543332867800002 -0.122095 89.705782438650019 112.41249980845002
decision_type=2 2 2 2 2 2 2 2 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 3 5 -5 6 7 -1 -8 -10 11 13 25 16 15 -15 17 18 22 20 -12 -21 23 -3 -17 -13 -23 -28 -29 -30
right_child=1 10 -4 4 -6 -7 8 -9 9 -11 19 12 -14 14 -16 24 -18 -19 -20 21 -22 26 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.10018231475063862 0.04961165036895826 -0.10045703931701185 0.0021641460415618846 0.030232786737724261 -0.096489006197108498 0.078385640275639656 0.085872309615099007 0.085031814584156373 -0.062526473610653693 0.037857529164870778 -0.10186830367584861 0.08372714569138151 0.095241300755134803 -0.10409399392375429 0.0016699193375636437 0.091217562372026856 0.080149831541497629 0.088166495858735233 -0.1069991531296679 -0.035652212368060189 -0.0011952266640559068 0.00085418892708275559 0.015403248033738839 0.063226886971169002 -0.10048729131218033 -0.10089120193644122 -0.010986995589588959 0.0046670722947747172 0.0042228085144750344 0.07978322169719633
leaf_weight=0.09853316261230638 0.23277692838746489 0.060437633382487976 1.115710113343084 0.029169544230427391 0.17284084587208781 0.050744226387905655 0.058935280510922894 0.01315763957973104 0.045936238936070239 0.055357410979922861 0.1930349382694192 0.011166677229006328 0.14172492013312876 0.14803062771318298 1.6294434137525966 0.037417118438821007 0.20080997226068564 0.13127495622029517 0.06459141622849518 0.32640474697109212 0.81494448569537781 39.271475563046351 1.2159727736468253 0.022909132857236614 0.0097375678036542013 0.027497329612089061 1.4925494670387696 9.5560623966848635 1.9755536593002028 0.52555795421358187
leaf_count=552 31 409 57 13 109 18 15 13 35 26 111 79 12 42 12 77 37 9 32 18 67 1755 40 55 79 12 55 164 59 41
internal_value=0.00190342 0.00219596 -0.00845611 -0.0310399 -0.0781909 -0.00152007 -0.0164317 -0.0783633 0.0267391 -0.00766619 0.00200519 0.00980003 0.0646314 0.0069906 -0.00561948 -0.0664727 0.0205571 0.0125535 0.00527585 0.00147249 -0.0204748 0.00188873 0.0108572 -0.055466 0.05163 -0.047571 0.00212071 0.0057915 0.0078685 0.0201003
internal_weight=59.7298 58.0894 1.64038 0.524674 0.20201 0.322664 0.27192 0.111691 0.160229 0.101294 57.8566 3.70101 0.180389 3.52062 1.82463 0.195185 1.696 1.49519 1.36391 54.1556 1.00798 53.1476 1.29932 0.0833468 0.0471547 0.038664 52.8212 13.5497 12.0572 2.50111
internal_count=4034 3196 838 781 122 659 641 565 76 61 3165 895 103 792 210 198 582 545 536 2270 178 2092 504 464 156 91 2074 319 264 100
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=8 22 8 22 20 16 22 19 23 13 23 0 23 2 9 3 7 5 17 22 6 2 21 22 14 12 16 20 20 20
split_gain=0.0166021 0.130266 0.0688266 0.0570022 0.0482384 0.0364277 0.0227999 0.0942633 0.142131 0.206747 0.104252 0.0908632 0.0904052 0.0833594 0.150347 0.0868136 0.0795465 0.0785121 0.0680224 0.0663291 0.220404 0.271873 0.14226 0.123718 0.0612689 0.218856 0.120669 0.11622 0.10521 0.14701
threshold=8.9430209551500024 -0.08786999999999999 9.6424751081000029 -0.14429 39.792680591700012 23.244945643200005 -0.079634999999999997 14.351157895250003 0.087795000000000026 117.49368567500001 0.095750000000000016 86.329079026800017 0.093325000000000033 71.340832650850004 194.45262321395003 93.921284787200008 22.516377366000004 26.429668882900003 196.80409074510004 -0.085584999999999994 16.395383075500003 231.65109648115003 1.2199730554000003 -0.087234999999999993 237.59068261610003 179.90801194620005 15.584963555600002 40.844669808050007 42.558389508100007 43.218894539100006
decision_type=2 2 2 2 2 2 2 2 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 3 -3 4 -2 -4 13 -8 9 -9 12 -12 -10 14 16 19 -1 -17 -13 23 21 22 -21 24 -15 -26 27 -27 -28 -30
right_child=1 2 5 -5 -6 -7 7 8 10 -11 11 18 -14 15 -16 17 -18 -19 -20 20 -22 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=-0.032916767367931081 -0.060731054682696239 -0.085120413649788007 0.06847293512273965 0.071990217683631258 0.034560878652809504 -0.052281703503471937 0.00034962472355342154 0.098349592933177896 -0.058561270668460924 0.019658950134641348 -0.0021858648271575899 0.045695075379104888 0.0017473535697675809 0.0072157052904281678 -0.092941432232324386 -0.078602444351939429 0.083687944385051616 0.0095334856860537914 0.012726738251284654 0.012280325583042873 0.0014483058398541747 0.068316435739886758 -0.10578231827810392 0.053825302549287801 -0.084586826055973355 -0.030742112232282744 8.6171565993594168e-05 0.081735097879749752 -0.10409712116229167 -0.010299454405312526
leaf_weight=0.13759744475828384 0.092916488421906251 0.25105836202419496 0.054180639890546445 0.16313398140482605 0.12403897539479658 0.046355735597899184 23.339970817915678 0.41452520426309858 0.43640849441726437 1.7162321939040337 2.8420573641487863 0.90534679312258992 0.5774631081148982 11.51850482898528 0.26228769977933553 0.25971978853436795 0.10177981857623308 0.16546325978220011 2.0270668501034379 0.12554772817736948 3.090995457736426 0.14266705194697238 0.54555277448582729 0.47617623278068677 0.32235981307041583 0.12846984503646908 8.1204527321108309 0.32241807497852903 0.23633331842575067 0.57034530106921011
leaf_count=27 16 58 25 29 33 16 1276 98 40 58 57 19 9 494 67 245 18 261 45 25 52 21 104 39 155 163 160 284 42 98
internal_value=0.00171905 -0.0132514 -0.0571221 0.0273305 -0.00625022 0.0127949 0.00190538 0.00369124 0.0124357 0.0349677 0.00536329 0.010556 -0.0242117 -0.000266394 -0.0406425 0.000511907 0.0166619 -0.0443037 0.0229053 0.00125624 -0.010742 -0.0570452 -0.0836955 0.00341573 0.00228448 -0.003571 -0.000786165 0.0496874 -0.00333546 -0.0377794
internal_weight=59.5174 0.731684 0.351595 0.380089 0.216955 0.100536 58.7857 32.2591 8.9191 2.13076 6.78834 5.77447 1.01387 26.5267 0.501665 26.025 0.239377 0.425183 2.93241 25.5998 3.90476 0.813768 0.671101 21.6951 21.2189 9.70038 9.37802 0.450888 8.92713 0.806679
internal_count=4034 177 99 78 49 41 3857 1602 326 156 170 121 49 2255 112 2143 45 506 64 1637 202 150 129 1435 1396 902 747 447 300 140
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=17 10 17 22 16 8 20 18 2 22 18 16 16 20 5 7 15 13 22 20 16 7 23 0 23 5 9 15 16 18
split_gain=0.0153854 0.101092 0.11686 0.0678251 0.0411319 0.0454785 0.038272 0.0222973 0.0711113 0.0728789 0.0518448 0.107393 0.0508832 0.0500917 0.0706662 0.0311114 0.100218 0.0766869 0.0315143 0.128574 0.0414873 0.0304409 0.0229703 0.0223983 0.102238 0.215157 0.053956 0.0421621 0.167889 0.180654
threshold=214.03087950770001 65.687097501250022 230.44158352980003 -0.094519999999999993 17.684958644900004 7.2443465838000014 34.654301448200009 15.625782642300001 186.79363985910004 -0.02903 15.452304577250002 18.844955932300003 15.584963555600002 40.844669808050007 14.943099738200003 25.454404031550002 20.903251014350001 101.26615239960002 -0.041369999999999997 42.006870117350005 9.719977270450002 25.138824731100005 0.085495000000000029 96.959242474650011 0.087555000000000022 16.569990495050003 200.95377551580003 28.626568391100005 18.684956306450005 14.053554955550002
decision_type=2 2 2 2 2 2 2 2 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 6 -4 5 -5 -3 10 15 13 23 12 -12 14 -10 16 17 21 19 20 -17 -9 -21 27 25 -25 -26 -1 29 -29
right_child=1 2 3 4 -6 -7 -8 8 9 -11 11 -13 -14 -15 -16 18 -18 -19 -20 22 -22 -23 -24 24 26 -27 -28 28 -30 -31
leaf_value=0.010426842821819401 0.076180409107078739 0.034734623684840968 -0.10042318984465999 0.086367564477679085 0.094833210311619662 -0.10036175785303564 -0.1008354236239041 0.08808802922702498 0.087162368688684128 -0.10049766110745442 -0.022556404363958657 0.0041919894560405067 -0.10178801711818103 0.093559675319313612 -0.10071713129801146 0.020635729217127474 -0.10138306442448913 0.10088459373434232 0.007943471982347898 -0.010995755083591373 -0.1015426536477794 -0.10058320773586221 0.016770707457204072 -0.0053234249246505291 0.010235590440001479 -0.11305125291469238 -0.01021382567930241 0.035776355863977538 0.001913631069916835 -0.083639075677244309
leaf_weight=5.5109767267148007 0.095924787339753403 0.023266865696314198 0.035945493266495987 0.023649932874832302 0.089019962149905041 0.029082074967845983 0.1982894481154176 0.011742698461979617 0.043640067889139544 0.028106202833650396 0.14141843876268367 0.54634379764320329 0.18989213949947725 0.2123194557263659 0.036986872408306226 0.033043207531303298 0.04170141294662244 0.15938088996335864 3.8627793722316532 0.5873732126235891 0.17489864748154105 0.031468075451357436 0.60462601995652676 0.6814412965498623 2.9354885734326217 0.2546863854922492 2.3021454414702021 0.17597941060193889 39.641118629878292 0.45226498377542157
leaf_count=881 25 16 71 21 22 50 171 49 72 109 34 9 41 170 26 35 23 9 192 42 117 75 30 125 70 29 53 31 1264 172
internal_value=0.00155316 -0.0159997 -0.0381469 0.0222634 0.0533743 -0.016615 -0.0865985 0.00170134 0.00757137 0.0533199 0.00105379 -0.0230482 -0.0679684 0.0680776 0.000974364 0.00490428 0.0397903 0.0688494 0.00328489 -0.00956927 -0.0821278 -0.0493111 0.00308842 0.00146094 -0.00419314 -0.0346323 0.00124727 0.00222343 0.00110077 -0.0501893
internal_weight=59.155 0.495179 0.399254 0.177697 0.141752 0.052732 0.221556 58.6598 5.82807 0.321053 52.8318 0.877654 0.331311 0.292946 0.0806269 5.50701 0.244293 0.202592 5.26272 1.39994 0.207942 0.0432108 1.192 51.9541 6.17376 0.936128 5.23763 45.7803 40.2694 0.628244
internal_count=4034 376 351 164 93 71 187 3658 949 377 2709 84 75 268 98 572 156 133 416 224 152 124 72 2625 277 154 123 2348 1467 203
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=7 10 16 10 0 5 10 5 15 9 23 21 18 16 10 20 21 6 21 2 7 9 17 16 18 15 8 20 22 20
split_gain=0.0852658 0.0769347 0.412679 0.332684 0.159153 0.580544 0.362982 0.13518 0.23307 0.164269 0.411578 0.128592 0.2905 0.554708 0.174808 0.133438 0.11995 0.178572 0.144693 0.216156 0.114495 0.108039 0.140005 0.1068 0.13731 0.16969 0.1051 0.099896 0.0915556 0.0909873
threshold=22.061824394000002 64.407391431150018 20.894951138500005 62.837331883000012 90.767723400200012 20.769304081650002 66.351146659450009 20.444185446200006 35.965617804200001 187.94830913940004 -0.092630000000000004 8.8898213993500015 14.199468390000002 15.584963555600002 75.634392583900009 39.420767558750008 7.6056575014000005 14.865347326450001 6.9016076392500008 62.147615758400008 22.620600126450004 214.88418602500002 205.45998821870003 22.514947350300002 13.712081531300003 41.800301886400014 9.1428649988500013 41.685324604100011 -0.59681499999999998 42.198888176300009
decision_type=2 2 2 2 2 2 2 2 2 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 4 7 6 11 20 27 9 -9 -11 16 -13 14 -14 -15 18 28 -6 -20 -3 22 -16 24 25 -10 -5 -2 -18 -25
right_child=1 2 -4 26 5 -7 -8 8 23 10 -12 12 13 15 21 -17 17 -19 19 -21 -22 -23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.00021581947092482061 0.00080727605985538053 0.00061487653826109746 -0.0012725566114388108 0.0017076602890863683 0.0001989428943496913 -0.0022928671399019889 0.0018157634873425114 0.00025136941997341063 0.0017180056509153857 0.00023879483702805103 -0.0021517966528425826 0.0013816619373223807 0.0018686425870529707 -0.00024591497006263917 -0.0016601601795911049 -0.002016435590826341 0.0011967791177993502 0.0016008520280597484 9.3002986061726102e-05 -0.0020454780780401064 -0.00050056326600308163 0.00041186688457255896 0.0014405330644265315 0.00023836896535379525 0.00018098425088343694 0.0003254853069180425 0.00025816332091848563 0.00023923499904329078 -0.0019868997817469227 -2.249145773725731e-05
leaf_weight=2.0410054026022086 2.4147758474573484 0.76465825038031388 0.80081484513357182 0.77446719993258628 22.489553529222093 0.38003251487225398 0.70933694999075658 0.66728875758053519 0.68096541520208409 0.54305866360664357 0.56491539871785779 0.35456581377911733 0.2318877793184132 0.20802520478537179 0.24814818680181339 0.7673555442097495 0.054305823432514444 0.49173569190315902 0.52410740172490378 0.27817966643493719 0.65844955907959957 0.70715712096892958 0.072298976974252582 21.549767989259639 1.6064675040543077 0.6649991050362587 0.25585838139522821 2.3472904544323683 0.096333892236542762 6.7512355133449082
leaf_count=821 42 14 40 66 1339 79 59 14 67 2 43 30 26 31 217 180 4 25 5 83 31 42 65 328 7 4 19 14 58 279
internal_value=0.000179123 0.000190864 0.000115995 0.000248406 0.000154291 0.000113421 0.000669918 0.000218435 0.000173906 -0.000517201 -0.00098008 0.000147899 -0.000267176 -0.000528767 0.00033089 -0.00163883 0.000192806 0.00102865 0.000169753 -0.00064848 9.87801e-05 -1.61172e-05 -0.000960585 0.000213162 0.000568039 0.00103 0.00134771 0.000527281 -0.000839179 0.00017614
internal_weight=70.699 68.658 29.8369 38.8211 29.0361 26.9037 2.13244 37.7908 33.0287 1.77526 1.10797 26.5237 2.58944 2.23487 1.25949 0.975381 23.9342 0.642375 23.2918 0.802287 1.42311 1.0276 0.320447 31.2534 2.95243 1.34596 1.03033 4.76207 0.15064 28.301
internal_count=4034 3213 2328 885 2288 2184 104 800 744 59 45 2105 591 561 350 211 1514 87 1427 88 45 324 282 685 78 71 85 56 62 607
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=10 10 7 18 2 17 2 20 13 10 0 0 15 10 20 0 18 16 6 5 20 0 2 3 15 2 15 6 3 8
split_gain=0.0148829 0.0670524 0.0318717 0.0344634 0.0315425 0.036724 0.0217569 0.0209418 0.0553822 0.015033 0.207415 0.142971 0.139989 0.0954021 0.0865934 0.145033 0.0846966 0.0935838 0.0904749 0.101203 0.156444 0.135707 0.281142 0.118064 0.222461 0.07776 0.114894 0.0754527 0.188265 0.223754
threshold=60.613977009100005 58.167480110400007 21.725272673150005 11.928667296000002 319.18044405035005 159.58247398035004 258.06114663960005 48.226196960950006 120.87576600310001 66.590419433100024 90.407470010750018 92.313586825200005 36.207782793200003 65.611820673600008 37.828051409500013 89.582113364650013 13.820816557100002 18.554956610400005 15.035351298550003 18.946524085150003 35.419594101850009 94.047642319350018 98.465712168700023 84.974096129100005 28.626568391100005 192.44078413960003 35.517387705950007 14.745344522600002 83.538459487450012 7.943800736700001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -5 8 -7 10 13 -11 -12 14 15 -2 17 -13 19 21 -21 22 -18 27 -25 -22 -27 28 -23 -30
right_child=9 -3 -4 6 -6 7 -8 -9 -10 11 12 16 -14 -15 -16 -17 18 -19 -20 20 25 23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.10087686297196384 0.083302067252461975 -0.096227787705400178 0.097971927081508217 -0.10075574512865755 -0.10024567320278344 -0.10025321511304131 0.052578905046793301 0.10023156113539339 0.071734251861783074 -0.052903728347330072 0.099152738902841542 -0.021017765144085574 0.0067639305149126139 -0.038047482694583856 0.0016967704450605988 0.0045299385767752663 -0.012511512535772594 0.099043703333843963 -0.058296220468609605 0.10075176338414658 -0.10268340788814785 0.0024720503634019972 0.099276037785135593 0.0014622802515687015 -0.10425045376574944 0.052924039314456411 -0.10084543160564492 0.044122422658761019 0.070028883434298972 -0.10139930122074976
leaf_weight=0.01873955423683682 0.35101842713788645 0.085168973344480037 0.032759214489487931 0.049544918194214915 0.020929227874148637 0.026990991797674724 0.011379015977126983 0.049699938739649951 0.061122031649574637 0.50602951670944918 0.37070358555501925 0.10195274818193212 0.29413206083700061 0.58785672294743463 33.782393658683361 0.69954225141555071 0.48043109047649579 0.17874421889428049 0.26165562705136736 0.065497336731822453 0.24319232619723152 18.437789035664739 0.42311333647739957 0.56544522241404038 0.30722650596726453 0.10537384401743566 0.090172428670484805 0.41320412012282659 0.0977225908908953 0.34472938274484477
leaf_count=53 124 98 7 96 26 111 18 12 12 156 29 52 26 42 1003 13 21 16 28 5 55 1582 40 33 41 57 86 20 21 151
internal_value=0.00154983 -0.0188254 0.00548561 -0.00722289 0.0150532 0.0304672 -0.0721168 0.0483272 0.0190506 0.0016735 0.0029405 -0.000347533 0.0582787 0.00190182 0.00257602 0.0308497 0.000854975 0.0554358 0.000153336 0.000862233 -0.0434113 0.00192178 0.0398366 0.000223004 -0.0357542 -0.0649327 -0.0179838 0.00185031 0.000925159 -0.0635366
internal_weight=59.0643 0.356334 0.271165 0.238406 0.177482 0.156553 0.0609239 0.137813 0.088113 58.7079 36.0856 22.6223 0.664836 35.4208 34.833 1.05056 22.1162 0.280697 21.8356 21.5739 0.504236 21.0697 0.903544 20.1661 0.872672 0.438739 0.195546 19.2934 18.8802 0.442452
internal_count=4034 433 335 328 214 188 114 135 123 3601 1237 2364 55 1182 1140 137 2208 68 2140 2112 203 1909 61 1848 74 198 143 1774 1754 172
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=6 16 5 20 3 20 15 16 9 22 23 18 21 17 0 3 15 22 22 17 12 4 4 2 16 19 15 0 9 16
split_gain=0.0143207 0.0937835 0.0886532 0.0715163 0.0629603 0.0478373 0.114348 0.0839858 0.181488 0.0833924 0.0648507 0.132522 0.0569267 0.0554559 0.219908 0.136411 0.106381 0.0736776 0.210235 0.123929 0.312754 0.0643708 0.0932065 0.0612727 0.0608681 0.100378 0.058211 0.066868 0.0624098 0.0542016
threshold=16.455384477450004 21.569949560100003 26.429668882900003 38.804080188450008 94.972471916200007 40.241071441700008 40.042228346200012 22.654947022900004 197.29115675710003 -0.081354999999999997 -0.10565499999999999 14.522586764600002 4.6253815007000005 198.24432709335002 93.953546284800012 84.812788641250009 33.005488016050009 -0.058374999999999996 -0.072524999999999992 191.08747234645003 179.90801194620005 211.80194051865001 223.326937759 174.09315058345001 18.704956259700005 12.651020723000002 31.385732506450001 96.741477366050006 187.11236276785004 15.484963789400002
decision_type=2 2 2 2 2 2 2 2 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 -2 4 -3 6 10 -7 -9 -8 11 -1 -11 17 16 24 -15 18 19 21 -21 29 -23 -24 25 -16 27 -19 -28 -12
right_child=1 3 -4 -5 -6 7 9 8 -10 12 13 -13 -14 14 15 -17 -18 26 -20 20 -22 22 23 -25 -26 -27 28 -29 -30 -31
leaf_value=0.063693939546996758 -0.092057279342277976 0.036281033017699457 0.0059323185832340268 -0.0018479850186512892 2.5000816920675808e-05 0.003849289300770642 -0.10059744406215732 -0.00067324402775226862 0.080373089235245374 0.021503718116052183 0.010650011195573253 -0.10109957387587727 -0.05814971914292081 0.02078976798841126 0.030899897477264539 -0.080627007450243399 0.10088847316549901 0.023916860117762465 -0.10427645286076968 -0.10331083767332157 0.0082533376475620764 0.094473206678102981 -0.084527496228741339 0.051970454493147702 0.0098817831420261529 -0.087854646922003093 0.0084185279739667461 -0.0013888852047938107 -0.035894829253424139 -0.022532751800352763
leaf_weight=0.33518629200716432 0.21600596252369797 0.9768606917932654 0.1612532735834975 17.413788898931443 0.93972906770068221 23.957733602626501 0.18955861472932156 0.69686330415788578 0.45782333925308194 0.17818563428591083 1.1460555689474161 0.057113699139733853 0.18072674999712035 0.32909644090978085 0.12101937000225227 0.21097984755760979 0.33418592810630798 1.4978922113159505 0.25442691783752058 0.4347255881134513 0.59546362201101743 0.17129071028830356 0.066912699284486621 0.064670698473424437 1.9476213114394338 0.17281795383610188 0.54450307495426364 3.4473943831044735 0.76342647487763315 0.86286910196122324
leaf_count=54 145 44 354 430 25 1866 18 24 49 29 28 120 13 28 138 36 19 39 50 48 26 15 38 52 34 95 7 134 41 35
internal_value=0.00140349 -0.00079379 -0.0501732 0.000169918 0.0185042 0.0025133 -0.00219202 0.00511889 0.0314609 -0.0469426 -0.000354541 0.0397022 -0.018605 -0.00156656 0.0100616 -0.00375466 0.0611464 -0.00524489 -0.0166493 -0.00997826 -0.0388252 0.00287658 0.045852 -0.0174414 0.00348104 -0.0389446 0.00131415 0.00627605 -0.0174468 -0.00360258
internal_weight=58.7262 19.7076 0.377259 19.3304 1.91659 39.0185 13.9061 25.1124 1.15469 0.548471 13.3577 0.3923 0.358912 12.9654 3.11572 2.45244 0.663282 9.84963 3.59641 3.34199 1.03019 2.3118 0.302874 0.131583 2.24146 0.293837 6.25322 4.94529 1.30793 2.00892
internal_count=4034 998 499 499 69 3036 1097 1939 73 60 1037 174 42 863 350 303 47 513 292 242 74 168 105 90 267 233 221 173 48 63
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=7 7 16 20 13 20 2 20 3 17 23 9 13 0 22 2 23 9 18 21 22 16 15 20 6 20 16 6 0 20
split_gain=0.0806478 0.085716 0.0837366 0.112903 0.0895774 0.0880164 0.0758466 0.0723774 0.0561909 0.0439735 0.104588 0.104105 0.123556 0.226276 0.171498 0.154682 0.10551 0.0942158 0.0841062 0.0567305 0.164933 0.278531 0.158342 0.176608 0.156679 0.130107 0.117947 0.273701 0.147784 0.101802
threshold=22.105125139000005 22.181995028450004 22.744946812400002 43.426640904350009 105.33378955095002 36.491284729650012 319.18044405035005 36.364346611650006 108.40938565220002 205.83789591070004 0.076615000000000016 201.7576686733 112.64908412395 96.163458868000006 -0.089094999999999994 309.00014058725003 0.091935000000000031 208.51380245710001 17.957852018100002 3.2025200283000004 0.086310000000000026 22.584947186600004 44.190294328500009 42.522337019050006 16.435384010100005 38.179089776100007 22.624947093000003 16.555386813950005 86.756543869550015 41.092444989200011
decision_type=2 2 2 2 2 2 2 2 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 3 5 -5 7 8 -1 -6 19 -11 18 13 -13 -14 -16 -15 -18 -12 22 -21 25 23 26 -24 -22 28 -28 -3 -30
right_child=1 9 -4 4 6 -7 -8 -9 -10 10 11 12 14 16 15 -17 17 -19 -20 20 21 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0011030938361158249 0.0011032645765576394 -0.00075369190396753767 0.00011704133946095078 -0.0015310482538683085 0.001359838295139744 -0.0020122004388875903 -0.0019676424421437152 0.0019756788581353781 -0.00054407519991136804 -0.0016072741162526472 -0.0016452179116188714 -0.0019904010923384747 0.0019553242034104309 0.00023086847686258033 -0.00085385161727106291 0.0014817516768834537 0.0004597153283902426 -0.0018001958906692722 0.0012653658398178039 0.00017876717028859044 0.00019181571844949219 0.00094000004453048745 -0.0020166215315956726 0.0013153563523352529 0.00023936404433348723 -0.0017110966899636512 0.0019800385162993778 0.00011769936878656678 0.00023248881607846973 0.0010731261131006573
leaf_weight=0.088228782275371898 0.38851483203688886 0.56054846767801336 1.2959055833052842 0.11002849388857072 0.22031242597222445 0.28695699862265656 0.041992122278315946 0.043995516374707222 0.081698757743197348 0.15266992574512883 0.21989836013710817 0.21449118071905182 0.31074984511360526 2.5198332190434489 0.27654220338445146 0.17996545287314802 0.11090732000411652 0.19674095319442131 0.046187874800637019 48.036771711093124 0.18234617093139494 0.31762003893709334 0.22036173107335422 0.68510873194793553 0.25569166657078313 0.56984066284283585 0.50405442481860407 0.76216998929157853 9.8416506153372971 0.58688633837891835
leaf_count=158 31 23 57 120 124 276 37 2 64 84 109 51 23 147 27 27 28 78 89 1486 18 22 33 89 40 147 31 27 484 102
internal_value=0.000172917 0.000184939 -0.0001992 -0.000668524 8.93019e-06 -0.0014023 0.000501488 -7.86816e-05 0.0008448 0.000179594 -1.39366e-05 4.57532e-05 0.000128581 -4.87709e-05 0.000831735 6.68951e-05 9.852e-05 -0.000985497 -0.00113999 0.000192681 0.000161809 -0.000599653 0.000305679 0.000346535 -0.000804916 -0.00124979 0.000292375 0.000859053 0.000227079 0.000279797
internal_weight=69.3087 67.1396 2.16912 0.873213 0.454032 0.419181 0.344003 0.132224 0.302011 66.751 4.22799 4.07532 3.80923 3.04197 0.767258 0.456508 2.82748 0.307648 0.266086 62.5231 49.1066 1.06981 13.4165 12.9404 0.476053 0.752187 12.2553 1.26622 10.9891 10.4285
internal_count=4034 3196 838 781 345 436 225 160 188 3165 663 579 381 304 77 54 253 106 198 2502 1673 187 829 756 73 165 667 58 609 586
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=13 7 0 6 5 23 7 10 18 18 21 18 3 21 14 22 22 22 9 22 22 21 2 9 18 20 14 23 14 0
split_gain=0.0953713 0.0837636 0.0578776 0.300229 0.146323 0.15911 0.216147 0.14622 0.169122 0.0653591 0.337413 0.198801 0.235472 0.14578 0.150275 0.272246 0.349151 0.344911 0.130656 0.19446 0.329531 0.16664 0.11029 0.188197 0.106636 0.0944394 0.0848833 0.141413 0.285307 0.123212
threshold=98.050756475600011 21.725272673150005 97.878695155250014 12.350288562550002 15.120347274900002 0.092260000000000023 25.987500066900001 75.408562100950022 15.343833331950004 13.893471991850001 8.8898213993500015 14.199468390000002 85.538672336450006 7.6056575014000005 264.30638260435006 -0.095204999999999998 -0.053159999999999992 0.0023400000000000005 203.06170522940002 -0.054619999999999995 -0.11103999999999999 2.3223121640500004 210.62522394830003 206.54353961905005 14.329845562450002 40.377444152000002 195.25924573520004 0.088350000000000026 176.96609813925002 86.329079026800017
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -6 -7 9 -9 26 13 -12 -13 14 18 24 -17 -18 19 20 -11 -21 -19 -24 -16 -15 27 28 -3 -28
right_child=1 2 3 4 5 6 -8 8 -10 10 11 12 -14 25 15 16 17 22 -20 21 -22 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.00075693459829561283 -0.00026320932960175532 0.00043320561468951553 0.00020555766494622374 -0.0020157676695294153 0.00058733069757804335 -0.0020208418106353408 0.00035875509136641296 0.00037184935986232608 0.001579313913469643 0.00014154372159959783 0.00021770894654201967 -0.0020107864202886933 -0.00011416000445854424 0.0016037261546863301 0.0019143061651319907 -0.0017050509993283057 0.0017305269945531066 -0.0020661526551425716 0.0003722797747989535 0.00073367330912250538 -0.0018532749362474949 -2.6837089940807671e-05 0.0018070083635811367 -0.0019991632093581554 3.7737669937490989e-05 0.00017828034074002081 1.2968510478984481e-05 0.00025978945540448714 0.0019452608479382408 0.00028715487729867579
leaf_weight=0.4147636802897513 1.5592178988300691 2.0438031342637246 6.6711051073679064 0.30602775182342135 0.35351016852655448 0.36557043454376981 0.2451896810089238 1.5745613186968506 0.62220864412665822 0.78733143367571734 0.52968367664288862 0.63209104964334961 0.41816895091687911 0.44600553679629129 0.2235589763149618 0.76106622573570337 0.31655309685993316 0.19492149527650326 8.635237492133454 1.4894779673413818 0.53454162454727339 4.3218950227601454 0.10552398697473109 0.094829096458852291 0.2429354254854843 0.29815000033704564 9.7035740976084544 7.1917151224333793 0.62694688187912095 17.970668978083268
leaf_count=1186 700 80 208 61 28 56 28 88 30 31 31 101 40 24 11 122 45 12 182 25 53 42 9 43 29 26 329 134 75 205
internal_value=0.000180502 0.000186115 0.000196463 3.91929e-05 -0.00083449 -0.000459591 -0.00106555 0.00021736 0.000713849 0.000198415 0.000107975 -0.000761686 -0.00125563 0.00018244 0.000146712 -0.000368342 -0.000781785 0.000205345 0.000210059 1.36813e-05 -0.000665125 0.000168085 -0.00101609 5.5097e-06 0.000937049 0.00103261 0.000246679 0.00040287 0.000788154 0.000191015
internal_weight=69.6808 69.2661 67.7069 7.9414 1.2703 0.96427 0.61076 59.7654 2.19677 57.5687 20.032 1.57994 1.05026 18.452 17.7079 1.93939 1.47289 0.711828 15.7685 7.13325 1.32187 5.81137 0.395275 0.200353 0.466494 0.744156 37.5367 9.86247 2.67075 27.6742
internal_count=4034 2848 2148 381 173 112 84 1767 118 1649 826 172 141 654 604 271 231 109 333 151 84 67 64 52 40 50 823 289 155 534
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=0 0 7 7 10 7 20 9 22 22 7 21 7 21 20 3 13 6 6 21 3 20 22 22 9 21 2 23 13 9
split_gain=0.0157162 0.108115 0.0800938 0.0686311 0.0455158 0.0443381 0.0407902 0.0325706 0.0897475 0.0771258 0.0426151 0.0261045 0.117726 0.100127 0.0507963 0.0210683 0.023821 0.0186125 0.0770669 0.0180594 0.0208309 0.120014 0.213949 0.0638018 0.171008 0.0464285 0.152881 0.0441626 0.0462145 0.0707336
threshold=85.705356740550016 85.764502819450016 22.721067571950005 22.545611589100002 62.052302108850007 19.506002767000002 37.52517992975001 186.16747084260001 -0.054619999999999995 -0.073609999999999995 22.156669449150005 16.172025809700003 22.792619241600004 19.928892922550002 41.806790701050012 97.865252864550015 120.87576600310001 16.525386113000007 16.475384944750001 15.803805445550003 93.281431752200021 42.047301293400004 -0.084794999999999995 -0.054619999999999995 194.56033515110002 14.70115454445 168.84984911130002 0.10546000000000001 117.60660091645001 200.52256857420005
decision_type=2 2 2 2 2 2 2 2 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 3 4 7 -6 -4 9 10 17 -9 19 14 -14 -13 -11 -17 18 -1 20 25 23 -23 27 -25 -3 -27 28 29 -22
right_child=1 11 6 -5 5 -7 -8 8 -10 15 -12 12 13 -15 -16 16 -18 -19 -20 -21 21 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.045062557931469321 0.05591406029868156 0.0021149572199810683 0.040817606027305775 0.071916670065087923 0.090939774323508304 -0.10096525422588061 -0.10077372713869147 -0.02258144424459723 0.0017524152533491184 0.099991077421367328 -0.10250177483628016 0.10115915116128107 -0.10065491341915288 0.024920279802518465 -0.0087021619991103309 -0.10020973386945041 0.10037673308709466 0.0019632479593218316 -0.1015027561697959 0.018578355636008882 0.040943746682139473 -0.0060142506763521788 -0.10247837059182988 -0.047454736924308655 0.014776833117332433 -0.0051233887570860288 0.085357408581522284 -0.0019917724209721466 -0.0016390633776764637 0.0052332304594508369
leaf_weight=0.065562387433831026 0.36921500140670005 42.771788617575176 0.024407627875916549 0.12195368724496791 0.014133012340607709 0.081271502306208276 0.12227127868595744 0.12050260370597243 0.65055377186945396 0.10158639590371565 0.14948420015207375 0.081548713147639229 0.19860545493402526 0.093336330701021097 0.086971668877126262 0.012427918507910363 0.011306899599730968 2.0424531196667886 0.079232825384679018 0.63549819672448293 1.0662256767973302 0.82113877772644628 0.3193366204141046 0.86263353307731339 0.90462473058141768 0.54226856095864562 0.28482858904038011 3.700698172673583 1.2547661950811742 1.1560831489041445
leaf_count=46 30 2657 6 23 4 147 119 24 37 9 21 4 82 31 39 130 1 287 28 18 37 37 51 20 25 17 55 23 16 10
internal_value=0.0015645 0.00198222 -0.00483984 -0.00176328 -0.00446284 -0.0725369 -0.0772127 -0.00245407 -0.0183626 0.00387845 -0.0668311 0.00161873 -0.022091 -0.0605074 0.0444608 0.0801723 -0.00465345 -0.000492902 -0.0351389 0.00181971 0.00162133 -0.00247429 -0.0330245 0.00142081 -0.0155996 0.00256875 0.0260356 0.00561145 0.0137037 0.0223665
internal_weight=58.7467 55.1496 3.59715 3.45047 3.32851 0.0954045 0.146679 3.23311 0.920541 2.31257 0.269987 54.7804 0.460462 0.291942 0.16852 0.125321 0.0237348 2.18725 0.144795 54.3199 53.6844 10.0855 1.14048 8.94503 1.76726 43.5989 0.827097 7.17777 3.47708 2.22231
internal_count=4034 3152 882 757 734 151 125 583 82 501 45 3122 156 113 43 140 131 361 74 2966 2948 219 88 131 45 2729 72 86 63 47
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=7 7 7 5 16 20 21 22 23 2 15 5 23 18 5 3 21 17 23 9 2 18 16 22 6 16 10 12 4 23
split_gain=0.0142235 0.0354648 0.0337262 0.0623284 0.0318349 0.0232847 0.0217487 0.0299756 0.0280849 0.0244545 0.0287264 0.0203637 0.0244983 0.0179981 0.0171209 0.0703516 0.120006 0.125876 0.111148 0.108602 0.065723 0.124538 0.0735211 0.0581839 0.0789951 0.142685 0.0697405 0.0554987 0.0533678 0.10634
threshold=22.061824394000002 21.946499523750003 22.181995028450004 21.500664456800006 18.704956259700005 47.927946529500012 7.3575695755500012 -0.102645 0.090735000000000024 125.56293566760002 24.719476717350002 21.876867948900003 -0.094699999999999993 13.276755824150003 21.850554661550003 92.598563387050021 7.1067965614000004 197.71582798205003 0.09062000000000002 205.22231928645002 223.66947801700005 14.522586764600002 22.634947069650003 -0.097799999999999984 16.455384477450004 22.514947350300002 62.116825104000007 149.58082149560002 287.29288006360008 0.088655000000000025
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -1 7 11 9 -8 -11 -6 -13 -7 20 16 17 18 -16 -19 28 -22 -23 24 -17 -26 27 -25 -4 -30
right_child=2 -3 14 -5 6 13 8 -9 -10 10 -12 12 -14 -15 15 23 -18 19 -20 -21 21 22 -24 26 25 -27 -28 -29 29 -31
leaf_value=-0.086475925988296648 0.074786970312148759 -0.10165662213465386 0.00017129384858448132 -0.016989123496391048 0.10017317090492045 0.059404902950609066 0.05958167257272641 -0.0030566983572554835 -0.10103542111755176 0.031380361791966592 -0.10106528491030223 0.080371984383127315 -0.011356323493689108 -0.058818985507708088 -0.0027753573404025286 -0.00076389411958864659 0.065341391859629464 -0.053901385640899829 0.099279477046038969 0.012256915489829375 -0.097601935866034717 -0.019005986015085321 0.10040823994389921 0.024217098037756984 -0.0058163899578457367 -0.093299617397109236 0.03156056587759002 0.0003562041316405775 0.072331122780379453 0.0046446353229604781
leaf_weight=0.079797827806404764 0.1708101054036878 0.03956154140109891 37.927437751490459 0.13056174833036494 0.044803496915846952 0.025527876006890438 0.035423464738414512 0.99613589338696318 0.046909510158002377 0.029058230815280695 0.037521280952205416 0.045523329287789127 0.080783462564795738 0.025984455889908276 0.19194961574067138 2.1408365166407761 0.47925336474119706 0.37003268720582105 0.24033486132975668 0.75313051188277313 0.19730085874776904 0.31859517683101402 0.06151318980846554 1.0801862408297846 0.51525560638401646 0.29214241769659566 0.90474400838866209 9.9900185216481514 0.30645100888709353 0.95678462205309955
leaf_count=532 23 15 1687 25 9 9 7 46 12 20 45 56 36 34 28 34 35 30 16 45 33 512 12 32 7 50 41 260 176 167
internal_value=0.00141127 -0.00824377 0.00166303 0.0350273 -0.00569065 -0.0526425 -0.00100638 0.00358504 -0.0369961 -0.00754539 -0.0432602 0.0422506 0.0217043 -0.00023098 0.00148577 0.00414622 0.0215896 0.00810916 0.0539635 -0.00953932 0.000351309 -0.0331407 0.000318898 0.00176789 -0.0108163 -0.0374706 0.00486613 0.00268445 0.000844757 0.0210648
internal_weight=58.5144 1.48703 57.0273 0.301372 1.44747 0.13131 1.31616 1.16725 0.148912 0.102003 0.0665795 0.17111 0.126307 0.0515123 56.726 16.9579 2.0347 1.55545 0.432284 1.12316 39.7681 0.577409 0.380108 14.9232 2.94823 0.807398 11.9749 11.0702 39.1907 1.26324
internal_count=4034 821 3213 48 806 575 231 147 84 72 65 101 92 43 3165 578 154 119 44 75 2587 557 524 424 91 57 333 292 2030 343
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=13 8 22 9 22 20 16 16 16 0 10 5 20 22 20 2 20 7 23 18 6 15 21 2 21 9 16 6 3 21
split_gain=0.0694125 0.064249 0.196442 0.114851 0.0746991 0.0693158 0.05976 0.362115 0.137107 0.231751 0.132066 0.179382 0.139665 0.129535 0.395405 0.25786 0.232901 0.17923 0.164263 0.135856 0.123251 0.110819 0.131657 0.104477 0.182565 0.230683 0.210531 0.102878 0.278388 0.251095
threshold=98.050756475600011 8.9430209551500024 -0.08786999999999999 228.88999534805001 -0.14429 39.792680591700012 20.404952284350003 19.974953289850003 20.704951582800003 90.767723400200012 65.611820673600008 18.160071980500003 38.064633603500006 -0.059424999999999999 38.244973486750006 71.340832650850004 34.466665687600006 24.142338514450003 0.083495000000000028 13.793345552600002 13.715320456250003 28.626568391100005 7.1067965614000004 186.79363985910004 6.7825386038500008 201.32298960505003 18.194957452300002 14.845346859150002 86.272621406050021 1.4744127452000002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -3 7 13 9 -8 12 -12 -10 14 16 19 17 -2 20 -16 -17 22 -22 24 -20 26 -26 -15 -29 -30
right_child=1 2 3 -5 -6 -7 8 -9 10 -11 11 -13 -14 27 15 18 -18 -19 23 -21 21 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.00070734365598060006 0.0015546604518263335 -0.0010974323903433945 -0.0016485032521201056 0.00054192449045146996 0.001380820547843418 0.00072097773646057279 0.0016695082992166769 -0.0017608081216567259 0.00076193043718501179 0.00012638645357127261 0.00043552261871192954 -0.0010182821515475021 0.00022314861384862414 0.00022512881257908901 0.00066635660642410267 -0.0020178646528694849 -0.0020111159676123331 -0.0020078390081817721 0.00032628578807154872 -0.0020552217069641585 0.0013003822413565659 -0.001728165587832668 -0.0009129064366998796 0.0010644262919938866 0.0015280249314987158 -0.00145957318364253 -0.0012251100264511765 0.0017369051604925747 0.00076224022964206705 -0.002064178244993514
leaf_weight=0.32700545500010392 0.15395840683959505 0.14309520539245568 0.40007071686704765 0.11952699918765575 0.23203292780090123 0.18452334297762718 0.68885682252584846 0.38349513351567921 1.9454854312352825 0.81911236676387489 0.58189687132835277 0.74289416754618287 37.60163497217809 14.064602618560913 0.091345938511948499 0.19937819162953285 0.57089318574031722 0.083874527321313508 5.9471718673157739 0.30926373273541685 0.22563301083573606 0.14031413340126164 0.19063212109904271 0.5784749808408377 0.27262623771093775 0.53231505551957525 0.17555078864097595 0.61429425567621254 0.35762449792673578 0.18251846874954936
leaf_count=1186 72 16 84 14 29 33 43 49 57 16 2 39 840 331 8 129 193 19 167 77 77 76 72 98 20 62 29 30 31 135
internal_value=0.00019389 0.00019819 -0.00027644 -0.00114462 0.000529608 -7.32562e-05 0.000205784 0.000129909 0.000250676 0.000831301 0.000229254 -0.000379718 0.000249654 0.000159276 -2.07537e-05 0.000101656 -0.00133195 0.000298304 0.000176148 -0.00143465 -0.000695045 -0.000221184 0.000286788 0.000263888 0.000197041 -0.000586891 0.000449623 0.000271316 0.000834013 -0.000192828
internal_weight=68.8601 68.5331 1.07925 0.519598 0.559651 0.327619 67.4538 25.074 42.3799 1.50797 40.8719 1.32479 39.5471 24.6905 9.47143 8.66271 0.808726 0.237833 8.2621 0.40061 0.755957 0.556579 0.416265 7.50614 6.92766 0.980492 0.448177 15.219 1.15444 0.540143
internal_count=4034 2848 176 98 78 49 2672 1675 997 59 938 41 897 1626 1099 815 284 91 730 85 354 225 149 376 278 111 49 527 196 166
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=18 21 20 4 22 16 0 5 16 6 20 23 20 8 22 22 4 18 18 23 22 17 9 18 7 19 20 16 13 2
split_gain=0.015967 0.0732772 0.0973948 0.0808006 0.0663721 0.0781196 0.0477176 0.0430645 0.0369804 0.0686903 0.0860343 0.0280054 0.0268771 0.0373718 0.020485 0.0910856 0.118161 0.0749437 0.0970338 0.102201 0.0874045 0.0506011 0.0431378 0.0259951 0.128132 0.124862 0.101702 0.253156 0.060983 0.0608195
threshold=12.885811969150001 5.3866163921000005 43.426640904350009 195.50296729855003 -0.053159999999999992 22.664946999500003 82.250688042950017 20.374719724350005 22.714946882600003 16.475384944750001 38.903925214650009 0.10184000000000003 36.491284729650012 9.3427090425500019 0.17076500000000003 0.10957500000000002 284.07887079910006 13.254738337750002 13.659439901750002 0.096515000000000031 0.22598000000000004 200.11066131620001 213.86028282195005 13.327513832500001 22.938075114600004 14.451165964200003 42.141702038450013 22.584947186600004 117.55283175385001 72.843776848050013
decision_type=2 2 2 2 2 2 2 2 2 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 4 7 -3 -6 -4 -1 14 -10 -11 12 13 -9 15 23 22 -16 -19 20 -20 -21 -17 26 25 -25 -2 28 -28 -29
right_child=8 2 6 -5 5 -7 -8 11 9 10 -12 -13 -14 -15 17 16 -18 18 19 21 -22 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=0.051516807807119903 0.0074574979963973045 -0.10299565893225396 -0.019390569941772996 0.075088944260394988 -0.10553810970095504 0.087022007292858083 0.094270399952956441 -0.10034125781506925 0.099017421232467706 0.069007689688112869 -0.043048191991727852 -0.0043456716112685598 -0.083397516798604326 0.10037517414817326 -0.069822514965126217 0.097736741368958061 -0.064075735424672917 0.070590670783127904 0.021177756888717345 0.012336474818899974 -0.090487379933435322 -0.021951285749563676 0.020692432870608245 -0.011264048690456677 0.0011831504203602093 -0.09062510238506126 -0.0080199880867804513 0.002340228968485548 0.07711013548782919 -0.093762643955944636
leaf_weight=0.13028686307370607 13.068907218717872 0.22543554557978496 0.10312371694806188 0.14086097146582677 0.038214105200495285 0.04695594856821117 0.057549413283481954 0.015882333211265975 0.11096415851443353 0.12180141999851912 0.15662460919611476 1.441110779327573 0.089023411480184222 0.022302641533315182 0.17738261938211453 0.23430700898270806 0.076026986201236824 0.16905331096495535 0.098437307541189845 1.2966027933366602 0.24347395361573376 0.64427885378381677 0.10534923407249153 0.6153661675935912 37.972632185741062 0.29247946484792919 0.16046642246101406 0.079500542487949133 0.17692776257172227 0.38358357735728532
leaf_count=14 272 43 116 99 59 10 14 77 14 16 40 22 127 2 15 68 53 12 25 43 154 30 8 190 2316 22 40 10 14 109
internal_value=0.00144197 -0.00670477 -0.0418864 0.00230888 -0.0745824 0.000624122 0.0213202 -0.00372658 0.00177703 0.0324872 0.00597224 -0.00831588 -0.0532933 0.0168909 0.0015627 0.00198881 0.048616 -0.00705362 -0.00251251 -0.0079262 -0.0583386 0.000954596 0.0738403 0.00162138 0.000295517 -0.0368317 0.0053382 -0.0292622 0.0366218 -0.0772641
internal_weight=58.4949 2.31075 0.471279 1.83947 0.310606 0.0851701 0.160673 1.69861 56.1842 0.38939 0.278426 1.56832 0.127208 0.038185 55.7948 53.1655 0.415683 2.62923 2.45185 2.28279 0.341911 1.94088 0.339656 52.7499 38.8805 0.907846 13.8694 0.800478 0.337394 0.463084
internal_count=4034 583 242 341 112 69 130 242 3451 70 56 228 206 79 3381 3102 129 279 264 252 179 73 76 2973 2528 212 445 173 54 119
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=13 8 22 19 16 8 8 18 7 5 22 3 6 13 22 21 19 20 22 9 6 3 17 13 21 6 21 6 14 17
split_gain=0.108333 0.0578206 0.124395 0.127026 0.107157 0.10569 0.0718813 0.0694479 0.290849 0.420022 0.267746 0.137286 0.241801 0.174973 0.16588 0.14543 0.299027 0.26508 0.251075 0.141006 0.125942 0.403874 0.2987 0.26627 0.113956 0.0988683 0.135052 0.270103 0.132157 0.270666
threshold=98.050756475600011 8.8430989333000021 -0.08786999999999999 14.451165964200003 22.634947069650003 9.3427090425500019 8.7431769115000026 13.893471991850001 23.974509389900003 17.679107616400003 -0.11103999999999999 91.867302775550016 15.885371159150003 117.38883580790001 -0.083424999999999985 8.8898213993500015 12.851036860900001 39.420767558750008 -0.077729999999999994 205.67007911670001 14.865347326450001 84.812788641250009 201.25367619745001 109.96062599345002 2.3223121640500004 16.455384477450004 15.173983806500003 16.485385178400005 195.25924573520004 193.50449793755004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -3 7 25 9 -9 -11 12 15 -14 -13 20 18 -18 19 -17 21 -10 -22 -23 -12 28 -27 -28 29 -2
right_child=1 2 3 -5 -6 -7 -8 8 11 10 24 14 13 -15 -16 16 17 -19 -20 -21 22 23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00081176949834319012 0.00043850675930892825 -0.00012518968501714568 -0.00081002148182398714 -0.0015627446192148027 0.0014769309894148036 0.0010836991579757636 0.00046550754319494951 7.4467449426962758e-05 0.00024665513843903175 0.00033080603790843849 -0.00075429853903087281 0.00011355225977385923 0.0017832734729569914 0.00031625739550306001 -0.0014009495444632664 0.0017728325928085022 0.00039893919756480995 -0.0020137743340042998 -0.0014492420300596619 -1.9355241401078794e-05 0.0016639688800772063 -0.0018948618012438626 -0.00051990889316234023 0.00026816697739779537 -0.0022661167775174899 0.00018089525755709044 0.00034139649857349667 -0.0016655364221228259 0.00026468850610234998 0.0019213201265535637
leaf_weight=0.41896882814138692 2.6319874262217158 1.0022009597742001 0.19866956592159013 0.38445127791965206 0.13052090892233537 0.38481139680516196 3.659857971200835 2.3433871677713145 18.115252767136571 0.2837730162373191 0.26683398357636157 0.72534264740534127 0.63249339489266165 0.61799278296530247 0.45087785782379686 0.38160933230301453 0.25694827019469813 0.54945333743671654 0.21493022845242993 0.30263831965567078 0.67120512179098912 0.57916594979178526 0.37549712276086211 0.35166055476292968 0.68066849760089099 17.342934973202095 0.58393168277689145 0.46166302926940261 14.245522435733617 0.5770455045858397
leaf_count=1186 163 42 39 61 9 49 65 104 460 21 15 19 38 4 55 28 28 106 36 34 35 166 36 32 56 700 7 39 320 81
internal_value=0.000182291 0.000188292 -0.000132055 -0.000797256 9.67335e-05 0.000210203 0.00019829 0.000182924 0.000109376 -0.000412729 -0.00133997 0.000186419 0.000219764 0.00105827 -0.000466998 0.000171662 -0.000378043 -0.001245 0.00039946 0.000980159 0.000218323 0.000181932 0.000880518 -0.00107768 -0.00184036 0.000239967 0.000139635 -0.000544728 0.000345667 0.000705145
internal_weight=69.8223 69.4033 2.10065 0.713642 0.32919 1.38701 67.3027 63.6428 27.7997 3.57466 1.23128 24.2251 23.0488 1.25049 1.17622 21.7984 1.70558 0.806402 0.899178 0.684248 20.0928 19.0461 1.0467 0.930827 0.947502 35.8431 18.3885 1.04559 17.4546 3.20903
internal_count=4034 2848 200 109 48 91 2648 2583 1273 196 92 1077 1003 42 74 961 232 134 98 62 729 658 71 198 71 1310 746 46 564 244
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=5 15 15 15 8 22 8 15 3 16 22 5 5 5 19 19 22 4 14 20 21 22 7 0 2 7 17 15 22 2
split_gain=0.0156074 0.0294821 0.0347418 0.0179682 0.0151455 0.127291 0.0593976 0.0436491 0.0314945 0.0302852 0.0166112 0.0524105 0.0727383 0.0461523 0.0642432 0.0288909 0.0211672 0.0566164 0.0667476 0.092634 0.0593003 0.142361 0.12138 0.183927 0.123783 0.0712957 0.0535959 0.146306 0.186898 0.0571917
threshold=12.290720980000001 20.123524217100002 22.516911658450002 26.384523135650003 8.9430209551500024 -0.08786999999999999 9.6424751081000029 31.233764884050004 93.023339771650015 23.244945643200005 0.26941000000000009 13.264960807550002 17.826488594350003 13.154029769200003 12.350996516100002 13.351077205700003 -0.037054999999999998 159.10550013555002 170.49106629835003 37.445036092900004 3.2025200283000004 0.19040000000000004 24.525599138800004 96.851704149400021 209.01099100540003 25.138824731100005 204.12988953870004 32.548041893900006 -0.095854999999999996 315.94243452415003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 10 7 -7 -6 -9 -8 13 -12 -13 14 -2 -16 26 -18 19 -19 21 22 -20 24 -24 -26 -15 -28 -29 -30
right_child=4 2 3 -5 5 6 9 8 -10 -11 11 12 -14 16 15 -17 17 18 20 -21 -22 -23 23 -25 25 -27 27 28 29 -31
leaf_value=-0.10019955219623611 0.08761909836050584 0.062951553719237982 -0.066615028551235411 0.037853983300048993 -0.017789397309536163 -0.084093105775767577 0.067657202538116898 0.10046130982105078 0.023680388028734345 -0.050119025043341182 0.005024673628291872 -0.099107678194056748 0.010147635932070425 0.0014773320603322726 -0.10059339206990231 0.034375153118543028 0.044465498480386514 0.0068544001907681661 0.075952191482772366 -0.090906153351574939 0.0020989256830304059 8.5798129491407391e-05 -0.10450887416218478 0.079527929877856771 0.10060649377901838 -0.05348291693481394 -0.00026083375622149897 0.025760381252460742 -0.10864445133721767 -0.01578524599909396
leaf_weight=0.042941592342805701 0.13906426457625443 0.048467515839718089 0.06946158215464493 0.021578275125790469 0.12723046585597331 0.23845107538454513 0.046354839214473031 0.091898160986602306 0.12760057635023259 0.041272187459981069 0.52517055832140513 0.13788849601769471 0.1091908723318511 36.643189502674758 0.032052987768111052 0.031392774471896701 0.35032396969019686 0.21639031227096239 0.60928384533690694 0.17556802042406616 13.664020244737598 1.7163781546696553 0.15365614159964025 0.20917115500196815 0.066160436952486634 0.054980872067972086 2.0849831441532838 0.1973979548420175 0.3572869673698732 0.081445164025353733
leaf_count=791 33 74 144 29 34 58 25 10 34 16 7 29 31 1728 17 31 25 16 63 26 413 43 9 15 14 38 142 40 66 33
internal_value=0.0014575 -0.0277447 -0.00544241 -0.0418538 0.001549 -0.0133677 -0.0582203 0.0288135 0.0558265 0.0121848 0.00172338 -0.0128442 -0.0508249 0.0019215 0.0495753 -0.0338114 0.00175094 0.00467567 0.00384917 -0.036935 0.00481955 0.0180507 0.0462552 0.00886866 -0.044916 0.0306719 0.000471811 -0.0130688 -0.0550482 -0.0914063
internal_weight=58.4103 0.182449 0.139507 0.0910399 58.2278 0.672807 0.326078 0.346729 0.219499 0.087627 57.555 0.77225 0.247079 56.7827 0.20251 0.0634458 56.5802 17.2159 16.8656 0.391958 16.4737 2.80963 1.09325 0.483969 0.274797 0.121141 39.3643 2.72111 0.63613 0.438732
internal_count=4034 1038 247 173 2996 177 99 78 44 41 2819 67 60 2752 81 48 2671 662 637 42 595 182 139 76 61 52 2009 281 139 99
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=18 10 16 7 4 16 21 19 0 21 16 21 15 7 7 17 20 9 8 2 3 0 6 6 16 21 5 5 6 15
split_gain=0.0132271 0.102589 0.201715 0.0845874 0.0832199 0.0768795 0.0549615 0.161577 0.151652 0.119534 0.138322 0.1188 0.101864 0.061521 0.0550008 0.0611409 0.237646 0.0494899 0.0648367 0.042257 0.039991 0.113805 0.145015 0.106386 0.258607 0.151119 0.078025 0.244293 0.0729349 0.0536497
threshold=13.893471991850001 62.165217350350012 22.604947139800004 23.397000037200005 235.48598737865004 22.634947069650003 8.8898213993500015 12.851036860900001 94.047642319350018 10.628103601550002 15.164964537700001 8.3620534552000017 30.501457990950005 23.549545123900007 23.974509389900003 183.19621122360005 36.620308449100001 214.88418602500002 7.8438787148500007 88.501682544250016 92.598563387050021 87.638358136350021 16.515385879350003 16.355382140900002 22.614947116400003 12.510904521150001 21.024411566050002 21.788492303450003 15.785368822600002 33.762789462050002
decision_type=2 2 2 2 2 2 2 2 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 -2 4 -3 6 11 9 12 -8 17 13 -9 -5 15 -15 -17 18 -11 -18 21 22 -1 24 25 -22 -23 -28 -29 -25
right_child=1 3 -4 5 -6 -7 7 8 -10 10 -12 -13 -14 14 -16 16 19 -19 -20 -21 23 26 -24 29 -26 -27 27 28 -30 -31
leaf_value=0.072831627423574366 -0.095515441933395021 -0.081929535097104822 0.034896435775717584 0.050645959526923634 0.063006974050362485 0.05818161583258611 -0.10108025435103066 0.065478938351850868 -0.092120602308498695 0.044635994988442861 0.065975858757104072 0.067391391873084489 -0.048356000594070858 0.0027627783984632628 0.0023420046558350152 0.012686751427811865 -0.10418135871228738 0.0045626965012463055 -0.1018510727440303 -0.049702798937761083 -0.063156613868201997 0.0077505051700709482 0.0047307574577917805 0.033373201170915238 -0.10594470036878462 0.090736133491712279 -0.085063296860559329 -0.012286740428382055 0.077244472665550443 0.0010950016634498233
leaf_weight=0.58730505846051417 0.30770121044770604 0.21782132423144052 0.19299763307208195 0.24806640466819274 0.048423002409143656 0.23371699522249301 0.09313728265192267 0.1348844211497634 0.41693908577872207 0.042098067973831865 0.37464645432964971 0.27407090075121132 0.18841308477567509 1.1277387973132165 18.900245632631339 0.6292859717491408 0.27985118725337088 0.54084359495119827 0.10704207688104361 0.28984149899406475 0.10592766332524917 5.1427012702752108 0.66871260153129697 0.52562158824753424 0.29895345671320683 0.16047879095424378 0.36473337257871197 0.18954145398356559 0.17499289708212018 25.316101840385727
leaf_count=42 68 74 36 21 128 32 79 14 145 202 61 36 29 21 1432 13 12 22 20 29 131 158 8 508 37 13 27 25 16 595
internal_value=0.00131422 -0.000444499 -0.0452473 0.000484505 -0.0555693 0.00110944 0.000545367 -0.0157743 -0.0522637 0.00755568 0.0170595 0.00196956 -0.000862409 0.00113462 0.000556016 -0.0139518 -0.0296733 -0.00950103 -0.0605019 -0.0764644 0.00260685 0.00925358 0.0365742 0.000812718 -0.0420995 0.0295458 0.00340967 -0.0272013 0.0306923 0.00175154
internal_weight=58.1828 24.6478 0.500699 24.1471 0.266244 23.8808 23.6471 1.898 0.740237 1.15777 1.06463 21.7491 0.323298 21.475 21.227 2.32672 1.19898 0.689984 0.14914 0.569693 33.5351 7.12799 1.25602 26.4071 0.56536 0.266406 5.87197 0.729268 0.364534 25.8417
internal_count=4034 2474 104 2370 202 2168 2136 572 188 384 305 1564 43 1528 1507 75 54 244 222 41 1560 276 50 1284 181 144 226 68 41 1103
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=13 0 13 0 18 15 10 3 6 16 16 21 8 22 23 23 22 0 21 16 20 9 6 3 20 22 17 18 3 7
split_gain=0.105976 0.276708 0.239323 0.231877 0.265266 0.253466 0.23695 0.307754 0.611075 0.383367 0.247806 0.226198 0.21015 0.199841 0.19607 0.19112 0.168892 0.135473 0.135364 0.275433 0.169913 0.178405 0.168242 0.124612 0.317788 0.211287 0.168133 0.169611 0.138628 0.172437
threshold=112.64908412395 90.297243227400017 113.97180552410002 93.399723909900004 13.927976454650002 35.517387705950007 69.999384342500022 83.538459487450012 14.745344522600002 19.199955102150003 19.974953289850003 8.9626214023500008 7.943800736700001 -0.053159999999999992 0.10932000000000001 -0.10747999999999999 0.048475000000000011 92.313586825200005 7.0441631297000011 15.584963555600002 41.827117825850003 214.88418602500002 12.05528166975 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004 13.258241318650002 93.846007959550022 22.545611589100002
decision_type=2 2 2 2 2 2 2 2 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 14 4 17 -6 10 15 12 11 -5 -10 16 -3 -2 -8 -9 -1 -17 20 21 -20 -22 -4 -25 -26 27 28 -27 -30
right_child=1 13 23 6 5 -7 7 8 9 -11 -12 -13 -14 -15 -16 18 -18 -19 19 -21 22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.00036081204409946151 -0.001589817088183378 0.0017629330813167499 0.000343975896710353 0.0016827270317182888 -0.001926691029255159 0.00047275439645092394 -0.0019900177448196193 -0.0017214032162351418 0.0014530282028775512 -0.00076607997651280619 2.7891940620746246e-06 -0.00025537344586536338 -0.0020263961664731983 0.00022566616364702881 0.00088093288860923553 0.00025785614166734847 0.0016841557911620761 0.001492313017567581 -0.0014515156361435059 -0.0020102761250713704 -0.0019893627481346859 0.00025483951220143147 0.0016820085138964224 0.00022641938446544879 5.1466546662880007e-05 -0.0020045272651439817 -0.0020239967676541765 0.0020217691945570255 -0.0015207558011038867 0.0014752009261427856
leaf_weight=0.41303321500214341 0.47862488882992593 0.79715204937383533 23.515647848311346 0.76610959887784946 0.6724151311868809 0.22620032401755452 0.15290027430018582 0.1053418644818287 0.83832316956250019 1.006146876781713 0.60353477019816637 0.46227480925153941 0.9183585391001543 0.54905424534808733 0.16642164625227451 18.956590168040414 0.11950078031759404 0.2396864345623726 0.37330170308632549 0.30415986498519476 0.05609668794274103 0.63851049345157662 0.33200637282061507 14.872787993935164 1.0639345691706696 0.24308887062943429 0.49396560364948527 0.088464461266994476 0.1460347462284517 0.14945104536354847
leaf_count=293 73 37 421 60 119 13 191 103 50 29 7 28 228 28 9 991 12 23 94 93 219 30 18 461 152 33 113 1 80 25
internal_value=0.000200079 0.000261159 0.000232588 0.000104441 -0.000631675 -0.0013227 0.000148992 0.000104201 -0.000438201 0.00014274 0.000942461 0.000845807 -0.00161042 0.00113595 -0.000952365 0.000194107 8.86047e-05 0.000319678 0.000210271 -0.000319082 4.83639e-05 -0.000374709 0.00115135 0.000251427 0.00012384 -0.000574416 -0.00116844 -0.000494445 -0.00090775 -5.45836e-06
internal_weight=69.7491 42.5646 41.2184 27.1845 1.55134 0.898615 25.6332 24.2635 3.44995 2.30674 1.36964 1.3006 1.1432 1.34621 0.645047 20.8136 0.224843 0.65272 20.6607 1.70408 1.39992 1.01181 0.388103 40.5734 17.0577 2.18494 1.121 0.627039 0.538575 0.295486
internal_count=4034 1433 1368 2601 448 132 2153 2086 450 107 67 78 343 65 82 1636 115 316 1445 454 361 124 237 1286 865 404 252 139 138 105
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=7 3 13 16 16 8 21 12 12 12 21 21 21 23 17 22 19 15 15 12 23 21 15 6 21 9 9 2 19 15
split_gain=0.0709901 0.0697622 0.0613479 0.0539456 0.0989389 0.0725664 0.063189 0.0503751 0.208582 0.115388 0.102795 0.406632 0.164108 0.212002 0.145161 0.1447 0.199412 0.100441 0.245956 0.239406 0.0992141 0.129393 0.442321 0.0893242 0.113442 0.0878543 0.190378 0.34997 0.0954224 0.223449
threshold=22.061824394000002 93.72771580185001 98.050756475600011 9.719977270450002 9.2849782877000013 7.1444245619500011 3.2889937526500006 147.88310320375004 152.73554204000004 144.57070813310003 1.9176293050000004 1.0020322129000003 2.3025239277000007 0.094725000000000018 178.10958437055004 -0.041369999999999997 14.151141757350002 25.621990087700002 20.903251014350001 198.57093999515004 0.11379500000000002 11.859661033550003 36.548474543700003 13.65531905435 1.2199730554000003 194.82237869650001 198.74336288960004 79.265746973750012 14.351157895250003 36.548474543700003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 9 -9 10 11 14 13 -12 -4 16 -16 18 -10 -20 21 25 -23 24 -21 28 27 -27 -14 -30
right_child=2 -3 7 5 -6 -7 -8 8 17 -11 12 -13 20 -15 15 -17 -18 -19 19 23 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0011732857505563602 -0.0019931351113753057 -5.9521167559130621e-05 0.00088371388215632005 0.0012656046563979202 0.0018053384708718485 -0.0019692056053471647 -0.0019635789658117883 -0.0010805359142171751 0.00027823823108034327 0.00083253738847132829 0.0018068252268780658 -0.0014106714083636591 0.00029031250806227523 0.00019549270714212282 -0.0014770745735018316 0.00022184224601684639 0.0005724666024795697 0.00017758199588309244 -0.0019535829333781358 0.0016582366227666789 0.00091258093925834717 -0.0020169720586653626 0.00033919861369626593 0.0012939914548012878 -0.0019835497869046389 -0.0017875898136585193 0.00022720073631341965 0.00052363464211073343 0.0015611344158654415 0.00015425881224081681
leaf_weight=0.24801120515138464 0.040284796015014446 1.6866997287296497 0.91151365172118559 0.067788275043710655 0.076292203772936773 0.1537671489497825 0.035497979555998427 0.53588654975464933 1.2381784287681505 1.2206777578103345 0.59721557237208134 0.71163081435952324 4.2723680932213126 0.6618060041218996 0.5029805367230441 2.6783091723409598 0.28646163130179048 33.606186465793598 0.49794586803182017 0.048273226246237755 0.79649632869404641 0.43359500123915395 1.0436230137711389 0.15521591575816274 0.10316514700934931 0.51445757178589591 13.590810599955146 0.49352577095851302 0.84123945794999577 0.89667347352951765
leaf_count=158 427 663 14 140 39 248 246 36 61 39 57 38 72 8 44 63 20 983 62 3 34 56 33 8 68 15 294 28 54 23
internal_value=0.000167994 -0.000202295 0.000178684 -0.000613625 0.000492723 -0.00111537 0.000155781 0.000183127 0.000133669 0.000241892 0.000217228 -3.59756e-05 0.000270622 0.000959827 0.000187413 4.38673e-06 -0.000733366 0.000151922 -0.000270223 -0.00111424 0.000232702 0.000208184 -0.000352388 0.000248695 -0.000822676 0.000248364 0.000166221 -0.000655975 0.000447887 0.000835259
internal_weight=68.9466 1.93471 67.0119 0.37363 0.116577 0.257053 0.103286 66.6382 36.1849 30.4534 29.2327 5.0909 24.1418 1.25902 4.37926 3.46775 0.789442 35.649 2.04278 0.8046 22.8828 22.0863 1.47722 0.306654 0.151438 20.6091 14.5988 1.00798 6.01028 1.73791
internal_count=4034 821 3213 1100 466 634 386 2113 1221 892 853 179 674 65 141 127 64 1185 202 141 609 575 89 79 71 486 337 43 149 77
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=3 17 7 18 13 23 21 19 0 12 16 9 23 14 0 20 13 22 5 22 23 4 15 21 17 3 6 17 7 22
split_gain=0.0904909 0.0854933 0.0721358 0.0679852 0.214242 0.328378 0.154014 0.241725 0.271249 0.226528 0.150577 0.114044 0.134312 0.110365 0.135572 0.457354 0.164289 0.149503 0.241061 0.384266 0.127233 0.268963 0.119006 0.0997751 0.111633 0.0980291 0.447005 0.287964 0.170243 0.152469
threshold=76.172084209950015 241.79519611995002 22.105125139000005 13.893471991850001 117.41840884735002 0.099465000000000012 8.8898213993500015 12.851036860900001 94.047642319350018 127.28368602940002 22.624947093000003 205.88909726980003 0.093325000000000033 195.25924573520004 86.329079026800017 41.872294782850005 117.64961624655002 -0.076484999999999984 21.500664456800006 -0.013805 0.088350000000000026 175.31744532325004 41.29990759910001 7.6056575014000005 204.75389752000004 83.538459487450012 14.745344522600002 205.32027903760002 23.822419043000004 -0.093879999999999991
decision_type=2 2 2 2 2 2 2 2 2 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 -2 13 6 10 23 11 9 -9 -6 12 -8 20 15 22 -17 -16 -19 -20 21 -4 -15 25 -25 -5 27 -27 -28 -30
right_child=2 -3 3 4 5 -7 7 8 -10 -11 -12 -13 -14 14 17 16 -18 18 19 -21 -22 -23 -24 24 -26 26 28 -29 29 -31
leaf_value=-0.0019733467144898752 -0.00014824225178335077 0.00053667227771393526 0.00048667491447516089 0.00028862379436565247 -0.0021117307423636259 0.0013744120872420107 0.0015881078580212823 -0.0014907290390201251 -0.0018149859932257023 0.0010487370909172155 9.7578776481797866e-05 -0.00010998837766177405 -0.00089590576354467129 -0.00042976238211355486 0.00017945607097848235 -0.0018793684773843985 0.00039772658218907933 0.00033104264044022384 0.0019575810783459707 0.00025608161454855919 0.00033970809428770176 0.0019449177223344785 0.00025904213561734935 0.0013274870933513837 -0.00025020335223700281 -0.0017593331317531634 -0.00053146705832231116 0.00033006204415671187 0.00094904300556182173 0.00015001484550224666
leaf_weight=0.13797451263545113 1.8854741891259426 0.083895197873061989 1.96918433436076 19.712579359798852 0.45197022661159181 0.19767718494404107 0.3857797355709629 0.22055923677180522 0.61407454130130645 0.34834586318538641 0.16080419486388564 0.96618588708224706 0.10687292384682223 1.1064672058564609 10.363560469781079 0.60360181928081225 0.15261704065960657 5.619219670072197 1.0338712160009893 1.0076761180534957 6.9821673656988423 0.64575476804748166 7.5083853144315071 0.63212754460982878 0.23710303060943261 0.79022601813539839 0.85314040029697924 0.37345623982400866 1.4217503697145728 2.5921605301700765
leaf_count=856 821 69 74 474 60 17 93 24 139 37 25 55 27 40 124 152 25 39 31 20 121 75 100 49 31 201 58 47 42 108
internal_value=0.00022598 -0.00102424 0.000230003 0.000240638 0.000171385 -0.00082307 0.000198935 -0.000252616 -0.000911265 6.42096e-05 -0.00153196 0.000281486 0.00104924 0.000296923 0.000233533 4.22342e-05 -0.00141981 0.000332991 0.000540695 0.00111775 0.000477872 0.000846785 0.000170574 0.00024376 0.000897135 0.000221699 2.94188e-06 -0.00108879 0.000263969 0.000433035
internal_weight=69.1647 0.22187 68.9428 67.0573 30.0648 0.810452 29.2544 2.64182 1.18298 0.568905 0.612774 1.45884 0.492653 36.9925 27.3954 9.37107 0.756219 18.0243 7.66077 2.04155 9.59711 2.61494 8.61485 26.6125 0.869231 25.7433 6.03073 1.16368 4.86705 4.01391
internal_count=4034 925 3109 2288 1487 102 1385 375 200 61 85 175 120 801 531 317 177 214 90 51 270 149 140 1010 80 930 456 248 208 150
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=8 22 9 22 20 21 22 20 22 7 12 19 16 5 21 22 21 20 2 2 23 23 16 19 3 22 0 22 5 2
split_gain=0.0152963 0.113522 0.0592389 0.0431347 0.0414889 0.0289438 0.0153594 0.103725 0.0182449 0.0601763 0.0718329 0.0676452 0.0552855 0.0491648 0.0435139 0.0990477 0.0878312 0.150796 0.0659694 0.0922925 0.0518421 0.0836201 0.084551 0.0496102 0.0426719 0.0407311 0.0875489 0.0724538 0.202555 0.0894757
threshold=8.9430209551500024 -0.08786999999999999 228.88999534805001 -0.14429 39.792680591700012 1.0000000180025095e-35 0.26941000000000009 39.051326806600009 -0.037054999999999998 26.157592435900003 179.90801194620005 11.650940033400003 17.684958644900004 13.361597395450001 3.2025200283000004 -0.020814999999999997 0.83684949340000014 40.636252116050009 63.548891378550003 77.604108716450014 -0.046510000000000003 0.10301500000000002 19.764953780900004 14.551174033150001 78.121216354550015 -0.053159999999999992 92.313586825200005 -0.06483499999999999 20.182301868200003 71.340832650850004
decision_type=2 2 2 2 2 2 2 2 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 3 5 4 -2 -3 8 -8 9 25 -11 13 -13 -12 15 -10 20 -18 -16 -20 -17 22 -22 -21 -14 27 -27 29 -29 -1
right_child=1 2 -4 -5 -6 -7 7 -9 14 10 11 12 24 -15 18 16 17 -19 19 23 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.03629899174145846 -0.057637473134750428 -0.018031950911598729 0.018733215873834277 0.068083904743968485 0.034538941446233082 -0.10131646027301927 0.0029084871048126867 -0.10161305488089119 0.068910569423545218 -0.088865509074963975 -0.083415646270681806 -0.1004295438281462 0.099131422287083285 0.082728588467256087 0.055847651916462196 0.042817349636631308 0.080052916356293219 0.0040233918767233218 -0.065370390138036125 0.0010348952185793977 -0.10320028251034861 0.0023779355925239824 -0.0080307242371875191 0.026925150033517031 -0.051604551686096713 -0.027833672361794123 0.0021464991113615086 -0.00059240882103907321 0.057333989070112702 0.0018372903062121805
leaf_weight=0.62753218897477836 0.083502072870032862 0.054242949467151358 0.077458633269998245 0.14316404674900696 0.11760278566725901 0.18085837095077295 0.65803733110868634 0.11095331176068157 0.31145048068128778 0.16173357789760601 0.021821199586128159 0.088736358690439943 0.03396823293678608 0.096911807808282902 0.22718542895745386 0.20179012841313726 0.40468625079756726 0.73407146286308489 0.203242059380499 12.96470428770705 0.17370976143447237 1.1358217741717451 0.2017985446145758 0.78492268244190277 0.042003789927548496 1.456238483976448 2.9417190175563803 1.8874513023702086 0.8875035561795811 31.349378438076421
leaf_count=125 16 8 15 29 33 76 89 63 53 175 206 190 7 20 12 25 54 70 18 623 88 10 15 30 35 29 34 45 50 1791
internal_value=0.00169321 -0.0134811 -0.0571122 0.0261313 -0.00373423 -0.0821009 0.00186593 -0.0121723 0.00205552 0.000870808 -0.035688 -0.00534457 -0.0468223 0.052194 0.00476023 0.0153653 0.0095177 0.0310424 0.00239442 0.00152408 -0.00479036 -0.0111469 -0.0520561 0.00251289 0.0157918 0.00128652 -0.00778045 0.00243397 0.017934 0.00108888
internal_weight=58.3642 0.656829 0.31256 0.344269 0.201105 0.235101 57.7074 0.768991 56.9384 39.595 0.445175 0.283441 0.164708 0.118733 17.3434 3.16333 2.85188 1.13876 14.1801 13.9529 1.71312 1.51133 0.375508 13.7496 0.075972 39.1498 4.39796 34.7519 2.77495 31.9769
internal_count=4034 177 99 78 49 84 3857 152 3705 2707 633 458 232 226 998 315 262 124 683 671 138 113 103 653 42 2074 63 2011 95 1916
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=7 2 7 0 14 13 12 12 12 20 21 22 7 18 17 23 7 23 3 10 21 20 15 9 4 16 15 22 12 16
split_gain=0.0683013 0.0594007 0.11114 0.0791299 0.0714584 0.0635287 0.0531795 0.173952 0.115898 0.0793282 0.144713 0.173211 0.0897897 0.0788021 0.0761679 0.223451 0.137524 0.0718854 0.125455 0.280904 0.0682786 0.203611 0.134617 0.137224 0.190012 0.125177 0.120946 0.127396 0.122303 0.175507
threshold=21.725272673150005 60.327272492300004 23.699538637550003 92.313586825200005 156.61564208075004 98.050756475600011 149.09269374785001 153.50554934640004 144.57070813310003 43.047778594550003 5.7087410616000005 -0.10290999999999999 26.189412761600007 13.036600629150001 199.84861692095004 0.088655000000000025 24.024273989350004 0.088220000000000021 92.90235915575002 62.030794443850006 4.6887961308500001 42.899217095850013 25.621990087700002 203.36975145060003 296.2109057141501 14.764965473100002 44.190294328500009 -0.063749999999999987 227.20419929940002 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -6 8 -8 9 14 -11 -12 13 -13 17 -16 -17 18 -7 -20 21 26 23 25 -25 -22 28 -28 -9 -30
right_child=1 4 -4 -5 5 6 7 20 -10 10 11 12 -14 -15 15 16 -18 -19 19 -21 22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.00023915771782780988 -0.00023036938527168702 0.0011814350698428017 -0.0007135030890074378 0.00059886854651562736 -0.00066710293023584412 0.00027865660935211218 -0.0010013091402083598 5.2354408714375163e-05 0.00083370489015240393 -0.0015851725057242623 0.0015232243791260675 0.00033915223181220361 9.5369012999040159e-05 -0.0020220944370989628 0.00019661022614052108 -0.00015869123902362495 -0.0019994807005382755 0.00021688091542965506 0.00039688597129207653 0.0019727177408493512 0.0016952698799915121 -0.0012501756624682676 0.0002243691134424974 -0.0020493156242987146 0.00051304110470212598 -0.0010986063094756231 -0.0015270734387065174 0.0004630578187836114 -1.5597030970415133e-05 0.0018455026435603428
leaf_weight=1.5839208446641198 0.94414712768047981 0.27535074624756717 0.82269745526627946 0.83256941707804799 0.33824818036315107 4.3901431666236155 0.51012620276014686 6.8318409245912299 1.2499969672353461 0.25218447405495581 0.24176593490847142 0.077426632400601991 0.51664461940526962 0.18223549090544111 3.5114943336993738 0.31292199908057217 0.31123512429621769 13.922817851387661 1.4724055398255589 0.61721679009497155 0.1514305898599585 0.47327367281332122 26.079781955332237 0.33823228688561358 0.16581168948323466 0.10399869965704056 0.34961675974045647 0.19135161208760099 0.40872659560409363 0.37222443684004247
leaf_count=776 30 16 47 16 1105 97 35 174 49 77 19 8 2 59 73 19 64 251 15 82 12 61 549 44 20 58 69 20 132 55
internal_value=0.000163232 0.000172853 -0.00011768 0.000158212 0.000184718 0.000180388 0.000184935 0.000135544 0.000250606 0.000222364 -0.000255427 7.3961e-05 -0.000377384 -0.00131801 0.000247098 4.45615e-06 -0.0010766 0.000296281 0.000466886 0.000862343 0.000151895 1.48883e-07 0.000200672 -0.000613075 -0.0012064 0.000557736 7.27222e-05 -0.000823123 0.000136381 0.000871458
internal_weight=67.8318 66.2479 2.59941 1.77672 63.6485 63.3732 63.0349 35.9764 27.0585 25.8085 1.27026 1.01807 0.776307 0.259662 24.5382 4.13565 0.624157 20.4026 6.47977 2.08962 35.4663 8.62703 26.8393 0.759473 0.504044 0.255429 8.15376 0.540968 7.61279 0.780951
internal_count=4034 3258 93 46 3165 3149 2044 1229 815 766 165 88 69 67 601 156 83 445 194 97 1194 511 683 134 64 70 450 89 361 187
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=7 8 22 13 7 4 9 22 13 17 7 16 7 0 5 10 23 15 16 9 23 7 18 16 9 17 6 5 22 18
split_gain=0.122436 0.0608086 0.150302 0.0826891 0.0855431 0.0745087 0.0692379 0.0563119 0.0979615 0.0542903 0.0512042 0.0556971 0.0700584 0.0917356 0.0634371 0.0468771 0.0708752 0.0611171 0.250921 0.0746192 0.0551041 0.0510115 0.227553 0.375057 0.136398 0.13118 0.13257 0.141686 0.109867 0.0876595
threshold=22.061824394000002 8.9430209551500024 -0.08786999999999999 98.050756475600011 22.181995028450004 168.01744813895002 218.97685776085004 -0.24468499999999999 95.986020631400024 241.79519611995002 21.946499523750003 18.704956259700005 20.873561687950005 76.451683855550016 29.026000224750003 61.901748453550006 -0.27453499999999997 46.074827201850006 22.614947116400003 195.10791980860003 -0.26533499999999993 23.109894804950002 13.314799198000001 22.554947256700004 190.73543849905005 191.58460912770002 16.375382608200002 19.327153142150006 -0.053159999999999992 13.946975448150001
decision_type=2 2 2 2 2 2 2 2 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 3 5 7 -5 -3 -4 8 -2 -9 11 -1 13 14 -13 -6 -17 20 19 -19 -18 22 25 24 -24 26 27 -22 -28 -23
right_child=1 2 6 4 15 -7 -8 9 -10 -11 -12 12 -14 -15 -16 16 17 18 -20 -21 21 29 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0011076939755397741 -0.0019831287433674754 0.0015998694614359993 -0.0020077573802725502 0.0010620566339764814 0.00042918844831754785 -0.0001814339042525857 -0.00040815443175195058 -0.001706170970624452 0.0018023999283282911 0.00045451047146079329 -0.002011355440367223 -0.0019764040725575118 -0.0003395977988079965 0.0016462001064376762 0.00035555123967898777 -0.00042111475130154853 0.0007018549631909065 -0.00038065416590983521 -0.0020046411357024807 0.0004915127076828451 0.00019061353391429229 0.00034111666593893359 0.00043760438246394563 -0.002141604347381977 -0.00086192761686895128 0.00088527918371979805 0.00034187089914460407 -0.0010914921456668066 -0.00028646587181030685 0.00016991727188587751
leaf_weight=0.24228084907502889 0.041105638837649394 0.15773598570376635 0.19077178544284734 0.46073576238995784 3.6838626525277496 0.21110592772311065 0.22881771282845875 0.19845225321799276 0.07288101529047708 0.057711403860594146 0.064081298374276119 0.05845974945987098 1.2314225074369458 0.18019081954844296 0.19264991555246525 0.69494180091351765 0.89615106327983696 0.6312898422947899 0.24202515408887837 0.9368339396060037 0.6779962587170123 19.58036325708963 0.84659883229687583 0.43144156967173319 0.49039281677687541 0.99887302401475686 6.3306148194242242 0.6482266541570425 1.2874815555987904 27.860028060300465
leaf_count=575 164 11 35 26 72 30 26 870 14 51 15 57 55 22 97 26 26 24 89 38 6 265 45 20 21 40 101 37 27 1149
internal_value=0.000194618 0.000208604 -0.000332764 0.000214968 0.000220097 0.000580344 -0.00113543 -0.000709226 0.00043727 -0.00121939 -0.000287374 -0.000229382 -0.000101401 0.000578685 -0.000187341 0.000214241 0.000201582 0.000208578 -0.000146403 0.000140399 0.000219279 0.000211968 9.60781e-05 -0.000552006 -3.90487e-05 0.000211342 0.000136079 -0.00043605 0.00023568 0.000240577
internal_weight=69.8255 67.8564 0.788431 67.068 66.6979 0.368842 0.419589 0.37015 0.113987 0.256164 1.96909 1.905 1.66272 0.4313 0.25111 66.2371 62.5533 61.8583 1.81015 1.56812 60.0482 59.152 11.7116 1.76843 1.33699 9.94319 8.94432 1.32622 7.6181 47.4404
internal_count=4034 3213 102 3111 2012 41 61 1099 178 921 821 806 231 176 154 1986 1914 1888 151 62 1737 1711 297 86 66 211 171 43 128 1414
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=8 20 4 20 16 21 9 0 16 9 0 20 22 6 8 10 16 13 6 6 3 6 16 20 13 21 23 9 23 2
split_gain=0.0599071 0.213172 0.0929583 0.0946351 0.0767643 0.0606625 0.0594015 0.133144 0.292021 0.101923 0.144288 0.0814463 0.160189 0.0738974 0.116886 0.0726399 0.379334 0.305886 0.116767 0.297946 0.141418 0.448676 0.277733 0.510893 0.246693 0.239845 0.200272 0.176252 0.147699 0.244185
threshold=5.9453602998000008 47.709122305950011 375.65892766775005 49.283271594150008 21.094950670800003 3.4801976177500005 186.68586460755003 85.732241321850012 22.664946999500003 185.90443620030001 94.300357383600002 41.827117825850003 -0.092710000000000001 16.525386113000007 8.0437227585500022 64.407391431150018 20.894951138500005 116.72209819155002 16.235379337050002 16.315381206250006 83.538459487450012 14.745344522600002 19.199955102150003 37.73036952315001 109.96062599345002 8.9626214023500008 -0.089139999999999997 197.29115675710003 -0.09053499999999999 54.465024697200008
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 -5 9 8 -8 11 -11 13 -13 14 -2 17 18 -9 20 -20 28 24 25 -24 26 27 -22 -23 29 -17
right_child=6 2 -4 5 -6 -7 7 15 -10 10 -12 12 -14 -15 -16 16 -18 -19 19 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019681813924148457 0.00022783824402154983 0.0014337955538370223 -0.0019686213608252224 0.0014001452371499386 0.0010470304115277607 -0.0015386104190645443 -0.0020011534322145535 0.0013244117693170139 4.3227865590725457e-05 0.0016610014007698353 0.00026773263293003105 0.00058928020527111106 -0.001350234952104857 0.00019409449743723917 0.0015552338683021013 0.0020123041620311948 -0.0012446037355085928 0.00021554977909311442 0.0019845434687455082 -8.7793537411504205e-05 0.00071452430116571077 2.324406392172528e-05 0.0002171631586824207 -0.0016017306906781885 0.0011814748105253702 -0.00047884406315762428 -0.0020076113696738092 0.0016532964526067633 0.00022445730523784881 -0.0019977953938151412
leaf_weight=0.27490052186406799 0.58699585722888448 0.28227393295725278 0.052460651893852628 0.039400158775379168 0.036809366196393967 0.085845387658253003 0.33882524631553579 0.98534697259310533 1.2965738782495462 0.52431345311924793 0.62812829264566972 0.32396068504567666 0.33100042403748364 2.8701509211678058 0.4510067505761981 0.075439222157014707 0.76959258038550515 32.618409141199663 0.4581790268421162 0.63835828655282967 0.11926583480089881 0.35628856811672427 2.4103144868277018 0.78775001507892728 0.13484101882204413 0.44990783761022601 0.80708025929197813 0.89735213664243929 20.013901544469263 0.25818017985989172
leaf_count=1089 28 56 197 18 5 95 134 78 128 37 8 33 42 42 18 1 42 498 16 39 9 14 59 72 5 28 249 64 855 75
internal_value=0.000183071 -0.000360225 0.000488133 0.000804395 -0.00161212 -0.000614127 0.000189136 0.000171881 -0.000380331 0.000380588 0.000901612 0.000249 -0.000390901 0.00035624 0.000804585 0.000186498 0.000113073 0.000248064 0.000151197 0.000778115 0.000125069 -0.000140483 0.000109781 -0.000230868 -0.00129645 0.00074928 -0.00165714 0.00119003 0.000202889 -0.00109102
internal_weight=69.9029 0.77169 0.45998 0.407519 0.31171 0.125246 69.1312 63.4156 1.6354 5.71556 1.15244 4.56311 0.654961 3.90815 1.038 61.7802 28.1765 33.6038 27.4069 1.09654 26.3103 5.9628 4.90161 3.19806 1.06119 1.70355 0.926346 1.25364 20.3475 0.333619
internal_count=4034 1460 366 169 1094 113 2574 2366 262 208 45 163 75 88 46 2104 1528 576 1486 55 1431 500 237 131 263 106 258 78 931 76
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=7 16 16 16 18 3 10 16 10 9 15 21 22 6 6 6 23 2 23 17 23 6 10 5 16 21 22 8 15 6
split_gain=0.0763497 0.0641708 0.0752432 0.0786747 0.0489888 0.179766 0.589181 0.355531 0.359241 0.322697 0.282914 0.384861 0.167015 0.233614 0.171738 0.150515 0.144127 0.23999 0.141919 0.134415 0.138562 0.120091 0.116001 0.107693 0.0839145 0.150603 0.709313 0.123522 0.112648 0.108927
threshold=21.725272673150005 12.604970524100002 9.719977270450002 9.2849782877000013 13.893471991850001 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 205.22231928645002 30.243446395250004 1.4744127452000002 -0.083424999999999985 16.355382140900002 14.825346391850003 16.455384477450004 -0.09053499999999999 54.465024697200008 -0.085699999999999998 204.64886559710001 0.092465000000000033 14.825346391850003 67.074341896550024 20.444185446200006 22.544947280100004 3.8092755532000004 -0.06483499999999999 8.543332867800002 42.246988155050012 16.525386113000007
decision_type=2 2 2 2 2 2 2 2 2 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 23 16 7 -7 9 10 21 -12 15 14 -14 22 17 -6 -8 -13 -21 -9 -11 -3 27 26 -26 28 -25 -28
right_child=1 4 -4 -5 5 6 18 8 -10 12 11 19 13 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 24 25 -27 29 -29 -30 -31
leaf_value=-0.00023398370715383619 -0.0019849054133740142 0.00048664149777689425 -0.0019698536168213615 0.0017079952444767877 0.0020087085595754737 0.0020044572112832958 0.00021065539035028001 -0.00023412578112366462 -0.0017214746760162223 0.001883201103129862 0.00059233690229514567 -0.0017983508005368202 -0.0012062135102244046 -0.00202435902078204 0.00076338986610972707 0.00038254067475954404 0.00026385070661012544 -0.0021581464460486127 -0.0019985986370019506 -0.0015812705861811402 0.00086734077248625354 0.00087835632070040217 0.00047511105621011833 0.00080967561304616986 -0.0019383002114159201 0.00020351001415905518 0.0013291255012064245 -1.0020323799898336e-05 -7.176739979763256e-05 0.00011535775910753788
leaf_weight=1.5754522372171482 0.034509255655236326 6.3230714181008798 0.1126791786451804 0.062080407166831719 0.070425696671011617 0.35107842029537817 0.1326811744729639 0.78929296880960487 0.44560619797994139 0.65113441669382233 0.50747698708437372 0.9615317564748691 0.22105765761807539 0.19889147429785226 0.73986523691564798 1.2947415844537316 20.383433810881801 0.21653178726558053 0.71005897284931041 0.18224198668031022 0.17338487086817622 0.70744440541602671 0.34365402246476151 2.8627546289935739 0.70762929373950134 23.201194263186153 0.4123269413466939 1.6582061526132745 0.69222742462989106 0.91526649864317733
leaf_count=776 427 127 373 39 1 10 22 12 97 36 35 67 39 28 50 18 716 86 276 32 17 33 21 99 91 393 22 45 9 37
internal_value=0.000192609 0.000202782 -0.000881288 0.000388607 0.000206227 0.000146089 -9.55993e-05 7.75919e-05 -1.61512e-05 9.60825e-05 -0.000340151 -0.000858453 0.000516132 -9.00703e-05 0.000310288 0.000823218 0.000244424 -0.00113551 -0.00165077 -0.00141742 -0.000387457 0.000291697 0.00139677 0.000253785 0.000205431 0.000158648 -0.000352777 0.000431906 0.000638041 0.000492332
internal_weight=67.6379 66.0625 0.209269 0.0965897 65.8532 29.0805 8.41014 7.5674 7.21632 6.77072 3.32137 1.82464 3.44934 1.15981 0.960923 2.28953 20.6704 0.286957 0.84274 1.31716 0.355627 1.49674 0.994788 36.7727 30.4496 25.2364 2.03522 5.21319 3.55498 1.32759
internal_count=4034 3258 839 466 2419 1596 793 495 485 388 196 151 192 117 89 75 803 87 298 116 49 45 57 823 696 543 150 153 108 59
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=16 16 17 10 13 21 16 23 8 20 0 12 21 13 10 16 0 18 15 5 3 2 21 21 23 20 0 22 20 23
split_gain=0.0890345 0.247724 0.200362 0.161089 0.150689 0.132662 0.108147 0.144799 0.176858 0.118803 0.354861 0.378693 0.104103 0.0948314 0.337028 0.248207 0.200082 0.275748 0.275412 0.191544 0.237747 0.232151 0.201809 0.505701 0.254672 0.18868 0.138041 0.122678 0.12148 0.10656
threshold=21.734949174200004 20.894951138500005 199.59317753375004 62.837331883000012 115.68166489510001 14.824703203750003 22.494947397000004 0.079430000000000014 8.6432548896500023 42.198888176300009 86.20003303655001 123.47238069670001 6.021362969500001 112.64908412395 66.351146659450009 20.784951395750003 93.399723909900004 13.927976454650002 35.517387705950007 18.946524085150003 85.538672336450006 98.465712168700023 7.0441631297000011 10.628103601550002 0.093160000000000034 35.419594101850009 92.313586825200005 -0.59168499999999991 41.360869295700006 -0.15572
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 13 7 -2 -9 -8 11 -11 -12 16 15 29 17 26 -19 20 22 -22 -18 27 28 -21 -1 -24 -25 -15
right_child=3 2 -4 4 -6 -7 9 8 -10 10 12 -13 -14 14 -16 -17 19 18 -20 25 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00031074212199243989 0.00016941845131285434 -3.046966880670665e-05 -0.0020345167562650455 0.00013430408924711186 0.0016532176833413076 -0.001152077923267173 0.000302301521341926 0.0019831406283081342 0.00042656658448717808 -2.3972768736813213e-05 -0.00025769554124825211 -0.0018268497282817099 0.00035946758771945734 0.00043512016603325219 0.0015115298523729465 0.00058865639414718745 0.00024037266678089686 -0.0019190883884308509 0.00059899140466851007 0.0019789855680081752 0.00012934556438402322 0.0019389865359691367 0.00082482721397705372 0.00017462307014875356 -0.0012133358570324783 -0.0012508814855098163 0.0015372079573563032 -0.0020410443039185497 0.0014507371146771214 -0.0015390790916468854
leaf_weight=0.38867293186156249 1.0601198971271508 0.41714763363415741 0.35506350453943014 0.41892816137988009 0.62689416401553899 0.28750211493191002 28.420208149662358 0.54366042651236035 0.58006693422794342 1.1800938223022948 1.286401985271368 0.72198118339292694 5.7375120043288916 0.1403882654763039 0.89826778834685672 0.99948937230510637 20.860361779727771 0.64094097572751707 0.22583546186797321 0.079199980275005966 0.50107072177342959 0.59761098626768216 0.063234743273824279 0.74070652864483555 0.35837256855711519 0.56993467048960156 0.25895830335684877 0.62520189406190896 0.46802406986553535 0.41838965119722993
leaf_count=278 4 38 21 31 51 212 465 64 2 57 44 162 61 138 33 31 1209 112 12 5 19 31 9 48 75 198 19 216 167 222
internal_value=0.000225397 0.000144199 -0.000951933 0.00028522 0.00104478 0.000173264 0.000265124 0.000689241 0.00117964 0.000240324 4.29878e-05 -0.000708301 0.000246437 0.000186479 0.000554955 3.53393e-06 0.000152163 -0.000539784 -0.00126301 0.000194309 0.000222487 0.00111367 0.000180129 -0.000377031 0.000238337 -0.00085681 0.000428169 -0.00177781 0.000668738 -0.00104308
internal_weight=70.4702 29.8944 0.772211 40.5759 1.04582 29.1222 39.53 2.18385 1.12373 37.3462 8.92599 1.90208 7.02391 28.8347 2.45654 1.55827 26.3781 1.51441 0.866776 24.8637 24.2146 1.09868 23.1159 2.25554 1.5671 0.649135 0.647631 0.688437 1.20873 0.558778
internal_count=4034 3093 59 941 82 3034 859 70 66 789 324 219 105 2822 424 391 2398 421 124 1977 1774 50 1724 515 290 203 297 225 215 360
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=18 21 20 4 22 16 0 5 16 6 21 7 20 0 9 22 23 9 6 17 3 20 23 7 21 7 7 21 4 6
split_gain=0.0160883 0.0721399 0.0936291 0.0695835 0.0651559 0.0723231 0.0469077 0.0385316 0.0288646 0.0686013 0.0729772 0.0343144 0.0408047 0.0553647 0.0253148 0.0945248 0.0788909 0.0396209 0.108989 0.0572171 0.0375458 0.0643322 0.132584 0.0474158 0.0367445 0.0325515 0.0860958 0.232616 0.0678529 0.0347064
threshold=12.885811969150001 5.3866163921000005 43.426640904350009 195.50296729855003 -0.053159999999999992 22.664946999500003 82.250688042950017 20.374719724350005 22.714946882600003 16.475384944750001 4.8799967471500016 22.156669449150005 47.927946529500012 91.394134144600017 187.94830913940004 -0.11963999999999998 0.085035000000000013 190.16588783940003 16.445384243750002 190.94474013770002 93.765354215650021 41.685324604100011 0.088220000000000021 22.381996090050006 11.702496363450001 22.695144739300002 22.938075114600004 12.510904521150001 202.99973138610002 16.425383776450001
decision_type=2 2 2 2 2 2 2 2 2 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 4 7 -3 -6 -4 -1 11 -10 -11 12 -2 -14 15 16 -13 18 19 -16 21 -17 24 -22 -23 29 27 28 -27 -19
right_child=8 2 6 -5 5 -7 -8 -9 9 10 -12 14 13 -15 17 20 -18 25 -20 -21 23 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.04904677997126685 -0.10070376367370358 -0.10290165431565995 -0.018742035341156166 0.070654409198473919 -0.10508562470719734 0.084375231421403227 0.092867545811031071 -0.0069043052560957795 0.098704485766853284 0.052917208758026614 -0.04905681948683549 -0.10026760321518252 0.092408839454223235 -0.077017536129794492 -0.023555929307568259 0.0050156150676885893 0.087349254324946377 -0.001057446465614305 0.0023903221946795857 -0.094841658678369384 -0.0020485565046135397 0.086978604493738079 -0.081798865456641168 0.035189098396256495 -0.075567670983834712 -0.026863015399993778 0.0027316855132889385 0.014224460464503387 -0.088780462227516968 0.028310147006951371
leaf_weight=0.13348746439441983 0.070491167030982349 0.21846124831517955 0.11236440502648293 0.14052580003408355 0.035755267571403127 0.046159317080309847 0.056637416987996403 1.5792091099689285 0.10531372522655047 0.14654269661696162 0.13467486779973115 0.024850993499388241 0.037177146945452932 0.040081178377430859 0.25652628470345362 2.8980839916339707 0.22837038046994707 0.68519871507305541 1.2217779857007824 0.2006773658175689 0.58264802733901866 0.078226367303322664 0.23546537424238068 0.82772490540810395 0.016914157512267991 0.30613194141187594 46.305975572396221 0.85972051168209873 0.41954159795568557 0.97506579358014278
leaf_count=14 252 43 116 99 59 10 14 228 14 35 21 351 10 41 19 246 92 15 20 35 19 107 58 29 33 21 1931 28 29 45
internal_value=0.00229474 -0.00586252 -0.0408815 0.00300695 -0.0743824 0.00167661 0.0186616 -0.00254348 0.00262914 0.0298626 0.00408193 0.00244207 -0.0456867 0.0045114 0.00256877 0.00944145 0.0689366 0.00191246 -0.0131954 -0.0548449 0.00619393 0.000248005 -0.0415448 0.0198056 0.058081 0.00242437 0.00194715 -0.0209674 -0.06266 0.01619
internal_weight=58.9798 2.3226 0.469378 1.85322 0.300376 0.0819146 0.169002 1.7127 56.6572 0.386531 0.281218 56.2706 0.147749 0.0772583 56.1229 4.89228 0.253221 51.2306 1.67898 0.457204 4.63906 3.22869 0.330606 1.41037 0.0951405 49.5516 47.8914 1.58539 0.725674 1.66026
internal_count=4034 583 242 341 112 69 130 242 3451 70 56 3381 303 51 3078 935 443 2143 74 54 492 444 198 48 140 2069 2009 78 50 60
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=13 8 20 15 3 15 23 16 22 22 15 3 20 15 0 18 4 20 23 18 17 21 16 6 19 22 6 21 16 6
split_gain=0.103489 0.0951946 0.112375 0.157942 0.218307 0.08676 0.344144 0.131504 0.0924353 0.323861 0.240941 0.114317 0.0864642 0.216736 0.235181 0.189127 0.182096 0.176435 0.15278 0.147598 0.144884 0.34165 0.143137 0.0985302 0.0858296 0.15468 0.155594 0.125445 0.252883 0.118532
threshold=98.050756475600011 8.8430989333000021 42.388109226950007 31.233764884050004 93.181958801350021 46.074827201850006 0.090390000000000012 22.614947116400003 -0.50001499999999999 -0.58559499999999998 22.662932349550001 82.081315180750025 42.719328117250008 26.135540888150004 85.995710218650018 13.376114027300002 313.22340827140005 47.927946529500012 0.084565000000000015 12.909082926650003 197.01076493205002 12.377125061300001 22.564947233300003 14.605341251450001 14.351157895250003 -0.078649999999999984 16.265380038000004 14.30537942105 22.584947186600004 16.475384944750001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 8 -7 -8 9 10 -2 -12 16 17 19 -16 24 -14 23 -15 -20 -22 -18 -17 27 26 -26 -10 -29 -27
right_child=1 2 -4 4 -6 6 7 -9 12 -11 11 -13 13 14 15 18 22 -19 20 -21 21 -23 -24 -25 25 29 -28 28 -30 -31
leaf_value=-0.00075890952372458247 0.0014605937589694999 -0.0013731809289324233 -0.0014378175514126253 0.001550634109970102 -0.00020806054712275862 -0.0018764404973539404 0.000468114518367709 -0.00051397102759715948 0.00019576195656578581 -0.0017332851404033998 -0.0015910041700593937 0.0001659681642858353 -0.0017315409421522526 0.000461100250978326 0.0013379361464552451 0.00020643022174958811 0.00015718668015049514 0.00047341161044347059 0.00012146548145019294 -0.0019931734862901982 -0.0017530182550078227 0.00025273727039618879 0.0015354492971155292 0.00091240458304739868 -0.00047848994130596348 0.00081219491407868007 0.00026846920780024269 0.00030451992262917402 -0.0020888925404531477 0.0003490458364421558
leaf_weight=0.4517514555834613 0.41717695764964424 0.29493099651153842 0.25915607842944144 0.35151424352079619 1.1900417414362889 0.3809269950065749 1.539048253787769 0.79497481806174608 36.345105207447318 0.41932650837406882 0.2228636083600577 0.39424135925946757 0.44862563005608436 0.13468704913975571 0.52825487777590563 2.5897117271225629 0.47422480684508517 0.202500832280748 2.664646681863815 0.31347373253083788 0.60704906820319571 0.70648574456572533 0.74451519129797816 1.0758099956437943 1.2767127170227492 3.4072488459642027 6.6916761504835449 0.43214040506427309 0.27949779154732823 5.6430192270054249
leaf_count=1186 28 43 53 20 84 93 31 41 1051 116 29 31 229 30 25 99 113 87 50 58 44 8 52 25 27 132 101 47 12 89
internal_value=0.000176594 0.000182561 -0.000229115 -5.85489e-05 0.000192967 0.000195113 -0.000148412 0.000133613 0.00020924 -0.00027974 0.000309568 -0.000468551 0.000220248 4.50144e-05 0.00012741 0.000203255 0.00024963 -0.0010458 0.000124837 -0.00125558 -0.000141258 -0.000674221 0.000999153 0.00041363 0.000232738 0.000348009 0.00014879 0.000179798 -0.000635499 0.000523412
internal_weight=71.2813 70.8296 2.09564 1.83649 1.54156 68.7339 2.71495 2.33402 66.019 1.45361 1.03428 0.617105 64.5654 9.27125 8.62012 8.17196 55.2941 0.651126 7.6437 0.448161 3.97818 1.31353 1.21874 3.66552 54.0754 17.0187 7.96839 37.0567 0.711638 9.05027
internal_count=4034 2848 200 147 104 2648 165 72 2483 204 88 60 2279 655 339 251 1624 316 226 88 102 52 165 124 1459 349 128 1110 59 221
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=13 18 13 7 9 22 20 6 2 19 0 16 18 7 5 22 20 22 10 16 20 12 7 21 14 20 16 10 19 14
split_gain=0.113896 0.0656489 0.0635137 0.0624055 0.0863358 0.0981896 0.165066 0.173835 0.118831 0.0972351 0.0630001 0.378541 0.0682026 0.135632 0.177049 0.181265 0.107724 0.586093 0.125102 0.0982955 0.2241 0.089157 0.086039 0.130331 0.444497 0.174835 0.168211 0.206428 0.139792 0.323282
threshold=98.050756475600011 17.323446153950005 95.862351557400004 22.061824394000002 187.94830913940004 -0.117885 41.827117825850003 16.525386113000007 158.13149931390004 14.351157895250003 85.732241321850012 22.704946905950003 13.975517741000003 23.974509389900003 17.679107616400003 -0.089094999999999994 38.244973486750006 -0.046635000000000003 70.077349628250019 22.514947350300002 42.047301293400004 93.660658182900008 24.054467534550003 8.8898213993500015 267.5497843826501 39.420767558750008 15.839962959300001 67.300172379550006 14.351157895250003 372.73472382990002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 9 8 -8 -7 11 -6 19 14 -14 -16 17 -15 -19 20 -12 -20 -18 28 25 -25 -26 -28 -24 -30
right_child=3 2 -4 4 10 6 7 -9 -10 -11 12 -13 13 16 15 -17 22 18 21 -21 -22 -23 23 24 26 -27 27 -29 29 -31
leaf_value=-0.0016722066973866158 -0.00015523562457842957 -0.0012801370760185092 0.00078521192285312504 0.0013330123768533592 -0.0020016323736895525 0.00028083566910707043 -0.0020181418328359436 0.00075390380143185837 0.0004354304952730172 0.0008520053216647109 0.00034309843750348679 0.00040409938468433148 5.6723279456642078e-05 -0.001822571062316527 6.7646054561958815e-05 -0.0016322198406966422 0.00067086428365732914 0.00088383455525966605 0.00029704182876080868 0.0002051235344060794 0.0015360500886367409 -0.00080569165569613918 0.00027162916269792041 0.00048965396139874951 0.0013687106601367441 -0.0020106120400554643 0.0010650889751883219 -0.0019871151173155603 -0.0016022765764452758 0.00095927978210722192
leaf_weight=0.19146868512067072 1.875509321851722 0.10205940642117284 0.13037033568252809 0.42984856026578189 0.34464627803299552 3.3064146663091369 0.29203535440137773 0.23352324985899031 0.10253817100965534 1.7536999804433433 4.9062124681659034 0.93008860509689839 2.1200610980158703 0.64825118470616905 0.40531495696632214 0.59558305377140597 1.5119598689489091 0.86191629618406596 0.80543067504186161 27.371211771656817 0.69064386980608095 0.43365940742660314 16.433583753867431 0.1332904944429163 0.47317627491429448 0.55628489569062367 0.17299551097676158 0.1678512594444328 0.47172496491111715 0.31652480026241392
leaf_count=597 735 571 18 81 117 46 57 13 31 53 141 61 22 138 33 33 20 10 19 327 62 40 521 9 33 76 17 56 53 44
internal_value=0.000191207 -0.000822029 -0.000121678 0.000197492 0.000207445 0.000429392 0.000361107 -0.000586958 -0.00138053 0.000478788 0.000184944 -0.000246331 0.000194251 0.000119384 -0.000264165 -0.000943857 0.000171459 -0.000192722 0.000310157 0.000253538 0.000490307 -8.88952e-05 0.000220933 0.000184604 -0.000369015 -0.00152733 0.000612215 -0.00043798 0.000232939 -0.000573674
internal_weight=68.7679 0.423898 0.23243 68.344 66.4685 6.11806 5.68821 0.628097 0.394574 5.06011 60.3504 1.27473 59.0757 26.1076 3.12096 1.0009 22.9866 2.74926 2.10101 32.9681 5.59686 1.23909 20.2374 18.7254 1.5036 0.689575 0.814023 0.340847 17.2218 0.78825
internal_count=4034 1186 589 2848 2113 281 200 101 88 99 1832 178 1654 1124 88 66 1036 207 69 530 203 59 829 809 191 85 106 73 618 97
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=8 22 22 8 19 16 0 3 17 7 22 7 18 13 16 14 23 21 7 6 9 6 7 5 18 13 13 3 6 16
split_gain=0.0918843 0.126301 0.160967 0.159288 0.148413 0.101164 0.0928213 0.0903288 0.0963667 0.0782535 0.0783225 0.128607 0.0759159 0.190006 0.298738 0.15543 0.155059 0.272174 0.131042 0.210395 0.130614 0.129617 0.121497 0.194609 0.27964 0.14305 0.299593 0.221341 0.374639 0.46189
threshold=8.8430989333000021 -0.090495000000000006 -0.13734499999999997 9.3427090425500019 14.451165964200003 22.634947069650003 88.872360418250011 76.172084209950015 241.79519611995002 22.061824394000002 0.11704500000000002 21.623105384250003 13.893471991850001 117.41840884735002 22.604947139800004 195.25924573520004 0.079605000000000023 3.3335862513000003 23.109894804950002 16.375382608200002 190.49354742400001 16.525386113000007 23.974509389900003 17.679107616400003 14.320472989450002 112.64908412395 117.20333219690001 83.538459487450012 14.745344522600002 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 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 -2 5 6 -3 8 -1 10 11 -9 15 22 -15 16 17 -11 19 20 -17 -20 23 -14 -25 27 -27 -24 -29 -30
right_child=1 4 -4 -5 -6 -7 -8 9 -10 12 -12 -13 13 14 -16 18 -18 -19 21 -21 -22 -23 25 24 -26 26 -28 28 29 -31
leaf_value=-0.0019749400648415363 -0.0016060749851505214 -0.0020159162229948777 0.00066992956561376501 0.00050742405479775219 -0.001632068689473866 0.0015042771287133657 0.00057382988118311127 -0.00011292798095263077 0.00060750131020701034 0.001974505481447454 0.0013197573012663142 -0.0017967420308294887 0.00015086739703837392 -0.0018159905483157272 0.00066311302296618842 4.3959549425485058e-05 0.00041347254249040683 -0.00039416347494384673 0.00033522989536647783 9.6300744589034916e-05 -0.0015694526334389901 -0.000204680845556074 0.00024694570490721212 -0.0014003501508896385 0.00074134981668333053 0.0014784700805032175 6.1408916414218279e-05 -0.0012579753155543248 0.00091830399407400256 -0.00093477837360008754
leaf_weight=0.148119556523297 0.31380335847643437 0.10569369295262632 0.86065407132264249 0.2434739659584011 0.4198051168659731 0.126066199849447 0.10715623447322287 1.3614997548928602 0.088898548743600259 0.62944745598360796 0.11929165305718914 0.20001591243703831 2.4180593618040187 0.46250402756413578 0.3135869016405195 0.31091162978191533 8.3111927977297437 0.26504118922457565 18.288021499906794 6.6162460813993675 0.50829093968059169 1.8858219005778654 19.877117518009079 0.86353790140310571 0.32171542359924388 1.0171212572604409 1.3154593058861792 1.0659530110233384 1.2712475796870424 0.87177782856451802
leaf_count=855 25 29 32 32 62 9 12 654 69 65 35 41 126 65 35 32 165 11 210 163 34 45 621 64 35 68 13 281 90 56
internal_value=0.000189431 -0.000207181 0.000138322 -0.000682689 -0.000852872 0.000112294 -0.000712146 0.000202028 -0.00100634 0.000206222 -0.00021162 -0.000328609 0.000216765 0.000143189 -0.000814285 0.000276317 0.000496957 0.00127266 0.00020275 -1.97596e-05 -0.000957115 0.00028476 0.000168793 -0.000168163 -0.000819025 0.00021656 0.000679318 0.000169803 -0.000308033 0.000164474
internal_weight=70.7075 2.17665 1.41793 0.557277 0.758721 0.338916 0.21285 68.5309 0.237018 68.2939 1.68081 1.56152 66.6131 29.7981 0.776091 36.815 9.20568 0.894489 27.6093 7.43545 0.819203 20.1738 29.022 3.60331 1.18525 25.4187 2.33258 23.0861 3.20898 2.14303
internal_count=4034 201 89 57 112 50 41 3833 924 2909 730 695 2179 1454 100 725 241 76 484 229 66 255 1354 225 99 1129 81 1048 427 146
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=10 5 9 16 22 2 3 13 22 18 13 9 22 2 19 20 14 22 16 10 23 5 9 5 8 3 20 18 18 9
split_gain=0.0169329 0.040598 0.0676483 0.0583093 0.0337577 0.0409382 0.0364978 0.0292489 0.0282749 0.0277105 0.0307114 0.0281514 0.0247747 0.019449 0.0183699 0.0263222 0.021731 0.0500099 0.0701381 0.0715033 0.245801 0.125387 0.105704 0.132631 0.0852293 0.0828697 0.0530317 0.200045 0.0532287 0.0502951
threshold=61.622148808000013 27.084128732200003 191.29995577870002 22.794946695500006 0.15844000000000005 319.18044405035005 108.40938565220002 98.050756475600011 0.11704500000000002 17.323446153950005 95.862351557400004 29.501628670900001 0.20949500000000004 90.745765132650021 14.651182102100002 42.779078631750004 241.71484286130001 -0.099639999999999992 22.644947046300004 69.873026810350026 0.086230000000000015 18.492557862250003 198.16621393750003 17.505247228350004 8.543332867800002 93.69276584615001 42.940640897800002 14.738651916450001 12.949585557300002 204.27826083785001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 13 9 -8 11 12 -2 -11 -3 16 -16 17 18 19 20 25 22 -21 29 -22 -9 -19 28 -28 -24
right_child=7 4 -4 -5 -6 -7 8 14 -10 10 -12 -13 -14 -15 15 -17 -18 26 -20 21 24 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.07914369786714294 0.05946882415290914 0.00054583108332339591 -0.10115616592767059 0.060505922378332438 -0.10059395189525228 -0.10023271013003532 -0.071248701204976936 0.091701404165015404 0.10040963886106209 -0.10064355309996605 0.039510973344886839 -0.10023340591460493 0.05969184081399026 0.079894359910050922 0.023851238428290622 -0.0031105042507923726 0.00023382477254207761 0.0030972944270150032 -0.03872004262222823 -0.065238543913113248 0.028028055683903909 -0.077083674772227606 0.018335192750642538 0.066856570798608211 -0.0037291782317060013 -0.025743524669648465 0.00066760496941810235 0.012375044265717309 -0.10242106139908272 -0.017836598762509218
leaf_weight=0.049482894463379945 0.01291586308299475 0.041346632482600398 0.11448489968734066 0.075546948239207268 0.024623775912914425 0.024542704525629233 0.043811738469230477 0.56689501408254628 0.012286562472581863 0.039626423142069989 0.070307470581610687 0.075903660047377031 0.012734083137246444 0.12214500035315723 0.95041648147161939 0.58496042657679936 24.350760424062997 25.092807572570113 0.26210356026422221 0.1844146842286144 1.6156183147541017 0.19326779095302971 0.79992582756676689 0.38090306404046703 1.7719614387606268 0.067201685436884873 0.061389856136883192 0.62887777023570379 0.27203717451993725 0.74001215268071974
leaf_count=97 89 10 52 13 14 46 166 44 1 531 18 497 40 80 47 7 1042 613 19 63 56 68 23 30 22 161 25 12 79 69
internal_value=0.00249395 -0.0156799 -0.0456175 0.00523698 0.0110004 0.0222561 0.0359462 0.00265122 -0.0336524 -0.0344706 -0.00366931 -0.07701 -0.06165 0.0598273 0.00278537 0.0135791 0.00249456 0.00418129 0.0119693 0.0140714 0.0221126 2.01435e-06 0.00707868 0.0140217 0.0114166 0.0792546 0.0022138 -0.0208239 -0.0834406 0.000952957
internal_weight=59.2433 0.508271 0.239515 0.12503 0.268756 0.244133 0.21959 58.735 0.0560983 0.211487 0.122668 0.0888195 0.0523605 0.163492 58.5236 1.53538 56.9882 32.6374 6.5823 6.3202 4.02168 2.29852 2.10526 1.92084 3.38758 0.634097 26.0551 0.962305 0.333427 1.53994
internal_count=4034 479 162 110 317 303 257 3555 167 1175 589 586 571 90 2380 54 2326 1284 555 536 283 253 185 122 78 205 729 116 104 92
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=8 22 9 22 20 21 22 22 23 22 13 19 18 7 0 6 21 22 15 18 8 0 23 20 15 13 7 18 17 16
split_gain=0.016649 0.104552 0.0548154 0.0383676 0.0361075 0.0290711 0.0156253 0.12 0.118206 0.0848449 0.0563799 0.0544352 0.0467354 0.0511906 0.0476222 0.036944 0.0469226 0.0341389 0.152482 0.103115 0.083466 0.0691167 0.0405038 0.0367443 0.0234737 0.0376686 0.0214631 0.214973 0.151298 0.0524582
threshold=8.9430209551500024 -0.08786999999999999 228.88999534805001 -0.14429 39.792680591700012 1.0000000180025095e-35 -0.59260499999999994 -0.50001499999999999 0.084565000000000015 -0.60611000000000004 104.08096806215002 12.651020723000002 13.4793103924 25.271514403800001 97.878695155250014 12.625294988000002 3.2889937526500006 -0.167075 37.491361913600009 13.4793103924 8.1436447804000007 81.446839061900008 0.089505000000000015 48.226196960950006 18.946678378300003 95.986020631400024 23.203497038450006 13.455547561900003 198.24432709335002 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 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 3 5 4 -2 -3 9 8 10 12 -8 -11 -1 -14 -15 16 -10 18 19 21 22 23 -21 -9 25 -16 27 -19 -29 -28
right_child=1 2 -4 -5 -6 -7 7 17 15 11 -12 -13 13 14 24 -17 -18 26 -20 20 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=0.013126489129866154 -0.052851815094293111 -0.018556415382532259 0.015386885629838247 0.063824861821916809 0.032035981837512266 -0.10124334637528139 -0.10087348170500383 -0.10013960203902413 0.070820159700795804 0.094705774794830583 0.094500192008778627 0.00047543856216512382 -0.089734402782925382 0.088971553346444882 -0.10130346658148792 -0.10264401731851239 -0.10105580606884267 0.0017376845065543611 0.072687951503746726 -0.10033972312622262 -0.10279073460930239 0.088986887996934383 0.068219166431667824 0.017142547424189174 -0.10160631556026577 0.1002415932462541 0.0026230442528538548 -0.093125665858536336 -5.858576833902101e-05 0.018668293773971185
leaf_weight=0.57385354537291278 0.0864827941331896 0.056441983208059265 0.079843665735097602 0.14266741677420214 0.11913398141041398 0.17237370690691023 0.019086821722054448 0.038658040589765075 0.031265422556771227 0.17967986987832663 0.06531355001789052 0.093055012988770613 0.10929846470617122 0.043103298870846629 0.016553192401204342 0.22976096127422352 0.032285821265645609 14.149908063194649 0.35111938347836258 0.019133191766854907 0.1582543198892381 0.1122470226034693 0.055923313943821995 0.086454202071763575 0.035673261030296999 0.021085929125547409 39.055979898514316 0.41903549456740918 0.29955039971430608 2.1497637787251724
leaf_count=19 16 8 15 29 33 76 40 209 29 34 53 29 22 4 40 55 25 636 34 117 19 49 24 50 13 4 2094 147 34 77
internal_value=0.00225419 -0.0135765 -0.0559533 0.0239791 -0.00366798 -0.080847 0.00243243 0.00220852 -0.0539703 0.0143923 0.0503172 0.0625551 -0.00203613 -0.0405854 0.00555879 -0.0839789 -0.0164977 0.00258147 0.0228156 -0.0143891 -0.0615996 0.0320163 0.0252506 -0.0190961 -0.0434829 0.0116047 0.00228493 -0.000972017 -0.0543296 0.00346015
internal_weight=59.003 0.656944 0.308659 0.348284 0.205617 0.228816 58.346 57.2737 0.377713 1.0723 0.0844004 0.272735 0.799568 0.225714 0.116416 0.293312 0.0635512 56.896 0.821789 0.47067 0.233311 0.237359 0.0750565 0.125112 0.0733124 0.0376391 56.0742 14.8685 0.718586 41.2057
internal_count=4034 177 99 78 49 84 3857 3692 202 165 93 63 102 83 61 109 54 3490 502 468 160 308 141 259 57 44 2988 817 181 2171
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=3 17 7 16 20 13 2 12 12 12 20 16 16 22 3 15 5 20 5 7 20 23 15 3 15 19 10 17 19 14
split_gain=0.0788336 0.0896542 0.0564314 0.0646608 0.114852 0.0648968 0.066819 0.0545884 0.13356 0.0950455 0.110192 0.174059 0.17801 0.190239 0.1179 0.303025 0.270713 0.103802 0.186483 0.0868637 0.0833211 0.112042 0.200274 0.102712 0.0727811 0.184047 0.135721 0.13297 0.162474 0.112278
threshold=76.172084209950015 241.79519611995002 22.061824394000002 22.744946812400002 43.426640904350009 105.33378955095002 319.18044405035005 147.88310320375004 153.50554934640004 144.57070813310003 43.047778594550003 22.604947139800004 18.554956610400005 -0.5775499999999999 89.907416798450015 31.504255087500002 20.204934414350003 39.110279783550006 22.862610686750006 22.792619241600004 41.289992964000007 0.088350000000000026 36.548474543700003 93.765354215650021 25.621990087700002 12.350996516100002 71.365121072750014 189.95176274255002 10.550851274900003 287.57399983670007
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 -7 9 19 10 14 12 13 -12 15 -4 -17 18 -16 -9 -19 22 -22 -23 25 27 -27 28 -10 -28
right_child=2 -3 7 -5 5 6 -8 8 24 -11 11 -13 -14 -15 17 16 -18 20 -20 -21 21 23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0019735422136666989 -0.0016105920248281596 0.00059653668840844326 0.00023610658972401851 0.00013824422343630349 -0.0014175238871367566 0.00077527694383025861 -0.0019675523203949363 9.7086333436203966e-05 0.0010621622574438553 0.00081680064527168408 0.0019816685383452198 -0.0019869718877975036 0.00043022784815054306 -0.0020093998949246832 0.0017401453644739296 -0.0017275400099968868 0.00046904683921438834 0.00020785753056697025 0.00022782932388085042 -0.0014073351002379267 0.0019038082112658636 -0.00010950436884893639 0.00038062093155556828 0.00073815502751048033 0.00019140763034073771 0.00089110685459949503 -0.0020390747750567606 0.00058236888265415971 -0.0016241258747653152 -0.00015357548714195791
leaf_weight=0.13498657436770045 0.27159257594439523 0.085071492392671644 16.520736640091869 1.1740232289885169 0.092577140372668509 0.28358787308707178 0.038822501737740822 0.25845614675927109 0.12802056341672541 1.1613450851946243 0.056011103093624004 0.19941885607840948 0.90294788754545152 0.25480873497144685 0.61517242598347255 0.58419245318509538 0.34198917634785175 5.1856747429119405 0.63922053721034899 0.34388792813115288 0.58671890432015084 1.072727630264126 0.764073486905545 1.1269563111709429 33.600212146060585 0.11689180397661392 0.37772821781982202 1.0362320203037709 0.26731481307433569 0.17894648742912977
leaf_count=856 418 69 389 53 110 188 37 11 35 43 2 32 34 161 37 51 18 51 8 37 82 19 9 24 971 19 62 60 64 84
internal_value=0.000191718 -0.000979984 0.0001955 -0.000141287 -0.000619274 2.95034e-05 0.000445004 0.000204948 0.000153803 0.000266823 0.000244684 -0.000289264 -1.03347e-05 -0.00129019 0.000272185 0.000174922 -0.000916458 0.000442041 0.000969491 -0.000761812 0.000366306 0.000597729 0.00104222 0.000324774 0.000169249 -0.000184425 -0.00102965 0.000213259 -0.000754231 -0.00143297
internal_weight=68.4003 0.220058 68.1803 1.8606 0.68658 0.414988 0.32241 66.3197 36.3077 30.012 28.8506 1.41319 1.21377 0.31082 27.4375 17.4469 0.926182 9.99054 1.25439 0.602344 8.73615 3.55048 1.35079 2.19968 35.7053 2.10513 0.673567 1.43157 0.395335 0.556675
internal_count=4034 925 3109 806 753 335 225 2303 1343 960 917 229 197 163 688 458 69 230 45 48 185 134 91 43 1295 324 165 159 99 146
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=13 7 18 13 23 21 16 22 21 17 16 10 14 23 4 16 21 7 6 7 6 17 9 17 3 23 20 15 12 12
split_gain=0.0786624 0.0619759 0.0708609 0.180108 0.313779 0.163223 0.357171 0.259364 0.31875 0.22691 0.153971 0.145748 0.143353 0.148446 0.30924 0.140099 0.137598 0.11554 0.167629 0.271069 0.144899 0.113982 0.10301 0.0995662 0.160636 0.270058 0.0924894 0.0923128 0.0858305 0.245919
threshold=98.050756475600011 22.061824394000002 13.893471991850001 117.41840884735002 0.099465000000000012 8.8898213993500015 15.584963555600002 -0.079634999999999997 11.859661033550003 193.70011821090003 15.164964537700001 67.074341896550024 195.25924573520004 0.088350000000000026 175.31744532325004 22.624947093000003 7.6056575014000005 23.109894804950002 16.525386113000007 23.779256055650006 16.375382608200002 190.4716172434 209.54955617820002 189.43751236195004 93.281431752200021 0.10932000000000001 38.625745710700009 35.215351613950006 100.25158460885001 90.84682862195001
decision_type=2 2 2 2 2 2 2 2 2 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 12 5 15 16 10 11 9 -9 -7 -8 13 14 28 -5 -4 20 -19 -20 21 -14 -18 -22 -25 -26 -15 -28 29 -3
right_child=1 2 3 4 -6 6 7 8 -10 -11 -12 -13 17 26 -16 -17 22 18 19 -21 23 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.00076076040164637032 -0.00017898385020495713 8.1531527124304332e-05 0.00016249946185143755 -0.0020999983370173282 0.0014206282467049884 -1.6501388426847839e-05 -7.2264619900923534e-06 0.0020128826151775739 -0.0020099621234569874 -0.00043640654751894801 0.0013751405107482891 -0.0020276502190066095 -0.00030782453994275983 0.00084760744485111721 0.0019425921946223234 0.00010589164881608028 0.0014283575481534795 0.00030449414964472374 -0.0014243551279614713 0.00018342897072920971 0.00024671830994784754 -0.001927483500298669 5.6169530560900319e-05 0.00040417471620251866 -0.0017021801537730114 -4.9524527329360221e-05 -0.00011143864903005431 0.00038566963566717157 -0.00010983659859944186 0.0018309186162701896
leaf_weight=0.34604223220767849 1.836635806535752 0.82430230901809298 25.460246777543954 0.4299991587868125 0.18180684419348836 0.89093021955341034 0.17057999991811812 0.26669275442327467 0.23879169303472736 0.31980876804300351 0.46530013740994036 0.70296715029235202 0.48950604560377797 1.0109829358407294 0.71386274462565769 0.14907049277098849 0.58684520826500275 18.285804184230077 0.58024408033270347 1.3210884116788291 4.0236307621880769 0.25359221270991839 0.32783885131357238 0.94984406325966153 0.57084838765331358 1.1379424871993249 2.231918410398066 4.028536338271806 0.70635937410406757 0.49414782784879208
leaf_count=1186 735 22 821 60 17 39 18 10 45 34 27 144 33 30 75 25 48 213 39 26 97 24 24 15 59 17 38 61 16 36
internal_value=0.000171791 0.000176424 0.00018605 0.000115294 -0.000826589 0.000139645 -0.000289408 -0.000888437 -0.000100216 0.000677329 0.000460948 -0.00163312 0.000242829 0.00044385 0.000832926 -0.00153213 0.000189343 0.000169954 0.000246879 -0.000307231 -3.91783e-05 -0.000860555 0.000936541 5.21625e-05 -0.000242282 -0.00060162 0.000297311 0.000208445 0.000441704 0.000737192
internal_weight=69.9962 69.6501 67.8135 30.1909 0.760876 29.43 3.05507 1.69884 0.825293 0.586502 1.35623 0.873547 37.6226 10.0101 2.73867 0.57907 26.3749 27.6125 20.1871 1.90133 7.42536 0.743098 0.914684 6.68227 2.65863 1.70879 7.27144 6.26045 2.02481 1.31845
internal_count=4034 2848 2113 1312 102 1210 317 251 89 44 66 162 801 278 149 85 893 523 278 65 245 57 72 188 91 76 129 99 74 58
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=13 8 20 9 2 8 18 21 14 18 16 5 10 21 20 3 6 17 21 22 16 21 23 15 20 16 9 21 2 12
split_gain=0.078577 0.0681604 0.125963 0.190427 0.178548 0.0791102 0.068682 0.196222 0.302349 0.247339 0.22587 0.251582 0.167514 0.169136 0.155266 0.151719 0.372299 0.280147 0.221227 0.375313 0.122587 0.121217 0.118187 0.113936 0.112067 0.111651 0.130594 0.165828 0.156649 0.147259
threshold=98.050756475600011 8.8430989333000021 40.00488309970001 227.07958281845004 56.478612905150008 8.7431769115000026 13.893471991850001 8.8898213993500015 267.5497843826501 14.199468390000002 15.584963555600002 25.767562150000003 62.165217350350012 7.6056575014000005 39.256147742250008 83.538459487450012 14.745344522600002 205.32027903760002 3.3753071955500005 -0.075639999999999999 22.604947139800004 6.7094573673000006 -0.09053499999999999 28.504445985850001 43.384297312450009 22.584947186600004 191.29995577870002 11.798219863050003 100.60547560250002 93.660658182900008
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 25 12 9 -9 -10 24 20 15 -11 22 17 21 23 -20 -8 -17 -14 -18 -12 26 27 28 29 -2
right_child=1 2 3 -5 -6 -7 7 8 10 14 11 -13 13 -15 -16 16 18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00074766667360603621 0.00028537317851505648 0.00020167619647379654 0.00081906489282579874 0.0013564338611501581 -0.0017358120456192824 0.00047247181501100348 -0.0017236533282114345 0.00044213152861854354 0.0012375303730906752 -0.00013465857053516489 -0.0020227091062855855 0.0019882494745539002 -0.001016508307772926 0.0010140039757542832 -0.0019083840654813189 -0.0020315749718165816 0.0012544128393539658 0.0003922432264940476 0.00034652715054362131 -0.0016639026861921436 0.00026093305534031878 0.00037206855417216815 0.00024939920934828093 0.00024996595846849895 0.00023535460999204105 0.00015581959287808299 0.00049139204942008066 -0.0012289450143014547 -0.00026058334780873325 0.0018926037005451157
leaf_weight=0.35063408381888805 0.75064877538079577 1.3470151829678791 0.13171654846519221 0.13258971716277301 0.52172012803566759 3.699939852274837 0.31168572956813179 0.33489441723213476 0.54867810502037151 0.24798253313929286 0.27123157632013317 0.11400630325078964 0.28791655931854876 0.89696883640317437 0.80790045747380645 0.7161992207120409 0.53184842871269244 0.32625326105880958 0.84708572561066831 0.61707281492999733 0.19423566956538707 0.090902658241247991 18.68127488633764 2.3641554694331717 0.12274121366158397 23.965867825444548 9.7007828979385504 0.36266022663221509 1.3018416404479465 0.30955400151697177
leaf_count=1186 45 77 12 11 100 65 57 18 43 31 59 3 24 70 103 167 17 45 23 48 25 30 354 94 62 447 184 88 486 60
internal_value=0.000178254 0.000182856 -0.00016231 -0.000786073 -0.00122081 0.00019362 0.000177674 0.000105249 -0.000425411 -0.00102612 0.00036525 -0.000576917 0.000155461 0.000177748 -0.00149181 0.000147086 -0.000139858 -0.00114105 0.000120387 -0.000500773 -0.000961722 -0.00176086 0.000230185 0.000434432 -0.00131922 0.000234022 0.000384857 5.56036e-06 0.000195102 0.000754646
internal_weight=70.888 70.5374 2.13304 0.786026 0.653437 68.4043 64.7044 28.313 2.44743 1.39078 1.05666 0.507979 25.8656 25.3597 1.05588 24.4627 5.49352 1.13336 4.36016 1.46416 0.505921 0.807102 18.9692 2.896 0.393973 36.3914 12.4255 2.7247 2.36204 1.0602
internal_count=4034 2848 200 123 112 2648 2583 1273 319 152 167 124 954 872 134 802 424 242 182 71 82 197 378 111 121 1310 863 679 591 105
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=13 5 6 3 8 10 23 19 5 0 22 20 22 23 9 23 18 21 19 0 15 22 3 3 3 3 5 3 6 3
split_gain=0.0899929 0.054272 0.146498 0.183158 0.101859 0.105693 0.0827934 0.158215 0.123626 0.100364 0.0650362 0.183398 0.136602 0.201324 0.120349 0.0613455 0.0573443 0.236876 0.371453 0.177854 0.339076 0.16034 0.148383 0.244217 0.155865 0.194314 0.314711 0.169713 0.166017 0.227528
threshold=98.050756475600011 23.545618314050007 16.235379337050002 92.703413254150021 8.2435668022500028 61.778079379550007 0.090390000000000012 14.351157895250003 24.367802910700004 79.532656873050016 -0.26894999999999997 39.952536079750011 -0.59502499999999992 0.09091500000000001 195.41812862360004 0.10301500000000002 13.893471991850001 8.8898213993500015 12.851036860900001 94.047642319350018 30.501457990950005 -0.075639999999999999 91.867302775550016 92.781378539900018 88.931506497100017 86.272621406050021 19.234448447350001 89.256809930900019 14.845346859150002 84.452535251750007
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -4 5 -5 7 -6 -9 -10 11 14 -13 -14 -2 -8 -12 22 21 20 -20 -19 24 -24 25 28 -27 -26 29 -18
right_child=1 2 3 4 6 -7 15 8 9 -11 16 12 13 -15 -16 -17 17 18 19 -21 -22 -23 23 -25 27 26 -28 -29 -30 -31
leaf_value=-0.00074782457622345243 0.00055867208641104549 -0.0014106843316296289 0.0018551870668032024 -4.9807941419990858e-05 -0.0020214752034549686 -0.0020357160274821662 0.0004077194100193876 0.00033604273285257284 0.00085494701178328279 -0.0020046929544611843 0.00032722509422220539 0.00096901140416171406 0.00113895455268386 -0.00179797850016085 -0.0015577375634431914 2.007366842916722e-05 0.00031834149717578978 0.0010645638267694991 0.0014190480891512144 -0.0018267944566315638 -0.0016583648863738841 -0.00027153646161240098 -0.0017790920453414449 0.00027508824967502549 0.0019756601259461972 -0.001750235227747247 0.000359241496460215 0.00051737873186468949 0.0011950272465238775 -0.00042439014959767514
leaf_weight=0.35861809433997294 0.13696578249391567 0.24297139808731927 0.23106788378208687 0.2573907047249121 0.18098173809812568 0.17181340984643612 3.3828693728619328 0.80208362020493928 0.063892452715663239 0.18046297048022097 30.32854963032878 0.58338343928335235 0.15540978332865052 0.21234970442310441 0.42027872933249455 2.9280644301616121 19.318059182446653 0.6335391628808793 0.24232746384041071 0.66754387251239677 0.31867373001296073 0.75905709598737237 0.35722089617047359 0.59007302290774533 0.40373345266561855 0.47867685871824395 0.62947696575429291 1.2782867867645107 0.75192130252253164 1.7275384473832662
leaf_count=1186 17 66 16 343 49 141 71 28 17 58 629 42 63 38 66 53 349 73 27 133 33 39 44 13 25 45 38 69 39 224
internal_value=0.000231852 0.000236986 8.97827e-05 0.00013425 8.43409e-05 -0.000844781 0.000137241 -0.000328709 -3.59446e-05 -0.00125697 0.000257699 -0.000144297 0.000379028 -0.000556874 -0.00103754 0.000227865 0.000268067 0.000204344 -0.000356996 -0.00114287 -0.00032906 0.000336301 0.000261965 -0.000499535 0.000291304 0.000248999 -0.000551966 0.000867408 0.000289719 0.000257374
internal_weight=68.7933 68.4347 8.4416 8.19863 7.96756 0.429204 7.53835 1.22742 1.04644 0.244355 59.9931 1.50839 0.951143 0.367759 0.557245 6.31093 58.4847 28.1561 2.62114 1.22855 0.561001 1.3926 25.535 0.947294 24.5877 22.9057 1.10815 1.68202 21.7975 21.0456
internal_count=4034 2848 842 776 760 484 276 152 103 75 2006 226 143 101 83 124 1780 1151 305 193 60 112 846 57 789 695 83 94 612 573
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=20 0 9 23 17 15 22 22 23 22 4 23 7 5 5 22 15 6 21 9 10 3 13 4 16 7 4 10 9 18
split_gain=0.0691038 0.230324 0.245992 0.40755 0.245345 0.143636 0.221225 0.0967989 0.112494 0.107558 0.175576 0.18794 0.0904568 0.0887059 0.191318 0.124208 0.183789 0.162092 0.144612 0.120244 0.1671 0.111645 0.143294 0.108706 0.186207 0.0988859 0.103028 0.0825616 0.072655 0.137582
threshold=42.719328117250008 85.995710218650018 207.30588428080003 0.085335000000000022 184.16216363550004 27.201366220250005 -0.16276499999999997 -0.06828999999999999 0.09091500000000001 -0.10051499999999999 186.12253940095005 0.086555000000000021 21.844899366700002 24.453399453300005 25.322158499750007 -0.50001499999999999 22.662932349550001 13.835323260100003 5.0536544109500001 204.89606367675003 71.504920895500007 92.913112988300014 117.56896250265002 313.22340827140005 22.564947233300003 25.748884604400001 393.0596793342001 62.014663695050011 186.68586460755003 12.909082926650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 4 5 -4 -2 6 12 8 9 10 -7 -12 -3 15 -15 16 17 18 -1 -18 -21 -16 -23 28 25 -25 -27 -26 -17 -30
right_child=1 2 3 -5 -6 7 -8 -9 -10 -11 11 -13 -14 14 21 23 19 -19 -20 20 -22 22 -24 24 27 26 -28 -29 29 -31
leaf_value=0.0017927840311149296 0.00017911370564481678 -0.0013846422810259442 4.3036305347134092e-05 -0.0019873718937210784 -0.0019999541591304943 0.0019126907937165776 -0.0018341811826072794 1.4762816270246095e-05 0.0010645610850654921 0.00022324051663631317 -0.0020080037423580175 0.0017896920966871828 0.0015748609295262086 -0.0016739415149298275 0.0019868445221121172 0.00045370133586511338 -0.0017960493294054956 -0.0020063823001959372 -0.0014741887555081788 0.0010333999359521311 -0.0015346925489173901 -0.0017908806176614126 0.00013719355101221974 -0.0011528341199463397 0.00048632335891221525 0.0012060766932134599 -0.0019681559385762212 0.0017584170873695881 -0.00043082975554508383 0.00023007372357493721
leaf_weight=0.28544998607571759 0.37913460093613593 0.053423769464642223 1.4652623690271864 0.51319864957440575 0.41730602398729388 0.38345686299726311 0.29025894128469376 2.1879135554845561 1.0955080464482305 3.4345439448370603 0.11412875803557654 0.089301830157637596 0.15464490228870886 0.28446233205249782 0.10873900434671657 5.3644676154042363 0.35925101962311601 0.073539554068702273 0.063720782585107827 0.19902460608864203 0.19079817826059298 0.16586315147560515 1.3914073677260601 0.21958834794301541 0.29456558439414948 0.21589771105271893 0.048065451446348106 0.58713853685185313 1.2423311281745544 48.018164964735433
leaf_count=98 274 70 57 99 131 20 464 37 22 40 68 4 63 71 9 334 53 15 40 27 32 222 108 53 22 86 158 44 49 1264
internal_value=0.000197291 5.13319e-05 0.000133891 -0.000483637 -0.000962639 0.000290463 -0.000728067 0.000359946 0.00050754 0.000355798 0.00113154 -0.000340894 0.000814978 0.00022341 -0.000187788 0.00023744 -0.000394366 0.000639363 0.00119659 -0.00097771 -0.000223549 6.59651e-05 -6.81635e-05 0.000250663 0.000797161 -0.000180663 0.000628076 0.00133343 0.000237004 0.000213406
internal_weight=69.6906 10.5781 9.78164 1.97846 0.796441 7.80318 0.498328 7.30485 5.11694 4.02143 0.586887 0.203431 0.208069 59.1125 1.95047 57.162 1.17178 0.42271 0.349171 0.749074 0.389823 1.66601 1.55727 55.9902 1.36526 0.483552 0.263963 0.881704 54.625 49.2605
internal_count=4034 1349 944 156 405 788 597 191 154 132 92 72 133 2685 410 2275 265 153 138 112 59 339 330 2010 363 297 244 66 1647 1313
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=7 9 0 6 20 16 23 8 17 19 8 21 4 19 21 22 17 21 18 3 16 20 5 21 21 21 9 9 19 16
split_gain=0.0723614 0.0838074 0.151834 0.256849 0.0999617 0.201226 0.186447 0.141282 0.0787585 0.0700993 0.0681785 0.145605 0.265111 0.144223 0.246351 0.113968 0.080484 0.157108 0.0745451 0.415035 0.20047 0.21376 0.113473 0.0764029 0.10455 0.0759186 0.28662 0.266522 0.18045 0.28507
threshold=22.061824394000002 186.68586460755003 85.732241321850012 16.555386813950005 42.006870117350005 22.604947139800004 0.085035000000000013 8.2435668022500028 185.82794795070004 14.651182102100002 8.543332867800002 15.531785880150002 296.2109057141501 14.551174033150001 7.7834773016000005 -0.122095 186.81084395895002 15.039695091900002 13.777522434500002 92.216802332500023 22.534947303500005 42.047301293400004 22.783584484750005 4.5452899713000017 7.515317457250001 8.9626214023500008 204.12988221610001 216.65333892300001 12.851036860900001 19.644954061550003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 6 -6 8 -2 10 11 13 -13 18 -15 16 -12 -18 20 25 21 -4 -21 -22 -25 -20 28 -28 -27 -30
right_child=1 2 9 -5 5 -7 -8 -9 -10 -11 15 12 -14 14 -16 -17 17 -19 19 22 23 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.00016885243471312448 8.157266628211963e-05 -0.0020082781178360925 0.00052026468371717781 3.194256231401481e-05 -0.0019764055795832404 -0.0014163415017441722 0.0015097605883039043 0.0019813991905067167 0.00068264393770203888 0.00059860428213221069 0.00039511925212253605 -0.0019471719118905547 0.00011516639567583659 -0.0013654457263655195 0.00032359095077249747 0.00037435984521139089 -0.0013461875760975071 0.00019855509467987665 0.00021457386561754313 -0.0021217696252735768 -0.00013536434897364746 0.0018723496202080517 -0.00046944959168971695 0.00061743640570727557 0.00015926523126184872 0.0013934601001231082 -0.0020252245272222042 0.0008411891491263468 -0.0016359178970971465 0.00048374299494947074
leaf_weight=1.8630753102616484 1.2285814374197053 0.31270674330426007 2.4444957552477713 0.98298840511779417 0.074944523567722743 0.30111766848858679 0.27691729901914641 0.26127742137759913 2.6371108605994635 1.8040284141898144 0.59925093175843258 0.34975172981830727 0.76122357674410068 0.61173568322555982 0.72602025512605906 14.018991882614499 0.46783277807116952 0.55156763968989253 23.258483495764047 0.36827686335891385 2.1195676501374683 0.55085523240268219 0.28227584226988256 2.5522816600278002 7.6666479900595732 0.41450936348792256 0.47329852238999581 0.16933323457760707 0.33764386043185346 0.87895198864862323
leaf_count=821 128 112 48 77 346 43 91 12 306 40 4 38 24 33 10 264 42 6 1099 32 30 56 19 37 65 42 86 45 61 17
internal_value=0.000212349 0.000222873 0.000203795 -0.00046045 0.000473142 -0.000239713 0.000767227 0.000585931 0.000491613 0.00021781 0.000206285 0.000166734 -0.000534089 0.000184903 -0.00044878 0.000317481 -0.000175145 -0.000510373 0.000205321 0.000141738 0.000313892 0.000768918 -0.00140483 0.000203427 0.000273698 0.000181144 -0.00016082 -0.00126993 0.000276151 -0.00010453
internal_weight=69.3457 67.4827 62.7027 1.2957 4.77995 0.652979 0.351862 4.12697 3.86569 61.407 59.603 43.9654 1.11098 42.8544 1.33776 15.6376 1.61865 1.0194 41.5166 26.1828 15.3338 2.99535 0.650553 12.3385 10.2189 25.5322 2.27374 0.642632 1.63111 1.2166
internal_count=4034 3213 2287 189 926 480 437 446 434 2098 2058 1742 62 1680 43 316 52 48 1637 1401 236 104 51 132 102 1350 251 131 120 78
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=17 16 17 22 16 8 13 20 18 2 21 18 16 16 22 15 15 21 16 16 6 14 5 13 10 9 0 22 0 23
split_gain=0.0172869 0.0992942 0.0912658 0.0686786 0.0374673 0.0437998 0.0364494 0.038818 0.020493 0.0536842 0.0723439 0.0512084 0.0988016 0.0588684 0.0324026 0.0344221 0.0285128 0.0979893 0.109571 0.0413799 0.0240196 0.219772 0.0979512 0.151485 0.144982 0.198228 0.10192 0.215021 0.0899965 0.0854814
threshold=214.03087950770001 22.544947280100004 230.44158352980003 -0.094519999999999993 17.684958644900004 7.2443465838000014 115.68166489510001 34.654301448200009 15.625782642300001 186.79363985910004 10.959760372700002 15.452304577250002 18.844955932300003 15.584963555600002 -0.13509999999999997 19.662799495750004 19.763739472850002 5.9696025344000008 12.644970430600003 9.719977270450002 14.815346158200002 277.23638966875006 18.492557862250003 110.59241365410001 68.910558799650019 207.69346988305003 90.297243227400017 -0.080574999999999994 94.165934477050016 0.10335500000000002
decision_type=2 2 2 2 2 2 2 2 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 2 6 -4 5 -5 7 -2 11 16 14 20 13 -13 15 -11 17 18 19 -10 21 -1 23 28 26 -26 -24 -28 -22 -29
right_child=1 -3 3 4 -6 -7 -8 -9 9 10 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 22 -23 24 -25 25 -27 27 29 -30 -31
leaf_value=0.0014394462342651199 0.030191549123146717 0.10019649633469506 -0.10043947976520656 0.084255340460515082 0.092536852829394056 -0.10033129889704387 0.020480968391358208 -0.1008244531889092 0.073344086950108814 0.098866035622987791 0.076862398545888999 -0.017397345862004452 0.0047589263699147448 -0.10173249879853495 -0.10041392649072652 -0.10042189353412874 0.0044045796028975518 -0.063805549257917996 0.086867187968410586 -0.10143405192530169 0.082406220785722309 -0.076014564649810615 0.0031407294213383558 -0.029539165196057676 -0.10337284329951131 0.017476857435169548 0.076639174095310042 -0.047334584387271721 0.018011398110789535 0.031727230172346368
leaf_weight=15.611161598571524 0.025548357829847101 0.064611412584781647 0.036224778749698316 0.024104843566306045 0.09060850422247313 0.027544130231945019 0.0377610819414258 0.19691900577291221 0.01846845177934664 0.025006457818797401 0.23324443868501632 0.14914660186559459 0.54678545548813418 0.18597477082209934 0.03817722522308109 0.013264580802797354 5.173457996389061 0.085057298585244467 0.25651551816440588 0.050824845476512337 0.48381990179768652 0.37514331588344951 33.617816772102969 0.29287691391073167 0.29507051357273795 0.25134702766081318 0.57298414781689644 0.29659026526496635 0.39358765492215753 0.25375676900148392
leaf_count=654 16 15 71 21 22 50 10 171 134 69 152 34 9 41 140 16 145 106 46 141 30 267 1488 26 34 26 39 31 19 11
internal_value=0.0029135 -0.0155408 -0.0325861 0.0224877 0.0537901 -0.0141838 -0.0703594 -0.0857785 0.00307035 0.00866577 0.0491921 0.0024519 -0.0214448 -0.0641989 -0.0352302 0.0297937 0.00641828 0.0317739 0.0567264 -0.0548512 0.00285375 -0.000378132 0.00427089 0.0327335 0.00332695 -0.0477831 0.00413082 0.0337612 0.05352 -0.0108804
internal_weight=59.7234 0.503322 0.438711 0.178482 0.142257 0.051649 0.260228 0.222467 59.2201 5.89402 0.309693 53.3261 0.881907 0.335121 0.0764483 0.038271 5.58432 0.410866 0.325809 0.0692933 52.4442 15.9863 36.4578 1.17028 35.2876 0.546418 34.7411 1.12333 0.877408 0.550347
internal_count=4034 376 361 164 93 71 197 187 3658 949 377 2709 84 75 225 85 572 427 321 275 2625 921 1704 75 1629 60 1569 81 49 42
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=8 22 8 2 5 21 23 22 7 12 19 16 23 6 23 5 16 21 20 9 7 21 10 23 20 20 23 3 4 12
split_gain=0.0162888 0.0923975 0.0566175 0.0423429 0.0743583 0.0323828 0.0205351 0.0155345 0.065517 0.068551 0.063665 0.0513393 0.0416554 0.116199 0.108233 0.086576 0.135601 0.127996 0.0533989 0.0500646 0.0948463 0.179368 0.058776 0.0516672 0.177994 0.112467 0.0814091 0.0448007 0.170157 0.129673
threshold=8.9430209551500024 -0.08786999999999999 9.6424751081000029 73.245799595050016 24.279163357700003 1.2836917531000001 0.086355000000000029 -0.037054999999999998 26.157592435900003 179.90801194620005 11.650940033400003 17.684958644900004 -0.092630000000000004 14.205331905300001 0.049900000000000007 17.826488594350003 20.664951676350004 1.4744127452000002 37.311503175250003 201.32298960505003 25.138824731100005 12.315862460400002 67.074341896550024 0.096315000000000026 41.385032804600009 43.940903692500008 0.10220000000000003 93.663192806700025 195.50296729855003 218.69180565645004
decision_type=2 2 2 2 2 2 2 2 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 3 6 -2 -5 -4 -3 8 -1 -10 -11 -12 13 -9 18 -15 17 -17 -14 23 21 22 -21 24 27 -26 -25 28 -16 -30
right_child=1 2 5 4 -6 -7 -8 12 9 10 11 -13 14 15 19 16 -18 -19 -20 20 -22 -23 -24 26 25 -27 -28 -29 29 -31
leaf_value=0.0021276430040474722 0.057375172380850631 -0.036075559175141519 0.084621873391103636 -0.075203776779215192 0.053260185683048626 -0.039998496077706842 -0.10132267538426039 -0.10112344898537791 -0.088655886530084022 0.052067874743830157 -0.10040021856107234 0.013933527575548539 -0.013568191166874863 0.097002489656688548 0.0029628013434875046 0.055575670518928248 0.086944402288296141 -0.1048495409230189 -0.10558947001671755 0.09440529921599794 0.0061425188807458109 -0.00024123176670810256 0.032200695035654057 0.033414163615741392 -0.10619611783292882 0.04136742351695797 0.0015625439313931998 0.014077253505659956 -0.10488486280576802 0.035159860343909631
leaf_weight=39.856417309349084 0.17174941795383347 0.071464425523116826 0.038046852918341756 0.091593967368680751 0.088682940200669691 0.046136454118823167 0.14840518616802001 0.060350621009852001 0.16129408002781787 0.11045399643869658 0.083970524542351654 0.073781893691375444 0.12313469101173069 0.20324279507622123 1.6672693856667176 0.085348482607514597 0.15137768117710948 0.11918287697017149 0.12925485383289015 0.43157967573642853 5.8584806055819172 0.68995955085847527 0.23439771309494972 0.92762184573621187 0.27253240293842385 0.063726619445272803 5.9459924266109923 1.1470792805785093 0.28244678685605595 0.08632536867388918
leaf_count=2074 29 15 5 26 23 36 43 116 175 226 190 42 12 8 39 6 17 118 32 49 254 13 18 42 81 112 108 34 59 32
internal_value=0.00263524 -0.0130343 -0.0534141 0.0218427 -0.012009 0.016324 -0.0801153 0.00281018 0.00170901 -0.0371389 -0.00615762 -0.0469255 0.00521079 0.0307031 0.00432654 0.0449315 0.0151962 -0.037906 -0.0606945 0.00525857 0.0116587 0.0354919 0.0725117 0.000815859 -0.00903778 -0.0782304 0.00586105 -0.0017284 -0.0106331 -0.072102
internal_weight=59.4213 0.656079 0.304053 0.352026 0.180277 0.0841833 0.21987 58.7652 40.2859 0.4295 0.268206 0.157752 18.4793 0.619502 17.8598 0.559152 0.355909 0.204531 0.25239 17.6074 7.21442 1.35594 0.665977 10.393 3.51938 0.336259 6.87361 3.18312 2.03604 0.368772
internal_count=4034 177 99 78 49 41 58 3857 2707 633 458 232 1150 265 885 149 141 124 44 841 334 80 67 507 357 193 150 164 130 91
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=18 21 20 22 16 4 20 20 23 20 0 16 8 9 19 22 20 3 9 3 17 19 9 0 21 2 6 22 18 20
split_gain=0.0777441 0.116827 0.152454 0.101351 0.0922314 0.085741 0.0816035 0.146807 0.0679471 0.0629591 0.0597057 0.113211 0.0893087 0.0654677 0.158865 0.124382 0.0969716 0.182004 0.0725864 0.232011 0.155274 0.10677 0.116946 0.0738285 0.211652 0.116608 0.0862613 0.149304 0.114372 0.111856
threshold=12.885811969150001 5.3866163921000005 43.426640904350009 -0.053159999999999992 22.664946999500003 195.50296729855003 44.262924377150007 47.709122305950011 0.049900000000000007 49.122847560300009 85.495657006400009 22.764946765650006 8.4434108459500017 187.94830913940004 14.551174033150001 -0.11963999999999998 42.456897412850005 93.910530954700008 192.39832633775004 93.579850604650019 191.75825325995004 14.451165964200003 190.49354742400001 97.878695155250014 6.7825386038500008 200.74412770730004 11.895277931250002 -0.14429 16.704962519950005 33.96174662340001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 -1 10 -8 -4 -9 11 -2 -13 14 15 -12 -17 -18 19 20 -15 22 -22 -20 26 -26 -25 -28 29 -29
right_child=6 2 8 4 -6 -7 7 9 -10 -11 13 12 -14 18 -16 16 17 -19 23 -21 21 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=-3.0209927142486972e-05 -0.0016854320083885121 -0.0020450282205529704 -0.00050483105808723518 -0.0020678547391847582 0.0016479252269414239 0.0013103049414192592 -0.0017559664849364732 0.0012512562020028379 0.0014662326640065726 -0.00081091737297638293 0.0015424734147203335 0.0017949740436641688 -0.0008341873004966496 0.00037933170837075025 0.0019004263481714597 0.00033229853933732612 -0.0019201881368730023 0.0011511300273395668 0.00023570225769563847 -0.0012689089132079359 -0.00028924318507418922 0.00010720044657411275 -0.001726939428747204 0.00023707475472620326 -0.001793439821707979 6.1148287329171243e-05 0.00057646960278096048 0.000326675562767269 0.00055758658292139279 -0.0020212414097813399
leaf_weight=1.9346757660287037 0.18263310202644234 0.34027274238542304 0.15820745152768723 0.04311240710558184 0.063525350236886879 0.2026607704538036 0.22575166924276757 0.14615399217439062 0.11694236214680132 0.09322887554692727 0.30985950872413059 0.097318342886865139 0.1014592537048884 3.0899387904642017 0.26141594536602486 4.8487389207727309 0.2006707966191924 0.11768405980546959 47.834799308471702 0.52224225187092077 0.61565642905247875 1.0613104334333909 0.33637335358980636 4.508338698326269 0.3661068522478671 0.2024073728311464 0.36203734952869127 0.10032328229863186 0.13509711253573187 0.35074721077398863
leaf_count=242 197 43 109 59 10 99 243 65 21 250 213 8 33 100 24 282 79 10 1161 28 32 22 28 326 142 63 37 12 23 73
internal_value=0.000183071 -0.000133467 -0.000815356 -0.0015223 0.000145679 9.68968e-05 0.000196771 -0.000621621 0.000332897 0.000448132 0.000202573 -0.000570954 0.000453008 0.000207096 0.000407106 0.00033583 0.00026347 -0.000784835 0.000187802 -2.41336e-05 0.00010325 -0.000320461 -0.000797213 0.000209938 5.38747e-06 -0.00113315 0.000124011 -0.00041356 -0.00102504 -0.00149904
internal_weight=68.9297 2.8594 0.72206 0.44691 0.106638 2.13734 66.0703 0.465135 0.27515 0.239383 65.6052 0.381411 0.198778 65.2237 5.73837 5.47695 5.16709 0.318355 59.4854 5.62552 5.10328 2.01334 0.95203 53.8599 6.02506 0.568514 5.45654 0.948205 0.586168 0.45107
internal_count=4034 583 242 112 69 341 3451 558 130 315 2893 238 41 2655 608 584 371 89 2047 210 182 82 60 1837 676 205 471 145 108 85
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=8 20 16 20 9 0 6 20 22 17 6 3 5 20 17 22 17 21 10 13 13 0 17 23 16 3 8 2 7 18
split_gain=0.0647284 0.177428 0.0842868 0.079134 0.075199 0.145147 0.269406 0.0783557 0.191458 0.0976121 0.219654 0.0779594 0.11523 0.075181 0.0622176 0.22064 0.244599 0.150409 0.149656 0.104995 0.150366 0.204627 0.101667 0.0972865 0.0917638 0.0715019 0.0733293 0.0589438 0.0550304 0.246353
threshold=5.9453602998000008 47.709122305950011 21.094950670800003 49.283271594150008 186.68586460755003 85.732241321850012 16.555386813950005 41.827117825850003 -0.092990000000000003 187.77231677760003 16.405383309150004 94.421337999450017 30.284449345300001 37.999598532650005 204.12988953870004 -0.039434999999999998 204.75389752000004 3.4465547941500003 71.397382570300024 116.07149132395001 112.64908412395 96.163458868000006 210.48525482865003 0.087245000000000031 17.684958644900004 81.93344998355002 7.8438787148500007 253.13454704850002 23.109894804950002 13.314799198000001
decision_type=2 2 2 2 2 2 2 2 2 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 27 7 6 -6 9 -9 -2 -11 -8 13 -13 28 16 -16 22 23 20 21 -19 -18 -17 -24 26 -23 -3 29 -7
right_child=4 3 -4 -5 5 14 11 8 -10 10 -12 12 -14 -15 15 18 17 19 -20 -21 -22 25 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019665836473288707 0.00030764775747165466 0.0015077786982300046 0.00096623464883778445 -0.00084453702048465056 -0.0020081633402741642 0.00024866357718178093 0.00034400596285717386 0.00072775529639950928 -0.0012982738967089824 0.00047184791658508361 0.0019815485130107386 0.00015916674072002709 0.0011155823698450233 -0.0019841810300827781 -0.0020150852246328559 0.0018228208883348947 -0.0017742691959035768 -0.001992325700158489 0.00016495291442962729 -0.00095042005938984894 0.0014142106853060916 0.00058598968691560304 -0.0019698715722881537 0.00030415748763717396 0.00097053870754759306 0.00042331171677382568 -0.0017382035946397183 -0.00056884457320487852 0.00026294923935982103 -0.00058134013076687515
leaf_weight=0.2532376518986571 3.0984312200034756 0.22160834261870832 0.044259120244532824 0.1261481616727167 0.31523938998270651 7.5254372318231599 0.8736059565853791 0.40627834174938471 0.32101727889676102 1.3982111895297746 0.5041138594970106 0.091019945684820414 0.099749117158353329 0.20379761673575558 0.30176675871553049 0.41111988713964764 0.32664170223142752 0.17890846070804434 2.103112202767079 0.33581223664805282 0.34323796769604076 0.087455217891431292 0.059838479977656789 0.26782928896136582 0.12828646262641996 1.1874982244335113 0.12943148536942317 0.068886575095461922 46.47725909022688 1.6821805375075198
leaf_count=1089 54 50 5 255 112 152 27 36 44 38 36 10 14 99 29 34 67 38 101 21 25 61 95 19 15 9 54 61 1322 62
internal_value=0.000213635 -0.000373645 -0.00153026 0.000452219 0.000219726 0.000200207 -0.000385959 0.000434842 -0.000166503 0.0005223 0.000871917 1.72847e-05 -0.000706105 -0.00132246 0.000215288 2.31238e-05 -0.000338515 -0.000156336 0.000423346 6.13327e-05 0.000237691 -1.73641e-05 -0.00111297 0.00122374 3.52577e-05 0.000234232 -0.000801019 0.00101534 0.000235514 9.70265e-05
internal_weight=69.5714 0.71414 0.297497 0.416643 68.8573 63.1292 1.58341 5.72805 0.727296 5.00076 1.90233 1.26817 0.394567 0.294818 61.5458 5.86094 3.07888 2.77711 2.78206 2.26234 1.92653 1.58329 0.514767 0.678949 0.188125 1.40438 0.216887 0.290495 55.6849 9.20762
internal_count=4034 1460 1094 366 2574 2366 262 208 80 128 74 150 123 109 2104 568 414 385 154 208 187 162 177 53 110 124 115 111 1536 214
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=13 15 23 7 9 21 5 16 22 5 20 6 7 9 19 19 9 20 16 23 23 4 8 20 21 5 17 20 9 23
split_gain=0.0900276 0.0877306 0.323916 0.0740298 0.0836236 0.084838 0.26442 0.0748533 0.161311 0.314613 0.155043 0.176055 0.22046 0.113028 0.079058 0.0728354 0.238901 0.0695319 0.213735 0.0678706 0.0764317 0.120777 0.44239 0.112807 0.191046 0.271899 0.101514 0.172283 0.121966 0.109191
threshold=98.050756475600011 46.074827201850006 0.090390000000000012 22.061824394000002 187.94830913940004 15.531785880150002 21.991679690250006 22.634947069650003 -0.092479999999999993 21.024411566050002 41.872294782850005 16.485385178400005 23.127267687200003 190.16588783940003 14.351157895250003 14.451165964200003 181.33671263215004 42.198888176300009 22.604947139800004 -0.26958499999999996 0.085035000000000013 169.14490639835003 8.4434108459500017 38.804080188450008 2.6251474860500008 17.915797078650005 204.12988953870004 41.319407281650008 203.06170522940002 0.10932000000000001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 15 7 -7 13 9 -9 11 12 -10 -6 -13 17 -17 -5 -19 -15 23 22 -22 -21 25 -25 -23 28 -28 -29
right_child=1 2 -4 4 5 6 -8 8 10 -11 -12 14 -14 19 -16 16 -18 18 -20 20 21 26 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.00075277868560859481 -0.00017372218344360296 -0.0017927571688212099 0.00013007538781740631 0.00037913706582220385 -0.00043474683393241863 0.0004693588871075104 -0.0018846909562151171 0.00056391849779529864 5.1027566390509469e-05 -0.0015370615360496165 7.6462235729234351e-05 0.00017743988492429676 0.0019925860696752814 -0.00041010326259450375 0.00071467894934588386 0.00020084948943775119 0.0016364441486211672 0.00073948698336206173 -0.0020003615545299567 -9.0241206001525929e-06 -0.0020170964562220509 0.00021300931175640575 0.00015080191572533534 -0.00019385789115413423 0.00032118400563587845 0.0019731810410419139 -0.0010146222780889485 -0.0013469417127156304 0.00029129451581204818 0.00064566329249505551
leaf_weight=0.38893386499779481 1.9075164794221553 0.3957310411960856 2.262949147974723 3.8768315560264446 1.1462056231684972 0.4692353276986968 0.30121478861838114 0.64487788081169106 0.32830073591321507 0.47650890130898915 2.6362666911300039 1.8565820492804048 0.71354165859520435 0.71786983906348822 2.4333770844386891 1.1499289954081175 0.72770004649646569 0.2547544201556774 0.19194422801956534 3.4641543488687701 0.45829297654563861 25.790492129817725 1.7205934380181132 0.34102241654181753 12.000250984798184 0.64106380636803806 0.32178231189027418 0.60217786528664863 1.889593729007174 0.12825007369974628
leaf_count=1186 730 104 78 82 38 40 18 5 13 44 49 13 46 23 34 9 50 98 21 89 76 570 52 29 219 65 26 106 109 12
internal_value=0.000187971 0.000193209 -0.000156128 0.000207032 0.000218158 0.000195422 -0.000450979 0.000203963 0.000367445 -0.000328847 0.000465437 0.000657763 0.00138077 0.000173774 0.000482176 0.000434771 0.000757233 0.000294731 -0.000437813 0.000188282 0.000197353 0.000139895 -0.00030518 0.000305345 0.00038923 0.00122069 0.000173647 -0.000171443 0.000101268 -0.000997076
internal_weight=70.2379 69.849 2.65868 67.1903 65.2828 59.0817 0.77045 58.3112 9.08946 1.12139 7.96807 5.3318 1.04184 49.2217 4.28996 6.20116 1.87763 4.32353 0.446699 48.0755 47.3577 30.9112 2.17889 16.4465 12.9823 0.982086 28.7323 2.9418 2.21138 0.730428
internal_count=4034 2848 182 2666 1936 1676 58 1618 204 49 155 106 59 1414 47 260 59 201 119 1376 1353 951 128 402 313 94 823 253 135 118
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=20 15 10 16 10 17 0 13 10 0 5 10 18 15 23 13 23 21 16 0 21 23 9 23 21 13 3 3 10 8
split_gain=0.109905 0.0973445 0.0776986 0.457484 0.344756 0.202936 0.165055 0.171172 0.135019 0.125744 0.503544 0.326221 0.224531 0.157315 0.127558 0.168701 0.143741 0.119888 0.307959 0.458671 0.595106 0.318366 0.18916 0.11429 0.10931 0.0914417 0.425883 0.394142 0.221475 0.216606
threshold=32.724174661450007 36.346245650200011 64.407391431150018 20.894951138500005 62.837331883000012 204.49254535040004 87.278104746850019 115.68166489510001 62.240494178000013 90.767723400200012 20.748863230450002 66.351146659450009 13.581061237400002 33.423812040500003 0.12535000000000004 111.38282034450002 0.11379500000000002 7.0441631297000011 18.964955651700002 94.047642319350018 10.628103601550002 0.093325000000000033 204.68881850780005 0.087555000000000022 7.2055597121000003 109.72404167800001 84.812788641250009 86.272621406050021 70.171445662850019 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 2 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 4 9 5 -2 7 -6 -7 11 14 12 13 -4 16 -16 17 25 19 -19 -21 22 23 -22 -5 26 -11 -27 -28 -29
right_child=2 -3 3 24 6 8 -8 -9 -10 10 -12 -13 -14 -15 15 -17 -18 18 -20 20 21 -23 -24 -25 -26 27 28 29 -30 -31
leaf_value=-0.0017850084369980261 0.00021792548953121526 0.00064873353644552632 -0.0002011479058228704 -0.00067278543221068344 -0.0016508432289089802 -0.0015606392786907083 0.0016538261734707516 0.0016642463722966693 0.00030973600468464586 0.00022667422112792002 -0.0021761016201973689 0.0017165494811209683 -0.001874712773899158 0.0011810135266841447 -0.0019928804601812141 -8.3780290697161896e-06 0.0011302461115651008 0.0017665554619434108 -0.0017372150163120915 -0.001958053628781231 -0.0014787637875563078 -0.0015140516808078096 9.5449412326026174e-05 0.0018217409474785356 -0.0020594547935113192 0.001938022567589187 -0.00032601221239523067 -0.0011272846251609465 -0.0020292917876684551 0.0008246498288774762
leaf_weight=0.20251191813359426 39.083119358085696 0.091841971967369318 0.75710395455099122 0.49197059543803234 0.13348327394851256 0.414209356327773 0.93061577573826071 0.10860411450266838 0.23122161626815796 19.808819986343813 0.36687741874879876 0.68409010361676781 0.19592328969383732 0.54414812155300751 0.2459291609209221 0.49857292324304581 0.57320531686673248 0.48300952380895967 0.4404226791957625 0.63354511263757762 0.043851561268524852 0.31967546638350075 0.90038835786117488 0.50332929679416338 0.39327628165483475 0.56808902230113634 0.80724051992001367 0.44094670319464058 0.46118546230718493 0.43341816612519324
leaf_count=194 1185 4 107 22 36 63 66 8 11 1020 117 93 16 27 59 2 34 49 56 233 243 78 58 30 21 16 20 36 113 17
internal_value=0.000170017 -0.00102565 0.00017494 0.000100203 0.000230845 0.000199917 0.00127864 -0.000163643 -0.000890589 0.000141591 0.000105683 0.000594761 8.21925e-05 0.000376834 0.000136503 -0.000663913 0.000159061 0.000137521 -0.000210075 2.31548e-05 -0.000327596 0.000256912 0.000648004 0.00155724 -0.00128882 0.000188831 0.000156145 0.000666444 -0.000945306 -0.000159721
internal_weight=71.7906 0.294354 71.4963 30.595 40.9013 39.7286 1.1727 0.242087 0.645431 29.7098 27.5285 2.18127 1.49718 1.30125 27.1616 0.744502 26.4171 25.8439 3.32422 2.8838 2.40079 1.76724 1.44757 0.547181 0.885247 22.5197 21.0772 1.44245 1.26843 0.874365
internal_count=4034 198 3836 2467 1369 1259 110 44 74 2424 2181 243 150 134 2064 61 2003 1969 747 691 642 409 331 273 43 1222 1153 69 133 53
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=18 10 16 16 21 16 22 21 17 10 21 23 9 17 0 19 7 21 2 18 21 20 8 5 21 19 7 13 20 22
split_gain=0.0727103 0.202351 0.306347 0.217824 0.215886 0.251006 0.208894 0.272069 0.202151 0.177839 0.13598 0.128739 0.124496 0.140296 0.120183 0.117682 0.088068 0.228643 0.305251 0.168784 0.295873 0.196342 0.210901 0.133998 0.243894 0.170647 0.159918 0.137557 0.0892665 0.241824
threshold=13.893471991850001 62.165217350350012 22.604947139800004 22.654947022900004 8.8898213993500015 15.584963555600002 -0.079634999999999997 11.798219863050003 193.70011821090003 75.634392583900009 8.3620534552000017 0.08092000000000002 214.88418602500002 205.45998821870003 91.066142252700018 14.451165964200003 23.203497038450006 2.3083050893000006 165.44420596670003 13.455547561900003 4.9769392210500003 38.969453495950006 8.2435668022500028 23.626838821450004 9.6112532470000023 14.351157895250003 19.078733418100004 116.53390612245002 42.198888176300009 -0.11347
decision_type=2 2 2 2 2 2 2 2 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 2 -2 4 10 9 11 8 -8 -6 15 14 13 -11 -7 -3 19 18 -18 23 -21 -22 -23 28 25 26 -25 -26 -1 -30
right_child=1 3 -4 -5 5 6 7 -9 -10 12 -12 -13 -14 -15 -16 -17 17 -19 -20 20 21 22 -24 24 27 -27 -28 -29 29 -31
leaf_value=0.0003379351218901831 -0.0018521177436299763 0.00019059876210316198 0.00062628017770107282 0.001978171847960411 0.0018242826230466292 0.0019667291276239864 0.0019959420903677329 -0.0020122392843228464 -0.00047094389797062964 -0.0017214652051291358 0.0012743602382992878 -0.0020089686310400378 0.00038175138067383945 0.0014326683290659852 -0.0019924782818966577 -0.0006914721171594455 0.0019079661117756789 0.00028967350628250588 -0.00025875696158018469 -0.0019559228764576358 0.0019918059521200401 0.0011433484747530261 -0.001349385218277929 0.00063608148429678869 0.00064164075278676962 0.00026858650790926518 -0.0018941133552588408 -0.0020589925231642848 0.0011160093857012499 -0.00049085715057698451
leaf_weight=12.92959969487856 0.47518172430864325 25.274974406109848 0.32146903162356466 0.24831932480446894 0.2280565986219466 0.06643808213993907 0.22239791241008766 0.22190916534964344 0.29997913236002205 0.26479581775007666 0.43612644984682347 0.63476385477406438 0.69722966449057822 0.068178075256810189 0.052986161704438928 0.59521299996413191 0.76036301022395736 19.655781694695179 0.37242290328140371 0.39246662847796077 0.17133106291294098 0.20951593241829869 0.34597851864964468 0.1425579627702972 0.091088914825377176 2.294151759127999 0.294316800701381 0.35555965072853724 0.47249438450398873 1.5134779469974535
leaf_count=261 68 1613 36 22 51 9 10 50 36 225 43 103 44 65 63 36 78 206 34 37 6 57 25 157 65 76 272 81 99 106
internal_value=0.000195809 0.000123025 -0.000852021 0.000149526 0.000133902 -0.000388139 -0.000930308 -0.000193359 0.000579313 0.000257536 0.000188608 -0.00165758 -8.92948e-05 -0.00107564 0.000210108 0.000170304 0.000250592 0.000339039 0.00119562 0.00015489 -0.000584016 0.000156777 -0.0004092 0.0002006 -0.000164983 5.47001e-05 -0.00106848 -0.00150823 0.000278486 -0.000108558
internal_weight=70.1091 30.108 0.796651 29.3114 29.063 2.75673 1.49847 0.744286 0.522377 1.25826 26.3063 0.754188 1.0302 0.332974 0.119424 25.8702 40.0011 20.7886 1.13279 19.2125 1.11929 0.726826 0.555494 18.0932 3.17768 2.73103 0.436875 0.446649 14.9156 1.98597
internal_count=4034 2474 104 2370 2348 656 271 96 46 385 1692 175 334 290 72 1649 1560 318 112 1242 125 88 82 1117 651 505 429 146 466 205
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=13 20 0 17 9 18 15 22 22 22 15 3 5 17 8 15 4 4 17 20 16 20 2 5 3 6 20 10 10 21
split_gain=0.100772 0.0501233 0.176306 0.226918 0.191132 0.33974 0.104519 0.235475 0.0846906 0.222137 0.140683 0.211789 0.0972783 0.166653 0.139621 0.0958929 0.095238 0.147312 0.231973 0.157216 0.0900357 0.0645022 0.0729808 0.0561374 0.152339 0.411248 0.122875 0.0941207 0.076003 0.331723
threshold=98.050756475600011 42.719328117250008 85.995710218650018 184.16216363550004 207.30588428080003 14.674589207750001 27.201366220250005 -0.5775499999999999 -0.50001499999999999 -0.58287999999999995 22.662932349550001 82.885164161750012 24.453399453300005 187.61467154115005 8.3434888241000014 35.098844929350008 313.22340827140005 328.99639152505006 197.61001826940003 41.571132012400007 22.594947163200004 43.426640904350009 319.18044405035005 13.716117217950002 81.105404879350019 11.175261108200003 33.151194885250007 75.499969677400017 64.407391431150018 8.8898213993500015
decision_type=2 2 2 2 2 2 2 2 2 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 3 21 6 -6 7 -4 9 10 -2 -12 16 15 -15 -14 23 -18 -19 20 -20 -3 -23 -10 25 -25 -27 28 -26 -30
right_child=1 2 4 -5 5 -7 -8 -9 12 -11 11 -13 13 14 -16 -17 17 18 19 -21 -22 22 -24 24 27 26 -28 -29 29 -31
leaf_value=-0.00080408146716175438 0.0011946540568391884 -0.0019800940565373056 0.0018978358359115475 -0.0019926394116076829 -0.0019434598492689792 4.1219602483975259e-05 0.0003386957982878981 -0.0014847531726719656 0.00048205668325236752 -0.0017275260926095035 -0.001706664157751231 0.00024293102176090771 -0.0019674351107062211 0.00048479499737953186 -0.0019699828957216703 0.00040636985263146002 0.0017083471290307787 -0.002039973686046386 0.00016616040997346609 -0.00064288187651885054 0.0019804108388455709 0.00081815947735794706 -0.0019690199270999916 0.00026447773478071928 0.00028732121427071889 0.00073275708801266433 -0.0017868448321495165 0.00074743570921997438 0.00019727679386894221 -0.0008685331127098858
leaf_weight=0.3879035969850112 0.3533278371542109 0.046542893016065956 0.10470284684561193 0.35137117318890887 0.43198523297905911 1.427121392021945 7.1100741301610242 0.32387221459748428 3.2779514179419484 0.30323501834936806 0.2797681516385635 0.91445228486554697 0.071411465563868459 0.12402643990299111 0.3161613795964513 0.7807060703416937 0.43101001684044493 0.13661550442338921 0.15677308681188151 0.21314176732994383 0.31948611384723336 0.29875424490728619 0.041086550598265603 1.7093649609014385 29.802043523866814 0.084143495652824529 0.64359990242519416 1.3723866559885198 16.742381661603421 1.2034306247951452
leaf_count=1186 26 54 6 126 31 62 190 157 80 60 33 39 279 19 48 37 25 30 39 41 40 182 35 10 513 7 129 31 406 113
internal_value=0.000192535 0.000198108 7.06904e-05 -0.000852298 0.000143148 -0.000419944 0.000282012 -0.000658371 0.00021991 -0.000192926 0.000107772 -0.000213798 0.000233224 -0.00029865 -0.00127833 0.000207434 0.000245478 0.000779109 0.000294239 0.000756799 0.0013832 0.00018471 0.000481191 0.000233245 0.000217426 -0.000261075 -0.00149552 0.000241167 0.000226616 0.000125805
internal_weight=69.7588 69.3709 10.1355 0.737755 9.39776 1.85911 7.53865 0.428575 59.2354 1.85078 1.54755 1.19422 57.3846 1.29231 0.440188 0.852118 56.0923 1.25703 0.826016 0.689401 0.476259 0.386384 0.339841 54.8353 51.5574 2.43711 0.727743 49.1202 47.7479 17.9458
internal_count=4034 2848 843 397 446 93 353 163 2005 158 98 72 1847 383 67 316 1464 175 150 120 79 271 217 1289 1209 146 136 1063 1032 519
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=7 7 17 7 16 20 9 21 0 6 21 16 19 0 20 15 23 22 10 21 18 21 9 21 16 22 13 19 19 0
split_gain=0.0178724 0.0411392 0.0626484 0.0383014 0.0328186 0.0277423 0.0224953 0.0641635 0.047501 0.158674 0.0465034 0.0903188 0.0835276 0.080964 0.060942 0.0378843 0.0908537 0.0307534 0.0508494 0.0302068 0.0230809 0.0373894 0.0228862 0.0739964 0.0565079 0.175009 0.0834929 0.0540573 0.0695447 0.102857
threshold=22.061824394000002 22.181995028450004 188.83172615260003 21.946499523750003 18.704956259700005 47.927946529500012 186.68586460755003 15.803805445550003 85.732241321850012 16.555386813950005 10.393723370700002 22.644947046300004 14.351157895250003 95.620390325650007 41.681597818500002 39.883592142850006 0.096665000000000015 -0.11963999999999998 72.378669787950017 12.706368345750002 13.142272494650003 16.359396914950004 194.04304600165003 14.946136646400001 22.654947022900004 -0.078504999999999991 117.61735474900001 14.551174033150001 14.351157895250003 86.479632682150012
decision_type=2 2 2 2 2 2 2 2 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 5 -1 7 10 9 -8 12 13 15 -12 -14 16 17 18 -3 -15 -9 -22 23 27 -24 -26 -27 28 29 -10
right_child=1 6 -4 -5 -6 -7 8 20 22 -11 11 -13 14 19 -16 -17 -18 -19 -20 -21 21 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.085278627615497149 -0.0018209684445479046 0.095342202176856045 0.087418790931587831 -0.10180421828770142 1.1035732514056185e-05 0.0059062342716722539 -0.10165321715584566 0.10046410540340506 -0.037473048805666029 0.00040505504189587141 -0.10354764560239003 0.0048555571640898978 0.10078502823490883 0.08580269467238931 0.014548125711159635 0.082589829141643284 -0.10578986912744191 0.0068919191965051835 -0.10018083573361698 -0.10059624263072141 0.099996057722870332 -0.10072364151033159 0.0033567521001130803 -0.03001011564302495 -0.0024160122549752071 0.086362953575136348 0.020381671187090718 -0.021349497316842291 0.016865249086602349 0.0026443140112692599
leaf_weight=0.08781012548974132 0.17026734927139742 0.08470205699472888 0.14622708913157112 0.041927764087631547 1.3271456558395582 0.053812782992007868 0.18796635645276083 0.10542103648185719 0.72806785371721527 0.80369659657571901 0.14845780043515322 1.6694251269800586 0.19600197626277793 0.038579657559509428 0.14082339253218379 0.066708536862279177 0.069640498561966413 1.1223138114990225 0.015779048159085818 0.011223095148601203 0.020487698653013808 0.016965369049756873 41.013319173676678 0.81323765160050321 1.281049218028784 0.44084241782547806 0.33945883647538722 0.94335723033145846 2.7932470426894724 5.2299852180490802
leaf_count=532 30 26 18 15 231 43 111 8 17 67 48 15 13 77 39 5 44 254 201 85 11 69 1673 29 26 42 20 24 44 217
internal_value=0.00317703 0.0034539 0.0394097 -0.00756226 -0.00487201 -0.0506309 0.00325865 0.0107973 0.00274664 -0.0189397 0.00816284 -0.00272274 0.0201506 -0.0665348 0.0647302 0.00910279 0.00530979 0.0116371 0.0646382 0.0437975 0.0765073 0.0090747 0.003148 -0.00103636 0.00416875 0.0203246 0.0576587 0.00139411 0.00384578 -0.00225799
internal_weight=60.1079 58.5973 0.316494 1.5107 1.46877 0.141623 58.2808 3.70653 54.5742 0.991663 3.56366 1.86769 1.69597 0.198261 0.336825 1.35914 1.29244 1.22279 0.100481 0.0498028 0.142874 0.0374531 53.5826 10.5079 43.0747 2.06135 0.780301 9.69466 8.7513 5.95805
internal_count=4034 3213 48 821 806 575 3165 895 2270 178 807 225 582 210 52 530 525 481 227 162 88 80 2092 331 1761 88 62 302 278 234
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=13 7 18 3 10 16 10 9 19 23 22 6 17 15 22 22 23 6 23 7 10 5 13 21 16 20 9 2 23 14
split_gain=0.0899428 0.078589 0.0967726 0.208056 0.600681 0.334054 0.41448 0.277232 0.382294 0.188216 0.182457 0.237024 0.200836 0.19401 0.159218 0.147686 0.130871 0.128573 0.118483 0.114408 0.110462 0.101802 0.0981857 0.0910417 0.339845 0.178205 0.165267 0.075807 0.137766 0.257275
threshold=98.050756475600011 21.725272673150005 13.893471991850001 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 205.22231928645002 14.251149826300002 -0.09053499999999999 -0.083424999999999985 16.355382140900002 197.78839148195001 37.870720399650004 -0.094519999999999993 -0.059424999999999999 -0.059734999999999996 16.455384477450004 0.08729000000000002 24.142338514450003 75.077881750900005 21.991679690250006 113.0174028878 7.0441631297000011 15.584963555600002 41.827117825850003 214.88418602500002 104.38256328765002 0.088350000000000026 176.96609813925002
decision_type=2 2 2 2 2 2 2 2 2 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 27 9 5 -5 7 8 15 20 17 12 -12 -14 -10 -7 -6 22 -17 -16 -4 -15 -9 -11 25 26 -25 28 29 -3
right_child=1 2 3 4 16 6 -8 10 14 23 11 -13 13 21 19 18 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00076235520269445176 -0.00017044716135997115 0.00051651782779005783 2.7642100872008016e-05 0.002000722206109301 0.00019565929952440481 -0.00070980553177825553 -0.0017561084934264793 0.00054132352801971575 5.8250518423515616e-05 0.00034204353633760241 -0.0014384273371775131 -0.0020243924360555171 0.0016555386755818698 -0.0013793657215982631 -0.0022007532146065679 3.3723005484541947e-05 -0.00199525877218163 0.00043701155072019146 0.00106424238066247 -0.00063753222109871411 -0.0023236406372201669 0.00067174459981670807 0.0018367269971561141 -0.0012882204930340139 -0.0020088751905445778 0.0014350216404399512 0.00040830018307448732 0.00027738865537453095 0.00032663753543594543 0.0019389757335180739
leaf_weight=0.33846377116067472 1.6615189215584099 2.0629029824704035 0.14276674657594668 0.33623928233282452 0.1231673006532219 0.55597729125292961 0.48177406714967208 0.35005568180349733 0.27238508185837418 19.267681994773746 0.20557642006315269 0.20553192777151708 0.41745596821419895 0.17509317153599113 0.5357469792870686 1.0682889065938077 0.70373435659575978 1.325626360136084 0.71673469874076534 0.27107724803499877 0.16629563161814076 0.19850714260246605 0.62947498075664043 0.32939143560361006 0.30433779443046649 0.37437248066999018 0.66941523691639304 29.006478027009507 6.4766562600416364 0.64067728165537108
leaf_count=1186 700 80 13 10 23 36 97 22 19 339 23 28 23 13 26 45 266 18 32 38 30 30 35 47 77 21 14 544 126 73
internal_value=0.000245979 0.000250878 0.00026117 0.000177483 -8.03797e-05 8.92104e-05 2.46466e-06 0.000124764 -0.000272449 0.000281486 0.000512112 -0.000107174 0.000288207 0.000736917 -0.00123794 0.000172648 -0.00166892 0.000835076 0.000447504 -0.00167554 -0.0012375 -0.000289538 0.00137379 0.0003039 -0.000134217 0.000281264 -0.000151187 0.000326537 0.000481829 0.000853603
internal_weight=70.0134 69.6749 68.0134 29.8267 8.57245 7.74555 7.40931 6.92753 3.42021 21.2543 3.50732 1.20216 0.996633 0.791056 1.07921 2.341 0.826902 2.30516 1.78502 0.806824 0.309062 0.3736 0.979531 20.9452 1.67752 1.37318 0.998807 38.1867 9.18024 2.70358
internal_count=4034 2848 2148 1325 784 495 485 388 196 541 192 117 89 66 83 113 289 75 77 64 43 43 57 498 159 82 61 823 279 153
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=18 10 23 7 22 16 2 16 21 19 0 2 21 16 21 15 7 22 2 7 3 6 9 17 13 15 21 15 6 8
split_gain=0.0189877 0.117881 0.215936 0.0899654 0.0828928 0.0814397 0.0756197 0.0668267 0.0641351 0.167322 0.157658 0.126216 0.12051 0.118154 0.102069 0.0554388 0.0536091 0.0524023 0.19924 0.211538 0.129536 0.148006 0.120632 0.11712 0.0813172 0.199508 0.0634051 0.0555703 0.0530094 0.0792739
threshold=13.893471991850001 62.165217350350012 0.099465000000000012 23.397000037200005 -0.092990000000000003 22.624947093000003 56.478612905150008 22.634947069650003 8.8898213993500015 12.851036860900001 94.047642319350018 102.94361713510001 10.628103601550002 15.164964537700001 8.3620534552000017 23.148526981200003 23.549545123900007 -0.095854999999999996 72.043920985000014 24.175586727800006 84.643415779050017 14.745344522600002 198.16621393750003 201.25367619745001 104.08096806215002 20.520114807950005 2.3925196316500004 19.935988437250003 14.605341251450001 8.2435668022500028
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 -2 -3 8 14 12 11 -11 -10 15 16 -14 -5 18 -18 -20 -19 -22 27 26 25 -24 -23 -21 29 -26
right_child=1 3 -4 7 -6 -7 -8 -9 9 10 -12 -13 13 -15 -16 -17 17 20 19 22 21 23 24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.0045855944669869215 -0.10504998050203772 -0.10297136595238179 0.068233347960729274 0.047286352400352234 -0.10246655016064357 -0.0036566579296399 0.06449224864839706 0.05344255718819773 -0.1010954033830118 -0.075601097644159884 -0.091571475058774318 0.046538999450388224 0.0012594536809967429 0.060885041544554812 0.062792607540237508 -0.10126915068048706 -0.10299093944808929 0.0033539005546907156 0.093994320383767663 0.029093048210970168 -0.084057537720656966 0.017573882187286647 0.036832322907315522 -0.058186502917583177 0.035904739682507195 -0.1020143765284538 -0.020708503286693981 -0.10165716708810667 0.038356520252415843 -0.0015567592716492092
leaf_weight=34.518174143833932 0.31486213425524212 0.040763460099697113 0.12926920992322266 0.26831194733632813 0.15711349751005954 0.10584719071630388 0.079656652342286804 0.2561745384009545 0.092954339954700482 0.13958013092633326 0.43168290017820254 0.21481332545954501 0.65602679657335705 0.40055373006930495 0.28784557510175446 0.057348199405510059 0.14629257061280299 14.802677978947552 0.31955635432677798 0.042622294409191741 0.32626147258997606 0.93112264260707911 0.21940922837939103 0.43580292777915008 0.83884099860733918 0.19587640539612039 0.80813369373208843 0.13694818827570998 0.94704867685504712 1.729654229537118
leaf_count=1560 62 3 17 21 110 25 89 32 79 16 145 27 222 61 36 22 64 678 30 214 61 46 95 35 19 65 26 64 35 75
internal_value=0.0030566 0.000987941 -0.0448069 0.00199688 -0.0546208 -0.0795402 0.00780407 0.00263342 0.00210062 -0.0150911 -0.0509938 -0.00156666 0.00829335 0.0174215 0.00362771 -0.00698282 0.00285879 0.00231399 0.0118303 0.0156221 -0.000202709 -0.0212505 0.00952914 -0.0118294 0.0131907 -0.028657 -0.000213769 -0.0706227 0.0181341 0.0106777
internal_weight=60.0312 25.5131 0.549979 24.9631 0.277534 0.420709 0.12042 24.6855 24.4294 1.99296 0.786076 0.354393 1.20688 1.11393 22.4364 0.713375 22.1486 21.8802 4.57625 4.42996 17.304 2.50132 4.1104 2.17506 3.93083 0.415286 1.73926 0.17957 3.51554 2.5685
internal_count=4034 2474 104 2370 202 87 92 2168 2136 572 188 43 384 305 1564 244 1528 1507 661 597 846 168 567 107 289 160 72 278 129 94
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=10 20 17 0 20 21 5 2 3 2 16 23 13 17 23 22 7 22 16 21 18 18 7 3 18 23 20 15 21 20
split_gain=0.0170406 0.0409561 0.0574994 0.0406598 0.03698 0.0331103 0.022722 0.0338656 0.0223539 0.0315712 0.0221126 0.033618 0.0193491 0.0334768 0.0276377 0.0451772 0.0318112 0.0507808 0.0362303 0.0270793 0.14011 0.0604877 0.038161 0.0304875 0.121945 0.147537 0.141605 0.0792703 0.0799345 0.214863
threshold=61.622148808000013 35.782584506850007 187.61467154115005 84.226704768850013 39.458743938000005 3.4465547941500003 29.026000224750003 319.18044405035005 108.40938565220002 122.61368745920002 23.044946110900003 0.10335500000000002 117.69263157665002 188.41589330430003 -0.27453499999999997 -0.13125999999999996 22.105125139000005 -0.10423499999999999 18.964955651700002 17.127134634300003 13.405476405600002 15.706391932950002 22.181995028450004 93.281431752200021 13.405476405600002 0.10065000000000003 41.975471476700008 34.139075990150012 7.1067965614000004 40.159267750750011
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 -3 -6 -7 8 -8 -10 11 -1 14 -14 15 -2 17 18 -16 22 -21 -22 -18 -24 27 26 -26 -25 29 -29
right_child=12 2 -4 -5 5 6 7 -9 9 -11 -12 -13 13 -15 16 -17 19 -19 -20 20 21 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.10063650707243184 -0.00433737574804935 -0.078726513784701149 -0.10133980822818148 0.10000573152298886 0.056034020392886477 -0.075673890746632652 0.073930753541008309 -0.10024754408134978 0.10039960739997676 -0.10077038240430897 0.092993615149896944 0.10007516694740543 -0.0017350897866445403 0.016866015673299265 -0.055004790866224895 -0.069486812820408306 0.046661310012944823 -0.090812617004320639 0.037818226838706698 0.075237825798315824 -0.10376867195921202 0.066197029828555409 0.0037159405394195165 0.031486956893103664 0.041368372554253303 -0.103923937877684 -0.074139911087493959 0.010597840013461758 0.0015145396622501075 -0.074631329873604199
leaf_weight=0.018985291472282451 0.49197538076025182 0.080754449938467587 0.084871743163603242 0.030854240008920897 0.072378136972474749 0.057765785038668582 0.050852017304350738 0.025138354165392229 0.011988108977675438 0.022337186127288078 0.048249458312056959 0.014889825426507741 1.5902659252751608 2.4707793518537073 0.070596579135681736 0.13582356325677025 0.19639798977368528 0.094216051847353266 0.10398788610473275 0.231357289099832 0.083612452235229284 0.02793366219532345 42.553073971285585 0.76573072606697401 0.24980935803614635 0.25172439875314012 0.18453482733821147 0.68871242087334283 8.391413027449742 0.51846182156987197
leaf_count=66 48 63 47 5 39 111 21 37 1 70 9 10 20 36 251 46 22 116 15 16 38 39 2565 31 16 20 56 13 136 71
internal_value=0.00276236 -0.0152775 -0.0274554 -0.00964442 -0.0201769 -0.00051393 -0.0248642 0.00174177 0.0318418 -0.0305118 0.0495148 -0.0124136 0.0029208 0.009582 0.00242931 -0.0184324 0.00267001 -0.0316462 0.000283458 0.00284038 0.030853 -0.0612054 0.00266184 0.00250063 -0.00217932 -0.0430094 -0.00770631 0.000523433 -0.00194669 -0.0260067
internal_weight=59.6195 0.519065 0.43694 0.352068 0.321214 0.24046 0.168081 0.110316 0.0851773 0.0343253 0.0821246 0.0338751 59.1004 4.06105 55.0394 0.627799 54.4116 0.268801 0.174584 54.1428 0.342903 0.111546 53.7999 53.6035 11.0504 0.686069 0.434344 10.3643 9.59859 1.20717
internal_count=4034 479 394 347 342 279 240 129 92 71 85 76 3555 56 3499 94 3405 382 266 3023 93 77 2930 2908 343 92 72 251 220 84
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=8 20 9 2 23 8 14 6 8 9 15 22 2 16 15 15 22 6 9 9 20 0 6 20 9 9 15 23 20 6
split_gain=0.0163237 0.0738928 0.130189 0.078254 0.0291986 0.0257084 0.0792375 0.0643422 0.0235169 0.0243631 0.136912 0.171905 0.0761657 0.0689637 0.151945 0.0506572 0.0628301 0.0497213 0.0339568 0.205595 0.0492486 0.119946 0.0689019 0.0495931 0.039197 0.0847218 0.141901 0.0527978 0.0362372 0.0988252
threshold=8.8430989333000021 40.00488309970001 227.07958281845004 56.478612905150008 0.11082500000000002 8.9430209551500024 168.39662374755002 18.195425133200001 8.7431769115000026 207.04102956050002 24.719476717350002 0.059320000000000012 166.67665309880002 22.534947303500005 38.884669609800007 18.738366799200005 -0.13734499999999997 12.26528657645 204.68881850780005 204.12988221610001 41.436838994450007 86.756543869550015 15.575363915900002 43.631818398850008 203.06170522940002 202.37225149245003 25.020342488900003 0.086555000000000021 36.620308449100001 14.365335643750003
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 -5 -2 -7 -8 9 18 11 12 15 -12 -15 16 -11 -14 19 24 -20 -22 23 -23 25 28 -27 -26 29 -1
right_child=1 2 -4 4 -6 6 7 -9 -10 10 13 -13 17 14 -16 -17 -18 -19 20 -21 21 22 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.10117848415178282 0.020085905997205611 0.032753495326757302 0.06953247060021954 -0.10391943809160148 -0.035567916049476296 0.039802679280115751 -0.10138784371196503 0.015163241037749861 0.011145674219216306 0.092376009345195464 0.0039604390575121023 0.035518981961365818 -0.10042108854049132 -0.089741348852004271 0.030102004691953045 -0.10306349742128257 -0.10194894549879395 0.018393448653261615 0.0011636344073985732 -0.080694017971453813 0.0089245895811385402 -0.014864904757713055 0.096702951449902222 0.073212202593292655 -0.00077093565764369345 0.0095177928442204494 -0.060986119927419126 0.028074333999522035 0.0021504513037776118 0.020126347927203872
leaf_weight=0.069562661944999049 0.61940460745245107 0.067407628986984491 0.08800454979063943 0.23549654693943012 0.085076165458303876 0.15529690636321902 0.12045843494342989 0.078059557970846072 3.1585338231889173 0.032008557318931596 7.1172925588471116 0.22006268914606153 0.047645733758372444 0.24170372204389412 0.18814377451781183 0.38464535186903959 0.034649543844350816 0.13506573010818101 2.3525077800072713 0.29658457061304844 1.7268765924964102 0.14002665616061438 0.28499727603048086 0.11763364030048251 1.171150393264724 0.58731941623795936 0.55544867600838188 1.384934033176705 35.713572670310555 1.9445524920672594
leaf_count=218 7 12 11 74 26 22 29 20 65 33 301 42 118 24 27 72 76 22 91 93 24 32 14 21 14 17 31 36 2237 225
internal_value=0.00249322 -0.00798955 -0.0402778 -0.0651858 -0.0857798 0.00780209 -0.0137025 -0.0555586 0.00275558 0.00227152 -0.0026832 -0.0406315 -0.0670629 0.00161124 -0.037286 -0.0891164 -0.00863603 -0.0125899 0.00316969 0.00226876 0.0113024 0.0218117 0.062822 0.0253463 0.00286271 0.00207392 -0.024751 0.014858 0.00288644 0.0159368
internal_weight=59.3541 1.4492 0.475985 0.38798 0.320573 0.97322 0.353815 0.198518 57.9049 54.7464 8.40122 0.854078 0.634015 7.54714 0.429847 0.451303 0.0666581 0.182711 46.3452 41.7231 4.62204 2.26953 0.542658 0.25766 41.4265 38.8705 1.14277 2.55608 37.7277 2.01412
internal_count=4034 201 123 112 100 78 71 49 3833 3768 715 363 321 352 51 181 109 140 3053 2871 182 91 67 53 2778 2728 48 50 2680 443
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=20 23 15 15 23 7 21 7 10 20 20 16 20 22 18 22 17 16 22 15 22 16 22 23 9 16 23 9 2 20
split_gain=0.0362116 0.0556046 0.0405415 0.0159676 0.15772 0.0300213 0.0245539 0.17896 0.234695 0.105534 0.089753 0.0933093 0.0434249 0.0330872 0.0629545 0.0628019 0.130557 0.0873179 0.0790548 0.158464 0.0549083 0.0986278 0.0732904 0.0592576 0.0654462 0.0397425 0.0527249 0.0370882 0.0294628 0.104415
threshold=32.724174661450007 0.088555000000000023 27.806359898650005 46.074827201850006 0.090390000000000012 23.271765593750004 15.173983806500003 22.775216856700002 61.923256118600001 43.384297312450009 42.066503896600004 22.604947139800004 43.631818398850008 -0.60611000000000004 13.4793103924 -0.58559499999999998 197.01076493205002 20.084953032650002 -0.30094499999999996 37.606388722050006 -0.16276499999999997 22.239947993350004 -0.23783499999999999 0.086955000000000018 66.346857137250012 18.544956633800002 0.10065000000000003 212.71218656455002 189.28685862455004 41.571132012400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 13 10 -9 -10 -8 -12 -11 14 -2 16 -15 -18 19 27 21 22 -20 24 -24 26 -16 -17 -22 -30
right_child=3 -3 -4 4 5 -7 7 8 9 12 11 -13 -14 15 25 18 17 -19 20 -21 28 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.10073629462575573 0.054564004016269187 -0.096598726061298767 0.080670665418931475 -0.088449912841705516 -0.014399897567011039 0.011530051014400092 0.090615577108810727 0.10152905882855108 -0.092200791743751898 0.10035431975079989 0.05916889074231773 -0.10191255195552457 -0.10085669829937932 0.077930522475819441 0.04366831131904865 -0.091170217233116801 -0.10146889871346634 0.10049142624088779 -0.082433168858913858 0.042236330846361844 0.0018664870525028335 0.074995072296260817 0.061310141498459293 0.093451485901514239 -0.069429928794067924 -0.10434109887952343 -0.090477750525324863 0.013547043088370826 0.02013795760164136 -0.0022167545647620085
leaf_weight=0.017373760942727912 0.065600864094441103 0.089852980932934923 0.042347379103375715 0.20980137023229817 0.67662904166354554 1.3128531890833981 0.18686539206828712 0.089262951165437698 0.42588168388300573 0.044037366053089499 0.07891507900020045 0.066068079089745879 0.014179589749517163 0.28992149945542323 0.063553171601483882 0.28044999412713068 0.082873900291133396 0.028863772749900818 0.088903230119257159 0.1647513953212183 45.613021779973174 0.29243607295211405 0.068234571501831875 0.0809572333455435 0.087242724251609616 0.098033890477381647 0.054361240276193712 0.038460238960396964 3.9509401207457469 4.4346495029533841
leaf_count=107 18 55 36 104 50 28 14 2 65 7 60 12 89 23 44 159 77 2 126 26 1848 29 47 9 158 12 15 25 359 428
internal_value=0.00225019 -0.0468909 0.0278967 0.002375 -0.00598515 0.0027112 0.00269934 -0.0136383 -0.047465 -0.074938 0.0448068 -0.0142351 0.0513464 0.00296446 -0.0312299 0.00313792 0.0425365 -0.0492991 0.00285072 -0.0374005 0.00320717 0.032851 -0.00503104 0.0240734 -0.0120518 -0.0572924 -0.0181761 -0.0785414 0.00286803 0.00831585
internal_weight=59.0373 0.149574 0.0597211 58.8877 2.19928 1.98948 56.6885 0.90521 0.573362 0.484099 0.331849 0.144983 0.058217 55.7833 0.281549 55.5017 0.401659 0.111738 55.1 0.483662 54.6164 0.617774 0.325338 0.236435 0.155477 0.215948 0.117914 0.31891 53.9986 8.38559
internal_count=4034 198 143 3836 182 78 3654 249 163 161 86 72 96 3405 89 3316 102 79 3214 210 3004 369 340 214 205 71 59 184 2635 787
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=20 23 19 16 23 15 20 18 19 23 20 9 12 16 21 20 9 17 20 0 21 23 18 17 18 18 19 17 20 20
split_gain=0.0319072 0.0495627 0.0364493 0.0151839 0.0979215 0.0233098 0.0883648 0.0758101 0.10608 0.0971902 0.0226841 0.0282699 0.0873147 0.0369603 0.0493924 0.0270816 0.167519 0.165053 0.0646542 0.0478909 0.0326733 0.0893987 0.0700475 0.0615208 0.127011 0.110691 0.0800886 0.055863 0.0653805 0.0338514
threshold=32.724174661450007 0.088555000000000023 13.551093343600002 12.644970430600003 0.093580000000000024 20.729785921300003 37.52517992975001 15.981927061500002 12.250988447150002 0.088435000000000027 35.419594101850009 211.04147598835002 85.453317281250008 20.784951395750003 0.49227235280000009 37.038444968100009 198.49982034990003 193.82841840970002 36.491284729650012 93.805681087600007 1.0000000180025095e-35 0.08481000000000001 14.674589207750001 179.91109285790003 13.603286548350003 13.303774303900001 13.251069136700002 196.54125635090003 38.334060527150008 41.32819714970001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -5 -8 -9 -10 11 12 -7 14 -14 16 17 18 -12 -18 21 22 -17 24 25 26 -22 -23 -29 -28
right_child=3 -3 -4 5 -6 10 7 8 9 -11 15 -13 13 -15 -16 20 19 -19 -20 -21 23 27 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.10066305862180094 -0.090068131070234453 -0.095177631191619969 0.078474474553371282 -0.10071427353000242 0.0052160255406779044 -0.0026834946175000179 0.0036349907789738132 0.07876666622540586 0.071646422171490629 -0.081769405699413586 -0.011637313844013277 0.00089408087523429813 0.076000276433436209 0.097768313043984423 -0.0052635700222554566 0.094327237860689001 -0.01831692270623881 0.025064639360890786 -0.10436437843940471 -0.10343992700265062 -0.099267365824896647 -0.011444730374858516 -0.022740615920918621 0.0019395289612808425 -0.10367770877558023 0.097195060262701805 -0.046235599657432506 0.076463046922258346 -0.0079026696804634835 0.029441209124159831
leaf_weight=0.015931327363165049 0.13214226080869096 0.082456349909005411 0.039570486685988726 0.065129238145515411 0.58679024388040091 0.53790076254517716 1.1685676096236646 0.37195145364842108 0.071660255024653452 0.09744561142360908 0.14486305380705633 1.0473134906787889 0.15513282944721141 0.14898702129721642 0.14442488404165488 0.21873011775096429 0.095524281525285804 0.96117547013818694 0.1563512845459627 0.21452278781362111 0.10730697821816093 0.74769023189583073 0.066696505596155475 50.483488846447358 0.16897069517654018 0.089960818491817918 0.090252301175496541 0.19220100805978291 0.17594803508836776 0.17129275592742488
leaf_count=101 734 55 42 80 125 11 146 108 25 28 37 14 29 22 24 84 13 35 19 43 180 33 19 1793 34 15 22 14 31 118
internal_value=0.00203273 -0.0460025 0.0270546 0.00214579 -0.0122975 0.00232515 0.0136085 0.0179637 0.0489107 -0.016758 0.00196831 0.0123363 0.0244846 0.0570649 0.0368208 0.00157844 -0.0113529 0.00482275 -0.0597691 -0.0772139 0.00196566 0.0170305 0.0669716 0.00155264 -0.029559 -0.00226266 -0.0265198 0.00425572 0.0361425 0.00332714
internal_weight=58.7504 0.137958 0.0555018 58.6124 0.718933 57.8935 1.77475 1.70962 0.541057 0.169106 56.1187 2.03376 0.986445 0.448545 0.299558 54.085 1.57244 1.26239 0.301214 0.310047 52.5125 1.40127 0.285427 51.1113 0.627784 0.458813 0.368852 1.11584 0.368149 0.261545
internal_count=4034 198 143 3836 859 2977 387 307 161 53 2590 100 86 75 53 2490 147 91 56 56 2343 181 103 2162 369 335 320 78 45 140
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=20 20 13 18 9 13 22 8 18 18 17 17 4 15 22 17 7 20 22 20 21 23 23 19 3 17 19 2 23 6
split_gain=0.0294118 0.0268602 0.0254919 0.0269328 0.0248222 0.0240232 0.0234308 0.0168138 0.0153611 0.0215877 0.0208218 0.0339994 0.0171887 0.11638 0.102943 0.0508407 0.0394178 0.199382 0.0781799 0.0485821 0.137103 0.148759 0.18587 0.131341 0.0797326 0.0546985 0.052039 0.130358 0.0830862 0.0450344
threshold=32.051492741500006 30.317390213800007 98.050756475600011 17.323446153950005 29.501628670900001 95.862351557400004 0.20949500000000004 8.2435668022500028 16.869810935650005 17.138111898250003 215.04253427745002 239.21206428850002 244.52697497700004 23.735720730600004 -0.59681499999999998 168.97717400795003 23.109894804950002 41.32819714970001 -0.044409999999999998 41.289992964000007 3.4801976177500005 0.09914000000000002 0.084360000000000018 14.451165964200003 93.281431752200021 202.13833745355001 13.751109481500002 189.28685862455004 0.096010000000000026 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -5 -1 12 -10 -11 -12 -4 14 -14 -16 17 18 -15 23 21 22 -21 26 25 -25 27 -18 -29 -22
right_child=2 -3 8 5 -6 -7 -8 -9 9 10 11 -13 13 16 15 -17 19 -19 -20 20 29 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.10004442753423147 0.05198036900421879 -0.1021982908184626 0.0032699438047396156 -0.10054396014323273 -0.10018585367775762 0.037113022324574273 0.056000776318555191 0.10016826147656147 0.0073780234777694525 0.096437461278452999 -0.034796411019618709 0.083921496685256919 0.080921769390639581 -0.10224703651442187 0.0053617557790023879 -0.08583334050307434 -0.077808799271901527 0.0021576649936538134 -0.026833442769870514 0.043554819053169352 0.0037619448508258175 0.044894604479109534 -0.10619534417496015 0.10119548608619298 -0.0022511811588548565 0.035880873480250465 0.0071231182123659021 0.054935275289532917 -0.053285544286593482 -0.012901157041569238
leaf_weight=0.0061452344171603049 0.012632977934979528 0.049796825956427426 34.449380025100766 0.033966059579424002 0.070802325284674339 0.065324952534865588 0.013306928756207981 0.013213777216151357 0.54730723182001284 0.058933656197041273 0.051282059168443084 0.045550778042525053 0.05235671388800256 0.27357077431952348 0.075658581934933689 0.31839126651880179 0.25419748178683477 2.4995270982348643 0.27630755887367131 0.10621608838118746 9.7174144331893313 0.13655217735504266 0.37733694245616789 0.27241486776620139 0.21337779096211307 0.24223358102608472 6.0133732441463508 0.20970405254047364 0.10721252394432668 1.9468851535707461
leaf_count=119 86 60 1569 505 452 18 25 3 23 10 38 19 8 28 35 114 56 188 16 20 214 19 100 10 30 37 94 54 36 48
internal_value=0.0018361 -0.0633402 0.00191323 -0.0340871 -0.0771463 -0.00218012 -0.056478 0.0366137 0.00203439 0.0167261 0.0495721 0.0210492 0.00185488 -0.000256086 -0.0508194 -0.0683236 0.000740624 -0.00983567 -0.0643526 0.00238636 -0.00145513 -0.0472738 -0.0733016 0.00883975 0.0491443 0.0704534 0.0043834 -0.0244636 0.0183243 0.000980711
internal_weight=58.5104 0.0691558 58.4412 0.196033 0.0834353 0.112598 0.047273 0.019359 58.2452 0.703074 0.155766 0.0968328 57.5421 23.0927 0.446407 0.39405 22.6463 3.04941 0.549878 19.5969 12.2844 0.620105 0.483553 7.31251 0.728026 0.514648 6.58449 0.571114 0.316917 11.6643
internal_count=4034 182 3852 1086 538 548 530 122 2766 90 67 57 2676 1107 157 149 950 232 44 718 401 139 120 317 77 47 240 146 90 262
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=13 18 18 21 20 22 23 4 0 18 10 23 16 16 21 20 17 21 22 7 2 6 23 7 7 13 5 13 6 23
split_gain=0.0576594 0.056707 0.0545812 0.115129 0.133925 0.0877181 0.0967996 0.0749086 0.0612479 0.0586079 0.167408 0.240723 0.112231 0.101122 0.149938 0.259353 0.296498 0.223149 0.15417 0.112076 0.236664 0.113359 0.139929 0.105576 0.0902458 0.163782 0.276417 0.268449 0.171047 0.158712
threshold=98.050756475600011 17.323446153950005 12.885811969150001 5.3866163921000005 43.426640904350009 -0.053159999999999992 0.10111000000000002 195.50296729855003 82.250688042950017 13.893471991850001 62.165217350350012 0.099465000000000012 22.624947093000003 22.544947280100004 4.0847671134500008 41.481306584950012 189.43751236195004 2.9212203061500004 -0.11103999999999999 23.109894804950002 129.61088881085001 15.785368822600002 0.087555000000000022 22.775216856700002 23.974509389900003 112.64908412395 19.327153142150006 117.20333219690001 15.710367070250003 0.097970000000000015
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 -7 -2 -6 13 11 12 -11 19 15 17 -17 18 -15 21 -21 22 23 -4 29 26 -26 28 -27 -12
right_child=2 -3 9 4 8 6 -8 -9 -10 10 24 -13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.0015693401802189856 2.8223110953528816e-05 8.0681282393323483e-05 -0.00031560800857721244 -0.002031910153779559 -0.0003096177081115775 0.0015774365278776402 -0.0020940748693535219 0.0012953744251405378 0.0017347129991916032 -0.0020592715746514893 2.1448122419830836e-05 0.0011838685573408122 -6.9240810654003825e-05 2.5356183719375931e-05 0.00024580352744114095 0.0009324785586310991 -0.0018253357237241283 -0.00064151410640504475 0.0015124033202611887 0.0017460630398002462 0.00046618301147749425 0.00040194352584785054 -0.0011906293285358415 0.0019804426796918005 0.00018551481068565095 0.00034239553482500053 -0.0010788824306491515 6.8813335005088428e-05 0.0019310784281887487 -0.0012400215291679441
leaf_weight=0.1419435160639847 1.9174805296988777 0.18373349246759929 0.22348303868784514 0.30120416920544812 0.19100636438815854 0.064118977575844727 0.048485649454960367 0.1978729202019166 0.079919174939277582 0.37148606081246072 2.9980046107200482 0.17422443418763578 0.15417587605770677 0.55541525175794948 26.379618029743142 0.19749898628788276 0.62167459493139177 0.76758213620632876 0.5180699941702217 0.65526468353345979 3.6468790003564209 2.0602205085899641 0.44912192949777818 0.11746368044987321 21.149269880359959 0.40143519919365556 0.68632162195717583 1.2900206441991031 0.74245439562946558 0.43969503747939587
leaf_count=597 242 589 57 42 115 60 9 99 12 62 186 17 25 16 396 19 62 15 30 83 39 163 39 5 776 35 162 13 42 27
internal_value=0.000184581 -0.000638466 0.000188558 -7.94525e-05 -0.000778274 -0.00147993 -3.45423e-06 0.000146754 0.000293431 0.000200175 0.000133511 -0.000813571 -0.0014756 0.000252498 0.000201062 -0.00024261 -0.00116044 0.000165773 0.000743013 0.000461339 0.000661123 0.000159791 -0.000471656 0.000475432 0.000157435 0.000199551 0.000145773 0.000682013 0.00137355 -0.000139899
internal_weight=67.7251 0.325677 67.3995 2.80009 0.684734 0.413809 0.112605 2.11535 0.270926 64.5994 28.4071 0.699886 0.525662 36.1923 29.0399 2.66024 0.819174 1.84107 1.07349 7.15243 4.30214 2.85029 0.790069 0.340947 27.7072 24.2695 21.8356 2.43391 1.14389 3.4377
internal_count=4034 1186 2848 579 238 111 69 341 127 2269 1345 104 87 924 538 142 81 61 46 386 122 264 101 62 1241 1028 938 90 77 213
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=20 23 7 20 22 7 7 10 17 0 7 0 5 5 2 10 0 0 23 18 0 15 3 6 8 17 22 0 21 20
split_gain=0.0256248 0.0433294 0.0305119 0.0219038 0.107332 0.0417564 0.0490953 0.0224411 0.0510635 0.0264934 0.032639 0.0434076 0.0382659 0.0331945 0.0247572 0.0187153 0.2058 0.192951 0.221396 0.275262 0.128616 0.145874 0.121737 0.217989 0.227862 0.172712 0.132443 0.117393 0.117307 0.109351
threshold=32.724174661450007 -0.50325999999999993 22.545611589100002 34.654301448200009 0.23835000000000003 24.268610899850003 25.536567273500005 61.622148808000013 189.50863627480001 84.226704768850013 20.752538901500003 76.451683855550016 30.728615921450004 29.026000224750003 319.18044405035005 66.590419433100024 90.407470010750018 93.399723909900004 0.11531000000000002 13.581061237400002 93.953546284800012 29.593577021650002 83.538459487450012 14.745344522600002 7.943800736700001 188.83172615260003 -0.012794999999999999 90.767723400200012 1.2199730554000003 40.280372415600006
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -7 8 9 10 11 13 -12 -5 -15 16 -9 18 19 29 21 -19 -22 24 26 -25 -24 -18 -27 -17
right_child=3 2 -4 7 -6 6 -8 15 -10 -11 12 -13 -14 14 -16 17 27 20 -20 -21 22 -23 23 25 -26 28 -28 -29 -30 -31
leaf_value=0.087079228404027403 0.086209285062814917 0.026822003465210489 -0.10187498199185779 -0.10044234995736717 -0.10317688809936271 -0.0808987283603958 0.05780115392763966 0.0023293979202400482 -0.1011880515071641 0.082092837517583006 -0.089996225706249655 0.0710363826973094 0.028167489576077051 0.034247423873463398 -0.10014148857005378 0.10053455923742778 0.10043559378290215 0.080729575742010173 0.091398754134739302 -0.10303495103219257 0.0027037753273249504 -0.013898283644519309 -0.085344304029029996 0.059013548918130987 -0.10171237352927734 0.0051325636479338218 0.091669368548138994 0.012969675358242172 -0.067840236559113143 -0.033040784970577379
leaf_weight=0.020908409003595807 0.15903623634095154 0.024222104853339199 0.076929949840948808 0.039934789742466559 0.052218048970757991 0.040807361613701687 0.068124674934963991 34.949101191982493 0.067015225401064527 0.031076505161763635 0.08955125712680001 0.074855259532341734 0.039491796982474625 0.073221195636051561 0.016865430348843802 0.10598279312307468 0.3362551961618 0.42123161837503431 0.10441258897481021 0.54995935104066973 18.342201211292839 0.26564028147549834 0.066084893025021074 0.36815893929451682 0.52184036293510871 0.59921120689250529 0.1172844039047044 0.282257035618386 0.34836899890797213 0.14532637954857819
leaf_count=35 56 52 111 130 14 20 36 1093 37 6 53 21 10 105 40 11 31 38 8 139 1470 35 105 15 226 7 12 23 55 40
internal_value=0.00180186 -0.0439689 -0.0710569 0.00189773 0.027981 0.0535393 0.00584237 0.00175363 -0.0209528 -0.00622122 -0.0144402 0.0103721 -0.0538339 -0.0245532 0.00908801 0.00192416 0.00334133 -0.000371626 -0.0455664 -0.0634142 0.00157289 0.0441333 0.000137278 -0.0231563 -0.0680169 0.000888033 0.027875 0.0605207 -0.0216952 0.023291
internal_weight=58.3976 0.12206 0.101152 58.2755 0.320186 0.267968 0.108932 57.9553 0.432011 0.364996 0.33392 0.204877 0.129043 0.130021 0.0900866 57.5233 35.5676 21.9557 0.905681 0.801269 21.05 0.686872 20.3632 2.02095 0.70521 1.31574 0.183369 0.618512 0.94758 0.251309
internal_count=4034 198 163 3836 126 112 56 3710 402 365 359 296 63 275 145 3308 1147 2161 198 190 1963 73 1890 420 343 77 117 54 62 51
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=13 18 9 13 22 15 2 22 16 22 10 23 21 6 6 22 2 4 0 18 20 17 22 20 21 4 22 14 6 22
split_gain=0.0226609 0.0249092 0.0228676 0.0209523 0.0212545 0.0149242 0.106505 0.0554942 0.0236865 0.0226329 0.0355652 0.0211298 0.0178578 0.162931 0.148827 0.0460518 0.0232194 0.113066 0.0945754 0.119767 0.0849359 0.143772 0.121352 0.149759 0.114685 0.0790526 0.0727605 0.0681713 0.0466103 0.0464307
threshold=98.050756475600011 17.323446153950005 29.501628670900001 95.862351557400004 0.20949500000000004 46.074827201850006 258.06114663960005 0.022350000000000005 22.614947116400003 -0.087234999999999993 61.45546440395001 0.094375000000000028 15.173983806500003 16.495385412050002 16.235379337050002 -0.18231499999999998 189.28685862455004 273.85977434290004 89.705782438650019 14.444150028100003 41.571132012400007 197.61001826940003 -0.061874999999999999 40.00488309970001 4.1284891430000012 325.47117591905004 -0.11347 296.05563064415009 11.745274426450001 -0.088224999999999984
decision_type=2 2 2 2 2 2 2 2 2 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 -3 12 7 9 11 10 -7 -8 16 14 15 -14 17 -2 -19 -20 21 27 23 -23 26 -25 -22 -18 -21 -26
right_child=5 3 -4 -5 -6 6 8 -9 -10 -11 -12 -13 13 -15 -16 -17 20 18 19 28 24 22 -24 25 29 -27 -28 -29 -30 -31
leaf_value=0.047854942427848851 0.0019391089324453062 -0.10049474573130393 -0.10016965612822851 0.033692866194354479 0.051355767829100285 0.10020087796879118 -0.0036548754385996615 0.017925973125616296 -0.013337426353523866 -0.10288829873988455 -0.10026800069379577 0.022574207378178484 0.036046927798254302 -0.065631718662737384 0.062373160338922463 -0.090978589368661544 0.032736419264148962 -0.087052655900059089 0.070406264698314056 0.0056701732058459034 0.02978275057385274 -0.091983144508224979 0.08342040519086516 -0.033537931091288171 -0.013572585568186316 0.087529310474872501 -0.09621068155925612 -0.0012301748675151167 -0.10147348793340415 0.0088278037685540316
leaf_weight=0.012426429201742084 45.861182790160569 0.031113778313918594 0.065170407315790158 0.065114223572891206 0.013097951507205607 0.015220611123368255 0.57839525609233511 0.063740546931512654 0.64824585603332696 0.1791428487740625 0.021142894446256832 0.65488668382749893 0.038509771293320227 0.33923591343591397 0.33012450207024813 0.11025102296480227 0.79615251710993007 0.262420039409334 0.12370298733003438 0.067288972466485575 0.059620401778374799 0.10543717291875543 0.53220385946042326 0.078204971279774327 1.3651755677259414 0.17378429464588407 0.19823669922698162 2.2916956971630498 0.10237555886851624 2.8719445875813108
leaf_count=89 1838 531 508 18 40 3 27 9 31 55 41 16 21 38 32 59 30 12 7 16 13 46 96 41 132 19 70 75 29 92
internal_value=0.00162734 -0.0331349 -0.0764649 -0.00238032 -0.0555083 0.00173963 -0.00641449 -0.0640434 0.0021385 -0.0882876 -0.0163581 0.0102731 0.00205591 -0.0126094 0.0249508 -0.0580954 0.0022745 0.00139578 -0.043437 -0.00442244 0.00708859 0.0177325 0.0531531 0.00808542 -0.0023299 0.049956 -0.0670791 0.00752757 -0.0589803 0.00161053
internal_weight=58.0552 0.186923 0.0775968 0.109326 0.0442117 57.8683 2.16077 0.279247 1.88153 0.215506 0.0363635 1.23328 55.7075 0.818121 0.478885 0.148761 54.8894 46.417 0.555788 0.293368 8.47246 3.97748 0.88963 0.357426 4.49498 0.251989 0.257857 3.08785 0.169665 4.23712
internal_count=4034 1186 597 589 571 2848 182 108 74 99 44 43 2666 150 112 80 2516 1902 64 52 614 307 202 106 307 60 83 105 45 224
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=7 7 9 0 16 19 22 22 2 9 20 10 15 2 6 6 5 2 9 22 20 6 0 0 21 5 2 6 22 7
split_gain=0.0629636 0.0565505 0.0534293 0.12476 0.312339 0.114219 0.0976585 0.172931 0.113329 0.0807816 0.16928 0.226874 0.13016 0.162184 0.147183 0.0916237 0.128147 0.0912075 0.217705 0.0734875 0.0820113 0.139087 0.121518 0.0615291 0.235568 0.185941 0.119266 0.105196 0.133038 0.104001
threshold=22.061824394000002 21.946499523750003 187.94830913940004 85.732241321850012 22.704946905950003 14.551174033150001 -0.11963999999999998 -0.093879999999999991 106.79778736115001 192.39832633775004 42.283941020600004 62.391047833300007 37.870720399650004 84.960908098050012 16.385382841850003 15.255356438950001 18.393720489900002 60.327272492300004 201.14010537530001 -0.092990000000000003 41.827117825850003 16.585387514950003 95.620390325650007 97.878695155250014 6.7825386038500008 16.351273197450002 200.74412770730004 11.895277931250002 -0.14429 25.987500066900001
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -4 6 8 -8 -2 10 12 -12 13 -5 15 16 -15 18 -11 -9 -21 22 -22 25 27 -19 -26 -25 -29 -30
right_child=2 -3 3 9 -6 -7 7 19 -10 17 11 -13 -14 14 -16 -17 -18 23 -20 20 21 -23 -24 24 26 -27 -28 28 29 -31
leaf_value=-0.00012616068365800995 0.0017931247791929184 -0.0020150979842420967 -0.0020114390188794031 0.0002228190212387161 0.00019550330170883668 0.0013826436512683509 -0.0014239408433943965 0.000857580671778708 -0.00059343874062862414 -0.0014520358639800025 -0.0021171902497311478 -9.5862122356254101e-05 0.00078085181697344023 -0.0020093764363049924 -4.7306494965217613e-05 -0.002156123596294851 0.00098138743317824112 0.0012869855912458746 0.00028518697194426882 0.00027637100595778296 -0.0017127167026225031 0.0019858834779598613 0.0013459315586385173 0.00027299976331750497 -0.0018169631037223139 0.00021812300936206684 3.5378650742701762e-05 0.00048082140432758138 -0.0020410083866888528 -0.00033136078548240075
leaf_weight=1.7546749742665344 0.30972043247447789 0.063126411278744743 0.35412566159629821 2.5011074438225473 0.81160578893286583 0.38738571951398615 0.23735428136933467 0.7445124228743224 0.10159086656477712 0.43200114208957419 0.33149869811313681 0.59968904139986989 0.87696437363047142 0.10817556755785041 0.66195154935121536 0.29619923606514931 0.11222456570249051 0.63446862989803676 0.77468926651636139 3.9864714785844901 0.2757369879145698 0.064421615155879408 0.060984076831232414 4.4924603082424701 0.37742373981200206 45.464126895509253 0.20689771682236824 0.35680437382688979 0.23610021022614081 0.32525883609196171
leaf_count=806 41 15 117 29 61 40 37 6 412 20 18 74 33 33 8 7 7 32 39 237 75 2 123 322 141 1120 63 37 33 46
internal_value=0.000168251 -0.000191757 0.000178148 0.00016027 -0.000474921 0.000351919 0.000282847 0.000212311 0.00120366 0.000172865 -5.36546e-05 -0.000815446 0.000102024 -5.97588e-05 -0.000659442 -0.00144381 -0.000486523 0.000196188 -0.000336747 0.000287986 0.000191334 -0.000653745 -0.00115876 0.000208533 2.16673e-05 0.000232834 -0.00116108 0.000149399 -0.000455367 -0.00105042
internal_weight=67.9398 1.8178 66.122 59.9538 1.16573 6.16818 5.78079 5.36948 0.411311 58.788 5.48781 0.931188 4.55662 3.67966 1.17855 0.516599 0.2204 53.3002 1.20669 5.13213 4.38761 0.401143 0.336721 52.0935 5.99495 46.0986 0.584321 5.41062 0.918163 0.561359
internal_count=4034 821 3213 2240 178 973 933 480 453 2062 209 92 117 84 55 47 40 1853 59 443 437 200 198 1794 642 1152 204 438 116 79
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=7 9 19 20 16 23 21 9 22 8 0 6 10 7 7 18 15 18 2 22 20 18 16 2 7 5 5 5 7 22
split_gain=0.0706298 0.0660101 0.131196 0.120887 0.249603 0.186679 0.0934332 0.183743 0.0806119 0.113164 0.0794591 0.281591 0.0644573 0.0566857 0.0558913 0.280538 0.212378 0.164501 0.201011 0.1461 0.111066 0.0924881 0.212248 0.237622 0.144489 0.192219 0.207017 0.157332 0.119225 0.140153
threshold=22.061824394000002 186.68586460755003 14.551174033150001 42.006870117350005 22.604947139800004 0.085035000000000013 16.172025809700003 199.89081775665002 -0.094519999999999993 7.7439566930000003 85.732241321850012 16.555386813950005 62.046925192600007 21.946499523750003 23.109894804950002 13.314799198000001 38.483556206400003 13.24088655595 108.63443756215001 -0.054619999999999995 41.32819714970001 13.893471991850001 22.534947303500005 129.61088881085001 23.974509389900003 17.679107616400003 19.476154597300006 20.507253108450005 24.054467534550003 -0.061874999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 3 8 5 -5 10 -8 9 -2 11 -3 -10 -1 15 17 -17 18 19 -12 -20 22 23 -16 25 -23 -27 -28 -26 -30
right_child=1 6 -4 4 -6 -7 7 -9 12 -11 14 -13 -14 -15 21 16 -18 -19 20 -21 -22 24 -24 -25 28 26 27 -29 29 -31
leaf_value=-0.00012742296800024555 -0.0019684555319936215 -0.0020063391381028501 0.0014892351485710309 -0.0019916974474389311 -0.0020003774454452686 0.0014433225163903046 -0.0018297373541107831 0.0004232940678354179 0.00077513961422691639 0.0019845274900863294 0.0008463130790906519 0.00017384609304924958 0.00019667534616478043 -0.0020129450768380658 0.0017965712282088514 -0.00016218391755573556 -0.0015695432892551592 0.0008456079208083179 -0.00074403322250511802 -5.6001915415096693e-05 1.5871728721586283e-05 9.0728346701715991e-05 0.00022516518342343149 0.00050434904401874196 0.00070248046653846867 -0.0020369034034803156 0.0006751536512923799 -0.0011350700259049609 -1.7588087887751647e-05 0.00028754607017605628
leaf_weight=1.8953294188665655 0.031755252303895865 0.28914340283881657 0.39732695126440365 0.080608569362880078 0.24975840286060702 0.24786476240547017 0.26037262805038963 0.29895555887674163 1.038534473627805 0.22600428992882371 1.6376541471108796 1.0730087956981149 2.5814667703833436 0.063350329271770423 0.66685794712975921 1.2317986980197018 0.61961617600172747 1.3269613930533521 1.1326811821199956 1.1921295672655086 2.1301323070656508 2.2770225345157118 19.60792435426265 3.0466971730347723 1.6413391795940722 0.39781351474812232 0.34861384559189901 0.39233244769275188 10.17623077112353 13.418868678712441
leaf_count=806 179 109 36 346 33 90 19 41 17 8 35 74 217 15 80 40 23 28 24 12 37 29 168 34 25 39 21 20 911 518
internal_value=0.000178687 0.000189258 0.000409622 0.000313356 -0.000522991 0.000600356 0.000172326 -0.000625514 0.000438068 0.00149753 0.000179454 -0.000288941 0.00036263 -0.000188407 0.000189872 4.96237e-05 -0.000633187 0.000220007 8.37513e-05 0.000466186 -0.000247928 0.000214889 0.000306571 0.000736399 0.000140265 -0.00023821 -0.000895944 -0.000283363 0.000191492 0.000155946
internal_weight=69.9782 68.0195 4.85332 4.45599 0.578232 0.328473 63.1662 0.559328 3.87776 0.25776 62.6068 1.36215 3.62 1.95868 61.2447 9.27097 1.85141 7.41956 6.0926 2.82978 3.26281 51.9737 23.3215 3.71356 28.6522 3.41578 1.13876 0.740946 25.2364 23.5951
internal_count=4034 3213 926 890 469 436 2287 60 421 187 2227 183 234 821 2044 199 63 136 108 47 61 1845 282 114 1563 109 80 41 1454 1429
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=7 18 0 16 19 6 21 16 10 22 10 9 17 21 6 21 10 14 7 16 17 20 22 15 16 20 5 21 22 15
split_gain=0.0728083 0.063354 0.197738 0.146306 0.147959 0.187585 0.133695 0.27743 0.196104 0.176913 0.138504 0.111951 0.11017 0.101893 0.210178 0.191231 0.15004 0.0959459 0.194007 0.136642 0.104975 0.0957965 0.333257 0.150659 0.0910759 0.208599 0.111369 0.113987 0.518709 0.396615
threshold=22.061824394000002 13.893471991850001 86.756543869550015 22.644947046300004 14.451165964200003 16.415383542800004 8.8898213993500015 15.584963555600002 71.015621515800021 -0.079634999999999997 75.634392583900009 214.88418602500002 205.45998821870003 7.6056575014000005 14.865347326450001 7.0441631297000011 67.300172379550006 265.16683954625006 24.225158517200004 17.684958644900004 209.15476105395004 38.244973486750006 -0.041369999999999997 32.548041893900006 22.514947350300002 42.047301293400004 20.305669781650003 3.8092755532000004 -0.067109999999999989 34.884393272300009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 24 -3 4 6 -6 13 10 9 -9 -8 12 -12 15 -15 17 -17 21 -19 -20 -21 22 23 -4 25 -2 -26 28 29 -28
right_child=1 2 3 -5 5 -7 7 8 -10 -11 11 -13 -14 14 -16 16 -18 18 19 20 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.00016810452184912471 0.00035071131148340046 -0.0018267504565200997 -0.0020140143594569804 0.0015800516570479222 -0.0016768543290761311 0.00033969578484684343 0.0018655120226116525 -0.0013526865921707969 -0.0019875592930205426 0.00038720298974459602 -0.0016612754974163061 0.00052303753604278748 0.0014579649471686273 -0.0010506975286305815 0.0015612247920173024 0.0010562101119442658 -0.0020506702330188049 -0.0020962811536923004 -0.0010993689888941147 1.3550438756953472e-05 0.0012522907665868943 0.00031002444988551214 0.00025424524632999059 0.00098671720897097227 0.00054752417501442198 0.001448785218532842 0.00017457727370209105 0.00023709369934959534 0.00060196192398492008 -0.0020503112394312257
leaf_weight=1.8669368442747885 4.2470653946620578 0.19231001326989172 0.41409802349608105 0.2794282017275681 0.37703902274370094 0.33487403299659491 0.2138866814615874 0.39454841986298561 0.41421829950604661 0.52188860068417831 0.20143518336810473 0.71058987813398744 0.055536118287534464 0.15303492323772516 0.52408650191500783 0.07896849699318309 0.2456990713687901 0.18177334278618618 0.36006513283123842 1.5995699117847832 0.314775890868077 18.886246274331029 2.0204511026649881 0.076158956391736865 3.9654021244496098 0.78864183152381873 0.53456114418804668 26.054036244606323 1.4865931332969946 0.72695542455039686
leaf_count=821 134 37 118 40 44 35 35 42 183 29 219 42 65 69 29 5 70 44 438 111 44 583 107 11 47 79 3 406 59 85
internal_value=0.000213778 0.000224523 0.000154806 0.000168244 0.000154194 -0.000728297 0.000177151 -0.000253932 -0.000867923 -0.000361862 0.000437602 0.000121952 -0.000987152 0.000220721 0.000970909 0.000199711 -0.00129499 0.000220055 -0.000146987 8.80288e-06 0.000217237 0.000262189 -9.76465e-05 -0.00154787 0.000277177 0.000522681 0.000239448 0.000197032 -0.000182777 -0.00110753
internal_weight=68.2209 66.3539 28.5507 28.3584 28.0789 0.711913 27.367 2.5121 1.33066 0.916437 1.18145 0.967561 0.256971 24.8549 0.677121 24.1778 0.324668 23.8531 2.45618 2.27441 1.91435 21.397 2.51071 0.490257 37.8033 5.03571 32.7675 28.8021 2.74811 1.26152
internal_count=4034 3213 2400 2363 2323 79 2244 615 254 71 361 326 284 1629 98 1531 75 1456 637 593 155 819 236 129 813 213 600 553 147 88
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=8 22 8 22 21 21 23 5 6 15 10 3 18 18 15 8 17 21 7 22 19 13 2 5 13 9 6 20 23 18
split_gain=0.0148005 0.0822392 0.0555796 0.0414692 0.0319575 0.0294148 0.0166908 0.0157703 0.0876066 0.0483945 0.0840584 0.192531 0.0479345 0.168113 0.0470142 0.0457307 0.0414674 0.0406993 0.0404795 0.0318804 0.165047 0.0849485 0.0760443 0.0337977 0.0257656 0.022993 0.0228599 0.0757737 0.22214 0.379201
threshold=8.9430209551500024 -0.08786999999999999 9.6424751081000029 -0.14429 5.2345280387500006 1.2836917531000001 0.086555000000000021 23.545618314050007 16.235379337050002 41.492094664050008 62.046925192600007 94.340684255550016 13.565177112500001 13.405476405600002 42.246988155050012 8.1436447804000007 191.37184185705004 5.6596500893500012 24.054467534550003 -0.026144999999999998 14.351157895250003 116.60649449195002 207.97896528700002 24.794052175750004 120.87576600310001 66.346857137250012 16.455384477450004 41.50623664750001 0.088145000000000015 13.065205089100003
decision_type=2 2 2 2 2 2 2 2 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 3 6 4 -2 -4 -3 9 15 26 11 17 13 19 -12 -9 -16 -11 -14 20 21 25 23 -21 -25 -10 -1 -28 -29 -30
right_child=1 2 5 -5 -6 -7 -8 8 12 10 14 -13 18 -15 16 -17 -18 -19 -20 22 -22 -23 -24 24 -26 -27 27 28 29 -31
leaf_value=0.0031561234018375947 -0.043825003734661118 -0.040512745502161773 0.084234392828858556 0.063821235093532741 0.038666101422407055 -0.038263769481163001 -0.10122914690389594 0.014060956754422788 0.077506504258217312 0.098793830205271785 0.015294927100854236 -0.0052434209783100818 0.030731488049311435 -0.092832630887392298 0.0033857370609877016 -0.10308128781012688 -0.038859129007570381 0.048425254742478427 -0.0019061595973632343 0.10050716158520159 0.00045379795591257623 -0.10303236451999342 0.0032074066729602235 -0.10049191863003482 0.10034658842813333 -0.027795237888028859 0.0034668855770752481 0.0030979764687017156 0.0049044185401633435 -0.10701936785190175
leaf_weight=35.227610645456139 0.11101309757577837 0.06818693362583772 0.036294472985900939 0.13218663338921033 0.081398357942816801 0.042621979886462213 0.13474551974786664 0.045046397104413383 0.032708051920053438 0.31398955034092002 1.2162163772154602 0.61463730549439788 0.79229025161657751 0.20954060523763463 0.55311032035388041 0.12808294144633692 0.40068343114035088 0.32800981937907636 0.7302846693637548 0.12574524638876061 3.594830743883449 0.24697066533371981 1.0515747602521512 0.016535733643422645 0.010408535599708557 0.056651152197446208 8.2540215073968266 2.550509238382801 0.62980353226885177 0.58284948187065311
leaf_count=2765 28 16 5 29 21 36 42 59 19 23 15 13 49 28 8 20 47 19 45 9 69 203 31 116 1 116 110 46 11 35
internal_value=0.00192417 -0.0136166 -0.0531357 0.020698 -0.0089277 0.0180744 -0.0808279 0.00208747 -0.0023472 0.00270366 0.0141788 0.0347606 -0.000576087 -0.00503512 0.00226009 -0.0726021 -0.0143611 0.0730596 0.0150772 -0.00145272 -0.0058136 -0.0728021 0.0127828 0.0787287 -0.0229083 0.0107482 0.00187137 -0.0018948 -0.013655 -0.0488906
internal_weight=58.3186 0.606447 0.281849 0.324598 0.192411 0.0789165 0.202932 57.7121 7.04067 50.6714 3.42665 1.25664 6.86754 5.34497 2.17001 0.173129 0.953794 0.641999 1.52257 5.13542 3.93116 0.33633 1.20426 0.15269 0.0269443 0.0893592 47.2448 12.0172 3.76316 1.21265
internal_count=4034 177 99 78 49 41 58 3857 765 3092 125 55 686 592 70 79 55 42 94 564 407 338 157 126 117 135 2967 202 92 46
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=16 16 16 8 20 4 8 20 15 3 13 18 13 16 7 5 22 13 13 5 7 21 0 15 5 16 20 3 13 22
split_gain=0.0755738 0.0842675 0.0867808 0.0546923 0.140433 0.0526387 0.0495699 0.112967 0.108102 0.168336 0.0849272 0.0660552 0.197966 0.278657 0.13475 0.175397 0.200613 0.13162 0.233972 0.22355 0.142462 0.116156 0.211224 0.32639 0.188295 0.191185 0.179188 0.149029 0.402763 0.112725
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 5.9453602998000008 44.756878345700009 375.65892766775005 8.8430989333000021 42.388109226950007 31.233764884050004 93.181958801350021 117.67650082785001 13.893471991850001 117.41840884735002 22.604947139800004 23.974509389900003 17.679107616400003 -0.089094999999999994 112.64908412395 117.20333219690001 19.327153142150006 24.940142267700004 6.7825386038500008 94.047642319350018 29.198705243000003 16.787983692950004 15.584963555600002 41.092444989200011 84.812788641250009 109.72404167800001 -0.061874999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 -6 11 8 -8 -10 -11 -5 14 -14 15 -13 -17 19 20 21 -19 27 -23 24 25 26 -24 -16 -29 -21
right_child=3 -3 -4 6 5 -7 7 -9 9 10 -12 12 13 -15 17 16 -18 18 -20 29 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019787295843868864 -0.0019660892745042382 -0.0019733116365827433 0.0017930410808340174 0.00027605383534587386 0.00037844703562465765 -0.0019674062075024129 -0.0012049729301803962 -0.0014328912526879393 0.0015786982991545791 -0.0010034763453617519 0.00024003393384917129 0.00011796609520968642 -0.0018765472768841474 0.00054203563582061584 0.0003094211989447971 0.0002134986685454784 -0.0015238487850814343 0.0019815840014203888 0.00014524690722051437 -0.0019908270345139283 0.00038862985649358144 0.0010084147685062229 -0.0015933039997871391 -0.002008733995816307 0.0003108512588674661 -0.0020218066682977766 0.00096762268786582388 -0.0016264827049288699 0.0014179276637113439 -0.00026783518156686464
leaf_weight=0.036900495677953837 0.15833156833946205 0.12851365211736265 0.064353749145539041 37.074134290947768 0.42154989829805345 0.040290806670782331 0.22007282445701903 0.21722950871389901 0.29883095272816707 0.28437671152641975 0.82012382354605506 2.2477210063953019 0.42906824754027084 0.31955353880766779 17.931575707796597 0.41924542444758139 0.6543779944768171 0.61378940008580607 1.3260205741971731 0.25441437957852031 0.332929587806575 0.52935058763250653 0.17252949621979574 0.38887036899541261 1.6045637561473993 0.3217371049686335 0.26855548789899331 0.48921163554768909 0.25371976848691702 0.34254377250908774
leaf_count=455 552 435 40 739 239 140 42 53 20 26 58 29 65 35 387 29 43 34 13 90 34 28 47 81 40 81 26 98 12 63
internal_value=0.000203351 -0.000919296 0.000418479 0.00020712 -0.000372522 0.000173796 0.000212421 -0.000104959 7.27326e-05 0.000273105 -8.01337e-05 0.000221275 0.000151003 -0.000844161 0.000177467 -0.000193449 -0.000845422 0.000227083 0.000676832 0.000181768 0.00142139 0.000213951 -0.000126026 -0.000343901 -7.04326e-05 -0.000872447 -3.40786e-05 0.000273767 -0.000586781 -0.00100215
internal_weight=68.6645 0.229768 0.101254 68.4347 0.620172 0.461841 67.8145 1.84063 1.6234 1.40333 1.1045 65.9739 28.8998 0.748622 28.1512 3.32134 1.07362 24.8298 2.27274 22.5571 0.946719 21.9601 3.28561 2.75626 2.36739 0.762822 0.441085 18.6745 0.742931 0.596958
internal_count=4034 930 495 3104 931 379 2173 199 146 104 84 1974 1235 100 1135 101 72 1034 81 953 68 800 303 275 194 154 73 497 110 153
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=18 0 7 0 5 22 16 19 6 0 0 23 18 6 13 10 0 21 21 19 16 19 22 9 16 22 3 20 22 17
split_gain=0.0592826 0.190856 0.141948 0.199839 0.259277 0.196335 0.124971 0.0957595 0.150016 0.087884 0.347229 0.20325 0.196739 0.166202 0.144461 0.109011 0.33625 0.0994118 0.314283 0.211936 0.122355 0.122037 0.0949142 0.0862376 0.116469 0.0699938 0.0681871 0.363328 0.239129 0.179054
threshold=13.893471991850001 86.756543869550015 23.974509389900003 96.959242474650011 17.679107616400003 -0.089094999999999994 22.644947046300004 14.451165964200003 16.415383542800004 93.953546284800012 94.625660817400004 0.099855000000000027 14.118140587000001 14.845346859150002 109.96062599345002 66.964115113200009 93.399723909900004 6.9016076392500008 10.628103601550002 12.851036860900001 14.844965286000003 11.750948102400001 -0.59260499999999994 201.14010537530001 20.784951395750003 -0.11103999999999999 93.281431752200021 41.942745071500006 -0.097294999999999993 189.19102531915004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 -2 3 4 -3 23 7 9 -9 12 11 -11 -4 14 -14 -15 -17 -12 22 20 21 -20 -19 24 -6 -5 -1 -28 -29 -30
right_child=1 2 6 25 5 -7 -8 8 -10 10 17 -13 13 15 -16 16 -18 18 19 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=0.00031076046220271261 -0.0018218077753256083 0.00031778502113244395 -0.00011149941550979204 0.00053586088335892809 0.00044340796850722742 -0.0015281849521455206 0.0015386910444618381 -0.0015467969545622309 0.00086424055634768478 -0.0018592396130151219 0.00023024013860245627 0.001050920661452597 -0.0016339949085574749 0.0017607571014279181 0.00074878307450013451 -0.0011151114620015438 0.0016722767387267962 0.000789599596040206 0.0010426419805001288 -0.0019786721058531772 0.00073682331602634577 -0.0019987552036531773 -0.0020086833420719465 0.00097749787373501438 -0.0020348372119498828 -0.0023602610812322278 0.00025789911594720699 8.6422820980839985e-05 -0.00051676100350761566 -0.0020306631753509896
leaf_weight=21.669079859138265 0.19336161582691502 2.0479970515098138 1.2256105037049665 0.037779191737598694 0.16898756539990301 0.6761670301002588 0.2596295434050252 0.29351879144087334 0.14988236525095999 0.4952415922107346 18.315966422253485 0.1133958149002865 0.16287622582603933 0.71154630929231621 0.24492709967307746 0.25824705045670271 0.4677869554143399 0.0528459551578635 0.080412331341534471 0.15286945468187685 1.067282304211403 0.13738169044540882 0.39444046211818218 0.22785171525902115 0.12823672220110893 0.21282105441888521 14.935017286476581 1.1048720808084911 0.69403637370805771 0.5295370744270258
leaf_count=446 52 88 12 59 38 57 40 37 19 100 1144 16 39 49 14 24 28 9 156 67 47 78 209 17 9 66 571 236 195 112
internal_value=0.000187888 0.000119557 0.000132924 -0.000236537 -0.000106416 -0.000829636 0.000185521 0.000171078 -0.000731797 0.000187842 0.000142147 -0.00131704 0.00049748 0.000901934 -0.000202896 0.00121534 0.000680815 0.000186111 -0.000242628 0.00020388 0.000463511 -0.000875833 -0.00167807 6.99216e-05 -0.000625825 -0.00192366 0.000237517 0.000145582 -0.000574837 -0.00117195
internal_weight=67.2096 28.2771 28.0837 3.49984 3.24924 1.20124 24.5839 24.3242 0.443401 23.8808 20.8098 0.608637 3.07099 1.84538 0.407803 1.43758 0.726034 20.2012 1.88523 1.43795 1.28508 0.217794 0.447286 0.525076 0.297224 0.2506 38.9325 17.2635 2.32845 1.22357
internal_count=4034 2474 2422 334 209 121 2088 2048 56 1992 1826 116 166 154 53 101 52 1710 566 348 281 234 218 64 47 125 1560 1114 543 307
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=18 10 16 7 4 16 19 3 5 20 18 0 21 22 22 3 22 0 19 3 16 18 0 16 7 21 9 17 21 18
split_gain=0.0153219 0.0993737 0.165013 0.071806 0.0693687 0.0521934 0.0527025 0.046594 0.11924 0.116023 0.0555669 0.0963467 0.0470993 0.14895 0.0898023 0.173167 0.0809188 0.0763645 0.121794 0.0745437 0.059391 0.0544707 0.0460299 0.0445616 0.0667477 0.174754 0.147385 0.0660821 0.0605806 0.234838
threshold=13.893471991850001 62.165217350350012 22.604947139800004 23.397000037200005 235.48598737865004 22.634947069650003 14.451165964200003 88.931506497100017 20.748863230450002 41.872294782850005 14.030930991100002 88.872360418250011 6.7825386038500008 -0.092710000000000001 -0.08786999999999999 81.93344998355002 -0.23349 94.114853772600014 13.451085274650001 81.93344998355002 18.094957686100003 17.399600107550004 93.899777122150013 22.544947280100004 23.085048345000001 3.2025200283000004 192.98754432855 199.84861692095004 4.0199878722000006 13.455547561900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 -2 4 -3 6 7 8 12 -10 -9 -12 -5 16 -15 21 19 18 -17 -14 -19 -16 -18 24 -1 26 -26 28 29 -25
right_child=1 3 -4 5 -6 -7 -8 10 9 -11 11 -13 13 14 15 17 22 20 -20 -21 -22 -23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.0015031680667248319 -0.094216565877182162 -0.080002407906769685 0.024785510600920404 0.0032211538754522862 0.054963482938294263 0.04899757211454616 -0.042433392468846635 -0.0057950776775820105 -0.11108005314630989 0.051572648340211184 0.005028345252990501 0.06977658034757736 -0.058205501418246763 0.061477517737052803 -0.10205720192467214 0.098765329265664031 -0.0099309314429009247 0.008651879192920436 -0.013355900188046497 0.091383241595100362 -0.028083399424194289 0.040275064976330488 -0.093010098912058151 -0.0012808620482171007 -0.017567318059639868 0.0098955700518169338 0.096215773664575066 0.022907646890859966 0.0025373101539481312 -0.074641486833629686
leaf_weight=2.4912844704538548 0.281181542008201 0.19284027347270249 0.19898102019215003 18.300951436147972 0.047452375695923088 0.22999269893625651 0.27449924370739509 0.57479136638175876 0.17578153972681221 0.058433948660763235 0.51815668630524669 0.41298745130188763 0.071334932125822426 0.21812738235075846 0.21850172469784412 0.19725716460743603 0.082266276236623526 1.1804703258369498 0.19039771857205778 0.062500057509168983 0.70171695193857875 0.030660815886228932 0.35220179400825202 3.214285487114473 0.15080358739942346 3.0453677175632947 0.46444979310035706 1.3965250164146699 22.498340236288186 0.50489955439297762
leaf_count=790 68 74 36 1251 128 32 33 9 61 24 8 35 64 29 122 24 9 28 17 4 49 82 287 129 8 41 78 22 430 62
internal_value=0.0020441 0.000144311 -0.0449017 0.00104212 -0.0533497 0.0015901 0.00112851 0.00164069 0.000467618 -0.0705002 0.0186538 0.0337459 0.00123692 -0.00974906 -7.63402e-05 -0.00540645 -0.056336 0.00328037 0.0436967 0.0116515 -0.00504377 -0.0845424 -0.0772791 0.00342658 0.0111232 0.0197163 0.0683266 0.00171191 0.000582883 -0.01124
internal_weight=58.3374 24.5715 0.480163 24.0913 0.240293 23.851 23.621 23.3465 21.8406 0.234215 1.50594 0.931144 21.6064 3.30544 2.73713 2.519 0.568303 2.26984 0.387655 0.133835 1.88219 0.249163 0.434468 33.766 6.15191 3.66062 0.615253 27.6141 26.2175 3.71919
internal_count=4034 2474 104 2370 202 2168 2136 2103 2051 85 52 43 1966 715 351 322 364 118 41 68 77 204 296 1560 917 127 86 643 621 191
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=8 20 15 3 7 22 17 8 7 23 22 6 18 21 20 21 6 15 5 5 15 22 22 17 6 0 2 23 9 7
split_gain=0.0681758 0.0943113 0.126029 0.169308 0.0711061 0.0602484 0.1249 0.147095 0.239919 0.178919 0.110311 0.133998 0.105134 0.154892 0.172236 0.105758 0.0881189 0.390895 0.21084 0.358829 0.240958 0.186381 0.222716 0.183584 0.132892 0.154116 0.127506 0.364044 0.111345 0.14836
threshold=8.8430989333000021 42.388109226950007 31.233764884050004 93.181958801350021 22.620600126450004 -0.037054999999999998 205.10400128480003 8.7431769115000026 25.934372643900002 0.089920000000000014 -0.096529999999999991 16.235379337050002 12.885811969150001 5.1781607048500016 43.572676689450006 1.9176293050000004 16.355382140900002 42.246988155050012 21.850554661550003 21.024411566050002 37.870720399650004 -0.048954999999999992 -0.067109999999999989 201.53484968420003 14.955349429350003 90.407470010750018 112.15964652650003 0.088350000000000026 195.10791980860003 23.127267687200003
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 -5 6 12 8 10 -10 11 -8 13 15 -15 -1 17 18 19 24 -21 22 26 -20 -14 -26 27 -18 29 -28
right_child=1 -3 3 4 -6 -7 7 -9 9 -11 -12 -13 16 14 -16 -17 21 -19 23 20 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.00012025211458900861 -0.0012969116697002056 -0.0014137874827613887 0.001545268025937214 0.00056057587387877946 -0.00049349973198052914 0.000271653843448615 -0.0014365137241287868 0.0018847523197548382 0.0005284384653755172 -0.0017911923977909057 -0.0019432171123022065 0.00077221148899972165 7.7801962359822673e-05 -0.0020470536831423197 0.00025031214048684556 0.0017548735282696211 0.0015142881568707015 -0.0018833390615430512 0.0018282405624945844 -0.0022539193344974849 -0.0002612029957923141 -0.00059489616131540594 0.0010027948776393839 -0.00045611467674331203 0.0002515754156723573 0.0013622897416704781 6.8582888490812608e-05 0.00025551355769492449 0.00026239516419419715 -0.00082721430897768052
leaf_weight=1.0200545024272276 0.25718163955025275 0.21558293672933349 0.28498702007345844 0.36604321940831119 0.75058155880560662 21.209615206251144 0.25951986305858554 0.10827604634687293 0.8579901982215572 0.15022781968787058 0.42153504975794831 0.17805660734302364 13.282526427123562 0.33420874526382238 0.20087664922039039 0.13042732948997571 1.0933860649820477 0.38103336746462346 0.48974461886910958 0.39618373809139562 0.56744519757921807 0.9338803431019177 1.6065087555034576 0.18686938798055053 1.5658061020076286 0.69279653939884145 3.8181732874195395 4.5976081981207244 11.040907461952882 0.87341617414494965
leaf_count=134 44 53 20 52 32 1144 72 7 229 95 74 12 1093 46 93 70 112 51 70 24 30 17 39 13 30 38 144 47 133 16
internal_value=0.000175031 -0.000193753 -3.51927e-05 0.00019632 -0.000147961 0.000185441 0.000144976 -0.000337142 -0.000465977 0.000182806 -0.00122736 -0.000537749 0.000167018 -0.000313035 -0.0011846 9.23263e-05 0.000186503 8.09941e-05 0.000124557 8.05786e-05 -0.00108048 0.000263827 0.000298649 0.00119734 0.00015257 0.000592272 0.000245847 0.000497356 0.000154867 -9.81844e-05
internal_weight=68.2715 1.87438 1.65879 1.40161 1.11662 66.3971 45.1875 1.97561 1.86733 1.00822 0.859112 0.437576 43.2119 1.68557 0.535085 1.15048 41.5263 17.5624 17.1814 16.5048 0.963629 23.9639 23.03 0.676614 15.5411 2.2586 21.4235 5.69099 15.7325 4.69159
internal_count=4034 201 148 104 84 3833 2689 489 482 324 158 84 2200 343 139 204 1857 1349 1298 1215 54 508 491 83 1161 68 452 159 293 160
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=7 7 7 17 3 7 16 3 18 20 2 5 9 21 17 20 17 7 22 0 6 13 18 21 8 10 16 13 20 6
split_gain=0.0145944 0.0341155 0.0339233 0.0623859 0.0280355 0.0284809 0.0370686 0.0249644 0.0332922 0.020652 0.0204308 0.0255409 0.0203133 0.0522022 0.0465092 0.0886943 0.0839217 0.0800515 0.0554546 0.0308367 0.155528 0.02317 0.0197732 0.0341 0.018644 0.0177173 0.209649 0.114467 0.111707 0.102204
threshold=22.061824394000002 21.946499523750003 22.181995028450004 188.83172615260003 93.72771580185001 20.873561687950005 18.964955651700002 95.346167596350014 12.658193188950003 35.782584506850007 91.751571794600025 24.107645372150007 186.68586460755003 15.803805445550003 190.38166638035003 41.872294782850005 179.56144807225004 24.024273989350004 -0.054619999999999995 85.732241321850012 16.555386813950005 117.56358558635002 13.142272494650003 16.359396914950004 2.9476996444500005 64.407391431150018 20.894951138500005 116.86189801435002 42.047301293400004 16.235379337050002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 -1 -6 9 -9 11 -11 13 14 15 21 -17 18 -16 20 -14 -4 -15 -24 -10 27 29 28 -21 -27
right_child=2 -3 12 -5 7 -7 -8 8 24 10 -12 -13 19 22 17 16 -18 -19 -20 25 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.10026208035085321 -0.0051134230624421207 -0.10161494141779373 -0.00048108881239813196 0.085542192521940896 0.056019469468971697 -0.079649408093800417 0.10021790275951284 0.069004184848671421 0.10018066075349444 0.019112200062843032 0.00054258922414972038 -0.10065851023451709 -0.10162330627571783 0.10036544912443522 0.098908247317315165 0.090156895062953712 -0.088772321228613893 0.0052321580046313862 0.0070186110802265833 0.07554410530692654 0.0026423651849049943 0.021172525729086161 0.099914667581269892 -0.10071246706199131 -0.093765637320088926 0.00010445745791980348 -0.063818178847602255 0.0023027939984028253 0.0097356174304898471 0.04033780196292603
leaf_weight=0.015072103438412365 0.16993487070976598 0.037836033319422202 1.6940246578441538 0.13719406159725622 0.07267243054229755 0.09236319983149599 0.023764879908412695 0.041203573392522119 0.0054435180500148608 0.029319823079276719 1.0379211707908096 0.045334613826526038 0.17441484954406306 0.084763172082602867 0.20182518437204067 0.030768874372121391 0.17702096617191643 0.5752931906062031 0.097356367556358125 0.42320850602118543 0.79585811940978601 0.69767293566837896 0.018979576897237393 0.015302105680547129 0.05540009283031111 22.020396794344386 0.50609943317249317 27.590675270594147 0.6605042708106339 0.65002779898350027
leaf_count=57 30 15 158 18 19 87 4 50 1 14 285 34 111 8 51 64 137 349 39 56 67 9 11 69 255 1429 39 492 23 53
internal_value=0.00198415 -0.00790044 0.00223794 0.0353823 -0.00540076 -0.0494372 0.0224144 -0.000912598 -0.00431892 -0.000517053 -0.00309173 -0.0536197 0.00205749 0.00933313 0.00710183 0.000390841 -0.062277 0.0270511 0.0690065 0.00156259 -0.0161003 0.0058354 0.0744469 0.010362 -0.0764138 0.00189311 -0.000162986 0.00355498 0.035435 0.00125807
internal_weight=58.1777 1.45633 56.7213 0.307129 1.4185 0.1312 0.038837 1.2873 1.21462 1.15378 1.11258 0.0746544 56.4142 3.59301 3.47396 2.59949 0.20779 0.874475 0.299182 52.8212 0.970273 2.3917 0.119045 0.0342817 0.0608436 51.8509 23.1765 28.6744 1.08371 22.6704
internal_count=4034 821 3213 48 806 148 61 658 639 383 333 48 3165 895 807 368 201 439 90 2270 178 167 88 80 256 2092 1521 571 79 1482
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=16 16 16 8 20 15 3 16 17 16 3 18 0 18 17 9 12 0 3 9 10 18 17 21 18 7 9 18 21 20
split_gain=0.0270569 0.0432252 0.0461575 0.0167033 0.0697387 0.0702042 0.104224 0.0511656 0.0209552 0.0174553 0.0241653 0.0732435 0.0264031 0.103779 0.101042 0.144181 0.0256959 0.0332405 0.0227931 0.0612252 0.071733 0.0413753 0.124104 0.219646 0.112635 0.0680266 0.176777 0.127425 0.193254 0.124103
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 42.388109226950007 31.233764884050004 93.181958801350021 22.634947069650003 192.28474763930004 22.764946765650006 93.980430866100008 12.909082926650003 85.764502819450016 12.971888692100002 189.31157886915003 186.68586460755003 124.10890780100002 67.04476885710001 93.499196860750018 192.39832633775004 62.041548276350007 13.276755824150003 188.41589330430003 12.706368345750002 13.059010054600002 23.109894804950002 195.30595290385003 13.327513832500001 2.3925196316500004 38.179089776100007
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 8 -7 -8 -5 10 12 16 13 -2 -15 -16 17 -12 21 20 -20 22 24 -24 -14 26 27 -23 -29 -30
right_child=3 -3 -4 4 -6 6 7 -9 -10 -11 11 -13 18 14 15 -17 -18 -19 19 -21 -22 25 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.10066203264623604 -0.0079892247435668969 -0.10036141518271134 0.089229860227537983 -0.02647934279576682 -0.074884904317160148 0.076949270645735729 -0.05290024216827513 0.0061245173817599842 -0.10134644104336464 0.016830713644224338 0.10032684750356964 -0.082723440533188641 0.011103622472933158 0.085944817075274127 0.10067095130773807 -0.10073996747990091 -0.001363051542686897 -0.10079805220322427 -0.055599353305384513 0.00066165834501115601 -0.0032349173070284273 0.083071264095521957 0.083187957959036649 0.0080087220204337582 -0.030124911321062521 0.002529797366219411 -0.085499233057362733 -0.10723919313243963 0.10105021987194061 -0.0095416071621687616
leaf_weight=0.02018789410747146 0.65549503779038676 0.065591669032080802 0.034981137735030643 0.072040178860332982 0.14396031962223776 0.18081844178959705 0.18655078863957897 0.69030445072758084 0.077719232536765048 0.79891451034927641 0.0098196370527138255 0.1273144662532103 2.4700871301320144 0.3137041348600178 0.06193219556917029 0.083409773440962454 1.5262136316130179 0.050362747662802576 0.45221654463966732 5.9047563597268891 0.62064605568957631 0.15525718778371711 0.57993318416993123 1.1780592196155337 0.90556996715895355 39.289739996736898 0.31708380300551642 0.18288904107066606 0.11858956329524517 0.70287737021521934
leaf_count=455 17 435 40 24 53 20 26 58 18 49 1 198 45 22 4 40 262 174 32 72 23 11 47 15 34 1702 19 15 6 117
internal_value=0.0017928 -0.0454922 0.0197431 0.0018915 -0.00909547 -0.0012515 0.00782193 -0.00643299 -0.0653324 0.00215427 0.00194378 -0.00974697 0.00231485 0.0175466 0.0540105 -0.014916 -0.00389033 -0.0679816 0.00199379 -0.00333119 -0.0253068 0.00280329 0.0112639 0.0328091 4.34582e-05 0.00173785 -0.019333 -0.00124053 -0.0142738 0.00642378
internal_weight=57.977 0.120761 0.055169 57.8563 1.35139 1.20743 1.05767 0.876855 0.149759 56.5049 55.706 1.71371 53.9922 1.11454 0.459046 0.145342 1.5864 0.0601824 52.8777 6.97762 1.07286 45.9001 5.13365 1.75799 3.37566 40.7664 1.4767 1.15961 1.00436 0.821467
internal_count=4034 930 495 3104 199 146 104 84 42 2905 2856 635 2221 83 66 44 437 175 2138 127 55 2011 141 62 79 1870 168 149 138 123
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=13 18 9 15 15 20 5 3 14 5 7 21 9 2 9 9 20 5 20 10 8 13 15 18 3 23 21 9 15 2
split_gain=0.0202175 0.0238388 0.0185056 0.0182159 0.0238238 0.020392 0.0141923 0.0316483 0.116468 0.107227 0.0548719 0.0459809 0.110626 0.0644528 0.0262882 0.0862669 0.0936912 0.102713 0.0521514 0.125764 0.0804679 0.0301859 0.245128 0.0275621 0.138506 0.122031 0.0863399 0.134388 0.155374 0.0783155
threshold=98.050756475600011 17.323446153950005 29.501628670900001 20.313914079200003 11.939171177750003 42.536568606950006 13.361597395450001 81.715684874950014 171.16849715720005 16.351273197450002 25.335171910400003 5.7087410616000005 203.72699028675004 209.01099100540003 214.31567825310003 211.36251378275003 41.646178195200001 19.830540377400002 41.605323437500005 71.015621515800021 9.1428649988500013 104.08096806215002 24.545953118950006 13.893471991850001 91.867302775550016 0.092465000000000033 8.8898213993500015 202.86075815500001 30.243446395250004 90.745765132650021
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -6 -2 8 -8 10 -9 -10 -13 -14 15 21 17 -17 19 20 -16 22 -11 -23 26 -26 29 28 -28 -25
right_child=6 3 -4 -5 5 -7 7 9 11 14 -12 12 13 -15 18 16 -18 -19 -20 -21 -22 23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.037044506661022908 0.010216058262061636 -0.10066898702892038 -0.10014222792528847 -0.10031824893044013 0.057978189341792108 -0.1005699206380286 -0.10110370811547205 0.012476051262225063 0.0011151832594023478 -0.085387290420724862 0.080407033061540803 0.00013028841400403675 -0.10201952766773373 0.0086083974481288052 0.091957795152039445 -0.067355702995012784 -0.10283967066801079 0.051863294925967231 -1.2567163755728014e-05 0.0039612883419343501 0.010978316693166226 0.0027895188542989705 0.10241065002720913 -0.0055911798387410947 -0.08883956629466884 0.032056186261823424 0.051339243109912273 -0.10171945916942682 -0.068949985201655004 0.01108761978710876
leaf_weight=0.011808196096131485 1.9036076987528634 0.014758435768560396 0.058777946521775704 0.016025102462208451 0.065541861885407116 0.0092580645833777453 0.12638255071942595 0.21962353502749365 3.7006434446921048 0.11010384970813802 0.25929838506272063 0.60311699127487362 0.21780535836296622 0.069458409125218168 0.34341402677819033 0.14554444572422554 0.16370993052350968 0.14353276585461572 2.369856243097729 1.1084498448544762 0.19093115979922004 32.948732487657992 0.18849151208996773 6.8608418050280253 0.32636772625835497 0.11219524603802711 0.23171314579667601 0.2113671523402445 0.2001201157545438 4.774352883832762
leaf_count=89 224 349 508 32 164 44 45 27 110 52 16 43 58 24 40 24 37 29 90 33 37 1339 4 149 66 19 23 31 53 275
internal_value=0.00162201 -0.0322027 -0.0771926 -0.00212544 0.0154447 0.0383545 0.00172559 0.00143504 -0.00640071 0.00216113 0.0492553 -0.00379371 -0.0241963 -0.0752705 0.00171388 0.00104259 -0.0423931 -0.00816102 0.00947922 0.0231718 0.0630224 0.00147047 0.0331622 0.00126324 -0.00269123 -0.0579114 -0.00071886 -0.0363844 -0.00440518 0.00125275
internal_weight=57.7058 0.17617 0.0705861 0.105583 0.0895584 0.0747999 57.5297 55.6261 4.71741 50.9086 0.478922 4.59102 0.890381 0.287264 50.4297 46.4171 0.452787 0.289077 4.01265 1.6428 0.534345 45.9643 0.298595 45.6657 12.717 0.438563 12.2784 0.6432 0.431833 11.6352
internal_count=4034 1186 597 589 557 208 2848 2624 280 2344 43 235 125 82 2301 2101 90 53 200 110 77 2011 56 1955 616 85 531 107 76 424
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=3 17 7 18 7 5 22 16 8 9 18 5 5 10 3 22 12 16 7 13 7 20 20 21 16 3 16 6 3 13
split_gain=0.0843383 0.0988261 0.0596312 0.0498358 0.154092 0.21087 0.19973 0.101277 0.109483 0.131961 0.279718 0.109113 0.128923 0.144051 0.109611 0.113194 0.151329 0.105768 0.0925481 0.119114 0.153248 0.0921829 0.0906477 0.0873207 0.238763 0.383947 0.160693 0.106177 0.33863 0.223272
threshold=76.172084209950015 241.79519611995002 21.725272673150005 13.893471991850001 23.974509389900003 17.679107616400003 -0.089094999999999994 22.544947280100004 8.543332867800002 192.98754432855 13.712081531300003 20.305669781650003 21.500664456800006 62.095317438950012 92.598563387050021 0.010890000000000002 140.52911877810001 22.824946625350005 24.054467534550003 117.41840884735002 24.803880018200001 41.319407281650008 41.942745071500006 8.8898213993500015 15.584963555600002 85.538672336450006 15.164964537700001 14.845346859150002 84.812788641250009 109.96062599345002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 5 -5 -7 8 9 -4 -11 -9 13 -13 -14 16 22 -17 -6 23 21 -21 -16 27 26 -26 -25 28 -20 -30
right_child=2 -3 3 4 18 6 -8 11 -10 10 -12 12 14 -15 15 17 -18 -19 19 20 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0019741062228791507 -0.0001994552302873951 0.00082164443363102763 0.00032973989204869859 9.3097772322563724e-05 0.00064632067139849543 2.1918869539534518e-05 -0.0016287326463076516 0.00049852558685951388 5.779929399906942e-05 0.0018538495599181965 0.00041016056299491091 0.00010185943665240782 0.0010028799505069931 -0.00045855563656679263 0.0014374602933274602 0.0015237379818713675 0.00011612123039344845 0.0003057447062340543 0.00022009007259546305 0.00014548641126539734 0.0012540471418323546 -0.0020264208158585484 0.00020507520310644422 -9.7387363590861216e-05 -0.0019977798790827991 0.00065149710844291308 0.0015371423184714871 0.00058824034983941717 -0.0018828148951052456 0.00019273553250150806
leaf_weight=0.1448581517984725 1.5104071076104322 0.073162674570994568 2.8259644584285288 2.2276497284187289 1.5749692618665019 0.48445917828667007 0.673834535773153 3.883588551310825 1.9173608528217299 0.84537030337196517 1.324245083145797 7.3334322277223709 0.7183255311101665 2.3217184473760426 0.55520593846449529 0.47261977889865991 13.069842932594836 0.65261137563356897 17.022200438455926 0.1047979632858177 0.10684854979626834 0.26541669647122035 0.39112060400657356 0.77032462562465187 0.54413714670636171 0.34282512400022824 0.33043804706539959 2.5478314829524598 0.5028685087672774 0.33004468004219234
leaf_count=856 761 69 91 137 32 59 68 48 68 72 12 80 20 34 22 31 310 17 539 19 11 61 34 74 139 34 26 117 167 26
internal_value=0.000181594 -0.00103592 0.000185638 0.000194706 0.000132273 -0.000259747 -0.000938344 0.000242554 0.000456101 0.000608973 0.00097268 0.000192339 0.000145735 -3.29003e-05 0.000254485 0.00021898 0.000170944 0.000817326 0.000186578 0.000154915 -0.00081458 -0.00141161 0.000928111 0.000175571 -0.000216733 -0.000973792 0.000393282 0.000213791 0.000160359 -0.00106037
internal_weight=65.8685 0.218021 65.6505 64.1401 27.8286 3.38594 1.15829 36.3114 6.91294 4.99558 2.16962 29.3985 25.5149 9.65515 15.8597 15.1414 14.0162 1.12523 24.4427 22.8677 0.477063 0.370215 0.946327 22.3907 1.98772 0.886962 1.10076 20.4029 17.8551 0.832913
internal_count=4034 925 3109 2348 1509 264 127 839 243 175 84 596 548 114 434 414 366 48 1245 1213 91 80 56 1122 273 173 100 849 732 193
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=10 0 0 13 5 23 14 22 3 20 13 8 14 18 5 0 0 3 10 2 20 23 23 2 20 9 22 6 13 10
split_gain=0.0752741 0.261306 0.22896 0.154325 0.193381 0.24385 0.161944 0.131276 0.128584 0.123071 0.195099 0.202945 0.119538 0.119078 0.172967 0.224398 0.250481 0.248998 0.302265 0.233876 0.21846 0.205912 0.153514 0.23271 0.131151 0.11207 0.100168 0.132266 0.0939181 0.13816
threshold=66.590419433100024 90.407470010750018 92.313586825200005 113.97180552410002 20.016397659050003 0.10371000000000001 223.45180875365003 -0.053159999999999992 88.931506497100017 37.828051409500013 116.19247193985002 9.3427090425500019 240.28931515145004 13.793345552600002 18.946524085150003 93.399723909900004 94.047642319350018 83.538459487450012 71.015621515800021 98.465712168700023 37.445036092900004 -0.085699999999999998 -0.09053499999999999 54.465024697200008 38.244973486750006 204.27826083785001 -0.046635000000000003 15.785368822600002 116.86189801435002 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 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 4 -1 6 -6 -3 -2 26 11 -11 -8 -4 15 -15 19 22 24 -17 -16 -20 23 -18 -19 -10 27 -5 29 -12
right_child=2 7 13 9 5 -7 12 -9 25 10 28 -13 -14 14 20 16 17 18 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019006304053265117 -0.0014924121857426019 0.0019687965716879263 0.0012760873361286483 -0.00043703656039207299 -0.002050773340829658 0.0019735851446707467 0.0017593875370881423 0.00041986994908180578 -0.00153209289469501 -0.0018152548704161676 0.00033119509300451929 0.00065126847638750116 -0.001154329387897707 -0.0015783048695500331 0.00056440990734165633 2.0918337282597751e-05 0.0020078410196996575 -0.0005778797591949144 0.00085783457441155513 0.0019140353313526592 -0.0015787138115725167 -0.0019990807073969447 0.00019881069505997374 -0.0020560450161779386 0.00063275113491444591 0.0017746856260673855 0.00028426045642800124 0.001777646141409506 0.00019934482083374376 0.0019778592656129199
leaf_weight=0.29637616927424559 0.53047963529400277 0.4836986737755069 0.33711389787186163 0.12880200101062655 0.2000373149016923 0.17612362874206156 0.11551553993740526 0.37228103575762261 0.064554593961133833 0.36487590215779064 0.64454065321478893 0.19776766231370857 0.10187708092507819 0.29105091894053359 0.28731496846103155 0.43925522795325622 0.069210626184949997 0.70805412856861882 0.11511384866008723 0.58507980932336068 0.50303626844140581 0.61621550929930868 19.994284796335329 0.2493543355659078 0.66920089967607055 0.10113909410574706 0.70885417779208981 0.53150246890072594 36.491710831185628 0.28143924009054899
leaf_count=24 85 32 65 8 181 16 24 23 56 89 47 42 79 20 31 18 1 14 16 35 182 207 1389 200 30 15 29 125 929 22
internal_value=0.000171157 0.000223124 8.76074e-05 0.000200319 -0.000607128 3.87508e-05 -0.000777602 0.00129514 -0.00102145 0.000218581 0.00019776 -0.000948279 0.000393927 0.00011866 0.000102752 0.000132798 0.000154039 0.00011072 -0.000530616 0.00110223 -0.000799628 -0.00154939 0.000177295 -0.00117314 1.03594e-05 0.000486358 0.000796132 0.00134564 0.000214993 0.000831677
internal_weight=66.6559 41.0954 25.5605 40.2394 0.88993 0.593554 0.41743 0.85598 0.696173 39.3495 37.9803 0.562644 0.217393 24.8643 24.5272 23.7368 23.4458 22.4214 2.10858 1.02434 0.790351 0.731329 20.3128 0.318565 1.37726 0.165694 1.36916 0.660304 37.4177 0.92598
internal_count=4034 1670 2364 1615 324 300 284 55 156 1291 1129 131 103 2208 2143 1930 1910 1857 267 53 213 223 1590 201 44 71 162 133 998 69
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=8 20 15 13 19 0 2 20 22 22 23 17 22 23 22 15 18 0 8 20 23 20 16 5 23 23 13 19 20 8
split_gain=0.0154379 0.0573959 0.0591453 0.0715633 0.0569801 0.0985694 0.0260414 0.0212886 0.0170287 0.111349 0.107565 0.0760522 0.0371437 0.0317811 0.0288063 0.144357 0.113326 0.0607466 0.060249 0.0327732 0.0314182 0.0259269 0.069394 0.0206588 0.124827 0.104626 0.0494644 0.0258781 0.0934321 0.159988
threshold=8.8430989333000021 42.388109226950007 31.233764884050004 117.20333219690001 14.351157895250003 79.532656873050016 76.243484112200022 43.047778594550003 -0.59260499999999994 -0.50001499999999999 -0.059734999999999996 189.31157886915003 -0.60918499999999998 0.092465000000000033 -0.167075 37.491361913600009 13.4793103924 81.446839061900008 8.1436447804000007 48.226196960950006 0.089505000000000015 39.685256516350002 20.084953032650002 24.458659404000002 0.10371000000000001 0.090390000000000012 118.53949588775002 14.451165964200003 42.066503896600004 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 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 2 6 -4 -5 -6 -2 -3 11 10 -10 12 -1 -13 15 16 17 19 20 -11 -18 22 -12 27 25 26 -25 -16 -29 -30
right_child=1 7 3 4 5 -7 -8 -9 9 14 21 13 -14 -15 23 -17 18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0083879525888725607 -0.015607237965534301 -0.10248181234959551 0.052576923847665893 0.0083179081593844472 0.038733790509150004 -0.10086548144465445 -0.10115406734289739 -0.021733180347659777 0.094876759537568245 -0.10010140129700665 -0.10078783333356341 0.011502620735338325 0.097896965036604666 -0.036504619900866855 0.0012402373099557275 0.072232455380140489 -0.10034162053275802 0.088712638289349263 -0.10274995841322293 0.016973877728793579 0.060010251564485563 -0.095066740507658218 0.10045622192329984 -0.10148304886355541 -0.093490757161205959 0.010151606861847073 0.090207178793568044 0.012181534461732481 0.0026334291165411861 -0.081245988876839925
leaf_weight=0.069114718758868321 0.065493766909638818 0.082137341416000598 0.25396426214138024 0.5680308363516815 0.078251482555060647 0.14303105986346054 0.077919643743371125 0.05419011349658831 0.041310802574916039 0.033092574491994209 0.046299147322424683 0.61504396929223049 0.14082147867008987 0.17775006975398355 44.995681861669176 0.32207956885395106 0.016945300618587567 0.10529561160001322 0.15004645951557904 0.086174637588555925 0.043808358195747132 0.21605238421477679 0.02720160037279129 0.12605445265069093 0.1591387661792395 1.1662280991001805 0.01507090189261362 6.6093425887229378 0.93400498096707429 0.30056836199946702
leaf_count=40 17 29 36 5 22 41 27 24 8 209 53 66 24 34 2363 32 117 49 19 50 24 139 2 245 25 39 5 199 54 37
internal_value=0.00174518 -0.00893246 -0.00187285 0.0064044 -0.00845177 -0.0514994 -0.0620867 -0.0703843 0.00199567 0.00176188 -0.0560768 0.0149109 0.068429 0.000739055 0.00210942 0.0214764 -0.0160727 0.0333588 -0.0687316 -0.0155105 0.0152852 -0.0776134 -0.0263102 0.0018393 -0.00986831 0.000310706 -0.0810123 0.00216423 0.00746459 -0.0177878
internal_weight=57.7201 1.32302 1.18669 1.04328 0.789313 0.221283 0.143413 0.136327 56.3971 55.3944 0.330864 1.00273 0.209936 0.792794 55.0635 0.757443 0.435363 0.224563 0.2108 0.119267 0.0607537 0.289553 0.0735007 54.3061 1.46649 1.30735 0.141125 52.8396 7.84392 1.23457
internal_count=4034 201 148 104 68 63 44 53 3833 3669 202 164 64 100 3467 500 468 308 160 259 141 194 55 2967 314 289 250 2653 290 91
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=3 17 20 22 17 6 18 17 18 3 16 23 18 23 12 20 22 0 20 22 16 21 21 22 21 21 21 6 21 9
split_gain=0.0724305 0.0981196 0.046681 0.237631 0.12716 0.102132 0.166676 0.15476 0.101502 0.220135 0.271369 0.129947 0.15558 0.106647 0.298341 0.101037 0.100707 0.0852795 0.361759 0.310868 0.190317 0.149073 0.156362 0.147956 0.0840591 0.143574 0.252428 0.300955 0.238529 0.111595
threshold=76.172084209950015 241.79519611995002 40.241071441700008 -0.14259499999999997 190.79440939600002 16.585387514950003 13.065205089100003 186.26099832155003 14.656441317600001 84.812788641250009 18.664956353200004 0.082935000000000023 15.343833331950004 0.098545000000000021 93.660658182900008 40.040005255000004 -0.24468499999999999 86.329079026800017 41.975471476700008 -0.097294999999999993 22.604947139800004 10.959760372700002 14.136086967800003 -0.054619999999999995 1.1798413345000001 2.0502020052500005 1.8400491212500001 14.185331438000002 2.2961539179000003 192.98754432855
decision_type=2 2 2 2 2 2 2 2 2 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 16 17 7 -7 15 11 -11 12 -10 -13 -15 -5 -2 18 23 20 -20 -21 -23 -4 29 26 27 -26 -27 -19
right_child=2 -3 5 8 -6 6 -8 -9 9 10 -12 13 -14 14 -16 -17 -18 24 19 21 -22 22 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0019713113057788596 0.0005076936004547452 0.00076070069966957705 0.00037980840873249932 0.00029617689818575466 -0.0012701678950622448 -0.0006174885786484432 -0.0015834769786515442 0.0019694265041956447 -0.0020659298491007309 0.00074422852824061975 -0.0020095898493848459 0.0003905861949272916 0.00020046977344771808 0.00047744203969667397 -0.0016295676547265748 -0.00023152799540488738 -0.0020014678183091117 -0.00040296661745859011 0.0004641854616179549 -0.0020253280088815577 -0.0020033930063730323 0.00074116836616795647 -0.0016168339788879295 -0.00023314400485614729 -0.0017247912727832474 0.0019040703012519636 -0.0021216399056721191 0.0016128110660364389 0.00027209102901770997 0.0013848426712180686
leaf_weight=0.1349735603301373 0.3596108879323765 0.080796488520718412 7.3589839620108251 13.746580917882968 0.70633391156661673 0.23774086647654158 0.31246903830560768 0.14202498888334958 0.22666721443840643 0.199889640773108 0.4413389612454921 2.8813993842923087 0.239486512118674 0.67543112748535328 0.41842671976337442 1.5524930884130288 0.074184800831065045 0.17793596467254147 0.86767014700990264 0.61359316787820695 0.13948827763306326 0.20141264913399937 0.23341878629435087 1.906233644564052 0.17055747358244744 0.34802750587186793 0.26390413715853356 0.26565792559995316 32.387929149290699 0.54654093505814672
leaf_count=856 61 69 131 366 101 241 55 8 21 18 67 82 35 10 79 27 150 21 147 136 26 19 41 43 33 61 30 30 1018 52
internal_value=0.000185945 -0.000948292 0.000189561 0.000114142 -0.000756992 0.000224714 -0.000522773 0.000349967 0.000162872 -7.71953e-05 -0.00115114 7.7856e-05 -0.000901567 0.000192707 -0.000328539 0.000242627 7.85938e-05 0.000236091 8.86016e-05 -0.000655549 0.000122434 -0.00140291 -0.000524614 0.000253699 0.000284968 0.000270651 -0.000607938 0.00030783 0.000289441 0.000945746
internal_weight=67.9112 0.21577 67.6954 21.5218 1.14013 46.1736 0.692235 0.379766 20.3817 5.08264 0.641229 4.44141 0.466154 3.97526 1.09386 15.2991 0.433796 45.4814 11.3208 2.05558 1.00716 1.04842 0.434831 9.26522 34.1606 33.4361 0.70012 0.436215 32.736 0.724477
internal_count=4034 925 3109 1017 312 2092 304 249 705 312 85 227 56 171 89 393 211 1788 543 369 173 196 60 174 1245 1172 93 63 1079 73
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=7 18 7 5 22 0 5 0 16 23 19 9 19 6 3 13 22 10 21 22 23 15 6 14 23 4 7 6 20 19
split_gain=0.0512836 0.053095 0.106337 0.173453 0.205677 0.121815 0.257724 0.118064 0.106953 0.106547 0.0818717 0.130904 0.118985 0.0865481 0.388647 0.233626 0.171894 0.165033 0.211563 0.137054 0.17737 0.0981839 0.0810507 0.0797353 0.173144 0.312867 0.134772 0.211391 0.177499 0.266654
threshold=22.061824394000002 13.893471991850001 23.974509389900003 17.679107616400003 -0.089094999999999994 96.851704149400021 16.569990495050003 86.756543869550015 22.644947046300004 -0.14860999999999999 14.451165964200003 209.03603029655002 14.551174033150001 14.815346158200002 83.538459487450012 109.96062599345002 -0.079634999999999997 67.074341896550024 8.7462497811500022 -0.14138499999999998 -0.089139999999999997 30.404760455250003 15.035351298550003 195.25924573520004 0.088350000000000026 175.31744532325004 23.109894804950002 15.785368822600002 42.141702038450013 14.251149826300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 23 3 5 -5 -3 -7 -4 9 -9 13 12 -12 14 -11 19 17 -15 -19 -16 -21 -18 -23 24 25 -2 27 -25 -29 -30
right_child=1 2 7 4 -6 6 -8 8 -10 10 11 -13 -14 16 15 -17 21 18 -20 20 -22 22 -24 26 -26 -27 -28 28 29 -31
leaf_value=-0.00017598401377332288 0.00040299765031907083 0.00027877532138493162 -0.0017324721541329398 0.00011345534271454963 -0.0015678025178888328 0.001210948564424715 -0.0024213606886126357 -0.0016161015889389759 0.0014470264649388597 0.00020015961355851939 -0.001012850194523912 -0.0020401731144329563 0.0017813431780248478 0.0004792533450950521 0.00048905703037488391 0.00071154679410522208 0.0017459095184603184 0.00036668610365006977 -0.0020096836841836658 0.00043716202447840617 -0.0020010818411431669 -0.00021025286642739651 0.0012422262071725128 -0.0014061189125816654 0.00021346935523081147 0.0019429681977591374 0.00025210989681721243 0.00012364161599842964 0.00098966573504166949 -0.0018376185594596521
leaf_weight=1.6493993562092502 1.9349306713920653 1.9719815655153103 0.12672146005570795 0.49379134955916015 0.64540673869214493 0.12176045680837422 0.19598361798125552 0.13034901136302224 0.24765635863877733 18.679560911024819 0.1324152194429179 0.16745704924687743 0.10509598813951015 1.5916506270878024 0.13592515216805612 0.26884700963273633 0.50065208855084964 0.30830582117778238 0.27033196168486029 0.13554607797414053 0.7460432314537675 0.27601004927419126 0.31774561572819948 0.42329634507859992 6.7891539921110962 0.68741628015413869 19.867974481842339 6.0877281430148287 0.18351357826850279 0.42591705483482656
leaf_count=821 74 84 28 58 66 71 5 144 40 1351 37 11 8 43 43 13 25 31 28 4 260 31 19 29 129 75 280 107 15 104
internal_value=0.000165388 0.00017419 0.000109281 -0.000213831 -0.000839053 9.72337e-05 -0.00102945 0.000155176 0.000165137 0.000151779 0.000161529 -0.000712515 0.000223548 0.000176766 0.00012837 -0.000914102 0.000472738 0.000153239 -0.000743523 -0.00134363 -0.0016262 0.00110633 0.000567035 0.000223353 0.000378758 0.000806682 0.000169159 -6.22944e-05 2.26425e-05 -0.000986258
internal_weight=65.6186 63.9692 27.5692 3.42892 1.1392 2.28973 0.317744 24.1403 24.0136 23.7659 23.6356 0.404968 0.237511 23.2306 19.9659 1.28636 3.2647 2.17029 0.578638 1.01751 0.881589 1.09441 0.593756 36.3999 9.4115 2.62235 26.9884 7.12046 6.69716 0.609431
internal_count=4034 3213 2400 284 124 160 76 2116 2088 2048 1904 56 45 1848 1671 320 177 102 59 307 264 75 50 813 278 149 535 255 226 119
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=13 7 16 20 2 13 3 18 13 16 14 23 4 7 6 16 20 19 13 20 9 20 20 22 5 2 19 7 5 22
split_gain=0.0772515 0.055921 0.0495725 0.102842 0.057609 0.0613341 0.0652509 0.0493629 0.116969 0.232706 0.100295 0.203828 0.260118 0.114079 0.160965 0.210573 0.149459 0.248597 0.139946 0.113575 0.256079 0.15387 0.100891 0.0947227 0.089685 0.300442 0.0869235 0.0780921 0.183561 0.207704
threshold=98.050756475600011 22.061824394000002 22.744946812400002 43.426640904350009 319.18044405035005 105.33378955095002 108.40938565220002 13.893471991850001 117.41840884735002 22.604947139800004 195.25924573520004 0.088350000000000026 175.31744532325004 23.109894804950002 16.525386113000007 22.594947163200004 42.141702038450013 14.251149826300002 117.67650082785001 41.32819714970001 190.49354742400001 39.861052345600008 38.625745710700009 -0.086719999999999992 21.500664456800006 199.66651340635002 14.351157895250003 23.974509389900003 17.679107616400003 -0.089094999999999994
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 -7 10 27 -10 11 12 -3 16 23 -16 19 -18 -17 20 -12 -22 -13 26 -25 -26 -15 28 -9 -30
right_child=1 7 -4 4 -6 6 -8 8 9 -11 13 22 -14 14 15 18 17 -19 -20 -21 21 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.00073140089499986805 -0.0015663662353548749 0.00054861275924331251 0.00012443263426229346 -0.0011725193967086146 -0.0019708175492436746 0.00132583775462703 -0.00070864835166435734 0.00021221994333210726 -0.0017701445313275288 0.00063542532844453568 0.000180733756624347 0.00085426237313410765 0.0019434260897542742 0.00034309009355620239 0.00016778914550643611 -0.0021336649469492082 0.00090450142968854239 -0.0017866366367571031 -0.00013891256248453675 0.00039026221252327594 -0.0002320562665920964 -0.0017396004921343593 0.00017252850413893071 0.00029500751004607072 0.0016638438653939196 0.00042894486674512934 -0.00010262619347389786 0.00022450534968598409 0.0002492593685410849 -0.0015149976489944675
leaf_weight=0.33068539171473688 0.24183347415839662 2.023075338125635 1.1678268553805535 0.084685917337992578 0.048692359916458372 0.20475206075479946 0.086093667481691227 2.3478383612837272 0.33917138620381493 0.28412257530726492 2.7692404910922082 0.97142477461602528 0.68914554268121708 4.3084725631342797 1.3218164845602576 0.31398162337427482 0.19382454962351392 0.41356027401252504 0.23750552182627871 2.7768224275678222 0.53950168285518862 0.50297684222459793 5.9256833294057287 5.9677765769883973 0.92001962929498393 4.2867945951220463 2.7597199951997027 24.175529502325844 0.44271855149418116 0.61011559800681403
leaf_count=1186 404 74 53 52 38 124 64 92 66 36 35 30 75 46 16 13 18 104 36 39 27 22 99 36 27 64 40 1028 39 51
internal_value=0.000213978 0.000218647 -0.000119029 -0.000545901 3.5826e-05 0.000296012 0.000723607 0.000228157 0.000166385 -0.000673589 0.000275336 0.000447626 0.00090302 0.000214718 0.000290511 -0.000256839 2.84095e-06 -0.000927859 -0.0012746 8.86403e-05 -0.00013109 -0.000959419 0.000268547 0.000346717 0.000459087 0.000647146 0.000169064 0.000185371 -9.28386e-05 -0.000773125
internal_weight=67.2854 66.9547 1.83388 0.666057 0.424224 0.375532 0.290846 65.1208 28.1995 0.623294 36.9213 9.60933 2.71222 27.312 20.1161 1.8733 7.19593 0.607385 0.551487 6.58854 3.81172 1.04248 6.89711 18.2428 11.1746 5.20681 7.06819 27.5762 3.40067 1.05283
internal_count=4034 2848 735 682 278 240 188 2113 1312 102 801 278 149 523 278 65 245 122 49 123 84 49 129 213 127 91 86 1210 182 90
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=3 17 8 20 4 20 16 2 5 3 6 18 23 5 18 21 20 5 15 10 13 16 6 5 6 4 18 9 16 21
split_gain=0.100597 0.111625 0.03969 0.142835 0.0748402 0.0791949 0.0618671 0.0529239 0.0474 0.0981093 0.37079 0.200692 0.174868 0.124835 0.0908856 0.0761729 0.0510185 0.110417 0.058205 0.0540404 0.294396 0.263297 0.141279 0.27342 0.251061 0.271487 0.237361 0.177238 0.114345 0.332588
threshold=76.172084209950015 241.79519611995002 5.9453602998000008 47.709122305950011 375.65892766775005 49.283271594150008 21.094950670800003 134.33885108415004 13.812766882300002 81.105404879350019 11.175261108200003 15.625782642300001 0.09914000000000002 15.904541771600002 17.323446153950005 1.1012217428500002 35.419594101850009 19.234448447350001 35.517387705950007 64.407391431150018 116.72209819155002 20.894951138500005 16.235379337050002 18.946524085150003 16.315381206250006 239.70509694970005 14.297806230850002 197.55459634620004 18.964955651700002 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 -1 3 6 5 -5 -2 -7 -4 10 -10 -12 14 -11 -13 -14 17 -15 -19 20 -18 22 23 28 -24 26 -26 -25 -21 -30
right_child=2 -3 8 4 -6 7 -8 -9 9 13 11 12 15 16 -16 -17 19 18 -20 21 -22 -23 24 27 25 -27 -28 -29 29 -31
leaf_value=-0.0019753315123531316 -0.0019660942187791773 0.00082679771582659612 0.00039593487947055473 0.0013829388336049732 -0.001968877357119135 -0.0019921655360463407 0.00099259890360620172 0.00078961569078954852 0.00028912205590608505 0.001055510059372135 -0.0020064108151890869 -0.0019881635650026972 0.0016409697605888473 0.00015935742180486743 0.00067373312990914348 -0.00027148065806918459 0.0013400947245862307 0.00042623605161210839 0.0016443206041536391 0.00021013090212259575 0.00017812636426857214 -0.0011023531317259153 0.0019818380070221655 -3.152646092754673e-05 0.00080002721120948038 0.0018773022217006773 -0.0022796143811049658 -0.0014230332442630585 0.0004300671395855152 -0.0012628683774183146
leaf_weight=0.16999225020064912 0.19611707401719414 0.080558830293739447 3.5327403145856797 0.22709975200041299 0.04479411648048881 0.055458444105170202 0.031541998498141766 0.050002005371425184 2.305670803179964 0.62108523794449766 0.50242950984829782 0.2328983472471009 0.15719997184351087 1.3023527390323568 0.062560998718254268 0.16319990943884477 0.85771800274960597 0.25053244945593167 0.3789555246476084 14.525973641171744 37.043414211665095 0.70121686672791739 0.42500333255156764 0.6834386151167553 0.17019460339361103 0.19777453865390271 0.22137913694314193 0.72550210011104355 1.0175177247729141 0.79454007296590123
leaf_count=856 720 69 131 45 98 14 5 39 16 34 99 108 7 19 11 33 76 26 25 349 851 41 16 44 38 15 16 151 18 64
internal_value=0.000165763 -0.00107437 0.000170368 -0.000329588 0.000410412 0.00073089 -0.00155617 -0.000673238 0.000174891 0.000162563 -0.000160252 -0.00108676 -0.000336499 0.00018101 -0.00142453 0.000666838 0.00017185 0.000485263 0.00115953 0.000161296 0.000204422 7.73116e-05 0.000121402 8.07235e-05 0.000833115 4.72357e-06 -0.000941071 -0.000748051 0.000152194 -0.000312241
internal_weight=67.7289 0.250551 67.4783 0.605013 0.377354 0.33256 0.227659 0.10546 66.8733 63.3406 3.42396 1.11829 0.615859 59.9166 0.295459 0.3204 59.2955 1.93184 0.629488 57.3637 37.9011 19.4625 18.7613 17.747 1.01435 0.589348 0.391574 1.40894 16.338 1.81206
internal_count=4034 925 3109 921 196 98 725 53 2188 2057 274 258 159 1783 119 40 1749 70 51 1679 927 752 711 626 85 69 54 195 431 82
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=17 10 17 22 16 8 22 18 7 16 22 22 18 16 21 20 20 14 6 6 4 8 16 16 15 7 13 5 8 0
split_gain=0.0140216 0.0924475 0.117001 0.0605758 0.0311352 0.0401481 0.0250302 0.0187911 0.0551913 0.0861698 0.038476 0.0551895 0.0343371 0.100204 0.0546346 0.0259437 0.091675 0.0275837 0.0524259 0.0191403 0.115432 0.0892668 0.0846194 0.134964 0.158418 0.13082 0.115284 0.175075 0.121987 0.120608
threshold=214.03087950770001 65.687097501250022 230.44158352980003 -0.094519999999999993 17.684958644900004 7.2443465838000014 -0.58559499999999998 15.625782642300001 25.677928533150006 15.524963695900002 -0.10423499999999999 -0.59168499999999991 15.452304577250002 18.844955932300003 4.0199878722000006 38.903925214650009 33.151194885250007 266.92056705180005 12.165284239900002 14.815346158200002 273.85977434290004 8.7431769115000026 19.199955102150003 18.684956306450005 29.329759478700002 24.024273989350004 112.64908412395 17.915797078650005 8.1436447804000007 90.297243227400017
decision_type=2 2 2 2 2 2 2 2 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 6 -4 5 -5 -3 12 9 10 11 -9 19 14 -14 16 -10 -17 -19 20 -1 -22 23 24 25 -21 27 -24 -29 -28
right_child=1 2 3 4 -6 -7 -8 8 15 -11 -12 -13 13 -15 -16 17 -18 18 -20 22 21 -23 26 -25 -26 -27 29 28 -30 -31
leaf_value=0.0005581215582116894 0.073495652874832534 0.01632334201221694 -0.10044061993257192 0.0837926038437177 0.091458855432495448 -0.1003054025894114 -0.10074998110798349 0.06485575710724388 0.079529007402574861 -0.10117436778209388 0.087400854995657362 -0.10080262719590448 -0.10327263146254805 0.0074309340695358043 -0.019381857289962039 0.0048382333651105971 -0.09364865846400329 -0.10038002902683839 0.056394493057262934 -0.010600853611604906 -0.066367142825025593 0.089712681811079276 0.041689013068332698 0.088130793204122371 -0.056176993771527975 0.083695437253740582 0.0023992705471656845 -0.0045211218818787839 -0.10256054317814473 0.043918457851513062
leaf_weight=15.271848794108838 0.093322042608632638 0.02030807914371735 0.031069496858009416 0.023266097334158076 0.083852096751797944 0.024133238780450483 0.18125874313685131 0.060181940077427498 0.045298782456544617 0.035195886161545786 0.21234411519985741 0.030203980512503392 0.16359638305584567 0.55436445574741811 0.14773814958084586 5.0163886033970471 0.093999996550273579 0.023784432973215419 0.20671379921805055 0.28428344625673563 0.39260581398480177 0.040415601106360555 0.20811738690826942 0.29660505566062056 0.25475392995940638 0.30494009144604206 32.702422049260349 0.20185017932089977 0.34186391800176352 0.71494195773266156
leaf_count=632 25 33 71 21 22 50 154 26 62 22 89 97 36 9 39 209 142 263 39 374 285 4 16 58 50 18 1080 20 45 43
internal_value=0.00214525 -0.0152979 -0.0380697 0.0251182 0.0548402 -0.00994038 -0.0889547 0.0022837 0.00772115 0.0469234 0.0641415 0.00949821 0.00168377 -0.0180652 -0.0634638 0.00526163 -0.0373327 0.00639246 0.0402174 0.0020189 -0.000885508 -0.0517996 0.0033107 0.0301049 0.00971251 0.0382002 0.0024163 -0.0363088 -0.0661641 0.00328755
internal_weight=58.0617 0.45721 0.363888 0.162321 0.131251 0.0473993 0.201567 57.6045 5.72411 0.337926 0.30273 0.0903859 51.8803 0.865699 0.311335 5.38619 0.139299 5.24689 0.230498 51.0146 15.7049 0.433021 35.3098 1.14058 0.843977 0.589224 34.1692 0.751831 0.543714 33.4174
internal_count=4034 376 351 164 93 71 187 3658 949 234 212 123 2709 84 75 715 204 511 302 2625 921 289 1704 500 442 392 1204 81 65 1123
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=8 20 15 13 2 20 8 12 12 18 14 19 20 22 17 16 6 21 23 22 22 22 0 10 7 6 7 21 20 20
split_gain=0.0144007 0.050983 0.0541695 0.0609936 0.0246385 0.0215874 0.0175634 0.0221686 0.0651349 0.197116 0.0362436 0.0208207 0.020286 0.0947206 0.113281 0.0647592 0.0600188 0.0599222 0.150272 0.127164 0.129503 0.0908415 0.0799291 0.0628664 0.0597642 0.25812 0.0834183 0.0629152 0.202725 0.0518109
threshold=8.8430989333000021 42.388109226950007 31.233764884050004 117.20333219690001 76.243484112200022 43.047778594550003 8.7431769115000026 69.826413229550027 82.696898122450008 13.893471991850001 156.61564208075004 12.851036860900001 40.241071441700008 -0.14259499999999997 190.4716172434 15.484963789400002 16.455384477450004 2.7968392888000007 0.080395000000000022 -0.11347 -0.067109999999999989 -0.54526999999999992 91.453280223500016 76.830756451950009 22.775216856700002 16.375382608200002 20.861906850000004 3.9632429946000003 41.218101594450012 40.583589072600013
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 -3 7 -1 9 -9 -10 -11 13 14 15 -12 17 18 -14 21 -21 -20 -22 -24 25 26 -19 28 -26 -18
right_child=1 5 3 -5 -6 -7 -8 8 10 11 12 -13 16 -15 -16 -17 29 24 19 20 22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=0.019008591647546695 -0.016426713833763804 -0.10230068015746099 0.049105491657987214 -0.0077030447235067415 -0.10106692070207859 -0.019991392941158148 0.0095143745745438525 0.0073380927891033773 0.041775977679963466 -0.11622427463583639 -0.05993631555737388 -0.060233954074090969 0.083769270164319065 0.00029290815908949574 -0.071406882066054708 0.059574366882505149 0.016874143886091014 0.034671463181138722 -0.0071187018006407176 -0.092529199961162656 0.067019295967265177 0.09570033738811469 -0.10202196405525746 0.040841138032350226 0.0035785913474541521 0.083091155692911256 -0.097956895610182948 0.0053953279599182578 -0.086652025625731544 -0.0045183083317043753
leaf_weight=0.73434113437360693 0.065725541000573595 0.075769757730995368 0.24921952193835728 0.78214566032147559 0.072142141583753983 0.054989310552173265 3.0845355238161565 0.58519512378552363 0.22770358720572303 0.17227293718588044 0.067683182192701419 0.10808455435471842 0.34217793840980693 13.597368080670696 0.39707990349418765 0.13735286727023777 1.2525097895413626 0.071453668659112846 0.15398518013284956 0.19193556096371367 0.14067688857903704 0.19442218387803223 0.073901529553040746 0.052815139535425715 1.1446930105788649 0.39908084658145526 0.14100863429763422 21.120643526253552 0.31822211443471804 11.780570993867171
leaf_count=26 17 29 36 68 27 24 65 13 24 33 130 19 123 816 156 115 14 78 34 92 13 30 31 32 34 61 189 1021 147 537
internal_value=0.00193793 -0.00846798 -0.00184539 0.00602419 -0.0607165 -0.0676864 0.0021774 0.00175364 0.00151307 -0.0256928 0.00196762 -0.0946387 0.00179188 -0.00142579 -0.0402384 0.0201234 0.00301423 0.00594616 0.0282282 0.00469951 -0.0298569 0.0502575 0.0151294 -0.042477 0.00484151 0.035688 -0.0533524 0.00400622 -0.0160489 -0.00246244
internal_weight=57.7897 1.29999 1.16923 1.03137 0.137868 0.130759 56.4897 53.4052 52.6708 0.865553 51.8053 0.280357 51.5776 14.1995 0.602116 0.205036 37.3781 24.345 1.14991 0.807736 0.459329 0.348407 0.267394 0.126717 23.1951 0.611543 0.212462 22.5836 1.46292 13.0331
internal_count=4034 201 148 104 44 53 3833 3768 3742 65 3677 52 3653 1217 401 245 2436 1885 355 232 168 64 76 63 1530 328 267 1202 181 551
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=3 20 22 10 17 3 18 17 5 5 3 6 10 10 20 10 7 15 5 22 22 22 6 17 23 18 21 23 20 16
split_gain=0.0146345 0.151761 0.189247 0.10851 0.12764 0.0883126 0.058992 0.0944159 0.0544932 0.052863 0.0515958 0.0512742 0.0438336 0.0357971 0.0382023 0.0355583 0.0345968 0.0334668 0.160918 0.225815 0.129649 0.270209 0.162721 0.0746997 0.0737197 0.0804622 0.142986 0.0748143 0.0552321 0.0577442
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 62.025417527550012 185.45496942040003 93.431985407450014 13.036600629150001 187.51563899930002 20.305669781650003 20.849573174100005 93.431985407450014 16.575387281250006 62.079186690200011 61.45546440395001 48.778770352700008 62.020040611300011 19.078733418100004 36.535628266450011 20.911722254300006 -0.093879999999999991 -0.078649999999999984 -0.055334999999999995 16.235379337050002 191.75825325995004 0.088075000000000028 13.843998451900001 5.0750534271500012 0.09914000000000002 41.872294782850005 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 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 8 3 5 -5 -3 7 -4 -2 -10 -11 15 -12 14 -13 16 -7 18 -1 -20 28 22 -22 -23 25 -25 -27 -26 -19 -30
right_child=1 2 6 4 -6 11 -8 -9 9 10 12 13 -14 -15 -16 -17 -18 20 19 -21 21 23 -24 24 27 26 -28 -29 29 -31
leaf_value=0.0020743575967642836 0.028618512067718989 0.096255338879556507 -0.082571826928592981 0.063715591344933861 -0.083050996606051503 0.0084426361966924521 -0.10245563604968105 0.094505434815681869 -0.024624493219966063 -0.035441764003047063 0.002325684953696307 -0.10024530825999262 0.027757580906542123 0.099566328659541833 0.068439534749586792 -0.00064260082026551969 -0.10097821925012365 -0.0079134168124078124 -0.0051195429173928799 -0.10969809759254429 -0.016270630288945771 0.036026467207712992 0.09593620617067096 0.10063539609489887 -0.032345328699459844 0.087024750394801509 -0.084907202643182328 0.0075156306263127462 0.020791192342304282 0.0001125522858988
leaf_weight=27.676920165356965 0.76604353380389412 0.10767052066512384 0.093317246441755652 0.074279451935581164 0.29297334334387415 0.045881073504460801 0.35743897558279514 0.044454819715610938 0.74849303634982689 0.34189812676049669 10.263060751399276 0.024072543488728115 0.72563695027000186 0.077777526807039976 0.030355640556081198 0.50060979241970927 0.078054731711517888 4.289083032490451 0.6130922212531118 0.31131984195169948 0.16141087003052179 0.75805579032748971 0.64850470703095198 0.14162741973996196 0.74900610164331771 0.097171355067985132 0.096314418595284224 1.2679351950064299 2.0071933694998734 4.1269383269827813
leaf_count=2378 31 4 126 71 68 46 89 7 16 21 452 52 68 4 11 3 80 85 58 37 34 11 75 10 49 43 7 23 38 37
internal_value=0.00175125 -0.000987084 -0.0288199 -0.00782908 -0.0533664 0.0115176 -0.0810277 -0.0254344 0.00275473 0.00111447 0.00281478 -0.000538848 0.00400508 0.0560368 -0.00616654 -0.012515 -0.0604706 0.00268042 0.00070353 -0.0403391 0.00662248 0.0221255 0.0735741 0.0087276 -7.06869e-05 0.0433622 0.00143951 -0.00728703 0.000791995 0.00687896
internal_weight=57.5166 14.572 1.72689 1.23167 0.367253 0.864422 0.495211 0.137772 12.8451 12.0791 11.3306 0.756751 10.9887 0.132206 0.0544282 0.624546 0.123936 42.9446 28.6013 0.924412 14.3432 3.92003 0.809916 3.11011 2.35205 0.335113 0.193486 2.01694 10.4232 6.13413
internal_count=4034 1149 561 339 139 200 222 133 588 557 541 196 520 67 63 129 126 2885 2473 95 412 252 109 143 132 60 50 72 160 75
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=3 17 8 22 8 19 23 16 18 21 20 7 18 7 7 18 16 17 22 5 20 16 9 17 17 17 16 9 18 18
split_gain=0.0637092 0.11148 0.0519458 0.0851989 0.113719 0.139128 0.0819175 0.0563642 0.0666324 0.132036 0.128125 0.0810913 0.0660153 0.12792 0.0782065 0.221378 0.360858 0.246577 0.240133 0.201056 0.172784 0.260633 0.115885 0.114695 0.0976761 0.14059 0.104849 0.220362 0.0765119 0.287326
threshold=76.172084209950015 241.79519611995002 8.8430989333000021 -0.010319999999999999 9.5425530862500008 14.451165964200003 0.09450500000000002 22.764946765650006 12.885811969150001 4.9769392210500003 43.572676689450006 22.061824394000002 13.043896815850003 22.589037079550003 23.109894804950002 13.314799198000001 22.554947256700004 188.10488866565001 0.0023400000000000005 21.955793948900006 41.218101594450012 22.614947116400003 190.73543849905005 193.82841840970002 189.31157886915003 192.77618096940003 22.644947046300004 197.63955579655001 13.4793103924 13.531614672700002
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 5 -4 -5 8 9 11 -11 -2 13 -10 15 17 22 18 -14 20 -19 -22 23 -17 -21 26 27 -26 -16 -30
right_child=2 -3 3 6 -6 -7 -8 -9 12 10 -12 -13 14 -15 28 16 -18 19 -20 24 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0019718272783032544 -2.5714262016048179e-05 0.00096710673245137063 0.0001561146309206936 -0.0019907320181238725 0.0011653467642318831 -0.0013340709508582007 0.00028342328233094247 0.00061549192976780866 0.00020865208214956862 -0.0016874283397480515 0.00016612065262143415 0.0015105486595885927 -0.0018617083778138047 0.00090758705944246252 0.00034179215673714106 -1.6127556514662722e-05 -0.0021089828527554406 0.0020087781045615258 4.5631795362234086e-05 0.00052611285085508118 0.0015942704999135483 -0.00063099608240719726 -0.00088357383557434227 0.0018404681867758511 -0.0018342897863871937 0.0005955468210507805 0.00017704026244973995 3.4964611188293307e-05 -0.00096332537316049037 0.00017331080411801618
leaf_weight=0.13668939499321098 0.97999538360659133 0.07790351551011554 0.91415341267202144 0.17242057760813523 0.27104922420767241 0.32705200223790598 0.094149703661969397 1.0939580800477404 3.9616399857154638 0.36341193694534002 0.23680809726556618 0.15268075559288263 0.41464248431247941 1.3497738851438041 9.7930620750994404 0.74130154746978838 0.46624631113809289 0.44227524939924456 0.65413967100903392 1.3725139492162273 0.40585251990705729 0.40359442308545113 0.48763482261529134 0.15461137378656531 0.46505054937460977 0.70053062605438743 0.61083353863796219 0.50661277867038734 0.87430600581137596 38.82179836129535
leaf_count=856 194 69 39 41 55 44 21 49 106 105 172 8 106 31 99 186 32 13 8 18 19 37 24 35 39 11 13 3 17 1584
internal_value=0.000161764 -0.000904908 0.000165169 -0.000165441 1.47254e-05 -0.000236543 -0.00118753 0.000174154 0.000166652 -0.000212627 -0.000956138 0.000181369 0.000177147 0.00038627 0.000157768 -2.4373e-05 -0.000617131 0.000159106 -0.000694336 0.000344982 0.00102323 0.000484741 -0.000114387 0.000304273 0.000112737 -0.000135777 -0.000459515 -0.000859685 0.00018657 0.000148276
internal_weight=67.4467 0.214593 67.2321 1.77882 1.51225 1.24121 0.26657 65.4533 64.3593 1.7329 0.60022 1.13268 62.6264 5.31141 57.315 7.82584 1.84979 5.97605 1.06878 4.90726 1.25172 0.809447 1.38355 0.895913 3.65554 2.28303 1.5825 0.971663 49.4892 39.6961
internal_count=4034 925 3109 200 138 83 62 2909 2860 479 277 202 2381 137 2244 544 277 267 114 153 69 56 245 221 84 66 55 42 1700 1601
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=9 22 15 15 12 17 0 6 16 10 10 8 22 2 8 22 15 22 7 15 22 13 12 13 22 22 9 9 21 10
split_gain=0.0128523 0.0605245 0.0599616 0.0257986 0.0218098 0.0808437 0.0793552 0.0901137 0.0305977 0.0175329 0.0175047 0.0166608 0.0870196 0.047491 0.0251026 0.0164209 0.0903387 0.0627483 0.182294 0.0758187 0.0508645 0.110329 0.0857041 0.0500364 0.0537777 0.0497313 0.0386062 0.0296484 0.0269416 0.0859511
threshold=223.29399794390005 -0.0019399999999999999 24.719476717350002 37.050691080100002 327.59572666555005 203.92158861145001 86.756543869550015 13.565316951450002 22.694946929300002 83.116371560950014 75.806453904250006 8.9430209551500024 -0.08786999999999999 73.245799595050016 9.5425530862500008 -0.58559499999999998 22.662932349550001 -0.26894999999999997 23.314707969200004 33.235275174000002 -0.167075 117.57433941890001 126.44787765430002 116.35915634395 -0.23783499999999999 -0.60024999999999995 195.10791980860003 211.36251378275003 7.9499782602000009 72.378669787950017
decision_type=2 2 2 2 2 2 2 2 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 9 10 11 8 -7 -8 -6 -2 -4 15 13 -13 -14 16 25 18 19 -17 21 22 -19 24 -24 26 -1 -20 29 -18
right_child=1 -3 3 -5 5 6 7 -9 -10 -11 -12 12 14 -15 -16 17 28 20 27 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.084994704529196427 -0.10058668949275025 -0.079088774503234968 -0.0034137987616067972 0.097039736940153359 -0.10202491663587339 -0.10156253567866201 -0.10183894449202086 0.076294287750365369 0.05902171458359691 0.04303475463881698 0.067331476089675726 0.053516374992200313 -0.10099239238180271 -0.036531743650916174 -0.012845473683311934 -0.060357474911162293 0.020611979812861645 -0.077268861629230481 -0.10246125938160151 0.1010509148159478 0.0016770232440846999 -0.10119744349642078 -0.076213403460683116 0.096205761491022779 0.06258305581954586 0.097643197241588375 -0.076240849019995185 -0.02009037693794645 0.010293006606915171 -0.10179359441485232
leaf_weight=0.025794926209357527 0.034883323442045366 0.051187309743908282 0.07202305318787694 0.10211170648108236 0.11735888713145115 0.048322777811335982 0.035071037394487803 0.14927324798190966 0.013115811278112233 0.01123834517241562 0.067993942198881996 0.15163546857002075 0.11421482354216905 0.095425932689977344 0.0450510442169616 0.040902745749831548 0.13973276875913143 0.045227195741744164 0.21404129163451557 0.10087185050360858 54.342965711257705 0.05268243189129862 0.040824103389098809 0.23465943942210288 0.088284091337982318 0.16890465153937018 0.035000023764041543 0.054906603981180524 0.5881216213292646 0.097317530673990404
leaf_count=49 18 33 14 26 209 11 103 47 14 65 30 29 41 34 35 76 21 64 80 8 2590 82 97 88 48 29 17 32 18 26
internal_value=0.00171534 0.0211163 0.0389106 0.0588165 0.00159989 -0.0228288 0.0125042 0.0424049 -0.0858359 -0.0655908 0.030941 0.00175641 -0.0184202 0.0187358 -0.0760585 0.00190211 0.0142613 0.00166599 -0.0372749 0.0544837 0.00195782 0.0350101 0.0525549 0.0686959 0.0186955 0.0697276 -0.00782959 -0.085645 -0.00117865 -0.0296398
internal_weight=57.3791 0.339438 0.28825 0.242129 57.0397 0.363142 0.232667 0.184344 0.130475 0.0461217 0.140017 56.6766 0.406327 0.247061 0.159266 56.2702 1.05487 55.2154 0.410722 0.141775 54.8046 0.461677 0.408995 0.363768 0.129108 0.2297 0.0607949 0.268948 0.825172 0.23705
internal_count=4034 186 153 70 3848 384 161 150 223 83 44 3464 139 63 76 3325 160 3165 196 84 2969 379 297 233 145 95 66 112 65 47
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=6 22 21 5 23 20 20 9 16 5 22 12 15 20 22 3 21 18 9 19 22 20 19 20 22 9 0 6 18 0
split_gain=0.0173194 0.0313231 0.0192144 0.0139335 0.0338081 0.0433896 0.0339612 0.0320607 0.019083 0.0998091 0.0317044 0.0227478 0.0171951 0.0859627 0.0362828 0.0928248 0.0188381 0.0228669 0.0171458 0.0692901 0.0543059 0.0720304 0.117873 0.0640326 0.0894813 0.0413532 0.089798 0.241578 0.0680335 0.171179
threshold=6.9501623894500009 -0.167075 4.837019638150001 13.264960807550002 0.092505000000000018 38.625745710700009 42.599563320500003 55.918686211100002 14.074967086600003 13.812766882300002 -0.23349 161.47699165635004 20.729785921300003 41.147265497500008 0.066710000000000019 81.93344998355002 5.0750534271500012 16.678478692200006 186.68586460755003 14.551174033150001 -0.018034999999999999 42.198888176300009 14.151141757350002 41.806790701050012 0.15844000000000005 194.04304600165003 85.861287312150012 16.555386813950005 13.455547561900003 87.278104746850019
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 -7 -8 9 -5 11 -11 13 14 15 -10 -15 -18 19 20 21 -14 -23 -22 -25 26 27 -20 -28 -30
right_child=3 -3 -4 8 -6 6 7 -9 12 10 -12 -13 18 16 -16 -17 17 -19 25 -21 23 22 -24 24 -26 -27 28 -29 29 -31
leaf_value=0.071438629447355032 -0.10038044989345252 -0.10022215824429143 -0.10045976572762645 0.0057904581343917877 0.0011503246034809138 0.077437268411616397 0.091895160135437484 -0.066366493310192565 -0.10146995091194606 -0.10027932388456232 -0.10151497514841223 0.064499299491549464 0.0056977861417436063 0.099490959913968668 0.010700768068472484 0.073119643222750358 -0.019751360904365755 0.099286319292647973 -0.10433739927457074 0.065314143902617874 0.09395461982637654 0.022076717990317529 -0.10126651415729036 0.087004657171275104 -0.10372154289998795 0.0021990532890677496 0.0025669101103380672 0.027936486342092028 -0.081163880581200318 -0.0052962873842617199
leaf_weight=0.025211412593936444 0.019092581001927011 0.044799546003427504 0.0087625747169681745 0.5755218751078236 0.58833164833117735 0.18099074465737885 0.019612875155871734 0.036851372833723417 0.095752421882933869 0.013280526592993169 0.14083155224504651 0.022694987365184716 3.9356738654932997 0.1201777233465009 0.5809768031394924 0.044654605284449644 0.036545686849422054 0.028898226039018482 0.30377950421688993 0.19651942275231693 0.14169825317162477 0.14409953926769947 0.16758704104540811 0.047857107856202674 0.050614734449482057 41.098595158326589 6.1578371715004305 0.25312093746742903 0.35890185646712813 1.7354135396599302
leaf_count=76 56 657 50 40 84 121 7 91 34 34 206 71 220 15 11 60 42 3 56 39 54 159 51 74 9 1484 92 25 25 88
internal_value=0.00154855 -0.0453087 0.0271026 0.0016132 0.0143598 0.0446527 0.0563141 -0.0113943 0.00142175 -0.0143979 -0.0801125 0.00367051 0.0016362 0.0152921 -0.00032433 -0.045944 0.0759824 0.0328124 0.00140931 0.00719411 0.0046489 0.00203301 -0.0442422 0.0509104 -0.011029 0.000866385 -0.00535117 -0.0442166 -0.00272832 -0.0182977
internal_weight=57.1747 0.0787735 0.033974 57.0959 0.844879 0.256548 0.237455 0.0564642 56.251 0.752329 0.176807 0.0359755 55.4987 0.907005 0.721384 0.140407 0.185622 0.0654439 54.5917 4.68405 4.48753 4.24736 0.311687 0.24017 0.0984718 49.9076 8.80905 0.5569 8.25215 2.09432
internal_count=4034 783 126 3251 359 275 219 98 2892 351 311 105 2541 165 105 94 60 45 2376 606 567 430 210 137 83 1770 286 81 205 113
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=7 7 7 5 0 5 13 0 18 9 13 21 17 7 20 17 21 0 6 15 2 18 21 7 18 23 16 18 2 9
split_gain=0.0150419 0.0309858 0.0299748 0.0613609 0.0251106 0.024414 0.0568934 0.0196473 0.03163 0.0165227 0.0444474 0.0452101 0.0418892 0.0692783 0.0690743 0.0746961 0.04445 0.0255414 0.123118 0.0177233 0.0202856 0.0165292 0.0288374 0.0160871 0.100287 0.0956324 0.0941528 0.0916577 0.0830779 0.068707
threshold=22.061824394000002 21.946499523750003 22.181995028450004 21.500664456800006 85.877418060900013 18.811785479000005 105.33378955095002 84.226704768850013 12.658193188950003 186.68586460755003 117.70876232545002 15.803805445550003 190.38166638035003 24.024273989350004 41.806790701050012 179.56144807225004 9.277127270600003 85.732241321850012 16.555386813950005 23.148526981200003 101.23478163165002 13.142272494650003 16.359396914950004 23.109894804950002 13.314799198000001 0.088350000000000026 22.554947256700004 13.24088655595 108.63443756215001 190.49354742400001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 6 -6 8 -1 10 11 12 14 16 -4 -16 -14 18 -11 20 -17 -13 -23 24 27 -26 -27 28 29 -19
right_child=2 -3 9 -5 5 -7 -8 -9 -10 17 -12 21 13 -15 15 19 -18 23 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0016313325985965828 0.075658543683842616 -0.10151631075577656 0.0023881181935277627 -0.018313954219642735 -0.10064083185690922 -0.10142074980457938 0.09030227270177639 0.050293524306412207 -0.077688637911245695 -0.10139162246592451 0.071618646404758235 0.10030124103217089 0.096881720131584623 0.0047031507395437627 0.088767021699830362 0.10033218917077046 0.0044714643069431763 -0.0054743744358363312 0.00016692583565320576 -0.10149261710770432 -0.10023198331436063 0.099774794814267598 -0.10060448758655678 0.0020674152780893579 -0.0034351418509176133 -0.024068534821894021 -0.10588838302418456 0.03044106285310071 -0.014501524791892761 0.029344020028416559
leaf_weight=1.1260300497772342 0.15743607244212299 0.035170187284506826 2.2483278489419485 0.12438048540934687 0.03249111133609206 0.052523321331605644 0.03002473630476743 0.067115918927811324 0.057469249429502045 0.14119693855309279 0.1070414661662652 0.068121666088700183 0.16870514821766835 0.57067043296058273 0.028067504304608693 0.0099788215011358261 0.075276804899772287 1.1835338068194681 0.77211224283792035 0.13545445095587638 0.010195173721683659 0.01606929786889566 0.012986193959577008 43.575509302279769 0.68735492159612455 0.33257548641995527 0.24370026744509232 0.97443883254163655 2.8192918851709692 1.0874876054003833
leaf_count=383 23 15 160 25 64 77 7 19 256 111 7 8 54 349 64 1 34 13 67 66 72 11 69 1890 17 30 15 28 65 34
internal_value=0.001395 -0.00883913 0.00165308 0.0341835 -0.00645238 -0.0511616 -0.00893582 -0.00233976 -0.00532458 0.0014872 0.00818719 0.00615665 0.00414498 0.0237709 -0.00242908 -0.0613886 0.06837 0.001041 -0.015534 -0.0884691 -0.00102535 0.0733663 0.0102164 0.00133838 -0.00299653 -0.0286245 -0.0586692 0.00234322 -0.00303555 0.0111986
internal_weight=56.9507 1.40082 55.5499 0.281817 1.36565 0.115039 0.0625158 1.25062 1.1835 55.2681 3.45089 3.34385 3.24668 0.814652 2.43202 0.183696 0.243982 51.8172 0.913309 0.155628 0.020174 0.0971772 0.0290555 50.9039 7.32838 1.26363 0.576276 6.06475 5.09031 2.27102
internal_count=4034 821 3213 48 806 148 71 658 639 3165 895 888 800 437 363 203 88 2270 178 139 73 88 80 2092 202 62 45 140 112 47
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=18 21 20 4 22 23 0 5 16 20 5 12 20 2 3 20 8 9 13 10 19 22 23 5 22 16 6 4 4 3
split_gain=0.0126869 0.0786683 0.0856767 0.0562915 0.0512085 0.0651981 0.0382743 0.0375326 0.032528 0.0500068 0.05502 0.0218097 0.0508341 0.0186005 0.0221465 0.0172104 0.016144 0.0159043 0.0838447 0.0774727 0.0637151 0.0321071 0.0750609 0.0672694 0.0491896 0.0883109 0.143272 0.0635716 0.0293596 0.0284566
threshold=12.885811969150001 5.3866163921000005 43.426640904350009 195.50296729855003 -0.053159999999999992 0.10111000000000002 82.250688042950017 20.374719724350005 22.714946882600003 39.525197829750006 22.649179082500002 113.54869230380002 36.491284729650012 319.18044405035005 108.40938565220002 39.577821550850011 9.3427090425500019 187.94830913940004 117.70876232545002 61.950140699950005 14.551174033150001 0.22598000000000004 0.097015000000000032 17.915797078650005 0.12427500000000002 22.564947233300003 16.305380972600002 249.29025409490001 157.07313959035005 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 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 4 7 -3 -6 13 -1 17 -10 -11 12 16 14 -4 -5 -9 18 19 -2 28 24 23 -23 29 26 27 -26 -21 -19
right_child=8 2 6 15 5 -7 -8 11 9 10 -12 -13 -14 -15 -16 -17 -18 21 -20 20 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.050869527388157532 -0.1031296487472429 -0.10278866988993643 0.058990241687649485 0.0042535536841827853 0.083047153815028335 -0.10506638362782489 0.091439687256309354 -0.029940740727929745 0.072738994462965209 0.059302943981867862 -0.050330511648886911 -0.0023603472388327982 -0.084339323571626046 -0.10022373101904265 -0.051306589564120299 0.091228048400763068 0.10028988304556959 0.002103973558395371 0.085423037669891677 0.064676880140982496 0.08002211121095984 -0.1034129700807957 -0.0026300834247136875 -0.0066960543640167125 0.074941124568217304 0.094622318839157477 -0.079196511842819242 -0.013951360732810107 0.0032100651820635494 -0.0041401220143130095
leaf_weight=0.12542239238973651 0.065751408693584312 0.20578744685826678 0.037563600792054785 0.030509392037401883 0.039028568478442938 0.034899907286671805 0.047521944875711597 0.015521730379987164 0.16165384277701278 0.08026104693999514 0.10653776316303265 1.4327198896171465 0.094823321563808349 0.021544918727158802 0.035323312493687808 0.089473032114256057 0.024613060057163239 38.277668052225422 0.13216492221272336 0.079117532171949168 0.11398612899938587 0.15758953039039525 1.2117801215590587 0.1322764296492096 0.21728178158627898 0.15475730877369642 0.13589426589896902 0.12775372889052505 4.363787859131663 9.01823760386503
leaf_count=14 37 43 35 38 60 9 14 51 25 8 37 107 67 37 44 61 3 1694 24 11 26 50 33 27 23 10 17 36 1130 263
internal_value=0.00125823 -0.00612663 -0.0450318 0.00292158 -0.0771433 -0.00575686 0.0182429 -0.00176904 0.00156084 0.0320163 -0.00322477 -0.0059804 -0.044411 -0.0185927 0.0055369 0.069112 0.0499245 0.001365 0.00688893 0.00464358 0.00619864 0.000833672 -0.0135649 -0.0592775 0.00128476 0.028917 0.0077738 0.0420276 0.00430464 0.000913369
internal_weight=56.7713 2.23475 0.42167 1.81308 0.279716 0.0739285 0.141954 1.6931 54.5365 0.348453 0.186799 1.56768 0.134958 0.0944318 0.0728869 0.119982 0.0401348 54.188 4.75481 4.62264 4.55689 49.4332 1.50165 0.289866 47.9316 0.635687 0.48093 0.345036 4.44291 47.2959
internal_count=4034 583 242 341 112 69 130 242 3451 70 45 228 121 116 79 99 54 3381 1228 1204 1167 2153 110 77 2043 86 76 59 1141 1957
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=3 17 13 16 20 16 5 23 5 0 7 6 0 9 22 23 2 13 6 5 18 18 22 23 21 15 5 16 8 20
split_gain=0.076097 0.0925495 0.0631809 0.305424 0.131493 0.114302 0.118752 0.110487 0.104194 0.32574 0.201384 0.196265 0.131762 0.0997342 0.0982823 0.413627 0.216981 0.186928 0.159971 0.137459 0.245318 0.0964821 0.0944332 0.0851844 0.201731 0.108597 0.0773103 0.0770385 0.126972 0.209649
threshold=76.172084209950015 241.79519611995002 113.97180552410002 20.844951255400005 37.828051409500013 22.239947993350004 20.556063402800003 0.085820000000000021 20.849573174100005 90.767723400200012 22.747724408400003 16.235379337050002 92.313586825200005 189.78071820640002 -0.059424999999999999 0.083495000000000028 69.881082014850008 109.63263410155001 14.845346859150002 18.769588925400004 13.946975448150001 15.064837217800003 -0.58287999999999995 0.092505000000000018 8.0341677368500015 24.941885346000003 23.195398057700004 22.514947350300002 8.543332867800002 42.047301293400004
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 6 -6 -4 11 10 26 12 13 -2 15 17 -17 22 -16 23 -21 -22 -14 -18 -25 -26 -10 28 29 -7
right_child=2 -3 4 -5 5 27 -8 -9 9 -11 -12 -13 14 -15 18 16 19 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0019722276034269885 0.00061443454348999559 0.0008280594962590791 0.00027314675802734466 -0.0015341139811590877 -0.0020149348587842988 0.00030693361379829307 -7.4037869677651681e-05 0.0013865505042487041 -0.0020791995520301589 -0.0022276431004684596 0.0016115302631659471 0.0012926446425240749 0.00085831972272926475 -0.001331896652760803 0.00018693334813195392 -0.0016254970756807835 0.00042663358425472212 0.0012746577177567664 0.00105921232095694 0.0019696813761514139 -0.0020228013903951475 0.00011020088894581058 -0.0018169217490666535 0.00018530488999705209 0.00011097693604148989 -0.001999128731486664 0.00022790342662508845 0.00018409325316304966 0.00018507837513500249 0.0019931571369509113
leaf_weight=0.13520711538703167 0.1352250495936137 0.06829709072735568 0.70385150752372172 0.43531761434860428 0.17591606453061004 0.67129020858555943 0.38964841624851942 0.66774654037544678 0.11369370327875472 0.29021304942926918 0.25171230927298893 0.55875954607472422 0.054582533513894305 0.4025278645567596 14.156194939662941 0.26709208579268207 4.148108579698599 0.095871733501553535 0.8572824659058832 0.09908082301262755 0.30919994211126323 0.11072859113482991 0.71858941518310082 3.0219624904057132 0.14305044536013145 0.27220572860096581 0.10974515870225332 33.893946856248931 1.7730540004558861 0.49069473147392273
leaf_count=856 71 69 101 28 14 15 254 62 96 104 25 39 21 42 323 64 122 3 44 7 51 36 313 112 35 55 206 797 11 58
internal_value=0.000164721 -0.00103244 0.000168451 9.47637e-05 0.00021892 0.000197049 -0.000677744 0.000815194 0.000121915 -0.000590869 0.000408841 0.000143435 0.000117534 -0.000842466 0.000138819 -2.02811e-05 0.000113381 -0.00130784 0.000236741 0.000170689 -0.000805554 -0.00146036 -0.00162806 0.000237486 9.21834e-06 -0.00127222 -0.000946033 0.000210483 0.000515232 0.00101901
internal_weight=65.5208 0.203504 65.3173 26.5511 38.7661 37.3946 0.565564 1.3716 26.1158 0.765364 0.475151 25.3505 24.7917 0.537753 24.2539 9.24047 8.37143 0.869044 15.0135 8.10434 0.519009 0.419929 0.773172 7.58533 3.43722 0.415256 0.223439 36.829 2.93504 1.16198
internal_count=4034 925 3109 1797 1312 1149 268 163 1769 431 327 1338 1299 113 1186 819 482 337 367 418 94 87 334 324 202 90 302 881 84 73
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=8 20 16 20 2 23 21 6 7 9 8 18 0 20 14 15 3 10 22 21 22 7 20 21 6 23 23 0 6 18
split_gain=0.0420292 0.122205 0.058443 0.0555502 0.0528184 0.0350841 0.126734 0.394433 0.0909792 0.194724 0.0758483 0.0720609 0.113954 0.0784003 0.092449 0.0565712 0.128385 0.592271 0.132442 0.335854 0.558814 0.176146 0.158704 0.13075 0.193091 0.130737 0.285664 0.0950012 0.17863 0.130947
threshold=5.9453602998000008 47.709122305950011 21.094950670800003 49.283271594150008 253.13454704850002 0.081155000000000019 2.8525683144000005 14.815346158200002 24.225158517200004 202.49517884540003 8.6432548896500023 13.222029912150001 85.812895065800021 38.903925214650009 175.25857789210002 37.870720399650004 83.538459487450012 71.096275259700022 -0.097799999999999984 4.1931896429500011 -0.041369999999999997 23.779256055650006 42.719328117250008 6.7825386038500008 16.415383542800004 0.43162500000000009 0.12535000000000004 97.878695155250014 12.350288562550002 16.678478692200006
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 7 8 -2 -10 -9 12 -8 -13 -15 16 27 18 23 20 -20 -22 -21 24 -18 26 -24 -7 -29 -30
right_child=5 3 -4 -5 -6 15 11 10 9 -11 -12 13 -14 14 -16 -17 17 -19 19 22 21 -23 25 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0019644816034142506 0.00028441103615516999 0.0014599377597765838 0.0010974279448234181 -0.00086222268672050788 -0.00076752114982277871 0.00035953082542059591 0.00026096633495593518 0.0017286687490964824 0.00090732671629335326 -0.0018127379940767235 0.00039897360894187561 -0.00030811344335859495 -0.000616320700853633 0.00086633818632042775 0.00022383120760956568 0.00023948909432287591 0.0012494952908852731 -0.0019879760071708692 -0.0017891123383450035 0.00019948437728253539 -0.00038627016612436977 0.0011220685031867619 -0.0020841940850697335 -0.00029787232425992796 0.00024603580159676393 0.00028664168730860946 1.7486596934826332e-05 0.00019571779333542872 -0.0010874168400317376 0.0007177845950767837
leaf_weight=0.18007043082329133 1.3286549507174634 0.16780684261885881 0.027646240312606096 0.096985853908080344 0.054131210961827492 9.188330920354927 1.2175147433008526 0.96882808765803907 0.16538509976271587 0.26066782776297259 0.19876856013434008 0.91932894877515892 1.0691356374882159 0.96524170425254663 7.9730413807001241 16.38739789567353 0.89176520437468276 0.56274883602600212 1.0574968605797042 8.4551725529308879 0.8896957969118382 0.4473362511198502 0.44117889642075059 1.2039908028091302 4.2553371536778286 0.55223439633846272 0.56976045127521502 4.6439389986994106 0.77821268669504196 0.19275670461502159
leaf_count=1089 15 50 5 255 61 104 37 106 18 52 24 40 29 17 246 527 54 183 83 171 40 38 51 46 57 2 6 456 132 40
internal_value=0.000165132 -0.000386579 -0.00155695 0.000375692 0.000916655 0.000169563 0.000252605 0.000619205 3.15836e-05 -0.000756864 0.0015023 0.000164389 -0.000149214 0.000237135 0.000293215 0.000144796 9.93288e-05 -5.92019e-06 5.35235e-05 -6.43101e-05 -0.000724026 0.000118381 9.33716e-05 0.000283823 0.000419891 -0.00048059 -0.000899697 0.000236739 3.58007e-05 -0.000729049
internal_weight=66.1106 0.526641 0.207717 0.318924 0.221938 65.5839 15.0666 2.9223 1.75471 0.426053 1.1676 12.1443 2.28665 9.85761 8.93828 50.5174 34.13 19.3267 18.764 12.4129 2.39453 1.33703 10.0183 6.35109 5.1471 1.56317 1.01094 14.8032 5.61491 0.970969
internal_count=4034 1460 1094 366 111 2574 584 215 85 70 130 369 66 303 263 1990 1463 731 548 391 161 78 230 157 111 59 57 732 628 172
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=10 3 10 16 20 23 0 13 2 23 4 6 23 0 22 7 12 21 14 8 21 16 20 9 0 20 13 8 18 2
split_gain=0.0951238 0.264863 0.363194 0.397278 0.386455 0.242039 0.217173 0.172636 0.204312 0.148689 0.132699 0.144702 0.127743 0.227798 0.126328 0.120108 0.118004 0.190158 0.104068 0.103533 0.0792918 0.32279 0.161888 0.191415 0.118365 0.0682832 0.16125 0.188365 0.154476 0.120299
threshold=66.590419433100024 83.538459487450012 71.096275259700022 19.199955102150003 36.893814626400008 0.11278000000000003 90.407470010750018 113.89115178020002 118.06771887965002 -0.085699999999999998 250.05420802265002 14.935348962050002 -0.09053499999999999 96.959242474650011 -0.053159999999999992 24.876210878000006 105.35624869990001 8.8898213993500015 240.28931515145004 2.2482454915000001 7.0441631297000011 15.584963555600002 41.827117825850003 214.88418602500002 101.72856719805002 38.064633603500006 116.19247193985002 9.3427090425500019 13.3584252364 115.07851450450001
decision_type=2 2 2 2 2 2 2 2 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 12 3 10 -5 -6 7 8 -1 15 16 19 13 -2 -8 -4 -3 -18 -10 -12 -14 22 23 -22 -24 28 27 -27 29 -9
right_child=1 2 9 4 5 -7 14 25 18 -11 11 -13 20 -15 -16 -17 17 -19 -20 -21 21 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0019246073519640758 0.0018150285808673854 -7.1386230280182263e-05 -0.0019892797571844155 0.00027322982724517611 -0.0017877718834213273 0.0003331855894749104 0.0019676977298402698 0.00056738629339713495 0.0014666309812967019 -0.0019255667336485756 0.0019240061139871752 0.0012453631500656088 0.00025826435808215141 -0.0019142844479538292 0.000398855448129454 0.0020110224430893689 0.0016641385137421026 -6.3551386716122993e-05 -0.0012711731329593727 -0.0020006597997343396 -0.0014126131018443637 -0.0019335813288460886 0.0016786984398420642 0.00041785778585067424 -0.0019795032374199674 -0.0017919861902224163 0.0002468144484037076 0.00069238635794507421 0.0016050586747557774 -0.00070748116683303039
leaf_weight=0.30450066446201063 0.083639274389844753 0.41978999032192987 0.047443704755437466 1.0130858905613425 1.0058330096944699 0.26042077247984696 0.44338528677326394 1.5251638453446497 0.15270819679290071 0.63988602630456615 0.029897069620346772 0.11492855520918965 18.844481978439092 0.25485362669768463 0.35559643380110983 0.073656260967254639 0.80993328964177613 0.35110806245938875 0.082064573080060654 0.19054285292759232 0.3272077258363868 0.32732822598336486 0.34438837383959253 0.66810671063558402 0.037730972918382122 0.31650840118208989 36.700859682067403 0.18645745849789819 0.45327617716975499 0.34984892602187745
leaf_count=128 7 28 49 27 89 13 32 80 90 296 6 8 986 205 23 1 40 27 80 130 94 90 35 30 203 102 992 42 32 69
internal_value=0.000198363 0.000105256 -0.000302233 -7.61826e-05 -0.000629404 -0.00135157 0.00025724 0.000237057 -0.00086486 -0.00154851 0.00058188 -0.000538397 0.00020195 -0.000992797 0.00126947 0.000443812 0.000819544 0.00114167 0.000509634 -0.00146838 0.00022163 -0.000183324 0.0002326 -0.000183906 0.00131748 0.000252089 0.000231703 -0.00087099 0.000577841 0.000329515
internal_weight=66.7146 25.8443 4.95653 4.19554 2.27934 1.26625 40.8704 40.0714 0.539273 0.760986 1.9162 0.335368 20.8877 0.338493 0.798982 0.1211 1.58083 1.16104 0.234773 0.22044 20.5492 1.70476 1.37743 0.995314 0.382119 39.5321 37.2038 0.502966 2.32829 1.87501
internal_count=4034 2364 714 368 129 102 1670 1615 298 346 239 144 1650 212 55 50 95 67 170 136 1438 452 362 124 238 1317 1136 144 181 149
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=10 0 0 22 13 5 23 14 18 14 20 23 3 10 17 22 21 23 21 19 23 2 9 16 20 7 22 3 9 9
split_gain=0.0136412 0.182716 0.145377 0.100186 0.0964099 0.111379 0.172691 0.0888922 0.0803438 0.0801682 0.0778169 0.0951545 0.0703549 0.291758 0.249131 0.186994 0.155506 0.124811 0.116844 0.124236 0.0770397 0.185238 0.0563255 0.0562673 0.0712906 0.0505633 0.0709427 0.0482949 0.0771211 0.0539144
threshold=66.590419433100024 90.407470010750018 92.313586825200005 -0.053159999999999992 113.97180552410002 20.016397659050003 0.10371000000000001 223.45180875365003 13.793345552600002 240.28931515145004 37.828051409500013 0.085820000000000021 83.538459487450012 71.015621515800021 188.83172615260003 -0.061874999999999999 0.83684949340000014 -0.085699999999999998 7.6056575014000005 13.751109481500002 -0.09053499999999999 54.465024697200008 196.64273721640004 18.554956610400005 38.625745710700009 24.909276771700004 -0.10051499999999999 88.931506497100017 204.27826083785001 194.04304600165003
decision_type=2 2 2 2 2 2 2 2 2 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 27 -3 5 -1 7 -7 23 -9 11 -6 20 14 -14 16 -16 -15 19 -17 21 -10 -13 24 -4 -18 -27 29 -29 -2
right_child=2 3 8 -5 10 6 -8 9 12 -11 -12 22 13 17 15 18 25 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.097007230968548852 -0.019455948415271023 0.10022990179659164 0.10076315076112233 0.014365443963489488 0.004036764105523301 -0.10359520031236158 0.10046171482843919 0.089907272418461415 0.10198213936316614 -0.067859996965679584 0.0017402743370074957 0.096520398989361128 0.081526767909928077 0.031558943144340809 0.031614338295884857 -0.030155836336641307 -0.10274021983473686 -0.10147128323140003 0.063369150866403115 0.040030312510811406 0.0032126107945040709 -0.10397890440770273 0.023276438273628818 0.098841663127447896 -0.082664022479039062 0.049849376967287529 -0.10080164132273371 -0.08874460057453698 0.090222248269820546 -0.10282813184028883
leaf_weight=0.20835486330729835 0.11736825535200779 0.29144891543182894 0.037228580564263036 0.25458920415257935 0.60584842332082078 0.14126979477600798 0.10868713114177808 0.064611587891704403 0.05763231590390816 0.064222917259712631 32.972641321197557 0.24822023292745143 0.32908911031267951 0.083498596616479737 0.15202952039544526 0.75493739276134808 0.36806141407578252 0.45395277156256908 0.30112349207047384 0.37871425924822688 18.054967821847264 0.18021714358260965 0.18195886339526623 0.14103509997949004 0.049179126615797486 0.059569918550551382 0.065769472366809634 0.045761901575602337 0.050816282673622482 0.22871185666008387
leaf_count=24 40 32 2 23 101 181 16 24 1 79 1129 34 25 18 18 58 39 258 26 16 1430 209 27 15 48 6 39 56 15 45
internal_value=0.0015795 0.00280045 -0.000378844 0.0601958 0.00189456 -0.0382818 -0.00597979 -0.0488107 0.000790867 0.0112616 0.00258819 0.0295739 0.000157794 -0.014182 0.000679555 -0.0121105 -0.0568126 -0.0808037 0.00799862 -0.00670904 0.00246776 -0.0540733 0.0655394 0.0599099 -0.00363481 -0.0840592 -0.0292019 -0.0571047 0.0054219 -0.0745536
internal_weight=57.0515 35.1419 21.9097 0.546038 34.5958 0.587146 0.378791 0.270104 21.467 0.128835 34.0087 1.03603 21.2396 2.94675 2.40929 2.08021 0.64543 0.537451 1.43478 1.13365 18.2928 0.237849 0.430179 0.227443 0.0864077 0.493401 0.125339 0.442658 0.0965782 0.34608
internal_count=4034 1670 2364 55 1615 324 300 284 2208 103 1291 162 2143 503 227 202 102 276 100 74 1640 210 61 65 50 84 45 156 71 85
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=10 5 9 16 7 18 21 20 16 16 7 17 2 0 16 20 8 22 20 20 7 21 3 9 8 22 23 6 21 9
split_gain=0.0142474 0.0336591 0.0532723 0.0440492 0.0274912 0.032311 0.0294811 0.0219007 0.0168408 0.0156349 0.0178995 0.0447238 0.0317319 0.0345815 0.0200663 0.022505 0.0147943 0.0378706 0.0494374 0.20132 0.042656 0.101193 0.0419827 0.191196 0.0520973 0.137999 0.0377118 0.0355237 0.030348 0.134264
threshold=61.622148808000013 27.084128732200003 191.29995577870002 22.794946695500006 21.725272673150005 11.928667296000002 2.2961539179000003 44.952171034750002 19.254954973500002 22.764946765650006 22.105125139000005 182.50770257345002 118.06771887965002 91.394134144600017 18.964955651700002 47.927946529500012 8.543332867800002 -0.122095 39.896141435400004 38.748048509250005 23.109894804950002 14.946136646400001 92.703413254150021 206.75106037490002 8.7431769115000026 -0.083064999999999986 0.088655000000000025 16.425383776450001 8.9626214023500008 207.04102956050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 -8 -7 10 11 14 -13 -14 15 -2 28 26 19 -19 21 27 23 -22 25 -25 -18 -20 -12 -30
right_child=9 4 -4 -5 -6 8 7 -9 -10 -11 16 12 13 -15 -16 -17 17 18 20 -21 22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.076608760490166419 -0.10016850218346383 0.095830699389753138 -0.10095990070090584 0.055995189282483641 0.084168854047071515 0.031493832591978757 -0.10032202697721229 0.017671619177322153 -0.10060066024585378 0.016777787463857292 0.0023842866202395804 -0.10160282174958635 0.089817596612782824 -0.10071838600022796 -0.00050648454388477801 0.037397415845330365 0.0081306565416290662 0.0023965495112179681 -0.09045713757573566 0.07625450456379726 0.091990057529227245 0.0080992435040892988 0.0028157437857329569 0.049068126071882372 0.016208529865685394 -0.088286596759970859 -0.025151426196106382 -0.027559841786482971 -0.0016158792930022169 -0.060699254453994704
leaf_weight=0.041922346483260209 0.041716962452251094 0.037281385808455525 0.094844820168873412 0.062247208319604397 0.040750972302248556 0.012485546911193524 0.020677909914297743 0.065745548787162988 0.042519617892139649 0.66744557116180558 29.827284824157502 0.085724979763654119 0.022017689397785034 0.016788964551295749 0.9337430871091783 0.016633782785508089 0.59099108249210874 1.4770303566692735 0.17698195937918981 0.49198509647976596 0.30214563012122919 0.62283090730488766 7.5705337607860201 0.12207768722145929 0.71006519900402054 0.18248548707925116 0.80308695232088212 0.18227818106015548 11.041748753623136 0.39849705501907884
leaf_count=97 306 17 52 13 19 46 127 40 68 15 1959 19 17 40 16 20 17 61 21 36 12 13 75 19 24 31 45 28 642 139
internal_value=0.0014269 -0.0169564 -0.0467383 0.00262961 0.0100508 -0.00685022 0.0215035 -0.0105599 -0.0706167 0.00156358 0.001381 -0.0111522 -0.0676397 0.00738581 -0.0040617 -0.0609532 0.00163778 0.00454738 0.00638318 0.020851 0.00349676 -0.0162799 0.00568218 0.0221622 0.0013682 -0.0332309 -0.0110422 -0.0585449 0.00070482 -0.00367393
internal_weight=56.7026 0.418475 0.199014 0.10417 0.219461 0.17871 0.123705 0.0864235 0.0550052 56.2841 55.6166 1.11663 0.124532 0.0388067 0.992094 0.0583507 54.5 13.2325 11.8384 1.96902 9.8694 0.982091 8.88731 1.31677 1.01463 0.304563 1.39408 0.35926 41.2675 11.4402
internal_count=4034 479 162 110 317 298 184 167 114 3555 3540 418 76 57 342 326 3122 382 320 97 223 62 161 86 74 50 62 49 2740 781
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=10 5 9 16 23 9 23 2 3 23 19 22 15 21 23 8 15 18 19 20 13 7 22 16 2 22 20 21 16 6
split_gain=0.012355 0.0297903 0.0422818 0.0495859 0.0270837 0.0196294 0.0302254 0.0257827 0.0220743 0.0239545 0.0149754 0.0269988 0.0152329 0.158536 0.0577065 0.0232972 0.0213196 0.0608078 0.0964415 0.052932 0.0311148 0.0274162 0.0609452 0.0379677 0.0227892 0.0207806 0.122586 0.121485 0.133735 0.117721
threshold=61.622148808000013 26.429668882900003 191.29995577870002 22.794946695500006 0.10184000000000003 227.07958281845004 0.080515000000000017 319.18044405035005 108.40938565220002 0.049900000000000007 14.651182102100002 -0.097294999999999993 45.169600924000008 7.1067965614000004 0.10469000000000002 8.4434108459500017 41.492094664050008 13.431026577400003 14.351157895250003 41.806790701050012 117.64961624655002 22.105125139000005 -0.13125999999999996 18.964955651700002 163.32842070695003 -0.095854999999999996 42.779078631750004 6.6209860876500004 22.634947069650003 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 8 -3 -10 12 -12 16 14 -14 -15 21 20 -19 -20 24 22 23 -2 -18 26 27 -23 29 -29
right_child=10 4 -4 -5 -6 -7 -8 -9 9 -11 11 -13 13 15 -16 -17 17 18 19 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.10082369333227691 -0.057714548847415149 0.061516449822373281 -0.10089835102309808 0.052027395934558074 0.07655987904132501 0.10017838317819783 -0.10036895089188747 -0.10019685714281582 -0.076268186841149055 0.099433275141865562 -0.0052746122649725167 0.022607022078722644 -0.096460047911121574 0.0066185443337599924 0.00857049469884184 -0.013729343577780488 0.0038571900180913092 0.0038725336572250964 0.086240353673048095 0.019449316785316903 0.01057607337504398 0.0077726862594456134 -0.085355988438797936 0.048378664607541984 -0.015527241601831433 -0.00015545037221950772 0.04765394673209547 -0.059813038277619961 -0.090135757642013759 0.0031314256402749196
leaf_weight=0.032722703399712283 0.051870602505950103 0.061766771223119576 0.079738823550542293 0.060396256856620312 0.045680688079301035 0.014817139250226319 0.036291258483288402 0.020097705335501814 0.03129805006665265 0.010317526168364566 0.57888344477396458 0.86815130949253105 0.24155326137270039 2.2672964765306465 0.066771016601705924 0.74842368280587823 1.2128691901452833 0.73622514167436726 0.31030683411518112 0.19211336099397158 2.2052372874459252 7.9057384458597859 0.11654127787227153 0.096460625878535211 1.2130898564937522 34.669337770888959 0.63093057168469435 0.37777291457040751 0.23808842338621605 1.39179514022544
leaf_count=86 263 54 49 13 19 5 44 46 158 5 10 44 102 45 9 37 29 28 30 16 22 492 136 15 23 1603 454 150 13 34
internal_value=0.00128829 -0.0163777 -0.0474522 -0.00168563 0.00800818 -0.00992822 -0.0201395 0.00344028 0.0235875 -0.0327075 0.00141204 0.011453 0.00114628 -0.00541423 -0.0737145 0.00156873 0.00157098 0.00724271 0.0269234 0.0607011 0.00197899 0.000838935 -0.0312397 0.0112785 -0.00583591 0.00102686 0.00491425 0.00219411 -0.0197732 -0.0103062
internal_weight=56.5126 0.393127 0.172858 0.093119 0.220269 0.174588 0.159771 0.12348 0.103382 0.0416156 56.1195 1.44703 54.6724 3.32404 0.308324 3.01572 51.3484 5.86984 1.23865 0.50242 4.6312 45.4785 0.264873 0.148331 2.42596 45.2137 10.5443 9.91339 2.00766 1.76957
internal_count=4034 479 148 99 331 312 307 263 217 163 3555 54 3501 193 111 82 3308 148 74 46 74 3160 414 278 52 2746 1143 689 197 184
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=13 18 3 10 16 10 9 20 23 23 22 22 21 6 22 4 18 10 23 12 21 2 18 0 13 20 2 18 7 9
split_gain=0.0474085 0.0379369 0.126406 0.421892 0.244565 0.249792 0.208783 0.26127 0.141622 0.140561 0.125538 0.181699 0.153766 0.127142 0.112697 0.107196 0.0968757 0.0886755 0.0765391 0.112562 0.153857 0.096491 0.0759947 0.0635418 0.0995369 0.0910013 0.0998813 0.0943682 0.0868987 0.190157
threshold=98.050756475600011 13.946975448150001 83.538459487450012 71.015621515800021 18.344957101500004 70.206395618550019 205.22231928645002 40.377444152000002 -0.059734999999999996 -0.09053499999999999 -0.083424999999999985 -0.06828999999999999 7.6056575014000005 16.455384477450004 -0.033799999999999997 337.15527657900003 14.674589207750001 75.077881750900005 0.099465000000000012 120.18992510580001 0.66785492670000013 198.51835910855002 14.382403557200002 92.313586825200005 113.97180552410002 38.064633603500006 65.896304893200011 13.012604996900002 23.032902590750002 189.78071820640002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 23 9 4 -4 6 7 22 -5 17 13 -12 15 16 -9 -13 -8 -3 -11 -20 -21 -22 -6 24 28 27 -27 -26 29 -2
right_child=1 2 3 8 5 -7 10 14 -10 18 11 12 -14 -15 -16 -17 -18 -19 19 20 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00067336235574042816 0.00015777788673085522 5.6620419099609817e-05 0.001786749269609774 0.00042642350327410972 -0.00042737567345097101 -0.0016573039392067316 0.0018573680225210218 -0.0016916345764354506 -0.0019943877618814553 0.00025617985700752965 -0.0015826132196744384 -0.00092716087034258859 0.0016301096521763273 0.00029816835629426305 -2.9680711454412914e-05 0.0010392539641805533 0.00042767218154333384 -0.0022660107997382649 0.0002596998298679767 3.4196104310391341e-05 -0.0020087365798671227 7.2355844670775362e-05 0.00038772889577666871 0.00069172392905303523 0.00034055593991438507 -0.0011027917260024219 0.00019295122258829143 0.0012915061107162589 0.00046430616003528623 -0.0019653458358680777
leaf_weight=0.26047652083869266 0.34689807857290489 0.1122079828055601 0.29342535094997302 0.11131276942523982 0.72840814432129297 0.34865817759418849 0.47968012443743901 0.61112032256642124 0.56203648204291301 16.607390036049772 0.2565029165707553 0.33044798509217321 0.23780219303444028 1.220489819650538 0.2110386885688057 0.15732713218312711 0.29383584088645875 0.14469080710955495 1.3558684005402022 0.63059005368995691 0.33093640506558586 0.11557060314225964 1.1097454889677463 1.0015185440934136 1.3528529092563975 0.23027028410433459 33.997351539427427 0.57035546707629681 0.28432826211792417 0.30460258451057598
leaf_count=1186 298 13 49 24 39 65 21 58 268 358 33 33 16 16 20 27 34 32 27 19 60 30 48 59 108 41 946 57 29 20
internal_value=0.000161464 0.000164844 0.000107489 -0.000119212 3.89756e-05 -4.67113e-05 5.29173e-05 -0.00034623 -0.0015942 0.000189159 0.000409713 -0.000164118 0.000337342 0.000692335 -0.00126503 -0.000292913 0.00131427 -0.00125153 0.000208597 -0.000116204 -0.000589397 -0.00147008 6.47261e-05 0.000204371 0.00019121 0.000207553 0.000184234 0.000622574 -0.000440146 -0.000834867
internal_weight=64.5977 64.3373 26.2491 6.95183 6.27848 5.98506 5.6364 2.66031 0.673349 19.2973 2.97609 0.98208 0.725577 1.99401 0.822159 0.487775 0.773516 0.256899 19.0404 2.43297 1.0771 0.446507 1.83815 38.0882 37.0867 36.1508 34.2276 1.92321 0.935829 0.651501
internal_count=4034 2848 1290 751 459 410 345 165 292 539 180 109 76 71 78 60 55 45 494 136 109 90 87 1558 1499 1152 987 165 347 318
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=22 7 18 22 4 22 15 22 5 12 18 16 12 15 6 21 2 15 21 0 4 6 18 17 19 21 23 13 6 3
split_gain=0.0123216 0.058374 0.0738189 0.0644689 0.0448477 0.044369 0.085625 0.055351 0.177573 0.0922877 0.130243 0.0851208 0.0498867 0.0398533 0.0582073 0.186894 0.0465814 0.135868 0.295323 0.0737733 0.0522676 0.154154 0.0464498 0.0386393 0.0383963 0.0368547 0.0670121 0.0590929 0.0341493 0.128977
threshold=-0.037054999999999998 26.157592435900003 17.323446153950005 -0.16276499999999997 137.02556730370003 -0.053159999999999992 28.862433654350003 -0.06483499999999999 20.182301868200003 93.660658182900008 13.552878921100001 22.634947069650003 94.328280857900012 42.493282152450007 16.415383542800004 6.4178488307500006 188.47750099235003 37.491361913600009 10.959760372700002 87.350693116400024 271.76419630735006 16.335381673600001 15.534338342150003 185.24175881545003 14.351157895250003 0.37744949630000008 0.11768500000000003 106.60005333045002 16.265380038000004 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 7 -7 9 -9 10 -6 -10 -11 16 15 -15 20 18 23 -19 25 -22 -20 -18 -8 26 27 -14 -27 -30
right_child=-2 2 -4 -5 5 6 24 8 11 12 -12 -13 13 14 -16 -17 17 19 22 -21 21 -23 -24 -25 -26 28 -28 -29 29 -31
leaf_value=0.051653331072965561 0.0034686434570289047 0.024816906116723741 0.020334974343255291 -0.10163163737769564 0.019775895370393516 0.0012366369754336648 -0.042852792976104857 -0.0020529507460479131 0.077332005479770066 0.067843093895199991 -0.087178821954278507 0.012317143583941622 -0.080085461835547142 -0.096473984271140067 -0.0024141329763431234 0.0028186380015373215 -0.0050336696776740984 0.019335879790030871 -0.0021748157932611266 0.094463008671973936 -0.097681200054167139 0.0030063740660030581 0.089493658554385236 -0.10394458745104072 -0.01105161561849979 -0.0031519781341508104 -0.10307831315519067 0.063154316724225654 0.030887587432826647 0.001556850633399459
leaf_weight=0.17176593999466305 17.842062525615745 0.051901630333759385 0.13145659595361892 0.1806927739785732 0.19258902201727934 2.8330766366589151 0.82056387701231848 1.8535729739969569 0.53688659948238626 0.11173600779693771 0.27849953362570545 0.32224659584608162 0.032030162175273769 0.28657572996189529 4.9412581652942436 0.56000314655830152 0.048106332774969784 0.24570435693021864 0.078425692692690063 0.2792792036634637 0.20701286490903115 0.57277242885902524 0.18727211981166647 0.22063249219769432 0.70660715913982131 7.9733167828522893 0.032014939410146326 0.28567893767740316 1.6984650223748747 12.780215515414055
leaf_count=34 1215 46 380 208 40 32 20 45 35 6 88 24 49 59 141 24 79 33 123 24 68 7 41 96 22 537 6 186 60 306
internal_value=0.00129524 0.000291165 -0.0395629 -0.0734156 0.00067042 0.000440481 -0.00905204 0.00166778 0.0153656 0.000469574 -0.0434539 0.052946 0.0011471 0.000902185 -0.00656506 -0.0307929 0.00265615 0.0231691 -0.0123244 0.0593018 0.00173458 -0.0237236 0.062436 -0.0862388 -0.0281387 0.00260521 0.0348179 0.0487135 0.00210345 0.00499758
internal_weight=56.4624 38.6204 0.364051 0.232594 38.2563 38.0845 4.36025 33.7243 2.71271 31.0116 0.471089 0.859133 30.5405 30.4288 5.78784 0.846579 24.6409 1.05942 0.534437 0.524984 23.5815 0.779785 0.265698 0.268739 1.52717 22.8017 0.349724 0.317709 22.452 14.4787
internal_count=4034 2819 634 254 2185 2151 74 2077 104 1973 128 59 1845 1839 224 83 1615 396 339 57 1219 75 164 175 42 1144 241 235 903 366
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=13 6 19 8 8 20 9 2 8 18 7 19 20 22 7 21 16 0 23 12 22 17 2 7 7 23 12 5 23 4
split_gain=0.0630868 0.0487243 0.0500497 0.0452903 0.0391412 0.0874252 0.1419 0.131111 0.0572924 0.0543049 0.130173 0.230018 0.108855 0.448217 0.122047 0.103732 0.2858 0.26246 0.205828 0.1382 0.0985322 0.216495 0.0929174 0.165666 0.155697 0.15259 0.28998 0.219073 0.17565 0.131669
threshold=98.050756475600011 13.200308423050002 12.551012654050002 7.2443465838000014 8.8430989333000021 40.00488309970001 227.07958281845004 56.478612905150008 8.7431769115000026 13.946975448150001 23.974509389900003 14.251149826300002 37.311503175250003 -0.012794999999999999 24.054467534550003 8.8898213993500015 15.584963555600002 94.047642319350018 0.08883000000000002 86.968866757150025 -0.054619999999999995 196.31479727660005 106.79778736115001 23.109894804950002 23.085048345000001 0.088350000000000026 114.64361763410001 20.374719724350005 0.087555000000000022 197.64724210580002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -6 7 -7 9 22 11 20 13 -12 -14 19 18 -18 -17 -16 21 -11 25 24 29 26 27 -2 -29 -24
right_child=4 -3 3 -5 5 6 -8 -9 -10 10 12 -13 14 -15 15 16 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019654674558691161 0.00065534783052962622 0.00051162078883645423 0.00084521209803214341 -0.0019737994537970395 0.00017596085911986362 0.0007774087579097657 0.0014010731768472728 -0.0017589198271938287 0.00040376374965755073 -0.0020510171963329742 -0.0018070775408835465 -0.001741669542164551 0.00085742618625708126 0.00040131847213094562 0.001642849798814592 0.0016665086193057427 0.00020641792590086797 -0.0019960664993434944 -0.00060529747374241398 0.00015287116913915424 7.1798832159373778e-05 0.0008364669867359898 -0.0015191056135746576 0.00022849042412114806 -0.0015581974434014851 0.00020023183286500826 0.0019366608898953382 -0.0018669856186652874 0.0019981305175818202 -1.3049210809740293e-05
leaf_weight=0.13480947742537708 1.9275902279041464 0.089417133123788517 0.063980364638609899 0.033323954186016636 1.1079212353797618 0.099575195927172788 0.095800170674920082 0.36775731533543876 3.5097957488833336 0.26481227882959579 0.54431789212685533 0.37703509617131192 0.93442452326053427 1.0070814513419488 0.24252796371002361 0.34210143401287385 0.35133888370546629 0.50992899241737177 0.27786555967759341 18.185683496958518 2.1227559971462169 0.16024108869237352 0.2313591007587118 19.025311220888398 0.28045275865588326 6.7659596721241542 0.61247932841615682 0.24332277895064169 0.055519088171877229 6.3156802815069568
leaf_count=1046 75 53 60 27 77 12 11 100 65 48 87 22 26 39 29 20 36 128 42 653 76 21 181 251 13 114 84 116 2 520
internal_value=0.000148257 -0.00071817 -0.00119192 -0.000120219 0.00015248 -0.000143784 -0.000772859 -0.0012185 0.000160181 0.000146115 7.67562e-05 -0.000312276 0.000127564 -0.000373511 0.000164859 0.000132354 -0.00036686 -0.0010976 0.000648298 0.00017248 -0.000100748 -0.000962463 0.000195643 0.000134462 -0.000127554 0.000360319 0.000741855 0.000413171 -0.00114892 -6.62702e-05
internal_weight=66.2802 0.321531 0.232114 0.0973043 65.9586 1.67105 0.563133 0.467333 64.2876 60.7778 25.3201 2.92484 22.3953 1.5514 20.8439 19.9094 1.48123 0.861268 0.619967 18.4282 2.54781 0.425053 35.4577 25.8528 6.82749 9.60487 2.83891 2.22643 0.298842 6.54704
internal_count=4034 1186 1133 87 2848 200 123 112 2648 2583 1227 167 1060 126 934 908 226 164 62 682 145 69 1356 965 714 391 277 193 118 701
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=8 20 9 2 23 8 8 18 7 5 0 5 5 23 18 7 13 7 0 3 23 9 21 2 21 10 10 9 8 6
split_gain=0.0127664 0.0486978 0.0884445 0.0668628 0.0196375 0.0170739 0.0500423 0.0144964 0.0635527 0.185863 0.155775 0.0722549 0.202366 0.0457058 0.0594982 0.0424477 0.0714726 0.0717884 0.0524656 0.297322 0.151728 0.119338 0.0657704 0.0763583 0.0585334 0.273638 0.15769 0.103438 0.0522656 0.0558205
threshold=8.8430989333000021 40.00488309970001 227.07958281845004 56.478612905150008 0.11082500000000002 8.9430209551500024 9.3427090425500019 13.893471991850001 23.974509389900003 20.556063402800003 96.959242474650011 17.679107616400003 19.426367441400004 -0.11012 14.224291663350002 24.054467534550003 117.41840884735002 24.710307675200003 93.953546284800012 84.812788641250009 0.10371000000000001 203.36975145060003 4.4092399769000012 192.44078413960003 6.9016076392500008 75.408562100950022 75.634392583900009 214.88418602500002 7.8438787148500007 12.05528166975
decision_type=2 2 2 2 2 2 2 2 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 5 3 -3 -5 -2 -7 -1 9 10 11 -9 -13 14 -10 -15 18 -18 21 24 -21 -17 -23 -24 -20 -26 -27 28 29 -28
right_child=1 2 -4 4 -6 6 -8 8 13 -11 -12 12 -14 15 -16 16 17 -19 19 20 -22 22 23 -25 25 26 27 -29 -30 -31
leaf_value=0.0029142839835896894 0.013762418015271434 0.035366741014088703 0.070693062034033513 -0.10331443691785856 -0.037790624447837415 -0.068737932296449825 0.017847844589895145 0.0086290941378843241 0.10006500680894975 -0.10982058591802052 -0.097432181660535161 -0.089640967255343013 0.030487523016844105 0.01916925948884703 -0.086883711017578386 0.067132338915438169 -0.07947473249317398 0.039429529790803393 0.0036382692948873775 -0.09710174470470434 0.06594669382576944 -0.0052421617422329812 0.0059594599611344857 0.087737014017918419 -0.10257201156323055 0.099571681748296476 -0.10042421225677099 0.011585801033412916 -0.10099597888742901 0.060494542531141615
leaf_weight=31.609085090048154 0.57961942569818237 0.056042363168671727 0.059738404350355268 0.17433397451350174 0.062007674812775804 0.11028529117902508 0.16908689810952637 1.8578073538885798 0.020169863961206569 0.19071073478328049 0.17947510689638191 0.29373589301714265 0.26833875018104436 1.3333242373375913 0.10914523034067258 0.37623733936926074 0.20547210147196793 0.06744243815774098 14.920847040454637 0.44048428057499123 0.065569078869884834 1.4306445399997754 0.29636335233226407 0.18573868743260391 0.29829643901575664 0.15407869371119864 0.036274860240524731 0.61150328774397167 0.15335083941090488 0.053128872386878356
leaf_count=1402 7 12 11 74 26 31 40 88 5 44 117 47 42 28 153 46 75 11 980 180 12 63 30 30 104 8 240 51 62 15
internal_value=0.00129201 -0.00886405 -0.0401832 -0.0628368 -0.0861233 0.00397445 -0.0163329 0.00151501 -0.000363251 -0.0145334 -0.00754234 -0.000875494 -0.0322907 0.00154134 -0.0577245 0.00191286 0.000720437 -0.0500912 0.00144943 -0.000492938 -0.0759756 0.015649 0.00552224 0.0374658 0.00186099 -0.0184343 0.00645612 -0.0103387 -0.065567 -0.00479697
internal_weight=56.3683 1.21111 0.352122 0.292384 0.236342 0.858992 0.279372 55.1572 23.5481 2.79007 2.59936 2.41988 0.562075 20.7581 0.129315 20.6288 19.2954 0.272915 19.0225 16.7335 0.506053 2.28898 1.91275 0.482102 16.2275 1.30663 1.00834 0.854258 0.242755 0.0894037
internal_count=4034 201 123 112 100 78 71 3833 2431 338 294 177 89 2093 158 1935 1907 86 1821 1652 192 169 123 60 1460 480 376 368 317 255
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=18 21 20 22 16 23 17 0 23 16 22 21 5 2 3 9 13 10 19 9 6 22 18 7 7 9 6 6 21 9
split_gain=0.0128517 0.0613652 0.077468 0.0453072 0.0574508 0.0341885 0.0682017 0.0318735 0.0313883 0.02938 0.0427468 0.045701 0.0178003 0.0167872 0.0178899 0.0153356 0.0737885 0.0713885 0.0552 0.0328824 0.0826858 0.088691 0.0273492 0.059363 0.150194 0.0642008 0.0288697 0.055988 0.130455 0.100304
threshold=12.885811969150001 5.3866163921000005 43.426640904350009 -0.053159999999999992 22.664946999500003 0.10249000000000003 177.64087306825002 82.250688042950017 -0.11012 22.714946882600003 -0.016334999999999999 5.1781607048500016 32.00428233840001 319.18044405035005 108.40938565220002 187.94830913940004 117.70876232545002 61.950140699950005 14.551174033150001 190.16588783940003 16.485385178400005 -0.102645 13.036600629150001 22.792619241600004 22.720542346200002 195.10791980860003 16.465384711100004 14.845346859150002 2.7968392888000007 193.42660545270004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 6 8 13 -1 15 11 -11 -10 14 -4 16 17 -2 -19 20 21 -17 -21 24 25 -24 27 -25 29 -29
right_child=9 2 7 4 -6 -7 -8 -9 12 10 -12 -13 -14 -15 -16 19 -18 18 -20 22 -22 -23 23 26 -26 -27 -28 28 -30 -31
leaf_value=0.050604747938989329 -0.10286276604339864 -0.10243902938837064 0.056947960019961191 -0.10451821987092678 0.082599718266658753 -0.0045685964685974832 0.073355234940519057 0.091353949780130658 -0.090181061201772938 0.055943282129730376 0.087590944989608635 -0.035526520282080053 0.055463259078989247 -0.10018370766120877 -0.046807755337575307 -0.0092569538834401457 0.082345898909984491 0.0043584861023963266 0.075946163473455008 0.012992253843480068 0.012777366650701281 -0.074579353260803047 0.043212682160309268 -0.00043412653135079904 -0.10606715323681262 -0.03556271201443395 -0.0030371259262773351 -0.047827493065652427 0.0047474596719932968 0.050188794771526934
leaf_weight=0.032119348192281905 0.060935737795258293 0.17861978675364298 0.03526214323755994 0.030978208658439033 0.034887184767285362 1.4896189548380787 0.16726593672592571 0.041924303063865409 0.058458404998425251 0.1032343439583201 0.095900678518090809 0.11599814713918022 0.0097980084537994117 0.018251771631184965 0.031430618454578507 0.55906736802990054 0.12558842105318024 4.4316454500060756 0.11039477679878462 1.8968370991751715 0.67974213222532853 0.33086154295307213 0.20137550639628798 20.845508335259652 0.18287860019336222 0.21276493585719436 12.024294337581521 0.11619264591717993 10.775123659436302 1.0291358137328641
leaf_count=114 37 43 35 59 10 36 31 14 149 29 23 18 11 37 44 15 24 1141 26 41 14 45 24 1239 14 29 230 20 307 175
internal_value=0.00115963 -0.00646152 -0.0433964 -0.0762981 -0.00540672 0.00134376 0.0342503 0.0200075 -0.030914 0.00146062 0.0319049 0.00754568 -0.0692742 -0.0152054 0.00805051 0.00128157 0.00671938 0.00465597 0.00609843 0.00075524 -0.013484 -0.0335428 0.00122793 0.000736275 -0.0305885 0.00274177 0.00115381 0.00269178 0.00815811 0.0402451
internal_weight=56.0261 2.12861 0.371354 0.244485 0.0658654 1.75726 0.267642 0.126869 0.100376 53.8975 0.315133 0.219232 0.0682564 0.0849445 0.0666928 53.5823 4.72856 4.60298 4.54204 48.8538 1.56967 0.889929 47.2841 45.3873 0.597019 0.41414 44.7903 32.766 11.9205 1.14533
internal_count=4034 583 242 112 69 341 305 130 274 3451 70 47 160 116 79 3381 1228 1204 1167 2153 74 60 2079 2038 67 53 1971 1741 502 195
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=17 4 19 22 17 21 10 5 9 16 23 9 23 2 4 18 19 20 18 7 16 17 22 8 22 22 13 9 23 12
split_gain=0.0126888 0.0751383 0.0541334 0.0679355 0.0301463 0.0128919 0.0127676 0.0281544 0.037057 0.0429645 0.0229893 0.0155466 0.0270437 0.0211894 0.0179359 0.0297511 0.0153507 0.0320056 0.0133875 0.0482098 0.0683662 0.0359556 0.0587342 0.100094 0.0305692 0.046215 0.0268601 0.181866 0.0409554 0.0264281
threshold=214.03087950770001 254.30081718620002 13.451085274650001 -0.098419999999999994 241.79519611995002 3.6533552218000005 61.622148808000013 26.429668882900003 191.29995577870002 22.794946695500006 0.10184000000000003 227.07958281845004 0.080515000000000017 319.18044405035005 327.38578912530005 11.862896247150001 14.651182102100002 42.779078631750004 15.625782642300001 25.677928533150006 15.524963695900002 205.83789591070004 -0.039434999999999998 8.543332867800002 -0.10423499999999999 -0.59168499999999991 103.23410375110002 193.42660545270004 0.089505000000000015 217.19140783420002
decision_type=2 2 2 2 2 2 2 2 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 4 5 -3 -4 7 8 9 -1 11 12 13 14 15 -9 18 -18 21 20 24 26 23 -23 25 -20 27 28 -8 -21
right_child=1 2 3 -5 -6 -7 16 10 -10 -11 -12 -13 -14 -15 -16 -17 17 -19 19 29 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10071476445852337 -0.10060872136178747 -0.10040762027456061 0.01076130292804852 0.068258435957406674 0.041726621357133252 -0.071346752678507777 -0.076865152367746797 0.038517659459776601 -0.10082473531666568 0.049149845447282015 0.072951619144731 0.10014130690077426 -0.10031982583158892 -0.10016397445007566 0.099359920061486098 -0.10059124314251618 0.023799289589766941 -0.0069470676106388393 0.063565476336690505 0.0022500074667551636 -0.10083804737065626 -0.085533050382685952 -0.00017710617989686721 0.026440761320807207 0.08414933157435997 -0.10070308679368641 0.0013044796374225745 -0.10221309526035922 0.0065970390952515808 0.043861249222498427
leaf_weight=0.029552248498929568 0.0842955532320947 0.060769339591004723 0.029207486270024674 0.15630853408947587 0.019779265959641634 0.055381320904416498 0.062141257980484421 0.052565183009960492 0.073965669376320875 0.054241731762886047 0.042075060842762468 0.011802520137280226 0.032051369184046052 0.016757608258558321 0.022721216846548487 0.021729665933889919 0.85204415081534424 0.56179330455779564 0.051616451391964802 5.0902828948048189 0.028725633174417453 0.25149638468747071 0.66200385740830714 0.11695621510443743 0.18183774494228799 0.025631401525217257 45.768355995480391 0.19545206848533769 1.0914190263821977 0.15735002592816005
leaf_count=86 66 155 25 46 58 26 298 142 49 13 19 5 44 46 7 68 43 7 26 422 22 62 39 23 89 97 1631 78 49 293
internal_value=0.00104564 -0.0165742 0.0054629 0.0291926 -0.0655056 -0.0429958 0.00117455 -0.0176635 -0.0492391 -0.00370403 0.00728042 -0.010249 -0.0191836 0.00367346 0.0216093 -0.00216874 0.00129677 0.0115821 0.00102589 0.00568328 0.0455325 0.000490441 -0.0179882 -0.0499897 0.061761 0.00905997 0.00089457 -0.0130126 0.00210101 0.00349772
internal_weight=55.8603 0.405742 0.321446 0.240897 0.0805486 0.0845888 55.4546 0.357462 0.15776 0.083794 0.199703 0.157628 0.145825 0.113774 0.0970161 0.0742948 55.0971 1.41384 53.6833 5.53544 0.287811 48.1478 1.03046 0.368453 0.259086 0.0772479 47.1174 1.34901 1.15356 5.24763
internal_count=4034 376 310 97 213 51 3658 479 148 99 331 312 307 263 217 210 3179 50 3129 949 234 2180 124 85 212 123 2056 425 347 715
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=8 20 9 15 4 12 12 12 7 22 20 16 21 21 5 21 17 15 23 23 9 23 22 23 15 15 2 22 13 16
split_gain=0.0419471 0.0821235 0.117738 0.0793181 0.0549465 0.0366395 0.208604 0.1996 0.151919 0.0929579 0.0870016 0.189799 0.0910397 0.325721 0.161035 0.246066 0.209181 0.220892 0.186395 0.244815 0.121479 0.152295 0.257035 0.0957555 0.0820286 0.17573 0.186079 0.108862 0.105334 0.0858566
threshold=8.8430989333000021 40.00488309970001 216.0493559571 37.050691080100002 147.84286409485003 147.88310320375004 152.73554204000004 145.97209859650005 22.721067571950005 -0.58559499999999998 43.525909308350002 18.924955745200005 1.9176293050000004 1.2135331028500003 21.454033346250004 8.9626214023500008 187.51563899930002 41.492094664050008 0.093160000000000034 0.11379500000000002 202.37225149245003 0.078905000000000017 -0.044409999999999998 -0.09053499999999999 25.621990087700002 20.903251014350001 174.09315058345001 -0.068964999999999985 103.23410375110002 12.644970430600003
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -3 7 8 9 -7 -1 12 -12 13 20 15 23 17 -16 -17 -20 21 22 -11 -14 25 28 -27 -28 29 -8
right_child=1 2 3 -5 -6 6 24 -9 -10 10 11 -13 14 -15 16 18 -18 -19 19 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.0011364869302871489 0.00014318100623410718 -4.889784808888186e-05 -0.000822783450103305 0.0015340894744238491 -0.002052443511421329 0.00047222890616729598 -0.00084881801170997987 0.0016023091901113812 -0.0017712580136253883 -0.0020495681802373514 -0.0018614687051251367 8.2155189778449264e-05 -0.00059881982507721293 -0.0018221508645476874 -0.0017668059939189072 4.9308605866759539e-06 0.0016938918870888057 0.0019899701051427554 -0.001823375066770087 0.00058818530963972279 -0.00098011661604533785 4.7192260471815264e-05 0.0016856919399528254 0.00031223634366314815 0.00015172876062106438 -0.00191584893626488 0.00067035995032787882 -0.0019952052264617819 -0.0016064233140611012 0.00057657799159093392
leaf_weight=0.38827597891873367 1.0499240128265217 0.067859593924367689 0.11715290831125458 0.10330982487812435 0.23442909822824731 0.16656392832737665 0.19353164236837672 0.38636455609048326 0.38260420162259834 0.083060052871587353 0.25314608839502628 0.81524161621928215 0.45458258329746826 0.36653140412636265 0.16573950974043228 1.6676402592311199 0.61594625189900398 0.094474149867892265 0.57604875272772904 0.22508551334613003 0.3742781047299103 3.9922672302587898 0.4809893062354853 18.259053170901545 32.061080476101324 0.40310551889069746 0.25823773606612122 0.076313216663720596 0.11627249668435968 1.0121246958963181
leaf_count=45 78 20 25 24 54 24 632 45 49 143 351 49 23 36 87 46 18 3 62 10 44 153 33 398 988 127 153 59 61 194
internal_value=0.000143375 -0.000172983 -0.000807986 0.000281658 -0.00160268 0.000151165 0.000108066 0.00020234 -0.0010908 0.000183567 0.00017055 -0.000378371 0.000191988 -3.88409e-05 0.000247419 0.000213346 0.00107117 -0.000402857 -0.000368498 -0.00114583 9.37271e-05 0.000181938 0.00113565 0.000290105 0.000127362 -0.000251956 -0.00101868 6.23274e-05 0.000175889 0.000347774
internal_weight=65.4412 1.57268 0.522751 0.220463 0.302289 63.8686 34.6698 29.1987 0.549168 28.8124 28.4241 1.06839 27.3557 5.29713 22.0586 21.1824 0.87616 0.260214 2.46877 0.801134 4.93059 4.55632 0.564049 18.7136 34.1207 2.05959 0.737656 0.334551 1.32193 1.20566
internal_count=4034 201 123 49 74 3833 2287 1546 73 1501 1456 400 1056 409 647 539 108 90 118 72 373 329 176 421 2214 1226 339 212 887 826
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=3 20 22 10 22 3 2 6 5 5 3 10 21 13 22 5 17 10 18 17 7 9 18 21 20 21 17 10 20 7
split_gain=0.011223 0.137623 0.167355 0.0882725 0.098804 0.0757069 0.0566083 0.0391037 0.0384384 0.0361907 0.0448694 0.0412336 0.0351771 0.0313651 0.133073 0.0349038 0.0478222 0.0312927 0.0309245 0.132693 0.0375813 0.0892772 0.101303 0.153894 0.103297 0.0858248 0.0540526 0.0294652 0.0276593 0.0265337
threshold=93.281431752200021 41.942745071500006 -0.08262499999999999 62.025417527550012 -0.11347 93.431985407450014 98.465712168700023 16.575387281250006 20.305669781650003 20.849573174100005 93.431985407450014 62.079186690200011 6.5119136755000007 117.54207792135001 -0.048954999999999992 23.700766800900002 188.19076296340003 62.020040611300011 13.276755824150003 189.43751236195004 23.109894804950002 195.30595290385003 13.327513832500001 2.3925196316500004 38.179089776100007 2.7200266080500004 192.94032447935004 61.45546440395001 48.778770352700008 19.078733418100004
decision_type=2 2 2 2 2 2 2 2 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 8 3 5 12 -3 -4 17 -2 -10 -11 13 -5 14 -12 16 -15 29 19 -1 21 22 -20 -24 -25 -26 -27 28 -9 -7
right_child=1 2 6 4 -6 7 -8 27 9 10 11 -13 -14 15 -16 -17 -18 -19 20 -21 -22 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.00052994702632195038 0.024535372932629747 0.09550470444630095 -0.00024902518518419122 -0.055441702598829447 -0.08434671804655465 0.0078101821830225925 -0.096658852324526243 -0.10023544657525461 -0.02102132589240624 -0.033966674941479473 -0.0013472031727964229 0.02658630285574556 0.09337723999264462 0.0028551533403045415 -0.10532355273629382 -0.0034001892955477248 0.02438457443383326 -0.0013623803530335562 0.082842721800317543 0.044173366870465927 0.0016595031039141079 -0.061128156631435338 -0.10546041768781358 0.1009248830661871 0.10058339597329734 -0.0096320109228835091 -0.10333638237023056 0.09855738191093133 0.067326143892050813 -0.1008543593344291
leaf_weight=2.5972015968354749 0.72000553598627348 0.09027941129170336 0.072700307180979418 0.022972838973601029 0.24109386245163478 0.034512982609157916 0.37530570270894259 0.018691611347094295 0.71803178328263939 0.33370145899243553 1.0307547836895308 0.70828506570913496 0.051469036583512207 3.4810537745361199 0.13978163693604706 3.9162331073284804 1.4663189196726305 0.49811649008188397 0.12670276011340698 0.89206226030364622 36.962610138306459 0.32372551961452689 0.14889892470658106 0.099234813507315778 0.064404625980387209 0.4975638286963644 0.070251391145191633 0.062027320731431246 0.02082906715804711 0.064402742387073886
leaf_count=72 31 4 30 60 65 46 192 52 16 21 158 68 14 54 44 161 35 3 11 31 2513 28 38 10 7 141 34 4 11 80
internal_value=0.00106379 -0.00137936 -0.0294628 -0.00855067 -0.0532526 0.00932963 -0.0810139 -0.00180701 0.00210443 0.000735076 0.00214548 0.00326726 0.0474516 0.00162123 -0.0137637 0.00365298 0.00923612 -0.0115645 0.0018863 0.0108989 0.00106508 -0.0154451 -0.000759946 -0.0127923 0.00607178 -0.0088166 -0.0212253 0.0555602 -0.0119234 -0.0629399
internal_weight=55.8492 14.0666 1.5524 1.1044 0.315536 0.78886 0.448006 0.69858 12.5142 11.7942 11.0761 10.7424 0.0744419 10.0341 1.17054 8.86361 4.94737 0.597032 41.7827 3.48926 38.2934 1.33078 1.00706 0.880354 0.731455 0.63222 0.567815 0.101548 0.0395207 0.0989157
internal_count=4034 1149 561 339 139 200 222 196 588 557 541 520 74 452 202 250 89 129 2885 103 2782 269 241 230 192 182 175 67 63 126
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=8 20 9 2 23 22 22 23 12 21 21 7 6 21 22 20 17 10 3 20 8 18 22 4 14 23 20 22 13 16
split_gain=0.0119283 0.0364254 0.0722293 0.0612417 0.0204755 0.013228 0.0876828 0.0872843 0.063986 0.0464688 0.0992131 0.0379512 0.0280737 0.0312706 0.026289 0.11446 0.0989035 0.0960004 0.092143 0.0341607 0.0302503 0.0278689 0.014098 0.0491185 0.0771058 0.0534027 0.107031 0.0547188 0.0970957 0.0293263
threshold=8.8430989333000021 40.00488309970001 227.07958281845004 56.478612905150008 0.11082500000000002 -0.59260499999999994 -0.50001499999999999 0.084565000000000015 190.49103260480004 2.5447591590000003 1.2836917531000001 24.940142267700004 12.625294988000002 3.2889937526500006 -0.167075 39.337369931850013 186.38090997870003 62.020040611300011 85.63276837105002 48.226196960950006 7.8438787148500007 13.712081531300003 -0.037054999999999998 159.10550013555002 162.62753922915002 -0.092630000000000004 41.770271989050009 0.04932000000000001 109.49014582065001 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 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 -3 -5 8 7 11 9 10 -1 -7 13 -9 15 16 20 19 21 -17 -8 -19 -16 -24 -25 26 27 -26 -29 -27
right_child=1 2 -4 4 -6 6 14 12 -10 -11 -12 -13 -14 -15 22 17 -18 18 -20 -21 -22 -23 23 24 25 29 -28 28 -30 -31
leaf_value=0.087560984452183396 0.0019381480479553131 0.034587091291820526 0.067179159487675194 -0.10287405566056214 -0.032756195972049873 0.095236707350101368 -0.10004767579987645 0.068614463587455474 -0.0035917801506494909 0.089529847007444097 -0.10176729497906474 -0.1006096684837402 -0.10214663543627847 -0.10079145365305078 -0.00013716132868271639 -0.10077370771654624 -0.097883161669073987 0.097001815693927296 0.097310382140723975 0.015229648708019275 0.087233031175235537 -0.10113915717419011 0.040565791274783637 -0.06254375008265356 0.099794592240910196 0.0013696188611068702 -0.10176589384074726 -0.10115816234765124 0.10005033537123423 0.018109497251095209
leaf_weight=0.06365212161136824 0.82921405120032321 0.055093883420340717 0.05442060180939734 0.1533960461085826 0.057166827204127912 0.046057173909509141 0.010303351291297669 0.022755788868948912 0.66988344398475874 0.15594619165102586 0.048973727076372597 0.012601765890615013 0.1747649892422487 0.02090768762514017 35.133619922817665 0.043860215902782329 0.11969203411678109 0.0089703257538928938 0.28364552758989703 0.060266751341259805 0.052937389187718509 0.034019740617956984 0.34736344159250165 0.17988162502661253 0.17818695989713162 15.525070909178281 0.043559359267803188 0.044923363714815423 0.051451680917125486 1.1221756274462666
leaf_count=39 78 12 11 74 26 53 122 29 85 32 8 40 55 25 1823 131 40 20 60 52 12 63 37 19 43 775 122 72 8 68
internal_value=0.0009593 -0.00912252 -0.037777 -0.0592776 -0.0838374 0.00117208 0.000965689 -0.0551419 0.0129418 0.0541805 0.00523431 0.0531628 -0.0842271 -0.0125034 0.0012577 0.0218352 -0.0444358 0.0499787 0.076633 -0.0336331 0.0567208 -0.059795 0.00101774 0.00333733 0.00258308 0.00327362 0.0438595 0.066963 0.00626088 0.00249804
internal_weight=55.6048 1.14929 0.320077 0.265657 0.210563 54.4555 53.517 0.277087 0.938455 0.268572 0.112626 0.0586589 0.218428 0.0436635 53.2399 0.613695 0.182933 0.430763 0.326636 0.104127 0.0632407 0.0429901 52.6262 17.4926 17.1452 16.9654 0.318121 0.274562 0.096375 16.6472
internal_count=4034 201 123 112 100 3833 3669 202 164 79 47 93 109 54 3467 500 174 326 143 183 134 83 2967 1144 1107 1088 245 123 80 843
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=18 23 22 5 18 7 0 16 22 4 0 7 6 9 22 16 5 20 23 9 17 6 20 0 20 20 12 20 19 9
split_gain=0.0396902 0.0786816 0.0738097 0.0635551 0.0510654 0.127347 0.126742 0.108057 0.0869199 0.449751 0.167724 0.230039 0.229722 0.156314 0.113649 0.283447 0.151033 0.108228 0.0864512 0.132808 0.0850633 0.0738335 0.0729401 0.15841 0.0711698 0.0861122 0.082466 0.075185 0.189549 0.144464
threshold=12.885811969150001 0.10335500000000002 -0.073609999999999995 20.374719724350005 13.893471991850001 23.397000037200005 86.756543869550015 22.644947046300004 -0.059424999999999999 168.01744813895002 93.399723909900004 23.9417051038 14.845346859150002 211.36251378275003 -0.084275000000000003 19.199955102150003 21.991679690250006 43.680097826700013 0.085235000000000019 206.22988073345002 191.08747234645003 16.315381206250006 38.478081868400004 89.582113364650013 43.384297312450009 42.488347682450005 94.328280857900012 39.577821550850011 13.951125619400001 216.0493559571
decision_type=2 2 2 2 2 2 2 2 2 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 -1 22 21 -7 8 9 -8 11 -10 -12 -13 16 18 17 24 19 -16 -19 -6 23 -2 25 26 -11 28 29 -28
right_child=4 2 -4 -5 5 6 7 -9 10 14 12 13 -14 -15 15 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0013219546982805317 0.0015340030504479569 6.8737123053103801e-05 -0.002050400596761212 -3.2113579056141072e-05 -0.0017331063688502504 -0.001735936029348802 -0.0020330197251970297 0.0014510047837672838 -0.0015967864870807514 0.0019943760007257614 0.00024314478958004811 0.00092025817190994838 0.0016560359896444418 -0.0011212963537692939 0.0014417098662909006 -0.0018670926363224104 0.0016588736095261357 -0.0020143739952901084 0.00010733300499365235 -0.0020617685328985862 0.00044770895111499417 0.00053792252034178228 0.00021940366886130774 0.00024740913988263599 0.0013038176477228312 -0.00075519039386169433 -0.0017124710151512448 0.00028818031513793031 0.00043381181191436927 0.00046901361402897974
leaf_weight=0.14252010127756864 0.52278257125922678 0.11512009176658466 0.14008612326870196 2.0530949401359067 0.21848589619974035 0.13764839657051453 0.40141931884864845 0.24336269835475732 0.44387208740954054 0.098277586386763427 14.128239516537317 0.43023194014676847 0.45673312951112244 0.216874334088061 0.055572681272671676 0.36638344585662697 0.26458711074531027 0.1540577053211506 2.1379406452115859 0.16543834343610797 0.083026197785954992 0.073572160153162258 33.071849008286449 1.2420828957619958 0.21559518221329188 0.37415801462225307 0.40545320097172044 5.2806359544263159 0.71074361121281981 0.16388735540962784
leaf_count=18 107 23 21 521 187 34 94 40 28 12 647 36 30 19 24 60 26 177 148 36 146 17 827 43 18 90 221 303 15 66
internal_value=0.000180743 -6.39976e-05 -0.00109449 5.57807e-05 0.000190408 0.000126786 0.00014075 0.000150391 0.00013847 3.79422e-06 0.000231919 -0.000509657 0.00028739 0.000236042 8.18427e-05 -0.000262564 0.000202949 0.000151489 -1.33552e-05 -0.00118083 -0.00115216 -0.00116101 0.00024013 0.00062852 0.000194127 0.000160111 0.00021154 0.000184834 -0.000241494 -0.00108452
internal_weight=64.5137 2.45082 0.255206 2.19562 62.0629 27.2262 26.9341 26.7965 26.5531 10.8772 15.676 1.09098 14.585 0.647106 10.4758 2.72534 7.75042 7.48583 2.35895 0.221011 0.237084 0.292058 34.8367 1.76487 7.24875 7.03316 6.659 6.56072 1.28008 0.569341
internal_count=4034 583 44 539 3451 2474 2270 2236 2196 1436 760 83 677 55 1342 268 1074 1048 208 60 323 204 977 150 725 707 617 605 302 287
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=17 4 19 22 17 6 20 22 22 20 18 22 17 15 21 18 7 18 18 20 15 22 2 21 17 20 17 21 21 21
split_gain=0.0118432 0.0688076 0.046892 0.0605141 0.0281551 0.0126392 0.0544416 0.0815912 0.214989 0.13494 0.159303 0.0483661 0.0478749 0.118238 0.0396847 0.112303 0.0457952 0.0417716 0.0671144 0.0354294 0.0781478 0.0612172 0.195268 0.119352 0.127247 0.0580204 0.0559503 0.0543017 0.160966 0.177987
threshold=214.03087950770001 254.30081718620002 13.451085274650001 -0.098419999999999994 241.79519611995002 16.465384711100004 40.563919884450009 -0.059424999999999999 -0.037054999999999998 41.360869295700006 13.077716774800001 -0.074349999999999986 192.94032447935004 33.928396949100005 15.803805445550003 13.754580103150001 25.6467512824 12.909082926650003 12.794482498400003 40.241071441700008 40.309074029200012 -0.059424999999999999 71.340832650850004 6.7094573673000006 198.72470891995002 39.051326806600009 200.79056394860001 2.7968392888000007 2.0008954101500005 1.4744127452000002
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -3 14 12 11 -9 -10 -11 -8 -7 -14 17 -16 -17 18 -1 20 21 22 -19 -24 -25 -22 -26 28 29 -21
right_child=1 2 3 -5 -6 6 7 8 9 10 -12 -13 13 -15 15 16 -18 19 -20 27 25 -23 23 24 26 -27 -28 -29 -30 -31
leaf_value=0.039610799497551787 -0.10056013921078562 -0.10036984858299774 -0.042899606206402346 0.064434615994053965 0.038538590232227672 0.0025987292054624445 -0.0028482141276990648 -0.093246851756391094 0.0021743626349722002 0.05732148867742274 -0.1040515916146495 0.024401526210670214 0.0029234588369012465 0.075579973891393551 0.071791555533279969 -0.10092748493843021 0.068506520521479181 -0.084402851955241345 -0.081247897248340029 0.026122538898031202 0.0009355022359765733 0.004576631080870283 0.0020449774561711455 -0.089676472239081262 0.083281925666130241 -0.075017895504231755 -0.031848646038801158 0.0033672704352066397 0.076007142175050335 -0.09566017574871101
leaf_weight=0.067631954305396813 0.077643657758016071 0.055399202805276104 0.080539998697531701 0.15101728829904459 0.019808968024790374 5.007251020100969 8.3862259170174394 0.35511129335554903 1.7460062668569638 0.079739958914274101 0.26272687345976919 0.70620293737738471 0.69590379510191247 0.33028290519723669 0.24230580138504265 0.066594204467264717 0.020977048872566684 0.32767087942136086 0.1433041125010277 0.47434470570965703 0.16769460408249948 7.8919213460970719 3.6123202213687975 0.30689735534542695 0.07414490311202826 0.25127542443806306 0.098004236767256003 23.312007405014143 0.40474954249930306 0.16065576298569795
leaf_count=102 66 155 51 46 58 272 362 33 39 132 43 16 33 31 34 79 35 79 23 127 35 371 318 64 8 21 44 1186 126 45
internal_value=0.00102677 -0.0164649 0.00481999 0.0271017 -0.063783 0.00114859 -0.00106586 -0.00509155 -0.0213141 -0.00908314 -0.0664775 -0.000731745 0.00663133 0.0263083 0.00218273 0.0367149 -0.0603408 0.00187727 -0.0424972 0.00212969 -0.00214549 -0.000700082 -0.0101237 -0.00417482 -0.0510761 -0.0446172 0.0177383 0.00436455 0.0267243 -0.00468861
internal_weight=55.5764 0.384409 0.306765 0.231557 0.0752082 55.192 17.5695 11.536 2.44358 2.08847 0.342467 9.09243 6.03344 1.02619 37.6225 0.329877 0.0875713 37.2926 0.210936 37.0817 12.7299 12.311 4.41904 4.09137 0.479046 0.41897 0.172149 24.3518 1.03975 0.635
internal_count=4034 376 310 97 213 3658 961 625 247 214 175 378 336 64 2697 148 114 2549 125 2424 940 884 513 434 116 56 52 1484 298 172
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=10 7 15 0 5 13 22 18 7 5 5 5 22 0 4 16 20 10 7 17 21 21 17 3 22 2 5 2 2 17
split_gain=0.0116096 0.0267247 0.0362245 0.0288494 0.0259137 0.0200162 0.0161941 0.0116012 0.0528926 0.123751 0.0566073 0.144832 0.0912366 0.0637194 0.14407 0.0411357 0.11964 0.11155 0.0847001 0.0411213 0.0424192 0.0859153 0.14078 0.102759 0.161933 0.0788166 0.307488 0.0885084 0.0501949 0.114137
threshold=61.622148808000013 20.752538901500003 45.858046225550005 76.451683855550016 29.026000224750003 116.35915634395 -0.018034999999999999 13.893471991850001 23.974509389900003 20.556063402800003 19.749058312400006 17.679107616400003 -0.10423499999999999 96.851704149400021 143.78867033265001 22.514947350300002 42.047301293400004 62.111448187750007 22.356277907050004 199.84861692095004 4.797392351550001 5.4349223666500004 195.18216166535004 93.491131486350014 -0.077729999999999994 118.06771887965002 22.692834890150003 199.66651340635002 108.24034454255001 187.77231677760003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 4 -1 -6 -3 15 9 10 11 13 -13 -9 -15 16 -2 -18 -19 20 25 22 23 -22 -25 -17 -27 -28 29 -23
right_child=7 2 -4 -5 5 -7 -8 8 -10 -11 -12 12 -14 14 -16 19 17 18 -20 -21 21 28 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.10029497382740955 0.0052745043835125734 -0.088749411392698097 0.040544472990277344 0.071239185094107996 -0.10049075225435618 0.036508806207979728 -0.0086056048803405099 0.0052077470897041725 0.0010843240411269074 -0.086826089796427169 0.048397965302585985 0.0053750912346718031 -0.10252693257748779 0.10159934910682085 -0.09731047686593973 -0.001332587424933951 -0.10716383248329675 -0.012651397655231728 0.095179096917508602 0.018139356284589698 0.098652422307683188 -0.0048532608850536257 0.0032341932312869508 -0.084646858987366125 0.10054888914891368 -0.10259518425511541 0.054291694389606363 -0.016226257451919721 -0.0015166222549403371 0.039854503209065653
leaf_weight=0.028340380862799885 3.2773617390112864 0.10229659680226177 0.0388220436834672 0.054217515087657375 0.012953150942394132 0.06035986523511383 0.033459045182326008 1.7876301489011481 20.463068225540091 0.21340443784343666 0.16888889091501358 0.1133245388785582 0.25400442939069723 0.046853642910718807 0.16341744930028268 4.7212224709219361 0.037369009107351192 0.091965189143905945 0.3503764470092392 1.3269078662106029 0.34690778283402579 1.3450465003261372 1.0393276365539348 0.095422351616434642 0.093455249210819713 0.39556388734490588 0.24701884095520654 0.63688126555234703 16.744623575268406 0.99231088446686033
leaf_count=159 291 65 16 35 82 92 30 85 2112 55 35 25 47 1 107 50 1 169 69 21 14 35 9 19 21 14 41 42 257 35
internal_value=0.000921896 -0.0177658 -0.0446373 0.0123308 -0.0190884 0.0123033 -0.0689967 0.00103427 -0.000664876 -0.0136926 -0.00753386 -0.0115277 -0.0692381 -0.000917165 -0.0529884 0.00227674 0.0121017 0.0587446 0.0727606 0.000957701 0.000102473 0.00225246 0.0246994 0.066338 0.00698664 -0.00729875 -0.0293139 0.00348102 0.000399588 0.0141271
internal_weight=55.2828 0.330449 0.174578 0.155871 0.101653 0.073313 0.135756 54.9524 23.2106 2.74752 2.53412 2.36523 0.367329 1.9979 0.210271 31.7418 3.75707 0.479711 0.442342 27.9847 26.6578 20.6571 1.57511 0.535785 0.188878 6.00069 1.27946 0.8839 19.082 2.33736
internal_count=4034 479 111 368 333 174 95 3555 2467 355 300 265 72 193 108 1088 530 239 238 558 537 390 63 54 40 147 97 83 327 70
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=7 10 16 16 5 3 6 16 10 9 8 22 7 16 15 20 7 10 23 2 20 23 6 21 13 10 9 10 17 6
split_gain=0.0498183 0.0382487 0.217031 0.109209 0.295575 0.104357 0.478626 0.213844 0.293463 0.268765 0.209221 0.212294 0.170975 0.15467 0.279125 0.134879 0.126907 0.108658 0.097633 0.155482 0.0948169 0.0924297 0.0849459 0.0808577 0.232639 0.16957 0.121311 0.0786019 0.0720336 0.0638458
threshold=22.061824394000002 64.407391431150018 20.894951138500005 22.494947397000004 21.500664456800006 83.538459487450012 14.745344522600002 19.199955102150003 66.964115113200009 203.36975145060003 7.943800736700001 -0.012794999999999999 23.032902590750002 18.684956306450005 29.329759478700002 36.79544512155001 23.851446749400001 69.999384342500022 -0.09053499999999999 54.465024697200008 39.110279783550006 0.090390000000000012 14.935348962050002 7.0441631297000011 104.19119484555002 75.634392583900009 214.88418602500002 66.45599652655001 205.45998821870003 12.165284239900002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 18 10 13 12 15 11 -7 -9 14 21 -10 -17 -12 19 -3 -4 -8 -16 -20 25 -25 28 -14 -27 -30
right_child=1 2 20 -5 -6 6 7 8 9 -11 17 -13 27 -15 22 16 -18 -19 23 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.00020202333635091298 0.0018574194271083783 0.0019951047297469882 -0.00024136918815470992 0.00017525288196947438 0.00022424382765182666 -0.0019732395463434938 0.00037061268703922232 -9.07023807649929e-05 0.00031401292620554598 -0.0020219032977158561 0.00052047978030268576 0.0016297110009785326 0.0005814457468697493 0.0018179118833038721 -0.0020087079264954769 -0.0020531351654548458 -0.00015441578559548618 -0.0020088983236524172 0.00024921251994222183 -0.0018568607806801326 -0.0018837781739637456 0.0017716123673603679 -2.0543610251510402e-07 0.0018019836642327839 -0.0020357012428710249 -0.0017669329983309424 0.00025982560385222759 0.0018350822968053754 -0.0019692813516503458 0.0018046887051894219
leaf_weight=1.4801313050075453 0.55926900159647575 0.051124643534428027 0.25245302869006891 32.236046172868782 1.7886339926444632 0.10294232709202333 0.36054740793406359 0.94116179179400228 0.74604634311981477 0.42778804688714434 0.071694465819746256 0.16154252127580437 0.42187692201696336 0.40752158989198495 0.18048226441896986 0.2358356345212087 0.31759947433602065 0.73179836614144733 18.365371256377522 0.19006865032498865 0.29081411194056273 0.36366051986988168 0.14681192999705672 0.19169072116153418 0.23152722391751002 0.23375994458822902 0.65577977059228942 0.35333104338496923 0.026948952904149337 0.047809287236304954
leaf_count=821 84 1 14 766 35 98 23 27 17 37 4 48 29 26 46 32 22 228 970 194 26 19 11 38 40 236 51 18 63 10
internal_value=0.000153424 0.000162036 0.000105997 0.00020499 0.000613265 0.00013166 -9.58176e-05 0.000163291 -0.000103262 -0.000673851 -0.00128528 0.000227377 0.00047095 0.000792421 0.00039498 -0.000230074 -0.000963518 -0.00178321 0.00019959 -0.00104038 -0.00112056 0.00107412 -0.00110777 0.00021473 -0.000241681 0.000117635 -0.000217193 0.00115284 -0.00123113 0.000444243
internal_weight=62.5721 61.0919 26.508 34.5839 2.3479 25.9647 5.97064 4.90266 3.44364 1.72727 1.06798 0.264485 1.71637 1.45902 1.0515 1.29948 0.553435 0.803493 19.9941 0.241193 0.543267 0.724208 0.327294 19.7529 1.38752 1.15599 0.964298 0.775208 0.308518 0.0747582
internal_count=4034 3213 2328 885 119 2288 685 307 182 108 378 146 74 125 99 71 54 232 1603 195 40 42 57 1408 438 398 360 47 309 73
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=20 17 22 0 18 18 21 17 21 13 21 18 2 20 22 5 22 4 17 22 14 21 22 6 2 17 5 22 21 18
split_gain=0.011031 0.137505 0.188588 0.100821 0.156989 0.0775887 0.0739139 0.256252 0.111707 0.138823 0.0627135 0.0593764 0.0409928 0.0400897 0.0672338 0.0420725 0.0374373 0.0355752 0.0302291 0.0445043 0.139759 0.0748568 0.040353 0.0337971 0.0296587 0.0871667 0.122237 0.123635 0.128215 0.0717778
threshold=42.198888176300009 188.41589330430003 -0.11963999999999998 85.995710218650018 13.036600629150001 13.376114027300002 2.6684450811500002 199.20888372035003 4.2374199175500005 116.86189801435002 13.279159471700002 13.043896815850003 83.586740321150003 41.919251152600005 -0.074999999999999997 21.454033346250004 0.066710000000000019 194.89319003730003 191.86029796145002 -0.089795 202.41254547485002 12.585796288950002 -0.083064999999999986 16.345381907250005 189.28685862455004 197.20536406400001 24.628131835750001 -0.076484999999999984 2.6251474860500008 15.751016342950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 12 4 -3 -5 7 -7 9 -8 16 -12 -2 24 -15 -16 -4 -14 -10 20 -20 -22 -21 -24 -1 -26 27 28 -27 -30
right_child=1 3 10 5 -6 6 8 -9 18 -11 11 -13 17 14 15 -17 -18 -19 19 22 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.00019145539098332023 0.07914225285652364 0.091297783827916895 -0.10248550056444339 0.051901038069608545 -0.10121327265867518 0.10021648274834467 0.046186322499702254 -0.078023890897850695 0.013049102035321889 -0.1067226805764485 0.02928565208665157 -0.10232374737561067 -0.10102266868138826 0.0073670763429361926 0.090698945292475408 0.021855364166641474 0.012294953864205885 0.018639529081387256 -0.00089054022192166312 0.01822709645484474 -0.095845180655174778 0.072561585223438488 0.0021781030870703737 -0.016802619629587685 0.0021716997714129808 -0.082338340686630762 -0.091375037591791636 0.073218228444476438 0.085710670611439874 -0.06179897190432624
leaf_weight=34.041111809039116 0.097643707937095314 0.053572628865366734 0.38314988986266652 0.30978530568972829 0.20239230223501181 0.25914420212688938 0.083967201460324215 0.11711031293833685 1.8202763273241078 0.20271824681094586 0.094935977388558968 0.053653296031026088 0.029892065012973035 2.318006593801329 0.16655711082802227 0.19007822429080079 0.030692693837544915 0.14713757122594018 1.0584514006040926 1.2609317307214949 0.26333568216298875 0.029334668671154418 4.9432105081534177 1.157841963402461 4.9143256904672006 0.12729907185919831 0.070394338967162184 0.5670366144495631 0.13335630553547162 0.043829223357597868
leaf_count=1596 22 6 263 29 118 63 48 56 99 20 27 38 115 88 24 35 61 297 20 27 118 92 134 21 231 106 19 167 14 80
internal_value=0.000964714 -0.0016345 -0.0407943 0.0011525 -0.0609213 0.00253339 0.00116746 0.0447386 -0.000347672 -0.0619372 -0.073964 -0.0182365 0.0271251 0.00173395 0.013586 0.0540069 -0.0939728 -0.00156585 0.0013286 -0.00111996 -0.0178026 -0.0789656 0.00194175 -0.00142401 0.000939413 0.00751291 0.03538 0.0456183 -0.00578071 0.0492222
internal_weight=55.1712 12.5992 0.837105 11.7621 0.255965 11.5061 11.1963 0.376255 10.8201 0.286685 0.562432 0.148589 0.274673 42.572 2.67464 0.356635 0.413843 0.17703 10.5334 8.71311 1.35112 0.29267 7.36198 6.10105 39.8974 5.85624 0.941916 0.871521 0.304485 0.177186
internal_count=4034 1674 823 851 124 727 698 119 579 68 389 65 434 2360 147 59 324 412 511 412 230 210 182 155 2213 617 386 367 200 94
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=13 16 16 8 21 21 5 3 19 16 10 22 3 6 6 20 20 9 10 9 8 20 15 21 6 10 16 13 6 3
split_gain=0.0173092 0.0214723 0.0374898 0.0302439 0.0251757 0.0195334 0.0121523 0.0527469 0.0235934 0.0501963 0.021889 0.0497097 0.0165264 0.0822637 0.0721371 0.115295 0.105691 0.0544496 0.0440905 0.0425328 0.0973875 0.0202878 0.0925277 0.0365344 0.0185751 0.0165499 0.141379 0.132167 0.0917157 0.168405
threshold=98.050756475600011 9.719977270450002 9.2849782877000013 7.1444245619500011 3.2889937526500006 2.6251474860500008 13.264960807550002 78.387373709500011 12.250988447150002 17.874958200600002 80.468240302450013 -0.15589999999999998 81.715684874950014 12.350288562550002 13.65531905435 33.151194885250007 41.035283712600005 208.27565494345001 75.408562100950022 199.17419511990002 8.543332867800002 35.419594101850009 35.517387705950007 0.49227235280000009 15.815369523550002 64.407391431150018 20.894951138500005 116.72209819155002 15.785368822600002 88.931506497100017
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 7 8 -2 -10 11 -9 13 -8 15 -15 17 -16 21 -20 -21 22 23 24 -14 27 28 -23 -27 -30
right_child=6 3 -4 -5 -6 -7 12 10 9 -11 -12 -13 18 14 16 -17 -18 -19 19 20 -22 25 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.10048517971706697 0.10044621843422813 -0.100127123392346 0.087411041825715463 -0.10023187990651793 -0.10007278582580181 0.097275101256163954 -1.2815443722453193e-05 0.042882245362412662 -0.10026603616941705 0.096394209034494166 0.0090924865471234805 -0.10045107477064337 0.043363350818569457 0.071477834853978309 0.0037444965859879716 -0.10154784669288 0.058292070024425102 -0.1015552837078782 -0.0052999767229801207 0.063425260869154954 0.0008654159301744067 0.050918431641210155 0.077083727671022839 -0.051807594399077589 0.00068046192700726418 -0.002365360471682633 -0.06002865640141785 0.00094931253465041867 -0.022140406493268445 0.083832704295738469
leaf_weight=0.016013173304748274 0.087952916510402157 0.0062870682214253284 0.031522155047923661 0.064864024078190141 0.015131595758006711 0.024730358775286732 4.9380466606307882 0.040937085625046166 0.021884715251331954 0.031893782666884363 0.53766150178853422 0.059167773853801009 0.12620439013153273 0.045604122977238037 0.089051338844001293 0.24761929461965337 0.14363758615218103 0.10947640091035282 0.50979884818661847 0.46847555198473856 0.53074653554904216 0.53839035014118763 0.19317423296160996 0.11683878440453555 0.53070746424839399 12.941922559463132 0.41221805266104716 31.421744958059207 0.26714645953325167 0.341838440491955
leaf_count=453 8 131 40 248 299 15 118 16 44 16 7 123 31 7 17 110 13 24 5 35 8 335 25 25 84 672 41 980 33 71
internal_value=0.000869264 -0.0321244 0.0241147 -0.0562057 0.00567468 0.0572627 0.000964805 0.0133616 0.0685425 0.0163649 0.00109866 -0.0418361 0.000785765 -0.00437079 -0.0382397 -0.0746377 -0.00704783 -0.0543222 0.00137957 0.0182042 0.030196 0.000838119 0.0151731 -0.000283509 0.0088806 0.000536294 -0.00233577 0.00179108 -0.000580758 0.0373449
internal_weight=54.9107 0.158548 0.0475353 0.111013 0.046149 0.0310174 54.7521 0.779498 0.141731 0.0537785 0.637766 0.100105 53.9726 5.57344 0.635389 0.293223 0.342165 0.198528 48.3992 1.50902 0.999222 46.8902 0.966925 0.773751 0.656912 45.9233 13.9631 31.9601 13.5509 0.608985
internal_count=4034 1186 493 693 445 146 2848 214 68 60 146 139 2634 289 171 117 54 41 2345 48 43 2297 165 140 115 2132 817 1315 776 104
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=10 20 17 0 10 2 22 0 5 13 20 17 16 17 22 13 16 8 22 19 22 22 20 15 16 20 21 19 20 6
split_gain=0.0120985 0.0220619 0.0333449 0.0236958 0.0240289 0.0199879 0.0226845 0.019929 0.0241305 0.0193681 0.0173763 0.0108005 0.0621995 0.0642402 0.0455456 0.0264298 0.0259423 0.0299614 0.0236402 0.0119299 0.0244178 0.0139802 0.0954213 0.0229382 0.0499614 0.063986 0.0539196 0.0582849 0.0354422 0.0218328
threshold=61.622148808000013 35.171584490050009 187.61467154115005 84.226704768850013 58.167480110400007 319.18044405035005 -0.30094499999999996 76.451683855550016 29.026000224750003 116.35915634395 33.151194885250007 214.03087950770001 22.544947280100004 230.44158352980003 -0.094519999999999993 115.68166489510001 17.684958644900004 7.2443465838000014 -0.58559499999999998 14.651182102100002 -0.097294999999999993 0.26941000000000009 38.064633603500006 19.763739472850002 12.644970430600003 38.244973486750006 6.5119136755000007 11.750948102400001 41.605323437500005 15.365359009150003
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 5 6 -3 8 -8 -10 -1 19 13 15 -15 18 17 -16 -13 21 -21 23 -23 24 28 -26 -27 -28 -2 -24
right_child=11 2 -4 -5 -6 -7 7 -9 9 -11 -12 12 -14 14 16 -17 -18 -19 -20 20 -22 22 29 -25 25 26 27 -29 -30 -31
leaf_value=-0.057361707373347642 0.006311054922742268 -0.10041652958808407 -0.10077989394179739 0.099635848106816624 -0.072460786961451445 -0.10017124804545295 -0.10025800801294163 0.079012174408262068 -0.10065307636760619 0.063773041970917654 0.09750725800422598 0.019287267772932291 0.10012931547109989 -0.10033577963132155 0.077815940681345022 0.023308145511008981 0.090247649985312095 -0.10022315585879804 -0.10063711363180868 -0.0057950993295509826 0.021325273480843017 0.0067172567422494394 -0.10150225204440705 0.00068856895310233617 -0.10047939996356184 0.096469982005118332 0.069903460946182952 -0.1010788482896476 -0.10134692241753188 -0.023679960374089985
leaf_weight=0.010013259244714301 0.5761065838772933 0.015129828447243199 0.051678272948947779 0.017606054012503591 0.063602221925975755 0.017181425722810673 0.01916102937946107 0.047912145743680412 0.0088199638551031967 0.038152295233885525 0.026204088440863416 0.018706168902269837 0.040291806915774941 0.024385771281046686 0.018325436823829477 0.025772578082978725 0.064593368326313794 0.019521032962984464 0.13553385162435105 0.56237870897166431 0.81033944915725331 0.5755115009962698 0.12038801353455142 51.071154110784356 0.025363356853858932 0.18008766487309913 0.047844286630493116 0.034179208704927078 0.032293430380651245 0.051458834668665077
leaf_count=63 270 8 47 5 48 37 130 24 64 36 17 33 15 71 21 10 22 50 154 9 41 59 68 2129 32 43 60 51 404 13
internal_value=0.000785184 -0.0187419 -0.0282658 -0.0117985 -0.0211428 0.00115853 0.0146363 0.0298997 -0.00568118 0.0328988 0.0546896 0.000898349 -0.0166844 -0.0320235 0.022489 -0.0704297 0.0517274 -0.0140158 -0.0860927 0.00101119 0.0102145 0.000771534 -0.0128082 0.00096683 0.0168296 0.0511845 0.0658604 -0.00134491 0.000596648 -0.0781987
internal_weight=54.7497 0.315461 0.279243 0.227565 0.209959 0.146357 0.129175 0.114045 0.0661333 0.0469723 0.0362173 54.4342 0.34713 0.306838 0.126826 0.180013 0.10244 0.0378465 0.15424 54.0871 1.37272 52.7144 0.747358 51.967 0.895875 0.287475 0.262111 0.0820235 0.6084 0.171847
internal_count=4034 479 399 352 347 299 262 254 230 100 80 3555 376 361 164 197 93 71 187 3179 50 3129 140 2989 860 186 154 111 674 81
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=3 17 8 20 9 16 0 16 0 20 21 4 20 13 20 15 3 12 7 23 12 5 17 23 15 16 18 6 21 16
split_gain=0.068576 0.0506975 0.0450276 0.0844917 0.0531926 0.0762013 0.0755234 0.170669 0.0520048 0.138213 0.0379783 0.0375676 0.0377975 0.0487238 0.033303 0.0391079 0.0322166 0.0285195 0.121664 0.122857 0.0948398 0.079754 0.0733383 0.179025 0.153842 0.0712285 0.199813 0.15627 0.181534 0.08552
threshold=76.172084209950015 241.79519611995002 5.9453602998000008 44.756878345700009 187.11236276785004 22.664946999500003 85.732241321850012 22.664946999500003 85.925810307250018 41.827117825850003 10.558528947350002 375.65892766775005 49.283271594150008 99.604685275000008 47.709122305950011 26.912781836550003 85.538672336450006 147.88310320375004 22.977992916200005 0.081965000000000024 144.57070813310003 21.454033346250004 199.84861692095004 0.086030000000000009 33.005488016050009 18.684956306450005 15.625782642300001 14.815346158200002 13.996357022800002 15.709963263300002
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -6 9 -4 16 12 13 -5 15 -15 -10 20 19 -19 21 22 -8 -24 -25 26 27 28 -20 -28
right_child=2 -3 4 11 6 -7 17 -9 10 -11 -12 -13 -14 14 -16 -17 -18 18 25 -21 -22 -23 23 24 -26 -27 29 -29 -30 -31
leaf_value=-0.0019681675903353789 -0.0019644115888341018 0.0004182669766742748 0.0018917676870834495 -0.0019668189274017912 -0.0019868577215874468 0.00010740793665587905 0.00024792063622396083 2.5538172639713772e-05 0.00032928993803885202 -0.0001955523942089242 0.00022064505321070329 -0.0019652834142045166 -0.00093474509373094408 -0.0019638003305964165 0.0016223705481797691 0.0017350180922603318 0.0009018282890272131 6.6412759683638791e-05 -0.0020085729378025424 -0.0011656320170889171 0.00083427217790821989 0.00084403801780136029 0.00012486216255226288 -0.0016518783900524709 0.00081816686336834931 0.00021079580680052301 0.00035450187199570005 0.00036637578117304915 0.00073391858874311954 -0.00094642074607373535
leaf_weight=0.097396556846873206 0.10550243050545205 0.052767989478525124 0.33558802190236692 0.022294633216290549 0.19468744659820802 2.334749427245697 18.448207285473483 0.96583367582570645 0.63392803535680309 0.19159566744565382 1.3349229730229124 0.030868829965072564 0.068232639599955291 0.025103393928475271 0.12790869214222766 0.019547862699255347 0.93543230835348368 0.76404205313883966 0.47346190963617418 0.52499312354484573 1.0038245882315084 0.75782493932638217 3.1891319801216009 0.4238294485148798 0.12569596129469573 27.294611097517191 1.8405171782105756 0.25502094929106534 0.11541615449823439 0.21720574213395583
leaf_count=856 527 69 20 86 133 57 523 125 11 33 25 115 53 111 26 3 42 16 140 39 35 46 54 100 12 507 94 29 21 126
internal_value=0.000193896 -0.00112957 0.000197062 -0.000459153 0.000201266 0.000380674 0.000182987 -0.000312059 0.000566602 0.00113317 0.00046376 8.10921e-05 0.0003212 0.000760996 0.00111343 -0.000344496 0.000670557 0.000193351 0.000154562 -0.00043537 0.000244346 0.000218536 0.000197172 -5.32471e-05 -0.00108689 0.000179746 -0.000112332 -0.000915801 -0.00147106 0.000217181
internal_weight=62.9101 0.150165 62.76 0.399458 62.3605 5.76622 56.5943 1.16052 3.43147 0.527184 2.90428 0.293956 0.263087 0.194855 0.17256 0.0446513 1.56936 55.4338 31.4853 1.28904 23.9485 22.9447 22.1869 3.73866 0.549525 30.1962 2.90162 0.843899 0.588878 2.05772
internal_count=4034 925 3109 921 2188 188 2000 258 131 53 78 394 279 226 140 114 53 1742 972 55 770 735 689 166 112 917 410 190 161 220
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=13 19 10 21 16 0 21 19 18 16 3 16 23 14 23 23 2 15 16 2 15 10 0 12 3 10 22 20 21 20
split_gain=0.0569385 0.184695 0.144925 0.13261 0.190621 0.243294 0.444046 0.295759 0.207282 0.137224 0.251997 0.140311 0.10067 0.107277 0.103895 0.0969777 0.0870513 0.112754 0.0985314 0.0849329 0.0786141 0.0960702 0.0755477 0.0997275 0.0780097 0.433666 0.153752 0.109711 0.110947 0.107887
threshold=115.12515406205002 14.551174033150001 62.837331883000012 7.0441631297000011 20.844951255400005 94.047642319350018 10.628103601550002 12.851036860900001 14.164583421250002 19.029955499700005 88.69223372350001 18.554956610400005 0.08895500000000002 179.86971370815004 0.083950000000000011 0.090735000000000024 173.34516805710004 38.62622401090001 17.684958644900004 198.51835910855002 30.807603489900004 69.64719632740001 89.705782438650019 84.052159000300023 84.812788641250009 70.171445662850019 -0.080574999999999994 37.903039192800001 2.0976681454000006 38.400997490450003
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 9 -7 12 -9 11 -11 -5 14 -14 -8 -4 22 18 -18 -15 -20 -22 23 -1 -24 26 29 -28 -29 -26
right_child=2 -3 15 4 -6 6 7 8 -10 10 -12 -13 13 19 -16 -17 17 -19 20 -21 21 -23 24 -25 25 -27 27 28 -30 -31
leaf_value=-0.00076865475954227653 0.00020348978023470787 -0.0018393482290928673 0.0018101971284298236 -0.00095202808471863071 -0.0020168892513574401 -0.0018346116392536404 -0.0019777166454845231 0.0017493090045847478 -0.0019896254337346021 -0.0013253129936919802 0.0014949474457900194 0.001923231635432658 0.00062198307928787032 -0.0017186680956160112 0.0018438192290817417 0.00037438132514758249 -0.0010831454170770569 -0.0018406786280656311 0.0014840196370087177 0.00051530784771544949 0.0012427673191678628 -0.0012028634208485836 0.00022690029858329279 0.0015747712239830673 7.8300422268216005e-05 -0.0020108027688444628 0.00016915426878373496 1.7147975697033131e-06 -0.0017135019991402249 0.0016878094696747125
leaf_weight=0.090426574821335204 36.460101521021897 0.18698184634558757 0.36044445552397419 0.077973635495595661 0.21724828612059344 0.65386630566203541 0.030203975945745531 0.068231104174628743 0.34653125174850175 0.26368048146832734 0.22639059089124203 0.39996180013986304 0.69808949460275471 0.16408967328629842 0.28959828485245964 0.36299012135714293 0.24204885949396882 0.17660825153143378 0.17693889750808012 0.10882321238636905 0.1036034575663507 0.15288080378741142 18.83033881122903 0.30636271885862243 0.27942650398472402 0.40102493097583636 1.764847079990431 0.30527350632473815 0.27614265896772849 0.37501035095192492
leaf_count=13 1117 19 51 162 18 261 238 6 110 32 16 30 7 47 32 33 429 38 27 41 8 69 746 242 19 115 35 16 32 25
internal_value=0.000170855 0.0001027 0.000220733 0.000116137 -0.00023737 -0.000121186 -0.000460792 6.58922e-05 -0.00137455 0.000706575 -2.24807e-05 0.00145414 0.000528735 0.000214481 0.00148289 0.00108976 0.000169502 -0.000445747 -8.10293e-05 -0.000827877 0.000478611 -0.000214983 0.000192669 0.00104071 0.000177534 -9.57376e-05 0.000160199 -7.421e-05 -0.000812925 0.00100059
internal_weight=64.3961 27.2126 37.1835 27.0256 3.54469 3.32744 2.35943 1.70557 0.414762 0.968007 0.490071 0.477935 1.2908 0.971002 0.319802 0.723435 23.4809 0.85208 0.675472 0.272913 0.433423 0.256484 22.6289 0.396789 22.2321 3.40173 3.0007 2.34626 0.581416 0.654437
internal_count=4034 2833 1201 2814 1000 982 742 481 116 240 48 192 365 95 270 84 1814 571 533 88 104 77 1243 255 988 242 127 83 48 44
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=7 16 20 9 0 16 20 7 21 10 0 23 23 19 22 23 23 22 16 5 7 0 4 23 9 13 23 23 20 18
split_gain=0.0497148 0.0796769 0.0713817 0.0542213 0.0743041 0.246983 0.0664362 0.139802 0.105571 0.0980222 0.0641764 0.055405 0.0532298 0.053081 0.0460656 0.0986981 0.117025 0.0391071 0.135942 0.15302 0.0664626 0.0380861 0.0470102 0.0363944 0.111602 0.221864 0.0674479 0.176675 0.047634 0.083504
threshold=22.105125139000005 22.744946812400002 43.426640904350009 187.94830913940004 85.732241321850012 22.704946905950003 42.006870117350005 22.545611589100002 12.706368345750002 61.93400995115001 85.963448721100022 0.085035000000000013 0.46120500000000009 14.351157895250003 0.22598000000000004 0.09450500000000002 0.076835000000000028 0.12427500000000002 22.564947233300003 18.280220412300004 23.9417051038 91.394134144600017 377.6847677435 1.0000000180025095e-35 203.36975145060003 113.0174028878 0.079605000000000023 0.079430000000000014 40.636252116050009 14.030930991100002
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 5 -5 9 -8 11 -2 -10 -9 -1 -11 17 16 -16 23 19 -19 -21 22 -4 24 28 -26 27 -25 29 -6
right_child=3 -3 21 4 14 -7 7 8 10 13 -12 -13 -14 -15 15 -17 -18 18 -20 20 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0016875990676049172 0.0017276352820629658 0.00013264797113377047 0.00074094131969453913 -0.0019972351888981931 0.00076681867355723489 0.00021031145581759821 -0.0018206512042334634 -0.001967228295819602 0.0019674204194911767 0.00023434368484930476 -0.0018926206104816206 0.0014704220508686056 0.001971422560774665 0.00067506093845052877 0.00030436287581921909 9.4525325976507621e-05 -0.0019991382267220371 0.0013631580402546466 0.0019449918167486033 -0.0015328614492734849 0.00016753347331055751 -0.0016000489109275846 -0.0019675388958872416 0.00031316389055977245 -0.0019079794538978173 0.00011132270056977559 0.00017591301684965457 0.0018488297797865259 -3.7245893418194636e-05 8.8581103245670732e-05
leaf_weight=0.26268771551169123 0.21500641445163537 1.1025117154931647 0.17049176064642779 0.26349958980881527 1.0270610041916364 0.74794014260669428 0.161114882745096 0.019756256362683189 0.020330838859081268 3.3008879823682804 0.089274636739844482 0.20574420303523766 0.016230108216404915 1.5413114645052699 0.14213046027361897 1.3609756455880413 0.21019212460669223 0.23088915438074664 0.21505892928689718 0.17812090087682009 0.17540663876570761 0.047756585904632942 0.028799538458429197 2.5686016443569311 0.32089026978064783 0.60096883028745651 42.323609544095177 0.32441098513663735 3.0205363453233076 2.177773920360778
leaf_count=435 14 57 206 116 21 58 65 185 2 420 161 68 1 46 22 34 56 32 13 14 27 98 41 151 66 10 1468 68 41 38
internal_value=0.000171226 -0.000166918 -0.000794858 0.000180188 0.000161827 -0.000364797 0.000364971 -0.00031968 0.000401969 0.000432151 -0.00117662 0.00116925 -0.00147468 0.000374628 0.000171533 -0.000144924 -0.00106988 0.000181732 0.000612124 0.000121643 -0.000689192 -2.73335e-05 0.000349539 0.00017516 4.514e-05 -0.000591577 0.000195712 0.000485367 0.000139426 0.000305937
internal_weight=63.07 1.62848 0.525966 61.4415 55.8881 1.01144 5.55343 0.496221 0.335106 5.05721 0.109605 0.2255 0.278918 4.8422 54.8766 1.7133 0.352323 53.1633 0.799476 0.584417 0.353528 0.247048 0.199291 52.3639 7.14723 0.921859 45.2166 2.89301 6.22537 3.20483
internal_count=4034 838 781 3196 2235 174 961 481 416 480 163 253 436 466 2061 112 78 1949 86 73 41 345 247 1863 176 76 1687 219 100 59
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=20 7 20 15 23 17 4 22 18 21 22 5 12 20 8 9 22 2 20 6 22 22 16 5 7 8 7 7 6 16
split_gain=0.012441 0.0454233 0.0389235 0.0462688 0.0226728 0.0214911 0.0216259 0.0273023 0.0168996 0.0966969 0.0669151 0.0308417 0.0276725 0.0322656 0.0151655 0.0149211 0.0733321 0.0751452 0.049587 0.0777494 0.0270865 0.0601617 0.106834 0.122307 0.0509885 0.0508466 0.0382621 0.0257897 0.0967031 0.0990595
threshold=44.262924377150007 22.671301016600001 45.048573272350005 32.393814985100008 0.086955000000000018 176.08408741720004 387.60063489055005 -0.23783499999999999 12.885811969150001 5.3866163921000005 -0.018034999999999999 20.374719724350005 113.54869230380002 36.491284729650012 9.3427090425500019 187.94830913940004 -0.11963999999999998 106.79778736115001 41.872294782850005 16.575387281250006 0.22598000000000004 0.12427500000000002 22.454947490600002 18.280220412300004 24.363141638800005 8.4434108459500017 25.016749795550002 22.775216856700002 16.545386580300001 22.584947186600004
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -4 5 6 7 -2 9 11 -11 -1 13 14 -13 16 17 -10 27 -20 21 -17 23 -23 25 -22 -26 28 29 -18
right_child=1 2 3 -5 -6 -7 -8 -9 15 10 -12 12 -14 -15 -16 20 18 -19 19 -21 24 22 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.051887494398233071 -0.10012287864877506 -0.10117035598800495 -0.1002746945322945 0.10041314491085546 0.057083861117319473 -0.10029927821036705 -0.10016374354329559 0.055373991258240086 0.094261318606076602 -0.091713871352000556 0.057836204707417384 -0.044562664995361018 0.00038144342353552536 -0.085389175101617629 0.10019265131464604 0.0011349145041076689 -0.0079252459514974824 -0.10053997305241068 -0.076829563039405413 0.055595185126795101 -0.10206598108748327 0.0687125006787392 0.095602502149314275 -0.046910294215442093 0.013973540977141791 -0.010435406634153006 -0.021602449875396109 -0.00036207790388212847 0.0047473364406835881 0.10080086337544858
leaf_weight=0.10864929598756035 0.013651279136183803 0.089208309825437482 0.020604447751360055 0.025964662190745003 0.072782709171448801 0.023139249438571596 0.015653925438321892 0.065324475130984605 0.15702688290345168 0.1947314300873586 0.03535069156373527 0.012799039830497239 1.4834912838600756 0.078764414229226531 0.01665588840842247 46.17479452235947 0.13060953869955483 0.022659999463005676 0.16466021106955953 0.06067294432386916 0.11584228667197649 0.16123797326471745 0.18778411166863407 0.21149005170445889 0.60029257069754727 0.12689844878332224 0.60901558323666904 2.2364983272938588 1.5986049790626564 0.23379838559776545
leaf_count=13 124 93 300 4 31 73 35 62 43 73 75 51 137 67 3 1929 43 270 121 11 29 31 20 38 15 12 55 217 29 30
internal_value=0.00117986 -0.0182876 -0.0624857 0.011619 0.0132058 -0.0139114 0.00721249 0.0284957 0.00129595 -0.00789395 -0.0687364 0.00033888 -0.0031798 -0.051998 0.0372922 0.001632 0.00707064 0.0696953 0.00452754 -0.041173 0.00111231 0.00153022 0.034095 0.00310683 -0.0123383 -0.0541639 -0.00394276 0.00697969 0.0153443 0.0618317
internal_weight=55.0487 0.326329 0.135777 0.0465691 0.190552 0.117769 0.0946297 0.0789758 54.7223 1.93044 0.230082 1.70036 1.59171 0.108219 0.0294549 52.7919 4.60453 0.179687 4.42484 0.225333 48.1874 46.7353 0.560512 0.372728 1.45205 0.242741 1.20931 4.19951 1.96301 0.364408
internal_count=4034 722 397 304 325 294 221 186 3312 419 148 271 258 121 54 2893 764 313 451 132 2129 2018 89 69 111 41 70 319 102 73
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=8 20 15 8 7 19 7 8 0 8 4 21 18 16 23 15 23 21 21 4 4 16 15 9 19 22 21 2 2 21
split_gain=0.046586 0.0951943 0.0475226 0.038669 0.0629219 0.115006 0.10936 0.0898477 0.0845922 0.0474612 0.0951577 0.0829895 0.203112 0.348837 0.231019 0.112174 0.0699706 0.0625859 0.200935 0.249073 0.231002 0.0798355 0.212047 0.122655 0.167961 0.081511 0.144806 0.0738826 0.0972078 0.0932841
threshold=5.9453602998000008 44.756878345700009 30.807603489900004 8.8430989333000021 22.620600126450004 14.351157895250003 22.381996090050006 9.3427090425500019 87.009258933850006 8.543332867800002 137.02556730370003 8.8898213993500015 14.199468390000002 15.584963555600002 0.08883000000000002 40.309074029200012 0.13041500000000003 2.0008954101500005 1.2199730554000003 233.83087653775002 297.27610294210007 22.674946976100003 37.606388722050006 188.63457064660003 14.451165964200003 -0.13734499999999997 5.8563866808500009 119.01310915410001 125.56293566760002 0.59096247755000009
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 -6 7 -5 -7 10 -2 17 -13 14 -14 -15 -11 18 27 -20 -21 23 -23 24 -19 26 -25 -12 -29 -30
right_child=3 2 -4 4 5 8 -8 -9 -10 16 11 12 13 15 -16 -17 -18 21 19 20 -22 22 -24 25 -26 -27 -28 28 29 -31
leaf_value=-0.0019646943641096512 0.001993687217042535 -0.00023059628284628547 0.0018401982516508997 -0.0020181119072964558 9.2816902997979763e-05 -0.0019806082883576182 0.0015900529898894553 0.00042370159005283582 -0.00017713909923420472 0.00023305735161132526 -4.0497397794242906e-06 8.3150653427066295e-05 0.0016190712834098422 -0.0018301507330521472 -0.001136353828402056 0.00044619232053258532 0.00080110944677162506 0.00041154736489259927 -0.0020619926544784648 0.00092227986471091997 -0.0020071010433655653 -0.0018024301357741617 0.00056367059722353295 0.00030918266332799807 0.0018633710498679849 0.00016919212558134285 0.0014318263633591875 0.0019504696878098499 8.1621035332268751e-05 0.0011833459259397757
leaf_weight=0.11983514378619986 0.10623774584382673 0.312951849595553 0.04932264978197054 0.084563913769669763 0.6837464285927124 0.23725711414863326 0.19290334942343179 0.18398170911314082 0.17283720406703651 13.679488079793369 3.8892670074886828 12.29434325688271 0.30213392437903397 0.6865677033092652 0.19090055535616557 0.094711061334237456 0.88778436207212585 1.3108292918318571 0.37725575132571965 0.34848275292529252 0.14721874660608592 0.26185558561701228 0.32806021790020168 2.3958694936236529 0.3998096982759306 22.861887536506401 0.54159078873180977 0.15676651816465881 1.2824764500292074 0.38393064957790546
leaf_count=858 5 594 8 14 35 43 13 79 17 310 155 204 61 148 68 16 17 51 29 28 55 19 28 88 36 782 55 22 143 53
internal_value=0.000157473 -0.000449776 5.13365e-05 0.000162013 -0.000143411 -0.00039957 0.000463801 -0.000345215 -0.00122052 0.000169562 0.000140007 0.000135926 5.9155e-06 -0.000739235 0.000552184 -0.0015542 0.000267677 0.000186786 1.47348e-05 -0.00086142 5.22809e-05 0.000227107 -0.000486609 0.000242412 0.000750867 0.000208698 0.000516169 0.000148626 0.00047432 0.000335452
internal_weight=64.9649 0.48211 0.362274 64.4828 1.55529 1.09384 0.461449 0.268546 0.410094 62.9275 48.3602 48.254 13.5687 1.27431 0.493034 0.781279 14.5673 34.6853 6.5854 0.872957 0.495701 28.0999 0.589916 27.51 1.71064 25.7993 2.93746 5.71244 1.82317 1.66641
internal_count=4034 1460 602 2574 201 95 106 93 60 2373 2046 2041 497 293 129 164 327 1544 485 112 83 1059 47 1012 87 925 143 373 218 196
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=8 20 15 21 0 2 19 9 0 16 9 15 22 5 5 8 21 2 17 21 17 16 20 17 7 7 3 3 22 16
split_gain=0.0124025 0.0570111 0.0241886 0.0186399 0.0228837 0.0203835 0.0132928 0.0127282 0.038163 0.110717 0.0286261 0.0217077 0.0190677 0.0721414 0.0161776 0.0126797 0.0354059 0.116004 0.0418875 0.0326094 0.0781408 0.104419 0.052142 0.0449417 0.0604348 0.0521275 0.0267007 0.0354641 0.118129 0.188445
threshold=5.9453602998000008 44.756878345700009 30.807603489900004 5.3092490988000014 90.767723400200012 315.94243452415003 12.651020723000002 186.68586460755003 85.732241321850012 22.664946999500003 185.90443620030001 35.83914456115 -0.083064999999999986 27.973578737350003 21.566902724800006 8.543332867800002 15.531785880150002 258.06114663960005 192.00947391610003 7.6056575014000005 190.25644477395002 22.604947139800004 42.402981339000007 186.57794620975002 23.165384528550003 23.150522195450005 93.794927255050013 93.281431752200021 -0.086139999999999994 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 10 9 -9 11 -2 13 -11 -13 16 26 18 -18 23 -21 22 -22 -17 25 -25 27 -10 -29 -30
right_child=7 2 -4 4 -6 -7 -8 8 15 12 -12 14 -14 -15 -16 19 17 -19 -20 20 21 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.10014771213999085 0.018658481072774579 -0.057724986549847736 0.093464136409863313 0.030265054860932283 -0.083830330708897491 -0.10014726266928423 0.086656912769778494 -0.10106657893638463 0.0013777565658182813 -0.10112565975691122 0.024039321335797358 -0.014573854737011591 0.0014730871128599836 0.059659164452733671 0.0031029151349502779 0.020945926488394204 -0.102980499613673 0.0084903770914352902 -0.029683229638466636 0.0028123772391287867 0.04544679423995121 0.07695372261644573 -0.0030052763971207016 -0.052132416034896635 0.0007833306696334052 -0.0043538984696663797 0.020810089431796158 0.012750358181375591 -0.072419985953459623 -0.0029858138530510928
leaf_weight=0.066818312227124088 0.68846376328576697 0.0081892312023512659 0.027815927139727137 0.064369468774202687 0.044233743971640482 0.014727207126838948 0.028809016383092967 0.14003219386870469 32.149977472356937 0.075515110118431039 0.76721834390673382 0.68090158165432546 0.69898103913715204 0.044262565497774631 2.160529444417989 0.89163904560700569 0.16462975849753902 0.53151635884533022 0.14810953949381656 3.8075975883984938 0.341627955320291 0.35998829186428338 0.63485244201729074 0.43095132079906751 5.9002236007672764 0.48572210222482681 0.65306879815034236 1.3053736931178721 0.59924580974984465 1.1241127899847922
leaf_count=858 74 113 8 67 351 40 23 134 1607 49 45 34 63 16 55 40 21 17 25 37 37 20 19 40 148 2 11 19 46 15
internal_value=0.00120516 -0.0207991 0.007381 -0.00755383 -0.0262293 0.00598326 0.0546993 0.00130757 0.000862888 -0.0188975 0.00653222 0.00272707 -0.00484415 -0.0417093 -0.00113303 0.00124542 0.000298239 -0.0199433 -0.0682678 0.00394827 0.0101143 0.0309176 0.013946 -0.000166476 -0.00292794 -0.0268158 0.000775163 0.000403229 -0.00994138 -0.0271294
internal_weight=55.0395 0.254963 0.188145 0.160329 0.12333 0.0790967 0.0369982 54.7845 50.4874 0.958791 4.29711 3.52989 0.818759 0.119778 2.84143 49.5286 36.676 0.844256 0.312739 12.8526 5.14407 1.33647 0.97648 7.70854 6.8169 0.916673 35.8318 35.1787 3.02873 1.72336
internal_count=4034 1460 602 594 458 107 136 2574 2366 262 208 163 128 65 89 2104 1761 63 46 343 113 76 56 230 190 42 1698 1687 80 61
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=16 16 23 5 13 0 3 6 16 8 16 22 23 0 2 5 16 19 10 4 20 22 23 21 20 23 3 15 20 20
split_gain=0.0451901 0.316322 0.195176 0.138612 0.146374 0.279314 0.179964 0.362041 0.266964 0.214879 0.149601 0.165176 0.11332 0.169511 0.0913524 0.0827034 0.0702329 0.189715 0.117646 0.161744 0.113857 0.0877264 0.069026 0.23433 0.136702 0.124244 0.096677 0.0689367 0.0635912 0.0635186
threshold=20.404952284350003 19.974953289850003 0.12535000000000004 20.769304081650002 109.63263410155001 93.399723909900004 83.538459487450012 14.745344522600002 19.199955102150003 7.943800736700001 18.684956306450005 -0.079634999999999997 -0.09053499999999999 96.959242474650011 73.245799595050016 23.195398057700004 20.704951582800003 14.251149826300002 65.611820673600008 271.38025028115004 37.828051409500013 -0.046635000000000003 0.084360000000000018 2.0523604381000005 40.563919884450009 0.085820000000000021 92.598563387050021 38.483556206400003 43.487767439550005 48.86568841230001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 12 9 10 14 11 -9 13 -1 -8 -5 17 -2 20 -20 21 27 23 -22 -25 -24 -26 -18 -27 -16
right_child=16 -3 -4 15 5 -7 7 8 -10 -11 -12 -13 -14 -15 29 -17 18 -19 19 -21 22 -23 25 24 26 28 -28 -29 -30 -31
leaf_value=0.0017464877486693539 0.0017166020425527599 -0.0018264478171063922 -0.0019849929142478958 -0.0019898132042691198 -7.4392250132829531e-05 0.0018557237381317294 0.0018915498672318588 -0.00076449456805722734 -0.00073064151979401238 -0.0019987417653296135 0.0018847245400715356 0.0011461321146816331 0.00020020434487029513 -0.0019407984230456277 -0.0019699251937429821 -0.00016751764923429323 0.0019371437502155706 0.00013490024522175753 -0.0011807449343979092 0.00028058999414753196 0.0016347187044711867 0.0003076112180708762 -0.00055818990685968474 0.00073396111695622334 0.00074106757217563813 0.00013834061454594577 2.4183970498788855e-05 0.00054316696607483643 0.00065085495269438483 0.00060312863160422679
leaf_weight=0.062466760311582159 0.4266096048086172 0.32751774495409236 0.16901517536621113 0.18342190555736593 0.61597273219376691 0.5418207801412791 0.08106875982775763 0.31823935026477546 0.77937875373754639 0.63226692265743623 0.32754736684728414 0.38371976714915934 18.22111231295904 0.2060379984941676 0.074694904199475332 0.20032883678197777 0.32786413328722119 0.92091048508882523 0.56929294229484984 0.59611351368948817 0.50057421589735795 0.67328256065957137 0.96816178387325891 1.7723635240108686 0.8322904398664831 25.857887250349453 5.5201828460058096 0.23355803429149091 0.96552925945434154 0.072872148117539837
leaf_count=7 41 49 67 187 32 19 5 30 20 214 17 20 1366 200 123 498 28 27 37 7 84 21 46 50 29 557 139 20 35 59
internal_value=0.000155783 8.68799e-05 0.00011428 0.00012991 0.000150002 0.000828858 0.000112856 -0.000363023 0.000135106 -0.00140967 0.000790513 0.000279933 0.00018157 -0.00108296 0.00021936 -0.00103852 0.000195579 0.000635649 0.000180302 -0.000433262 0.000199293 0.000784876 0.000179439 0.000332671 0.000252452 0.000131882 0.000118109 0.00135723 0.000156789 -0.00069929
internal_weight=63.3621 23.1975 22.87 22.7009 22.3172 1.15779 21.1594 2.66979 1.80889 0.860903 1.02951 0.701959 18.4896 0.268505 0.228636 0.383751 40.1646 1.34752 38.8171 1.16541 37.6517 1.2347 36.417 8.62541 8.12484 27.7916 6.35247 0.561422 26.8234 0.147567
internal_count=4034 2913 2864 2797 2112 51 2061 488 87 401 67 50 1573 207 187 685 1121 68 1053 44 1009 69 940 302 218 638 168 48 592 182
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=7 16 20 23 9 20 16 23 8 0 6 10 23 18 3 6 17 7 16 0 16 16 19 9 6 20 13 13 9 2
split_gain=0.0485431 0.0679323 0.0848512 0.0535905 0.0463306 0.0838688 0.19755 0.143243 0.100731 0.0776376 0.209305 0.0633292 0.0526113 0.0386099 0.142483 0.517546 0.233136 0.221598 0.193208 0.204334 0.143026 0.166905 0.143883 0.18743 0.161708 0.140955 0.103515 0.0980795 0.0972409 0.0971136
threshold=22.105125139000005 22.744946812400002 43.426640904350009 0.46120500000000009 186.68586460755003 42.006870117350005 22.604947139800004 0.085035000000000013 8.2435668022500028 85.732241321850012 16.555386813950005 62.046925192600007 0.10157500000000001 13.946975448150001 83.538459487450012 14.745344522600002 205.32027903760002 23.864758692950002 18.344957101500004 94.114853772600014 19.199955102150003 19.644954061550003 14.251149826300002 205.22231928645002 15.255356438950001 37.311503175250003 109.49014582065001 109.96062599345002 200.52256857420005 327.65694121785003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 8 7 -7 11 10 -6 -2 -13 -11 -15 16 27 25 -19 20 26 -22 24 -24 -23 -17 -20 -16 -18 -30
right_child=4 -3 -4 -5 9 6 -8 -9 -10 13 -12 12 -14 14 15 17 28 18 19 -21 21 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0016763823316006683 0.00085706436061264916 0.00012277659137906101 4.4592863355996262e-05 0.0019715553000363567 -0.0019978395126659244 -0.0019777967758105868 -0.0019870818843765593 0.0014518877877259672 0.00197431377150457 0.00022027025223035908 8.7027897450918002e-05 0.00040893905036225591 -0.00024216320541447728 0.00020703071738975435 -0.0020064281974610729 0.00033816447761258269 0.0015419165313812326 0.001663163295605966 0.0018958717049943174 -0.0012239900975791165 -0.00069032805717606741 0.00013830444396727845 -0.001080740399944237 0.0003724424963944027 0.001950439435715975 -0.0014875063231945761 0.00024325873052952733 0.00014620166115308098 -0.0019938258649469243 0.00086617855377949091
leaf_weight=0.26853979034122843 0.89365353877656151 1.1167912953242192 0.28684370985762797 0.016430208459496498 0.23367115788278059 0.060815633120640089 0.18317828649742296 0.20343186715592765 0.16496936441399146 31.379510493685302 0.89124759383958008 1.9841684810160134 0.62819737358040573 18.704125655024146 0.81118948773655464 0.24297822627704579 0.12251764838583767 0.3553969720378517 0.33571886608842749 0.37533129728399206 0.7419261964678302 0.36197591712698374 0.42093502578791264 1.8023472215281797 0.39693755889311433 0.49143961921799928 0.25748237571679056 0.090450301766395569 0.10179536124633159 0.082754586157534504
leaf_count=435 17 57 345 1 112 343 39 91 11 528 73 376 37 929 227 15 7 17 17 45 21 21 48 78 25 41 27 3 27 21
internal_value=0.000169401 -0.000158637 -0.000708257 -0.00146606 0.000178289 0.000379269 -0.000422217 0.000662558 0.000476955 0.000164067 -0.000346046 0.0004065 0.000252368 0.000174121 0.000117764 -0.00012106 -0.00128794 0.000122852 0.00026926 0.000163693 0.000284333 0.000141897 0.000348942 9.73107e-05 0.00108611 -0.000883493 0.00117855 -0.00179048 0.000187679 -0.000711363
internal_weight=64.0068 1.68861 0.571814 0.28497 62.3181 4.11841 0.447426 0.264248 3.67099 58.1997 1.12492 3.50602 2.61237 57.0748 25.6953 6.99118 1.20871 5.78247 5.04805 4.69265 4.31732 3.72412 2.9822 2.22328 0.758913 0.734418 0.593201 0.90164 0.307068 0.18455
internal_count=4034 838 781 436 3196 914 473 434 441 2282 185 430 413 2097 1569 640 285 355 299 282 237 193 172 126 46 56 44 230 55 48
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=7 16 20 23 0 4 3 20 19 9 22 2 20 7 15 7 0 16 4 22 23 6 22 16 9 2 17 20 21 12
split_gain=0.0117518 0.0353917 0.0446806 0.0332939 0.0237488 0.0222969 0.0171296 0.0165588 0.0274078 0.0153782 0.0598455 0.0567112 0.0380167 0.0729985 0.0621699 0.0369651 0.0347441 0.1302 0.0270164 0.0187101 0.0423325 0.0848352 0.040144 0.0944644 0.0951625 0.0860419 0.031177 0.0852459 0.0381135 0.0179802
threshold=22.105125139000005 22.744946812400002 43.426640904350009 0.46120500000000009 91.394134144600017 377.6847677435 108.40938565220002 47.927946529500012 13.351077205700003 187.94830913940004 -0.11963999999999998 106.79778736115001 41.872294782850005 22.545611589100002 38.483556206400003 22.516377366000004 85.732241321850012 22.704946905950003 278.75859950360007 0.22598000000000004 0.097015000000000032 15.365359009150003 0.12427500000000002 22.564947233300003 200.17144541975003 160.64656314035003 175.0619478289 40.750688432250008 0.2796341810500001 69.826413229550027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 8 -4 10 11 -2 15 -14 18 -12 17 -11 -15 22 21 -21 26 24 -24 -26 27 -18 -29 -28
right_child=9 -3 4 -5 -6 -7 -8 -9 -10 16 12 -13 13 14 -16 -17 19 -19 -20 20 -22 -23 23 -25 25 -27 29 28 -30 -31
leaf_value=-0.086167381590449524 0.094435284882177284 0.0012007407253665444 -0.10009599295885928 0.1003404113374157 -0.080667680764966818 -0.10013666419576286 -0.027689911984089422 0.096177994821093293 0.090371530775413933 -0.10122443700684186 0.027477877263298502 -0.036559037216301021 -0.10074977932737744 0.085725201258252226 -0.064115870484315482 0.0027514654820612831 0.084928462059076198 0.00049936284424899541 -0.076462757820468047 -0.10109010182133893 -0.0016254222649291486 0.010741485025609105 -0.075302909078424768 0.099166035007263995 0.077922324795981934 -0.03152472846265976 0.017773416487334263 0.10038586502123147 -0.10308334772943678 0.0010343278933784388
leaf_weight=0.149875856736154 0.13886633347556188 0.99744302128965501 0.014080200886382954 0.010224235244095325 0.028635476823251071 0.013654334158388792 0.030976681245988402 0.048701488907681778 0.01630212839700107 0.15708093911075494 0.73200962667397007 0.043371595900914883 0.097384953147411468 0.077255445572546932 0.065592978668064461 3.4737167395508664 0.13483608566661942 0.63233435271899907 0.011845199923186556 0.13614427083939418 1.1976875716190987 0.13519484258722514 0.109884558045933 0.14109968050615862 0.17725235763373348 0.12076984315945083 0.65087493881583114 0.011578989215195179 0.044925955923645233 45.518798594750876
leaf_count=435 39 57 115 1 98 41 64 16 11 116 27 409 48 65 21 256 43 58 96 68 31 13 17 13 19 37 7 1 114 1698
internal_value=0.00135952 -0.00799908 -0.0373679 -0.0742567 0.00139737 0.0203924 0.0353455 0.0600362 0.00210243 0.00158735 0.00709047 0.0632594 0.00479425 -0.0329264 0.00977074 0.00705511 0.00106801 -0.019742 0.0641636 0.00140758 -0.00970533 -0.04537 0.00175559 0.0286378 0.00424129 0.0335702 0.00143725 0.0417196 -0.0613885 0.00127031
internal_weight=55.1184 1.30989 0.31245 0.1601 0.15235 0.123715 0.11006 0.0790838 0.0303823 53.8085 4.64004 0.182238 4.4578 0.252079 0.154694 4.20573 49.1685 0.789415 0.0891006 48.379 1.46903 0.271339 46.91 0.549006 0.407907 0.298022 46.361 0.191341 0.0565049 46.1697
internal_count=4034 838 781 436 345 247 206 142 126 3196 961 448 513 230 182 283 2235 174 161 2061 112 81 1949 86 73 56 1863 158 115 1705
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=13 6 18 3 10 16 10 16 23 22 22 21 17 23 23 9 20 10 16 0 16 16 17 22 22 7 16 0 19 8
split_gain=0.0605531 0.0503907 0.0482511 0.0984291 0.444332 0.306475 0.323886 0.182484 0.166152 0.150508 0.48449 0.16818 0.165386 0.130789 0.128823 0.138323 0.113061 0.0999588 0.0970852 0.0702981 0.105517 0.0933986 0.0818381 0.0799138 0.104645 0.0844792 0.0712628 0.0702207 0.0671436 0.0868457
threshold=98.050756475600011 13.200308423050002 13.946975448150001 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 19.199955102150003 -0.059734999999999996 -0.084275000000000003 -0.041369999999999997 2.5447591590000003 204.42624920380004 -0.09053499999999999 0.093580000000000024 206.08934059370003 39.458743938000005 75.077881750900005 22.614947116400003 92.313586825200005 20.784951395750003 20.704951582800003 171.59570528810005 0.27538000000000007 -0.122095 20.873561687950005 22.544947280100004 88.606203063300015 14.551174033150001 8.543332867800002
decision_type=2 2 2 2 2 2 2 2 2 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 19 13 5 -5 7 16 -6 14 18 -12 -13 17 15 -9 -7 -4 -11 20 21 22 -2 24 25 -24 28 -17 29 -22
right_child=2 -3 3 4 8 6 -8 9 -10 10 11 12 -14 -15 -16 27 -18 -19 -20 -21 26 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013311846195376449 -0.0012540658214642917 0.00052816272818249769 0.00020478440559440115 0.0019913594334196563 0.00048776883793473134 0.0018753464472036087 -0.0017253231656873069 -0.00051851970602049375 -0.0019918131760824744 -0.0020942155155243593 0.0006488350276864103 -0.0012702926219099087 0.00066710963312318716 0.0001926435395207679 0.0012784270005841397 0.00014619671334385932 0.00031368661260664708 -0.0022831552176528964 -0.00046743120303980164 0.00071540314388253488 0.00063728959352554802 -0.0020925587784969214 0.00079084469611027182 -0.002050085156166081 0.0015465157873811549 -0.0020147144880002421 0.00017381400440121827 0.0012217677128784957 -8.1889242637099325e-05 5.6103009763124989e-06
leaf_weight=0.18591899630726416 0.20006323242381441 0.080217745242293859 0.10812177066691475 0.303720774509883 0.12596133732313319 0.32392605929635454 0.40291111083934072 0.77705339869862899 0.59317922488321517 0.56434491870459425 1.1343286109622521 0.46097675007331407 0.2678231718018651 19.042020622178828 0.44547246838919807 0.56023617624305189 0.39629495657572988 0.14582395087393252 0.18803877430036664 1.0351820210416907 3.8650419225305077 0.12348411843413487 0.085522393136670871 0.050077464198693633 0.19969149068310799 0.079735912811429444 29.995346150621117 0.39999015862122178 0.89982842220160808 1.0680132205598054
leaf_count=1133 404 53 13 15 24 18 97 33 268 67 31 33 39 494 29 6 36 32 13 59 127 8 145 15 40 24 666 42 29 41
internal_value=0.000162597 -0.000770748 0.000166488 0.000101959 -9.82244e-05 7.03548e-05 -2.81776e-05 9.5733e-05 -0.0015575 -4.2408e-05 -0.000359651 0.00017663 -0.000558326 0.000174001 0.000337732 9.652e-05 0.00101606 -0.00122387 -0.00168764 0.000211518 0.000197254 -0.000536354 -0.000223934 0.000272639 0.000591358 -0.000562817 0.000212376 0.000594235 0.000410681 0.00050053
internal_weight=64.1083 0.266137 63.8422 26.2402 6.94426 6.22512 5.9214 5.51849 0.719141 4.79826 2.61551 1.86313 0.7288 19.296 2.18275 1.73728 0.720221 0.253946 0.752384 37.602 36.5668 0.738575 0.61509 0.415027 0.36495 0.165258 35.8282 0.960226 5.83288 4.93306
internal_count=4034 1186 2848 1290 751 459 444 347 292 293 183 103 72 539 110 81 54 45 80 1558 1499 636 628 224 209 169 863 48 197 168
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
lst_pka_pred_nshell3=2715
cm5_Cs=2594
atom_area_sasa_Hs_min=2384
cm5_Hs_min=1968
lst_pka_pred_diff_nshell3=1746
atom_area_sasa_Cs=1550
atom_volumes_sasa_Cs=1508
atom_v_bur_3_5_Hs_min=1483
atom_volumes_sasa_Hs_min=1425
atom_p_int_Hs_min=1407
atom_p_int_times_area_Hs_min=1404
atom_v_bur_3_5_Cs=1390
atom_p_int_times_area_Cs=1317
atom_p_int_Cs=1287
atom_v_free_3_5_Hs_min=1068
atom_v_free_3_5_Cs=987
atom_v_distal_3_5_Cs=949
atom_areas_Cs=823
atom_areas_Hs_min=746
atom_v_molecular_3_5_Cs=560
atom_v_distal_3_5_Hs_min=505
atom_v_molecular_3_5_Hs_min=184

parameters:
[boosting: dart]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 10]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]
