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] [13.582188368100001:54.915453171400003] [0:29.2393367116] [-0.77633000000000008:0.79020000000000001] [-0.79553000000000007:0.70690000000000008]
tree_sizes=3399 3416 3414 3422 3417 3412 3431 3402 3428 3449 3433 3420 3440 3441 3417 3461 3442 3421 3450 3451 3422 3441 3452 3454 3442 3441 3424 3442 3442 3430 3439 3434 3415 3447 3450 3442 3427 3435 3433 3442 3450 3452 3441 3450 3434 3429 3448 3448 3442 3432 3445 3451 3425 3425 3453 3433 3433 3422 3462 3443 3474 3426 3449 3447 3464 3436 3442 3430 3425 3460 3449 3418 3448 3457 3429 3449 3441 3450 3470 3445 3416 3432 3459 3427 3464 3465 3445 3441 3454 3469 3474 3453 3429 3433 3420 3430 3432 3460 3443 3445 3412 3438 3484 3457 3460 3462 3463 3485 3467 3447 3488 3449 3422 3474 3454 3424 3447 3436 3451 3431 3466 3469 3453 3474 3440 3475 3477 3404 3425 3454 3427 3466 3434 3484 3412 3494 3457 3461 3453 3411 3416 3444 3455 3413 3472 3435 3473 3473 3434 3420 3459 3469 3464 3486 3483 3470 3463 3471 3477 3401 3473 3433 3477 3403 3455 3468 3413 3425 3450 3472 3475 3438 3460 3476 3448 3436 3463 3439 3449 3489 3455 3454 3446 3454 3387 3462 3468 3432 3460 3443 3463 3430 3461 3436 3464 3404 3479 3469 3464 3459 3477 3448 3476 3471 3437 3471 3471 3477 3440 3416 3439 3428 3431 3464 3431 3434 3480 3479 3407 3483 3463 3425 3427 3440 3420 3426 3456 3401 3440 3434 3484 3443 3440 3476 3466 3484 3485 3485 3468 3412 3476 3473 3480 3443 3439 3427 3395 3494 3418 3465 3416 3443 3478 3423 3483 3467 3400 3486 3490 3416 3478 3486 3475 3463 3435 3464 3416 3437 3443 3421 3468 3481 3483 3440 3414 3475 3428 3422 3460 3433 3489 3465 3425 3475 3421 3471 3446 3480 3489 3410 3421 3465 3419 3478 3477 3495 3432 3478 3440 3434 3427 3410 3492 3447 3436 3493 3433 3464 3436 3436 3438 3482 3478 3434 3438 3449 3482 3424 3482 3455 3487 3486 3486 3467 3442 3411 3481 3428 3471 3467 3494 3422 3496 3481 3415 3465 3476 3424 3475 3441 3465 3399 3482 3438 3432 3496 3419 3454 3468 3491 3486 3488 3455 3445 3476 3510 3470 3497 3482 3402 3467 3404 3467 3437 3478 3436 3470 3482 3438 3491 3420 3481 3407 3425 3473 3486 3418 3407 3434 3422 3486 3481 3481 3450 3424 3495 3465 3436 3426 3486 3475 3476 3476 3493 3492 3439 3479 3432 3470 3435 3484 3421 3431 3486 3438 3468 3447 3429 3454 3497 3487 3459 3484 3483 3467 3429 3452 3436 3431 3486 3487 3432 3473 3485 3482 3475 3457 3491 3484 3500 3429 3483 3411 3467 3422 3448 3469 3413 3476 3497 3493 3499 3467 3464 3406 3483 3473 3416 3470 3486 3473 3420 3379 3433 3500 3413 3508 3430 3436 3486 3470 3376 3458 3480 3447 3433 3421 3438 3452 3450 3465 3442 3424 3491 3442 3421 3484 3491 3441 3423 3509 3462 3482 3441 3464 3428 3424 3430 3457 3450 3509 3455 3478 3478 3482 3478 3442 3440 3470 3488 3437 3487 3454 3497 3468 3418 3431 3440 3438 3481 3458 3496 3481 3475 3498 3476 3499 3504 3479 3495 3468 3437 3479 3485 3485 3502 3435 3453 3452 3485 3497 3423 3472 3434 3457 3444 3433 3480 3461 3487 3499 3430 3463 3446 3438 3440 3501 3466 3480 3500 3440 3489 3488 3479 3491 3442 3418 3432 3499 3454 3492 3497 3408 3496 3439 3487 3486 3447 3495 3489 3473 3475 3492 3451 3458 3499 3491 3436 3442 3488 3436 3484 3471 3421 3493 3418 3446 3419 3502 3469 3501 3464 3476 3484 3430 3510 3497 3446 3437 3454 3438 3454 3493 3445 3437 3459 3459 3451 3489 3424 3453 3444 3449 3510 3466 3467 3433 3448 3498 3483 3482 3479 3468 3450 3451 3447 3503 3474 3495 3438 3486 3460 3477 3446 3489 3457 3437 3445 3442 3461 3478 3479 3444 3457 3504 3459 3445 3449 3497 3497 3494 3423 3518 3458 3488 3422 3452 3455 3464 3491 3454 3460 3522 3516 3478 3424 3518 3447 3503 3433 3452 3522 3514 3493 3433 3501 3461 3458 3425 3506 3492 3507 3505 3463 3472 3500 3459 3504 3464 3448 3450 3452 3466 3491 3471 3512 3436 3521 3470 3509 3508 3457 3484 3509 3474 3461 3494 3449 3462 3449 3496 3468 3448 3468 3485 3470 3447 3465 3466 3463 3436 3501 3473 3461 3490 3445 3453 3471 3468 3529 3508 3515 3528 3501 3507 3522 3448 3512 3460 3472 3533 3456 3460 3518 3513 3452 3517 3439 3489 3450 3534 3433 3535 3536 3463 3430 3467 3450 3514 3524 3529 3519 3475 3459 3459 3447 3426 3466 3523 3534 3480 3513 3472 3526 3429 3528 3523 3453 3463 3528 3520 3539 3535 3456 3436 3537 3448 3493 3442 3534 3440 3437 3443 3459 3460 3538 3538 3435 3527 3460 3505 3442 3463 3457 3458 3485 3431 3449 3482 3537 3449 3462 3456 3496 3506 3462 3526 3468 3443 3517 3470 3473 3424 3441 3438 3533 3437 3512 3457 3532 3439 3528 3453 3445 3517 3529 3486 3548 3457 3459 3422 3436 3553 3424 3475 3531 3546 3458 3556 3523 3437 3547 3469 3540 3538 3449 3440 3520 3518 3462 3516 3488 3537 3538 3436 3537 3469 3462 3447 3530 3473 3519 3471 3525 3465 3442 3471 3433 3505 3475 3476 3542 3544 3517 3528 3505 3530 3470 3442 3457 3551 3472 3458 3535 3541 3451 3469 3524 3451 3510 3468 3460 3539 3542 3520 3442 3528 3543 3524 3547 3532 3440 3527 3551 3526 3478 3459 3529 3534 3522 3542 3527 3533 3469 3444 3526 3515 3522 3525 3540 3523 3471 3531 3442 3453 3427 3466 3481 3466 3531 3433 3448 3516 3526 3559 3463 3540 3548 3456 3536 3469 3462 3449 3522 3547 3454 3536 3538 3545 3529 3464 3479 3476 3516 3479 3450 3440 3487 3529 3551 3529 3436 3461 3479 3542 3482 3544 3464 3480 3453 3519 3463 3461 3554 3477 3458 3559 3448 3474 3462 3552 3569 3545 3511 3524 3446 3551 3542 3494 3539

Tree=0
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 21 13 5 15 23 0 9 9 20 20 20 5 6 2 2 5 16 22 0 7 20 20 18 4 7
split_gain=893.067 216.915 117.928 183.154 89.4235 85.3892 84.9199 69.3292 52.5271 51.4229 49.3874 48.5191 45.8166 43.4857 42.7043 40.3092 38.4132 37.3995 47.9747 34.0157 37.1 28.1227 27.1721 26.7969 24.5332 24.355 24.1375 23.3157 32.5847 22.1367
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 98.51854819030001 18.870920756500002 112.67059178900001 13.812766882300002 29.326787846200002 0.070640000000000022 102.75018128760001 67.711288258750002 186.70853236170004 45.458122212500008 41.873095646600007 44.202975721700007 2.9478561016000007 16.455384477450004 199.01127796720002 90.828344481500011 20.769304081650002 22.514947350300002 -0.074029999999999999 86.09518316945001 23.960918281000001 47.927946529500012 41.965446242000006 17.108018746400003 196.82258699960002 23.727132803250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 5 11 -5 -1 8 10 -2 -3 27 15 -9 -12 -11 -4 -7 23 26 -10 22 -16 24 -8 -21 -17 -19 28 -6 -23
right_child=1 9 3 4 7 16 17 12 19 14 13 -13 -14 -15 21 25 -18 18 -20 20 -22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.022789238160221045 0.014773581214902758 -0.016465175612344101 0.014328270880836557 0.014913840982887561 0.016083495797823831 0.021961939801497021 0.0067112545824679279 0.011510619381975293 -0.026191343225064709 0.0093153649869189663 -0.019728045950526893 -0.020991735578069645 -0.018646996514940645 0.02619134205245149 0.019894712327598735 -0.026191343225064709 -0.016120268463142694 0.017666386632978617 -0.015019818227415254 0.020455427073075336 -0.026191343225064709 -0.023906756797623573 0.015227190147792224 0.02213506147946373 -0.016562878999613725 0.0031446898615956008 0.0021944540378422491 0.021918779428525409 -0.020496124107622311 -0.0024797018228734191
leaf_weight=181.05316579341888 46.988513708114624 39.581487596035004 13.301376819610594 58.066941648721695 10.927810251712801 11.192729175090792 21.060863733291626 10.211038261651991 9.7901497781276685 50.959048300981522 17.869030296802524 133.27104195952415 56.131275147199631 4.4095813035964957 5.0120520591735831 12.651885867118837 7.6451856791973105 85.145058453083038 10.338145852088926 4.1265041530132285 7.3802667558193198 16.851022928953171 22.307473570108417 233.40867632627487 11.994940429925917 7.8737881481647483 21.699650943279266 24.005936473608017 6.7596377730369559 16.235745817422867
leaf_count=1140 118 224 34 145 26 20 70 29 65 156 107 815 330 6 10 84 43 189 57 8 49 108 55 413 68 29 82 43 41 69
internal_value=-6.44937e-10 0.0110368 -0.011981 -0.00745583 0.00139728 -0.0200284 0.015128 -0.00462559 0.00458038 -0.00404553 0.00510166 -0.0174365 -0.0140053 -0.0106393 0.00147435 -0.0034299 0.00650664 0.0180395 0.0119177 -0.00403418 0.000701163 -0.0090134 0.00586586 0.0208585 -0.00708754 -0.0149378 0.0145241 0.0135127 0.00210381 -0.0133925
internal_weight=1158.25 602.88 555.37 355.479 188.381 199.891 474.24 130.314 102.588 128.639 63.972 167.098 66.3423 22.2786 89.0579 33.8271 18.8379 371.652 117.183 55.5993 45.8092 38.0988 38.4289 254.47 16.1214 20.5257 106.845 41.6934 17.6874 33.0868
internal_count=4633 1741 2892 1689 727 1203 1174 582 363 567 223 962 359 113 343 147 63 811 328 245 180 187 131 483 76 113 271 110 67 177
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=16 5 22 10 0 20 3 0 13 21 7 16 17 13 6 10 16 23 9 21 10 0 20 2 21 6 2 13 16 0
split_gain=727.75 176.894 103.772 71.3665 75.7958 72.7245 70.6134 56.0254 50.1792 62.3028 50.4916 46.8951 67.5689 42.7499 37.7845 36.1472 33.6065 29.8332 41.8165 26.9878 23.0823 22.9539 31.9982 31.678 26.5717 21.8814 39.4802 28.6411 53.328 22.9017
threshold=18.594956516900002 23.605484525250002 0.70681500000000008 90.937096262400004 95.217121606100008 38.238138001450004 85.589753040950015 96.082805124100005 98.255079293500017 18.870920756500002 24.103872582350004 15.614963485400002 236.15709471040003 113.62230596715001 13.185308072600002 74.927328095600004 22.694946929300002 -0.17949499999999999 64.155439819650013 2.8426267373000003 71.104340634100012 85.769879735700016 44.952171034750002 305.67240907785003 3.6533552218000005 16.455384477450004 199.01127796720002 112.67059178900001 19.934953383400003 85.990333302400003
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 17 -6 7 -2 9 10 15 -10 20 -3 -12 -7 21 18 -1 -18 -13 22 -15 -24 -23 27 -27 28 -8 -29
right_child=1 13 -4 -5 5 8 25 -9 11 -11 14 12 -14 16 -16 -17 19 -19 -20 -21 -22 24 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.0073118451403883771 -0.012775821576925715 0.01995738062552278 0.013937253709443178 -0.020928485316807119 -0.017720026901015512 -0.018015326943755072 0.013335691563987919 0.012986842735778815 0.009422352421983405 0.014225587845912395 -0.019276421318249751 0.0085999578237752807 0.016533047949967017 -0.020453627397843992 0.012306846719038438 0.010508136792231346 0.012389354025852723 -0.018861491914947164 -0.016603494445028174 -0.01179831208494171 -0.017290245750970806 -0.019305030448335769 0.011146566744041067 -0.022261132129832807 0.0043627889042398994 0.011672217349367093 -0.012352588398666835 0.0047972530730030077 -0.016615797999265294 0.018228412437910853
leaf_weight=16.678340420126915 26.370190590620041 10.14002814888954 24.545914441347122 82.937108561396599 54.507256105542183 8.9525396823883074 44.852843314409256 21.19731217622757 66.041971832513809 15.112578704953192 66.186411827802658 5.6040322929620734 14.205249056220053 35.054294884204865 5.7297700196504584 20.009062275290489 21.840255856513981 112.20736530423164 26.116200461983681 9.0965545624494535 33.160986348986626 8.8429771065711957 11.04566726088524 6.1521448343992224 26.077130690217018 106.90637621283531 10.453343480825422 19.126589238643646 10.147917598485945 232.62310191988945
leaf_count=53 145 17 59 547 337 56 109 52 192 35 423 18 29 226 15 56 56 711 159 49 202 55 31 41 92 274 58 65 60 411
internal_value=-3.41423e-07 0.00899542 -0.00977724 -0.0108808 -0.00900615 -0.00544117 0.0123362 -0.00129531 -0.00259317 -0.00811586 -0.0114628 0.00278929 -0.00548064 -0.00329152 -0.0167601 0.00169103 -0.00528751 -0.0156648 -0.00728296 0.00527729 -0.0135475 -0.00903688 -0.0139864 -0.000804314 -0.00163072 0.0138651 0.0095323 0.0155228 0.00780949 0.017208
internal_weight=1151.92 599.927 551.995 527.449 444.512 289.51 471.678 47.5675 235.003 115.99 100.878 119.012 52.9703 128.249 71.9162 28.9616 118.109 155.002 42.7945 30.9368 38.765 87.1722 52.2521 17.1978 34.9201 424.11 117.36 306.75 55.0008 251.75
internal_count=4633 1741 2892 2833 2286 1363 1174 197 1026 585 550 441 249 567 438 112 550 923 212 105 220 445 298 72 147 977 332 645 169 476
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=16 5 22 10 0 20 3 0 13 21 23 16 18 23 13 6 4 20 23 9 18 23 4 3 6 10 8 8 20 5
split_gain=598.358 145.615 85.2742 60.2306 62.8981 60.0471 58.3704 45.6818 41.2994 51.2377 44.9611 38.1903 56.567 36.1434 31.8209 29.8413 27.775 25.1053 25.0572 35.5572 21.4253 19.5912 25.0599 28.3731 19.4184 19.2603 18.4171 17.5842 35.2849 15.1711
threshold=18.594956516900002 23.605484525250002 0.70681500000000008 90.937096262400004 95.217121606100008 38.238138001450004 85.589753040950015 96.082805124100005 98.255079293500017 18.870920756500002 -0.13578999999999999 15.614963485400002 17.549283450150003 0.070640000000000022 116.87802876315001 13.185308072600002 330.20885572415006 41.873095646600007 -0.17949499999999999 58.084576609100004 14.122113655700002 0.081775000000000028 310.44950696480004 92.238309997550019 15.635365317800002 71.104340634100012 7.2443465838000014 8.9430209551500024 38.911218973650008 29.741930202000002
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 18 -6 7 20 9 10 16 -10 25 -3 -15 -12 -7 29 19 -1 -2 -8 27 24 -24 -13 -4 -23 -29 -16
right_child=1 13 26 -5 5 8 21 -9 11 -11 15 12 -14 14 17 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.011733573798868113 0.01899267160706055 -0.015325410124144293 -0.0024964026384904944 -0.023737669555837105 -0.019946140126059178 -0.020132192140068818 0.020014222059822281 0.014496367837432413 0.010470695542277525 0.015902289876627902 -0.020826924213486482 0.0094951601776299844 0.018631009664739299 0.020527003052521295 0.00015275976886928281 0.01368456706310035 0.015134035724294434 -0.011731272470870583 -0.021296019502559136 -0.017052577772802446 -0.01940222332867915 0.015679824551737782 -0.011401803396721904 -0.023929724485274702 0.019779389410597446 -0.019607220923438994 0.024357690761902622 0.021101589733757902 -0.025618228863591809 0.020999475363458951
leaf_weight=13.091108262538908 3.5417592376470592 38.973968163132668 8.0191840380430239 81.0721495449543 53.669490352272987 6.6221247166395214 139.69046729803085 21.038847908377647 65.827855497598648 14.978723064064978 70.741726338863373 5.6202362626790991 14.175058513879774 15.264106124639509 29.473490118980408 5.7077448815107337 16.284575805068016 33.642366319894791 110.16157777607441 29.270924687385559 22.701628491282463 238.59602329134941 6.3144249320030275 7.5285342931747428 12.634176030755041 32.601457208395004 16.38070185482502 7.119452163577078 6.5362706631422043 9.8077967315912229
leaf_count=37 8 224 34 547 337 41 265 52 192 35 450 18 30 29 115 15 44 180 711 175 137 557 31 47 24 201 25 13 40 19
internal_value=-2.49323e-06 0.0100885 -0.0109953 -0.0122405 -0.010116 -0.00610313 0.0138485 -0.00144257 -0.00290848 -0.00913015 -0.012904 0.00310849 -0.0061409 -0.00368171 0.00146414 -0.0182503 0.00493888 -0.00252602 -0.0176467 -0.00815681 -0.0142205 0.0155764 0.0133523 -8.5179e-05 0.00938858 -0.0153279 0.0155319 0.0147627 -0.00126071 0.00535779
internal_weight=1137.09 592.863 544.225 519.825 438.753 286.229 465.702 47.2822 232.56 114.335 99.3562 118.225 52.3968 127.162 88.1878 76.4495 22.9067 72.9237 152.524 42.362 26.2434 418.419 278.729 26.4771 18.9486 38.2217 24.3999 252.252 13.6557 39.2813
internal_count=4633 1741 2892 2833 2286 1363 1174 197 1026 585 550 441 249 567 343 465 85 314 923 212 145 977 712 102 55 219 59 610 53 134
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 13 21 5 15 9 21 10 23 10 20 5 6 20 5 20 22 22 5 13 7 5 0 13 17 0
split_gain=495.148 120.514 74.796 104.188 56.2022 52.0976 50.0004 47.7556 37.2771 33.0056 32.5286 31.3715 29.768 27.7765 27.0499 26.3655 25.2758 30.2746 23.4104 22.662 22.3522 22.3297 21.747 37.3533 21.0511 22.5748 21.0067 20.1627 19.9555 19.6392
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 98.51854819030001 112.67059178900001 18.870920756500002 13.812766882300002 30.054399297400007 186.70853236170004 11.534227923400001 84.675677276600013 0.070640000000000022 70.940344688150006 37.995872310650007 2.9478561016000007 16.455384477450004 41.935569238650011 31.794087907800002 35.119813570500007 -0.057599999999999998 -0.094409999999999994 18.790077190900004 108.49810477050001 24.775165158000004 19.897785533950003 85.866664228400012 96.357027853400012 200.17087924040001 86.09518316945001
decision_type=2 2 2 2 2 2 2 2 2 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 10 -5 8 -1 11 28 -9 22 21 -3 -12 -14 -8 29 -18 26 -10 -19 27 23 -4 -21 -26 -16 -6 -2 -7
right_child=1 12 3 4 7 16 15 9 19 -11 13 -13 14 -15 18 -17 17 20 -20 24 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.015532824770390937 0.012809806712573578 -0.010942698687814362 -0.013643333048083881 0.010460189188129257 0.0087931872819370233 0.003475376274229538 0.015575642611829487 0.0088829081106546089 0.013433474733408711 -0.01344932831746406 0.0053813487388921629 -0.018601593052021633 0.013186697374761877 -0.016546027442409336 -0.010508246360422066 -0.012192667789720963 0.010868030418719367 0.0023140522791329464 0.017859674932940602 -0.016363411164416537 -0.023179951008952256 0.011595074927481148 -0.016466783039764139 0.016800715430141163 0.0073511752748138788 -0.02056312970693925 0.0027321426080498395 -0.016486540940089358 -0.0041006190035939201 0.015002657177475771
leaf_weight=171.46003475785255 41.892590433359146 38.426293566823006 17.514209344983104 56.844005957245827 7.8705524802207973 20.816450655460358 10.784763097763063 10.104996919631956 7.4733640104532233 54.454602390527725 23.251478582620621 7.0123874843120566 18.594886779785156 10.941525936126707 33.546892583370209 7.442950874567031 86.328518122434616 22.407647177577022 6.7341183871030799 19.834470093250275 5.5204828530549994 38.561874940991402 100.74770350754261 7.3766732215881339 14.600602120161058 5.0121478438377371 28.581059142947197 8.4003405123949033 11.442313179373739 222.45415386557579
leaf_count=1140 95 224 110 145 23 70 20 29 16 330 85 49 41 72 185 43 210 81 11 123 37 97 675 20 45 34 106 54 50 413
internal_value=-3.88774e-06 0.00721685 -0.00791445 -0.00475265 0.00108805 0.00992102 -0.0136331 -0.00312658 0.00269128 -0.00995384 -0.0114491 0.00400033 -0.00261706 -0.00163526 0.001041 0.00423697 0.0119483 0.00754537 -0.00223871 -0.00468665 -0.00272528 0.00689082 -0.0141199 -0.00462092 -0.00811954 0.000217519 -0.0044172 -0.00425824 0.00918189 0.0140163
internal_weight=1116.43 583.666 532.768 343.08 183.249 457.783 189.688 126.405 100.255 64.5596 159.832 61.8452 125.883 34.193 87.457 18.2277 357.527 114.257 68.8621 46.9206 27.9281 54.8328 125.639 24.8909 39.4472 19.6127 62.128 16.2709 53.3349 243.271
internal_count=4633 1741 2892 1689 727 1174 1203 582 363 359 962 223 567 157 343 63 811 328 302 218 118 174 805 130 202 79 291 77 145 483
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=16 5 5 10 16 21 22 13 20 15 21 13 22 10 16 6 20 17 2 5 16 21 5 20 5 13 10 0 22 0
split_gain=411.781 100.451 64.0573 82.7771 59.9102 47.5841 46.2273 44.0542 41.4696 31.4477 26.7028 25.825 24.6993 24.6101 24.452 22.2673 26.743 26.591 21.6982 24.9157 21.4452 19.4565 19.1206 19.0645 18.2917 31.1471 18.1189 17.2435 16.8764 16.5884
threshold=18.594956516900002 23.605484525250002 10.726864994700001 74.757955233350017 13.534968349350001 18.870920756500002 -0.051199999999999996 112.67059178900001 40.300545846000013 29.326787846200002 11.534227923400001 113.62230596715001 -0.16533 70.348883899450016 15.839962959300001 16.455384477450004 39.354247760400007 201.61829342215003 90.828344481500011 20.769304081650002 22.694946929300002 2.8426267373000003 2.9478561016000007 41.243661560350013 18.790077190900004 108.49810477050001 83.602982482550019 86.09518316945001 -0.074029999999999999 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=2 7 5 10 12 -1 8 9 -6 -2 24 -3 26 -12 -10 27 -17 -18 -11 28 29 -22 -7 -16 25 -4 -5 -9 -20 -13
right_child=1 11 3 4 6 22 -8 15 14 18 13 20 -14 -15 23 16 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.015792671209431421 0.0098792806018232499 0.016288118355785697 -0.013438098189269183 0.010743746599076129 -0.011742830965463002 0.015157911435042644 0.013069654269668969 0.0032934710213855384 0.01058015569662442 -0.020094733235709063 0.0061203331094507301 -0.0099616081929556829 -0.015800188098256725 -0.014421172809001178 0.0095938634617770586 0.016258330442374645 0.0056132815072023629 -0.018888116079569736 -0.0056588856999159895 -0.020565004714187329 0.010694965002555613 -0.010250229634259188 -0.010673215796531998 -0.020243508044030419 -0.016141025074201079 0.015510368412132748 -0.012093951925410077 0.01465945674816899 0.010605591465573721 0.0027384384262948303
leaf_weight=152.58225025236607 45.312686160206795 9.5710198283195478 17.519739627838138 11.19834913313389 31.39447495341301 10.479592323303224 55.564442843198776 20.744952291250229 37.284205928444862 9.3322643935680372 21.013383030891418 65.806295648217201 36.059051707386971 13.631703823804854 4.9973255991935712 32.916826218366623 72.934919804334641 6.8707750588655463 15.570578306913371 7.092678189277648 21.362650781869892 8.9091217815875989 6.6337903887033454 7.7335668504238129 97.229405507445335 7.5350123345851889 8.7906170040369016 215.33324339985847 21.57582595944405 18.729319870471954
leaf_count=1062 118 17 113 30 178 20 135 70 100 65 73 374 235 89 15 59 226 43 76 49 56 49 38 54 675 20 55 413 55 71
internal_value=-5.78687e-06 0.00696351 -0.00767807 -0.00476709 0.000454192 -0.0136812 0.00469731 0.00959329 -0.00101706 0.00257856 -0.0111892 -0.00250205 -0.00991544 -0.00196207 0.00571551 0.0115819 0.00722838 0.00350386 -0.00359666 -0.000116383 -0.00406851 0.0045307 0.0051448 -0.00853128 -0.0138035 -0.00473208 0.000700333 0.0136607 0.00378805 -0.00714784
internal_weight=1091.71 572.063 519.647 349.951 193.022 169.696 136.974 447.685 81.4096 98.884 156.929 124.378 56.048 34.6451 50.0151 348.801 112.723 79.8057 53.5713 44.2391 114.807 30.2718 17.1134 12.7309 122.284 25.0548 19.989 236.078 37.1464 84.5356
internal_count=4633 1741 2892 1772 802 1120 482 1174 347 363 970 567 320 162 169 811 328 269 245 180 550 105 58 69 808 133 85 483 131 445
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=16 5 22 10 6 6 20 21 16 13 13 22 21 2 16 15 16 13 17 19 0 20 0 21 6 17 0 20 23 17
split_gain=343.8 84.4599 56.82 42.8112 45.664 38.6122 32.5331 44.3868 35.7933 42.7548 31.26 28.0055 27.2277 23.5727 23.1043 22.968 24.2618 21.4633 27.6746 32.1799 32.6495 20.6079 20.1553 23.1798 18.2215 17.7463 16.4735 21.3097 17.6256 16.8654
threshold=18.594956516900002 24.082771358500001 0.70681500000000008 90.937096262400004 15.635365317800002 14.825346391850003 38.238138001450004 3.3069203559500004 16.224962059000003 102.46520472580001 116.60111757565001 -0.053874999999999999 17.629804977050004 305.67240907785003 22.724946859200003 30.505324983850006 12.674970360400001 95.811270852950017 180.67147619190004 11.950964240300001 105.7585659356 43.157831852650006 85.866664228400012 6.5613067478000007 14.845346859150002 238.05090660085003 86.09518316945001 41.965446242000006 0.080545000000000019 203.65799419860002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 6 11 -1 15 9 12 13 21 17 -3 22 16 -8 -9 -19 -20 -21 -2 -12 -24 25 -10 27 -7 -28 -30
right_child=1 10 -4 -5 -6 26 7 8 24 -11 14 -13 -14 -15 -16 -17 -18 18 19 20 -22 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.016764493751020845 -0.017472181311363372 0.019015530011739928 0.014099268084322278 -0.020844935128881949 -0.021789952103051947 0.012606594713392462 -0.0077194172347605878 -0.018128100552269686 -0.019758001688746231 0.01340921660461066 -0.020199747846287777 0.0098180204806603173 0.0095034647914118038 -0.014611612006091982 0.0044919300706941327 -0.022616953883739434 0.012801349736224274 -0.018361334016572192 0.017428532402252665 -0.021689748132837947 0.026060640071743215 0.0078282619574541155 -0.021425206977202189 0.012018869699656974 0.01312184346570288 0.015081203867807315 0.019790902593934016 -0.0033868177442059827 0.013804399839533681 0.0019499204144351923
leaf_weight=57.5715102404356 22.707963734865189 18.798802822828296 23.042150810360909 72.086371123790741 49.716810420155525 52.198648408055305 17.269770979881287 45.375641748309135 68.065594434738159 27.686805859208107 37.798213198781013 36.089095205068588 18.461552292108536 6.3330041468143454 21.705651491880417 6.10882744193077 54.127166897058487 20.385817676782608 18.691598385572433 14.109859913587572 4.2292760610580435 10.793039381504057 7.8524525761604336 11.765331625938414 4.5288983136415473 3.4929490834474555 95.369631975889206 29.704670503735542 175.6999536305666 32.283087939023972
leaf_count=387 136 43 59 547 369 133 93 311 479 76 252 103 59 38 76 46 164 137 43 90 6 34 50 36 17 9 173 125 425 117
internal_value=-9.74276e-06 0.00813347 -0.0090262 -0.0101319 -0.00824755 0.0109385 -0.00637786 -0.0044013 -0.00779 -0.00349289 -0.00410456 0.000604347 -0.00735227 0.0105418 -0.00875675 0.00543734 0.00783771 -0.0103796 -0.00425601 0.00350912 -0.0106778 -0.00932112 -0.0137653 -0.00136786 -0.0162016 -0.0180574 0.0128052 0.00680611 0.0144249 0.0119643
internal_weight=1064.05 559.1 504.951 481.908 409.822 454.846 360.105 302.534 225.028 148.941 104.253 69.5901 121.254 25.1318 79.1216 77.5058 71.3969 102.792 57.4166 37.0307 18.3391 33.501 57.416 19.6178 76.0874 71.5585 385.256 81.9033 303.353 207.983
internal_count=4633 1741 2892 2833 2286 1246 1917 1530 1227 722 495 273 646 81 414 303 257 587 276 139 96 170 338 86 505 488 973 258 715 542
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=16 5 22 10 18 16 16 20 3 0 4 23 0 21 5 9 23 21 6 22 23 17 13 21 8 22 0 8 5 18
split_gain=358.807 89.2317 58.2607 43.4091 44.3199 41.3078 50.7599 51.6855 40.9972 38.6112 29.6384 33.6539 27.7844 29.0204 27.1271 25.3919 26.7545 23.8178 20.0986 18.9717 18.5974 19.535 18.3823 30.3393 16.0904 16.2791 14.6716 13.5722 13.4745 13.2572
threshold=18.594956516900002 23.605484525250002 0.70681500000000008 90.937096262400004 17.327266398450003 16.224962059000003 13.534968349350001 38.238138001450004 85.589753040950015 96.082805124100005 323.22981966960009 -0.12193999999999999 102.75018128760001 17.629804977050004 10.726864994700001 226.58992707320002 0.092185000000000031 20.581461612800002 16.415383542800004 -0.59238000000000002 0.091275000000000023 166.68115439205005 117.39690118230001 6.151769958900001 8.8430989333000021 -0.084729999999999986 102.90611185915002 7.2443465838000014 14.361338546400001 14.295312909150001
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 5 6 10 -8 9 29 -1 -12 -6 -14 17 16 22 -9 -18 -7 21 -16 23 -3 -10 -26 28 -4 -22 -2
right_child=1 15 27 -5 12 19 7 14 24 -11 11 -13 13 -15 20 -17 18 -19 -20 -21 26 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016993199276763741 0.0090439735611263106 0.017212509353513848 -0.0016389190814231182 -0.017105282600603698 0.013642844565142448 0.00712379586706625 -0.016359289699156846 -0.016407899317515011 0.011235938710390705 0.010879908642450345 0.00991905297331485 -0.017121484584300559 -0.0092724403205452447 0.019316496942006069 -0.012507849988850777 0.018641638988033948 -0.014405054058112658 0.016141304118569448 0.0081753581485842775 -0.014777610362861149 0.016942805742977001 0.013104662055702543 -0.012175625748821502 -0.011895922079857089 0.0090942235933159591 -0.011832759928564704 -0.020086758100889709 0.018101532129771423 -0.0029438918699298978 -0.015538431969225667
leaf_weight=61.678820103406906 3.8962059915065792 9.7881618887186068 7.9053728282451656 72.747850850224495 22.874283775687218 6.2304849177598944 24.268805474042892 15.634131953120233 370.15806671977043 20.473769336938858 15.940496549010279 12.219274818897246 27.818200349807739 6.6025511473417273 4.9188159257173529 7.9984524697065345 7.2215149998664847 4.3099733442068091 32.971277326345444 129.25557206571102 7.1311982572078767 49.633838295936584 53.031314790248871 11.95214508473873 13.975131034851076 9.3065488338470441 5.1229259073734275 15.490754246711729 18.158633649349213 21.437732577323914
leaf_count=429 11 20 34 547 53 24 169 112 894 52 52 85 171 12 32 13 42 8 103 890 14 120 317 72 37 46 36 25 79 134
internal_value=5.02995e-06 0.00675221 -0.00746302 -0.00837533 -0.0068331 -0.00844992 -0.0051586 -0.000236895 0.00933625 -0.00163987 -0.0122355 -0.00181456 0.00317071 -0.00378854 0.00349271 -0.00247849 -0.00394789 -0.00937393 0.00411829 -0.0137704 0.00651292 0.0107953 -0.00828379 0.0012096 0.0106142 0.000728934 -0.00116851 0.0114314 0.00266374 -0.0117578
internal_weight=1070.15 562.21 507.942 484.546 411.798 354.503 219.017 129.178 439.247 45.8077 89.8386 28.1598 57.295 34.4208 104.91 122.963 114.964 19.9441 40.1928 135.486 84.9654 54.5527 74.7716 21.7403 393.44 23.2817 30.4128 23.3961 25.2898 25.3339
internal_count=4633 1741 2892 2833 2286 2050 1136 570 1174 197 566 137 236 183 401 567 554 120 145 914 281 152 409 92 977 83 129 59 93 145
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 21 13 20 16 18 5 13 23 9 21 23 4 6 20 17 20 5 10 6 20 22 13 21 20 7
split_gain=293.479 72.7379 50.3485 64.0068 46.5681 37.3627 34.5431 31.5992 37.1336 35.8797 26.2289 24.0748 22.835 22.1493 20.801 20.2623 26.5041 18.6842 24.6159 22.8515 18.6581 20.0783 31.7 17.115 15.8383 17.1328 15.5727 24.7951 15.476 16.0077
threshold=18.594956516900002 23.714185006400005 10.726864994700001 14.375335877400001 13.534968349350001 18.870920756500002 112.67059178900001 38.324118171300007 16.024962526700005 17.549283450150003 20.769304081650002 111.98772342380001 0.092185000000000031 226.58992707320002 11.155580190950003 -0.20885999999999996 323.22981966960009 16.455384477450004 39.354247760400007 201.61829342215003 48.823707093150006 18.678742451450002 71.053259929650025 13.185308072600002 41.16018805045001 -0.054875 117.39690118230001 7.515317457250001 41.685324604100011 23.736034462250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 5 4 15 -1 10 -6 24 -10 11 14 13 26 -2 16 -4 -8 -19 -20 21 22 -5 -17 25 -9 27 -3 -14 -30
right_child=1 12 3 20 7 -7 17 8 9 -11 -12 -13 28 -15 -16 23 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.015895514995274508 0.0081619391678963947 0.015125587131666722 -0.021043469340222144 0.017869473814467969 -0.01192137865373176 0.0053360823626157437 0.013399263355471812 -0.0038211768561945271 -0.011716516415851317 0.014331306496961639 -0.022331717119382262 -0.020320325319692866 0.011605243306835286 0.018330610247574836 -0.015220033351357961 -0.017227431730928281 0.013708191808760616 0.0166382459910853 0.0050152109612816064 -0.020299979465401876 0.014824937271372917 -0.017364997621629449 -0.017659439961882992 0.0031314328584093254 0.015074079304349923 0.013414642993644366 -0.012853044641868028 -0.014012689693269711 -0.021468522022909782 0.0082774291862689319
leaf_weight=140.71835201233625 75.175291538238525 10.530073598027231 5.7126378193497684 8.0159111768007296 21.117590174078941 16.353501677513123 224.2293872833252 22.218060091137886 32.786065742373466 13.075389593839644 7.1598950922489157 6.5986013710498801 25.723030015826225 5.7064053863286963 7.3860716521739951 43.990785107016563 12.087693110108374 31.971617788076401 73.871946856379509 6.89089311659336 3.991005226969718 79.705465845763683 9.9479108899831754 8.7508741766214353 53.303047366440296 18.837216377258301 50.719054341316223 10.126300945878027 6.2655922770500165 6.5315352529287338
leaf_count=1062 228 26 42 19 137 58 494 100 203 30 51 41 67 10 44 315 33 60 235 43 12 610 71 34 123 43 311 65 45 21
internal_value=-6.40047e-06 0.00667242 -0.00747853 -0.00455575 -0.000699376 -0.013685 0.00917237 0.00324034 0.00552375 -0.00429012 0.00215097 0.00411703 -0.00269755 -0.00687471 0.00607015 -0.00970994 0.00255538 0.0111794 0.00676413 0.00285525 -0.0133519 -0.0145032 -0.00180554 -0.0138495 0.0102936 0.00408706 -0.00888986 0.000841233 0.00566128 -0.00628646
internal_weight=1039.5 548.886 490.612 333.54 231.879 157.072 433.284 161.337 140.22 45.8615 96.3199 89.16 115.602 77.0818 82.5614 70.542 17.8003 336.964 112.734 80.7628 101.66 97.6693 17.9638 52.7417 94.3583 41.0553 71.3754 20.6564 38.5202 12.7971
internal_count=4633 1741 2892 1772 1060 1120 1196 636 499 233 364 313 545 412 272 424 75 832 338 278 712 700 90 349 266 143 402 91 133 66
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=16 5 10 6 22 3 0 18 7 16 7 16 6 21 19 16 17 8 20 6 16 2 9 23 6 23 4 3 8 20
split_gain=246.218 61.2966 43.984 43.6738 37.5583 31.8941 30.0118 25.9738 26.5602 20.7632 29.6307 32.1843 20.4142 25.6394 23.4441 33.7475 25.2287 21.2697 20.8736 30.5472 30.0171 21.4229 18.4507 18.4782 22.8813 14.7105 17.7745 24.5053 15.9393 27.1552
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 0.70681500000000008 85.589753040950015 96.082805124100005 17.327266398450003 19.506002767000002 17.684958644900004 26.545218975000001 9.7049773055000017 5.1351199812500008 20.581461612800002 13.051052998800001 11.949972055800002 162.43086425485004 7.6440346712000009 40.330620469300008 14.195331671650001 16.224962059000003 137.50513673700002 226.58992707320002 0.091885000000000022 16.405383309150004 0.080960000000000018 310.44950696480004 92.238309997550019 8.9430209551500024 38.911218973650008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 7 6 -2 8 -1 10 -9 -12 13 -10 15 -14 -17 -16 19 -18 -20 -22 23 -3 -25 -7 28 -28 -27 -30
right_child=1 22 -4 -5 -6 25 -8 9 12 -11 11 -13 14 -15 17 16 18 -19 20 -21 21 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=0.016736143127064469 -0.0117196590512416 -0.007687227896623159 -0.01690466336096879 -0.01753046466176459 0.013399343579855802 0.013665676477881998 0.010040120386025692 0.016703888490241632 -0.017796578221082722 0.019813569290469627 0.014750902485993677 -0.015488408911302414 -0.014611595677381271 0.0095843688585555489 0.0060429879804384731 -0.017040274785028935 -0.01119992830155832 -0.019367315202585594 0.010382694766601606 0.010733013074880065 0.00765026409547645 -0.019258876855512416 0.017849550644360349 -0.019325959609728344 0.0076971356668819159 0.0099820521738169833 0.0056267043156579223 -0.023228411654025678 0.014295424970115324 -0.024299082041283841
leaf_weight=8.3562989011406881 24.749647751450539 70.260511592030525 66.102016046643257 45.205065511167049 20.816404834389687 115.50941675901413 19.84180423617363 12.37683394551277 47.469853527843952 10.863886058330534 8.3488382771611231 22.858368262648582 37.448449827730656 6.7921059280633918 6.9987145513296118 14.643807187676428 39.506419762969017 31.410755962133408 58.241007812321186 15.308145038783548 8.8579654693603533 12.248005487024782 7.4462496787309638 6.4610182642936698 34.5897017121315 218.48423612862825 18.179255887866024 7.1150455772876731 6.2628999650478345 6.4088162928819656
leaf_count=19 145 400 554 371 50 252 52 31 384 17 25 163 267 20 31 114 246 249 168 48 38 97 13 42 112 567 58 47 13 40
internal_value=-1.03783e-05 0.00611534 -0.00693056 -0.00531362 -0.00379033 0.00849695 -0.00203724 -0.00483743 -0.00641949 0.0035099 -0.000554001 -0.00739851 -0.00711321 -0.0143692 -0.00536069 -0.00342705 -0.00061234 -0.0147372 0.00118078 -0.00507468 0.00550218 -0.00796538 -0.00223834 -0.00358214 0.00344394 0.00975981 0.00800054 -0.00248996 0.00914847 -0.00522404
internal_weight=1009.16 535.309 473.853 407.751 362.546 416.551 44.5915 341.729 287.282 54.4479 43.584 31.2072 278.925 54.262 224.663 186.254 148.805 38.4095 134.162 54.8146 79.347 21.106 118.757 111.311 41.0507 371.96 256.45 25.2943 231.156 12.6717
internal_count=4633 1741 2892 2338 1967 1174 197 1917 1681 236 219 188 1662 404 1258 978 711 280 597 294 303 135 567 554 154 977 725 105 620 53
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=16 5 22 10 6 13 20 21 16 13 18 13 15 13 21 0 23 6 2 0 15 16 16 21 12 20 13 17 20 22
split_gain=269.312 67.3736 47.0927 36.3046 35.8635 34.4125 26.4878 35.3145 28.7473 34.7628 27.1071 24.1977 21.9878 20.8628 20.6232 29.0644 26.6191 19.8957 26.4268 17.7435 17.1512 16.5128 16.2003 18.6558 15.6918 15.4637 14.7755 14.4738 13.6705 13.4061
threshold=18.594956516900002 23.605484525250002 0.70681500000000008 90.937096262400004 15.635365317800002 112.67059178900001 38.238138001450004 3.3069203559500004 16.024962526700005 103.89008753490002 16.012058908900006 111.98772342380001 30.054399297400007 113.62230596715001 18.870920756500002 102.90611185915002 -0.15148999999999999 16.455384477450004 199.01127796720002 85.990333302400003 30.505324983850006 12.674970360400001 22.694946929300002 2.8426267373000003 243.44243106745003 35.119813570500007 95.937628385050019 200.37850214585004 38.804629908750009 -0.21563499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 6 11 -1 20 9 10 24 12 -2 -3 15 -12 -17 19 28 -7 21 29 -15 -24 -9 -14 -26 -27 -19 -8
right_child=1 13 -4 -5 -6 17 7 8 -10 -11 14 -13 25 22 -16 16 -18 18 -20 -21 -22 -23 23 -25 26 27 -28 -29 -30 -31
leaf_value=-0.010295800691611828 0.0074797496230568448 0.012875631062590799 0.0088301250416159514 -0.013017722611244129 -0.013391558085779005 0.00057466765202928024 0.0056974405759398997 -0.01399818212544383 -0.0098023536003449593 0.010445040046293949 0.0053745370346788201 -0.015921009265591625 0.010736480543667439 -0.0052513925775053791 0.012728207161689141 0.0088658665310882585 -0.013221309009501999 0.012808303243060275 -0.010839472141098764 0.010893714510205391 -0.013850331328500403 0.007312756712703759 0.0085842493909169763 -0.0089392708417444563 -0.010538964359554171 -0.0123881219433445 0.0077763852249514822 0.00098203146971214805 0.0041698933936993284 -0.012283635654820727
leaf_weight=54.759277164936066 48.187350302934647 9.078916668891905 22.151567012071609 66.55969013273716 45.324378043413162 18.336423888802528 7.6794349253177669 31.816774368286133 74.445625238120556 19.271984279155731 26.980515487492085 7.4602594077587119 7.1856804937124243 81.978319987654686 10.72971126437187 6.9445892274379721 26.500634290277958 24.700975611805916 9.9369523078203184 201.07838124036789 5.4999882578849784 53.161270052194595 20.816800430417064 8.6818926930427534 9.8159538805484789 15.928215734660624 8.1132315844297391 16.753293573856354 73.289559572935104 9.1798876225948316
leaf_count=387 128 17 59 547 369 65 28 236 521 44 90 47 16 445 21 27 199 45 57 418 46 164 56 49 65 103 24 69 226 65
internal_value=2.08107e-05 0.00485951 -0.00546932 -0.00616277 -0.00499353 0.00674752 -0.00388992 -0.00268091 -0.00475916 -0.00208074 -0.00407738 0.00144412 0.00291535 -0.00176281 -0.000101545 -0.00237971 -0.00863511 0.008295 0.00476501 0.0100314 0.00322521 0.00456646 -0.00295499 0.00342682 -0.00976432 -0.00260163 -0.00225099 -0.00553427 0.00634742 -0.00409324
internal_weight=1022.35 543.413 478.935 456.783 390.223 422.857 344.899 290.14 214.619 140.173 120.901 95.5148 88.0545 120.556 71.1555 60.4257 33.4452 327.342 107.927 219.415 75.5206 70.0206 111.477 29.4987 49.746 39.8672 17.9292 32.6815 97.9905 16.8593
internal_count=4633 1741 2892 2833 2286 1174 1917 1530 1227 706 662 363 316 567 337 316 226 811 328 483 303 257 550 105 325 188 89 172 271 93
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 21 3 0 22 19 23 23 7 6 23 8 13 22 20 4 22 20 5 6 6 2 13 16 0 6
split_gain=216.423 53.9883 40.0966 49.9961 33.4743 29.2501 29.1241 27.3467 25.8256 24.5599 27.6093 22.5152 21.1406 20.1468 18.3098 21.1381 17.8454 21.3436 23.5285 20.0618 16.6698 14.8239 13.9563 13.2866 13.2206 21.5024 14.3434 35.8612 16.4545 12.9134
threshold=18.594956516900002 23.605484525250002 10.726864994700001 14.375335877400001 13.534968349350001 18.870920756500002 85.589753040950015 96.082805124100005 0.059500000000000011 11.850956171350001 0.090850000000000028 0.08759500000000002 26.168093931450006 13.665319288000001 -0.20885999999999996 2.7478556007500008 116.60111757565001 -0.11963999999999998 41.873095646600007 376.61861354110005 -0.59238000000000002 48.823707093150006 2.9478561016000007 13.185308072600002 16.455384477450004 199.01127796720002 112.67059178900001 19.934953383400003 85.990333302400003 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=2 6 5 4 14 -1 7 -2 9 -6 11 12 -11 -12 15 -4 19 -18 -19 -3 -5 -22 -7 -16 26 -26 27 29 -28 -8
right_child=1 16 3 20 8 22 24 -9 -10 10 13 -13 -14 -15 23 -17 17 18 -20 -21 21 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.012578148761711755 -0.009903052854264455 0.012955968560177781 0.013033902481114482 0.013272296170754311 0.012805639023202781 0.012713777176832662 -0.0011550769552445168 0.0082932284916333605 0.010758202428911153 0.0016621481431339969 -0.016935703581565861 0.011629799777288275 -0.018741024422281895 -0.00033240663749896192 -0.013563108068392525 -0.013074090619458868 -0.012697505143297101 0.0060169324178786917 -0.0076207205030085629 -0.010941989136658069 -0.012513016995022982 0.01009487959649129 -0.0092148123898403884 0.0021540111471511068 0.0063288904509453498 -0.011359285116049786 0.00039321256277728987 -0.015773066369154581 0.011806064553734471 0.013002447502706307
leaf_weight=128.58052910119295 24.463704131543636 18.320761248469356 10.535813070833685 3.7282251715660086 16.451172441244125 9.5339994430541974 12.146523699164389 19.607267364859581 37.310866326093674 30.806581825017929 22.520011618733406 22.483226895332336 8.5494064390659315 16.827069096267223 40.895693726837635 6.6762121543288222 26.988602757453918 34.361127853393555 32.381739012897015 6.19414959847927 85.471469223499298 4.0008828192949286 6.3868556618690482 8.573840416967867 96.12161361426115 9.9987481683492643 18.248838409781456 9.7679004520177823 189.6801695972681 28.204032391309738
leaf_count=1062 145 44 27 11 38 20 50 52 101 134 165 56 64 78 315 48 179 112 193 39 689 12 38 34 274 58 65 60 411 59
internal_value=4.00005e-06 0.00502798 -0.00575447 -0.00345668 -0.000490148 -0.0107608 0.00700639 -0.00180749 0.00243653 -0.000202844 -0.0023178 0.00246536 -0.00277009 -0.00983518 -0.00729088 0.00290712 -0.00180238 -0.00408306 -0.000599669 0.0069177 -0.010511 -0.0115021 0.00391684 -0.0108391 0.00807303 0.0046623 0.00947567 0.00396304 0.0108044 0.00874068
internal_weight=985.817 526.485 459.332 314.83 221.63 144.501 408.239 44.071 154.948 117.637 101.186 61.8392 39.356 39.3471 66.6816 17.212 118.246 93.7315 66.7429 24.5149 93.2006 89.4724 15.9209 49.4695 364.168 106.12 258.047 50.1185 207.929 40.3506
internal_count=4633 1741 2892 1772 1060 1120 1174 197 636 535 497 254 198 243 424 75 567 484 305 83 712 701 58 349 977 332 645 169 476 109
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 6 21 9 21 0 22 20 13 10 5 6 20 22 0 20 22 2 9 7 9 20 2 16 21
split_gain=253.018 64.2979 44.4417 59.826 36.3434 34.173 32.9283 28.7574 24.5864 23.2287 22.3997 21.6211 21.1365 20.5131 19.6318 17.3272 15.3185 21.4847 24.2507 15.3075 14.9866 14.642 17.2739 14.5646 14.4893 21.0643 17.0002 24.7727 16.8304 17.21
threshold=18.594956516900002 23.714185006400005 11.783123780850001 74.757955233350017 98.51854819030001 13.812766882300002 14.865347326450001 18.870920756500002 186.70853236170004 11.534227923400001 102.75018128760001 -0.043559999999999995 45.458122212500008 113.62230596715001 70.940344688150006 2.9478561016000007 16.455384477450004 41.935569238650011 -0.057599999999999998 85.990333302400003 43.118479346150004 0.067985000000000018 173.47633273965002 227.40597858270002 23.131311951800004 208.17787845895003 48.393869453650005 305.67240907785003 22.674946976100003 6.6209860876500004
decision_type=2 2 2 2 2 2 2 2 2 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 9 -5 10 11 -1 -7 -4 -6 20 -12 -3 -11 -9 19 -18 -19 -8 -2 -13 -23 24 26 28 -15 -28 29 -26
right_child=1 13 3 4 5 8 16 15 -10 14 12 21 -14 23 -16 -17 17 18 -20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.012881756786921984 -0.011047798836380905 0.015089418001318654 -0.011867619220427238 0.0091381602780949821 0.0092872833168536808 0.00837416677444194 0.00041791487063340432 0.013432870694987775 -0.012134186197285539 0.0056269521053426723 -0.012451721442585001 0.011930743511475401 0.018246957067729698 -0.011691481632362411 -0.014394299057926946 -0.010626027489872604 0.0087018248925067512 0.0021360855647449789 -0.02499726174517999 0.011706935383859179 0.0050194074014459529 0.0057080702372329121 -0.024534605965567488 0.016391696610031224 -0.012937422849635682 -0.018189044404368082 0.015248849624122674 -0.017329083880551689 0.018958783864871102 0.0071482750126091498
leaf_weight=145.99991966784 24.833613514900208 8.6866692006587964 108.75461857765913 53.127625674009323 37.143845960497856 9.6296364367008191 17.934036940336227 9.8010134249925631 49.840609520673752 22.206888608634475 15.467769451439382 25.25507552921772 3.8713566064834586 46.513037659227848 9.7213270142674428 7.1458999812602988 81.253041863441467 24.211887672543529 5.5992123186588278 220.05967529118061 11.833763554692267 8.3057612627744657 3.8005047738552085 4.7592903077602378 9.2920085936784762 6.732053890824317 8.6814372390508634 5.1246703863143912 8.4261809289455396 16.082586094737053
leaf_count=1140 145 16 805 145 110 29 65 20 330 85 107 57 6 292 72 43 214 90 38 496 39 25 27 8 58 42 20 39 15 55
internal_value=3.72879e-05 0.00555273 -0.00623275 -0.00361977 0.00109036 -0.00259699 0.0076652 -0.0112 -0.0088134 -0.00928068 0.00394819 0.000547349 -0.00630638 -0.00226681 -0.000469008 0.0032881 0.00917476 0.00557159 -0.00296018 0.0108563 -0.00586239 0.00683803 -0.00378597 -0.00369439 -0.00464227 0.000790683 -0.00829306 0.00315629 0.00457085 -0.000206975
internal_weight=1010.1 537.385 472.711 309.764 169.081 115.953 423.087 162.947 59.4702 140.683 56.483 74.0287 19.3391 114.298 31.9282 16.9469 349.058 111.064 29.8111 237.994 36.6674 37.3613 12.1063 105.611 100.852 40.5328 60.3191 13.8061 33.8008 25.3746
internal_count=4633 1741 2892 1689 727 582 1196 1203 359 962 223 293 113 545 157 63 903 342 128 561 184 109 52 529 521 170 351 59 128 113
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=16 5 10 6 22 6 18 6 15 16 20 21 16 13 20 0 22 16 7 16 13 20 5 13 3 6 20 17 0 4
split_gain=191.743 48.5554 37.9293 36.7009 29.7762 28.1387 22.0007 20.7132 21.2392 25.1703 20.9638 20.7673 19.8375 37.2261 24.5979 20.7898 19.3183 17.1094 24.4272 25.8839 17.0767 15.6058 14.8538 19.0049 14.0483 13.3515 17.5061 18.6595 13.6281 13.0801
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 0.70681500000000008 14.825346391850003 17.327266398450003 5.1351199812500008 29.583625105200003 11.864972254500001 37.232443001650005 20.581461612800002 16.094962363000004 108.49810477050001 41.835830569250014 98.230883170350012 -0.053874999999999999 17.684958644900004 26.545218975000001 9.7049773055000017 113.62230596715001 43.157831852650006 13.713273242250002 98.050756475600011 83.511574906150017 16.455384477450004 38.804629908750009 198.58733702675002 85.990333302400003 402.75382129015003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 6 16 7 11 9 29 -11 -1 14 -14 15 -12 21 18 -8 -20 -3 24 23 -17 -2 28 -27 -28 -7 -9
right_child=1 20 -4 -5 -6 25 17 8 -10 10 12 -13 13 -15 -16 22 -18 -19 19 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.016698864163902392 0.0040469134881765756 0.015958045728567467 -0.015930476002636074 -0.01645717477026511 0.012200905650176411 -0.00017123350697630636 0.015472157560958896 -0.016410476318659415 -0.015238750917721255 -0.014402372519760549 0.0073342991632491866 0.0084076091868118194 -0.012172683119594086 0.016693985715506395 0.011528874407240892 -0.019148888837680237 0.0066741290305965852 0.018747412645076265 0.013330639848621512 -0.014130260968567942 -0.0036615371936474161 0.0057497551447681285 -0.016531692025003621 0.015010117399520722 -0.020008788776671907 0.015048186126148966 0.0048232510874542407 -0.013607130701821769 0.01178464308173522 0.0039593051701899565
leaf_weight=43.49356422573328 5.6179101318120983 8.2355260848999006 60.393728114664555 41.1986183822155 19.906745448708534 17.752592280507088 12.125516429543493 29.018204137682915 26.000895299017429 16.608296625316143 24.833571955561638 6.5115411877632132 35.971777595579624 9.7642202824354154 45.525928936898708 4.4484657421708125 33.541057623922825 10.178814947605131 8.1242576763033885 21.556583680212498 103.08701076358557 10.306678079068659 17.752254910767078 7.5551962405443192 16.228711359202862 24.432993568480015 72.823322050273418 10.850164532661436 213.41063490509987 6.663483887910842
leaf_count=384 19 16 554 371 50 65 31 237 218 125 74 20 262 24 127 35 102 17 25 163 529 34 127 20 117 49 230 63 517 28
internal_value=1.37991e-05 0.00545881 -0.00626633 -0.00475911 -0.00336636 0.00756695 -0.00431657 -0.00579947 -0.00409723 -0.0026352 -0.00044517 -0.0134296 0.00114416 -0.00600991 0.00441237 -0.00152258 -0.000287139 0.00350361 -0.00020788 -0.00661365 -0.0022101 -0.00754886 -0.00891431 0.00235105 -0.0138228 0.00908777 0.0052844 0.00243333 0.0108665 -0.0126065
internal_weight=963.918 516.287 447.632 387.238 346.039 404.964 326.133 274.147 224.142 198.141 162.46 50.0051 145.851 45.736 100.115 54.5895 65.6944 51.9852 41.8064 29.6808 111.323 32.1533 29.7559 12.0037 21.8466 339.27 108.106 83.6735 231.163 35.6817
internal_count=4633 1741 2892 2338 1967 1196 1917 1681 1277 1059 794 404 669 286 383 256 272 236 219 188 545 170 182 55 136 924 342 293 582 265
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=16 0 10 0 0 20 20 21 0 22 23 6 15 22 21 17 20 22 7 23 21 10 21 13 23 13 7 16 17 22
split_gain=161.735 41.6762 33.9433 33.566 31.8687 29.1072 22.0958 29.9208 26.4889 20.7937 20.2853 20.7912 20.2246 16.0145 15.6623 14.3304 14.2774 21.599 13.9847 12.7484 12.6932 12.6719 14.6287 27.3537 15.3589 12.5266 12.208 13.403 12.0822 11.9817
threshold=18.594956516900002 86.09518316945001 90.937096262400004 95.44832900530001 91.109157582800023 38.238138001450004 41.965446242000006 1.9425901130500003 75.381677519650012 0.63131000000000015 -0.17949499999999999 15.635365317800002 28.983869461100003 -0.58835000000000004 3.3069203559500004 168.88575108035005 38.396531328800009 -0.13734499999999997 20.253927392100007 0.08079500000000002 11.155580190950003 74.927328095600004 18.870920756500002 95.811270852950017 -0.15849499999999997 116.51508691550002 22.791048179400004 12.674970360400001 199.89028782265004 0.075080000000000022
decision_type=2 2 2 2 2 2 2 2 2 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 3 10 19 -5 8 -8 -2 14 11 18 28 -12 26 -16 -10 -18 -1 -3 29 -17 23 24 -23 -9 -7 -28 -6 -14
right_child=1 4 -4 5 12 9 7 25 16 -11 13 -13 20 -15 15 21 17 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.015708753635084508 -0.019618345780631027 0.014355024116520813 -0.015526238093484006 -0.011676945386833363 0.01342540572701776 0.021501601383802603 0.01545136600722934 0.0066953454320155467 0.014625082275824678 0.014502882952082593 0.012298928055919388 -0.017131659258958536 0.0014766038584550893 -0.01498452844911958 -0.018422006983662347 -0.012386222913954139 -0.014950919606823121 0.0061197785551789586 -0.0040908572831039967 0.0080253137297800325 -0.022128629491643063 0.0042515004034157367 0.013086870782520011 0.0027162362274305691 -0.017711379722899306 -0.012135022137833804 -0.010521152775461604 0.0063797905387752672 -0.004791575379166732 -0.014378836004149529
leaf_weight=11.209069460630419 7.7813837677240363 83.47823677957058 56.492922209203243 42.834867656230927 26.827089160680771 6.8964923471212378 9.5345181003212911 7.0429040342569342 23.59739838540554 16.619439996778965 3.9500090181827536 10.979108780622481 43.757500380277634 81.68204852193594 10.202918589115141 18.023668594658375 10.314868815243242 48.969980053603649 14.114846527576445 167.62789823114872 5.8125830367207518 7.3289770036935833 12.460831508040426 64.738740563392639 23.320254281163216 50.920616634190083 10.527971245348452 37.450167685747147 8.3642892688512784 10.314704969525335
leaf_count=27 61 185 554 340 60 15 24 26 51 40 14 105 179 720 93 142 68 152 83 485 43 37 30 267 217 312 76 132 36 59
internal_value=7.19135e-06 0.00508748 -0.00596766 -0.00451739 0.00765885 -0.00174464 -0.000540726 -0.00627347 0.00372724 0.000305026 -0.0102115 -0.00192137 0.00113342 -0.013726 -0.000930692 -0.00333756 0.00591903 0.00245372 0.004673 0.0101296 -0.00354557 -0.00211485 -0.000398296 -0.00215991 -0.0124595 -0.00984702 0.00503773 0.00267117 0.00909559 -0.00154795
internal_weight=933.176 504.344 428.832 372.339 346.182 250.404 158.162 67.498 90.6636 207.569 121.935 36.303 95.0762 85.6321 190.95 136.075 82.8822 59.2848 25.3239 251.106 59.8848 125.872 107.849 95.388 30.6492 57.9635 54.8746 47.9781 35.1914 54.0722
internal_count=4633 1741 2892 2338 1047 1389 694 362 332 1049 949 215 377 734 1009 786 271 220 110 670 281 693 551 521 254 338 223 208 96 238
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=8 10 15 0 0 16 21 0 21 6 6 4 22 2 16 16 22 22 2 6 22 18 21 15 16 21 23 20 7 2
split_gain=136.246 40.704 41.3824 32.7722 30.6268 24.705 25.1945 22.8129 26.3622 19.7268 24.2237 19.1742 29.3052 21.2977 18.4614 17.5934 16.3982 18.2323 19.8485 16.2792 15.7502 15.298 13.6414 13.398 13.0088 11.4797 11.0662 17.8422 19.3296 18.0208
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 95.988709089550014 97.886760529650019 11.864972254500001 16.464809133250004 84.546631286350006 0.87557407920000008 17.435407375500002 4.9151148409000003 224.75522095420004 -0.58835000000000004 331.06298260205006 18.044957803000003 22.724946859200003 -0.24150999999999997 -0.16533 181.47666917450002 11.895277931250002 -0.59614999999999996 13.956123578150001 15.294585115650001 22.764291755200002 9.7049773055000017 20.581461612800002 0.083395000000000011 42.081757894750005 22.532843451200005 108.01392853780001
decision_type=2 2 2 2 2 2 2 2 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 7 21 -5 6 -1 8 -2 10 25 12 -12 16 24 22 20 -18 -19 -14 -13 -3 -4 -20 -6 -7 -9 -28 -29 -30
right_child=1 3 15 4 14 9 -8 26 -10 -11 11 13 19 -15 -16 -17 17 18 23 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.015440010546196413 0.015025171358578259 0.013580311166758169 -0.014387048769076007 0.0092794046300212901 0.010148467170156919 -0.015921631723595418 0.004929888319290786 0.011796015947718603 -0.015675590977094259 -0.018323602211814758 0.018354979163617752 0.010922156346931996 0.00066728758239214929 -0.015501627586283852 0.013356926517482395 0.012358984757496546 0.015318823491472977 -0.010886284991621252 0.014438341283567696 -0.01624262568757702 -0.017186438353798367 -0.014889260114941343 0.0090391164127386799 -0.0039075974109859871 -0.010602812313389659 0.0069468058121867054 0.0088506864592576683 -0.024742705008587534 0.014549172433826814 -0.0030311160416696165
leaf_weight=87.65125934779644 7.9094273597002056 3.915354721248149 29.676337473094463 54.61588791012764 6.5042289495468131 34.025962218642235 13.153551571071146 124.06795142591 15.777605116367338 18.097292728722095 7.2596824765205374 5.6299070641398457 15.378803834319113 11.264665357768534 8.928208686411379 7.5789591819047919 30.801779188215733 15.676923751831053 21.034100890159607 35.426283843815327 11.274665668606756 38.651350595057011 5.559316359460353 11.651664108037947 45.476445265114307 4.7066849023103705 177.69715812057257 5.3915922045707694 16.154307514429092 34.307323902845383
leaf_count=852 18 13 203 172 23 326 56 316 101 172 15 18 71 85 25 20 89 112 66 331 89 323 20 65 313 16 505 33 38 147
internal_value=1.47506e-06 0.00396753 0.00618309 -0.00197627 0.00181681 -0.00714664 -0.012782 0.00761963 -0.00542418 -0.00459038 -0.00337286 -0.00108497 -0.00743829 0.00235201 -0.00487477 -0.00661072 0.00444545 0.00706568 0.00180933 -0.011124 -0.00782514 -0.0122706 -0.010691 0.00789847 -0.00800625 -0.0131427 0.0084836 0.00672395 -4.22581e-05 0.00259687
internal_weight=905.245 582.211 424.12 158.091 115.525 323.033 100.805 381.305 23.687 222.228 204.131 165.398 58.0648 107.334 60.9089 42.8146 96.069 79.1645 48.3627 50.8051 16.9046 42.5667 35.2357 32.6858 51.9807 38.7326 357.618 233.55 55.8532 50.4616
internal_count=4633 2270 1401 869 533 2363 908 1158 119 1455 1283 941 417 524 361 243 439 332 243 402 107 336 223 131 336 342 1039 723 218 185
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=8 10 15 0 0 16 21 13 6 19 21 22 4 23 23 16 7 18 16 17 18 18 2 3 20 22 8 22 22 22
split_gain=115.171 33.9906 34.5285 27.8386 25.286 21.8484 21.6411 19.5309 22.3967 18.4947 17.44 15.7453 16.6509 18.3287 20.5564 15.1935 14.5628 15.6339 13.5111 16.7612 12.9955 12.7011 10.2128 9.83108 11.2321 9.38361 9.09256 12.7736 9.98862 18.0832
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 95.988709089550014 97.886760529650019 11.949972055800002 16.464809133250004 118.84598011460001 19.835463452400003 11.950964240300001 5.9607024329000007 -0.60414999999999985 224.75522095420004 -0.15544999999999998 -0.25587999999999994 23.044946110900003 26.709562027450005 15.917243450850002 17.684958644900004 209.79142458570001 13.956123578150001 15.771515858900001 206.22726210890002 93.292185584700022 42.409092016550012 -0.14510999999999999 8.8430989333000021 -0.084729999999999986 -0.078549999999999995 -0.082654999999999992
decision_type=2 2 2 2 2 2 2 2 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 7 20 25 6 -1 26 -9 16 18 -11 -13 14 -14 23 17 22 19 21 -3 -6 -7 24 -4 -5 28 -28 29 -2
right_child=1 3 15 4 10 9 -8 8 -10 11 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.011699631988751688 0.0056900516708142251 0.0097194758182064574 -0.0090313845723690306 -0.0050994872753265643 -0.0094980851073843391 -0.0056439708536202551 0.0033408790634324391 -0.02131258206345113 0.0052896900171325182 0.0088199399914927895 -0.012251019760843005 -0.011222551743228754 -0.011421210573837548 -0.0071079995086381137 0.0087768740490780216 0.013307476332556229 -0.0095006624481395654 0.011689709663495211 0.012253933240812464 -0.016343809788215338 -0.011229855287371344 0.0075612472413034331 0.0073398417096588175 -0.010968328351691051 0.013023568343665366 0.0085396720923596511 0.0058201622657287014 -0.010656518946885477 0.008238667696342775 -0.0075329387086501007
leaf_weight=84.410033293068409 126.65064398944378 3.9265535548329344 5.8808537796139699 6.9422728419303885 7.8879275470972123 19.246769003570083 13.267094895243643 6.7910345420241347 8.5911742299795133 8.6860302314162237 18.951456516981125 52.892445966601372 8.2503547146916407 57.40638791769743 22.527829132974148 4.8691537976264945 11.525120235979555 19.927468813955784 9.0553286746144277 8.2357541248202306 36.882301822304726 15.525176614522932 11.658229209482668 25.836835190653801 5.2271604835987091 46.788042463362217 15.050116360187532 9.0176297947764379 191.86065221577883 13.739381946623324
leaf_count=866 384 13 33 32 58 142 57 48 29 29 149 492 70 414 81 10 103 68 21 73 323 60 41 187 13 140 53 52 525 67
internal_value=-3.62684e-06 0.00292614 0.00456189 -0.00146057 0.00133003 -0.00537247 -0.00965674 0.0056229 -0.00645485 -0.00339965 -0.00357628 -0.00548552 -0.00636629 -0.00345355 0.00336261 -0.00486982 0.00160993 0.00412901 0.000462588 -0.00291114 -0.00921415 0.00181392 -0.000746114 -0.0072655 0.00134714 0.00677741 0.00614429 -0.00035327 0.00661497 0.00439597
internal_weight=877.507 567.709 413.515 154.195 113.386 309.798 97.6771 371.701 15.3822 212.121 59.6556 149.763 141.077 88.1846 30.7782 41.814 62.3576 50.8325 40.7042 31.6489 40.8089 23.4131 30.905 36.9448 11.108 53.7303 356.318 24.0677 332.251 140.39
internal_count=4633 2270 1401 869 533 2363 923 1158 77 1440 361 1086 1057 565 151 243 354 251 212 191 336 118 183 233 46 172 1081 105 976 451
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=16 5 5 6 22 13 5 13 21 15 16 19 22 23 22 9 23 6 20 17 21 23 4 13 21 12 8 0 2 16
split_gain=141.943 38.4517 31.8954 37.5145 25.5733 24.0346 23.0333 23.4452 21.3879 20.5163 23.2414 26.5961 21.0155 18.2971 17.4697 15.6958 17.4238 14.9878 19.2611 16.8159 14.8423 13.145 21.4259 11.9026 21.2469 10.908 10.4778 10.2914 11.4783 10.9748
threshold=18.594956516900002 23.714185006400005 10.726864994700001 15.635365317800002 0.70681500000000008 112.67059178900001 20.769304081650002 111.98772342380001 18.870920756500002 30.054399297400007 13.534968349350001 11.850956171350001 -0.237895 0.09117500000000002 -0.59614999999999996 226.58992707320002 0.092185000000000031 16.455384477450004 39.354247760400007 201.61829342215003 11.155580190950003 -0.20885999999999996 323.22981966960009 117.39690118230001 6.151769958900001 96.350437043050007 7.6440346712000009 85.990333302400003 131.42729508740004 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=2 5 8 4 9 6 7 20 -1 10 21 -12 14 25 -13 16 23 27 -19 -20 -2 22 -4 24 -3 -14 -23 -7 -29 -30
right_child=1 15 3 -5 -6 17 -8 -9 -10 -11 11 12 13 -15 -16 -17 -18 18 19 -21 -22 26 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0096397826273537535 0.0048537087324677314 0.012166076385789822 -0.013532512106436695 -0.011541570984665746 0.010963829968846534 0.0010581801511014596 -0.016381170328241643 -0.015564971083283937 0.0028798707936761895 -0.010478236588036111 0.01038316017587476 0.0039063623175992612 -0.0044868429085507516 -0.0041408457048542234 -0.012813664095410264 0.012471734185020901 0.0030558795759867488 0.010222254815185041 0.0022067265849475401 -0.013991032093756435 -0.010148338965854913 -0.012460783057058666 0.0087664201132850467 -0.0080684516789689374 -0.0080355213912079882 0.0064323652874986783 -0.0031665001046349986 0.01122589655489506 0.0027848163095468546 0.009499657161394932
leaf_weight=111.89018057286739 69.054523341357708 8.7563051208853739 6.1086010783910778 36.637895457446575 15.623252168297766 18.739174112677574 6.9565868303179732 6.5806389749050131 14.479067280888556 23.292898170650005 24.6984893232584 8.2818867713212985 10.279737882316111 34.545322716236115 20.168922394514084 7.0019605606794348 34.570947214961052 27.878542043268681 69.839500933885574 6.589873179793357 6.8066827207803717 26.649855956435204 12.003256119787691 47.132071562111378 11.081805370748041 52.460943467915058 19.909301906824112 83.068963296711445 44.313678801059723 47.253346264362335
leaf_count=1062 228 19 53 371 33 67 51 41 58 213 58 31 61 207 161 13 130 60 235 43 44 240 37 311 72 184 123 174 144 109
internal_value=2.73621e-05 0.00353378 -0.00413989 -0.00237238 -0.0010499 0.00496344 0.000556045 0.00198524 -0.00820531 -0.00183721 -0.000901507 0.00118749 -0.000618818 0.00152414 -0.00794655 -0.00156463 -0.00253253 0.00628705 0.00332572 0.000810128 0.00350764 -0.00576085 0.00124564 -0.00541735 0.000881223 0.00464331 -0.00848643 0.00788441 0.00861689 0.00625002
internal_weight=912.654 495.625 417.03 290.66 254.022 387.082 89.3984 82.4418 126.369 238.399 215.106 150.435 125.737 97.286 28.4508 108.543 101.541 297.683 104.308 76.4294 75.8612 64.671 18.1119 66.9702 19.8381 62.7407 46.5592 193.375 174.636 91.567
internal_count=4633 1741 2892 1772 1401 1196 364 313 1120 1368 1155 702 644 452 192 545 532 832 338 278 272 453 90 402 91 245 363 494 427 253
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=8 6 0 22 20 16 21 6 6 20 21 22 8 3 23 20 22 0 17 16 22 22 17 10 20 16 20 17 9 15
split_gain=104.561 30.6838 33.9684 27.8674 23.2772 20.2446 20.8648 16.9083 21.3238 16.1102 22.6018 22.6505 21.4324 15.3451 15.1327 15.9821 14.2702 13.8855 13.2983 19.2875 18.4979 15.4009 12.6024 12.3477 11.8741 11.7185 13.0591 11.2675 11.2201 14.9941
threshold=7.8438787148500007 14.825346391850003 86.09518316945001 -0.057599999999999998 41.965446242000006 11.864972254500001 16.464809133250004 17.435407375500002 4.9151148409000003 40.767054867700004 3.3335862513000003 -0.237895 5.1459841250500009 79.086372823400012 -0.15849499999999997 49.064150740050003 -0.59238000000000002 95.988709089550014 201.39543491635001 22.624947093000003 -0.084729999999999986 -0.0309 204.45912381470004 61.917879202350001 43.477771593600004 14.184966829400002 42.081757894750005 204.55825889135002 72.978853106700015 20.937157557000003
decision_type=2 2 2 2 2 2 2 2 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 17 -3 6 -1 8 -7 12 28 16 -10 -14 -13 -16 -12 -2 -4 20 -20 -22 -23 -6 -25 -5 -27 -19 -11 -30
right_child=1 2 18 25 23 7 -8 -9 9 10 11 14 13 -15 15 -17 -18 27 19 -21 21 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.012467643622793087 -0.011885566469201927 0.0036790866095205367 0.0086249844576810376 -0.011047587614181707 0.0047692802649017124 -0.01077560692111108 0.0035975695274706779 -0.015107987124476691 -0.013996591191511141 0.017668889554911103 0.010295423818312313 0.010877140222633839 -0.0079414858290859647 0.009122724565831174 0.0018160176133910962 -0.018063824728087468 -0.016220641188057647 0.0011326609597122044 0.004760567822752958 0.014221533171266881 -0.025480911538749984 -0.017396227145275035 0.0061850599262929483 -0.015045188094241319 -0.00093058672460227929 0.0079226745924242843 -0.0062842171836232207 -0.009873294091565097 0.012821330291182273 -0.017827296004981379
leaf_weight=79.225429154932499 31.58760878443718 76.580903448164463 206.35349924862385 6.4126556143164626 9.9053454175591451 36.128002323210239 13.132187888026236 16.295437872409821 24.912048645317554 16.016709320247177 3.3896253481507328 20.166263706982136 14.197973124682905 15.209563776850699 31.27974471449852 6.8732289895415297 17.073325179517269 42.268346078693867 29.791956856846809 14.943156160414217 6.1521823629736909 5.137994311749936 8.194559805095194 23.671137429773808 12.794159360229967 56.45727064460516 10.72918777912855 18.694248080253601 6.0231043100357038 3.526598259806633
leaf_count=852 272 278 575 54 40 342 56 172 255 32 12 62 105 49 152 59 166 201 104 32 48 31 26 171 57 186 60 135 20 29
internal_value=5.94646e-06 0.00303125 0.0048272 -0.00122246 -0.000317634 -0.00557384 -0.0101834 -0.00355707 -0.00259079 -0.000727151 0.00198669 -0.00114294 -0.00594047 0.000884115 0.00260633 -0.00176532 -0.0118283 -0.00553359 0.00716507 0.002474 -0.00108843 -0.0100315 -0.00290251 -0.0069182 -0.010093 0.00419874 0.00565394 -0.00224233 0.0116306 0.00150314
internal_weight=863.123 559.674 393.525 166.149 122.952 303.449 92.3576 211.092 194.796 158.668 104.349 78.7822 54.3196 29.4075 58.3192 38.153 20.463 92.5502 270.573 64.2198 49.2767 19.4847 13.3326 46.3706 36.4653 73.5991 67.1865 60.9626 25.5664 9.5497
internal_count=4633 2270 1362 908 546 2363 908 1455 1283 941 532 451 409 154 273 211 178 608 816 241 209 105 57 268 228 300 246 336 81 49
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=16 0 10 0 0 20 15 22 23 6 20 21 0 22 21 22 22 20 22 10 21 5 17 23 0 7 16 7 13 17
split_gain=107.084 29.2096 28.1525 28.7061 27.3619 25.9434 17.9641 17.1591 16.9528 16.859 16.7827 25.2244 19.3655 13.3161 13.0719 13.004 19.8973 12.9304 18.1335 12.6107 14.9609 17.8753 14.3497 11.9107 11.6798 10.5929 11.3752 10.3905 10.3749 10.2017
threshold=18.594956516900002 86.09518316945001 90.937096262400004 95.217121606100008 91.109157582800023 38.238138001450004 28.983869461100003 0.63131000000000015 -0.17949499999999999 15.635365317800002 41.965446242000006 1.9425901130500003 75.381677519650012 -0.58835000000000004 3.3069203559500004 0.075080000000000022 -0.074029999999999999 38.396531328800009 -0.13734499999999997 74.927328095600004 18.870920756500002 10.726864994700001 168.88575108035005 0.08079500000000002 118.12547333565001 22.791048179400004 12.674970360400001 20.253927392100007 116.51508691550002 199.89028782265004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 3 8 23 -5 29 14 9 27 12 -12 -2 -10 25 16 -8 -14 -19 -16 21 24 -23 -3 -21 -7 -27 -1 -13 -6
right_child=1 4 -4 5 6 7 15 -9 13 -11 11 28 17 -15 19 -17 -18 18 -20 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.014073284892569381 -0.017901251540165631 0.013064048012004885 -0.01438004925003868 -0.010815832411421167 0.012116009572185801 0.020411040762371803 -0.0088834696555896396 0.014066236691605973 0.010611642276130241 -0.016180499755857884 0.014416795053336229 0.0061507148040710882 0.013464562066237458 -0.014138487707144643 -0.012377938066095549 -0.016779163122033917 0.0083022583900637867 -0.014213017692847338 0.0051262940941049799 -0.016163232364042809 0.012766145272716451 -0.017339293338474813 0.0022244408836059448 0.0067453399150402505 0.015981306020946943 -0.0096634324350354898 0.0062094375356892828 -0.0034628148550048463 -0.011036172865637931 -0.004710121045939453
leaf_weight=10.520857073366644 6.8300957530736914 75.408184543251991 48.231842406094074 39.772094048559666 25.063332319259644 6.735154077410697 25.232030451297756 15.263857856392859 3.9218716919422141 9.5315559431910497 9.2373143881559354 6.8459255397319785 22.349936805665493 69.907823622226715 19.209234073758125 11.125012531876562 21.160017937421802 10.03580993413925 47.410359092056751 19.717280179262165 12.169874265789984 7.0630437657237044 68.723166085779667 157.19845330715179 2.1406580358743659 9.7669081911444646 36.673682510852814 12.788106575608252 48.560392737388611 8.1595476120710355
leaf_count=27 61 185 554 342 60 15 154 40 14 105 24 26 51 706 160 65 62 68 152 215 30 75 305 485 9 76 137 82 312 36
internal_value=2.54698e-05 0.00420131 -0.00502869 -0.00371719 0.00641908 -0.00118507 0.000331659 0.00075471 -0.00934861 -0.00153606 -0.000539274 -0.00557891 0.00322149 -0.0128237 -0.000360473 -0.00408819 -0.00104484 0.00502947 0.00174773 -0.00260798 -0.000898971 -0.00260212 0.00040116 0.00879379 -0.0130152 0.00509278 0.00287122 0.00445237 -0.00891259 0.00798351
internal_weight=866.753 474.616 392.137 343.905 323.347 237.235 90.7399 197.463 106.67 32.8405 151.27 64.6436 86.6262 73.8297 182.199 57.5171 46.392 79.7961 57.4462 129.023 109.814 97.6441 75.7862 232.607 21.8579 53.1757 46.4406 23.309 55.4063 33.2229
internal_count=4633 1741 2892 2338 1047 1404 377 1062 934 214 694 362 332 720 1022 281 216 271 220 794 634 604 380 670 224 228 213 109 338 96
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 13 5 22 23 6 9 23 21 6 20 17 22 21 17 10 21 13 23 20 6 0 7 16 19
split_gain=109.741 30.5242 28.1424 28.0901 24.8551 20.7407 20.0521 19.5344 16.8057 16.7648 16.3469 13.2514 14.3402 13.2412 12.9319 17.1308 14.1277 12.764 12.4759 11.9122 12.8978 11.9195 21.5797 15.8919 10.4688 10.2944 12.1531 9.62925 10.9333 9.52788
threshold=18.594956516900002 23.714185006400005 90.937096262400004 95.217121606100008 38.238138001450004 112.67059178900001 111.38282034450002 20.769304081650002 0.63131000000000015 -0.17949499999999999 15.635365317800002 226.58992707320002 0.092185000000000031 11.155580190950003 16.455384477450004 38.804629908750009 198.58733702675002 -0.58835000000000004 3.3069203559500004 168.88575108035005 74.927328095600004 18.870920756500002 95.811270852950017 -0.15849499999999997 44.461493122800007 13.575317185100001 86.09518316945001 22.791048179400004 12.674970360400001 11.950964240300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 9 -5 6 7 13 18 10 24 12 -3 -2 25 -16 -17 -11 27 -20 -21 22 23 -22 -1 -7 -27 -6 -29 -24
right_child=1 11 -4 4 8 14 -8 -9 -10 17 -12 -13 -14 -15 15 16 -18 -19 19 20 21 -23 29 -25 -26 26 -28 28 -30 -31
leaf_value=0.010484490905292987 0.0059970380147719689 -0.0064436444618803882 -0.0137165480729932 -0.010186994002907903 0.018501485935903662 -0.0060591500330227635 -0.016619941554158427 -0.019709952717902435 0.013168057523178105 0.0095746250718032506 -0.015354284722548977 0.015188777396343313 0.0035525161881182561 -0.012252635888047848 0.013694924692878903 0.0031601568206126116 -0.012447041865557571 -0.013416604642626305 -0.016438493078570916 -0.011267407334488336 0.0057733952002964658 0.011810819359005855 0.0098467068846373983 -0.016036198585520415 -0.006660961145567983 0.00060203980366075791 0.011060041410344926 -0.0090840769428113723 0.0056835394270114484 -0.00060772636731584013
leaf_weight=14.705941751599314 65.093000955879688 64.866075277328491 48.579127959907055 39.856194257736206 6.753105290234088 6.4961221367120734 9.5503422543406469 5.6900222674012175 15.226762577891348 3.9590038433670989 9.4471290186047536 6.6240753382444373 33.914037622511387 6.8155869767069808 21.381911441683769 69.581278331577778 10.33754203468561 70.028245098888874 8.9189194664359075 17.929018452763557 6.9235770031809833 12.07337313890457 19.669768981635571 20.642908819019794 8.8533220887184125 19.37592164427042 156.69942239671946 9.8381620720028859 37.186003975570202 43.325647085905075
leaf_count=52 219 402 554 342 15 30 57 44 40 14 105 13 130 44 46 230 62 706 93 150 37 30 58 217 57 70 394 76 137 209
internal_value=2.57389e-05 0.00404795 -0.00483895 -0.00359013 -0.00120971 0.00572858 0.000412857 0.00250915 0.000592921 -0.00889283 -0.00151005 -0.00186788 -0.00301168 0.00426731 0.00736052 0.00379108 0.00114136 -0.0121864 -0.000451923 -0.00254658 -0.00151891 0.000184025 -0.00136602 -0.0105585 0.00404141 0.00934103 0.00990921 0.00459153 0.00259393 0.00265658
internal_weight=870.342 476.425 393.916 345.337 238.343 371.021 87.149 77.5986 198.487 106.994 33.0064 105.404 98.7801 71.9086 283.872 101.301 79.9188 73.9872 183.26 129.483 120.564 102.635 90.5619 27.5665 23.5593 182.571 176.075 53.7773 47.0242 62.9954
internal_count=4633 1741 2892 2338 1404 1196 364 307 1062 934 214 545 532 263 832 338 292 720 1022 794 701 551 521 254 109 494 464 228 213 267
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 5 13 13 22 23 23 6 13 9 4 6 20 17 4 22 21 0 16 21 6 2 21 16 9
split_gain=141.592 39.9481 31.0973 30.916 27.7894 23.0458 22.0132 18.683 17.9564 23.7158 20.6351 15.9006 16.6105 15.3755 15.085 15.705 15.076 20.2864 16.873 14.314 13.211 12.5179 11.8231 11.6006 11.4649 11.3565 13.0394 11.1771 11.1559 10.715
threshold=18.594956516900002 23.714185006400005 90.937096262400004 95.217121606100008 38.238138001450004 112.67059178900001 20.769304081650002 111.98772342380001 98.255079293500017 -0.057599999999999998 0.075320000000000012 -0.17949499999999999 15.635365317800002 113.62230596715001 206.16422279835004 286.93691744620008 16.455384477450004 39.354247760400007 199.73283952805005 300.18666296715008 -0.58835000000000004 6.2486180938500011 85.990333302400003 15.664963368500002 11.155580190950003 14.355335410100002 326.27519084675004 21.779899400000001 18.734956189500004 227.40597858270002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 11 -5 6 7 24 10 14 19 12 -1 -3 -10 -16 22 -18 -19 -6 -13 -11 -7 -17 28 26 -24 -12 -2 -15
right_child=1 13 -4 4 8 16 -8 -9 9 21 27 20 -14 29 15 23 17 18 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0035565280003822777 0.014840152669788408 0.015893426744207819 -0.015297967173084339 -0.011576778910573442 -0.012188976934868484 0.00076426831604911073 -0.022053898604157896 -0.018764074529740063 0.00422391090669648 0.014027731224196463 -0.010337637744223756 0.0098524137791293018 -0.016901715352188984 -0.0047178652030731199 -0.018826423785209576 0.016119362406421898 0.014352661162007471 0.0031563165523599088 -0.01777778584056466 0.0090353620683494128 -0.014720492349330145 -0.0025938519733319136 -0.015956984029508393 -0.0084784738248565167 -0.011837571492498625 0.012928270397658759 0.013646419667681558 0.014526835066931747 0.0029856931084590249 0.01698167920590838
leaf_weight=24.269130602478981 20.163300819694996 7.736759513616561 52.762021519243717 42.197094708681107 7.3495139256119719 18.492467314004898 6.8950709924101821 6.5969365239143363 36.702747486531734 41.018707573413849 55.120496585965157 4.1668744683265677 10.153457820415495 94.030208945274353 14.185964517295362 5.6335257589817038 28.262784965336323 68.09056518226862 7.7336554676294318 26.035440437495708 74.589445188641548 10.206184595823286 5.4309118017554265 8.9565999731421453 6.8100430816411963 164.58888380229473 5.3057922720909119 3.4660522341728202 49.404877655208111 4.2919563353061667
leaf_count=109 43 16 554 342 57 67 51 41 144 99 434 14 105 521 101 13 60 229 49 99 706 53 30 54 44 385 12 8 185 8
internal_value=0.00010251 0.00496786 -0.00566188 -0.00426532 -0.00163653 0.00696556 0.00100446 0.00292057 0.00037353 0.00387095 -0.00406439 -0.0100923 -0.00247794 -0.00233619 -0.00148401 -0.00876424 0.00876387 0.00464106 0.00102115 0.00436294 -0.0134204 0.010716 0.010978 0.00101922 0.00479351 0.0120552 -0.00132777 -0.00886662 0.00642153 -0.00377064
internal_weight=910.647 493.834 416.813 364.051 250.872 387.775 89.8702 82.9752 208.675 116.704 91.9715 113.179 34.4226 106.059 65.4788 28.7761 297.905 104.087 75.8242 33.385 78.7563 51.2249 193.818 14.5901 76.3782 175.326 10.7367 58.5865 69.5682 98.3222
internal_count=4633 1741 2892 2338 1404 1196 364 313 1062 464 598 934 214 545 312 168 832 338 278 156 720 152 494 67 272 427 42 442 228 529
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 13 5 21 9 5 13 9 0 5 23 20 6 2 21 20 7 21 0 20 20 20 16 22 22 22
split_gain=228.952 59.6036 43.4535 56.2414 33.789 33.5884 30.5667 27.5972 26.8487 25.9076 23.1167 22.2444 22.0231 20.2663 20.2263 19.9976 19.47 26.6727 18.6021 15.6335 17.3344 14.8093 14.7324 14.6346 14.0941 13.5173 12.7597 12.6176 11.9914 17.8108
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 98.51854819030001 112.67059178900001 13.812766882300002 18.870920756500002 186.70853236170004 20.769304081650002 111.98772342380001 58.084576609100004 102.75018128760001 2.9478561016000007 0.070640000000000022 45.458122212500008 16.455384477450004 199.01127796720002 0.46270957945000007 41.873095646600007 23.727132803250004 11.155580190950003 86.09518316945001 41.965446242000006 44.701063782750005 43.276780833950006 18.734956189500004 -0.57291499999999995 -0.23890999999999998 -0.58835000000000004
decision_type=2 2 2 2 2 2 2 2 2 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 11 28 9 12 -1 -8 10 21 24 -6 -9 -3 -14 22 23 -16 -20 -21 26 -7 -18 -4 -25 -2 -13 29 -5
right_child=1 14 3 4 6 16 8 13 -10 -11 -12 27 15 -15 18 -17 17 -19 19 20 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0095300061448161475 0.0104628628936821 -0.0070982547462589297 0.010466632038094755 0.0076093438231333481 0.0068327976544854856 0.0013446954312558285 0.0072893069491170798 0.010628973472998971 -0.0089326485227966476 -0.015235515660008794 -0.013389350567863417 0.007364490986331536 -0.0093605237280590496 -0.0090848986249815866 0.0090582551081022228 0.013218636439538571 0.007093317699819638 -0.0099623386016319555 0.0029465448147476471 -0.012217290226020229 0.00078457843378780296 -0.0084903632426202649 0.009246571882650826 -0.0065528595117026077 -0.0055162149811125898 0.0082250250366037239 0.0024096551672739032 -0.008662427525906749 0.0089102598200417778 -0.016093522761170279
leaf_weight=139.4479119181633 21.646249026060104 35.192701138556004 8.7221113517880458 6.2625229731202126 36.920568622648716 20.222901746630669 9.4695259407162649 9.7640708684921282 48.234215065836906 7.0696808248758307 6.7282431423664084 3.9436653330922118 15.193548426032068 6.9079992994666091 17.096054509282112 3.8053389787673941 75.490330785512924 9.8015408217906934 33.386724665760994 15.825774893164636 15.996636047959326 7.1557352542877188 193.03779217600822 13.361730486154558 8.4055744782090169 7.4960783720016471 51.768958687782288 113.28575494140387 41.614022888243198 4.0500861853361112
leaf_count=1140 43 224 21 17 110 70 29 20 330 50 41 13 107 43 42 6 189 57 119 112 70 44 413 64 51 18 185 877 99 29
internal_value=9.71064e-05 0.00402684 -0.00448108 -0.00251937 0.000916853 0.00559896 -0.00177323 -0.00824953 -0.00627053 0.000982053 0.00229539 -0.00675336 0.00286756 0.00246062 -0.00150954 -0.00483808 0.00696302 0.00388064 0.00088012 -0.00126396 -0.00568145 0.00360517 0.00849726 0.00528889 0.0026229 -0.00124184 0.00478412 -0.00812327 0.00680316 -0.00169952
internal_weight=987.304 531.277 456.027 299.907 165.55 413.779 113.623 156.12 57.7037 94.3689 87.2992 134.357 55.9195 16.6721 117.498 18.9989 319.41 106.15 82.3052 65.2091 31.8224 80.5709 213.261 96.3481 17.1277 20.8578 73.4152 117.229 51.9266 10.3126
internal_count=4633 1741 2892 1689 727 1174 582 1203 359 363 313 962 223 63 567 113 811 328 343 301 182 272 483 271 72 82 228 890 145 46
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 5 13 22 23 6 6 20 17 9 23 22 21 10 6 21 22 16 6 16 6 18 22 22 17
split_gain=114.501 31.6593 27.6377 27.0205 23.3241 20.4758 19.0049 18.0363 15.642 15.1621 15.1744 13.3726 17.0048 14.635 12.4637 13.4947 11.5805 11.5036 12.0088 14.2358 17.6053 12.1652 16.2773 11.7821 12.9949 10.9818 10.954 16.688 11.0508 10.6975
threshold=18.594956516900002 23.714185006400005 90.937096262400004 95.217121606100008 38.238138001450004 112.67059178900001 20.769304081650002 111.98772342380001 0.63131000000000015 -0.17949499999999999 15.635365317800002 16.455384477450004 38.804629908750009 198.58733702675002 226.58992707320002 0.092185000000000031 -0.58835000000000004 3.3069203559500004 74.927328095600004 13.665319288000001 18.870920756500002 -0.093604999999999994 10.424975621900002 12.410289964450003 13.534968349350001 13.825323026450002 14.032563378150002 -0.074029999999999999 0.075080000000000022 201.61829342215003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 9 -5 6 7 26 17 10 -1 -7 -13 -14 15 -3 -11 -6 -19 20 21 22 -20 24 -23 -21 -2 29 -29 -28
right_child=1 14 -4 4 8 11 -8 -9 -10 16 -12 12 13 -15 -16 -17 -18 18 19 25 -22 23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0033106776991285516 0.013119695873786278 -0.0061728570202228212 -0.013385632331862683 -0.0098007423778579059 0.0041013118760419073 0.0092680005798179872 -0.019232281291381974 -0.017119576755104095 0.012208713856051514 0.0083158635126387402 -0.014964299804030273 0.013405966142041124 0.0032085318109001328 -0.012227873272370945 0.014527262109375766 0.0033110955730750575 -0.012895619196840935 -0.011416616940945264 0.0054192596242914571 0.017239874229156734 0.010998740317268212 -0.0095320708773432555 -0.013582203366601417 -0.018519255498152677 0.0070256067975020438 -0.00065629877580754162 -0.014993850688092059 0.009634806639846609 -0.0076305083780556452 0.0019341619038623008
leaf_weight=23.92562148720026 15.255644828081129 64.696834661066532 48.534298047423363 40.062537364661694 54.590929716825485 184.37348961830139 6.6346071437001219 6.5834046155214301 15.316769696772097 4.0397659018635741 9.3864391222596151 21.433554530143738 69.820392578840256 10.481111273169516 6.4822030663490287 33.939507104456425 69.885999411344528 19.335641086101532 8.4028947129845601 10.065153643488886 11.537869572639464 9.8839362710714322 32.799407079815865 4.5964917391538611 24.382771350443363 10.287948496639727 11.466199971735479 30.565004132688046 6.707777500152587 10.715506486594675
leaf_count=109 33 402 554 342 228 494 51 41 40 14 105 46 230 62 13 130 706 160 41 18 29 83 297 37 89 40 85 80 31 43
internal_value=6.3629e-05 0.00407197 -0.00477378 -0.00357443 -0.00131314 0.00573185 0.000590856 0.00220868 0.000376899 -0.00866187 -0.00183872 0.00731181 0.00376661 0.00119374 -0.0018343 -0.00290955 -0.0117365 -0.000598043 -0.00255202 -0.00102105 -0.00306848 -0.00509564 -0.009707 -0.000206731 0.00224969 0.00819384 0.00391187 0.0015492 0.00652766 -0.00681629
internal_weight=876.19 479.155 397.034 348.5 241.262 374.037 87.9281 81.2935 201.2 107.238 33.3121 286.109 101.735 80.3015 105.119 98.6363 73.9258 185.883 131.292 111.956 91.6034 80.0655 41.2023 38.8632 34.2667 20.3531 74.7101 59.4545 37.2728 22.1817
internal_count=4633 1741 2892 2338 1404 1196 364 313 1062 934 214 832 338 292 545 532 720 1022 794 634 576 547 338 209 172 58 272 239 111 128
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=16 5 5 10 13 0 5 21 9 15 10 9 6 2 5 20 23 21 20 0 5 22 7 0 22 20 7 7 20 20
split_gain=192.787 52.5937 36.1093 49.3694 30.8826 29.4156 26.4592 25.6339 24.3356 23.8024 20.3858 19.9707 18.4989 25.6749 18.2246 17.4788 17.0641 16.8003 16.6769 15.509 14.0629 14.9802 19.1314 13.1676 13.1668 13.148 15.9224 12.4024 12.0181 12.201
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 112.67059178900001 98.51854819030001 13.713273242250002 18.870920756500002 186.70853236170004 28.983869461100003 83.602982482550019 67.711288258750002 16.455384477450004 199.01127796720002 2.9478561016000007 44.202975721700007 0.070640000000000022 0.46270957945000007 47.927946529500012 91.886121982450007 20.769304081650002 -0.074029999999999999 23.960918281000001 85.990333302400003 -0.57291499999999995 41.873095646600007 23.727132803250004 25.350214218950004 41.965446242000006 43.276780833950006
decision_type=2 2 2 2 2 2 2 2 2 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 11 9 -5 10 -1 -8 -2 -7 15 23 28 -9 -4 -3 -18 -17 -11 21 22 -21 -6 -13 -19 -27 -24 -14 -30
right_child=1 16 3 5 12 6 8 14 -10 19 -12 24 13 -15 -16 18 17 25 -20 20 -22 -23 27 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0069631607214441687 0.0047904144703974222 -0.0051960874652021748 0.0064705575013730516 0.0049279472924834943 0.00076621586644118388 0.0041578937849111632 0.0051269937409429752 0.0080216469711484988 -0.0063998405256171006 -0.013078833710895878 -0.0072322765730659386 0.0064779568198195794 0.0051119034322775828 -0.0078689914994072817 -0.0064837706942616211 -0.009882205428584593 0.0066248366338111002 0.0019495536847908307 0.0035937192405313652 0.008127631495312088 -0.011206912880076712 0.003864640461731501 -0.010968800603445709 0.006806528280669414 -0.0069022041390293691 -0.0091383240886260247 0.00058965130915711501 0.003881725601014633 -0.0046317341895888622 0.0062476132543210529
leaf_weight=132.18268077075481 37.480538576841354 34.187245525419712 11.576738595962526 51.170162476599216 18.366689324378967 43.241875238716602 10.260816022753714 9.7092863619327563 49.183655396103859 5.5093061178922644 8.7586930617690069 3.533895641565322 73.788407035171986 9.58768083155155 6.8454170152544966 10.288325108587744 16.696199357509613 33.087719917297363 7.2605890035629264 4.5617909133434322 5.5933938324451438 24.099166564643383 12.03043346852064 187.54657167941332 96.453893229365349 15.397041000425817 15.803785033524035 3.3277373760938636 13.378456190228464 7.4327226579189292
leaf_count=1140 103 224 34 145 65 144 32 20 340 37 66 10 189 57 43 84 42 119 29 10 41 71 90 418 805 112 70 11 64 18
internal_value=7.81856e-05 0.00289434 -0.00323289 -0.00184099 0.00405464 0.000654633 -0.00130747 -0.00596292 -0.00441017 0.000604482 0.0022394 -0.00498417 0.00508493 0.00274722 0.00202362 -2.30337e-05 -0.00116268 0.000539996 -0.00430675 -0.00224178 -0.00103836 0.000253733 -0.00411474 0.00626776 -0.00642931 -0.00104028 -0.00421093 -0.00775106 0.00382317 -0.00074617
internal_weight=958.341 517.875 440.466 291.729 402.703 162.615 111.445 148.737 59.4445 92.6024 52.0006 129.113 310.101 104.187 16.5547 29.1257 115.172 80.9847 17.5489 55.1218 49.6125 44.0191 19.92 205.913 99.9878 64.2885 31.2008 15.3582 94.5996 20.8112
internal_count=4633 1741 2892 1689 1174 727 582 1203 372 363 210 962 811 328 63 147 567 343 113 260 223 182 111 483 815 301 182 101 271 82
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=16 5 5 10 12 13 21 5 7 14 13 21 10 0 6 2 19 17 5 18 23 21 5 19 21 0 0 5 6 20
split_gain=124.707 34.766 29.1928 34.9824 21.4463 21.3999 18.458 18.1735 17.4959 22.2477 17.2514 16.0881 17.0695 14.9139 14.4579 16.9449 14.2771 19.9701 13.9079 13.8881 12.9279 14.8829 12.3077 26.9217 12.7646 11.7862 11.4007 15.0787 13.6191 11.1931
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 207.49943573995003 112.67059178900001 18.870920756500002 20.769304081650002 25.554696898500001 366.02505068985005 111.98772342380001 11.534227923400001 70.940344688150006 103.37390357390002 16.455384477450004 199.01127796720002 12.651020723000002 168.88575108035005 2.9478561016000007 17.267778657600005 0.070640000000000022 0.46270957945000007 19.688300142250004 13.051052998800001 5.3283630236500015 86.09518316945001 85.866664228400012 31.794087907800002 16.405383309150004 41.965446242000006
decision_type=2 2 2 2 2 2 2 2 2 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 11 13 7 -1 10 -6 19 -2 22 -13 16 25 29 17 -5 -8 -10 -3 -22 23 24 -4 -7 27 -23 -28 -16
right_child=1 20 3 4 8 14 18 -9 9 -11 -12 12 -14 -15 15 -17 -18 -19 -20 -21 21 26 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0089517186841537207 0.0031862062649429942 -0.0065003240295181067 0.010672805511619669 -0.0089921459175750194 0.010382704951942968 0.00061366477776541369 0.010254496451933322 -0.015008688593907676 -0.0032236878091799867 -0.011022911041158667 -0.013170565438221777 0.0052297289966193386 -0.011079836878385102 -0.013421003259986276 0.0062504720016963219 -0.0093136772081632551 -0.0084506676353064535 0.0046170126992629923 -0.0084270537095228609 0.011171162127604675 0.0090668465472210254 -0.00770493736903477 -0.010783797718522651 -0.012795836127472865 -0.0077738647549276891 0.0085222639804697214 -0.0049982412913481952 0.012392635428976588 0.0083851523671350063 -0.0018848418711578927
leaf_weight=116.61207494884729 74.928145349025726 32.508104555308819 11.743096262216573 13.081317543983458 30.98612629622221 19.767774522304535 8.8378047794103605 6.4576871097087851 10.502356864511968 11.002160079777239 6.5763318389654151 19.780284702777866 8.6467574387788755 9.9484244510531408 69.527615465223789 9.3297065123915655 17.549796178936958 44.502600379288197 6.4730425849556914 15.645960010588167 16.083382219076157 29.068149290978909 57.092540673911572 14.726349599659441 5.0209703445434561 166.3535193502903 11.948113165795805 3.9793963730335227 17.675703771412373 20.541980803012848
leaf_count=1140 272 224 38 116 78 70 20 50 58 83 41 85 72 88 189 57 112 155 43 37 42 183 581 146 40 413 63 8 47 82
internal_value=8.09312e-05 0.00338809 -0.00390545 -0.00208262 0.000961931 0.00480346 -0.00763931 0.000627555 0.0050101 0.000528968 0.00186643 -0.00606931 0.000268789 -0.00227998 0.00608995 0.00310835 -0.000804799 0.00152543 0.00235641 0.00538953 -0.00136296 0.000757623 -0.00810326 -0.00324342 0.00514788 0.0076823 -0.00137478 -0.0052849 0.00298726 0.00439507
internal_weight=886.897 484.746 402.152 270.229 153.219 373.483 131.923 87.9622 68.1366 37.1505 81.5045 117.01 28.427 85.0821 285.521 99.3993 75.1337 57.5839 15.3108 26.1483 111.263 78.7547 88.583 31.4904 16.7641 186.121 62.6714 33.0475 29.6238 90.0696
internal_count=4633 1741 2892 1689 727 1174 1203 363 256 178 313 962 157 471 811 328 383 271 63 95 567 343 805 224 78 483 301 191 110 271
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=16 0 5 6 0 15 16 22 22 2 21 23 21 15 13 22 0 17 23 16 5 14 19 16 15 17 15 3 21 2
split_gain=106.374 29.6652 26.2995 30.56 23.72 20.8644 25.643 23.2769 23.6846 19.618 19.0558 15.7811 19.2743 15.7201 13.2563 15.1688 15.9504 11.1647 11.0828 10.9346 10.5615 10.2763 16.3723 11.2892 10.0873 9.99386 9.7946 11.8898 9.7772 10.3326
threshold=18.594956516900002 86.09518316945001 10.726864994700001 15.635365317800002 91.109157582800023 30.054399297400007 13.534968349350001 -0.24150999999999997 -0.59614999999999996 178.46521675150004 18.870920756500002 0.070640000000000022 0.54612131245000006 28.983869461100003 108.49810477050001 0.059500000000000011 97.886760529650019 193.29780372785004 0.08079500000000002 16.874960539000003 2.9478561016000007 258.81881833755006 10.650859343850001 9.3849780538500021 26.384523135650003 192.00947391610003 42.629181320700006 108.48197402175002 11.155580190950003 90.828344481500011
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 18 6 21 8 -8 14 -1 26 -13 -6 15 16 19 25 -3 -9 -12 -4 23 -23 -11 -14 27 -2 29 -15
right_child=1 4 3 -5 13 -7 7 9 -10 24 20 12 17 28 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013589775006043508 0.00076521913359850122 0.014341557203969074 -0.015839130585974213 -0.016480903559028051 0.0089117527148963593 -0.014966313335376777 0.0084054200344755737 0.0083838962276120386 -0.01820518296645059 0.013695640110180632 0.014685118887412764 0.014361316054564883 -0.00057505124590796189 -0.01584043670556029 0.020527441113998353 0.010174956534611056 -0.015787885423945661 -0.011456469367990147 0.0075150940166588904 -0.013237343409722914 -0.010762949317711545 -0.010241081816623991 -0.012990044759808573 0.013423215553330503 -0.0056317462711045234 0.014726357460601493 -0.022497206863186042 -0.019090341663560811 -0.022327577747918274 0.0012242884051776113
leaf_weight=101.18692521750927 23.029949106276039 74.13447467237711 22.345084078609943 31.863527223467827 33.229563817381859 21.599554553627968 11.263821214437487 16.451522611081604 19.12114654481411 55.695955328643322 8.5082002133131009 22.213358238339424 60.545529969036579 9.0965506806969625 6.2319816499948493 16.36018605530262 20.095846399664879 16.883289098739624 157.43668311834335 7.0948979556560507 5.8207352533936492 6.2694142535328892 19.279529444873333 13.411735028028486 6.3782103061676017 10.634901419281958 8.3024097904562932 8.8465216681361181 5.3874420374631873 43.376106649637222
leaf_count=1062 104 185 210 371 96 215 37 56 164 155 20 55 250 61 17 56 146 105 485 64 38 46 154 45 36 28 69 83 43 177
internal_value=9.90253e-05 0.00473574 -0.00554064 -0.00308041 0.00722496 -0.00131307 2.74046e-05 0.00311654 -0.00834053 0.00582971 -0.0113648 -0.000602531 0.00224332 0.000931573 0.000319021 -0.00177987 -0.00626138 -0.000813346 0.0097005 0.00186908 0.00434754 -0.007969 -0.00345525 0.00588497 0.0117097 0.0017111 -0.0084134 -0.0047452 -0.00365151 -0.00173402
internal_weight=862.095 473.117 388.978 273.462 322.661 241.599 219.999 158.694 30.385 128.309 115.516 150.456 110.277 91.0897 66.2344 60.0025 43.6423 88.0637 231.571 23.5464 14.3289 61.3058 38.9607 19.6811 62.0742 71.1804 40.1789 31.8765 57.8601 52.4727
internal_count=4633 1741 2892 1772 1047 1401 1186 731 201 530 1120 694 438 377 339 322 266 383 670 120 58 455 245 91 191 278 256 187 281 238
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=8 10 15 0 0 16 21 13 6 21 6 6 20 8 21 22 2 7 16 23 20 16 17 18 22 18 21 22 9 15
split_gain=89.6371 27.4841 30.3065 23.7664 22.24 18.7707 19.0503 18.0909 19.5457 16.8895 14.9282 18.9586 14.3176 18.6888 18.1632 19.0384 14.7772 14.1038 13.3205 12.688 13.2702 12.5143 14.7233 11.771 11.7705 10.9135 10.1219 10.1506 10.0901 13.1011
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 95.988709089550014 97.886760529650019 11.864972254500001 16.464809133250004 118.84598011460001 19.835463452400003 5.9607024329000007 17.435407375500002 4.9151148409000003 40.767054867700004 5.1459841250500009 3.3335862513000003 -0.237895 323.30468295165002 24.414825394400005 23.044946110900003 -0.15849499999999997 49.064150740050003 17.684958644900004 209.79142458570001 13.956123578150001 -0.59238000000000002 15.771515858900001 20.581461612800002 0.63131000000000015 72.978853106700015 20.937157557000003
decision_type=2 2 2 2 2 2 2 2 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 7 23 -5 6 -1 -2 -9 21 11 26 13 -13 28 24 19 -15 -4 -17 -21 22 25 -3 -16 -6 27 -7 -14 -30
right_child=1 3 18 4 9 10 -8 8 -10 -11 -12 12 14 17 15 16 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.012703578208889602 0.0064392637535399221 0.010564428346995015 -0.0079847118175269283 0.0072690981509493753 -0.010067730095563256 -0.015474987734262743 0.0036069136533941892 -0.023110970236030235 0.0051695539448275664 -0.013571873439181018 -0.01540706798751364 -0.014209205135603142 0.017403461954475681 0.01611778487227384 0.0090371612027048912 0.014088224026665121 -0.01077197532777437 -0.0041481815645811743 0.014212987483031713 0.0042793752197482528 -0.018318880603767136 0.01366538727571844 -0.017778128150598746 -0.012220630973111104 -0.016302114979100332 0.0079527031522553995 0.0065301115456399463 0.011915061709726242 0.012205412582425664 -0.018055477277494424
leaf_weight=74.233440585434437 342.84438370913267 3.8554725795984259 35.862122692167759 51.983404122292995 7.7183042243123117 27.497812338173393 12.84371394664049 6.7146473228931418 8.4257447123527509 18.617236860096455 14.745455943047999 23.030917845666409 15.461631253361704 6.9254964292049435 3.4258645623922375 17.047327466309067 10.316529177129267 21.712658606469631 4.6720590144395819 25.29296616464854 4.7137023508548728 8.8494684994220716 7.7383159697055808 34.390657290816307 15.41712688654661 15.375051185488699 4.4765474945306769 2.2371346652507773 6.0057996734976751 3.4408992528915405
leaf_count=852 1081 13 233 172 58 318 56 48 29 149 172 255 32 18 12 43 73 136 10 114 43 21 73 323 166 60 16 8 20 29
internal_value=7.33016e-05 0.00301561 0.00470767 -0.00152441 0.00138851 -0.00549955 -0.0102978 0.00585511 -0.00737264 -0.00385508 -0.00342856 -0.00248403 -0.000620976 -0.00591641 0.00208477 -0.000911205 0.00263072 0.000752689 -0.00542616 0.00556924 0.000729449 0.000703761 -0.00301655 -0.00992374 -0.0116952 0.00192988 -0.0108046 -0.0134143 0.0112517 0.00118308
internal_weight=835.872 547.047 398.519 148.528 110.282 288.825 87.0772 357.985 15.1404 58.2984 201.748 187.002 152.791 51.6691 101.122 76.2135 57.3705 28.6382 40.5342 47.054 30.0067 39.6811 30.8317 38.2461 18.843 23.0934 34.2115 29.7349 24.9083 9.4467
internal_count=4633 2270 1401 869 533 2363 908 1158 77 361 1455 1283 941 409 532 451 273 154 243 200 157 212 191 336 178 118 342 326 81 49
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 5 22 13 6 2 23 21 10 9 3 7 18 16 23 6 20 22 18 17 16 23 16 7 16
split_gain=111.468 33.3798 26.8616 26.754 22.325 18.4038 18.1362 16.411 15.5904 14.5476 19.4323 13.3006 14.4376 14.1286 12.8791 11.2661 18.2009 12.3802 11.3057 11.1472 17.7996 11.0572 13.3006 10.9654 17.0583 14.8278 16.6042 12.3745 19.2143 23.7616
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 37.232443001650005 112.67059178900001 20.769304081650002 0.63131000000000015 111.98772342380001 16.455384477450004 199.01127796720002 -0.17949499999999999 12.156412995750001 70.816675614150014 226.58992707320002 85.589753040950015 24.872345000050004 14.390586827150001 19.224955043700003 0.092185000000000031 16.405383309150004 41.965446242000006 -0.06828999999999999 17.327266398450003 205.09306577200002 12.644970430600003 -0.17949499999999999 17.684958644900004 26.545218975000001 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 11 -5 6 8 23 15 -7 21 12 13 -1 19 16 17 -2 -17 -3 -21 -11 -23 24 25 26 -6 28 -25 -30
right_child=1 14 -4 4 7 9 -8 -9 -10 10 -12 -13 -14 -15 -16 18 -18 -19 -20 20 -22 22 -24 27 -26 -27 -28 -29 29 -31
leaf_value=-0.013733956356942734 0.0039413961415269566 -0.0054651618507637022 -0.012250655546957541 -0.010461561324118721 0.0065205962938959822 0.0086546303476924477 -0.017297417761600195 0.011120048144837255 -0.014468349044854627 0.007092068514655713 -0.011811976069046196 -0.010680585372320186 0.0074481022317608257 0.007396798965819359 0.013547661756491781 0.012901770535369832 0.0056956849159370158 -0.017567254763347036 -0.00035729942164767613 -0.015728549226670396 0.0056508498181579844 0.0024618343837835427 -0.019479019972564668 0.01390598846957963 -0.011701588960518415 0.0014337603668829694 -0.012184434974457125 0.015553868923629538 0.013081703604867073 -0.011159489883460516
leaf_weight=14.526380725204946 5.1491181924939147 65.330940283834934 47.317292623221874 28.62620310485363 8.0257851555943507 182.43917971104383 6.4184381663799277 15.776235997676848 6.4237406104803076 69.170986279845238 9.6637105792760831 71.620860174298286 12.495503410696982 5.4986935853958121 6.5601327270269385 23.356345526874065 23.549603268504143 9.7824383825063688 12.416272692382334 5.8339322283864012 30.962551198899746 16.069526851177219 4.446632668375968 10.36759442090988 20.712147392332554 97.717735014855862 23.496599324047565 9.3810720443725568 7.1218817383050945 17.930883176624775
leaf_count=145 20 409 554 261 33 483 50 41 41 189 57 720 48 21 13 48 76 80 48 39 106 55 27 26 157 483 219 17 22 145
internal_value=0.000128265 0.00376666 -0.00432011 -0.00322702 -0.00115871 0.00537787 0.000867018 0.000106217 0.00231212 0.00677208 0.00331514 -0.00797681 -0.00202223 -0.00793165 -0.0017018 0.00376381 -0.000452813 -0.01015 0.0082997 -0.00268134 0.00226123 0.00494508 -0.00229358 -0.00078597 -0.00224219 -0.000726215 -0.00742202 0.00408805 0.00105133 -0.00426832
internal_weight=868.188 477.574 390.615 343.298 239.156 368.886 87.096 210.53 80.6775 281.79 99.3509 104.141 32.5206 20.0251 108.688 74.2538 38.4812 14.9316 35.7726 102.127 36.7965 89.6871 20.5162 194.754 149.952 129.24 31.5224 44.8014 35.4204 25.0528
internal_count=4633 1741 2892 2338 1404 1174 363 1143 313 811 328 934 214 166 567 272 176 100 96 554 145 271 82 1102 892 735 252 210 193 167
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 5 13 16 17 9 21 23 16 6 2 6 3 0 13 23 21 10 0 16 21 2 20 22 0
split_gain=142.815 41.7574 29.2459 31.5405 27.1235 21.7939 18.3992 18.2331 24.151 25.4236 18.5369 18.5207 24.0544 16.3505 14.606 19.034 14.458 14.2789 18.7896 13.2129 13.1125 14.6798 13.1605 13.0581 12.5914 16.2644 11.9431 11.6464 11.1535 14.285
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 38.238138001450004 112.67059178900001 20.769304081650002 98.255079293500017 15.839962959300001 236.15709471040003 192.57902085675002 18.870920756500002 -0.13578999999999999 19.934953383400003 16.455384477450004 199.01127796720002 13.185308072600002 85.589753040950015 96.082805124100005 113.62230596715001 -0.17949499999999999 12.156412995750001 70.816675614150014 86.09518316945001 22.694946929300002 2.8426267373000003 219.56639384385002 37.892416320650007 0.059500000000000011 101.80384402570002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 20 -5 6 13 11 28 10 -10 12 26 17 23 -16 -14 18 -2 -3 21 22 -1 -7 -21 -26 -6 -15 29 -9
right_child=1 19 -4 4 7 14 -8 8 9 -11 -12 -13 16 27 15 -17 -18 -19 -20 24 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.012621657374855738 -0.006714793922114117 0.011401554187952637 -0.011472577559923602 -0.0087373980543172785 -0.0087888708054872332 0.00060916505869156739 -0.015507373506634524 0.0057368818041414419 0.0063216187141354619 0.010476310280704157 -0.011760393759216451 0.0084202961263105287 -0.0099625690559283376 0.0022980679901683236 0.0051071616542968205 -0.0099447979602993921 0.0078118823056370131 0.0088459433564433507 0.0082131624708990172 -0.0046819829404823911 -0.010130028983493465 0.0062058056451707302 0.0057950804550934267 0.0093505476134437826 0.0083848259263096785 -0.008690450935065595 0.0090031048309984173 -0.017932272945162912 0.012071250203404028 -0.011710032348645252
leaf_weight=15.208889566361906 20.425559937953949 7.559992901980876 51.198584891855717 41.497042000293732 5.2551571205258396 19.771052032709122 6.4610623419284812 40.826859429478645 7.7030874565243712 10.899207778275011 24.959063522517681 12.443331405520437 52.320523723959923 5.4360578805208188 91.989241041243076 9.6363958716392499 5.2259587198495856 34.898053616285324 15.32066325843334 76.522049970924854 76.028566710650921 12.605487108230589 5.4802064001560202 172.96271973848343 19.552136644721035 8.2294282764196378 15.385637506842611 6.4722362756729126 25.251484960317612 5.5327576026320449
leaf_count=145 125 17 554 342 41 70 50 127 31 28 185 35 458 19 271 57 15 86 38 445 720 48 21 413 56 49 49 45 54 39
internal_value=0.000194292 0.00387144 -0.00427103 -0.00323714 -0.00122237 0.00546969 0.00105175 0.000292921 0.00298334 -0.00299919 -0.00749591 -0.00312603 -0.0049636 0.00234777 0.00680567 0.0036799 -0.00834842 0.0042096 -0.000316742 -0.00160602 -0.00779476 -0.00246214 -0.00774336 0.00845384 -0.00254882 0.0033268 0.00447326 -0.00869726 0.00662254 0.00365469
internal_weight=903.058 495.237 407.822 356.623 247.3 383.373 89.0136 205.803 115.172 43.5614 32.6622 90.6306 78.1873 82.5526 294.359 101.626 57.5465 70.6443 35.7462 111.864 109.323 33.2946 20.6891 192.734 104.304 27.7816 20.6408 11.9083 71.6111 46.3596
internal_count=4633 1741 2892 2338 1404 1174 363 1062 464 244 216 598 563 313 811 328 473 249 163 567 934 214 166 483 550 105 90 64 220 166
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=16 5 10 0 20 13 5 13 22 6 2 23 21 10 3 7 18 20 3 0 23 20 2 5 16 22 18 17 16 23
split_gain=88.7412 26.2105 23.8469 23.2731 19.7309 16.0785 15.9046 14.4285 14.0444 13.1021 15.6679 11.7126 12.2465 12.5758 10.9636 15.4601 13.8191 10.9358 12.3664 10.8957 10.304 15.868 10.0079 9.64226 9.39829 9.38203 9.3528 14.8129 13.0463 15.5466
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 37.232443001650005 112.67059178900001 20.769304081650002 111.38282034450002 0.63131000000000015 16.455384477450004 199.01127796720002 -0.17949499999999999 12.156412995750001 70.816675614150014 85.589753040950015 24.872345000050004 14.295312909150001 38.804629908750009 92.695347879750017 86.09518316945001 -0.25098999999999999 37.995872310650007 131.42729508740004 18.331716563250001 19.224955043700003 -0.58835000000000004 17.327266398450003 205.09306577200002 12.644970430600003 -0.17949499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 11 23 6 7 14 26 19 17 12 13 -1 15 16 -2 -11 -19 -7 -3 -22 -21 -5 -16 -13 27 28 29 -6
right_child=1 20 -4 4 8 9 -8 -9 -10 10 -12 25 -14 -15 24 -17 -18 18 -20 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018729717179224201 0.015911394609133867 -0.017491392865747513 -0.016686164929664384 -0.016921594173122043 0.0092239113554050227 0.00018651326409152824 -0.023626455094867528 -0.01674835282359791 0.015082228689851016 0.01656043282464657 -0.015319077147504705 0.0091183667704393123 0.0098338689338288623 0.010036326706266493 0.017839808155701225 0.0075287868500720015 -0.021453668617989901 -0.019339475867999278 0.0051812941359106251 0.017030499852020615 0.013804447326863587 -0.0033942383683985226 0.0089439157145707847 0.018032882161955664 0.00020700731408018394 -0.015864492955342209 0.0056380855952876422 -0.015583372216761376 0.002065942599515572 -0.016712150670319545
leaf_weight=13.465093731880193 3.1629833281040183 9.8992109000682813 43.193299181759357 24.82055722177029 7.8577183037996319 19.49643349647522 6.1811138093471518 8.4861421734094602 14.911442980170248 19.658444255590439 9.4387224316596967 4.0118385702371588 12.126386247575281 5.318577140569686 21.743622228503227 22.11519181728363 11.552316240966318 5.6290067583322516 61.886544317007065 72.598665960133076 16.151417411863804 80.702628239989281 81.48999897390604 2.1514110118150702 11.6442674100399 62.828240796923637 42.578491054475307 19.671134099364281 95.347662471234798 22.118887335062027
leaf_count=145 8 89 554 252 33 70 50 50 41 45 57 14 48 21 46 73 92 30 196 172 45 433 241 9 44 706 210 157 483 219
internal_value=0.000150436 0.00478229 -0.00562483 -0.00416466 -0.0014076 0.00685121 0.000838001 0.00275933 0.000287546 0.00874033 0.0040652 -0.0106366 -0.00257421 -0.0105846 0.00511691 -0.000842007 -0.0134222 0.00616403 0.00313691 0.0113424 -0.00209936 -0.000526179 0.0127539 -0.0141335 0.0116902 -0.014365 -0.000888577 -0.00280516 -0.000799466 -0.00991357
internal_weight=832.237 461.837 370.401 327.207 229.457 355.083 84.8856 78.7045 202.485 270.198 96.6127 97.7501 30.9101 18.7837 70.2184 36.8305 14.7153 87.174 67.5156 173.585 106.753 96.854 154.089 26.972 33.3879 66.8401 187.574 144.995 125.324 29.9766
internal_count=4633 1741 2892 2338 1404 1174 363 313 1143 811 328 934 214 166 263 173 100 271 226 483 567 478 413 261 90 720 1102 892 735 252
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=8 6 0 22 20 16 23 2 19 20 8 21 7 7 18 20 16 6 6 21 23 17 23 22 16 20 22 23 7 23
split_gain=76.4295 22.8995 29.7458 21.9339 21.4819 16.2733 17.5142 17.787 15.0402 13.0054 21.2827 20.3836 18.0821 12.4733 12.9198 12.4472 11.8914 13.2064 11.761 10.7399 10.1633 12.1878 15.49 12.5837 9.83391 10.7381 9.79149 18.9195 15.615 11.3635
threshold=7.8438787148500007 14.825346391850003 86.09518316945001 -0.057599999999999998 41.965446242000006 11.949972055800002 0.075320000000000012 285.01633004880006 11.950964240300001 46.645430295100006 5.1459841250500009 11.772995266200001 23.960918281000001 26.709562027450005 15.917243450850002 48.393869453650005 15.614963485400002 13.185308072600002 13.825323026450002 1.8364927951500001 0.08079500000000002 204.55825889135002 0.099465000000000012 -0.088880000000000001 14.184966829400002 42.081757894750005 -0.022394999999999998 0.094780000000000017 23.781511574300001 0.11636500000000001
decision_type=2 2 2 2 2 2 2 2 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 16 -3 6 7 -1 13 10 -10 -11 -12 14 -7 -13 17 -2 -19 -6 -4 26 23 -23 -5 -26 29 28 -28 -22
right_child=1 2 20 24 19 8 -8 -9 9 11 12 15 -14 -15 -16 -17 -18 18 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.011502897107374744 -0.013438014730367381 0.0036625201856227002 0.011187577248784832 -0.011411652855251352 0.010909365481230558 -0.00057402089829828771 -0.015363809762105872 0.0062905691577818 -0.012926059510699667 0.0084533739654242077 0.017281146079277214 0.014174292243033935 -0.0050836650145840937 -0.010429036231275559 0.01304187824227665 -0.015675448555648924 -0.009377768013869572 0.011246898024190589 -0.005742570707035652 -0.0096050573538431355 0.0096730980163683266 0.0005672770508117741 0.011079326321728911 -0.0215292853866931 0.0080039785513593992 -0.0061553036287673741 -0.031306152616314122 0.0072826380164589923 0.00016628150952098622 -0.005459609149635042
leaf_weight=20.666553601622581 8.8904717713594419 74.405338510870934 73.185913369059563 6.0479642227292052 4.6678780019283286 28.262164130806923 46.183962278068066 16.660436369478703 59.389811098575592 22.557464092969894 7.4819369614124289 2.7776504382491103 28.720622502267361 10.609492406249045 19.226375192403793 13.165849238634108 51.348770558834076 16.829291924834255 11.10449233651161 40.946399107575417 112.70750697702169 9.0353300273418444 8.907686695456503 7.9593529552221325 53.600592091679573 10.52021975815296 4.5631444156169874 22.944613814353943 5.9812091365456581 8.7825046852231008
leaf_count=218 87 278 208 54 14 183 610 95 655 95 17 9 183 103 68 127 419 50 52 254 319 39 24 57 186 60 35 70 25 39
internal_value=0.000110534 0.0029462 0.0046751 -0.00113838 -0.000582054 -0.00536562 -0.0100883 -0.00356101 -0.00331352 -0.00567298 -0.00820553 0.00061498 -0.000461558 0.00213223 0.00493856 -0.0104751 -0.00539278 0.000163987 0.00449309 -0.00750574 0.00715854 0.00552836 -0.00260758 -0.00978151 0.00420765 0.00568088 0.00688815 0.000753603 -0.0134536 0.00857916
internal_weight=808.131 532.429 374.087 158.342 120.02 275.702 83.511 37.327 192.191 134.093 95.5924 38.501 36.2026 58.098 47.4885 15.9435 88.173 36.8243 27.9338 45.6143 254.067 180.881 25.9024 16.9947 70.1688 64.1208 154.979 33.489 10.5444 121.49
internal_count=4633 2270 1362 908 546 2363 923 313 1440 1086 855 231 200 354 251 136 608 189 102 268 816 608 120 96 300 246 488 130 60 358
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 20 15 21 5 17 13 6 19 22 6 20 17 10 16 19 9 23 15 2 22 22 0 2 6 21
split_gain=104.638 31.3244 25.6412 25.9662 19.6192 19.08 25.6393 23.2783 18.5896 16.7369 16.0208 14.7507 18.1115 13.2556 13.0529 17.0415 14.7068 12.7898 12.5934 12.3067 11.9186 12.2693 11.2736 19.3525 10.2952 20.839 10.0972 10.7934 10.0024 9.70737
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 112.67059178900001 37.232443001650005 30.054399297400007 3.3069203559500004 20.769304081650002 167.17143786700004 111.38282034450002 13.500315432750002 10.550851274900003 -0.093604999999999994 16.455384477450004 38.804629908750009 198.58733702675002 77.852370541550016 14.504966081100003 12.951044929850001 226.58992707320002 0.092185000000000031 29.326787846200002 90.828344481500011 -0.15962499999999999 -0.237895 85.990333302400003 131.42729508740004 16.375382608200002 8.9448347342500032
decision_type=2 2 2 2 2 2 2 2 2 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 3 5 8 -1 7 -7 10 -9 22 12 -11 24 26 -16 -17 -15 -13 -20 21 -3 -2 -24 25 -14 28 -28 -6 -25
right_child=1 20 -4 -5 14 6 -8 9 -10 11 -12 18 13 17 15 16 -18 -19 19 -21 -22 -23 23 29 -26 -27 27 -29 -30 -31
leaf_value=-0.011434374020667408 0.0091317102633178202 -0.0063137197289278588 -0.01343885402143259 -0.014221853051575998 -0.012456415896284302 0.0054471566841403822 -0.014560229595642573 -0.013712479549663783 -0.019585529694079198 0.0080341034775404385 -0.013889137070078659 -0.010752561695908202 -0.015539058589358515 -0.010725340506798719 0.01367886331838809 0.003177407564774669 -0.012829774939763245 0.0032103922678809156 0.011009919817684365 -0.0066218875503022559 0.014615772105918277 0.0030485032394849633 -0.021049571492307181 0.007196989749296139 -0.01660704402841439 0.0072796163064590691 0.013766557178270482 0.0073419694958475543 0.0070732482651737006 -0.0099748285431496136
leaf_weight=32.450666666030884 35.658521711826324 63.300184540450573 45.795996032655239 31.828734248876572 6.0968583822250393 77.959975883364677 21.025267705321312 19.253953941166401 6.57174327969551 17.013924315571785 8.5571223124861699 7.0013533830642691 13.5247148424387 15.054350510239599 21.284426279366016 69.211547143757343 10.251611709594725 32.0713806822896 30.455987229943275 7.7192549407482138 6.2983127236366263 33.195762626826763 6.0814369767904273 23.028123326599601 22.874446332454681 11.537124209105967 76.523480534553528 86.850313670933247 12.331192493438719 6.5860881134867659
leaf_count=299 99 402 554 371 31 323 212 196 51 75 50 49 123 119 46 230 62 152 83 59 13 130 51 71 233 44 174 253 36 42
internal_value=0.000142305 0.00408118 -0.00467778 -0.00349692 0.00577731 -0.00238839 -0.00132285 -0.000229114 0.000579161 -0.00273623 0.00223746 -0.0013923 -0.00381761 -0.00593879 0.00736837 0.00376718 0.00111231 -0.00124139 0.00462451 0.00744467 -0.00200797 -0.003093 0.00417144 -0.000783669 -0.0105568 -0.00503457 0.00936401 0.0103512 0.000611925 0.00337804
internal_weight=857.394 471.827 385.567 339.771 369.032 307.942 275.492 254.466 86.483 176.506 79.9113 157.253 112.076 95.062 282.549 100.748 79.4632 47.1257 45.1766 38.1752 102.794 96.4959 71.3542 35.6956 47.9363 25.0618 181.802 163.374 18.4281 29.6142
internal_count=4633 1741 2892 2338 1196 1967 1668 1456 364 1133 313 937 746 671 832 338 292 271 191 142 545 532 263 164 400 167 494 427 67 113
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=8 10 15 5 8 22 0 5 9 10 8 10 21 22 22 9 21 22 22 2 21 19 10 21 2 22 19 20 22 23
split_gain=69.0503 20.9214 26.0233 22.0488 17.0734 19.2298 16.0637 15.6269 20.8356 19.9348 19.4166 37.143 16.7104 20.2246 14.251 13.5232 13.3956 13.2467 17.0823 21.8316 14.2502 11.5069 11.4831 11.6652 10.7331 10.5008 13.2651 26.9818 12.8682 21.936
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 18.678742451450002 8.8430989333000021 -0.084729999999999986 102.75018128760001 7.754880527600001 70.238863950400017 84.92839234085001 5.1459841250500009 81.573196594050017 17.629804977050004 -0.156745 -0.057599999999999998 192.57902085675002 6.9285860282000007 -0.16533 -0.237895 316.46407472665004 5.3283630236500015 11.850956171350001 61.917879202350001 15.294585115650001 166.72194812590001 -0.078549999999999995 14.351157895250003 41.489621506400006 -0.082654999999999992 -0.11595499999999999
decision_type=2 2 2 2 2 2 2 2 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 6 25 -6 14 12 9 17 -10 15 -1 -14 24 -12 -16 18 20 -20 -9 -17 -4 -24 -3 28 27 -27 29 -2
right_child=1 3 22 -5 5 -7 -8 8 10 -11 11 -13 13 -15 16 21 -18 -19 19 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.017243653175957371 -0.032039806319949946 -0.0069947570670992176 0.0090927074856742875 -0.017739727285828791 0.0064790091582895394 -0.017867647548866154 -0.018007975119577926 0.010225846177454553 -0.016694140193289415 0.026219680779399134 0.016920008209867891 -0.017232423270640406 0.017364990491458634 -0.022802188481741075 0.012957897038505615 0.014446256475947232 -0.011193475936723105 -0.011474395622388164 0.017231537205015024 -0.017758985920513271 -0.019389672938755282 -0.0085966906396520975 -0.01627024231171794 0.0098770927200316095 0.0071230182903680465 0.0091271803334694122 0.014371231584889659 -0.021702094063724045 -0.010343251895780068 0.0077224154498770929
leaf_weight=55.126274555921555 3.7879230082035056 43.274214074015617 9.1915049776434881 19.641869023442268 20.458126068115234 14.772436670958994 10.931518055498598 6.7817756906151798 46.790876280516386 8.2061313167214376 18.118779063224792 30.315796792507172 8.9705139398574811 5.2572476491332045 40.761023804545403 8.3810081034898776 7.1357678249478331 20.788071099668741 26.679676711559296 5.7272168025374404 11.721923243254421 18.118914753198624 25.3439109697938 5.4887939989566794 21.222927071154118 58.214396946132183 107.88037471473217 8.6179208233952505 13.371581345796583 116.60903993993998
leaf_count=715 25 285 32 210 76 90 112 30 554 30 50 366 22 51 127 22 48 172 76 45 115 115 191 20 87 185 292 49 67 374
internal_value=0.000139662 0.00357134 0.00554952 -0.00173826 0.00699456 -0.00372972 0.000810273 -0.00653038 -0.00424018 0.00221162 -0.00847536 -0.00334336 -0.0131886 0.00252296 0.00264055 0.00609344 0.00935977 -0.000536176 0.00393017 0.0110477 -0.00853531 -0.001309 -0.00685991 -0.0116155 -0.00234927 0.00821935 0.0108445 0.00515179 0.00479061 0.00647142
internal_weight=797.688 526.703 383.736 142.967 343.712 35.2306 123.325 270.984 201.63 79.9048 121.725 74.9345 69.354 14.2278 112.394 44.6187 47.8968 71.6987 50.9106 32.4069 18.5037 26.4999 40.0242 30.8327 64.4971 308.481 174.713 66.8323 133.769 120.397
internal_count=4633 2270 1401 869 1158 166 659 2363 1575 468 1107 553 788 73 547 187 175 438 266 121 145 137 243 211 372 992 526 234 466 399
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=8 6 0 20 22 20 17 8 10 5 21 21 22 0 21 20 9 10 20 0 23 17 23 9 22 22 4 22 23 7
split_gain=58.5289 18.0416 25.2014 16.7689 16.0065 14.7161 15.5607 15.3869 18.246 14.807 11.6954 11.033 16.6791 10.763 10.121 10.5168 10.3078 9.68743 9.77405 10.4133 9.37439 10.1942 12.6375 10.9225 9.28146 9.05591 9.66248 8.90044 15.5125 12.6004
threshold=7.8438787148500007 14.825346391850003 86.09518316945001 41.965446242000006 -0.057599999999999998 40.722669576350008 164.30394926590003 5.1459841250500009 81.573196594050017 7.754880527600001 3.6533552218000005 17.629804977050004 -0.156745 95.988709089550014 3.3335862513000003 40.890797847750008 72.978853106700015 61.917879202350001 43.477771593600004 85.799452775150016 0.08079500000000002 204.55825889135002 0.099465000000000012 205.93480238635001 -0.088039999999999993 -0.13734499999999997 154.38970227190003 -0.022394999999999998 0.094780000000000017 23.781511574300001
decision_type=2 2 2 2 2 2 2 2 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 4 3 25 13 7 -7 -1 10 11 -9 -8 -13 -2 16 -16 -11 -5 -19 24 -4 27 23 -23 -20 26 -3 -22 29 -29
right_child=1 2 20 17 -6 6 9 8 -10 14 -12 12 -14 -15 15 -17 -18 18 19 -21 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.011862255740531921 -0.0095044542849758457 0.0082391934192089129 0.0087845749195859298 0.003664165273034193 0.0029755205242977083 -0.0090613857720341865 -0.0097885396389995206 0.0093271026352966403 -0.012748545730728882 0.012682280257896486 -0.0066527739985603324 0.010771225548537352 -0.014591270474553438 -0.0013760425655426104 0.014467247097068111 -0.0015665103051839063 -0.0015690213030624626 -0.012621854325341485 -0.021949637759357803 0.0099747065680733295 0.0065682347874577015 -0.019461187546751565 0.0085394038314464335 -0.0013143036467617778 0.0028360763324066364 0.0042353010362639904 -0.012427967847295588 -0.023731492515635479 0.0053256520902645261 -9.4193045878467093e-05
leaf_weight=46.454219114035368 27.396984104067087 3.7743725180625907 68.762835070490837 9.7692648619413358 67.895891308784485 32.218865148723125 29.422158744186163 13.967036888003351 12.623433291912077 15.406195357441904 8.3803678229451162 8.5802077278494817 4.5311883538961402 58.211165618151426 4.9985632374882689 73.012615814805031 9.3123530447483045 22.357981026172638 3.4731893688440323 5.6269940882921219 116.6224398240447 5.7468246296048227 8.4394740387797338 11.156889438629149 3.4380712956190091 61.119845621287823 8.2236627191305143 4.5991249382495862 22.097610801458359 5.8718478158116341
leaf_count=613 272 12 208 40 300 407 394 46 170 37 54 22 47 336 12 494 67 171 27 14 358 41 24 55 16 202 64 35 70 25
internal_value=8.24079e-05 0.002169 0.00347458 -0.000585861 -0.000902053 -0.00406475 -0.00233786 -0.00782883 -0.00247095 -0.000846612 0.00333458 -0.0061527 0.00200616 -0.00397736 0.00135029 -0.000539148 0.00731331 -0.00574851 -0.0083836 -0.000826032 0.00544029 0.00412272 -0.00214793 -0.00748377 -0.00961975 0.00256784 -0.00592644 0.00518792 0.000245236 -0.0104763
internal_weight=773.492 514.584 361.08 117.783 153.504 258.907 177.482 81.4251 34.9708 145.263 22.3474 42.5336 13.1114 85.6081 102.73 78.0112 24.7185 44.6655 34.8962 12.5383 243.297 174.534 25.3432 16.9037 6.91126 73.1179 11.998 149.191 32.5686 10.471
internal_count=4633 2270 1362 546 908 2363 1480 883 270 1073 100 463 69 608 610 506 104 268 228 57 816 608 120 96 43 278 76 488 130 60
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=8 6 6 13 0 19 20 16 23 2 18 10 9 20 21 6 22 22 22 23 23 22 5 5 7 22 6 17 20 8
split_gain=49.2552 16.4039 19.2353 21.8648 20.4109 15.238 14.6544 13.6111 15.7473 14.1405 13.5566 15.3377 12.8035 11.6247 12.6006 13.4016 12.4151 11.5818 10.6617 10.654 13.465 12.3986 9.51361 12.8697 13.8525 9.20069 8.82939 13.2158 12.4989 9.57493
threshold=7.8438787148500007 13.665319288000001 13.775321858200002 109.34496908160001 86.09518316945001 13.051052998800001 38.396531328800009 11.949972055800002 0.075320000000000012 285.01633004880006 17.370891598500005 83.75622459600001 206.39860865795001 37.232443001650005 3.3335862513000003 16.565387047600002 0.63131000000000015 -0.053874999999999999 -0.67871999999999988 0.08759500000000002 0.093325000000000033 -0.079789999999999986 23.636018850950002 30.922794813800003 22.958251375150002 -0.047144999999999999 5.4301268740500008 168.09695031380002 40.574766824850009 3.2474657100000006
decision_type=2 2 2 2 2 2 2 2 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 10 -3 5 6 12 -5 8 9 -1 17 -12 -4 18 15 -15 26 -2 -9 -6 21 -21 -8 24 -24 -14 -16 -28 -29 -30
right_child=1 2 3 4 19 -7 22 13 -10 -11 11 -13 25 14 16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.011600184635213975 -0.017196527811902246 0.016376015502597291 0.0088833779047376282 0.011669640489017308 0.0094541227068124841 -0.011596522114128871 0.0011340209309069296 0.016236478873477712 -0.016279110995090773 0.0065032335063617214 0.011983460343803137 -0.018246079638476076 -0.016228355641419584 0.0079876123116500476 -0.012631806723334681 -0.015726553766359421 0.017223585703873036 -0.0014556255888095015 -0.014735366591091929 0.0032024486705837969 0.0066232940432240529 -0.013631083056206146 -0.020139881023063362 0.014533841733930099 -0.0030309823088550255 0.0059225763477199463 -0.011680798920782417 -0.015071128986447123 0.012072517333591203 -0.00099813407322201886
leaf_weight=18.26074168458581 18.844121113419533 21.757882311940193 20.971570011228323 16.36116036772728 122.66196223720908 31.428039159625769 56.090500704944134 2.4200464189052608 38.407048530876637 15.861054867506025 14.544515155255796 4.2717440389096728 9.7724028378725034 37.382499922066927 23.308241948485374 5.3605668656527987 5.1780530288815489 17.960403725504875 22.666869156062603 21.14817950874567 84.767397932708263 14.516438871622084 16.238751508295536 4.5890165865421286 21.82067459821701 5.9260598570108405 23.490716811269522 8.3144651055335981 16.884901084005833 31.775503326207399
leaf_count=218 166 51 78 43 395 294 204 7 610 95 47 53 80 161 285 94 13 99 289 78 274 86 152 12 129 29 273 71 53 194
internal_value=9.65079e-05 0.00262038 0.00351224 0.00285567 0.00424072 -0.00442964 -0.000625125 -0.00500236 -0.0101189 -0.00318506 -0.00456387 0.00512063 0.00171273 -0.00290318 -0.00144051 0.00501353 -0.00397251 -0.00951505 -0.0117476 0.0065446 0.0035812 -0.00364924 -0.00266238 -0.00765535 -0.0103308 -0.00786653 -0.00503014 -0.00282819 0.000821743 0.00353731
internal_weight=752.982 503.671 448.05 426.292 358.194 68.0981 115.1 249.311 72.5288 34.1218 55.6208 18.8163 36.67 176.782 151.695 42.7431 108.952 36.8045 25.0869 243.094 120.432 35.6646 98.7389 42.6484 38.0594 15.6985 103.774 80.4656 56.9749 48.6604
internal_count=4633 2270 1905 1854 1373 481 540 2363 923 313 365 100 187 1440 1144 255 889 265 296 833 438 164 497 293 281 109 876 591 318 247
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=16 10 6 3 21 9 5 9 12 18 20 0 5 15 22 22 14 15 20 6 18 19 19 6 21 23 23 5 17 5
split_gain=41.9713 16.3861 17.3885 14.8285 12.2844 14.9371 15.0898 12.0199 14.0935 20.6 15.039 25.6361 19.102 15.9968 12.9675 16.4609 12.9228 11.9196 16.2605 13.2047 14.6102 12.0875 11.8022 11.3961 12.5445 11.2676 17.1928 13.2179 12.3846 11.0771
threshold=18.594956516900002 90.937096262400004 15.635365317800002 93.883646373400012 0.49227235280000009 186.16747084260001 31.794087907800002 181.33671263215004 133.01805689090003 13.581061237400002 42.123054668150012 86.345209775600011 21.252944829650001 46.674706678850008 -0.074029999999999999 -0.080234999999999987 284.82531865025004 30.054399297400007 37.232443001650005 13.665319288000001 17.232128601400003 13.051052998800001 12.050972309250001 15.785368822600002 3.5267096012500008 -0.15849499999999997 -0.22831499999999999 14.608687763150002 176.44238483465003 23.714185006400005
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 29 -7 -2 9 -9 13 -12 16 14 15 23 -13 18 -1 20 25 22 -21 24 -10 26 28 -27 -20 -6
right_child=3 -3 -4 4 5 6 -8 8 10 -11 11 12 -14 -15 -16 -17 -18 -19 19 21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.014355771596763291 -0.011547253821072754 -0.016157858975968227 -0.01763810429234389 0.0090356834324737088 0.013105857192998014 -0.017308029320082945 0.020619363183719441 0.01627637110368152 0.0047764571827228017 0.0014601368374615874 -0.029184621638083344 -0.0013966574620472702 0.0099836678317764254 -0.01696094779521138 0.011652744325788332 -0.028708980790939462 -0.033562572294871765 -0.015453594262739262 0.0073292201745864182 -0.0068303908982588757 0.0063432040431742791 -0.013687691649766624 0.012908355893118686 0.0094982493434822256 -0.025357128076259471 -0.0047908770482470251 0.018633421380937387 -0.020428445573154003 -0.02342264311131893 -0.006934707720349341
leaf_weight=24.031266797333956 11.729302674531935 31.591663688421249 22.407221246510744 20.380936793982983 14.86947564780712 31.801991812884808 3.353013962507247 72.123160369694233 9.6330504193902033 43.499753639101982 9.9581205919384939 9.2222845479845983 26.237683691084385 8.2744414880871755 82.619569923728704 4.9064572900533667 5.9362227842211714 17.856131885200739 7.4861932396888751 10.708978395909069 41.354873839765787 7.4420009963214389 48.100524861365557 34.244453959167004 6.8247381448745719 66.993496157228947 12.641003314405678 20.385691031813622 7.6628710851073265 17.199844777584076
leaf_count=289 61 554 371 95 40 220 7 199 39 194 74 40 85 57 252 39 45 222 37 104 224 68 151 108 48 569 41 184 78 138
internal_value=0.000101907 -0.00453418 -0.00325501 0.00368062 -0.0025288 -0.00603489 -0.0136906 0.00535332 0.00598568 0.0107022 0.00322946 -0.00468882 0.00120381 0.00600509 0.00737985 0.00103148 -0.0139932 -0.00203729 -0.00106664 0.000366888 -0.00232651 0.00673024 0.00931401 0.00390946 -0.00771938 -0.00543962 0.00399166 -0.00843914 -0.00822604 0.00235743
internal_weight=731.476 318.662 287.07 412.815 87.6053 67.2243 35.155 325.209 313.48 115.623 197.857 51.3543 41.3962 146.503 138.228 55.6087 15.1585 264.663 246.807 222.776 156.524 66.2515 58.8095 50.7022 16.4578 115.169 27.7901 87.3792 15.1491 32.0693
internal_count=4633 2892 2338 1741 500 405 227 1241 1180 393 787 244 170 543 486 234 85 1967 1745 1456 1133 323 255 195 87 909 156 753 115 178
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=16 17 5 20 3 9 15 20 22 0 10 10 10 9 15 13 16 21 9 2 20 17 22 21 21 2 21 13 2 0
split_gain=53.6203 17.7761 20.2754 18.2331 17.7488 16.5502 15.8208 17.0193 13.7231 12.2999 12.2201 15.1703 14.4155 13.119 11.8508 14.416 30.354 13.6057 13.5291 13.5198 19.2576 12.4625 12.1707 11.8205 11.6459 11.5221 11.3367 11.1547 12.5504 10.2674
threshold=18.594956516900002 166.68115439205005 10.36813655115 44.749265482150008 93.883646373400012 40.734022239000005 30.054399297400007 38.238138001450004 -0.156745 76.535026057600007 61.917879202350001 60.87206898960001 58.309968391300011 187.45330412110005 46.674706678850008 115.13321943645001 21.074950717600004 6.5613067478000007 181.33671263215004 108.01392853780001 41.489621506400006 214.22447330960003 -0.022394999999999998 17.629804977050004 11.772995266200001 216.39684782960003 11.845349650450002 95.937628385050019 71.708303056200009 71.096275259750016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 14 8 7 -4 23 -9 11 12 24 -12 15 16 25 -16 -17 -20 -21 22 -22 -5 29 26 -2 -11 -29 -6
right_child=4 2 6 5 10 -7 -8 9 -10 27 13 -13 -14 -15 17 18 -18 -19 19 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.01148419440227642 0.0050513579556909069 -0.014248336174140622 -0.0083851021984888731 -0.0084018983371972195 -0.0095550491776980381 0.016885762865488201 -0.011724183527573725 -0.014780385927834653 -0.014055796031006249 -0.0055102152875968593 0.00083853970917426024 0.0094033034998483971 -0.015619022785158757 -0.017015838142708937 -0.01893262663361724 -0.013306465803494176 -0.02832283326162198 0.0045340775768207848 0.012286952036378663 0.0096368647991042309 -5.225729676196877e-05 0.015178276833614999 -0.018248241044786305 0.012252010953640329 -0.01693532644354525 -0.011869495366696939 -0.013970394448164209 -0.0087854957007981981 0.0055234483884471879 0.0099199483631411713
leaf_weight=41.600074972957373 98.394078560173512 39.180223572999239 28.973551440984011 8.8812054842710513 5.8972549736499849 6.3581910319626322 18.555050600320101 6.6385550908744326 16.272976849228144 21.742376606911421 12.163967758417131 23.349842183291912 11.504654601216314 14.981975644826887 7.3719031661748913 5.1432098448276511 5.311591461300849 8.8915985450148565 67.939799576997757 71.892386190593243 42.4763577952981 7.3736519813537589 6.98205792158842 9.2053857892751676 4.7317755073308936 7.9729920625686637 5.3911314681172362 10.887991435825823 122.50527603551745 17.581700138747692
leaf_count=555 361 564 290 110 63 31 227 107 210 173 55 70 87 122 62 27 37 38 182 210 169 17 43 25 46 52 43 83 517 57
internal_value=0.000178897 -0.00367779 -0.00255488 -0.00802842 0.00317829 -0.00204336 -0.000465447 0.00062975 -0.00554617 0.0022443 -0.00185043 0.00123366 -0.00356951 -0.00901538 0.00453189 0.00507429 0.00150878 -0.00610289 0.00714266 0.00767745 0.00524459 -0.000311631 -0.00262099 0.00211015 0.00134441 0.0029266 0.00406327 0.00297282 0.00435551 0.00502838
internal_weight=756.153 330.801 289.201 79.898 425.352 40.7178 209.303 190.748 34.3596 161.774 90.2112 63.0652 39.7154 27.1459 335.141 318.877 117.07 16.2635 201.807 196.664 128.724 56.8321 49.4584 18.0866 28.2107 111.758 103.785 155.136 133.393 23.479
internal_count=4633 2892 2337 940 1741 376 1397 1170 345 880 500 323 253 177 1241 1141 493 100 648 621 439 229 212 135 166 456 404 773 600 120
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=16 0 5 10 0 0 5 9 21 15 9 22 20 21 0 22 6 13 5 7 2 15 2 20 22 20 22 23 23 14
split_gain=86.5899 24.7591 22.5808 29.2848 20.5603 19.4869 19.6331 18.9207 15.6829 15.3712 15.1423 14.5784 13.6429 17.3508 16.4314 13.3275 11.5611 11.2029 10.6977 10.6408 12.4843 9.22069 9.08824 11.0949 9.07016 9.03063 13.9773 9.02956 8.9833 15.3763
threshold=18.594956516900002 86.09518316945001 11.783123780850001 74.757955233350017 91.109157582800023 98.51854819030001 13.713273242250002 186.70853236170004 18.870920756500002 28.983869461100003 67.711288258750002 -0.094409999999999994 41.965446242000006 1.9425901130500003 75.381677519650012 -0.237895 13.245309474550002 98.050756475600011 2.9478561016000007 25.923236208600006 216.39684782960003 44.732387748900003 90.828344481500011 40.371455563000005 -0.57291499999999995 38.396531328800009 -0.13734499999999997 0.08079500000000002 -0.13578999999999999 414.58009066150004
decision_type=2 2 2 2 2 2 2 2 2 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 8 10 27 -5 11 -8 28 -6 15 16 14 -14 -2 -4 -7 -13 -10 20 22 -15 -11 -24 -12 -16 -27 -3 29 -1
right_child=1 4 3 5 9 6 7 -9 18 19 24 17 13 21 25 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0068605494880046216 -0.011193846108306305 0.007904499578202254 -0.0068984039678209666 0.0055146176106067868 0.0052279014700423593 -0.0087113322679559062 0.0061326255115952983 -0.0070910480777357458 0.0086915607803649021 -0.0093636700286216876 0.0070531297806365658 -0.0041524477763067013 0.0076864652624489774 -0.0031159783687959726 0.007918339300351105 0.005621177470917363 0.010418431168603196 0.0083935504359964486 -0.0062737358465230287 0.0055461991860482418 -0.015901440496234528 -0.011366803460218235 0.0023546118545856461 -0.010945396521467778 -0.0073462542916614372 -0.0082153840320864473 0.0032153571919847487 0.0042084962200701279 -0.0085013339332424762 0.0089747775295116218
leaf_weight=15.443694680929186 6.27832356840372 69.102284938097 10.019186742603781 46.456985101103783 32.082738377153873 10.481371402740477 9.5080118477344495 42.985247738659382 8.1327273771166784 9.8311372101306898 3.2845232412219039 6.360358163714408 8.9024263173341733 40.361085459589958 20.35766264051199 15.715374447405337 2.9028746187686911 26.29233492910862 5.9529511407017699 10.610618405044077 5.4738679826259604 12.849138580262659 25.473178230226043 5.4851471334695807 75.590620718896389 9.2343762889504415 46.249641165137291 152.59791715443134 79.704040326178074 6.1772265881299964
leaf_count=160 61 185 86 145 96 86 32 340 20 70 10 49 24 220 51 61 6 69 43 33 40 118 97 41 805 68 152 485 950 30
internal_value=0.000160312 0.0026297 -0.00291715 -0.00148246 0.00397817 0.000985624 -0.0011498 -0.00469587 -0.00601994 0.000533051 -0.00490317 0.00289358 -0.000274725 -0.00327453 0.00199422 0.000746953 -0.00456233 0.00594974 0.00236686 -0.00211533 -0.00387252 -0.00510838 -0.00225826 -1.8626e-06 -0.00674663 0.00308596 0.0013129 0.00536051 -0.00718583 -0.0023363
internal_weight=819.897 454.89 365.008 249.597 310.657 144.987 98.5302 52.4933 115.411 88.9567 104.61 46.0369 144.233 62.1127 82.12 25.7346 13.3842 32.6527 14.0857 56.8739 46.2633 53.2102 40.7895 30.9583 78.8751 75.8417 55.484 221.7 101.325 21.6209
internal_count=4633 1741 2892 1689 1047 727 582 372 1203 377 962 210 694 362 332 147 92 118 63 281 248 338 208 138 815 271 220 670 1140 190
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=16 10 6 3 7 17 15 5 21 21 20 9 5 2 15 13 16 21 9 2 20 17 22 2 21 7 22 22 22 2
split_gain=43.0837 16.0096 16.744 14.2179 10.9747 11.6905 11.4381 12.9471 16.0156 10.3505 13.6737 12.0354 12.833 10.6515 10.0199 13.0318 27.6791 12.2929 12.2599 13.2606 18.2043 11.9944 11.0062 10.7764 10.8128 10.3096 9.159 9.03485 18.162 14.1892
threshold=18.594956516900002 90.937096262400004 15.635365317800002 93.883646373400012 19.052023743050004 162.04221493815001 31.445204138150004 10.36813655115 18.870920756500002 0.49227235280000009 33.036871954450007 186.16747084260001 31.794087907800002 305.67240907785003 46.674706678850008 115.13321943645001 21.074950717600004 6.5613067478000007 181.33671263215004 108.01392853780001 41.489621506400006 214.22447330960003 -0.022394999999999998 216.39684782960003 8.9448347342500032 23.109894804950002 -0.036264999999999999 -0.24150999999999997 -0.59614999999999996 200.24623605120004
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -1 -6 7 8 -7 10 -5 13 -13 -11 15 16 23 -16 -17 -20 25 22 -22 24 -2 26 -21 28 -9 -29
right_child=3 -3 -4 9 5 6 -8 27 -10 11 -12 12 -14 -15 17 18 -18 -19 19 20 21 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.020440424490654915 0.0066970766473688492 -0.014879759314804817 -0.016196238699231993 -0.015448986478235577 -0.017785113128839635 -0.012173910567490851 -0.015703264405836304 0.0072069565784899144 0.0090986707946201367 0.005491963658817379 0.014713253367756486 -0.014597138840762405 0.01843442106055623 -0.020578443382201373 -0.022756933249754162 -0.015933984324068531 -0.033465075684898919 0.0051764452326878508 0.014589165197510164 -0.017775498153269009 -0.00059710793744215454 0.018396614475667431 -0.021918411210490304 -0.014407949142271979 -0.007729290201368773 0.014105701763468812 0.0092736855615232101 -0.0011705197754984958 -0.01610956854971857 0.0087652135727339809
leaf_weight=5.3226851224899283 86.39667259529233 31.286675106734037 22.071855872869492 4.8688664659857777 11.666209038347004 41.770903386175632 13.590035855770109 14.392575804144142 11.094149410724638 27.572448089718819 15.813556104898451 31.534857057034969 3.2096763998270026 4.5176007822155944 7.0011092796921721 5.1027309000492087 5.3605513945221892 8.8156126961112005 64.380780100822449 5.1435136944055557 41.753722317516797 6.9814748764038077 7.0022341012954774 8.014192193746565 15.120354525744913 56.221958659589291 7.8060347065329534 88.795394688844681 19.464389070868492 59.425533000379801
leaf_count=11 313 554 371 51 149 514 183 58 45 134 44 220 7 44 62 27 37 38 182 28 169 17 43 52 91 158 24 581 177 249
internal_value=0.000156334 -0.00418835 -0.00302526 0.003514 -0.0019304 -0.00238802 -0.00166528 -0.000853266 -0.00770969 -0.0021166 0.00761274 -0.00512741 -0.0115457 0.0018218 0.00502976 0.00565457 0.00145246 -0.00718798 0.00813814 0.00878706 0.00579653 -0.000896594 -0.00365923 0.00316136 0.00454836 0.0111898 -0.00147015 0.00113745 -0.00619773 0.00281297
internal_weight=731.498 318.88 287.594 412.618 265.522 260.199 248.533 234.943 52.8651 87.517 20.6824 66.8346 34.7445 32.09 325.101 309.284 114.892 15.8167 194.392 189.29 124.909 55.7374 48.756 109.531 101.517 69.1715 12.9495 182.078 33.857 148.221
internal_count=4633 2892 2338 1741 1967 1956 1807 1624 559 500 95 405 227 178 1241 1141 493 100 648 621 439 229 212 456 404 210 52 1065 235 830
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=16 17 20 15 5 23 23 2 22 23 19 7 13 10 5 18 9 0 20 20 18 20 0 6 21 22 22 22 23 2
split_gain=36.1897 14.5622 16.3275 13.249 15.8036 12.3462 28.0139 12.7214 11.02 10.5425 10.3146 16.9175 10.3803 9.10533 15.7393 9.05088 11.2373 8.21398 12.5284 7.7473 7.74012 7.69776 12.4025 12.0615 13.7842 9.61098 9.2406 7.52969 7.47142 7.29128
threshold=18.594956516900002 166.68115439205005 38.238138001450004 30.054399297400007 11.783123780850001 1.0000000180025095e-35 0.079745000000000024 305.67240907785003 -0.23401999999999998 -0.25843999999999995 13.051052998800001 28.832866553600002 95.937628385050019 59.98487780655001 30.133297129900004 13.988302431200003 196.51002155900002 88.350799540950007 40.806664626150003 37.995872310650007 12.947178517500001 42.388109226950007 104.03526427400001 3.6650856341500009 18.870920756500002 -0.26416999999999996 -0.088274999999999992 -0.11334499999999999 0.10487000000000003 71.708303056200009
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 7 -7 8 -2 -6 12 20 -11 14 -8 19 27 18 -18 -15 -12 -4 25 24 -24 -23 -25 -17 -21 -14
right_child=5 2 3 -5 9 6 13 -9 -10 10 11 -13 29 15 -16 16 17 -19 -20 28 -22 22 23 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.012040853682004641 -0.014626674239120343 -0.010558823992298728 -0.013789868759874474 -0.014317491383741181 -0.01600183427431285 0.013965767954653393 -0.022663108887895429 -0.022721402214489188 0.0022060462102278808 -0.0060136422875360284 0.0077638626016408177 0.016511114271478292 -0.0064648408452875955 0.011788021979768474 0.0090124074455138828 0.0013076581084959314 0.014181324426295144 0.003182545104504839 -0.017902892872702907 0.0051417594592597154 -0.014887467391932712 0.016987075159636197 -0.013695592807061814 -0.0041201970378573803 0.010271261568269661 -0.01763409445267821 0.022172618839672847 -0.023373030248568235 -0.0022194481344365107 0.0081299667627217874
leaf_weight=37.160967901349068 9.8345242738723737 43.117065262049437 18.194425277411938 14.316630989313124 6.0411356352269641 50.497828654944897 7.7241808921098691 6.1044306159019461 45.440133839845657 14.601169381290672 3.8409198671579423 6.1268802881240836 7.711424231529235 27.12952721118927 5.6432538777589798 4.017755426466465 3.4409491270780554 62.891216784715652 9.5554776638746244 125.9969624876976 17.082747153937817 1.8972467370331276 13.027857363224031 4.178432159125804 8.083480626344679 13.7214586623013 8.2936728037893754 7.1287009716033918 37.101249851286411 92.065953522920609
leaf_count=555 99 557 268 205 63 160 61 58 210 118 26 16 47 80 19 19 9 263 69 478 186 7 210 37 26 184 36 56 160 351
internal_value=0.000132507 -0.00357467 -0.00241928 -0.000887963 6.85047e-06 0.00298272 0.00405382 -0.00297014 -0.000788849 0.00265021 0.00344694 -0.0045595 0.00534046 0.00233158 -0.00929084 0.00289192 -0.00095922 0.00102626 -0.00940824 0.00465392 -0.0107294 -0.00577709 -0.00281404 0.00212247 -0.00451874 -0.0134286 0.0133639 -0.0144768 0.00346725 0.00700199
internal_weight=711.968 309.461 272.3 229.183 214.867 402.506 341.127 61.3791 55.2747 147.47 141.429 27.0505 114.379 290.629 13.3674 277.262 87.0341 75.8876 12.9964 190.228 20.9237 67.3966 49.2021 33.5834 21.1113 15.6187 12.4721 11.1465 163.098 99.7774
internal_count=4633 2892 2337 1780 1575 1741 1374 367 309 807 744 228 516 1214 80 1134 416 341 78 718 212 768 500 309 236 191 73 75 638 398
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=16 5 10 6 22 10 5 18 17 0 16 7 16 16 6 15 18 20 21 4 6 20 5 18 22 9 6 10 23 13
split_gain=63.5571 22.3196 19.1671 19.2291 13.7875 13.6005 14.3815 12.0912 12.3925 12.0162 12.0064 17.9566 18.417 11.6054 13.2056 12.8551 18.8414 11.8121 11.7978 11.2594 10.4622 13.4533 13.2894 10.4507 15.5065 11.5651 9.85761 10.9627 9.80818 9.68006
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 0.70681500000000008 66.859265246100009 20.769304081650002 17.327266398450003 203.09927826650002 91.886121982450007 17.684958644900004 26.545218975000001 9.7049773055000017 11.864972254500001 5.1351199812500008 29.171703351550004 14.032563378150002 37.232443001650005 3.6533552218000005 317.3249521597001 16.455384477450004 38.804629908750009 22.825270530250005 14.032563378150002 -0.074029999999999999 196.40176798710004 2.7350639043000005 87.313054702550019 0.083395000000000011 116.60111757565001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 7 20 9 8 13 -7 11 -9 -13 -1 26 17 -17 -16 -19 -20 -2 -22 28 -11 -25 -26 27 -15 -23 -3
right_child=1 29 -4 -5 -6 6 -8 10 -10 23 -12 12 -14 14 15 16 -18 18 19 -21 21 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0071826100107284492 0.0063968594976291527 0.0045598605715418458 -0.0095995616364304009 -0.01026523605753636 0.0074211861060532814 -0.010211597684728986 -0.014257183370158124 0.010546104973042184 -0.0083684359269675535 0.011434572396096201 0.013056953756169316 0.0094114771534232599 -0.0092812620789249622 0.01258198575441908 -0.0093053718411683847 0.015040984165466521 -0.012067517644925628 0.0065595190921783697 -0.002142495777671075 0.0072257887368000354 0.0097255363433400941 0.004085757100111078 0.0068317579152509956 -0.0053943100525433779 -0.0079733892448423157 0.0072970287670158637 -0.011690522387649395 -0.011724146462393167 -0.0048679300778413778 -0.0030769098759050061
leaf_weight=32.499710515141487 163.27104250341654 19.652072928845882 36.02844326198101 25.079785332083702 15.668464750051497 7.4166470244526854 5.8511766120791426 11.045645415782927 32.623831175267696 10.983076326549051 8.4695155024528486 6.7618510499596622 18.456495448946953 4.000138737261298 8.8326297774910909 2.8953412398695972 14.280995778739451 39.700971052050591 54.161042854189873 15.490376584231852 18.615380115807056 16.679119221866131 22.223860584199429 21.514342375099659 5.4861078783869734 30.798970744013786 16.321836978197098 3.0866144523024559 36.901591993868351 75.28738796710968
leaf_count=327 498 82 554 371 50 46 49 31 284 23 17 25 163 12 88 12 179 138 340 51 46 52 64 129 30 83 208 42 176 463
internal_value=0.000191957 0.00265744 -0.00291078 -0.00213184 -0.00141433 0.00381814 0.00038236 -0.00192969 -0.00284859 0.0015065 0.00266945 0.000243436 -0.00426914 -0.0019071 -0.00082722 0.000334892 -0.00749795 0.00147327 0.00234389 -5.90026e-05 0.00491211 0.00234469 0.000532164 0.00277003 0.00112359 0.00498822 -0.00754719 0.00199552 -0.00208074 -0.00149613
internal_weight=780.084 434.681 345.404 309.375 284.295 339.741 82.0503 268.627 223.893 76.1991 44.7335 36.264 25.2183 191.27 158.77 135.361 17.1763 118.185 109.352 69.6514 257.691 94.42 75.8046 68.7825 57.7994 36.2851 23.4086 7.08675 53.5807 94.9395
internal_count=4633 1741 2892 2338 1967 1196 360 1917 1681 311 236 219 188 1397 1070 808 191 617 529 391 836 338 292 265 242 113 262 54 228 545
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 7 0 20 21 13 13 23 8 22 17 16 13 21 23 13 9 2 15 2 16 7 20 20 22
split_gain=60.9008 20.1496 18.6985 18.5135 13.3106 14.4014 13.2743 13.7155 14.2331 12.8262 12.2655 11.827 11.2706 11.0039 10.8631 9.59954 11.5356 11.5661 18.7377 17.9331 9.53782 12.8481 11.114 9.40397 18.0766 9.11189 9.08617 8.69997 8.67089 8.23647
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 19.506002767000002 95.217121606100008 38.238138001450004 3.3069203559500004 109.64607639220002 111.38282034450002 -0.20885999999999996 8.8430989333000021 -0.084729999999999986 168.88575108035005 15.839962959300001 95.811270852950017 18.870920756500002 -0.15849499999999997 116.60111757565001 189.34276022045003 305.67240907785003 29.326787846200002 90.828344481500011 12.674970360400001 24.528146684550006 44.461493122800007 37.572218886150004 -0.078549999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 3 6 5 11 -1 10 26 25 12 23 27 29 -15 -11 17 18 19 -17 22 -22 -3 -2 -25 -10 -9 -8 -23 -6
right_child=1 20 -4 -5 13 -7 7 8 9 15 -12 -13 -14 14 -16 16 -18 -19 -20 -21 21 28 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.011737770200147981 0.0070762945214732182 0.0096468281340344915 -0.010535001494116876 -0.011238870621359497 0.0038008956436181556 -0.015673823190473092 0.0062415323015298646 0.002162306366235369 -0.0038815176765387119 -0.013245560864444013 0.011699697357255307 -0.010578514095758409 -0.011178588449159834 0.0045773100840131664 -0.012076247359713275 0.0047104246673729229 -0.0067041167840581287 0.0044269253476352981 0.0092504341847428565 -0.013460970137287866 -0.010466769103059104 0.012678021302898888 -0.0090816185013652753 -0.017884838356727092 0.0026963233584963442 0.0067389065598370095 -0.010438876071653155 -0.01105590516813163 -0.0018810472636938405 0.0078180951119147142
leaf_weight=8.3810811191797239 33.893845029175282 15.109226241707804 35.484129536896944 24.581520032137632 109.55988109856844 5.961836300790309 9.2016819566488248 8.9133439883589727 11.598276793956755 7.4872423522174349 3.87076262384653 8.147060275077818 37.369647942483425 10.319969333708288 7.9678304493427268 9.1270177513360959 28.365400977432728 52.017654024064541 10.112911179661749 19.671659782528881 20.390503354370594 5.1819076687097541 4.7906261906027785 5.9363552629947653 28.030250892043114 46.265203669667244 24.970906764268875 5.237960882484912 50.064332909882069 125.9326343908906
leaf_count=21 99 44 554 371 372 51 41 69 84 95 11 50 449 34 44 50 218 190 28 231 183 11 38 51 113 164 273 43 269 382
internal_value=0.000200742 0.00287968 -0.00317112 -0.00232045 0.00411502 0.000361381 -0.00154467 -0.00195065 -0.000741112 0.000430229 -0.00669775 0.00161914 -0.00807225 0.00532742 -0.0026785 -0.00147748 -0.000738888 0.00112197 -0.00329616 -0.007702 -0.00146175 -0.00319818 0.0051382 0.00308354 -0.000900653 0.00461013 -0.0071241 -3.30897e-05 -0.000515457 0.00594914
internal_weight=773.943 431.286 342.656 307.172 335.75 81.9693 282.591 274.21 218.53 184.645 55.6801 76.0075 51.8093 253.78 18.2878 126.782 119.295 90.9292 38.9116 28.7987 95.5366 75.6367 19.8999 67.8605 33.9666 57.8635 33.8843 14.4396 55.2462 235.493
internal_count=4633 1741 2892 2338 1196 364 1967 1946 1402 1060 544 313 533 832 78 812 717 499 309 281 545 463 82 263 164 248 342 84 280 754
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=16 10 6 15 13 7 17 10 16 20 21 17 15 6 19 13 16 16 23 12 19 13 21 6 21 20 2 13 22 7
split_gain=36.729 14.7552 15.1341 12.9927 13.9889 9.8867 9.75473 9.72247 17.3689 12.1687 16.2169 10.8133 9.50834 12.3617 17.0784 14.3825 13.1395 10.4342 10.3765 21.6228 10.9343 20.6671 13.1165 14.6502 9.30452 9.83177 9.12762 8.1536 11.5924 10.54
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 117.97223122220002 19.052023743050004 162.04221493815001 64.369753017350021 21.074950717600004 42.081757894750005 2.3223121640500004 216.28597325495002 31.445204138150004 13.665319288000001 13.051052998800001 101.66942111915002 14.504966081100003 17.874958200600002 -0.15849499999999997 211.51213392550002 11.950964240300001 98.050756475600011 18.870920756500002 13.185308072600002 11.845349650450002 41.873095646600007 98.91243606750001 117.61735474900001 0.022350000000000005 23.543468673550006
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -1 -7 9 24 -2 -11 -12 13 15 16 17 -15 18 19 -8 21 22 23 -20 25 -9 -6 28 -5 -29
right_child=3 -3 -4 27 26 6 12 8 -10 10 11 -13 -14 14 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.01947781865074593 0.0098235679158888527 -0.014282555747587654 -0.015529531042857852 -0.017740245686605684 0.0035606814346829788 -0.016503325140261899 -0.018735409402840918 0.00116201292952045 -0.023671827012508518 0.012760886946202853 -0.0033578059814031547 0.018725882027053702 -0.01470241797753387 -0.010446913269991082 -0.015792179611545325 -0.015481232827992608 0.010850800694212187 0.017147595932465058 -0.013944262288161934 0.012815404715054506 -0.010656925618851096 0.012212589117400091 0.011963810564623884 0.014158186277032596 -0.016706655915397235 0.012514920030629184 -0.014828850658985367 -0.011672695108581304 0.012450496378649454 0.013734389597847244
leaf_weight=5.1560683473944655 132.95088811963797 29.236009743064642 20.499596729874611 16.409729227423671 11.500223107635977 10.851573914289473 6.6941548362374332 78.668864510953426 6.3060512840747824 26.739157252013683 61.895486950874329 5.8011783659458152 12.414854452013968 8.0596794039010984 8.362310551106928 19.662745546549559 49.417583648115396 6.9191979579627505 32.864516906440258 23.220338065177202 42.486227199435234 20.698853135108948 7.7202293723821631 5.1303296238183966 5.5839833244681349 23.758710909634829 14.722292259335516 6.9165253564715377 3.7348526045680037 8.9733256101608259
leaf_count=11 418 554 371 145 55 149 88 342 39 89 302 15 183 66 89 186 162 21 417 92 397 67 25 14 46 67 125 54 13 31
internal_value=0.000183349 -0.00382681 -0.00273569 0.00325473 0.0041228 -0.00172564 -0.00215521 0.00495825 0.00127878 0.00680808 0.00256274 -0.00146537 -0.00151618 -0.000808226 0.00485973 -0.00306447 0.00786435 -0.00138918 -0.00231314 0.00575508 -0.00452945 -0.000609591 -0.00641521 -0.0101497 0.00273547 0.00379539 -0.00676388 -0.00560861 -0.0121428 0.00267521
internal_weight=713.356 309.394 280.158 403.961 367.927 259.659 254.503 341.704 114.318 227.387 94.4358 67.6967 243.651 231.236 65.8396 165.397 57.4773 145.734 138.815 29.9145 108.9 66.4139 45.7151 37.9948 108.012 102.428 26.2225 36.0344 20.1446 15.8899
internal_count=4633 2892 2338 1741 1498 1967 1956 1318 494 824 406 317 1807 1624 317 1307 228 1121 1100 180 920 523 456 431 455 409 180 243 158 85
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=16 10 6 0 18 16 9 3 22 20 20 21 16 13 17 13 12 22 6 6 23 19 16 2 13 20 22 3 18 10
split_gain=30.9487 13.2101 13.5247 11.5246 12.3781 19.2268 11.7605 9.20309 13.9609 8.67542 8.65986 14.4105 9.01398 14.1678 10.2338 8.71121 8.47308 15.8298 13.5873 9.44492 8.41436 9.05999 8.75985 8.07089 11.4688 8.27838 11.9476 9.0041 13.1009 7.82412
threshold=18.594956516900002 90.937096262400004 15.635365317800002 86.09518316945001 13.829007611650001 22.624947093000003 196.40176798710004 90.988176966900014 -0.083330000000000001 36.654713368950006 37.232443001650005 3.3069203559500004 16.024962526700005 103.39541123890002 168.88575108035005 109.96062599345002 157.18216850795002 -0.086800000000000002 16.385382841850003 16.455384477450004 0.096095000000000028 10.550851274900003 11.564972956100002 314.93386866815007 116.60111757565001 41.965446242000006 -0.13734499999999997 94.227769014100019 13.087929333200002 87.313054702550019
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 16 6 9 -8 -9 -6 -1 -12 13 14 -13 -14 19 18 -18 -5 21 -16 -23 24 -2 26 -26 -27 -29 -24
right_child=3 -3 -4 4 5 -7 7 8 -10 -11 11 12 15 -15 20 -17 17 -19 -20 -21 -22 22 29 -25 25 27 -28 28 -30 -31
leaf_value=-0.010221511994931997 0.012984958139795643 -0.013420119773288695 -0.014651947355485457 0.014220415413440888 0.002079284150046394 0.014188669304264021 0.0032146442215817876 0.0071251907086234707 -0.020896242587138597 -0.019713577624324331 0.0049087376760028776 -0.018261023945493775 -0.0099939051258727055 0.010624102861440731 0.011278922288389306 0.021394506073643002 -0.034347455577675365 0.0078555365846221647 -0.00082481583136241013 0.0013334829772103389 -0.013778781222636698 -0.016764522658204065 0.002098234618330488 -0.018440390175479666 -0.011078038720760845 -0.011736261394801804 0.0047122905635399535 -0.006857234697021708 0.02397256733187067 -0.018272998400398931
leaf_weight=23.404826562851667 13.588202118873594 27.167032394558191 18.974534031003714 56.74868206679821 6.2755942568182972 22.319804430007935 78.895281121134758 6.8500655665993717 9.4507043510675413 11.663137320429085 71.012681502848864 9.2447431087493879 45.550357569009066 19.726380430161953 13.480954714119433 2.0644612312316886 3.8793552592396727 44.765605352818966 8.8886370658874494 16.367065794765949 11.010422445833681 8.0806264989078027 42.456105425953865 5.5203573480248442 13.284925803542135 27.795997813344002 55.075715743005276 9.7535759806632978 4.4988384097814551 4.675041399896144
leaf_count=299 42 554 371 178 25 67 324 22 71 90 379 131 527 58 64 4 28 146 35 61 88 89 258 62 121 185 194 80 10 70
internal_value=0.000160851 -0.0034867 -0.00248603 0.00289773 0.00467732 0.00151164 -0.000989345 0.0011024 -0.00912081 -0.0120897 -0.00156527 -0.00067395 -0.00321054 -0.000834742 -0.00337602 -0.00863298 0.00795944 0.00366882 -0.0110101 0.0113357 -0.00164952 0.000294626 -0.00238739 -0.000758572 2.86227e-05 -0.00156593 0.00164366 -0.00678396 0.00287433 7.75675e-05
internal_weight=692.47 296.848 269.681 395.622 266.104 135.455 113.135 95.1961 16.3008 17.9387 250.707 227.302 156.289 108.674 88.9479 47.6148 130.649 57.5336 12.768 73.1157 79.7032 68.6927 55.2118 129.518 123.997 110.409 68.3606 42.0484 14.2524 47.1311
internal_count=4633 2892 2338 1741 1047 599 532 417 93 115 1967 1668 1289 758 700 531 448 209 63 239 569 481 417 694 632 590 315 275 90 328
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=5 3 16 9 20 9 22 23 17 15 21 23 20 2 21 21 6 20 20 8 2 22 6 16 3 20 22 19 12 22
split_gain=27.3776 15.3747 12.8619 12.7552 12.0499 18.7571 10.573 13.6596 11.2634 10.8529 9.12893 8.34959 11.6345 12.6268 8.87449 7.92617 8.41469 8.14333 7.83208 7.3739 7.35383 7.81144 7.28354 7.18892 7.47927 7.09862 12.8205 6.79735 6.74286 6.57928
threshold=11.783123780850001 103.28787291370001 13.534968349350001 71.932467616300016 44.749265482150008 38.283670303850009 -0.24275499999999997 0.091705000000000023 192.64609805285002 46.723315192750007 18.870920756500002 0.08759500000000002 41.559097512700014 68.96170560420002 7.961078016750001 2.8426267373000003 14.775345223550003 40.165165956550005 38.238138001450004 7.943800736700001 305.67240907785003 -0.23381499999999997 16.475384944750001 23.044946110900003 93.14163192940002 45.711398460000005 -0.16533 14.251149826300002 210.43057429700005 -0.064729999999999996
decision_type=2 2 2 2 2 2 2 2 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 25 20 -1 10 7 28 -9 11 -6 15 13 18 -14 16 19 27 -13 -8 21 -3 -19 24 -11 26 -2 -17 -4 -15
right_child=1 3 6 -5 5 -7 9 8 -10 23 -12 12 14 29 -16 17 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010107310963778713 0.005467243072946772 -0.0080457931980638681 -0.0043940717084796138 -0.012992079422349074 -0.010945978859795187 0.011883155903766126 0.0080014184438299933 0.0078586763470495351 -0.0073716707816420691 0.0016764902103513855 0.0033056490412577189 0.0015519818271518924 -0.0074589151294079115 0.0015990544730996978 0.00097309247399271547 -0.0096187295947623968 0.0098902588190644628 0.005533676386685905 -0.017937837466123964 -0.0066792854914939047 -0.014214056251671848 0.012196308294029738 -0.0024078932343126911 0.010340592744748026 -0.014141334789797877 -0.014640138424943983 -0.0086319597606121668 0.0054638462544795057 -0.017281524035399849 0.0065417838684768571
leaf_weight=46.82545655593276 16.015342313796282 3.8956725634634486 13.535237006843092 19.161493714898825 19.084303930401806 10.841073490679262 9.7412564083933848 18.616060007363561 10.498861853033302 6.4125204980373445 9.2137035690247995 5.4237737655639631 29.28745948895812 72.673930864781141 42.006381575018167 11.858604352921249 58.523279599845409 90.233445342630148 6.0082055628299713 9.1947686783969385 3.2781652286648741 8.1485270559787732 19.398232284933329 3.3070720434188834 11.623840890824793 7.9725648127496234 20.114580415189266 6.3392673805356017 9.5890800543129426 76.341537568718195
leaf_count=791 88 46 129 350 315 63 37 66 68 30 47 27 210 339 198 84 206 406 49 57 41 35 101 9 111 96 224 21 103 286
internal_value=0.000115989 0.00102038 0.00149394 -0.00659745 -0.00608265 -0.00126761 0.00202012 -0.00299172 0.0023666 0.0025913 -0.00630571 0.00299113 0.00146148 0.00321764 -0.00249077 0.00471787 0.00768584 0.0029194 -0.00869111 0.000872907 0.0013994 0.00564904 0.00412849 -0.00559559 -0.00851758 -0.00459811 -0.00238219 -0.00436468 -0.00973818 0.00413125
internal_weight=675.164 589.199 554.715 34.4839 85.9645 39.1391 510.613 52.2392 29.1149 458.374 28.298 437.03 231.741 160.447 71.2938 205.289 77.4593 127.83 11.432 18.936 15.3224 12.0442 109.632 21.3434 18.0364 44.1025 36.1299 18.1979 23.1243 149.015
internal_count=4633 3417 2945 472 1216 425 2537 366 134 2171 362 2021 1109 701 408 912 300 612 76 94 122 81 507 150 141 408 312 105 232 625
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=16 5 17 5 21 22 15 20 23 18 13 5 8 22 0 2 2 13 8 10 0 9 22 3 0 7 21 16 17 20
split_gain=47.332 16.4319 16.8444 16.0376 14.1558 16.0829 13.2424 16.0021 13.0024 11.7785 11.1128 12.865 12.1653 11.761 10.8275 9.7429 9.32891 10.9739 23.7208 21.0734 9.55195 9.31852 9.11299 9.087 14.7791 8.8676 8.84939 8.71713 8.57593 7.56169
threshold=18.594956516900002 7.754880527600001 166.68115439205005 23.714185006400005 17.629804977050004 -0.156745 29.171703351550004 38.238138001450004 -0.25843999999999995 14.032563378150002 112.67059178900001 20.769304081650002 8.8430989333000021 -0.084729999999999986 91.886121982450007 312.25197865035005 72.043920985000014 95.937628385050019 2.5480115570500002 84.92839234085001 76.535026057600007 226.58992707320002 0.20852500000000004 85.589753040950015 96.082805124100005 23.960918281000001 0.49227235280000009 19.224955043700003 176.64562507980003 43.321682097200004
decision_type=2 2 2 2 2 2 2 2 2 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 10 -1 -6 7 15 -9 -8 11 14 -12 -14 29 -4 -10 18 19 28 -19 -5 -20 24 25 -16 -27 -25 -18 -2
right_child=3 2 6 21 5 -7 9 8 16 -11 12 -13 13 -15 23 -17 17 20 22 -21 -22 -23 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.0078254311108080874 -0.014078175456338595 -0.006315149632025327 -0.0065946992643606765 -0.0016152235340428003 0.0079570362037840372 -0.010275922504209755 0.0060515646281340254 -0.0092155061083846676 -0.0054221878620466686 -0.0088204138083601297 0.0040332883603406873 -0.011125991583891345 0.0028949081363046961 -0.0099680623404102362 0.0061902660833006527 0.0079306986084902269 0.0079366180996205248 -0.0086935364407003477 -0.0087189254917154606 0.017491921681355285 0.0034301486004502785 0.008727198460161685 0.0098191754261017089 0.0088908780542707854 0.0047090414667848596 0.0010457069113493636 -0.01163497951635074 0.00036104126100589906 -0.010406132337108506 0.0015385035084733831
leaf_weight=46.625426910817623 4.6068324148654929 35.105012830346823 27.424238774925474 87.100878581404686 8.2759892046451551 4.6069444976747027 3.9541799239814308 7.261217799037694 11.202983342111109 18.497033957391977 224.75475707650185 5.7171805277466765 9.9917090982198733 7.6989972516894332 3.4003781378269222 3.1492755822837344 2.5997132770717126 4.1114517264068118 18.991428282111887 5.7517694234848022 120.21460949257016 5.6766272112727156 1.7736771330237378 17.238233216106895 17.235229946672916 4.863053932785987 10.94081988930702 12.75039793550968 3.8960587158799171 3.224249042570591
leaf_count=711 36 482 314 532 22 51 28 78 86 235 754 51 34 44 11 18 8 78 216 10 507 13 6 39 49 20 96 50 42 12
internal_value=0.000135697 -0.00210754 -0.00127045 0.00188318 -0.00582023 0.00143692 -0.000496531 0.000124057 0.0010323 -0.00620111 0.00270777 0.000179574 0.00354175 -0.00270306 0.00104998 -0.00509849 0.0014738 0.00196482 -0.00204374 0.00658904 0.00302922 -0.000982418 -0.00713547 0.00207542 -0.000548861 -0.00526767 -0.00773297 0.00526421 -0.00306507 -0.0076484
internal_weight=738.64 323.441 263.933 415.199 59.5084 12.8829 228.828 206.376 175.803 22.4512 322.422 79.9764 242.445 17.6907 74.2592 30.5735 168.542 157.339 33.0126 12.2475 124.326 92.7775 20.7651 66.4281 36.4395 19.2043 15.8039 29.9886 6.49577 7.83108
internal_count=4633 2892 2108 1741 784 73 1626 1363 1031 263 1196 364 832 78 313 332 953 867 282 60 585 545 222 265 176 127 116 89 50 48
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=5 3 18 6 22 16 4 15 20 9 3 15 7 23 16 5 12 22 2 21 7 12 21 23 23 13 15 16 5 21
split_gain=25.496 14.518 13.1004 12.6621 12.2018 17.1863 13.3211 11.8211 11.0658 16.2243 10.0193 9.82077 9.74114 9.77146 12.3416 9.59309 11.5901 9.25757 11.338 8.47157 7.69819 8.04931 7.60666 8.35611 11.5679 7.51601 13.1792 7.24823 7.22739 6.88332
threshold=11.783123780850001 95.002044955650021 12.678381831100001 14.845346859150002 -0.053874999999999999 12.604970524100002 191.03149642590003 46.055224235250002 44.749265482150008 38.283670303850009 108.48197402175002 31.445204138150004 23.209106085000005 0.090465000000000031 22.674946976100003 20.743195000100005 371.73724940330004 -0.082275000000000001 319.32263744460005 18.870920756500002 26.756201080000004 243.44243106745003 6.5280300271500007 0.087245000000000031 0.088755000000000014 105.40368946235002 22.654569872000003 17.684958644900004 26.429611911700004 12.489184206400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 3 10 4 6 -6 -2 -5 -1 19 17 20 -9 14 -14 29 -17 18 28 -10 21 22 25 -24 -25 26 -8 -22 -3 -7
right_child=1 2 -4 7 5 15 11 12 9 -11 -12 -13 13 -15 -16 16 -18 -19 -20 -21 27 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.010354669696100457 -0.010916247234160464 -0.0032911439632730345 -0.011944056110446424 0.004269641202753722 -0.015238533182018461 0.0073141018492226192 0.0053343559576963396 -0.013445661116715002 -0.011224221873637653 0.011299230263411094 -0.011070523725073065 -0.0094175373761338291 -0.017026600353569853 0.011259701027626277 0.010289502368151682 -0.018532960608450454 0.012924472587222126 -0.0094255688880016363 -0.016539559926962443 0.0032352360108362298 -0.012571563555029133 0.0087400959545749259 -0.016538662150243917 0.014088552494162472 -0.0072771215110298167 0.013959312250150312 -0.016658813486158611 0.0094121645272481919 0.012212490184210488 -0.0061146559874822879
leaf_weight=45.429694477468729 25.102506089955568 5.9996898062527206 22.713180027902126 263.6927619241178 7.148353546857833 66.423300161957741 17.93793190270663 10.581673476845028 18.516799613833431 11.009532809257506 10.597073867917059 17.489376645535231 6.5586044266819972 8.4155987501144391 4.0905223190784454 5.3635415583848935 2.6730160489678383 7.7020060829818275 3.0780452191829673 9.2569984309375268 10.714806683361529 20.826136037707329 7.1673398986458805 5.5320631600916412 12.768319491297005 8.2360495105385763 5.3992265202105036 2.903391331434249 19.353429105132818 6.3715859055519095
leaf_count=791 279 68 324 1009 93 245 88 117 315 63 178 165 66 24 13 57 9 76 37 47 103 81 82 14 98 27 45 10 69 40
internal_value=0.000127892 0.00104211 -0.00425527 0.00175586 -0.000467478 0.00310391 -0.00281098 0.00343893 -0.00622111 -0.00137917 -0.000518139 -0.000943917 -0.00394995 0.00132055 -0.00653399 0.00472603 -0.00807 0.00257665 0.00582805 -0.00640489 0.000675998 0.00217317 -0.000224468 -0.00524256 -0.000818445 0.00382325 0.000246071 -0.00788465 0.00854363 0.00613871
internal_weight=669.053 584.84 69.4434 515.396 222.057 87.9798 134.077 293.339 84.213 38.7833 46.7302 108.975 29.6464 19.0647 10.6491 80.8314 8.03656 36.1332 28.4312 27.7738 91.4853 77.8671 57.0409 25.4677 18.3004 31.5732 23.3372 13.6182 25.3531 72.7949
internal_count=4633 3417 752 2665 1436 444 992 1229 1216 425 428 713 220 103 79 351 66 250 174 362 548 435 354 194 112 160 133 113 137 285
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=16 16 6 6 0 15 2 22 18 3 0 13 21 21 23 20 8 21 4 2 22 23 17 20 22 8 21 20 20 9
split_gain=55.081 18.226 17.9671 17.1529 16.521 15.4869 17.1772 21.5064 16.3825 15.3861 16.4913 12.1128 11.8794 11.4492 10.9106 10.4214 14.3639 12.525 9.78815 13.8087 9.71137 15.4885 9.67657 11.1307 12.5519 9.10566 8.65517 8.41656 8.20538 11.2417
threshold=18.594956516900002 11.949972055800002 15.635365317800002 4.9151148409000003 86.09518316945001 29.171703351550004 185.72519583365002 -0.24150999999999997 14.032563378150002 85.589753040950015 96.082805124100005 108.49810477050001 16.464809133250004 6.9984086918000008 0.08079500000000002 41.965446242000006 6.2451263653500009 1.9425901130500003 310.44950696480004 229.44804549725004 0.17437500000000003 0.099855000000000027 162.43086425485004 40.574766824850009 -0.054875 8.0437227585500022 20.581461612800002 43.477771593600004 42.720329370750001 188.55070358395002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 26 15 6 11 -8 -7 10 -6 13 25 22 -11 16 -2 -17 20 -20 -16 -22 -5 24 -24 -1 -3 28 29 -19
right_child=4 2 -4 5 9 8 7 -9 -10 14 -12 -13 -14 -15 18 17 -18 27 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0068036742376476056 -0.0092579296970267868 -0.0072113248787493544 -0.0072161337251747367 -0.0085585372421732933 -0.0055717069056925167 0.0098070009566024168 -0.0060823676428025525 0.0051053869873793371 -0.0080380913340628041 0.0058312983944780418 0.0038056460831467219 0.0086791456308798216 0.001807518247681731 -0.0060800978389839583 0.0038775793855971102 0.0057030761946099424 0.0024413375011956926 0.0039111136345846946 -0.0097720269626750834 0.0014791002841824448 -0.01298894838029486 0.0038355505449828675 -0.0065628844257486418 0.0037290863070791312 0.002214113424233471 0.0019847589654827173 0.0043047505124909555 -0.00080622386303748274 -0.011236675983931448 -0.008759797500944775
leaf_weight=64.546734523028135 5.7764683440327635 24.237141173332933 21.729123368859291 6.3784922286868087 21.163333304226398 3.0650471597909954 10.107422798871992 65.088536605238914 18.018611274659634 72.659789696335793 17.400377035140991 6.2630662769079199 11.57762289047241 21.916267305612564 134.39083863049746 8.2878910526633245 71.284572668373585 6.4585577175021189 7.1275651380419722 25.16354662925005 4.6602587774395925 6.9278487861156464 16.751180954277515 31.027468495070934 16.43730054050684 6.6183687523007384 3.8510456010699263 24.857790216803551 11.142501860857008 7.95827966183424
leaf_count=899 61 319 360 90 145 14 83 240 231 222 52 16 61 186 420 24 271 26 52 99 35 22 133 126 79 39 16 147 100 65
internal_value=0.000198537 -0.00200044 -0.00102209 -0.000418921 0.0018926 0.000331834 0.0010318 0.00360159 -0.00544385 0.00285576 -0.00134054 -0.000924572 -0.00489581 -0.00157475 0.00350066 -0.000161162 0.00156436 -0.00242623 0.00255074 -0.00100434 0.00333713 -0.00293057 -0.000176055 0.000656567 -0.00221589 -0.00598635 -0.00563241 -0.00376258 -0.00663779 -0.00308339
internal_weight=752.873 327.613 244.871 223.142 425.26 195.053 173.97 75.196 21.0837 289.494 38.5637 98.7738 82.7427 92.5107 250.93 135.766 77.061 58.705 178.27 32.2911 145.979 11.5881 70.5944 64.2159 33.1885 71.1651 28.0882 50.4171 25.5593 14.4168
internal_count=4633 2892 1893 1533 1741 1198 953 323 245 1047 197 630 999 614 850 694 332 362 628 151 477 57 428 338 212 938 335 338 191 91
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=16 20 17 5 15 5 23 10 0 21 19 17 16 22 22 7 19 18 22 22 23 8 8 0 7 23 9 22 23 13
split_gain=47.0862 15.5802 17.9649 15.361 15.0431 18.4092 11.421 10.9474 12.2979 10.4672 10.148 18.0033 11.1994 12.6468 10.1829 16.4659 10.6737 10.1478 11.1949 11.3274 10.8063 10.1273 10.0097 10.0152 9.75317 8.58467 8.47338 7.5833 7.52733 10.5808
threshold=18.594956516900002 38.238138001450004 166.68115439205005 23.605484525250002 30.054399297400007 10.726864994700001 -0.25843999999999995 66.859265246100009 91.886121982450007 18.870920756500002 13.051052998800001 236.15709471040003 12.644970430600003 -0.117885 0.059500000000000011 26.296311413900003 11.650940033400003 14.032563378150002 -0.074029999999999999 0.075080000000000022 0.099855000000000027 8.8430989333000021 9.4426310644000022 88.350799540950007 19.164717746300003 0.090665000000000009 226.58992707320002 -0.092614999999999989 -0.13578999999999999 87.431346860350018
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -7 21 -9 28 12 24 13 -8 15 25 -17 -10 27 -20 -21 -2 23 -23 -12 -14 -5 -19 29 -4
right_child=3 2 4 26 -6 6 10 8 17 -11 11 -13 14 -15 -16 16 -18 18 19 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0080812415458368682 0.0054302666639885885 -0.00914195860601392 0.0081804677630161575 -0.0019537717610618212 -0.010797125214127925 -0.012123090477054748 0.0026426462750441053 -0.012118142860355455 0.011400492868074756 0.0038645578906813037 0.013488945996206935 0.0083807780118498841 0.0084944980984794811 -0.013674218106537506 0.011415387622446196 0.008391448466073672 -0.015028760497231839 -0.0020931676462447716 0.0069227639924623052 -0.015488483216492837 0.0075577800730412545 -0.016510240320288069 0.0079574228586186905 0.0031834082825564192 -0.011306997918320483 0.00055656939147968073 0.011549197312548833 -0.015850144136767812 -0.0090951520655618272 -0.013274070101768155
leaf_weight=51.471238009631634 223.12111489474773 32.188151016831398 7.2879488021135312 87.513146720826626 15.476999867707489 6.22553552314639 16.167437780648473 7.9778113514184943 10.189398221671579 12.314378976821898 1.9512774869799674 10.120175726711748 39.839596427977085 7.8185024969279757 23.408558942377567 2.9811059385538083 7.8276834636926651 16.11379586160183 27.917978078126907 5.7335571423172933 3.7228951826691628 7.0045013204216975 6.3211394250392905 4.8476131856441498 17.943010684102774 24.355559602379799 5.4786157980561248 6.1390501707792309 39.908606447279453 3.9230224937200546
leaf_count=648 738 464 56 554 205 64 94 53 24 54 7 32 131 87 57 9 69 95 83 41 11 43 17 17 197 108 13 52 564 46
internal_value=0.000252343 -0.00277079 -0.00175745 0.00260882 -0.000756843 -5.71008e-05 0.00186059 0.00370665 0.000270668 -0.00485293 0.00243177 -0.00305672 0.00377765 -0.00267603 0.0053506 0.0034578 -0.00856938 0.00168631 2.63065e-05 0.00354794 -0.00641544 0.00481442 -0.00274657 -0.00845537 -0.00887495 0.00548286 -0.00115824 -0.0058884 -0.00695292 0.000672944
internal_weight=733.289 321.209 269.738 412.081 237.549 222.072 158.638 319.089 77.7945 63.434 152.413 30.0145 122.398 23.9859 98.4125 75.0039 10.8088 69.8167 59.6273 37.3744 9.45645 241.294 18.1733 11.8521 19.8943 64.1952 92.9918 22.2528 51.1196 11.211
internal_count=4633 2892 2244 1741 1780 1575 855 1174 359 720 791 236 555 181 374 317 78 306 282 135 52 815 77 60 204 239 567 147 666 102
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=16 17 5 12 15 20 3 20 15 20 0 9 20 16 21 13 10 23 2 17 8 20 4 5 0 4 16 21 4 16
split_gain=26.3631 15.1429 15.3841 11.1989 11.0623 10.8366 18.8131 11.3596 10.7332 15.7132 12.898 15.5611 13.2112 12.4093 9.94399 9.10424 10.3332 9.0432 8.2788 13.7454 11.8332 11.0524 8.2234 7.71301 7.63677 7.1243 7.04938 6.93191 6.73718 11.259
threshold=20.504952050500005 162.04221493815001 7.754880527600001 358.96165787565002 46.055224235250002 47.74983977685001 100.48918799990001 49.064150740050003 30.054399297400007 35.119813570500007 102.75018128760001 184.36538191430003 44.202975721700007 17.874958200600002 12.944362924650003 118.84598011460001 58.309968391300011 0.25799500000000009 185.00267682035005 201.81829107560003 5.9453602998000008 43.847394126900006 191.74731805145004 5.3654262215500008 91.625341543800019 398.74932484100003 18.594956516900002 8.6710512402000024 310.53945085780003 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 14 5 15 6 8 -7 10 -10 12 -12 17 -13 -3 24 -17 18 19 20 -4 -22 -11 -16 25 28 -24 -28 -2 -30
right_child=4 2 3 -5 -6 7 -8 -9 9 22 11 13 -14 -15 23 16 -18 -19 -20 -21 21 -23 26 -25 -26 -27 27 -29 29 -31
leaf_value=-0.01562209304195652 0.0061227824760584524 -0.016041688330980738 -0.019861546758028932 -0.015668304050455783 -0.0048246601355786591 0.015828693958896248 -0.017615129975930264 -0.0040440062228089798 0.018724688666835687 -0.022686560545174643 0.0080794174466308991 -0.016500280486516049 -0.013961703396597148 0.024478695944432052 0.0044903817690784224 0.0035633494788908735 -0.021677062678462054 -0.017533378240567811 0.010680401759390038 -0.0084827431657342692 0.0080281746117610957 -0.017546011816097891 -0.018263775736721416 -0.018457878520888146 -0.011404352911648473 0.015568515128326521 0.0019570682040385584 -0.021002931271882224 -0.012528926586788015 0.010895583223208685
leaf_weight=20.158572804182768 199.45743770897388 27.704067416489124 4.259213861078023 11.390391286462544 32.583721116185188 19.851920712739233 15.454007737338541 10.754877805709837 5.2486075684428206 9.3973017111420614 11.915268316864966 23.921104688197378 9.9961944334208948 1.9372498989105214 13.957504078745844 9.9543174877762812 6.5034077912569037 4.3985312059521666 45.754133202135563 21.161187507212162 81.059164594858885 4.3164570927619925 8.5233407244086248 4.7644049525260916 6.2727079391479483 17.496146388351917 19.800803571939472 3.8011578544974318 12.492723725736143 8.2706499919295293
leaf_count=365 709 546 57 122 239 74 309 86 13 122 83 323 98 3 107 61 52 35 180 139 313 84 127 72 33 54 85 40 75 27
internal_value=0.000221004 -0.0024882 -0.00175145 -0.00051041 0.00372988 6.21454e-05 -0.000930072 0.00884566 7.91701e-05 -0.00666363 0.00159015 -0.00664525 0.00340992 -0.0134302 -0.0101169 0.00480011 -0.00641061 0.00448884 0.00510759 0.00280625 0.00547138 0.00673518 -0.00987281 -0.00134956 0.0055563 0.00600385 -0.00612453 -0.0017407 0.00524395 -0.00319827
internal_weight=672.557 379.525 359.367 312.941 293.031 301.551 270.944 30.6068 255.49 46.7712 208.719 37.7736 170.945 25.8584 46.426 260.447 16.4577 160.949 156.55 110.796 89.6348 85.3756 41.5226 18.7219 243.99 237.717 32.1253 23.602 220.221 20.7634
internal_count=4633 3383 3018 2293 1250 2171 2011 160 1702 387 1315 409 906 326 725 1011 113 808 773 593 454 397 374 179 898 865 252 125 811 102
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=16 5 10 0 0 0 5 9 21 22 16 9 22 20 8 20 21 6 20 22 15 15 13 4 5 16 22 6 17 22
split_gain=51.2113 15.9543 18.2587 15.2517 15.3047 13.8362 13.8046 14.4923 12.0206 11.287 16.0827 11.0704 11.3649 9.89337 12.1627 10.899 11.7294 9.47978 13.6099 14.3052 16.3715 9.41236 9.31596 9.02168 8.95829 10.4797 8.84871 11.1606 8.7427 8.56974
threshold=18.594956516900002 10.726864994700001 74.757955233350017 86.09518316945001 91.109157582800023 98.51854819030001 13.812766882300002 186.70853236170004 18.870920756500002 -0.094409999999999994 12.644970430600003 67.711288258750002 -0.24150999999999997 41.965446242000006 6.2451263653500009 43.477771593600004 3.4893684343500007 16.455384477450004 41.243661560350013 -0.054875 36.776646943950006 28.983869461100003 117.67650082785001 169.78554988275002 22.533652790000001 22.634947069650003 -0.23890999999999998 13.775321858200002 201.39543491635001 -0.57291499999999995
decision_type=2 2 2 2 2 2 2 2 2 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 11 13 17 26 9 -8 -1 28 -11 12 -3 14 -2 22 -17 24 -19 20 -20 -6 -15 -18 -5 -26 27 -4 -7 -13
right_child=3 2 5 4 21 6 7 -9 -10 10 -12 29 -14 15 -16 16 23 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0058702665564363534 -0.0092632369241521795 -0.0092643452429332761 0.0048257350287687142 0.0060218459166835733 0.0035915616937427283 0.0012280963937138132 0.0050243171690795667 -0.0057836443492992667 0.0021166861618372086 -0.0066498744299785294 0.0064355768598428559 0.0067905621802717827 0.0033258326662505742 -0.0082073484207493448 0.0024427719604686224 0.0094918620223258029 0.0059321237889147947 0.0045564185267112671 -0.011096614475136704 -0.015501583370694823 0.0038687471833952231 -0.0016084779343625798 0.0013311510516247635 -0.0047130037012946555 -0.0022154481595501288 0.0064883092582988444 0.0059083241565329901 -0.011575631042944281 -0.0095831751783921632 -0.0057933133877860763
leaf_weight=74.226385835558176 5.2805422320961943 5.0150095671415356 5.3182733356952649 112.5402744114399 29.90259862691164 10.001739129424097 8.3775135278701764 38.117448579519987 12.137236148118971 6.3223762661218634 29.276801817119122 3.145400643348693 19.029793005436659 21.317144796252254 70.697735376656055 6.6061152368783977 6.0657944679260281 33.594846226274967 5.55943231284619 4.0554174929857245 14.871486768126486 54.188986994326115 7.7213940471410742 16.118676908314228 17.845662876963619 13.414504848420618 34.142522424459457 4.0425024107098579 7.0660309940576544 63.013397678732872
leaf_count=1062 61 60 19 332 96 59 29 330 58 70 90 10 95 171 271 13 18 99 41 29 44 281 36 124 86 39 99 27 79 805
internal_value=0.000229457 -0.00201652 -0.00100358 0.00193747 0.00290757 0.000653045 -0.000881672 -0.00383625 -0.00474781 0.00172667 0.00411161 -0.00362367 0.000699907 -0.000135832 0.0016292 -0.0024548 0.000789147 0.00401845 0.00148155 -0.00273713 -0.000203459 0.000240633 -0.00567105 -0.00180236 0.00504311 0.00151955 0.0041513 -0.00225728 -0.00324775 -0.00519504
internal_weight=739.013 319.232 232.869 419.781 285.973 142.665 99.1619 46.495 86.3636 52.6669 35.5992 90.2036 24.0448 133.807 75.9783 57.8291 28.7906 201.882 58.0812 24.4863 20.4309 84.0916 29.0385 22.1845 143.8 31.2602 43.5033 9.36078 17.0678 66.1588
internal_count=4633 2892 1772 1741 1047 802 657 359 1120 298 160 970 155 694 332 362 155 670 213 114 85 377 207 142 457 125 145 46 138 815
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=16 10 6 0 13 16 23 22 18 17 5 21 6 16 7 16 15 16 6 9 19 6 20 19 20 22 9 20 21 8
split_gain=33.3243 12.9998 13.115 11.3042 12.2035 20.8685 9.69456 8.8902 10.3105 10.361 9.60993 10.5293 10.3065 8.82125 13.275 13.8913 8.54093 10.9654 11.6073 10.8246 10.7311 12.5142 8.42664 8.35216 12.1638 12.9712 11.3207 8.30302 9.8182 9.73944
threshold=18.594956516900002 90.937096262400004 15.635365317800002 86.09518316945001 115.13321943645001 21.004950881300005 0.08079500000000002 0.63131000000000015 17.327266398450003 203.09927826650002 10.726864994700001 20.581461612800002 7.6151779274000004 17.684958644900004 26.545218975000001 9.7049773055000017 31.445204138150004 13.534968349350001 11.085259005300001 57.312778687900007 11.850956171350001 13.665319288000001 44.701063782750005 14.551174033150001 41.257948413050009 -0.083330000000000001 199.39609444495002 41.965446242000006 1.9425901130500003 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=1 2 7 27 5 -5 -6 8 9 10 11 -1 -12 14 -10 -16 17 19 -19 22 -20 -22 -14 24 -8 -26 -27 29 -29 -2
right_child=3 -3 -4 4 6 -7 23 -9 13 -11 12 -13 16 -15 15 -17 -18 18 20 -21 21 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.0098123003692896088 -0.012771677049953561 -0.0094665363140725833 -0.010337694579085928 0.0018792468923369816 0.0094001440312344742 -0.018399624534014683 0.0068224836747643319 0.0066682520395161173 0.010744600232991227 -0.0083938449380368558 0.010357789984176342 0.0063638208876923832 0.012007211289631196 0.013574494365159123 0.0095921200861238259 -0.0088999930488283998 -0.011858123331785616 -0.015654023282698236 0.01016960591996741 -0.0092267877351747008 -0.0074239177424737929 0.0031787540017041466 -0.0074082267448117647 0.0086147047622315252 0.0045565266451721579 0.00057457884930587624 -0.013355279696433565 0.0075881517470218216 -0.0052026294369697437 0.0029731318081905899
leaf_weight=25.240142200142149 4.6557710021734229 26.697916887700558 18.449299193918705 106.4377946741879 46.348742574453354 5.94714331626892 33.083555556833744 15.222574915736912 10.333609607070683 29.407810945063829 9.1769440546631795 5.4265082105994216 5.7951786741614324 7.4554652273654929 6.2728389278054264 16.033512897789478 7.8347359783947459 4.1560749262571326 15.872673578560351 24.819485787302256 16.495903875678778 49.227712895721197 4.3387425132095814 27.852188050746918 21.450778678059578 12.715095780789854 13.195848517119883 7.7382248863577834 47.842516414821148 68.796190977096558
leaf_count=377 61 554 371 459 154 39 102 63 31 284 32 21 15 17 25 160 140 37 41 290 131 266 37 81 72 49 91 24 338 271
internal_value=0.000207941 -0.00245177 -0.00176212 0.00221084 0.00344808 0.000806137 0.00536805 -0.00113705 -0.00163651 -0.00262403 -0.00161635 -0.00694991 -0.000428681 0.00323494 0.000873229 -0.00369977 -0.00119876 -0.000506889 0.0015204 -0.00548051 0.00239517 0.0005176 0.00369468 0.0036424 0.00192087 -0.00150306 -0.00651958 -0.000349601 -0.00342183 0.00197514
internal_weight=694.321 298.257 271.559 396.064 267.031 112.385 154.646 253.11 237.887 197.792 168.384 30.6667 137.717 40.0954 32.64 22.3064 128.541 120.706 85.7524 34.9534 81.5963 65.7236 10.1339 108.297 80.4453 47.3617 25.9109 129.033 55.5807 73.452
internal_count=4633 2892 2338 1741 1047 498 549 1967 1904 1671 1387 398 989 233 216 185 957 817 475 342 438 397 52 395 314 212 140 694 362 332
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=16 5 5 6 21 22 16 15 18 2 22 13 5 13 21 6 20 10 16 21 17 20 9 21 2 3 3 18 10 12
split_gain=43.1397 15.1999 14.7773 16.0537 12.3148 14.2244 12.2835 14.7255 16.2415 14.2209 17.979 11.9997 14.0022 12.8496 11.1724 10.93 14.9356 12.1238 11.9865 10.7637 10.4605 11.626 9.71318 8.65978 9.44692 8.6421 12.9445 9.7497 7.96197 7.91929
threshold=18.594956516900002 23.714185006400005 7.754880527600001 15.635365317800002 17.629804977050004 -0.156745 11.949972055800002 28.444110612900001 14.032563378150002 185.00267682035005 -0.24150999999999997 112.67059178900001 20.769304081650002 111.38282034450002 6.9984086918000008 16.455384477450004 39.427119987250002 62.009286778800011 22.674946976100003 5.1185473364500007 162.43086425485004 37.572218886150004 226.58992707320002 9.1670574189500034 184.20633225945002 85.589753040950015 84.812788641250009 14.390586827150001 61.944763783650011 185.45355711640005
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 -1 -6 29 9 -9 14 -11 12 13 25 20 28 -17 18 -18 -20 -8 -22 -3 24 -19 26 -2 -28 -13 -4
right_child=1 22 3 -5 5 -7 7 8 -10 10 -12 15 -14 -15 -16 16 17 23 19 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0087991488628282859 0.0034003676217605858 -0.0019200626869556551 -0.0097409810439787539 -0.0090354179042809266 0.0085637267164036159 -0.011656138417513848 -0.01069017129379002 0.0097383852456200959 -0.01011890588584371 -0.0072314198391222797 0.0058861950247983139 -0.0032998866103814621 -0.013341048767441703 -0.009601351289517503 -0.0067778770335967841 0.007804265322618526 0.0063471409841118704 0.00095206555697368363 0.0039125374005584516 -0.01376458004906536 -0.0083381010626568976 0.0030402971431224344 0.01027548773341015 -0.012430057850298652 -0.014406908255556374 0.0059137456638823247 0.0039412949478334217 -0.013529806168644395 0.0060223554295030061 -0.0019791363068361071
leaf_weight=43.114125985652208 22.399067498743534 83.7453208938241 17.331659644842148 20.556100729852915 7.989220917224884 4.377323452383278 6.1364009119570246 4.0822311677038696 18.612111177295446 9.7881627380847913 64.166529331356287 7.8549706414341918 5.9095218107104293 8.129995219409464 21.867893945425749 23.322737142443657 25.546950325369835 18.378054007887847 5.6554843485355359 5.5448367148637772 8.3466068431735021 58.146740317344666 5.667428955435752 8.5673215836286527 3.95562870055437 30.547562792897224 3.7520605921745291 8.427648723125456 143.30246634781361 27.857021253556013
leaf_count=711 82 532 273 371 22 51 93 18 246 86 251 36 51 50 184 63 72 65 19 35 86 251 13 50 34 90 15 76 458 249
internal_value=0.000220234 0.00214071 -0.00230482 -0.00139353 -0.0065243 0.0014066 -0.000728855 0.000270504 -0.006547 0.00118898 0.00415003 0.00305566 8.60151e-06 0.00108551 -0.00112837 0.00405192 0.00158279 -0.000562151 0.00293777 -0.00483871 0.000572621 0.00161202 -0.00114705 -0.00472423 -0.00176824 0.00241959 -0.000667213 -0.00814769 0.00553792 -0.00495611
internal_weight=723.079 410.707 312.372 256.891 55.4807 12.3665 236.335 191.147 22.6943 168.452 73.9547 321.294 79.1659 73.2563 94.4976 242.128 90.971 67.6483 36.7473 11.2003 72.6297 66.4933 89.4127 30.901 22.3337 65.1263 34.5788 12.1797 151.157 45.1887
internal_count=4633 1741 2892 2108 784 73 1737 1215 264 951 337 1196 364 313 614 832 338 275 126 54 430 337 545 149 99 263 173 91 494 522
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=16 5 6 21 22 23 23 2 16 15 18 20 21 22 22 13 23 16 20 16 12 16 19 5 13 10 5 7 12 20
split_gain=27.1209 11.773 12.7893 9.96949 12.7161 9.5329 23.0503 9.57897 9.43943 11.9035 15.4994 11.7798 14.6217 8.54865 8.0838 11.4581 7.59937 7.55996 18.3644 8.83791 7.30862 7.14002 6.5347 9.76707 9.55883 6.41859 13.5995 7.01013 9.95062 10.4613
threshold=18.594956516900002 7.754880527600001 15.635365317800002 17.629804977050004 -0.156745 1.0000000180025095e-35 0.079745000000000024 305.67240907785003 11.949972055800002 28.444110612900001 14.032563378150002 40.767054867700004 3.2738626606000003 -0.23401999999999998 -0.054875 98.050756475600011 0.098950000000000024 16.024962526700005 41.444941515100005 13.534968349350001 185.45355711640005 17.379959358100002 10.650859343850001 9.0003756234500027 91.399511060850017 59.240174904450008 30.359384049000003 22.721067571950005 114.82338089645002 41.489621506400006
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -5 7 -7 13 20 11 -11 14 -13 -2 16 -16 21 19 -19 -14 -3 -10 24 -24 -22 26 -8 -27 -29 -30
right_child=5 2 -4 4 -6 6 25 -9 9 10 -12 12 17 -15 15 -17 -18 18 -20 -21 22 -23 23 -25 -26 27 -28 28 29 -31
leaf_value=-0.01201517411215406 -0.01217658395578234 -0.013707429802547293 -0.012474449681329746 0.011774614240225616 -0.01674663560725138 0.011976475743662562 -0.019142037916704227 -0.019071196207694711 -0.0073074839534089655 0.014159783784723637 -0.014364299993462285 0.012055554528171898 -0.010931862312911688 0.0016617040064676315 -0.016028675681930452 0.0055622389028692695 -0.019462854786569166 0.014045903182827505 -0.010568775501930812 0.0071455288420571254 -0.0070891404066065703 0.010781769289789708 0.019172673638850994 -0.014300766746410527 0.014416975592346396 0.0058175069826712136 0.0090681542192397047 -0.0077111736504024827 0.0048338945979193373 -0.001540598138469855
leaf_weight=36.673891201615334 9.1372640468180162 14.907749205827711 17.111664459109306 7.5942325815558434 4.0783813782036287 45.236883379518986 6.9633912295103055 5.2945592477917662 20.083459898829467 4.0153555907309082 16.607648860663176 30.280070252716541 5.2949181124567977 44.386726677417755 4.9832440093159702 25.633060280233622 6.8759605661034575 6.9384494572877911 19.90344650298357 34.509326308965683 6.9550980590283888 4.5412920974194995 1.7340065799653519 10.085989683866499 7.078287161886692 73.143207833170891 4.9716874659061432 19.613113544881344 100.67696347087622 77.216665487736464
leaf_count=711 99 273 371 22 51 160 60 58 162 18 246 103 47 210 64 110 68 22 229 129 70 17 12 147 20 263 16 119 376 380
internal_value=0.00022559 -0.00281704 -0.00162427 -0.00867743 0.00180936 0.00247534 0.00334188 -0.0023543 -0.000781975 0.0005022 -0.00881058 0.00170978 0.00454829 -0.000700678 -0.00271938 0.00204801 -0.00735292 0.00113744 -0.00420605 0.0047408 -0.00644234 -0.00397147 -0.00225309 -0.00939018 0.00375831 0.00195963 -0.00739077 0.00237197 0.00109597 0.00206698
internal_weight=672.526 285.886 237.539 48.3465 11.6726 386.64 327.822 58.8185 220.427 179.666 20.623 159.043 96.9262 53.524 62.117 30.6163 31.5007 66.6461 26.8419 39.8042 40.7611 24.6248 25.8534 11.82 14.0334 282.585 11.9351 270.65 197.507 177.894
internal_count=4633 2892 2108 784 73 1741 1374 367 1737 1215 264 951 530 309 421 174 247 427 251 176 522 179 249 159 90 1214 76 1138 875 756
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=16 15 10 0 13 3 0 20 23 21 22 2 10 16 21 7 7 21 22 22 21 20 9 13 10 23 23 22 21 20
split_gain=38.663 13.9346 12.8938 12.717 12.259 10.5181 17.0175 10.4931 9.98719 9.51348 9.38698 8.89042 8.41676 7.78641 10.4863 7.35565 7.33008 7.58282 7.20712 6.86171 6.78794 8.8944 9.7447 8.29435 7.40322 6.91716 7.64468 6.80567 11.8513 13.2875
threshold=18.594956516900002 46.055224235250002 90.937096262400004 95.217121606100008 117.97223122220002 85.589753040950015 96.082805124100005 38.238138001450004 -0.17949499999999999 12.156412995750001 0.63131000000000015 98.91243606750001 70.816675614150014 22.694946929300002 15.294585115650001 24.528146684550006 23.960918281000001 0.15802222800000001 -0.58835000000000004 -0.017745 9.1670574189500034 42.154118731400011 194.57718764590001 117.48293184245001 64.630533455950015 0.083395000000000011 -0.25098999999999999 -0.094409999999999994 4.7516206878500009 39.476991512000005
decision_type=2 2 2 2 2 2 2 2 2 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 3 8 5 6 16 15 9 12 -9 -6 -1 14 -3 -5 -2 -18 -10 -13 25 24 23 -23 -22 26 -7 -27 29 -29
right_child=1 13 -4 7 11 20 -8 10 18 -11 -12 19 -14 -15 -16 -17 17 -19 -20 -21 21 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.013368586172342621 0.0076935618058590833 -0.01122765396634285 -0.011260291728337136 0.0024432989406931328 0.0034002060779618009 -0.0043544518137524444 0.0070215705378228856 -0.00023162404723513073 0.0077671183724693114 0.0088809751747438038 0.011293980017313215 -0.016728119475030771 0.0074890094538411197 0.0063439078199426548 0.0087031864053209885 -0.011303619537972825 -0.00022403031532094219 -0.01840852825323977 -0.011307097061399601 0.0022600674336161232 0.0074624444397985053 -0.0050507666384463782 0.0032978903006454425 -0.0260407398691932 -0.0060481157680827655 0.0080202752529482634 0.010030273162653149 0.0061741656792476665 0.0065834464950199172 -0.0078221368881993564
leaf_weight=9.6670359224081057 3.1381806582212475 22.953897729516033 27.150658376514912 8.4065855033695716 11.653473608195783 6.2065228298306456 17.316140219569206 157.66267352178693 3.3006743341684333 10.298998616635798 11.789079092442988 10.224726691842077 4.3566027358174315 7.8932499885559073 4.9881000742316237 21.479497153311968 5.0570708811283138 12.02022138610482 44.955521121621132 4.1544292643666259 38.691240839660168 11.226884834468366 16.601415902376175 3.9506059139966956 7.5190763548016539 51.997906155884266 75.458579361438751 17.389626763761044 49.478304907679558 26.686775900423527
leaf_count=145 11 194 554 69 55 31 52 1022 14 48 40 105 21 31 18 273 25 109 706 20 115 73 62 28 37 159 249 57 164 146
internal_value=0.000323374 0.00283418 -0.00307348 -0.00225603 0.00355494 0.00418098 -0.002043 -0.000630232 -0.00672128 -0.000211441 0.000570234 -0.00468746 -0.00688894 -0.00458297 -0.00766968 -0.00743678 -0.00980752 -0.0130236 -0.0100024 -0.011242 0.00494635 0.00177491 -0.00329877 -0.0105143 0.00526408 0.00603491 0.00893704 0.00440661 0.00239813 -0.00230012
internal_weight=703.674 404.606 299.067 271.917 368.771 342.739 37.5316 199.338 72.5788 24.3226 169.452 26.0326 14.0236 35.8352 27.942 29.8861 20.2155 17.0773 48.2562 14.3792 305.207 77.9892 31.7789 15.1775 46.2103 227.218 81.6651 145.553 93.5547 44.0764
internal_count=4633 1741 2892 2338 1498 1318 197 1404 934 214 1062 180 166 243 212 342 145 134 720 125 1121 315 163 101 152 806 280 526 367 203
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=5 3 9 16 20 9 15 10 16 13 19 22 20 22 22 2 20 20 22 22 7 17 0 3 6 23 17 7 21 7
split_gain=25.3366 13.6819 11.4859 11.3634 9.87934 14.2038 9.13694 10.9679 11.9501 10.8763 10.5126 10.8228 9.57764 11.8262 8.80269 8.48084 9.37333 9.10132 8.78224 9.48893 8.74388 8.53881 12.3502 10.383 12.3364 10.0022 9.18705 8.24852 8.08644 6.7409
threshold=11.783123780850001 103.28787291370001 71.932467616300016 13.534968349350001 44.749265482150008 38.283670303850009 46.055224235250002 64.369753017350021 21.074950717600004 117.48293184245001 11.850956171350001 -0.237895 41.909642283050012 -0.066979999999999998 -0.036264999999999999 326.27519084675004 47.079243513300007 43.940903692500008 0.70681500000000008 -0.11534 24.277136467000002 236.15709471040003 98.230883170350012 82.912048743050008 14.825346391850003 0.084565000000000015 201.81829107560003 23.756021375100005 18.870920756500002 22.435297587800004
decision_type=2 2 2 2 2 2 2 2 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 28 7 9 10 -5 -9 -12 14 29 27 16 17 18 19 20 -13 22 23 -21 25 -25 -26 -11 -6 -14
right_child=1 2 -4 6 5 -7 -8 8 -10 12 11 15 13 -15 -16 -17 -18 -19 -20 21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.011149902825666538 -0.0049711438599070916 0.0015187529869349599 -0.014637951393007878 0.0084307822912642102 -0.012251574533851952 0.01113814416494003 -0.0044789436365739324 0.011187795689894519 -0.017702200559153627 0.0034424538630857156 -0.0073112683429365629 0.014052464331780468 -0.013457033175844112 -0.016379769026161336 0.01052436614813407 -0.013598479972505222 0.017657562209556273 -0.016288437989702084 0.01549492207762952 0.0080273894477336308 -0.0014151068918708094 0.015303394630592611 -0.0098312946312013576 0.0026730084046455872 0.0050615103271412828 -0.013681965775317304 -0.011236645324505726 -0.013838800557012792 0.0033610541041483302 0.0034177275508546251
leaf_weight=43.845732402056456 42.440212484449148 14.681015238165854 17.639887016266584 94.369744509458542 18.014192163944248 11.046944577246903 33.801503621041775 18.102438412606716 6.182496838271617 49.064659364521503 28.244963269680738 18.371330399066213 5.0704827904701224 9.1804574579000455 32.672533735632896 6.4414659701287738 6.8381930887699118 5.0555152334272853 8.4546873271465284 28.919388428330421 10.435853578150271 6.2900635153055182 22.780052226036787 10.268106978386642 43.30415029078722 20.215014606714249 7.3699345216155043 5.6040690168738356 9.089094936847685 28.769117444753647
leaf_count=791 408 122 350 355 315 63 243 56 37 171 238 51 27 63 100 60 15 87 25 95 58 17 180 45 177 234 46 43 47 114
internal_value=0.000241077 0.00123279 -0.00729915 0.00173577 -0.00678066 -0.00175912 0.00229852 0.00278387 0.000822839 0.00494162 0.00129789 0.00049502 0.00241578 -0.00279596 0.00498283 0.00162722 0.00214806 0.00156361 0.00207521 0.00139967 0.00844909 -5.97515e-05 -0.000787116 0.00108455 -0.00138944 -0.00817286 0.00269114 0.00167096 -0.00701588 0.000889235
internal_weight=662.563 580.567 32.3209 548.246 81.996 38.1502 505.806 472.005 247.274 224.731 241.091 222.989 130.361 43.0201 87.3413 194.744 188.302 181.464 176.409 167.954 28.8072 139.147 132.857 110.077 81.1572 30.4831 50.6741 54.6687 27.1033 33.8396
internal_count=4633 3417 472 2945 1216 425 2537 2294 1421 873 1384 1328 518 204 314 1090 1030 1015 928 903 109 794 777 597 502 279 223 214 362 141
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=16 17 5 0 20 23 23 12 21 13 15 20 3 16 18 23 10 16 2 23 13 8 23 22 7 5 5 22 6 3
split_gain=21.5805 13.3948 12.3569 10.709 11.204 11.5974 14.7467 9.61855 8.96065 8.46253 9.13384 9.36848 8.38167 13.3873 14.0014 12.4187 8.20552 7.91271 10.2425 7.66912 7.359 7.27283 7.04225 6.98264 6.88293 6.56776 7.12507 7.38662 6.07521 6.708
threshold=20.504952050500005 162.04221493815001 7.754880527600001 86.538778761000017 41.965446242000006 0.070640000000000022 0.10487000000000003 358.96165787565002 12.944362924650003 116.67639440335002 31.445204138150004 35.119813570500007 94.227769014100019 22.604947139800004 13.344136431100003 0.087795000000000026 66.859265246100009 11.949972055800002 309.88494104580008 0.4149000000000001 89.208417684550014 8.0437227585500022 0.074735000000000024 -0.15962499999999999 19.773504439000003 20.389142059250002 21.191508333600002 -0.22932499999999997 16.245379570700006 84.597711990850016
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 -6 12 9 -3 10 17 -12 13 14 -7 -15 -5 18 21 20 -19 24 -10 -24 -4 -2 -27 -28 29 -13
right_child=3 2 7 16 5 6 -8 -9 22 -11 11 28 -14 15 -16 -17 -18 19 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.015055497619297377 0.015091002924192104 -0.015438847986285338 0.011970009026861709 0.0073598517116851845 -0.025413521407694518 0.016233130407030155 -0.021579920721045018 -0.014925356507401155 0.010432692163966422 -0.017275968333582491 0.014871785209955121 -0.0016648755430114389 0.01421085590007401 0.00028179513635342144 -0.011028409835671845 -0.026176527005888378 -0.01292667904683438 0.02664351066505433 0.01329518743906141 -0.02094343385318263 0.0026087022440088046 0.0062870092044604153 0.0084845070369570005 -0.018527375752533413 -0.016548798734662327 -0.012914721841971049 -0.0086327823695732907 0.0056661387030748842 0.011906916052256369 -0.017330414249591728
leaf_weight=18.446392212063074 11.098968178033827 24.423350296914577 2.2463786713779035 128.27060708403587 5.7511524856090537 12.453942239284517 8.0720057338476163 10.551243826746939 7.4050693437457111 6.539922045543789 4.1686163023114196 9.9883641935885006 9.1584674939513189 8.847604267299177 6.9910510554909697 8.0543717220425588 4.9204941987991324 3.0725232735276213 5.6639766991138449 3.2392382174730292 207.36786728352308 5.5124137140810481 3.4459175653755674 6.6905331760644886 19.221225876361132 6.5922501012682906 9.8774395287036878 65.690553776919842 2.8089537657797328 18.582134872674942
leaf_count=365 35 546 11 486 60 33 61 122 45 150 11 79 37 44 45 73 30 10 26 33 1236 36 18 116 344 32 82 232 15 220
internal_value=0.000254313 -0.00226004 -0.00156772 0.00341617 0.000627985 -0.00460952 -0.00237636 -0.000468102 -0.00940155 6.08021e-05 0.000463046 -0.00684214 0.00103007 -0.00229114 0.0064318 -0.0123265 0.0066104 0.00151729 -0.00555198 0.00259727 0.00295962 -0.00950861 -0.000995712 -0.0093446 -0.0135646 0.00395993 0.00245624 0.00379714 -0.00972673 -0.0118537
internal_weight=645.153 359.374 340.928 285.779 152.588 59.3286 53.5774 298.963 41.9649 288.412 281.872 35.5481 45.5054 36.347 19.445 16.902 133.191 246.324 32.644 213.68 210.44 26.98 17.5415 10.1365 21.4676 93.2592 82.1602 75.568 31.3795 28.5705
internal_count=4633 3383 3018 1250 734 353 293 2293 725 2171 2021 325 232 195 78 117 516 1696 417 1279 1246 391 179 134 355 381 346 314 314 299
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=5 3 6 10 10 7 0 0 5 5 21 20 21 23 0 5 22 22 0 2 10 9 12 7 22 20 9 6 6 15
split_gain=19.0071 10.7749 12.726 9.75726 11.2677 11.0246 9.66915 9.87142 10.3008 9.5564 9.22473 8.84514 9.99085 10.3166 13.1324 8.79574 9.84599 8.36013 8.20141 7.98356 8.58418 7.87716 10.9209 13.0944 9.7098 9.61881 8.29093 7.80929 7.66306 7.56047
threshold=11.783123780850001 93.883646373400012 14.845346859150002 61.917879202350001 60.87206898960001 19.506002767000002 95.44832900530001 98.230883170350012 13.812766882300002 29.110986871100003 15.004713615700002 42.388109226950007 3.2871511629000003 0.075320000000000012 106.56510337475001 16.316541761950003 -0.23890999999999998 -0.094409999999999994 93.047535894850014 319.32263744460005 54.884872733100003 181.33671263215004 133.01805689090003 23.109894804950002 -0.054875 39.852039223600009 186.70853236170004 13.185308072600002 13.345311811050001 29.326787846200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 6 4 9 -5 18 15 17 -3 -7 -1 -13 14 -14 -8 -17 27 28 20 -11 -4 24 26 -23 -26 -24 -9 -2 -20
right_child=1 3 21 5 -6 10 7 8 -10 19 -12 12 13 -15 -16 16 -18 -19 29 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.011823870722937462 -0.0082084173226326471 -0.010820448138964661 -0.011012480022947035 0.01564370885823194 0.0077595741934447203 -0.013482539187212265 0.011944438624021964 -0.011951541347864757 -0.0057499641805943916 -0.014624765155685384 0.0055284737628678278 0.011824505104429037 -0.01589293234177494 -0.010223365592625639 0.011716633548115555 -0.017224732216525287 0.0039037792345931973 0.0074714723050083396 -0.0022138021117954895 -0.01654524326278271 0.0080649457639265908 0.010333895182451033 0.0087979431831577033 0.0041860988173373793 0.0074535932916845737 -0.011921618876286375 -0.0084972732549703413 0.011417738029370864 0.0067759855523450083 -0.014441185773736508
leaf_weight=28.358180589973927 9.7481874749064463 18.721312833949924 5.9510148055851451 3.0544371530413619 22.535361697897315 28.061261065304279 22.336502656340599 9.0451629310846311 46.548351377248764 3.4214532952755752 5.2501577064394942 7.143425401300191 4.2000623270869246 24.969150803983212 10.32018122076988 4.2882699035108081 35.131502635776997 27.192608769983053 15.816197805106638 3.6260900199413291 18.574191132560372 68.287064462900162 5.8903868347406414 119.80722964555025 10.894046761095526 7.4941276088356963 26.012072410434484 3.4126236885786048 15.034670945256947 19.647444918751717
leaf_count=604 78 251 35 9 89 393 73 90 404 78 23 41 64 442 65 35 159 126 119 50 90 238 22 477 37 45 149 10 64 273
internal_value=0.000194158 0.00103351 0.00190896 -0.00280374 0.000180315 -0.00829154 -0.00048238 0.00132781 -0.00155016 -0.0036715 -0.0104862 -0.00602657 -0.00250113 -0.00509256 0.00373041 0.00534485 0.00160532 0.00338028 -0.0049279 0.00155209 0.00453553 0.00394666 0.00432009 0.00219048 0.00804762 -0.000442803 -0.00530393 -0.00554988 0.000881961 -0.00898797
internal_weight=630.773 555.782 452.537 103.244 66.8784 36.3659 208.202 147.955 86.1987 44.343 33.3114 74.991 46.6328 39.4894 14.5202 61.7563 39.4198 39.6504 60.2465 25.6217 21.9956 244.336 238.385 151.71 86.6752 18.3882 31.9025 12.4578 24.7829 35.4636
internal_count=4633 3417 2434 983 558 425 1431 897 630 469 416 1216 612 571 129 267 194 226 534 218 168 1003 968 648 320 82 171 100 142 392
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=16 20 17 0 0 15 5 23 19 7 13 15 7 6 5 20 10 2 5 16 23 21 5 23 0 3 21 23 0 2
split_gain=41.8138 14.4752 14.9337 13.2882 12.3636 12.155 15.8845 9.62993 10.0987 17.1302 10.4886 9.32092 8.58568 8.5823 11.537 13.3873 11.9707 10.9181 8.58703 10.2631 8.48379 10.7028 8.41311 9.80299 8.67742 10.4362 8.08659 8.94299 8.98438 7.68012
threshold=18.594956516900002 38.238138001450004 166.68115439205005 86.09518316945001 91.109157582800023 30.054399297400007 11.783123780850001 -0.25843999999999995 13.051052998800001 28.832866553600002 95.937628385050019 28.983869461100003 19.164717746300003 16.455384477450004 22.825270530250005 38.238138001450004 62.229740345500012 195.72231170465002 22.533652790000001 22.634947069650003 0.070640000000000022 0.54612131245000006 20.389142059250002 -0.10696499999999999 85.823648898300021 108.48197402175002 18.870920756500002 -0.13578999999999999 106.56510337475001 186.79363985910004
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 13 6 26 -8 10 12 -9 -6 -10 18 15 -15 17 -17 -5 -20 22 -22 -2 24 25 -24 27 28 -4 -12
right_child=3 2 5 4 11 -7 7 8 9 -11 29 -13 -14 14 -16 16 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0047663011073099939 0.007835013019253316 -0.0052435550051001022 -0.0080733241130771186 0.0048778362600967202 0.0030971367352255505 -0.0062274870821761811 -0.006853227253300188 -0.0028427276600374017 0.0081988377002276437 0.0072286881008728002 0.0015540022075754671 -0.0013580818200166283 -0.0060576095583963251 0.0067547309076937418 0.0052881316003266197 0.0012136747076670923 -0.011647657901632765 -0.0087109012392602072 -0.0020669574884683586 0.0053489553185317737 0.0051765776303288082 -0.00021255794848995728 0.0032188182692412018 -0.0092233577132948309 -0.011626039392108115 -0.0074901783388979151 0.0020508093736171362 -0.0050753232829313481 0.0043163676597460926 0.0051398579778958297
leaf_weight=47.984818179160357 2.6692748963832846 29.123834688216448 3.1614491268992415 106.59152682870626 29.283593252301216 13.60530139505863 5.8547847010195246 14.204327516257761 1.851737629622227 6.1281915456056586 60.814960449934006 52.172543980181217 18.991635724902153 7.4333345144987097 17.893204770982265 20.189073920249946 4.9972075372934333 5.6709477230906478 17.587372452020649 12.936155468225477 18.10985204577446 78.613725371658802 12.845943357795482 9.4079056009650248 2.8823812156915656 5.0688949525356284 11.985988549888132 41.783643376082182 8.9718320742249471 39.255431458353996
leaf_count=648 6 464 36 332 96 205 63 118 7 16 261 281 205 19 49 69 33 43 86 39 55 383 57 98 28 67 59 604 69 137
internal_value=0.000190906 -0.00158115 -0.000983501 0.00152193 0.00230878 -0.000435999 -6.60763e-05 0.0010891 0.00141832 -0.00206006 0.0022393 0.000243575 -0.00479106 0.00317906 0.00109871 -0.000859002 -0.00269311 -0.000962725 0.00403149 0.00107598 -0.000146225 0.000796466 -0.00291983 -0.00387025 -0.0014487 0.000188773 -0.00264453 -0.00368833 0.00108811 0.00296066
internal_weight=708.071 303.718 255.733 404.353 274.755 226.609 213.004 147.101 141.246 26.9716 114.275 81.4561 20.8434 193.299 56.1838 38.2906 30.8572 25.86 137.115 30.5235 129.598 96.7236 32.8744 30.2051 20.7972 17.9148 65.9029 53.9169 12.1333 100.07
internal_count=4633 2892 2244 1741 1047 1780 1575 807 744 228 516 377 212 670 213 164 145 112 457 125 694 438 256 250 152 124 768 709 105 398
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=16 20 17 7 15 21 10 21 6 0 7 20 16 5 23 2 22 22 9 20 20 16 5 2 9 22 20 9 5 15
split_gain=17.816 9.58753 8.79542 8.94813 9.2788 8.43356 8.19288 7.65955 9.3305 7.41977 7.3564 7.76528 7.10395 7.57613 6.69781 7.18585 10.4226 14.36 9.76787 9.79592 7.74421 8.37058 7.05642 6.33078 6.10115 6.08888 6.08868 8.28384 7.69492 5.889
threshold=18.594956516900002 37.232443001650005 162.04221493815001 29.911984439950004 30.054399297400007 3.2738626606000003 69.545034918450014 9.5763142249000008 16.695390085100005 94.165934477050016 25.070284486400002 42.546237522150008 13.854967601050001 15.332427622700001 -0.42796999999999996 121.84632764400003 -0.066979999999999998 -0.079789999999999986 204.51365672970005 48.393869453650005 41.909642283050012 20.629951758200004 19.973460566700002 194.59788170430002 214.18224820805003 0.63131000000000015 42.154118731400011 194.57718764590001 23.374630421750002 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 5 6 -4 14 9 24 23 12 -12 -14 -2 -16 17 18 19 -17 21 22 -18 -8 26 -7 29 28 -28 -9
right_child=7 2 3 -5 -6 25 10 8 -10 -11 11 -13 13 -15 15 16 20 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0092731703082244502 -0.012071915850840179 -0.011094267190083197 -0.011635920913452122 -0.013756897358106911 -0.011365167248348065 -0.0020349802399645513 0.004817497563142906 -0.0064028961525102734 -0.021571991183719781 -0.017506040286600619 -0.009126094820918999 -0.017751257562763276 0.011273220391626438 -0.0066765898982677051 0.0053536818811447126 -0.0064245273691348834 0.0053562133424458844 -0.01755439729657364 0.0052242505961808188 0.010806093293664344 -0.0035001445867870211 0.010196774623839616 -0.014236286990561283 0.01641817317919236 0.01425796097828448 0.011422722547355678 -0.02169692313497746 0.0013287284116264436 -0.0035531957932550496 0.0050848429174753396
leaf_weight=27.405835205689073 4.5241369977593413 13.893742432817815 4.7990921400487414 8.0576971098780614 11.290560292080043 130.63616280630231 17.822280254215006 8.8072080761194211 3.3882479742169371 3.7840898893773547 5.7388759162277045 3.1424081586301318 14.271002084016802 4.9087448269128791 129.29996478930116 35.35832953825593 8.0978308469057065 7.9450167976319781 32.243953436613083 5.9938248693943015 12.964570015668867 38.137116901576519 4.410532157868146 12.384888142347334 4.6185738518834105 5.439605761319398 6.4231218695640591 16.936856862157583 8.3519889079034311 32.546068124473095
leaf_count=508 56 311 102 200 222 1207 82 44 35 43 89 35 51 30 526 233 26 65 140 21 74 123 36 34 13 21 43 75 75 113
internal_value=0.000191655 -0.00230127 -0.00147906 -0.000867629 -0.000374087 0.00024906 0.00401643 0.00197171 -0.00130713 -0.000464314 0.00530559 0.000710995 0.00303921 0.00667926 0.00296904 0.00321698 0.00131361 -0.00163611 8.23382e-05 -0.00392702 0.00509482 0.00729502 -0.00155223 0.00957376 0.000365812 -0.00149701 -0.000512333 -0.00462077 -0.0114407 0.00263824
internal_weight=623.622 259.791 232.385 218.491 210.434 199.143 63.0673 363.831 84.8562 81.4679 58.2682 28.061 24.9186 19.1797 278.975 274.451 145.151 81.5411 73.5961 41.3522 63.61 50.6455 12.5084 30.2072 77.6838 136.076 73.0652 31.712 14.7751 41.3533
internal_count=4633 2892 2384 2073 1873 1651 423 1741 441 406 321 205 170 81 1300 1244 718 459 394 254 259 185 62 116 363 1228 350 193 118 157
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=16 0 10 6 18 16 9 3 22 7 20 21 8 12 15 13 0 0 20 22 22 16 15 23 20 22 12 22 6 6
split_gain=50.4732 15.7494 15.4745 15.3891 13.2146 19.4471 12.3087 13.5854 18.2324 10.4497 10.294 14.1279 12.4278 9.39157 18.1709 13.8004 16.0789 15.1546 13.7933 16.2001 8.77175 10.2842 10.2512 10.1553 8.39441 8.70823 8.37476 15.2145 12.4491 8.78757
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 13.829007611650001 22.624947093000003 196.40176798710004 90.988176966900014 -0.083330000000000001 19.052023743050004 41.965446242000006 1.9425901130500003 6.2451263653500009 216.20511703005005 26.384523135650003 108.49810477050001 95.746747857800017 104.22883325935001 49.247968080500009 -0.24150999999999997 -0.59496499999999986 12.604970524100002 18.581945927850004 0.095235000000000028 35.887362732750006 -0.13734499999999997 157.18216850795002 -0.086800000000000002 16.385382841850003 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=2 10 3 9 26 6 -6 -8 -9 -1 12 -12 -2 15 18 16 -11 20 19 -15 -18 -22 -23 -24 -14 -26 29 28 -28 -3
right_child=1 4 -4 -5 5 -7 7 8 -10 13 11 -13 24 14 -16 -17 17 -19 -20 -21 21 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0069481819978130391 -0.0069004041926778864 0.0054287056936992237 -0.0051666039553086825 -0.0055473565970544621 -0.0041302636985194024 0.0053944221824905993 0.001718418918120392 0.0030582751470179179 -0.00832552428297729 -0.005893733603595748 0.0046601124297401837 -0.0029748638101862695 0.0067477042554230137 -0.0044191822281908055 -0.0053412190760086563 0.005292204763958701 0.004109392339859832 -0.0052922652777882377 -0.0046426300120482695 0.0029317654456184057 -0.0058684894616890448 0.0041245293439535688 0.00012782930550747662 -0.0051777160656557297 -0.004309402212698544 0.0018521850775311008 -0.011201819395133164 0.0032516173032573563 0.00018180670852822016 0.0010449686083179458
leaf_weight=5.1798480898141852 5.2781092599034301 62.884333372116089 30.838351752609015 21.410367518663406 17.940313450992107 24.382546588778496 81.634616836905479 7.1644910052418735 10.132066451013086 27.54572382196784 8.4596018195152265 49.72473505884409 8.8978653997182828 10.225302405655382 14.426240388303993 7.8585582040250292 11.791461162269114 22.420716058462858 10.493509501218794 71.314022615551949 10.902584660798309 13.442333836108444 44.137082625180483 14.231979560106991 7.8291268497705451 54.280872866511345 4.1549498811364165 46.819713532924652 9.2354906946420652 17.419084973633289
leaf_count=11 61 178 554 371 115 67 324 22 71 360 24 338 20 89 164 28 37 283 132 327 134 52 241 109 67 184 28 146 35 61
internal_value=0.000153742 0.00140339 -0.00149118 -0.00109401 0.00213733 0.000957638 3.20049e-05 0.000786796 -0.00361019 -0.000732799 -0.000134477 -0.00186479 0.00118526 -0.000886539 0.000358047 -0.00175634 -0.00213975 -0.00125538 0.00125141 0.00200993 -0.000297653 -0.000925908 -0.000175513 -0.00116581 0.00178627 0.0010755 0.00332323 0.00178335 -0.00335044 0.0044778
internal_weight=732.456 416.238 316.218 285.38 281.768 141.254 116.871 98.9312 17.2966 263.969 134.47 58.1843 76.286 258.79 106.459 152.33 144.472 116.926 92.0328 81.5393 94.5054 82.714 71.8114 58.3691 71.0079 62.11 140.514 60.2102 13.3904 80.3034
internal_count=4633 1741 2892 2338 1047 599 532 417 93 1967 694 362 332 1956 712 1244 1216 856 548 416 573 536 402 350 271 251 448 209 63 239
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=5 3 6 0 10 10 21 5 0 5 20 7 21 23 0 6 5 22 0 2 6 7 7 22 13 22 6 13 21 12
split_gain=17.669 9.70958 11.3352 8.45113 8.35018 10.1967 9.99791 8.42932 8.31439 8.83108 8.20569 8.16091 8.00766 8.9094 11.6066 7.83742 7.56939 8.61892 7.45351 7.34429 8.41128 9.83367 7.17357 6.81556 6.85181 6.64323 7.02903 6.66952 6.63437 6.62223
threshold=11.783123780850001 93.883646373400012 14.845346859150002 95.44832900530001 61.917879202350001 60.87206898960001 19.549674911150003 29.110986871100003 98.230883170350012 13.812766882300002 42.388109226950007 19.506002767000002 3.2871511629000003 0.075320000000000012 106.56510337475001 11.215262042800001 16.316541761950003 -0.23890999999999998 93.047535894850014 319.32263744460005 16.950396043250006 21.698399695800003 25.459519683700005 -0.15962499999999999 92.146902421150017 -0.094409999999999994 13.185308072600002 98.050756475600011 0.15802222800000001 133.01805689090003
decision_type=2 2 2 2 2 2 2 2 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 18 5 7 11 -3 16 25 -1 -6 -12 14 -14 22 -5 -18 -2 20 -9 -22 -11 24 -15 26 -10 -27 -20 -4
right_child=1 4 29 8 6 -7 -8 19 9 15 12 -13 13 23 -16 -17 17 -19 28 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.012125187622727995 0.00095973393529592919 -0.010839873877441859 0.0069874155828906683 0.011791807754116946 0.014997714448582517 0.0076962384073824717 0.021580717936031991 0.013912858167590346 -0.011459522320452576 0.014036955171938257 0.01077204073582597 -0.011852958141896483 -0.016437594630846309 -0.016740099857670058 0.011093265098355929 -0.0088908546078750369 -0.016920807097405836 0.0038718896465215012 0.00061525643160876674 -0.017037908157115068 -0.01092395917472827 0.017383290426614205 -0.0070426495840319259 -0.014517818824430142 0.012117021390741495 -0.0071826283692536987 0.011761785898545096 0.010465532366642745 -0.012783991415755536 0.0022461222499410476
leaf_weight=27.14171608351171 24.53200913220644 18.392587441951036 87.524432554841042 21.504883572459221 2.3043072447180739 22.243588035926223 2.0154407620429984 9.7305161356926018 8.8830209076404554 6.3871984854340536 7.1755088604986659 30.937925698235631 4.0047023743391028 2.4392148777842513 10.528693471103905 34.096815340220928 4.2314722128212443 35.164864804595709 9.785174544900654 3.5109756290912619 8.6918930597603303 3.1741244792938224 5.8691294007003307 17.926177999004725 4.3193038962781429 4.9767064377665546 3.4206583052873603 21.954307492822409 24.603891184553504 154.03389307111502
leaf_count=604 142 251 342 73 8 89 3 33 90 18 41 414 64 50 65 343 35 159 56 50 128 7 43 375 17 53 10 73 336 661
internal_value=0.000221585 0.00107176 0.00194274 -0.000434287 -0.0027826 0.000115678 -0.00818693 -0.00376061 0.00133638 -0.00142978 -0.00611377 -0.00999171 -0.00259691 -0.00504295 0.00350709 -0.00549752 0.0052238 0.00163859 -0.00483649 0.00142533 0.00442692 -0.00335185 0.00394267 -0.0100769 0.00170221 0.00337598 -0.00500355 0.00720425 -0.00897133 0.00396405
internal_weight=621.505 547.97 446.968 205.41 101.001 65.7437 35.2577 43.5001 146.489 85.5878 73.5353 33.2422 46.3936 39.2181 14.5334 46.3531 60.9012 39.3963 58.9211 25.1075 21.5965 11.866 12.2563 24.6847 6.75852 39.2347 12.3037 26.931 34.3891 241.558
internal_count=4633 3417 2434 1431 983 558 425 469 897 630 1216 422 612 571 129 404 267 194 534 218 168 135 61 442 67 226 100 126 392 1003
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 9 5 21 10 9 22 3 0 8 8 19 16 7 21 13 12 6 22 5 15 9 7 18 9 16
split_gain=43.2335 14.8732 12.6936 15.1625 13.7187 13.2217 15.363 12.6012 11.5352 10.1476 10.4 9.92819 14.3414 9.93271 9.58463 9.15238 23.5306 7.94251 8.22541 7.54155 7.51712 7.45512 7.42078 7.08425 6.54553 6.01109 7.44843 11.2349 10.9273 8.61106
threshold=18.594956516900002 23.714185006400005 10.726864994700001 74.757955233350017 98.51854819030001 187.55294863440002 13.713273242250002 18.870920756500002 83.602982482550019 67.711288258750002 -0.24150999999999997 85.589753040950015 96.082805124100005 8.8430989333000021 9.4426310644000022 12.050972309250001 17.684958644900004 23.960918281000001 0.15802222800000001 113.62230596715001 207.49943573995003 16.645388916850006 -0.57291499999999995 2.9478561016000007 13.019805569300003 227.40597858270002 23.131311951800004 11.890615410500002 208.17787845895003 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=2 11 7 9 20 -6 8 -1 15 10 -4 12 17 -13 21 -7 -17 -2 -19 -3 -5 -15 -11 -9 -8 26 27 -21 29 -28
right_child=1 19 3 4 5 6 24 23 -10 22 -12 13 -14 14 -16 16 -18 18 -20 25 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0050725761033625534 0.0048717955955738862 0.0067744421229434101 -0.0081877117171493038 0.0013633703612749167 0.0040173035896028499 0.0064937265187567129 0.0058035311308571357 0.00648882298204653 -0.0063710124195094069 0.0056800796365848285 0.0029003464800980479 0.0030892320987365397 0.0035577890214281639 -0.0012151156525882091 0.0047966721627901157 -0.0085862478734063039 0.0078550358107679404 0.00050649035243573745 -0.0096031458124816779 0.0011956967544178112 0.0071370795426765618 -0.011801864485842204 -0.0050626324969259623 -0.003995370595055032 -0.0058310179226894656 0.0073216293795020388 0.00029692453166499665 -0.0057469338772744034 -0.007902682314120656 0.0087539176451403508
leaf_weight=67.599823579192162 3.2089017033576992 5.5285416468977919 4.6935030519962337 24.636420071125031 19.369890294969082 14.625984370708467 2.275305747985839 7.2082997858524305 7.7609574533998957 2.9924549758434287 18.442783307284117 260.65412965416908 17.190737940371037 7.5857260301709193 6.2198296412825576 8.1780997961759549 7.2749606966972342 5.1045456305146244 11.760395437479017 15.665553174912928 16.757466837763786 4.8057874515652657 57.327924191951752 4.7152465358376503 35.627255201339722 3.4725820273160926 22.026504047214988 30.151647813618183 5.4730389416217795 7.0230592638254157
leaf_count=1062 11 16 60 96 88 39 7 20 98 10 95 915 52 32 18 74 19 25 109 96 49 34 805 38 332 8 113 255 42 15
internal_value=0.000233131 0.00164747 -0.00168362 -0.000860368 0.000504901 -0.000885959 -0.00213989 -0.00396074 0.000857766 -0.00309348 0.000650987 0.00232383 -0.000900513 0.00275408 -0.00193969 0.00272293 -0.000846053 -0.00471849 -0.00654324 -0.000748847 0.00370074 -0.00532096 -0.00452969 0.00234278 -0.00513259 -0.00124511 -0.00161539 -0.00337315 0.000717437 0.0023415
internal_weight=705.357 405.871 299.486 219.963 136.506 95.1125 75.7426 79.5234 37.84 83.4567 23.1363 316.53 37.2646 279.265 18.6113 30.079 15.4531 20.0738 16.8649 89.3409 41.3939 12.3915 60.3204 11.9235 37.9026 83.8124 80.3398 45.8172 34.5226 29.0496
internal_count=4633 1741 2892 1772 802 657 569 1120 230 970 155 1196 197 999 84 132 93 145 134 545 145 66 815 58 339 529 521 351 170 128
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 21 3 0 9 22 8 0 7 8 7 6 9 21 8 9 10 16 15 5 12 15 23 20
split_gain=46.6399 16.2263 13.0044 15.803 14.2498 12.9592 11.9842 11.8722 11.037 16.1717 10.8377 11.069 10.6221 9.65623 12.0375 9.52694 8.24141 7.98203 7.59375 6.85419 6.7853 15.6608 8.03633 11.0599 6.62663 6.55884 6.52926 6.3229 6.31438 8.56729
threshold=18.594956516900002 23.605484525250002 10.726864994700001 74.757955233350017 98.51854819030001 13.812766882300002 186.70853236170004 18.870920756500002 85.589753040950015 96.082805124100005 67.711288258750002 -0.24150999999999997 8.8430989333000021 102.75018128760001 24.123805364200006 9.4426310644000022 23.960918281000001 16.645388916850006 226.58992707320002 0.15802222800000001 5.1459841250500009 191.96565807215003 71.053259929650025 18.124957616000003 52.561095883800007 2.9478561016000007 207.49943573995003 26.243701454300005 -0.25098999999999999 37.995872310650007
decision_type=2 2 2 2 2 2 2 2 2 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 7 10 26 13 -7 -1 9 16 11 -4 -10 -6 -15 17 -2 -14 24 -18 -12 -22 23 -23 28 -9 -5 -16 -3 -30
right_child=1 18 3 4 5 6 -8 25 12 -11 20 -13 15 14 27 -17 19 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0047355573964810603 0.0044680058917024893 -0.0060482866730448932 -0.0076774355036925103 0.0014942254988169008 0.0035852013739586623 0.0037171802525359792 -0.0047792472267548878 0.0058812159565610452 0.0030378980166378342 0.0035139321432005027 -0.006530262157705826 0.0028016703748735047 -0.00099130907309610372 0.0083281143055923754 -0.0054406761719603559 0.0044283434501168556 -0.00037710517862012507 -0.011146400673420837 0.0065516797161843752 -0.0089676720601744066 0.007826650919046562 0.0086075664664499573 -0.0067926042776857388 -0.004635975864664044 -0.0083227174341129317 -0.0036597656990867678 0.00649918334895305 0.0057337302220631364 0.0046950416405671337 -0.0010502409544758346
leaf_weight=67.575452271848917 3.1924798786640194 7.6482195481657973 4.8643635697662857 24.863714754581451 29.438265386968851 7.7015293389558783 36.403882216662169 6.9002286419272405 259.60412804037333 17.308256588876247 28.188414935022593 18.688670847564936 7.6993904635310191 3.6501996517181423 15.298396393656732 6.3023332357406607 5.0944927632808712 4.8185939714312553 5.2734273746609679 11.779447097331284 4.8886842131614676 3.7451167926192301 17.198570445179939 6.7963026762008667 4.6010963916778556 4.5968726798892021 16.67380229383707 2.2203504741191855 11.795464262366293 63.126532457768917
leaf_count=1062 11 89 60 96 114 29 330 20 894 52 480 95 32 7 170 18 25 33 13 109 13 8 218 96 47 38 49 7 40 378
internal_value=0.000260308 0.00162115 -0.00159344 -0.00082175 0.000481479 -0.000843779 -0.00329563 -0.00374655 0.00228863 -0.000868805 -0.00292635 0.00063744 0.00271247 0.00129307 -0.00189445 -0.00177646 -0.00464913 -0.00490035 -0.000658992 -0.00637405 -0.00430652 -0.00238539 -0.00418509 6.91412e-05 -0.0010952 0.00206646 0.00350329 -0.00402442 -0.000692459 -0.000145723
internal_weight=707.937 408.244 299.693 220.62 136.25 94.7126 44.1054 79.0726 315.799 37.3747 84.3701 23.553 278.424 50.6072 21.1689 18.8203 20.0664 12.518 92.4447 16.8739 60.8171 32.6287 27.74 10.5414 87.1713 11.4971 41.5375 17.5187 82.5702 74.922
internal_count=4633 1741 2892 1772 802 657 359 1120 1174 197 970 155 977 298 184 83 145 65 567 134 815 335 322 104 554 58 145 177 507 418
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=16 5 10 6 20 21 16 13 18 3 0 8 13 22 9 18 7 18 13 23 6 21 0 23 8 21 17 9 18 21
split_gain=58.5679 17.3257 15.5182 15.6664 11.0686 16.5706 12.9608 17.8683 11.9889 10.9099 16.3534 10.7912 10.041 9.64028 8.69428 8.32024 8.31628 10.6151 11.3123 8.00511 9.1451 7.8852 13.0745 12.1212 7.73831 7.61306 6.79615 6.57846 6.46988 8.7907
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 37.232443001650005 3.3069203559500004 16.024962526700005 103.39541123890002 16.012058908900006 85.589753040950015 96.082805124100005 8.8430989333000021 109.96062599345002 -0.084729999999999986 226.58992707320002 14.122113655700002 25.070284486400002 16.115468395400004 95.937628385050019 0.092185000000000031 16.415383542800004 18.870920756500002 102.90611185915002 -0.15148999999999999 3.2474657100000006 0.15802222800000001 238.05090660085003 66.136595672450014 13.565012728250002 2.6652760371500004
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 -1 16 7 8 24 10 15 -11 26 -13 19 -2 -6 -18 -19 -3 -21 22 -10 -24 27 -17 -8 -7 29 -22
right_child=1 14 -4 -5 5 6 12 -9 21 11 -12 13 -14 -15 -16 25 17 18 -20 20 28 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0049028746166726233 0.0054267715425485585 -0.0025295054238517935 -0.0061072577985951037 -0.0065693036902688259 0.0041017190753886643 -0.0040114852696786565 -0.00543230713551523 0.0049905677061420628 0.002670061151047752 0.003278274599723738 0.0038019571092904945 0.0023101356214927584 0.0093702645966081913 -0.0068176624530835936 0.0071348339121299698 -2.3436588148827737e-05 -0.0055556248632948509 -0.0055674074066549249 0.0044219675951190345 -0.0057643606507025887 0.0059160568017383036 0.0060837620165763405 0.0034063393193554284 -0.0067270514161118572 -0.0084748788454368888 -0.0091853785671812804 0.0043747395055780125 0.0040741790526832924 0.0085684857510378333 -0.0024199430320750526
leaf_weight=25.937138851732016 2.8915220946073559 56.640304587781429 31.178419578820467 21.838714551180601 38.306777022778988 19.8723833039403 47.320922318845987 20.666677981615067 23.87127261608839 270.31276261806488 17.637783519923687 10.882197737693788 2.1340979486703864 8.4535032957792264 5.6592082902789107 5.4247927367687252 10.670824747532604 6.112311556935313 19.636121451854706 5.9851549342274657 9.3032316416502052 8.2107758373022062 6.649778604507449 17.970106177031994 12.674000866711138 11.931405521929262 3.0955784842371932 5.2253145575523368 6.508012242615222 11.79857215285301
leaf_count=299 8 409 554 371 146 177 515 58 93 894 52 37 4 46 13 26 105 58 70 42 25 21 33 209 142 111 12 25 14 64
internal_value=0.000255607 0.00182215 -0.00180842 -0.00134655 -0.000921518 -0.000495537 -0.00161468 -0.000410328 -0.00159181 0.00252399 -0.000711932 0.00294725 -0.00425347 -0.00168051 -0.000575056 -0.00464398 0.00201591 -0.000177997 0.00205063 -0.00105859 0.00142134 0.000272579 -0.000711401 -0.00399004 -0.00439058 -0.00632175 -0.00483015 -0.00232806 0.00297903 0.00125518
internal_weight=744.8 423.428 321.371 290.193 268.354 242.417 167.691 115.14 94.4736 327.534 37.8855 289.648 52.5506 19.3357 95.8945 20.2477 74.726 36.4193 25.7484 90.2353 33.595 56.7019 48.4912 24.6199 37.7717 17.3562 50.4165 25.0977 27.6098 21.1018
internal_count=4633 1741 2892 2338 1967 1668 1289 758 700 1174 197 977 531 83 567 145 379 233 128 554 145 356 335 242 344 137 527 202 103 89
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=16 10 6 15 13 2 23 2 16 16 19 16 17 13 20 6 10 18 23 23 18 17 2 20 5 16 3 0 18 21
split_gain=21.0998 9.44473 9.90475 8.75277 7.78769 8.88877 6.85601 16.4966 8.17632 12.9632 11.7289 11.4235 12.5684 9.30202 9.25858 9.24437 9.38651 9.49882 7.32319 6.95178 12.3535 8.09379 9.45343 6.6099 8.75742 9.70074 6.46987 11.0876 6.38475 7.2973
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 117.97223122220002 98.91243606750001 -0.15849499999999997 185.72519583365002 12.644970430600003 9.7049773055000017 10.250827068050002 15.614963485400002 246.55589432395001 109.64607639220002 38.238138001450004 11.085259005300001 81.339300736700025 16.222567477200005 -0.22831499999999999 0.087935000000000027 14.414681958350002 236.15709471040003 80.759923107050014 41.037275035300006 13.340155591900002 15.054964794950001 85.589753040950015 96.082805124100005 14.122113655700002 0.15802222800000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 -6 7 -1 9 10 -8 14 13 19 -10 16 -16 -18 -9 -13 -21 22 -22 24 -17 -26 27 28 -2 -30
right_child=3 -3 -4 -5 5 -7 8 18 11 -11 -12 12 -14 -15 15 23 17 -19 -20 20 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.012837648670357006 0.011237244630654048 -0.012230695452922628 -0.013578440788501936 -0.0046261168827446981 0.0045612232209419267 -0.013317470348043925 -0.018234219602035889 0.0030637324827552407 -0.011127379602067666 -0.015993586491988121 0.010882087182048444 -0.014002394309791022 0.017282402399211479 0.017148816281415031 -0.020569367524413719 0.018551319476770054 0.015383604321976394 -0.0080880639527792283 0.016924710741200201 0.010555054443935183 0.013027321868448469 0.016042275817995125 -0.017837681654903903 0.012548386574872287 -0.01555358638937708 0.0049882184815666841 0.0046280552283756663 0.0067339278828995172 0.0007247546765481583 -0.02045147975388218
leaf_weight=9.6794068925082666 2.623963505029681 21.030903739854693 14.873392516747115 32.856831949204206 11.388745389878752 12.455607756972311 4.2381840720772734 19.577810015529391 9.4360282830893976 21.331672793254256 9.813148554414509 27.90757379680872 4.7451637238264075 3.1175342202186576 5.455875005573037 5.7202678024768856 6.3783750422298899 8.7471813596785051 13.97557967528701 8.9078992009162921 2.4693555012345376 2.2346883490681639 15.133959326893089 26.912749189883471 7.3090409785509136 15.036119177937506 280.09987045451999 16.18959042429924 5.2146260663866988 10.473901517689226
leaf_count=130 8 554 371 243 55 125 67 118 112 336 47 439 16 7 67 12 20 105 44 48 14 7 182 84 58 54 1121 52 26 111
internal_value=0.000333627 -0.00282731 -0.00201348 0.00258136 0.00328107 -0.00477809 -0.00125947 0.00398431 -0.0024856 -0.00880825 0.00209998 -0.000989297 -0.00562984 -0.00744882 0.00253312 0.00423907 -0.00412261 0.00180983 0.00883707 -0.00880238 -0.00375402 -0.0101793 -0.013508 0.00736932 0.00240296 -0.00173095 0.00389189 -0.00208456 -0.00988076 -0.0134128
internal_weight=635.335 264.032 243.001 371.303 338.446 23.8444 228.128 43.2328 184.895 35.383 14.0513 149.512 64.5162 59.771 84.9956 75.5596 20.5814 15.1256 33.5534 56.6535 28.7459 19.838 17.6033 54.9782 28.0654 22.3452 314.602 34.5021 18.3125 15.6885
internal_count=4633 2892 2338 1741 1498 180 1967 292 1675 450 114 1225 713 697 512 400 192 125 162 690 251 203 196 208 124 112 1318 197 145 137
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=16 10 6 15 10 10 21 7 18 16 16 14 23 20 22 18 21 6 21 6 13 2 8 3 0 9 18 21 16 18
split_gain=24.9864 10.285 10.9909 9.0988 8.90463 7.89164 8.55091 7.16957 7.49085 9.56884 16.3991 12.4147 14.0232 10.4978 15.56 10.1481 16.1678 7.93297 8.85235 7.61529 7.60223 10.8599 10.3423 7.06257 11.8612 6.85036 6.6552 7.48035 6.36135 6.83463
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 60.87206898960001 58.309968391300011 11.772995266200001 19.052023743050004 17.327266398450003 15.954962690350003 14.184966829400002 301.50888169040007 -0.12193999999999999 40.767054867700004 -0.054875 14.863842190850002 3.1734339793000008 11.085259005300001 8.1054293463000011 14.845346859150002 95.937628385050019 260.77742537720002 2.4480895352000007 85.589753040950015 96.082805124100005 191.61296531520003 14.122113655700002 0.15802222800000001 23.044946110900003 13.164254432300002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -1 9 10 11 -9 -13 14 -12 16 -11 18 -15 -18 22 -22 -10 24 26 -17 -6 -28 29 -5
right_child=3 -3 -4 28 23 -7 -8 8 20 15 13 12 -14 17 -16 25 19 -19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.012163285058592632 0.0035090312691566398 -0.0089149747748316112 -0.0099339500298737289 -0.013484961604741491 0.0081146209445099159 -0.010749063274482549 -0.013758311713720394 -0.0087690745276384 0.006064374442456626 0.010069366363194828 -0.0082266880051835734 0.0065658395942461856 -0.0088646277415124052 -0.014960102203036469 0.0059937172608983758 -0.0010635773874840561 -0.0082127193942268355 0.0097881104444637879 0.00508908278124368 0.011093979296296842 0.012341896840798103 -0.0056260427003207211 -0.0093118609452858894 0.0036082844695452736 0.0050906968603465393 -0.013464090373587449 0.00055858575529642795 -0.014726648478419785 0.009747808506824801 -0.0019064169503697755
leaf_weight=4.4671726226806632 18.796103935688738 22.512605760246515 15.967561053112147 7.4853483252227333 2.6864751577377346 9.4826102480292302 3.7684917896985999 33.519650664180517 9.5415664315223712 9.2237630896270257 17.532834805548191 17.029564552009109 10.373739421367643 3.3288947083055964 16.208412643522024 6.4712515883147743 21.627372927963737 26.558540590107441 8.7376528866589052 2.4941202476620665 14.165133342146875 4.9751178324222556 9.611172787845133 277.73509956151247 16.442886352539062 19.783011481165886 5.2257490940392008 10.639597989618776 3.6740788742899886 21.925489075481892
leaf_count=11 115 554 371 90 8 86 46 441 62 37 142 72 143 37 69 72 328 73 53 8 41 36 102 1054 52 240 26 111 10 143
internal_value=0.000264564 -0.00214004 -0.00153387 0.00200904 0.00251196 -0.00274037 0.000625229 -0.000964683 -0.00121836 -0.00205747 -0.000499266 -0.00449883 0.000724513 0.00286785 -0.00139558 -0.00554225 -0.00171156 0.00659219 -0.000442046 -0.00621644 0.00300839 0.0076715 -0.00165168 0.00305019 -0.0013791 -0.0104076 -0.00711342 -0.00969198 -0.00323182 -0.00485327
internal_weight=651.991 274.129 251.617 377.862 344.777 32.0472 22.5646 235.649 231.182 192.889 133.289 60.923 27.4033 72.3663 33.7412 59.5995 33.3453 38.6251 12.0665 24.1215 38.293 19.1403 19.1527 312.73 34.9947 26.2543 18.5518 15.8653 33.0849 29.4108
internal_count=4633 2892 2338 1741 1498 247 161 1967 1956 1715 1030 656 215 374 211 685 373 163 90 336 241 77 164 1251 197 312 145 137 243 233
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=5 16 17 0 21 22 2 8 4 20 23 22 18 16 15 20 22 21 21 0 8 18 10 16 2 21 22 22 19 12
split_gain=18.5592 11.1777 10.5529 9.42663 8.65254 10.146 7.85324 10.4686 9.6814 7.55401 7.30872 7.49266 7.28575 7.19387 8.11429 11.2122 17.0165 12.7083 8.85632 6.61736 6.40668 6.40652 12.5816 7.71715 11.5359 6.1058 6.05765 5.92211 5.91332 8.83154
threshold=7.754880527600001 20.504952050500005 162.04221493815001 86.09518316945001 17.629804977050004 -0.156745 325.13486840910008 2.8477776226000002 412.08108184695004 38.396531328800009 0.080545000000000019 -0.078549999999999995 14.012834869550002 11.949972055800002 28.579157549250002 40.767054867700004 -0.059424999999999999 5.2921303083500009 10.899813468900001 102.65877371115 8.9430209551500024 14.032563378150002 67.031326566450005 18.684956306450005 90.828344481500011 8.2961335722000005 -0.068964999999999985 -0.63026499999999996 10.650859343850001 175.541285848
decision_type=2 2 2 2 2 2 2 2 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 9 -1 -6 8 -8 13 -3 11 12 -5 28 15 16 27 -17 25 -18 -12 22 -16 -23 -25 -19 -20 -15 29 -4
right_child=1 3 6 10 5 -7 7 -9 -10 -11 20 -13 -14 14 21 17 19 18 26 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.013332097413634668 -0.01339864567715748 0.0092641371721519095 -0.016409720214849328 -0.0091713951396348962 0.012841369934373764 -0.01841477171010893 0.0056428855812047252 -0.018645701476063078 0.017697376933134189 -0.0020949139524204449 0.0042046103116233427 0.013877168096620981 0.013665303791220287 0.012404657283936232 -0.011264112117533431 0.011458461426331836 0.0071773178645329911 -0.0013029943899538472 0.0096738025505159735 -0.012721626610599423 -0.01031760727010529 -0.01504439429256365 0.017640591971737295 -0.021232296611633554 0.0017433038132047701 -0.017866597845324152 -0.0090521842487516387 -0.010504230473842104 -0.015675160921907391 0.0071216001084352578
leaf_weight=30.582853458821774 14.408760944381354 15.161350667476652 5.5549055989831713 7.2990422621369344 6.8746706619858742 3.4441961236298066 6.0477664358913925 11.147746883332728 6.8538116104900828 88.101711325347424 122.41004306823015 34.181436777114868 5.348496787250042 2.678211346268653 5.8956217523664218 44.587391722947359 34.303731124848127 19.025496957823638 22.930526506155733 4.1377862505614749 7.101365588605403 15.808642227202652 7.637509673833847 5.8891228325664988 26.806544985622168 6.6309791989624491 4.5789664536714545 36.085264436900616 11.316145794466136 9.6383088212460262
leaf_count=715 306 55 129 36 22 51 35 148 33 495 476 129 19 13 65 199 149 141 99 47 36 241 22 57 133 68 39 414 203 58
internal_value=0.000317237 0.000997903 -0.000985052 0.00313943 -0.00936091 0.0024088 -0.000363032 -0.0101033 0.000256471 -0.000427149 0.00522799 0.0102605 0.000485979 -0.00019717 0.000624236 0.00226202 -0.0019721 0.0056061 0.000698051 0.00503543 0.00340833 -0.00399465 0.00504844 -0.00651775 -0.00239505 -0.0055839 0.00655685 -0.00892143 -0.00754061 -0.00148186
internal_weight=622.468 581.567 301.963 279.603 40.9017 10.3189 287.554 17.1955 270.359 103.263 176.34 46.829 12.6475 263.505 236.996 174.958 77.205 97.7534 53.166 38.4415 129.511 62.0374 13.5331 48.5043 32.6957 25.6565 27.5095 38.7635 26.5094 15.1932
internal_count=4633 3845 2599 1246 788 73 2293 183 2110 550 696 184 55 2077 1687 1169 623 546 347 196 512 518 87 431 190 209 138 427 390 187
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=5 3 9 7 3 5 13 0 17 15 0 5 7 13 20 21 23 0 9 16 10 20 6 23 14 4 16 21 2 21
split_gain=16.2104 9.24086 9.31316 8.2012 10.3938 12.8285 8.12553 10.8419 10.3864 10.3384 8.33221 8.25617 7.92343 7.89697 7.40071 7.11858 8.00784 10.1737 6.9481 6.73109 14.3569 14.2945 6.60107 8.45851 6.36754 7.28067 15.5712 11.8339 5.84884 8.11548
threshold=11.783123780850001 103.28787291370001 71.932467616300016 19.627338137150002 95.002044955650021 30.133297129900004 109.34496908160001 95.44832900530001 191.20566072810004 46.055224235250002 98.230883170350012 13.812766882300002 23.209106085000005 117.61735474900001 42.388109226950007 3.2871511629000003 0.075320000000000012 106.56510337475001 201.65416293750005 19.224955043700003 66.859265246100009 37.688226470200007 13.825323026450002 0.094780000000000017 426.65082842125008 310.53945085780003 22.624947093000003 7.3938557349000016 201.25557642380002 13.543469468350002
decision_type=2 2 2 2 2 2 2 2 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 3 -3 -2 6 -6 7 8 -5 19 22 -12 -11 18 -1 -16 17 -17 -14 -8 24 -22 -9 -24 25 -21 27 -27 -13 -30
right_child=1 2 -4 4 5 -7 9 10 -10 12 11 28 13 -15 15 16 -18 -19 -20 20 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.012254932228472588 0.013344784293401694 0.001579989290266157 -0.01473499358041872 -0.0016046161222321709 -0.013261280111736417 0.01245664426251524 0.011282567446553331 0.01047358283341201 -0.016448032649136718 -0.015074803582195987 0.0032131457849731062 -0.0098438203856204415 0.0058904258974185322 0.010346174093845709 0.010244761992053535 -0.016681921318452312 -0.0103681996270287 0.01062212932219928 -0.016992208065590517 0.0049140560498339017 0.0041914196509265922 -0.018868130895704684 0.0046122011031693331 -0.013779963629296163 0.015015858474314218 -0.024261164639262867 0.0098746925481024254 0.00017208043402783019 0.0054876515614586154 -0.020344892274968829
leaf_weight=25.466505981981754 11.565601501613854 13.68897798471153 14.459300840273498 25.653410764411092 18.717154525220398 4.9234008602797976 23.655285883694887 26.934145357459784 15.022048166021703 9.9349997676908988 37.316044736653566 27.574805680662394 4.5231833234429377 8.9113479480147344 7.1960277743637553 3.7517403010278931 22.718186393380165 10.196690831333397 6.4980370812118053 181.81662859022617 10.50999888032675 11.117756165564058 24.81650805845857 6.3014629147946826 10.88113424181938 7.9110958278179195 11.166549392044542 8.0253685116767866 13.536253713071348 2.9826737679541102
leaf_count=604 44 122 350 258 233 16 78 111 206 117 226 298 27 34 41 64 442 65 55 687 40 79 106 50 36 61 41 33 78 31
internal_value=0.00027603 0.00110681 -0.00680074 0.001543 0.00126931 -0.00790524 0.00172584 -0.000646533 -0.00708651 0.00317473 0.00123175 -0.00169438 -0.0047323 0.000422717 -0.00617621 -0.00264692 -0.00517698 0.0032781 -0.00760102 0.00406564 0.00335852 -0.00766235 0.00533524 0.000887744 0.00444294 0.00389227 -0.00296222 -0.0119569 -0.00584757 0.000823302
internal_weight=607.772 538.443 28.1483 510.295 498.729 23.6406 475.089 180.137 40.6755 294.951 139.462 81.4098 29.8676 19.9326 69.3292 43.8626 36.6666 13.9484 11.0212 265.084 241.429 21.6278 58.0521 31.118 219.801 208.92 27.103 15.9365 44.0937 16.5189
internal_count=4633 3417 472 2945 2901 249 2652 1364 464 1288 900 633 233 116 1216 612 571 129 82 1055 977 119 267 156 858 822 135 94 407 109
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 10 10 5 21 20 21 8 2 7 14 13 18 19 13 3 22 17 14 12 22 6 6 15 20 20
split_gain=38.391 14.1263 11.8646 16.6188 12.377 11.7885 11.5256 10.8282 15.673 10.2837 11.5375 9.86178 9.32437 11.8386 10.1493 9.80708 12.6091 10.8077 15.8195 9.28049 11.3281 8.30873 8.43089 7.55267 12.0105 9.98004 8.98642 7.44287 7.2831 7.26207
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 90.937096262400004 74.757955233350017 10.36813655115 18.870920756500002 41.965446242000006 1.9425901130500003 6.2451263653500009 199.01127796720002 26.366329164100005 366.02505068985005 95.811270852950017 17.370891598500005 12.651020723000002 98.050756475600011 90.988176966900014 -0.083330000000000001 195.59800312745003 195.37489133290003 157.18216850795002 -0.086800000000000002 16.385382841850003 16.455384477450004 44.732387748900003 36.654713368950006 35.119813570500007
decision_type=2 2 2 2 2 2 2 2 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 9 23 4 28 6 21 8 -8 11 -11 -2 15 -14 -15 -9 17 18 -17 -6 -21 22 -1 26 25 -25 -3 -12 -4 -13
right_child=1 2 3 -5 19 -7 7 12 -10 10 27 29 13 14 -16 16 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.006260916781239554 -0.0085619480623986364 0.0068465376341884229 0.00092056976749567865 0.0073908523597502711 0.002140934888543688 -0.006299747815421892 -0.0056993596216617422 -0.0088851426695162623 0.0045441913890316918 0.0054512024296333016 -0.0023127501778909196 0.0088612581924636617 0.0060058690043290792 0.0039625464443004106 -0.0064680662722070683 -0.0084971717060982506 0.0084155852763663601 -0.0059140563878620801 0.0023297847161772851 0.0035602834481034359 -0.0078950470564543226 -0.0088478964309678058 -0.00099438780498345577 -0.012405247758932588 0.0039431089073180565 0.00049912604586960403 0.001012793193199006 -0.0089689466254606141 -0.0085881054351977376 0.0013887536657957171
leaf_weight=21.270418126136065 4.5577511526644221 59.384454034268856 6.1657303646206882 18.256347700953484 80.603871043771505 25.535310074687004 32.385008100420237 6.6622330956161013 9.7175807654857618 7.8445543721318236 37.757475830614567 7.2847519516944876 29.922868348658085 9.4840413518250006 9.1937883086502534 7.9830901809036723 8.0890453904867154 16.484332472085953 43.843920089304447 7.0568103641271618 11.139096356928347 11.949517633765934 53.399652611464262 4.3827097415924063 45.455901153385639 9.500697694718836 16.995920531451702 10.814752809703348 11.643270380795 61.067058220505714
leaf_count=387 61 178 25 53 334 554 479 89 40 24 220 17 103 43 82 120 22 133 189 22 75 156 495 28 146 35 61 118 90 254
internal_value=0.000266522 0.00168172 0.0026009 0.0011149 0.000132327 -0.00171289 -0.00126307 -0.000212265 -0.00333507 -0.000241423 -0.00250915 0.00151333 0.00078633 0.00324744 -0.00117171 -0.000653686 6.41094e-05 -0.000924825 0.000662072 0.00111081 -0.00345239 -0.00337107 -0.0024946 0.00407754 0.00218424 -0.00357452 0.00554843 -0.00379477 -0.00529607 0.00218515
internal_weight=685.832 399.911 270.585 134.865 116.609 285.921 260.385 173.766 42.1026 129.326 56.4168 72.9096 131.663 48.6007 18.6778 83.0626 76.4004 68.3113 51.827 98.7998 18.1959 86.6196 74.6701 135.72 59.3393 13.8834 76.3804 48.5722 17.809 68.3518
internal_count=4633 1741 1047 599 546 2892 2338 1300 519 694 362 332 781 228 125 553 464 442 309 431 97 1038 882 448 209 63 239 338 115 271
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=16 0 10 6 18 16 20 9 21 3 22 20 15 6 10 23 6 17 0 18 3 7 21 20 14 20 7 19 16 19
split_gain=28.9419 11.5464 10.4756 10.4941 10.3556 14.3852 10.1006 9.77538 9.39167 8.62266 10.2395 7.58258 9.33239 9.57717 11.7227 9.83294 9.28285 8.14739 7.5032 7.289 12.1228 7.91772 7.92872 9.8828 7.23116 8.30232 8.689 8.21828 14.5826 10.3846
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 13.829007611650001 22.644947046300004 41.965446242000006 196.40176798710004 1.1709819147500002 90.988176966900014 -0.083330000000000001 37.232443001650005 28.444110612900001 13.665319288000001 78.27445846800002 -0.20885999999999996 13.775321858200002 174.47088669260003 75.381677519650012 13.037923179150001 94.16862293520002 22.532843451200005 11.772995266200001 44.749265482150008 307.75579426815005 50.666627092000006 26.614251743050001 11.950964240300001 14.184966829400002 13.451085274650001
decision_type=2 2 2 2 2 2 2 2 2 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 3 11 -3 7 18 -6 -8 -9 -11 -1 13 14 15 17 -15 -13 -2 21 -21 22 23 -10 27 26 -26 28 -16 -29
right_child=1 4 -4 -5 5 -7 8 9 19 10 -12 12 -14 16 24 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0063705336860932172 -0.01103174982159336 0.0049869471976459511 -0.0082202395908078946 -0.0089316511274698702 -0.0065753453706593259 0.0093182517380337587 0.0096105488040729124 0.0025281077751440517 -0.008414822068628626 0.0043086419722811672 -0.010292527143712473 0.008299200632655282 -0.0072374895568923679 0.01053507345614437 -0.0037780797061583707 -0.0080632984314748246 0.0013518482804183215 -0.0067312023570764434 0.0026777231798672998 -0.012275085154395132 0.0053447409819406639 0.008100049490850459 -0.013682446017429156 0.0065079851561721646 0.0097479966918012882 -0.0083477714490277077 0.00062980625661864485 -0.011188561891772444 0.0090865493877819066 0.010090531049940826
leaf_weight=21.292830884456635 3.7714003697037688 130.1745810508728 22.706829324364662 15.926588466390966 17.132460054010153 17.074490085244179 4.4943522065877906 78.81550594419241 7.6699709184467855 6.9644582197070148 11.212230682373045 7.3356776386499387 16.658177480101585 12.682887032628058 22.188890412449837 31.469876099377871 44.01552240177989 5.757741454988718 67.138777185231447 17.473189141601328 4.3652605786919585 6.0690057314932337 5.7123037204146376 8.2277963757514936 18.254408825188875 4.6291674301028243 19.159119635820389 12.309394579380749 12.222883135080336 2.4616192057728759
leaf_count=299 61 448 554 371 115 53 11 334 61 22 75 29 251 37 245 318 262 53 271 148 23 22 61 36 64 90 137 139 33 10
internal_value=0.000307908 0.00196664 -0.00207347 -0.00150694 0.00309704 0.0012219 -0.000398494 1.05798e-05 -0.00347988 0.0011739 -0.00469804 -0.000993783 -0.000446383 0.000141331 -0.00122185 -0.00519771 0.00340605 0.00168968 0.00194858 -0.004668 -0.00875308 -0.00144492 -0.00412555 -0.000691611 0.00072035 0.00360032 0.00507866 -0.00174152 0.00079137 -0.00764236
internal_weight=655.367 386.296 269.072 246.365 261.374 131.199 124.922 114.125 54.0119 96.9922 18.1767 230.438 209.145 192.487 135.789 44.5633 56.6984 13.0934 70.9102 49.5175 21.8384 27.6791 21.6101 15.8978 91.2255 42.0427 37.4135 49.1828 34.4118 14.771
internal_count=4633 1741 2892 2338 1047 599 694 546 362 431 97 1967 1668 1417 1118 400 299 82 332 351 171 180 158 97 718 291 201 427 278 149
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=16 6 3 10 10 21 6 16 20 21 7 18 15 5 9 12 7 18 7 20 9 7 21 2 10 22 13 18 2 21
split_gain=16.7182 8.90783 9.24219 8.79386 9.49753 8.6862 8.35674 8.70129 11.6991 9.48734 8.84204 7.71385 7.65662 7.20912 7.16147 9.66079 11.6281 9.4091 7.93692 7.63577 9.44989 7.11929 6.85938 6.77588 7.01957 6.574 6.34409 9.8062 6.24651 6.99791
threshold=11.949972055800002 4.9151148409000003 93.883646373400012 61.917879202350001 60.87206898960001 19.549674911150003 14.845346859150002 15.954962690350003 40.858951393400005 6.9984086918000008 26.545218975000001 18.281462078100002 17.480288512750004 29.110986871100003 181.33671263215004 133.01805689090003 23.109894804950002 13.581061237400002 23.225757870600003 42.154118731400011 194.82237869650001 19.506002767000002 16.464809133250004 319.32263744460005 54.884872733100003 -0.21563499999999999 95.811270852950017 17.370891598500005 188.61740261325005 6.5280300271500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 12 6 4 13 21 7 8 25 11 28 -9 -2 -4 -8 17 19 -16 -19 20 -17 -5 26 24 -15 -3 -1 -28 29 -10
right_child=1 2 3 5 -6 -7 14 9 10 -11 -12 -13 -14 23 15 16 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.014333322890323817 0.0025041174673981125 -0.016157401207100987 -0.012161283014556505 0.017360833235005708 0.0094911993665980354 0.02443465823992811 -0.013418790544801365 -0.0016047924373904356 0.01334744151894047 -0.011900867158530115 -0.0058058149009899192 0.021279663762317103 -0.018839911675121144 -0.018110799296243433 0.013388659072573446 0.0038675355267230494 0.0050375765418045199 -0.013985004619242394 0.006725591407492554 -0.02020775873122576 -0.020998451350665765 -0.013817254546401243 0.0044556275469753706 -0.020404275314369516 0.009121079014195576 0.00049839461296368522 -0.012263146052896405 0.019657019744961174 0.017869024729239451 -0.0085701416242397258
leaf_weight=35.063100457191467 7.8571383133530643 7.8153386339545241 17.140916233882308 2.1360039077699176 21.790408870205283 1.9138202667236317 5.7965968251228324 69.542831676080823 10.059193141758444 25.855520186945796 8.7500811517238599 4.2566569074988356 10.962462797760962 3.0071073286235395 57.501622669398785 19.074420191347603 118.66875929757953 6.7072211205959347 20.259760957211256 7.918853171169757 5.3234610706567755 30.087913542985916 9.5734537802636606 3.2393444366753092 18.051677018404007 37.02634958550334 6.827162975445388 4.2539338767528534 23.990483824163675 6.5501289926469317
leaf_count=811 99 70 238 8 85 3 33 515 33 268 61 14 240 76 202 82 477 39 79 58 31 409 61 47 90 260 117 10 73 44
internal_value=0.000358275 0.00122893 0.0016233 -0.00297257 0.00067144 -0.00972197 0.00265177 0.000100428 0.00369664 -0.00329863 0.00924043 -0.000284847 -0.00992883 -0.00396636 0.0047018 0.0051479 0.00264772 0.00961692 0.00157446 -0.00612796 -0.00155806 -0.0117506 -0.00825623 0.00181467 0.00523248 -0.0024045 -0.0108935 -9.28017e-06 0.0124832 0.00470392
internal_weight=607.002 551.284 532.464 97.3672 63.2295 34.1377 435.097 193.847 94.1916 99.655 49.3499 73.7995 18.8196 41.439 241.251 235.454 150.985 84.4686 26.967 32.3167 24.3979 32.2239 55.7177 24.2981 21.0588 44.8417 46.1442 11.0811 40.5998 16.6093
internal_count=4633 3634 3295 956 536 420 2339 1338 541 797 211 529 339 451 1001 968 648 320 118 171 113 417 999 213 166 330 938 127 150 77
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=16 19 6 15 20 23 2 12 21 5 6 17 15 12 13 4 13 18 22 20 13 18 5 21 15 21 23 20 9 13
split_gain=14.3881 7.84555 7.72596 6.52309 6.15597 6.43772 12.7491 7.19891 7.60238 9.02162 7.43992 6.36035 6.70105 6.6675 11.5093 6.7972 5.90171 7.1988 5.88046 7.50523 5.73953 8.33802 7.53426 6.39941 7.13092 9.9223 11.1633 6.54261 8.8252 5.67744
threshold=18.594956516900002 9.4507625164000029 15.635365317800002 46.055224235250002 33.036871954450007 -0.15544999999999998 185.72519583365002 293.55977308740006 6.5280300271500007 2.7155367820000005 5.0851188130000002 162.43086425485004 31.445204138150004 225.44236677700002 95.811270852950017 168.18037996940004 98.405632948800005 17.448621627850002 -0.088880000000000001 44.749265482150008 118.84598011460001 11.634276750250001 30.133297129900004 9.5763142249000008 36.548474543700003 11.772995266200001 0.13026500000000005 42.154118731400011 194.57718764590001 106.57854566540001
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 -3 6 -6 8 10 -10 -7 -12 13 14 -13 -16 -11 -18 -9 -20 23 -22 -23 -2 25 -25 -27 -26 -29 -17
right_child=3 2 -4 -5 5 7 -8 18 9 16 11 12 -14 -15 15 29 17 -19 19 -21 21 22 -24 24 27 26 -28 28 -30 -31
leaf_value=-0.015379460505668808 0.0047254774957539636 -0.017311291014349958 -0.013974003644672271 -0.0045075169263409775 -0.012852860025501978 -0.017509636412549861 0.0092137363062160162 -0.018020325074299577 0.012035192304038324 -0.017970182411514376 -0.017615788235884659 -0.018245095129345416 -0.016857200503736583 0.014213008754477421 -0.0095538708839950706 0.0044853290790604055 -0.007210702724469221 0.017676695877270394 -0.014030884936063194 0.011349055876921654 0.0093933057882295088 -0.021813926191650516 0.0083596064127492709 0.0026579134268343153 0.0074062496053950858 -0.026164388082738448 0.007635970947955031 -0.019291575245253975 0.0036419330319809279 0.019829457224034366
leaf_weight=11.333652775734661 234.00370719283819 5.7567956447601309 12.548237735405563 31.311513636261225 8.0502087660133821 4.6981742661446324 31.932357523590326 11.88664284348488 6.1601818203926078 11.33410490117967 3.6247176751494399 6.0096023771911851 3.7696495037525883 14.35653401352465 7.4697500541806212 47.855310741811991 31.018169971182942 3.1432590186595908 6.1935839336365444 5.3176944926381111 5.6257146485149887 8.0101463757455331 2.7228861562907687 12.009039841592314 29.835446044802666 9.1690240018069726 3.249882496893405 6.419848874211314 11.504015140235422 6.7575909234583369
leaf_count=326 1006 148 371 243 123 115 176 239 36 187 88 132 112 70 59 285 288 9 83 25 33 94 12 58 99 100 11 39 46 20
internal_value=0.000314353 -0.00265421 -0.00202132 0.00232115 -0.0013248 -0.000885674 0.00477078 -0.0022192 -0.000927609 -0.00576194 0.00171379 0.00271904 0.00357394 0.00450807 0.00246189 0.00446632 -0.00817171 -0.00492077 -0.0102895 -0.00230649 0.00298404 -0.00605954 -0.0141591 0.00346721 -0.000611608 -0.00749825 -0.0173192 0.00291078 -0.00457224 0.00638395
internal_weight=593.077 239.216 227.883 353.861 215.334 209.578 39.9826 169.595 146.197 51.6557 94.5413 89.8432 86.2184 82.4488 68.0923 62.0827 45.4955 34.1614 23.3979 11.5113 322.55 16.3587 10.733 306.191 72.1873 24.4279 12.4189 47.7593 17.9239 54.6129
internal_count=4633 2892 2566 1741 2195 2047 299 1748 1401 520 881 766 678 566 496 364 484 297 347 108 1498 139 106 1359 353 169 111 184 85 305
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=16 5 10 6 10 0 5 6 20 5 2 0 2 6 16 0 2 23 20 21 16 13 18 8 9 13 8 18 22 9
split_gain=28.9342 11.3347 10.6173 10.9844 9.70317 14.2779 10.6293 9.70206 12.1381 12.9684 9.3123 7.83492 8.22762 8.13592 7.53869 8.81239 7.71071 7.43438 7.28675 10.0864 8.53323 12.6983 10.3502 7.23744 7.11621 7.09511 7.04299 6.9966 10.381 6.41466
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 66.859265246100009 91.886121982450007 20.769304081650002 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 85.990333302400003 131.42729508740004 16.375382608200002 22.614947116400003 90.321439350550008 222.85070906495002 0.083395000000000011 37.232443001650005 3.3069203559500004 16.024962526700005 103.39541123890002 16.012058908900006 3.2474657100000006 226.58992707320002 109.96062599345002 8.8430989333000021 14.032563378150002 -0.074029999999999999 196.51002155900002
decision_type=2 2 2 2 2 2 2 2 2 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 3 18 7 -6 27 11 -9 10 17 13 -13 -2 15 16 -14 -10 -1 -20 21 22 23 -21 -3 -22 -19 -7 -29 -30
right_child=1 24 -4 -5 5 6 -8 8 9 -11 -12 12 14 -15 -16 -17 -18 26 19 20 25 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0038901394310861602 -0.0061787195448148157 -0.00112864702292989 -0.0051293587567532578 -0.00561325286867929 -0.0073853374351860812 0.0061985695087015489 -0.0081045386077989064 0.005467543575892954 0.0025921870654186997 0.0037266326347270306 -0.0082548858217555525 0.0055756810019158753 0.00063367974722691191 0.0024475201343320515 0.0045024660362067747 0.0042722863644410834 -0.0068535207972657197 -0.0013153333401503 0.0016523754321684993 -0.0017904286357198593 -0.0038129970498911045 0.0041694229673314405 0.00049825775862645614 -0.0076221273184717943 0.0061502060493098358 0.0077623195144507226 -0.0092830913222056392 -0.002867589577795559 -0.0029555077473201285 0.0038157471046769602
leaf_weight=21.549722716212273 5.7678892239928272 79.492935445159674 23.120573788881302 16.454996190965176 8.3801116049289686 9.2546186223626119 4.3712984398007384 15.935562908649443 14.63490843772888 20.470049813389778 6.8958653956651679 53.548593819141388 16.093341499567035 11.437083818018435 34.728315584361553 14.605291008949278 6.8881383314728728 24.464486621320251 65.74890411645174 22.290110681205988 42.464043401181698 19.009128049015999 50.721509490162134 11.219240348786114 5.0068512856960288 1.9419052228331555 4.6261122897267333 19.104563727974892 5.9744717106223098 27.440376285463572
leaf_count=299 32 532 554 371 53 23 42 46 47 64 51 175 60 36 109 45 41 100 379 202 527 58 356 142 13 4 30 129 32 81
internal_value=0.000183047 0.00122163 -0.0012891 -0.000935925 0.00175394 -0.00010316 0.000819437 0.00235544 0.000796316 -0.000250767 -0.00185913 0.00330384 0.0038162 -0.000444388 0.00251332 0.000675451 -0.00161043 -0.000850468 -0.000608335 -0.000276921 -0.00113607 -0.000202381 -0.00118901 -0.00374294 -0.000697354 -0.0033068 -0.0025824 0.00145092 0.000614323 0.00260507
internal_weight=663.641 389.121 274.52 251.4 304.621 74.5254 66.1453 230.096 87.027 71.0914 50.6214 143.069 125.864 17.205 72.3151 37.5868 22.9815 43.7255 234.945 213.395 147.646 103.24 84.2309 33.5094 84.4998 44.4059 29.0906 61.774 52.5194 33.4148
internal_count=4633 1741 2892 2338 1196 360 307 836 338 292 228 498 430 68 255 146 101 177 1967 1668 1289 758 700 344 545 531 130 265 242 113
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=6 8 9 9 7 6 0 18 16 7 6 6 18 21 8 21 22 20 20 5 9 10 0 10 10 5 20 9 22 19
split_gain=13.6177 11.4746 15.3996 7.52497 6.95319 7.85617 6.12584 8.50719 12.9035 9.37867 8.17149 8.5848 8.41533 8.08677 7.27847 7.29866 7.09923 7.09844 9.64815 6.43142 6.42266 6.22396 10.2326 9.51395 18.5809 9.80831 8.58576 9.54656 8.4365 9.28908
threshold=13.115306437050002 5.1459841250500009 66.544071737050004 177.59430306730005 29.911984439950004 12.410289964450003 86.09518316945001 13.829007611650001 22.644947046300004 23.209106085000005 13.825323026450002 13.665319288000001 17.370891598500005 0.49227235280000009 8.543332867800002 6.7841715403000018 0.053690000000000009 42.759119507950011 43.477771593600004 20.852055640250004 186.16747084260001 70.182199495350019 90.321439350550008 66.859265246100009 68.846035804500005 18.160071980500003 41.243661560350013 205.22231928645002 -0.14510999999999999 13.051052998800001
decision_type=2 2 2 2 2 2 2 2 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 -3 5 -1 13 14 9 -9 11 12 16 -5 15 -8 -11 20 -19 -16 -15 22 26 -24 -25 -26 -12 -28 -23 -30
right_child=1 3 -4 6 -6 -7 7 8 -10 10 21 -13 -14 17 19 -17 -18 18 -20 -21 -22 28 23 24 25 -27 27 -29 29 -31
leaf_value=-0.0015376994298352204 0.0055453464344374205 0.01627771301480373 -0.011255423289130538 0.0093864334795921555 -0.014298960422941891 -0.013179700238773415 0.010166731886882378 -0.022727958385202796 0.01295125098867962 -0.016994448977683554 0.0059858901551490063 0.012084813877686673 0.014295045906478473 0.0066092353431631704 0.0086173786302372914 0.0017180317765059427 0.0054325727696001814 -0.019153625983049656 -0.0010656008575493355 -0.0039586669826642638 -0.0027172265246589076 -0.020190890739937684 0.012703337382091916 -0.018573976797722134 0.013528830404633535 -0.0022812922274307386 -0.020778775823670409 -0.0013009052826190239 0.0028010829759442029 -0.0086334756227303237
leaf_weight=134.25856286101043 14.449546597898005 6.2505085319280616 25.617876728996634 11.252008296549318 8.8050974234938604 10.58963644877076 57.66040613129735 3.0134909078478804 14.191945716738699 5.8920105844736081 7.653462506830695 18.513823188841343 4.0863590091466895 17.037218164652586 10.327518671751024 24.745666719973087 4.0214739963412285 8.9635433517396468 11.274945508688687 20.664829835295677 46.988302253186703 5.1916716545820227 16.922180399298668 6.7410419359803191 13.275930359959604 13.30306378379464 8.1539049595594424 8.9251964390277845 24.864654939621687 23.308161728084087
leaf_count=1521 90 19 570 42 282 120 217 24 49 71 29 65 11 68 36 95 19 99 62 94 269 47 50 46 33 70 57 43 145 290
internal_value=0.000257165 0.00143752 -0.00519655 0.00211349 -0.00307134 -0.00238883 0.00188471 0.00282199 0.00104778 1.68579e-05 0.00044297 0.00627017 -0.00141929 -0.000975309 0.00560786 0.00762968 -0.00789677 -0.00235894 -0.00907671 0.000232024 -0.000235451 -0.0010333 0.00138438 0.00475735 0.000721838 0.0056157 -0.00546754 -0.0106 -0.00443004 -0.00273147
internal_weight=586.944 433.291 40.0674 393.223 153.653 144.848 386.973 291.457 178.058 163.866 160.853 32.5137 13.9998 95.516 113.398 82.4061 9.91348 84.264 20.2385 30.9923 64.0255 128.339 74.9748 50.2422 33.32 26.579 24.7326 17.0791 53.3645 48.1728
internal_count=4633 2710 660 2050 1923 1641 2031 1491 1049 1000 976 166 101 540 442 312 90 498 161 130 337 810 328 199 149 103 129 100 482 435
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=16 20 17 5 15 5 23 21 23 16 19 23 17 6 20 19 23 23 22 9 8 22 0 21 15 6 20 10 16 0
split_gain=28.2591 10.6141 10.6164 10.0706 9.99285 10.8116 8.73297 7.93918 7.83652 8.40637 11.2779 10.8767 8.05056 17.4239 13.0373 7.77022 7.43828 8.65652 7.21882 7.07403 6.4083 10.8552 7.84179 8.16278 8.40211 6.53755 12.0691 10.2744 9.35903 7.2988
threshold=18.594956516900002 37.232443001650005 166.68115439205005 23.714185006400005 30.054399297400007 7.754880527600001 -0.26804999999999995 18.870920756500002 -0.15544999999999998 12.644970430600003 11.950964240300001 0.083555000000000032 236.15709471040003 13.665319288000001 47.74983977685001 13.051052998800001 -0.20885999999999996 -0.222165 -0.054875 226.58992707320002 8.8430989333000021 -0.084729999999999986 91.437149474700007 11.155580190950003 37.646552559600003 16.455384477450004 39.427119987250002 62.025417527550012 22.674946976100003 85.990333302400003
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 5 7 -7 16 -8 -10 -11 18 13 14 -13 -15 17 -4 -12 -5 22 -22 25 24 -24 29 -27 28 -28 -2
right_child=3 2 4 19 -6 6 8 -9 9 10 11 12 -14 15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0072984404878494854 -0.00048774978371237201 -0.0068141620158455214 -0.0074289390381056114 -0.0015782875052641654 -0.0088252545643781391 -0.0098793697379281863 0.0061219678355295612 0.0027195962662734455 -0.0053662266842573938 0.007036720327041 -0.010653089111128791 -0.0090036439242642229 0.0096578171715411328 0.0058296400041032669 0.009447715677822174 -0.0069081340463240616 -0.010326329338182052 0.014934377179399319 0.0011764704276731649 0.0097324279891833031 0.0035450840522721671 -0.010469327174385059 0.0023355949059214423 -0.012634048683104644 -0.0084011293842699911 0.0088147566509683885 0.0057098517120661952 -0.0051367597623552886 -0.0054665394202390487 0.0060704242066130258
leaf_weight=28.908970914781094 16.74814161658287 27.04700823687017 3.8245661035180092 78.450355429202318 12.105682142078875 6.2762262597680083 24.576853541657329 8.8849725164473039 18.709472075104713 23.867506224662066 12.237511672079565 19.772512093186382 9.1745825596153718 33.140048533678055 3.972986824810504 4.7274261191487303 19.363414807245135 2.4552946910262134 7.0089167095720759 5.0867026448249808 11.290719129145147 8.2736994177103025 60.448306560516357 3.8873247466981402 7.0288172885775557 16.471987284719944 26.154467210173607 22.325142227113247 8.6015568897128087 117.61800754070282
leaf_count=508 65 481 52 532 220 85 115 52 243 87 174 180 33 125 14 53 427 8 35 13 40 48 259 46 52 45 77 113 42 409
internal_value=0.000344899 -0.00198128 -0.00133309 0.00196339 -0.000627485 -0.000126255 0.000871972 -0.00485207 0.00130125 0.000407828 0.00135627 -0.000149579 0.00153493 0.000325384 -0.00591645 0.00423944 -0.00747553 0.00131465 -0.00634515 -0.00088956 0.00276088 -0.00238154 0.00312112 0.000462697 0.00121719 0.00403357 0.00180597 -0.00021656 0.00294387 0.00525298
internal_weight=648.439 266.054 237.145 382.385 210.098 197.992 163.464 34.5282 157.188 132.611 113.901 90.034 70.7876 61.613 23.7455 37.8675 25.6433 6.27986 19.2464 83.5371 298.848 19.5644 279.284 71.3644 67.4771 207.919 73.5532 57.0812 34.756 134.366
internal_count=4633 2892 2384 1741 1903 1683 1144 539 1059 944 701 614 405 372 194 178 487 60 209 545 1196 88 1108 357 311 751 277 232 119 474
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=16 6 23 2 6 3 9 15 7 22 23 17 2 18 20 20 22 4 21 7 12 23 23 16 3 18 8 8 2 17
split_gain=13.3215 7.3685 7.3169 9.70268 9.07933 7.29339 8.24755 6.91441 6.19426 8.61489 8.8072 7.3739 6.26993 6.03832 5.66226 6.56155 5.39526 8.22658 5.38272 7.32795 7.80403 8.293 10.17 9.43755 10.3145 7.68721 7.27175 6.63893 9.29383 6.87186
threshold=11.949972055800002 4.9151148409000003 0.075320000000000012 285.01633004880006 13.185308072600002 103.28787291370001 71.932467616300016 17.480288512750004 19.729453620400005 -0.25105499999999997 0.091705000000000023 195.59800312745003 174.51290495925002 16.291971004950003 49.064150740050003 47.927946529500012 -0.23401999999999998 376.61861354110005 3.1734339793000008 25.070284486400002 91.208648993800026 0.080110000000000028 0.092485000000000026 22.634947069650003 89.883220675300024 15.917243450850002 8.3434888241000014 8.8430989333000021 71.708303056200009 188.27285108100003
decision_type=2 2 2 2 2 2 2 2 2 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 3 -1 -4 8 16 13 -3 10 -10 -12 -13 -2 15 18 -7 -18 19 20 -11 -22 23 24 26 -21 -23 29 -29 -20
right_child=1 5 4 -5 -6 6 -8 -9 9 14 11 12 -14 -15 -16 -17 17 -19 27 25 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0090613788649478617 0.009957390320549063 0.011036424790090135 -0.014407584432100409 0.0072339300967026029 0.0057259641508933664 -0.015559372472308042 -0.013371930990030957 -0.014754771174337111 -0.010977203689560972 -0.0041497393363536528 0.0057101361956801355 -0.023168228594168446 0.00085434755450323541 -0.014540742535121122 -0.013957578515543171 0.015324173535540957 0.011971112732543738 -0.015245095433775935 -0.0029125038533452476 -0.0081919496635974361 0.011276532663084447 -0.0096857118506527024 0.0082540982083224336 0.0073199448143211861 -0.018861677947390042 0.0046997285184967458 0.011334504041769142 0.0073859474277815631 -0.015195367209773356 0.0023225305461287192
leaf_weight=12.698380341753365 5.1829111240804222 11.514711018651722 21.913782998919491 12.413549596443771 4.667306361719965 2.5589386485517016 12.306050758808849 9.8249170426279289 18.909884555265307 13.522895539179443 17.004518546164039 3.3670021332800379 4.1881191395223141 2.5932071749120951 3.8489565812051287 6.2665792331099501 8.1894974783062953 2.4874299988150588 55.065632410347462 16.105647703632716 38.655213568359613 5.7967796437442356 38.025942703709006 11.955917615443466 8.0228645801544172 15.683878056704996 5.518992967903614 4.6043852418661109 9.7852739505469781 197.83319353684783
leaf_count=223 34 51 656 95 25 41 343 240 240 77 71 36 30 65 41 19 38 41 344 151 173 39 153 45 68 95 17 17 81 1084
internal_value=0.000271024 0.000891795 -0.00607947 -0.00100614 -0.0108724 0.00117887 -0.00564777 -0.00744634 0.00153789 0.00130722 -0.00425376 0.000923008 -0.00985151 0.00178767 0.00186849 0.0020112 0.00153377 0.00563049 0.00181284 0.00377084 0.0052367 0.00641225 0.00369979 -0.00183415 -0.00749358 -0.00183163 0.000566387 0.000689935 -0.00796983 0.00118267
internal_weight=580.512 528.819 51.693 25.1119 26.5811 511.218 25.5419 17.601 485.676 474.162 43.4695 24.5596 7.55512 7.77612 430.692 426.843 13.2359 10.6769 420.577 153.288 121.499 107.976 69.3205 31.2946 19.3386 31.7895 11.3158 267.288 14.3897 252.899
internal_count=4633 3634 999 318 681 3295 463 339 2832 2781 377 137 66 99 2404 2363 120 79 2344 818 572 495 322 169 124 246 56 1526 98 1428
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=16 12 8 13 8 20 9 0 21 5 13 19 2 7 20 2 16 21 15 22 12 20 22 6 4 0 5 23 21 17
split_gain=13.56 9.43964 9.48227 9.32292 9.02759 16.3605 9.5203 8.03523 10.9276 8.61923 8.01806 14.9285 9.90212 11.1025 9.50353 8.7872 8.15833 11.5476 7.91733 12.4942 8.49484 7.10033 6.55721 10.1099 10.2478 6.9891 7.37672 11.8885 6.3423 6.22797
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 73.265860971000009 5.1459841250500009 43.895345911700005 186.70853236170004 85.732241321850012 0.54612131245000006 31.794087907800002 115.13321943645001 14.451165964200003 121.84632764400003 23.109894804950002 41.289992964000007 289.38090566025011 22.624947093000003 6.0799633573000014 34.139075990150012 -0.07490999999999999 102.11013250220002 51.757767929250001 -0.059424999999999999 15.205355270700002 168.18037996940004 93.308316333500017 19.897785533950003 0.084365000000000009 12.717166023350002 188.13858192940003
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 18 8 -8 -10 11 15 -12 -14 -15 22 17 -16 -6 20 -20 -7 23 24 -9 26 27 -24 -2 -22
right_child=4 2 -4 -5 6 21 7 10 9 -11 12 -13 13 14 16 -17 -18 -19 19 -21 29 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0075428018894829613 -0.01239017280751363 -0.012045193981208678 -0.010561017936534035 0.0053756667293453769 0.010453316573580255 0.0020479024033198739 0.0085700178286574526 -0.013968476671694319 -0.0080874314976764755 0.011567121801528073 0.0074213358355137114 -0.015802591523543262 -0.0060546674123600954 0.006916522546470346 -0.010731889304989651 -0.0092929492788470704 0.0056818021018389727 0.001969159601509281 -0.014766454897763036 0.0096637206065031678 -0.0075120485553633971 -0.011758809385917191 0.0030161196373564261 0.0055923395244764432 -0.0013266035144083824 0.0048061264588763778 0.0058500468628217952 -0.021119489243010853 0.0052412032146994291 0.0074996794986004877
leaf_weight=39.538595313206315 19.253360748291019 4.0386534593999412 7.5288569405674926 23.811416855081916 22.119165103882551 44.298270149156451 6.6518814861774436 8.0778924711048585 28.870653351768855 2.7465775460004798 43.608168341219425 6.5761988870799533 18.440544903278351 39.064814947545528 13.422943525016306 9.846714133396743 18.31248527765274 20.087903618812561 5.3948561623692539 14.20410170778632 5.4072526991367322 4.6237947121262541 4.5378462485969049 21.273701909929514 66.898564033210278 63.763429470360279 6.1101813837885848 4.6393072977662086 2.6033683866262427 7.3007770627737045
leaf_count=784 470 120 145 214 84 400 20 103 254 7 169 43 110 137 89 101 64 80 33 41 37 111 19 80 512 295 21 38 25 27
internal_value=0.00022791 -0.00398289 -4.42399e-06 0.0028494 0.000848735 -0.00266407 0.00141722 0.000827507 -0.00378145 -0.00638005 0.00133926 -0.000105011 0.00314982 0.00144602 0.00296786 0.000452546 -8.67058e-06 -0.00311831 0.00556633 0.00222043 -0.00361981 0.000742982 0.000999954 -0.000858325 -0.00268863 0.00326255 -0.00317572 -0.0091851 -0.0102901 0.00111221
internal_weight=583.052 74.9175 35.3789 27.8501 508.135 70.7788 437.356 382.93 38.2691 31.6172 344.661 191.724 152.937 109.329 90.8881 185.148 51.8233 33.5108 54.4262 32.307 18.1029 48.9221 175.301 96.2502 74.9765 79.0508 15.2873 9.17715 21.8567 12.708
internal_count=4633 1263 479 334 3370 1006 2364 2142 281 261 1861 1212 649 480 370 1169 233 169 222 138 97 511 1068 695 615 373 78 57 495 64
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=16 5 10 10 20 6 19 16 22 16 12 3 0 8 17 22 21 10 10 21 9 6 23 6 8 5 7 20 23 7
split_gain=42.3685 18.228 12.2754 12.4014 12.1274 10.7466 10.805 15.6937 12.7054 10.8692 13.7712 9.70094 14.1527 9.5518 9.12831 8.98676 8.9035 9.19162 8.52026 16.7322 8.37867 7.87079 7.7931 11.9713 7.17169 8.43201 9.39113 7.11114 6.90638 6.18429
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.757955233350017 38.238138001450004 13.665319288000001 11.950964240300001 18.044957803000003 0.19977000000000003 14.184966829400002 175.541285848 85.589753040950015 96.082805124100005 8.8430989333000021 195.59800312745003 -0.084729999999999986 11.534227923400001 70.940344688150006 68.327163385350005 3.1734339793000008 226.58992707320002 13.825323026450002 0.092185000000000031 16.405383309150004 7.6440346712000009 9.5091965402000032 25.606038725250006 48.109449608500007 0.093955000000000025 23.209106085000005
decision_type=2 2 2 2 2 2 2 2 2 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 14 -5 6 9 8 24 10 -6 12 -2 -13 16 -15 18 -18 27 -20 22 -7 -3 -24 25 -8 -27 -1 -23 -25
right_child=1 20 -4 4 5 21 7 -9 -10 -11 -12 13 -14 15 -16 -17 17 -19 19 -21 -22 28 23 29 -26 26 -28 -29 -30 -31
leaf_value=-0.0056635475110824772 -0.0035481264831861955 -0.0021793817264032984 -0.0044641456997508667 -0.0031985740354643646 -0.0045562750463740203 0.0055602726427573098 -0.0057350291638170094 0.0051649367372070473 0.0038519625143807992 0.0044864982026969211 0.0014191584033664008 0.0024324598156750376 0.0027019197801091527 0.0018050663724463263 -0.0062674417892719606 -0.0050745512569033225 0.0027598196502577319 -0.0046251401060019987 0.0037082521327874438 -0.0042129296264328308 0.0053430024026455691 0.0026460532326018473 -0.0059778447877435574 0.00015814430732986702 -0.0065125141289162063 0.0059239297460798737 -0.0030521271854122372 0.0025393614229937541 -0.0037620095800810441 0.0049260039156841942
leaf_weight=24.067475058138374 18.593897681683302 53.623820468783379 25.477332524955273 26.521367877721786 12.811610072851179 14.893975667655466 9.2433364428579825 6.4781098738312712 5.6269894540309897 16.613061167299747 36.017106559127569 256.53201623260975 16.987369477748871 10.599507555365564 12.685880433768032 8.291982635855673 16.552260193973783 5.5022317431867114 11.386789556592705 15.331487625837324 5.3856413364410392 14.444752216339113 5.2098235562443724 15.464785583317282 16.970273680984974 4.7889084964990598 7.0755868479609489 2.9016350582242003 5.7659547924995413 11.715287670493124
leaf_count=477 145 409 554 317 171 39 157 21 21 55 223 894 52 37 156 46 89 57 52 194 13 44 39 75 152 11 54 13 35 31
internal_value=0.000256296 0.00129696 -0.001182 -0.000867261 -0.000111893 0.000431218 -0.000297057 -0.00202503 -0.00309075 0.00102802 -0.000148667 0.00186809 -0.000564201 0.00218231 -0.00238138 -0.00121458 -0.00173051 0.000917394 -0.00281825 -0.000837082 -0.000646389 0.00282995 -0.00102141 0.000895702 -0.00411671 -0.00219053 0.000570911 -0.00478099 0.000817884 0.00221321
internal_weight=693.56 402.404 291.156 265.679 177.251 150.73 115.625 50.1832 43.7051 65.4418 48.8287 311.005 35.5813 275.424 88.4278 18.8915 75.7419 22.0545 53.6874 26.7183 91.3994 35.1047 86.0137 32.3899 38.0781 21.1078 11.8645 26.9691 20.2107 27.1801
internal_count=4633 1741 2892 2338 1300 983 865 416 395 449 394 1174 197 977 1038 83 882 146 736 246 567 118 554 145 374 222 65 490 79 106
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=16 15 20 17 15 5 20 13 2 23 23 13 16 17 13 23 16 21 0 18 0 9 21 22 20 6 3 9 22 13
split_gain=22.3884 9.46117 8.85489 8.32086 8.94306 8.75849 9.16397 7.83864 7.62951 7.2423 8.16128 7.36615 7.51629 11.9929 11.244 7.10122 6.73101 10.741 6.33641 7.78274 5.96916 9.25044 8.03915 7.02852 5.96368 5.86913 5.66766 5.83588 5.5357 5.49249
threshold=18.594956516900002 46.055224235250002 37.232443001650005 166.68115439205005 30.054399297400007 10.36813655115 43.477771593600004 117.97223122220002 98.91243606750001 -0.26804999999999995 -0.15849499999999997 95.811270852950017 15.664963368500002 236.15709471040003 108.34217419895002 0.084995000000000029 22.694946929300002 15.294585115650001 102.65877371115 15.454705336800002 104.03526427400001 40.734022239000005 17.629804977050004 -0.25572 45.711398460000005 13.665319288000001 93.292185584700022 202.86134752310002 -0.017745 115.13321943645001
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -5 29 -9 -7 -11 -12 18 14 -14 -16 17 26 19 25 23 22 24 -8 -22 -13 27 -3 -10 -2
right_child=1 16 3 4 -6 9 20 8 28 10 11 12 13 -15 15 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0055417719813825638 0.00072897772937828597 0.0046582789206091818 -0.0050564374812017933 -0.0083508406722735944 -0.0069064335291043463 -0.0076980356841196019 0.0082234334205425214 0.0020853405462050089 -0.0098367916044266798 0.0053565815787945652 -0.0054672358174039908 -0.0073386001994328346 -0.0067392955862579434 0.0065681261159208351 -0.0059255896984697007 0.0073659631684197821 0.0038116720402507566 0.005829784606794253 -0.0046142147306975061 0.0053317086030206145 0.0068025147137968705 0.0097551750465105433 0.0042670056776925713 -0.0086189246562142618 -0.0083023852226627656 0.0017703124186262736 -0.0095612014260945503 -0.0077855429325563103 0.001098022147775239 0.0028034949807430559
leaf_weight=26.518652943894267 107.96024638786912 4.109044931828981 24.884074259549379 12.610365161672233 11.379918837919829 5.3676717169582835 1.6554528586566437 11.001644257456066 8.3982478789985162 21.404236368834972 10.949511334300039 4.9574793390929726 21.460151571780447 7.9008371755480757 3.3826808575540763 6.564353147521615 7.5998967587947837 4.8637360483407965 6.3657157458364955 37.169555846601725 1.7491251826286376 5.3517592921853057 7.8889871947467318 8.1532635875046235 8.5349668096750957 18.925247609615326 12.833817850798367 4.2660504207015038 3.7056460715830317 206.35491605475545
leaf_count=508 510 14 481 301 220 70 6 55 105 95 136 46 203 28 79 22 31 18 57 128 11 25 34 157 193 92 151 29 20 808
internal_value=0.000241391 0.00140708 -0.00146724 -0.000990515 -0.000489072 -0.000105499 -0.00293964 0.00178298 -0.00240638 0.000795946 0.00112376 0.000353849 0.00095106 -0.00163896 -0.00370354 0.00284591 -0.00235968 -0.00415856 0.00246117 0.0031989 -0.000892533 0.00114379 -0.00139216 -0.00577638 -0.00573333 -0.000120479 -0.00644914 -0.00168027 -0.00648906 0.00209094
internal_weight=624.267 371.093 253.174 226.655 201.771 190.391 45.9439 337.421 23.1055 144.447 139.08 117.676 106.726 39.308 31.4072 9.94703 33.6725 26.0726 67.418 61.0523 33.3336 23.5248 18.1731 9.80872 10.2841 23.8827 21.2089 8.3751 12.1039 314.315
internal_count=4633 1741 2892 2384 1903 1683 727 1498 180 956 886 791 655 332 304 101 243 212 323 266 426 263 238 163 204 138 194 43 125 1318
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=16 20 15 17 15 7 21 10 7 20 16 5 16 21 13 2 22 3 17 9 9 8 16 10 20 5 13 23 18 20
split_gain=13.0266 7.4476 6.8677 6.67514 7.20687 7.04462 6.38843 6.37488 5.83 7.19532 5.76162 5.71499 5.4074 9.32588 5.34764 7.0182 5.43863 5.19402 5.13145 4.90999 4.63593 4.52375 4.52223 5.83937 6.72667 5.99748 4.63872 4.7159 4.67361 4.6165
threshold=18.594956516900002 37.232443001650005 46.055224235250002 162.04221493815001 30.054399297400007 29.911984439950004 3.3069203559500004 69.545034918450014 25.070284486400002 42.546237522150008 13.854967601050001 15.332427622700001 22.694946929300002 15.294585115650001 117.97223122220002 98.91243606750001 -0.017745 93.292185584700022 168.09695031380002 187.55294863440002 204.20786774030003 2.1483234697000007 16.224962059000003 70.128430332750014 41.444941515100005 13.6045160441 103.191088421 0.096095000000000028 14.693728290050002 42.431220712750012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 -3 5 6 7 -5 -9 10 -10 -12 13 17 -2 19 -17 20 -8 -16 -4 -6 26 -24 25 -25 27 28 -20 -29
right_child=2 3 12 4 21 -7 18 8 9 -11 11 -13 -14 -15 15 16 -18 -19 22 -21 -22 -23 23 24 -26 -27 -28 29 -30 -31
leaf_value=-0.0099927169533965601 0.0032467009328310732 -0.012184532431066689 0.0076343870595746233 -0.013374090147433472 0.01536850377391146 -0.015666743910578363 -0.012843481372043247 0.010119472505847417 -0.010375060421809284 -0.020057364551234379 0.011692852797157852 -0.0070363214967491807 0.0067206525744968153 0.010686437484186292 0.014565816542806274 -0.018974306635986177 0.0025564874514059414 -0.018198392106488041 -0.0086892217702877386 -0.0051418474562409631 -0.014356219965671008 -0.016008070761757035 0.0071835169887019433 0.014801115452467501 -0.014854468960179485 -0.010438827436410917 0.0074953183847595584 -0.017192806019463644 0.0023858438003164276 0.0043704235611859796
leaf_weight=23.59386464767158 295.11036839708686 11.388348959386347 4.1066872105002501 3.983764434233307 1.0699891671538342 5.9278377722948781 7.8338188454508773 28.044461959972978 4.972591992467648 3.0794906169176093 13.92554856836796 4.4851022139191619 7.1019181460142127 4.6822699643671504 5.0493050329387206 7.6479485258460045 3.5894447788596135 11.507877446711062 9.3904523700475675 5.4993944764137268 3.8842289298772812 9.0454961992800218 5.7573177367448833 3.7724587060511139 14.71078611910343 4.0809879302978516 17.481547754257917 6.4429315887391549 51.15792871080339 3.0442100148648024
leaf_count=508 1318 311 15 102 9 198 150 118 91 38 53 30 31 18 24 105 20 151 100 31 28 215 57 17 228 36 71 69 466 25
internal_value=0.000332926 -0.00230648 0.00210063 -0.00144125 -0.000823973 -0.000185868 0.0003179 0.00424731 0.00553521 0.000676928 0.00340756 0.00713015 -0.00434963 -0.00760094 0.00273738 -0.00416174 -0.0120969 -0.0119923 -0.00154052 0.00429154 -0.00305482 -0.0126891 -0.000776131 -0.00578807 -0.00909781 0.00168536 0.000845793 -0.000813994 0.000668211 -0.0102737
internal_weight=581.368 233.189 348.179 209.595 198.207 188.091 182.163 58.491 54.5072 26.4627 23.3832 18.4107 31.283 24.1811 316.896 21.7861 11.2374 19.4988 123.672 10.5487 7.99092 10.1155 115.839 28.3216 22.5642 7.85345 87.5171 70.0355 60.5484 9.48714
internal_count=4633 2892 1741 2384 2073 1849 1651 432 330 212 174 83 243 212 1498 180 125 194 1219 55 43 224 1069 338 281 53 731 660 566 94
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=5 20 9 21 3 9 7 3 5 15 6 0 13 9 12 18 0 0 22 22 15 6 0 6 7 8 20 3 17 16
split_gain=11.8131 10.015 13.7098 6.90384 6.58416 7.46056 6.07259 7.36965 10.2534 6.68023 6.69275 7.54701 7.40204 8.61909 8.23811 7.65856 12.2667 7.01491 6.67429 8.57608 6.63121 5.93068 5.21361 10.0183 7.26797 10.3517 8.83078 11.2549 6.74969 6.26586
threshold=12.306951632950001 44.749265482150008 38.283670303850009 18.870920756500002 103.28787291370001 71.932467616300016 19.627338137150002 95.002044955650021 30.133297129900004 52.561095883800007 14.825346391850003 95.44832900530001 95.636521074450016 187.55294863440002 320.44300889460004 17.108018746400003 98.230883170350012 93.047535894850014 0.059500000000000011 0.12616000000000002 29.326787846200002 13.345311811050001 86.538778761000017 16.375382608200002 22.721067571950005 8.8430989333000021 41.675153845500006 94.109476856350014 192.19686994285004 22.594947163200004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 -2 9 -9 10 11 17 -13 -14 15 16 -15 21 -18 -20 -19 -8 23 28 -25 26 -26 29 -12 -28
right_child=4 2 -4 -5 5 -7 7 8 -10 -11 22 12 13 14 -16 -17 18 20 19 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.014563810230778509 0.016526749891495926 -0.017130019922791954 0.017552449738850558 0.0060272942877168572 0.0018553759073623812 -0.019538560621972224 -0.011724451049636733 -0.016877707323094446 0.015907020809819202 -0.024966644743248272 -0.034122200010016958 -0.015843938583602519 0.017739958568618808 0.0068541504290999793 -0.025199207309809776 0.015331543575903349 -0.013935288411384462 -0.0033188221327335901 0.016893935484105751 -0.013699565702932215 -0.021924742441948444 0.0091862307586649782 0.006762394413274123 0.0082970840317983501 0.0073574551760821555 -0.031548169018826171 -0.0028291422966354807 0.02561725264720521 -0.002925359380229588 -0.025404496741845133
leaf_weight=34.528028417378664 10.554047666490076 13.587697591632606 11.509281774982808 7.5970971472561351 12.918048407882454 11.809389015659688 8.1739442702382821 16.387175245210532 4.6309343576431266 3.4162968359887591 4.7110563814640027 8.2601318657398206 13.661508273333309 47.374290946871042 4.2559378184378138 14.859362270683048 24.883580546826124 13.71523059345782 7.5647556260228139 6.4039188362658024 15.380607726052402 13.801740281283854 146.26796382293105 51.840647988021374 30.130971822887659 4.1062410436570635 8.9266708567738586 3.0673511289060107 5.9278318621218204 9.7205776348710042
leaf_count=838 44 315 67 47 122 350 70 233 16 46 44 102 46 216 54 59 277 116 26 65 263 63 631 212 106 33 42 10 31 89
internal_value=0.00040282 -0.00725671 0.000460282 -0.00882556 0.00142697 -0.00836199 0.00193334 0.00160386 -0.00965423 0.00213387 0.00234285 -0.000570347 0.00196498 0.00320112 0.00131561 0.00243194 0.000208964 -0.00688805 -0.00789381 0.00286839 -0.0131543 0.00140842 0.00430554 0.00127122 0.00304887 -0.00181373 0.000541284 -0.00891677 -0.0167398 -0.0145974
internal_weight=569.972 67.2221 32.6941 21.1848 502.75 24.7274 478.023 467.469 21.0181 446.451 443.034 178.335 127.263 119.003 105.342 101.086 86.2265 51.0715 38.8523 13.9687 29.0958 21.9757 264.699 118.431 107.792 55.9518 51.8456 21.7146 10.6389 18.6472
internal_count=4633 1267 429 362 3366 472 2894 2850 249 2601 2555 1357 845 743 697 643 584 512 368 91 379 133 1198 567 492 280 247 141 75 131
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=16 5 10 6 10 0 6 20 5 15 2 16 10 21 0 2 23 7 10 17 13 20 12 6 19 17 0 16 12 6
split_gain=28.2141 9.93952 9.73139 10.427 8.04862 11.7156 8.35118 12.1327 11.9771 8.29225 8.02145 7.36684 8.8748 10.3919 7.31525 7.74313 7.24922 7.09365 7.09728 9.7107 9.26342 8.67653 7.95798 7.83099 10.5239 12.3373 10.6471 10.5065 12.1167 8.81969
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 66.859265246100009 91.886121982450007 16.455384477450004 38.804629908750009 22.825270530250005 36.548474543700003 191.54391932205002 22.674946976100003 62.009286778800011 8.449163415300001 85.990333302400003 131.42729508740004 0.091705000000000023 19.052023743050004 74.757955233350017 195.59800312745003 108.49810477050001 38.238138001450004 138.67909474840002 13.665319288000001 11.950964240300001 236.15709471040003 105.7585659356 14.184966829400002 175.541285848 13.825323026450002
decision_type=2 2 2 2 2 2 2 2 2 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 3 17 6 -6 14 -8 10 -7 11 12 -9 -14 16 -16 -2 -1 19 20 22 -20 -19 24 27 26 -26 28 -23 -25
right_child=1 -3 -4 -5 5 9 7 8 -10 -11 -12 -13 13 -15 15 -17 -18 18 21 -21 -22 23 -24 29 25 -27 -28 -29 -30 -31
leaf_value=0.0077599607409320516 -0.0058694813461946174 -0.00062398767211436015 -0.0057774471515239434 -0.0064271647215023084 -0.0075186249705435941 0.0017275200604929129 0.0063058059418745821 0.0042391259871645938 0.0042091127007484897 -0.0074459101083600302 -0.0089395937917548501 -0.0072822755721304259 0.00024502207700941286 -0.010432093985061942 0.0062115278797785934 0.002795114242936398 0.0031308643434364361 -0.0078594934507318637 -0.0038392140858876877 -0.0083642144174138518 0.0049506193201295226 -0.0061365088047750545 -0.0011028575895380428 0.0074788612662467164 -0.0067145911176913486 0.0029326740890473638 0.0033447505490058244 0.0061683713454770616 0.0018705011913809943 0.00044976397186161652
leaf_weight=4.4405383691191664 6.7702947780489948 81.21936272829771 21.103524196892977 15.122373379766939 8.1477629765868169 59.704208895564079 15.954282410442827 15.131680399179457 20.011947460472584 4.8194496966898432 6.4649146646261206 6.918742060661315 16.228805631399158 5.5314222797751418 52.050027385354042 70.943061389029026 10.079251497983931 10.497277196496723 23.844578415155411 11.425541296601294 8.4069843739271146 11.499129336327313 31.748483389616013 13.944691136479376 27.124644834548235 12.367660630494354 5.775697235018014 15.998840004205702 33.38374438136816 19.203445054590702
leaf_count=11 35 545 554 371 53 259 46 44 64 48 51 39 60 34 175 255 33 198 315 153 47 171 265 39 316 66 34 54 222 76
internal_value=0.000286591 0.00146276 -0.00139426 -0.00101637 0.00203007 8.24954e-05 0.00265608 0.00100968 -0.000192469 0.00104233 -0.0019445 -0.000912266 0.000282371 -0.00246909 0.00367143 0.00424092 -0.000485553 -0.000660092 -0.000826105 -0.00276205 -0.00149839 -8.94477e-05 -0.00278175 0.000552426 -0.000338915 -0.0027954 -0.00494866 0.00148758 -0.000180919 0.00340675
internal_weight=645.862 379.975 265.887 244.784 298.756 72.6714 226.084 86.2418 70.2875 64.5237 50.2756 43.8107 36.8919 21.7602 139.843 122.993 16.8495 229.661 225.221 62.0783 50.6527 163.142 42.2458 139.298 106.15 45.268 32.9003 60.8817 44.8829 33.1481
internal_count=4633 1741 2892 2338 1196 360 836 338 292 307 228 177 138 94 498 430 68 1967 1956 663 510 1293 463 978 863 416 350 447 393 115
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=5 21 17 21 23 23 23 5 20 20 15 22 8 19 22 7 20 18 15 2 9 7 2 8 23 20 15 10 0 21
split_gain=11.2954 6.98569 6.82531 9.14297 6.61024 5.11546 8.71887 4.82688 4.79946 6.70997 6.23937 6.24211 17.5802 13.7762 12.1405 9.53317 8.22025 9.09056 9.12505 13.3361 21.209 7.42555 6.60817 6.09163 6.07378 5.8568 8.00385 7.76333 6.07492 5.69392
threshold=7.754880527600001 18.870920756500002 168.62011096010002 3.1113400544000003 -0.27297999999999994 -0.20885999999999996 -0.222165 29.110986871100003 32.724174661450007 34.515670600900002 46.723315192750007 -0.079369999999999996 8.9430209551500024 14.351157895250003 -0.083330000000000001 27.902905420600003 39.788107623550012 17.370891598500005 30.108785229950005 131.42729508740004 201.81004550795004 23.276000438150003 73.064159960350011 9.6424751081000029 0.087700000000000014 39.852039223600009 34.139075990150012 68.20618276945001 85.769879735700016 1.8364927951500001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 6 -1 -5 -6 -10 11 14 13 21 15 16 17 18 -11 -20 -21 25 -16 -14 -15 26 -13 28 -27 -24
right_child=2 -3 4 7 8 -7 -8 -9 9 10 -12 12 23 24 22 -17 -18 -19 19 20 -22 -23 29 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.014564171977346241 0.0047250287023237114 0.0049194866178181289 -0.01127041358445399 -0.018732035701274637 -0.015599023333082773 -0.018554833187785821 0.025679314198320487 -0.0019156469422944708 0.013347681633668569 -0.018205129737348731 -0.0076473069411488338 -0.012844854586900817 -0.028479038352974159 0.015898902599779371 0.014443676339173622 -0.020156723666464618 0.0037481378201022993 0.018260736384266233 0.008816094484483351 -0.046372418351210087 0.0053728669515436958 0.0037929089889216184 0.001496425882479927 3.9772576019584778e-05 0.0061319237952916052 0.00012772460987616586 0.021690896251880351 0.0034659751375495469 -0.029267962481333124 -0.021453533144109617
leaf_weight=4.8743784930557013 13.869926439598201 7.7331532947719088 11.645459735766051 14.737341945990922 4.6157469954341641 18.165570240467787 2.3460741154849556 7.6166811175644389 14.790502505376933 14.348333066329358 20.463776994496584 3.7487956658005741 6.2702028155326825 37.857271268963814 2.3486761599779156 5.917689397931098 158.41329511068761 4.5658830925822249 15.413969397544863 4.1089874096214754 5.3831403814256191 105.33861560747027 4.1350489854812649 3.3972680903971195 37.075869247317314 2.8270908426493424 4.1704067289829254 5.7046797499060622 7.7052132487297058 13.774966800585387
leaf_count=116 162 52 149 384 64 610 10 92 76 180 175 37 51 151 8 115 978 22 62 36 32 611 23 21 143 22 10 35 69 137
internal_value=0.000364881 -0.00935294 0.000971858 -0.00621455 0.0014988 -0.0137006 -0.00148823 -0.0130022 0.00180707 0.00197524 0.00161192 0.00204012 0.00414425 0.00521308 6.78455e-05 0.00130149 0.00192939 -0.00464549 -0.00730983 -0.00103307 -0.0170268 0.00182605 -0.0126074 -0.0184572 0.0110663 -0.00675088 0.00534235 -0.0126491 -0.0213775 -0.0161549
internal_weight=563.364 33.1192 530.245 36.2239 494.021 25.386 7.22045 22.354 482.375 477.76 462.969 442.505 214.095 204.428 228.41 208.151 202.234 43.8203 39.2544 24.9061 9.49213 129.495 20.2587 9.66747 74.9331 24.1562 7.9192 16.237 10.5323 17.91
internal_count=4633 788 3845 638 3207 736 126 476 3058 2994 2918 2743 1150 1078 1593 1425 1310 332 310 130 68 784 168 72 294 173 47 126 91 160
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=16 0 5 10 21 2 7 13 18 16 13 16 6 22 22 20 20 20 21 13 17 21 10 6 5 20 23 8 21 2
split_gain=25.8762 10.0608 8.87886 10.4465 10.0429 9.74172 13.8124 10.1656 9.70509 9.38947 10.9032 8.89451 8.78381 10.6089 15.3504 13.8183 8.72018 9.51468 10.1339 8.81235 8.53774 8.6096 8.164 7.37099 10.9078 10.6829 9.46183 7.25668 8.4688 7.19845
threshold=18.594956516900002 86.09518316945001 10.098719381700002 74.757955233350017 18.870920756500002 201.25557642380002 26.366329164100005 95.811270852950017 17.370891598500005 15.954962690350003 98.050756475600011 17.874958200600002 15.205355270700002 -0.060989999999999996 0.075080000000000022 38.171717059500004 41.965446242000006 43.477771593600004 3.4893684343500007 117.67650082785001 193.50449793755004 11.534227923400001 70.940344688150006 16.455384477450004 22.825270530250005 41.243661560350013 0.088145000000000015 6.0452823216500002 1.2847270946000002 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=2 16 4 20 -1 7 -7 -5 9 10 -9 -8 13 -3 -15 -16 -2 19 -19 -18 21 27 -23 29 25 -25 -27 -4 -29 -14
right_child=1 12 3 5 -6 6 11 8 -10 -11 -12 -13 23 14 15 -17 17 18 -20 -21 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.0051908085774041296 0.001439281232117048 -0.0028353336691709797 -0.0057137528602952256 -0.0079451595647782366 0.0023345214245551922 0.0059501129508118377 -0.0042708827655737382 -0.0079687764838137776 0.0071567286170096328 -0.0074181008944018134 0.001193907217946287 0.0067942930110754824 0.0057356120528066499 0.0046738572156527344 0.0034789297403987735 -0.010668267926358868 -0.0074879813166370051 0.0082507663770893837 -0.0016651134890604813 0.0014409119203010027 -0.0083311602502327414 0.0044756934537546374 -0.0060958798413033094 0.0020863096104423171 0.0054440372554890107 -0.0014018994343966617 -0.012313748060744471 0.0074946647518303001 -0.0031432610571959642 0.0024245500138441053
leaf_weight=44.660364778712392 68.318735506385565 30.431861825287342 26.223659558221698 8.6419252566993219 10.080244805663822 28.120422974228859 14.086253048852088 6.8716611713170996 7.5861279591917983 9.0489845611155015 48.742199849337339 4.4277688749134532 57.22698450833559 34.635002061724663 6.024906396865843 6.832892507314682 19.476140532642606 6.1995337754488018 20.867749851197004 6.956883590668439 10.888337720185516 14.596349515020849 4.4115077368915072 20.740902543067932 17.09703041613102 10.269755668938162 5.7475359812378874 4.957488581538203 11.569473065435885 65.074099197983742
leaf_count=936 332 202 514 180 57 101 142 124 22 87 237 18 201 110 20 57 171 13 142 36 159 82 49 74 49 52 39 14 170 243
internal_value=0.000300143 0.00143593 -0.00137471 -0.000710093 -0.00380505 0.000464077 0.00294294 -0.000965015 -0.000130099 -0.000984976 6.1764e-05 -0.00162456 0.00220735 0.000303622 0.00231496 -0.00403918 -0.000173036 -0.00223193 0.000606035 -0.00513799 -0.00277125 -0.00179101 0.00202215 0.00304948 0.000950287 -0.00113985 -0.00531743 -0.00348642 4.77305e-05 0.00397386
internal_weight=630.813 375.9 254.913 200.172 54.7406 127.525 46.6344 80.8909 72.249 64.6628 55.6139 18.514 254.081 77.9247 47.4928 12.8578 121.819 53.5003 27.0673 26.433 72.6468 61.7585 19.0079 176.156 53.8552 36.7582 16.0173 42.7506 16.527 122.301
internal_count=4633 1741 2892 1899 993 911 261 650 470 448 361 160 1047 389 187 77 694 362 155 207 988 829 131 658 214 165 91 698 184 444
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=16 0 5 10 20 2 22 13 18 16 13 18 16 9 17 21 10 7 14 5 21 23 21 5 23 0 3 10 5 21
split_gain=27.7467 10.3952 9.74966 11.9048 10.8252 10.0293 13.1041 10.106 10.2426 9.95184 11.9395 8.8611 12.9142 8.84725 8.76332 8.65694 8.78723 8.16572 7.58851 7.47882 10.1283 7.40403 8.79582 7.67544 8.69506 9.35131 8.1886 6.5983 8.26767 9.51215
threshold=18.594956516900002 86.09518316945001 10.36813655115 74.757955233350017 43.477771593600004 201.25557642380002 -0.24023999999999998 95.811270852950017 17.370891598500005 15.954962690350003 98.050756475600011 13.829007611650001 22.644947046300004 196.40176798710004 193.50449793755004 11.534227923400001 70.940344688150006 26.366329164100005 366.02505068985005 19.688300142250004 3.1734339793000008 0.070640000000000022 0.54612131245000006 20.389142059250002 -0.10696499999999999 85.823648898300021 108.48197402175002 82.299080289250014 7.754880527600001 17.629804977050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 4 14 -1 7 -7 -5 9 10 -9 -3 13 -13 15 19 -17 -8 -19 20 -4 23 -23 -2 25 26 -25 -6 29 -29
right_child=1 11 3 5 27 6 17 8 -10 -11 -12 12 -14 -15 -16 16 -18 18 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0074340354776939307 0.0082477026009542473 0.0035012700935142262 0.0054731413796036783 -0.0079264223313127991 -0.0053400450827044681 -0.0067162215846144875 0.006563459043421498 -0.0079494350950977573 0.007285293824818853 -0.0073754529739177869 0.0013194698407269971 -0.0043851412190491863 0.0065591291958536019 0.00095544055984146388 -0.0082987175715034892 0.0043874266598270106 -0.0063059135151110049 0.004920086528132187 -0.004965996048967242 -0.0058613144413169086 -0.0046124456682682478 0.0052695704763780797 -0.00017174941282516404 0.0033296454363828144 -0.0095280227172664586 -0.012490678756517899 -0.0076999088275108863 -0.0051958267366128998 0.0092495308223711006 0.0043665577769932632
leaf_weight=22.844018308445811 2.515301555395129 126.14267370849848 7.9919122904539135 8.2688667103648168 13.225781973451374 5.4887503609061232 26.717644013464451 7.234454706311225 7.6964079961180678 9.3329991772770864 49.344560652971268 16.523378308862448 16.458749182522297 95.348339807242155 11.288412690162657 14.913352996110918 4.5543302819132796 7.4321790896356088 6.7054771333932877 25.648082872852683 10.407553885132073 16.417005352675915 75.581133555620909 12.079118572175515 8.9311868511140293 2.9581129550933829 4.0910349041223517 11.401138644665485 4.1414766870439044 8.0629032775759679
leaf_count=567 6 448 28 164 200 61 86 124 22 87 235 115 53 431 158 82 49 33 70 522 143 55 383 57 98 28 67 216 13 32
internal_value=0.000285308 0.0014566 -0.00139581 -0.000692064 -0.00379008 0.000554166 0.00305895 -0.000863587 -7.01777e-05 -0.000929061 0.000134305 0.00223307 0.000986495 0.00016664 -0.00282823 -0.00185598 0.00188579 0.00437221 0.000231127 -0.00350973 -0.000231714 -0.000155432 0.00079925 -0.00302803 -0.00403881 -0.00147584 0.000539178 -0.00152997 0.000604753 -0.00123465
internal_weight=639.746 377.046 262.7 203.025 59.6753 128.221 46.3441 81.8773 73.6084 65.912 56.579 254.473 128.33 111.872 74.8036 63.5152 19.4677 40.8553 14.1377 44.0475 18.3995 122.573 91.9981 30.5748 28.0595 19.1283 16.1702 36.8313 23.6055 19.464
internal_count=4633 1741 2892 1864 1028 882 250 632 468 446 359 1047 599 546 982 824 131 189 103 693 171 694 438 256 250 152 124 461 261 248
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=16 20 19 15 23 23 2 23 3 20 6 22 15 23 16 0 0 15 22 8 6 6 10 7 13 16 15 16 19 19
split_gain=11.1602 6.44416 5.93708 6.38119 5.46441 16.1286 7.84796 6.36572 5.62984 5.22875 6.68252 5.91286 13.9735 8.85637 5.82531 9.75535 7.19639 5.19393 5.02573 5.78169 5.0126 5.41307 8.24697 7.10842 7.78719 9.40175 8.18109 9.91435 10.2761 7.0134
threshold=18.594956516900002 37.232443001650005 8.9507221716000007 30.054399297400007 1.0000000180025095e-35 0.079745000000000024 305.67240907785003 -0.093130000000000004 108.48197402175002 38.474425342400004 15.785368822600002 0.075080000000000022 41.54912092575001 0.12376500000000003 19.029955499700005 91.625341543800019 94.165934477050016 27.471913688500003 -0.080234999999999987 8.7431769115000026 15.635365317800002 13.665319288000001 78.27445846800002 24.103872582350004 98.050756475600011 9.7049773055000017 19.846565044850003 17.874958200600002 11.850956171350001 13.051052998800001
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 6 -6 7 8 17 10 -7 14 13 -13 16 -16 -11 -2 19 -19 21 22 -4 -24 25 -25 -26 28 -28 -23
right_child=4 2 3 -5 5 9 -8 -9 -10 11 -12 12 -14 -15 15 -17 -18 18 -20 -21 -22 29 23 24 26 -27 27 -29 -30 -31
leaf_value=-0.011392193739355296 0.020773747399259513 -0.018967798610613262 -0.0084661996455507905 -0.01499138978761381 0.014180101559998437 0.0004350784550877478 -0.024216732965489183 -0.013975539958367058 -0.019192351828810135 0.018898759641778149 0.013095028755616798 -0.02697907331991688 0.010841358592963557 0.0060687126128131288 0.0012100117884872262 -0.022044851037626313 -0.0011421224812274396 -0.013568712990161248 0.0074291948403345954 0.01454525756698842 -0.013812291693595732 0.0070296251215476958 0.012994670131623002 0.0052395697198176503 0.015378044614268218 -0.011595908546629067 0.0079632458310330799 0.021083659456916443 -0.022833310600946444 -0.012591457687536115
leaf_weight=22.15972514078021 4.9134608209133139 5.6766143906861535 37.984744399785995 9.3427602946758253 35.393678724765778 24.590542860329151 4.6146630384027949 8.705529969185589 3.2912385091185561 11.902991116046907 24.851308014243841 9.862722400575878 7.2885035984218112 3.1786604672670355 157.14279412850738 5.5360248610377303 9.5919707715511304 9.1946343220770306 18.036497801542289 2.8377493619918814 7.9204607866704455 47.159652832895517 12.806891662999986 15.208257429301737 14.075653091073038 27.823875714093447 5.6250739470124262 4.0895429849624625 7.4872202593833208 6.0988408289849749
leaf_count=508 15 204 398 224 160 120 58 79 68 31 93 83 29 13 736 49 60 70 67 10 266 253 84 213 49 507 19 14 85 68
internal_value=0.000410824 -0.00257975 -0.00160965 -0.00110595 0.00237095 0.00329141 -0.00279102 -0.000686411 0.00233627 0.0017738 0.00679844 0.000559016 -0.00825285 -0.0189241 0.00153171 0.00041864 0.00995566 0.00436175 0.00167991 -0.00693824 -0.000409531 0.000185649 -0.00177144 0.00114763 -0.000894151 -0.00564598 0.0056435 -0.00232194 -0.00962182 0.00478274
internal_weight=564.392 223.459 201.3 195.623 340.933 289.339 51.5938 46.9791 38.2736 253.946 49.4419 204.504 20.3299 13.0414 184.174 162.679 21.495 34.9823 30.0689 12.0324 186.28 178.36 125.101 87.1165 74.3096 43.0321 31.2775 17.2018 13.1123 53.2585
internal_count=4633 2892 2384 2180 1741 1374 367 309 230 1214 213 1001 125 96 876 785 91 162 147 80 1956 1690 1369 971 887 720 167 118 104 321
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=5 3 9 16 15 10 16 16 20 7 7 5 9 21 19 22 10 20 20 20 18 15 21 13 0 22 4 7 20 5
split_gain=17.155 8.86916 9.39014 8.0984 7.4347 7.67475 10.8031 9.4105 14.0383 9.1537 9.62916 10.506 11.123 8.29942 7.8777 8.04107 7.41987 7.01017 6.76975 7.39539 7.60601 9.47894 9.43825 7.75709 14.532 7.44246 11.0398 7.08192 10.0861 6.44588
threshold=11.783123780850001 103.28787291370001 71.932467616300016 13.534968349350001 46.055224235250002 64.369753017350021 21.074950717600004 22.494947397000004 42.081757894750005 22.435297587800004 22.673598830200003 21.363989181350004 194.57718764590001 7.2436429957500001 11.850956171350001 -0.237895 62.154463517850012 42.388109226950007 47.079243513300007 43.940903692500008 13.913874241250001 38.469938489650012 13.367933388000003 112.67059178900001 91.886121982450007 -0.059424999999999999 168.18037996940004 24.040556609400003 38.238138001450004 19.688300142250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 3 -3 -2 5 7 14 -5 16 -10 -11 13 -13 -12 -7 -16 -9 -1 19 20 -17 22 23 24 -22 26 -26 -28 -29 -27
right_child=1 2 -4 4 -6 6 -8 8 9 10 11 12 -14 -15 15 18 -18 -19 -20 -21 21 -23 -24 -25 25 29 27 28 -30 -31
leaf_value=-0.0076997977511225413 -0.0028525785781519639 0.0011445839471231445 -0.0092359974224211962 0.0068800309353564473 -0.002730066423503054 0.0068200624117408853 -0.011098272427820246 0.0027017843063452253 -0.010603925488004824 0.0067482096241556367 -0.020657875114232158 -0.0098953104761405463 0.0029891258374102401 -0.0032220190153614487 -0.0042638710167017665 0.0053333993783773789 0.0082606805019254659 -0.0017622424567417677 0.0097123125615856589 -0.010384310637410087 -0.01414589000110909 -0.012928376023931059 -0.0088175205398029199 0.0083830172157737821 -0.011531806758900901 0.0041830410857236003 0.0088931415807436479 -0.011923106681189804 0.0008353524505104636 -0.0075481077619798343
leaf_weight=24.258285982534289 37.454775419086218 13.518693607300522 13.694541640579699 38.457597864791751 31.446293383836746 16.234197493642569 6.0210343897342673 89.53546566516161 7.4529251754283896 12.149504549801348 3.7863543108105642 6.6914604380726841 23.961891420185566 4.8756285533308983 25.032401895150542 27.007030261680484 23.709102362394333 43.111094774678349 6.8308272287249556 4.5398705266416064 5.0366769805550566 4.1610995456576338 7.79670058004558 10.736313246190546 7.0202948153018871 53.765626296401031 6.5252678766846648 5.6858455166220656 32.41170953027904 3.9234040156006804
leaf_count=604 408 122 350 177 243 56 37 344 48 39 31 42 92 21 238 113 79 612 18 97 45 50 71 31 93 224 23 69 210 46
internal_value=0.000299222 0.000833565 -0.00407925 0.00109975 0.00141825 0.00171927 0.000575836 0.00292845 0.00204574 -0.00145218 -0.000126863 -0.00225145 0.000176523 -0.0108436 0.000900192 0.000420804 0.00386561 -0.00390023 0.00108923 0.000739884 0.00104769 0.000203234 0.000614379 0.00120219 0.000528089 0.00120409 -0.00123239 0.000387972 -0.00106878 0.00338521
internal_weight=596.832 529.463 27.2132 502.249 464.795 433.348 222.728 210.62 172.162 58.9178 51.4648 39.3153 30.6534 8.66198 216.707 200.473 113.245 67.3694 175.441 168.61 164.07 137.063 132.902 125.105 114.369 109.332 51.6431 44.6228 38.0976 57.689
internal_count=4633 3417 472 2945 2537 2294 1421 873 696 273 225 186 134 52 1384 1328 423 1216 1090 1072 975 862 812 741 710 665 395 302 279 270
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=16 5 16 16 17 20 7 21 2 22 9 13 5 6 20 10 16 21 13 2 8 10 23 21 21 17 10 7 18 9
split_gain=33.0845 14.4813 10.5196 13.5333 15.1237 14.8703 12.4742 9.50594 8.66311 9.12155 7.78999 7.31267 11.3788 8.74763 11.4388 9.22323 8.8715 8.34819 7.98838 7.26688 7.1832 6.71566 6.70463 6.67349 6.56694 6.72308 6.4024 13.3713 11.918 8.09516
threshold=18.594956516900002 23.714185006400005 11.949972055800002 16.094962363000004 236.15709471040003 40.767054867700004 26.709562027450005 16.464809133250004 83.274686722450014 0.70681500000000008 226.58992707320002 112.67059178900001 20.769304081650002 16.455384477450004 39.427119987250002 62.009286778800011 22.674946976100003 5.1185473364500007 111.98772342380001 184.20633225945002 8.0437227585500022 61.923256118600001 0.092185000000000031 9.1670574189500034 3.1113400544000003 168.09695031380002 71.053259929650025 22.375171215700004 14.863842190850002 191.61296531520003
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 26 8 24 20 -4 -10 22 12 18 21 -15 16 -16 -18 -2 23 -1 -13 -3 -17 -7 -26 27 -5 -29 -28
right_child=1 10 3 4 -6 6 -8 -9 9 -11 -12 13 -14 14 15 19 17 -19 -20 -21 -22 -23 -24 -25 25 -27 29 28 -30 -31
leaf_value=-0.0057667813899325241 0.0018489573979688333 -0.0028476591494046234 0.0019579210607201876 -0.0051095878321992571 0.0051935032163517875 0.0072000151131986255 -0.0036171817190725005 0.0020287496201075029 -0.0048597511363333038 0.0063340520559532045 0.0070939064264888066 -0.0035204061731199669 -0.0091208703903346844 0.0054796612502829283 0.0043666165742591813 0.00087737681771514811 0.0031106448626630409 -0.0085834995229305006 -0.0066317183895909767 -0.0088949619722391276 0.0022181312257474046 0.0041765217132933817 0.0011838603527143197 -0.0073211456780376393 -0.0046316085375292509 0.0034006232711407697 -0.0012331205975506649 0.0073220721705499776 -0.0078046996242171962 -0.0077809071398409497
leaf_weight=47.183602128177881 61.77216687425971 49.07090312615037 16.832030143588781 19.591704972088337 9.1420537345111352 17.948649734258652 11.812248565256594 10.336224008351563 33.346219282597303 3.543160416185855 5.1147580295801154 5.1770439073443404 5.0771814063191405 21.058769956231117 24.643204025924206 18.228371828794486 5.2646746635436994 5.4830686375498772 5.3065506294369689 6.7135770842432967 5.5386426802724591 136.16930475085974 28.801984809339046 5.7449288740754119 5.2230071853846303 37.520304504781961 12.167006265372036 9.4879558570682985 3.0212762989103785 26.187026221305132
leaf_count=899 272 402 85 386 38 53 129 61 381 13 13 26 51 63 72 65 19 35 41 52 39 468 130 32 61 188 145 31 60 323
internal_value=0.000366721 0.00161714 -0.00141732 -0.00069112 -0.00283298 0.000659526 0.00261923 -0.00378764 -0.00198535 -0.00378461 -0.00083574 0.00229423 0.000453383 0.00287558 0.00122258 -0.000134134 0.00217344 -0.00285524 0.00117806 -0.00279544 -0.00492794 0.00389461 -0.00135657 -0.00108731 0.003833 0.00241913 -0.00387448 -0.00168887 0.0036686 -0.00570376
internal_weight=652.508 383.626 268.881 205.823 79.597 126.226 72.5042 63.0585 53.7214 36.8894 82.9876 300.639 72.1559 228.483 87.1366 66.0778 35.3909 10.7477 67.0787 30.6869 52.7222 141.346 77.8729 23.9733 60.692 42.7433 70.455 32.1009 12.5092 38.354
internal_count=4633 1741 2892 1893 983 910 431 999 479 394 545 1196 364 832 338 275 126 54 313 149 938 494 532 97 302 249 945 477 91 468
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 6 20 10 13 20 15 21 17 22 9 23 17 15 16 13 10 20 19 16 19 23 7 0 13
split_gain=54.0915 20.4484 14.587 12.7566 11.1383 13.9548 11.3411 14.1368 11.2386 10.4164 9.32116 12.3798 12.3487 10.3058 8.804 8.72028 8.33339 7.68194 7.89198 7.61707 10.3563 9.5655 7.75712 7.74 8.15097 9.97157 8.95094 8.27446 9.79161 7.52912
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 16.455384477450004 39.354247760400007 62.025417527550012 111.98772342380001 37.232443001650005 30.054399297400007 3.3069203559500004 168.09695031380002 -0.057599999999999998 226.58992707320002 0.092185000000000031 195.14561408000003 37.050691080100002 16.224962059000003 103.191088421 70.128430332750014 41.444941515100005 10.550851274900003 13.534968349350001 11.950964240300001 0.079205000000000012 24.068567769550004 98.51854819030001 117.39690118230001
decision_type=2 2 2 2 2 2 2 2 2 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 3 10 5 9 -6 -8 -9 -2 -1 12 -12 -14 17 16 29 -10 -19 20 23 -21 -23 -15 -25 26 -26 -27 -29 -3
right_child=1 15 -4 -5 6 -7 7 8 14 -11 11 -13 13 19 -16 -17 -18 18 -20 21 -22 22 -24 24 25 27 -28 28 -30 -31
leaf_value=-0.0038133531184045455 0.0015609758453267405 0.00060227707696273948 -0.004915035135521004 -0.0051677405646772551 0.0034586447828279694 -0.007500103776893325 0.0047338465327771469 0.0017501955301456077 0.0018151308317783416 -0.0057897636108755453 0.0017400850452260553 -0.0051785880956214522 -0.0049078739988650966 0.0027638695335647063 -0.007552624607483174 0.005683455963372528 0.0010469817245000292 -0.0091144672798278564 0.00050323756163636222 0.0043413416661969816 0.003588477852111983 0.0002456628511251131 -0.0057176465370878619 -0.0039156790507094766 -0.0043624568550815644 0.0023150004104364242 0.0041967668046914118 0.0034862536867868487 -0.0069012616682002214 -0.0036221233434584757
leaf_weight=24.181945558637381 65.801700461655855 16.439142547547817 29.27308775857091 18.963810537010431 159.16458814591169 5.7103194445371619 22.826823711395264 41.4303058385849 12.529162190854555 5.7014918699860564 67.955525431782007 13.912402480840681 15.944894488900898 15.107864722609518 7.0613804012536994 5.4495061188936225 30.774689294397831 4.7820079103112203 4.5142229944467545 4.5313016995787612 20.096143439412117 8.6676688902080077 18.845446553081274 22.559499330818653 4.1390354894101646 6.6051817350089577 16.916425477713346 3.1317427791655055 11.686547160148619 38.08878830075264
leaf_count=299 272 91 554 371 494 51 60 141 40 41 323 212 207 77 44 13 130 37 16 17 60 52 229 210 57 34 55 13 122 311
internal_value=0.00026716 0.00147801 -0.00141501 -0.00104005 0.00208191 0.000348081 0.00261252 0.00116665 8.63974e-06 0.000974846 -0.000732213 -0.000408406 -0.000101428 -0.000945653 -0.00248915 -0.000714791 -0.00112354 -0.00085092 -0.00444414 -0.000468076 0.000239719 -0.00268223 -0.00383898 -0.00059996 -0.00138135 -3.5428e-05 0.00251421 -0.00254127 -0.00470593 -0.00234855
internal_weight=722.793 420.274 302.519 273.245 329.522 77.2135 252.308 93.1439 70.3171 71.5032 254.282 230.1 216.187 148.232 28.8868 90.7521 85.3026 21.8254 9.29623 132.287 100.242 32.0444 27.5131 80.1463 65.0384 42.4789 21.0555 21.4235 14.8183 54.5279
internal_count=4633 1741 2892 2338 1196 364 832 338 278 313 1967 1668 1456 1133 137 545 532 93 53 926 628 298 281 568 491 281 112 169 135 402
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 2 21 10 20 22 22 5 21 15 12 22 13 18 21 2 9 23 7 17 17 20 20 2 17 20
split_gain=41.6914 14.8875 13.0002 12.1247 8.57291 15.8613 11.1377 10.5097 10.6179 14.7459 8.52586 8.46406 14.9133 9.67332 11.5129 13.5375 11.1112 10.7986 8.42387 7.69841 7.69624 7.83801 7.43457 7.43374 7.16314 9.96092 6.51277 10.8013 10.3053 9.11947
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 115.13321943645001 216.39684782960003 11.007427546000001 62.111448187750007 41.935569238650011 -0.066979999999999998 -0.036264999999999999 10.36813655115 18.870920756500002 28.444110612900001 206.14208420540004 -0.24150999999999997 108.49810477050001 14.032563378150002 6.9984086918000008 325.13486840910008 226.58992707320002 0.092185000000000031 22.835261448650005 190.68993848360003 166.68115439205005 38.238138001450004 44.952171034750002 305.67240907785003 192.00947391610003 40.574766824850009
decision_type=2 2 2 2 2 2 2 2 2 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 3 11 5 6 -2 8 10 -10 -6 12 -1 14 16 -16 18 -15 24 -17 21 26 -8 -9 -13 -26 28 -28 -3 -30
right_child=1 20 -4 -5 7 -7 22 23 9 -11 -12 13 -14 17 15 19 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0044842712476098352 0.0019533953348419759 -0.006464496467784883 -0.0052173974439618789 -0.0055872286982529178 0.0012784413076164598 -0.0065766105265980934 0.0028095104301630652 -0.0011992724351009348 0.00076269127026639446 -0.0084517371126886787 0.0052628657699540617 -0.0045091775212529987 0.0032437227881205628 0.004322843098923679 -0.0040607512918700121 0.0036380706221741488 0.0067949800293868254 -0.0061193598283577205 -0.0043470311993306331 -0.0023920505297533659 0.0060762284140686747 0.001288805848035642 -0.0087556609387249244 0.0046413659514634364 -0.0045770662688405612 0.001435295211600786 0.0045282261319354571 -0.0070800150649877013 0.0039346348094815142 -0.0037698042142697182
leaf_weight=37.600053422152996 92.383418083190918 19.398021187633276 26.075075414031744 17.448895379900932 44.130452543497086 8.8130738362669927 2.6770874708890897 7.7113098204135886 33.139394022524357 6.7822871804237357 28.752128772437572 11.83319069072604 10.315995663404463 4.0501769855618504 10.464782789349554 57.318380657583475 5.621548678725957 15.48389361053705 24.181828584522009 7.796775020658969 5.2410694956779471 29.950639948248863 5.5117245465517044 84.184396095573902 10.925799708813427 48.969950780272484 9.0553511306643468 3.6442059576511374 8.2920461297035235 12.47053326666355
leaf_count=530 361 202 554 371 159 65 9 33 134 45 78 175 45 17 90 238 15 239 218 57 13 130 54 258 118 225 31 41 30 98
internal_value=0.000269855 0.00145424 -0.00138341 -0.00100186 0.00203428 0.000747483 0.00138929 0.0027219 0.00155747 -0.000802746 0.00285029 -0.000674704 -0.00282049 -0.00015185 0.000267528 0.00195003 -0.000984914 -0.00395428 -0.00144091 0.00291603 -0.000614792 -0.00103826 -0.00497477 0.00415126 -0.000461177 0.000338559 -0.00235679 0.00119718 -0.00348062 -0.000692847
internal_weight=690.223 402.137 288.086 262.011 314.085 109.385 100.572 204.7 112.804 39.9217 72.8826 244.562 47.916 196.646 177.112 75.5799 101.532 19.5341 95.9108 65.1152 88.0519 82.8108 8.18881 91.8957 71.7289 59.8958 52.8602 12.6996 40.1606 20.7626
internal_count=4633 1741 2892 2338 1196 489 424 707 416 179 237 1967 575 1392 1136 385 751 256 736 295 545 532 63 291 518 343 402 72 330 128
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=16 10 6 15 23 23 5 2 18 20 17 12 6 5 22 7 13 19 23 20 5 22 9 22 16 16 16 13 6 21
split_gain=13.241 6.75831 6.98364 6.5778 5.75558 12.8566 7.14592 6.9368 7.53232 6.36428 7.05635 6.11668 5.95462 13.4531 5.97421 5.59636 7.41042 8.37769 8.80525 8.6953 7.11352 6.36499 5.27241 7.33827 6.88112 6.32237 5.59156 4.92871 6.43406 5.01743
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 -0.17949499999999999 -0.22831499999999999 18.428229854150004 233.38240125640002 13.629518043050002 38.238138001450004 179.88087463185005 94.177001085000015 5.0851188130000002 2.7155367820000005 0.059500000000000011 24.068567769550004 95.811270852950017 11.950964240300001 0.09117500000000002 42.409092016550012 17.089764221050004 -0.59496499999999986 199.17419511990002 -0.082275000000000001 22.674946976100003 22.604947139800004 22.584947186600004 118.84598011460001 19.835463452400003 9.5763142249000008
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 5 7 9 8 -1 11 -11 -6 13 -12 15 -14 -17 -18 19 -19 -21 -20 26 24 -24 -25 -5 29 -29 -2
right_child=3 -3 -4 22 6 -7 -8 -9 -10 10 12 -13 14 -15 -16 16 17 18 21 20 -22 -23 23 25 -26 -27 -28 28 -30 -31
leaf_value=0.0067417946757439926 0.0044376123185246152 -0.011640895779377453 -0.01310522453469728 0.0034734933405761656 0.005499748609518568 0.017376429376208508 -0.010247245532067073 0.0062791902464143391 -0.017680935437013452 -0.0099938569176897009 0.0096264765444102878 -0.015105945134080402 0.0092253448811744666 -0.017140037953327417 0.010445478587529601 -0.018097802035402181 0.012325509562314782 0.0091378029470348763 0.0052738629705816652 -0.01782517606308659 0.012633026292107073 -0.015007263462103255 -0.003292596042063829 0.0047779459297647466 0.021346683919328233 -0.023386910851461013 -0.017700483901582954 -0.014361587634162315 0.0053460383882509219 -9.671208106218346e-05
leaf_weight=4.2726361230015781 229.32009340077639 16.301883883774281 11.278092332184313 3.9873916059732464 4.3876973781734732 11.648111518472431 21.470666404813528 12.458381224423645 8.4163173623383027 13.69464050605893 6.9504726529121426 12.283611427992581 14.995278213173149 10.702966991811989 18.765929877758026 5.1961413100361815 11.005726024508474 18.202246431261305 4.5892673134803799 6.0915690846741182 2.3982723299413919 14.273125337436793 4.9734919369220751 3.3080544583499423 5.2063829898834229 3.894092857837677 9.3897933624684793 8.2140711918473226 6.7913992553949347 71.948026057332754
leaf_count=28 1006 554 371 25 40 39 369 63 143 186 56 226 71 236 82 81 33 76 20 73 13 132 37 18 10 33 120 110 29 353
internal_value=0.000448267 -0.00234443 -0.00163319 0.00229419 -0.000992061 0.00436543 -0.00218674 -0.00166119 -0.00945729 -0.000981028 0.000162459 -0.00968276 0.00139146 -0.00660159 0.00286872 0.00101619 -0.000977102 0.000595763 -0.00223808 0.00329846 -0.00922112 -0.0100728 -0.00431921 0.00112175 0.00930889 -0.0104504 -0.0113891 0.00293738 -0.00544202 0.00335474
internal_weight=576.416 229.383 213.081 347.033 201.803 36.7954 165.008 25.1473 12.689 143.537 126.866 16.6713 113.171 17.6534 95.5176 76.7516 61.7563 56.5602 45.5545 26.6921 8.48984 18.8624 30.7592 17.382 10.1799 7.20215 13.3772 316.274 15.0055 301.268
internal_count=4633 2892 2338 1741 1967 273 1694 234 171 1325 1059 266 873 292 581 499 428 347 314 162 86 152 243 98 47 51 145 1498 139 1359
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=16 12 8 8 6 21 3 10 9 21 3 2 22 18 16 15 12 16 0 6 2 9 7 12 9 23 15 19 6 20
split_gain=11.6143 8.56304 8.41155 7.95921 7.89939 7.19694 6.44269 7.07304 7.69039 12.478 6.45089 6.96724 6.59437 6.22132 9.48389 9.45888 6.94104 8.34697 10.797 9.02542 6.74485 10.0817 7.94649 10.8442 9.34291 7.28748 6.17735 6.19829 5.98488 5.97907
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 1.3489472949000001 5.1351199812500008 20.581461612800002 93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 108.48197402175002 319.32263744460005 0.11061500000000003 13.988302431200003 22.644947046300004 28.579157549250002 103.28033049195001 18.684956306450005 88.350799540950007 15.975373262050001 106.99702195580001 182.80199813410005 23.109894804950002 247.65401887280004 188.55070358395002 0.08674500000000003 28.298162031900002 11.850956171350001 16.585387514950003 37.572218886150004
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 10 9 -9 11 28 -12 20 15 26 -17 -18 -19 -20 21 -6 23 24 -22 -23 27 -15 -8 -30
right_child=4 2 -4 -5 6 -7 7 8 -10 -11 12 -13 -14 14 -16 16 17 18 19 -21 22 25 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01094759144147397 -0.017919329213858755 -0.0077450852548801219 -0.015630484511541261 0.01062289386548522 -0.014757180299505341 0.0094686784163919985 0.012575694563306773 -0.015642276267232386 -0.018173035973471575 0.011154397856758777 -0.017789231837766924 -0.020171878880190314 0.030229830949937864 0.012113310471123231 0.017468767314534114 -0.023431958167242785 -0.013589289701435695 -0.014516501870995051 -0.0017075229078203765 0.012632507160645503 0.0083571165319711732 0.014917536935907933 0.0056895051626231216 -0.024566127724572562 -0.007056490421243196 0.0040235039097889598 0.018743018767374733 0.00056499213722967191 0.010228085758899353 -0.0048953432237148148
leaf_weight=37.272789238020778 9.7955974135547859 9.3110190220177191 6.88525666296482 17.619734700769186 4.45164481550455 3.3163883686065665 16.363443488255143 8.6795539706945473 12.573385355994104 9.2903513684868795 6.8628185987472525 3.0837457366287699 0.82754424959421147 13.839994024485348 8.2615853920578939 4.5317713506519786 15.596687732264398 11.749378882348536 39.064477745443583 15.965649351477621 18.544305138289928 36.956204231828451 70.822736877948046 5.2726598493754855 22.44664803519845 27.771992966532707 6.0951199531555167 90.345233477652073 10.450746282935144 19.065442023798823
leaf_count=784 257 225 145 109 27 18 64 219 151 42 187 45 2 48 30 47 267 80 215 55 82 152 267 61 114 107 16 587 81 149
internal_value=0.000436104 -0.00563534 0.000219956 0.00427236 0.00131332 -0.0109921 0.00165022 -0.00230017 -0.00853334 -0.00178853 0.00106027 0.00320926 -0.012622 0.00252959 0.000601313 -0.000105381 -0.00406998 -0.00300481 -0.000532756 0.00245289 0.00465647 0.00863463 0.00230599 -0.00287367 -8.33754e-05 0.0102434 0.00301897 0.00209907 0.00478079 0.000459383
internal_weight=563.114 71.0888 33.816 26.9308 492.025 13.112 478.913 87.197 30.5433 17.9699 56.6537 48.9634 7.69036 391.716 205.45 197.188 86.908 82.3762 66.7795 55.0301 186.266 69.1798 117.086 46.2636 40.991 64.7282 110.28 104.185 45.8796 29.5162
internal_count=4633 1263 479 334 3370 275 3095 940 412 261 528 339 189 2155 1345 1315 664 617 350 270 810 286 524 257 196 259 651 635 294 230
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=6 8 9 9 6 16 23 19 7 23 6 23 16 23 9 9 0 10 21 20 17 2 15 3 6 6 10 19 2 7
split_gain=10.4124 7.91192 12.2449 6.09914 5.62635 6.485 11.3886 8.67822 6.32227 6.23813 7.80987 6.54178 5.49566 5.43635 5.30891 6.42804 8.2005 9.84945 6.40974 5.44664 5.24812 5.24063 5.05574 8.62295 5.79587 7.63438 4.51805 12.4427 8.92743 9.52038
threshold=13.115306437050002 5.1459841250500009 66.544071737050004 177.59430306730005 12.410289964450003 11.864972254500001 0.075320000000000012 11.950964240300001 27.528149546950004 0.085715000000000027 11.215262042800001 -0.15849499999999997 21.074950717600004 0.096715000000000009 180.48474949425002 186.70853236170004 85.732241321850012 61.993156030000002 0.54612131245000006 41.835830569250014 184.89106522365003 285.01633004880006 40.42701969085001 94.227769014100019 16.575387281250006 21.760508430800005 64.369753017350021 14.451165964200003 121.84632764400003 24.581118242250003
decision_type=2 2 2 2 2 2 2 2 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 -3 5 6 21 8 -7 11 13 -9 -4 -11 -5 19 17 18 -17 20 -16 -1 -20 -24 -25 -26 28 -28 -18 -30
right_child=1 3 12 14 -6 7 -8 9 -10 10 -12 -13 -14 -15 15 16 26 -19 22 -21 -22 -23 23 24 25 -27 27 -29 29 -31
leaf_value=-0.0088357657717544023 0.0062176184800430273 0.018856426098853327 -0.014260507361817229 -0.013631171175310597 -0.014955671853179165 0.0073150811498746077 -0.017112649638451008 0.001620948942565504 -0.017771724158629147 0.008646029227673855 -0.015781782982866616 -0.014954131737235778 0.026740506989040527 -0.0097616564835572989 6.4270661325071819e-05 0.013390974305435508 0.010723839818924694 -0.020117740044446192 -0.017396106600032671 -0.00059981199402991546 0.017125410544301119 0.0082768118532097375 -0.023032233275361039 0.019176788522429856 -0.018778335990447068 0.013862368462676578 0.0015105940068295646 -0.021771393762989664 -0.00019846300462012212 0.012161735526191894
leaf_weight=8.0391965247690695 13.910031814128159 5.5026412755250922 21.30214578751475 5.2728125564754 9.6435837410390359 35.413060922175646 17.86954253539443 8.737466888502242 2.6970448493957511 18.948346583172686 5.7176767922937861 18.556319313123822 0.84803538769483466 5.0744707453995934 5.9688678272068527 6.1471153795719173 41.134713336825371 8.6844860929995757 5.8673599138855961 10.72326850146055 18.252755604684353 10.040749469771979 3.240893028676509 4.9218993298709375 3.7186819575726986 3.4425873160362244 139.75806249305606 5.9713484421372405 85.813504919409752 18.986131906509399
leaf_count=165 90 19 567 31 120 254 641 82 68 115 55 284 3 58 33 19 168 121 49 52 59 81 36 14 35 10 890 38 401 75
internal_value=0.000394363 0.00166823 -0.00539695 0.00235052 -0.00331186 -0.00245532 -0.00817042 -0.000295917 0.00553969 -0.00419525 0.000808917 -0.00964801 -0.0126908 0.00475767 0.00210364 0.00233243 0.00164571 -0.00546408 -0.000809128 0.00877203 0.0129211 0.000667753 -0.00492823 -0.000154465 0.00598171 -0.0030872 0.00252383 0.000556601 0.00448829 0.00204078
internal_weight=550.205 409.467 36.0602 373.407 140.737 131.094 35.9495 95.1444 38.1101 57.0343 29.7405 27.2938 22.1502 24.0228 367.904 362.632 327.687 36.023 27.3385 34.9449 24.2216 18.0799 21.1914 15.3241 12.0832 7.16127 291.664 145.729 145.934 104.8
internal_count=4633 2710 660 2050 1923 1803 887 916 322 594 228 366 570 173 2031 2000 1856 284 163 144 92 246 144 95 59 45 1572 928 644 476
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=5 21 22 15 22 23 17 17 3 8 15 22 9 16 22 16 6 8 22 22 22 19 4 2 0 16 5 23 23 8
split_gain=9.08489 7.15346 8.02625 5.86974 4.94962 17.3681 8.24356 7.54902 5.57515 7.46841 4.73502 5.14583 6.37628 5.14449 10.8069 5.03778 4.71422 8.15904 9.6497 5.14942 11.7576 7.89565 6.27325 7.45398 5.68674 11.1407 8.71277 7.2312 12.9031 5.35994
threshold=7.754880527600001 17.629804977050004 -0.156745 11.870705757150002 -0.237895 0.091705000000000023 196.01244718945003 203.65799419860002 67.821733256800016 1.6487133604500002 46.723315192750007 -0.082404999999999992 199.17419511990002 12.644970430600003 -0.22147500000000001 22.594947163200004 16.950396043250006 9.4426310644000022 0.022350000000000005 -0.079369999999999996 -0.083330000000000001 14.351157895250003 161.08698257945002 45.979371440700014 93.501885318850015 22.644947046300004 20.743195000100005 0.077525000000000024 0.10087500000000002 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 -3 -2 5 -5 -7 -8 -6 -10 13 12 -12 14 -11 -13 19 -18 -19 20 22 24 23 -15 25 27 -26 -21 -29 -23
right_child=3 2 -4 4 8 6 7 -9 9 10 11 15 -14 16 -16 -17 17 18 -20 21 -22 29 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.013098506735074287 -0.013560116083737533 0.013624339714824853 -0.019205445546772056 -0.012036394264451989 0.018709002536665745 0.0094132797363937603 -0.029471357783548823 0.0030702671536175204 -0.01954429293478805 0.011287768546764771 -0.015353947044217907 0.0064492160219204678 0.011705450420730124 0.018140124946357319 -0.014379770153396495 -0.02222337935749839 -0.01421346272234672 0.015172263185655606 -0.016769442725788324 0.0044832509222667702 -0.010960014388037365 0.011972912781586558 0.0033349961224119805 -0.01289396324483745 0.0057717447497636909 0.010555979476205412 -0.019089943838188957 -0.023534653738137828 6.1707205502575051e-05 0.0029630468470891293
leaf_weight=21.363762709312144 7.0345169808715573 6.3037657290697098 2.6869650818407518 29.210728142410517 4.799591312184929 24.461400780826807 2.946887742727994 4.6478358656167984 4.2358860354870549 6.1371375713497427 3.4872974492609519 2.0419747345149499 5.9821491613984108 2.3451154455542556 12.814814107492564 6.4372895918786526 11.260200345888736 7.5345506239682418 3.5061080418527126 9.5936979111284 19.082585601136088 46.72396956756711 136.79490609839559 11.859363557770846 79.778830152004957 12.349485255777834 3.7328891996294251 11.898404749110343 11.557170875370501 25.997920531779528
leaf_count=715 171 22 51 436 32 104 28 42 78 32 47 12 25 6 279 66 258 33 34 49 148 200 847 126 410 46 64 115 48 109
internal_value=0.000363219 -0.00808951 0.00381285 0.000868044 0.00107054 -0.00316498 0.00491898 -0.00955646 0.00166037 0.00147233 0.00167892 -0.00631852 0.00174033 0.00202651 -0.00606795 -0.0153185 0.00241585 -0.00468707 0.00502875 0.00284199 0.00080368 0.00456136 0.00229032 -0.00777033 0.00219736 -0.00233354 0.00466045 -0.00714995 -0.0119081 0.0087519
internal_weight=538.607 30.3545 8.99073 508.253 501.218 61.2669 32.0561 7.59472 439.951 435.152 430.916 17.9487 9.46945 412.967 18.952 8.47926 394.015 22.3009 11.0407 371.714 170.082 201.632 150.999 14.2045 128.91 45.3988 83.5117 33.0493 23.4556 72.7219
internal_count=4633 788 73 3845 3674 610 174 70 3064 3032 2954 150 72 2804 311 78 2493 325 67 2168 1127 1041 979 132 732 258 474 212 163 309
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=5 21 17 23 21 23 20 20 15 15 16 15 6 22 22 0 16 20 2 22 5 20 15 23 22 22 10 21 16 2
split_gain=7.83247 6.59826 5.30311 4.85347 5.27035 4.11715 4.0151 4.47426 10.2513 4.34778 3.95531 9.23839 5.74139 5.74016 6.73093 7.82432 8.64415 6.39997 6.24141 6.15414 6.2186 5.45028 8.84123 7.59686 5.58025 5.27005 5.38112 6.43229 5.24106 5.4996
threshold=7.754880527600001 8.8671606832000016 158.19986339130003 0.074735000000000024 20.581461612800002 -0.222165 31.914316944300001 35.119813570500007 23.241064975550003 51.19990836680001 20.504952050500005 31.445204138150004 16.455384477450004 -0.078549999999999995 -0.11534 90.321439350550008 22.564947233300003 42.876019054300009 131.42729508740004 -0.082404999999999992 21.556055031700001 38.474425342400004 40.42701969085001 0.083395000000000011 -0.094409999999999994 -0.093604999999999994 61.998532946250002 8.7680435256500022 19.934953383400003 325.13486840910008
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -4 8 -8 10 11 28 13 14 18 16 -16 -15 -12 20 -18 -14 23 -23 -24 -25 27 -27 29 -9
right_child=2 3 6 4 -6 -7 7 9 -10 -11 12 -13 21 17 15 -17 19 -19 -20 -21 -22 22 24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.017173880246390338 -0.014569516050257067 -0.010103263729580678 -0.012750506919255252 -0.017909645852619178 0.0078469987646448379 0.015464458925051459 -0.018560681393523733 0.0016122805384527312 0.01261753200326271 -0.015136740611022695 0.015117797281638453 -0.0092978830935623365 0.0095609603251368795 0.00993466100428907 -0.027275803245820719 0.012035199682875914 -0.012753472212419632 -0.0081070909999657898 -0.00031413417968846353 -0.020363010352257384 0.0067714619985692363 0.0032975675262809233 -0.009622484706731993 -0.0021368811389568957 0.0053000332539462009 -0.018657865038160505 -0.024159879503669043 0.007390972373620297 -0.021790792172189974 -0.0095022439028217241
leaf_weight=11.578248570673169 5.7091514104977241 2.304845467209816 5.4199285078793755 6.1468253731727582 3.0627717133611441 5.4589588344097164 3.1650636047124889 188.16727582830936 19.02282639965415 4.3652453795075408 13.500904478132727 27.310763792134821 12.742091394960879 55.462915696203709 4.5264636389911201 6.9520232602953902 6.082393027842051 5.5670463740825644 13.474417421966789 4.352503139525651 13.543665189296005 13.358290901407598 7.6100456789135924 10.832877114415167 42.232291702181101 5.7558706328272873 10.257376089692114 4.2331715263426304 2.6455620825290671 12.198095031082628
leaf_count=482 201 42 110 210 22 32 62 1679 83 61 48 341 49 253 31 27 33 31 65 32 56 69 66 49 194 44 76 15 20 150
internal_value=0.000333764 -0.00783716 0.000801766 -0.00146821 -0.00934394 0.00787415 0.000979852 0.00113255 0.00817001 0.000796872 0.000947812 -0.000538864 0.00243344 0.0047906 0.00137086 -0.0032232 -0.00694454 0.00828892 0.00740941 -0.00310658 0.000720409 -0.00028582 -0.00161663 -0.00681902 0.00302163 -0.0111673 -0.015999 -0.00761885 0.000639474 0.000935637
internal_weight=527.04 28.5516 498.488 16.9734 9.2096 7.7638 492.779 487.359 22.1879 465.171 460.806 230.322 230.484 123.462 62.4324 35.457 28.505 61.03 26.9753 23.9786 19.6261 107.022 94.2799 44.4376 49.8423 31.0793 20.2464 9.98904 203.011 200.365
internal_count=4633 788 3845 306 232 74 3644 3534 145 3389 3328 2190 1138 576 292 179 152 284 113 121 89 562 513 253 260 184 135 59 1849 1829
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=7 17 20 6 6 10 18 0 22 0 2 20 20 16 7 22 13 22 22 0 21 18 12 22 22 8 0 13 12 23
split_gain=6.98437 5.16529 5.07099 4.00183 11.6111 7.5101 7.14229 7.31958 7.28432 6.45164 8.39167 6.16006 9.01116 6.08927 6.19105 5.60871 7.05103 8.78506 7.15215 6.04425 6.89676 5.33552 5.71371 5.14511 7.77388 6.77403 5.01231 4.90021 4.7763 4.86036
threshold=29.911984439950004 158.19986339130003 31.914316944300001 13.665319288000001 13.775321858200002 70.182199495350019 13.807773949150002 94.625660817400004 -0.054875 86.345209775600011 314.93386866815007 48.109449608500007 41.965446242000006 21.979948601300006 18.737592104000004 -0.082275000000000001 117.60122400020002 -0.09715 -0.089569999999999997 85.769879735700016 6.6209860876500004 17.232128601400003 172.53297924300003 -0.15734499999999998 -0.053874999999999999 7.7439566930000003 85.799452775150016 117.45067034490002 94.177001085000015 0.080545000000000019
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 -5 9 -7 -8 -9 10 11 12 13 14 -6 16 17 26 -18 20 -17 23 -23 25 -25 -4 -14 -15 -11 -30
right_child=-2 2 3 4 5 6 7 8 -10 28 -12 -13 15 27 -16 19 18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.014204745592917581 -0.017132192156369509 -0.01296063108540638 0.0042841889040794896 0.015274361162102745 0.013155467087063775 0.020265661214367889 -0.020861401449463416 -0.0080177336881172116 0.0051980708257068735 -0.008278235438246408 -0.020948725569263544 0.012873784972543059 -0.012086405648211111 0.016762701923788877 -0.01975581481179808 -0.021394422603023395 -0.008596245156530638 -0.021727141373835957 0.016846062296494491 -0.026231248669119092 0.0053171912544745506 -0.018503842273993841 0.0058701235871711447 -0.01262436516900152 -0.0013848052303422028 -0.014543534093490804 0.010037646669269496 0.0028101283608873112 0.010077198190793009 0.0033548259364382339
leaf_weight=5.9860488558188072 5.759974278509616 6.8234271677210918 31.626435492187738 15.36771137267351 1.9777736188843835 2.8625755310058585 6.8902527522295705 29.379922289401293 16.519488960504532 7.2214166820049277 4.8445549029856911 9.3131681829690915 4.4337234953418392 7.1062786281108847 5.4217682620510459 4.2810809165239352 4.4553809333592653 7.3659553378820446 7.545593146234749 6.0792741626501074 5.7317356541752815 2.6434782007709137 31.430370583198965 26.591466525569558 37.751871153712273 5.7214424144476643 6.264605775475502 62.599960181862116 35.977961156517267 112.64346512034535
leaf_count=233 282 190 267 55 23 6 109 317 75 38 83 32 67 30 197 83 53 81 23 50 57 74 328 453 348 78 21 295 188 497
internal_value=0.00030382 0.000499646 0.000673302 0.000859344 0.00172894 0.00113234 -0.00423018 -0.0055585 -0.00326128 0.00214998 -0.000365044 0.000387118 -0.000556315 0.00277465 -0.0109592 -0.00612068 -0.00205995 -0.00834503 0.00740056 -0.0137074 -0.00610363 -0.00147394 0.00397917 -0.00330113 -0.00602983 0.00139991 0.000868745 0.00423254 0.00436771 0.00498216
internal_weight=518.618 512.858 506.872 500.049 364.284 348.916 55.6522 52.7897 45.8994 293.264 137.421 132.576 123.263 77.1058 7.39954 46.1573 30.0653 18.0643 12.001 16.0921 10.0128 135.765 34.0738 101.691 64.3433 37.3479 10.6983 69.7062 155.843 148.621
internal_count=4633 4351 4118 3928 2380 2325 507 501 392 1818 1095 1012 980 545 220 435 245 169 76 190 140 1548 402 1146 801 345 88 325 723 685
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=16 20 5 15 16 16 20 7 2 3 0 8 16 8 18 21 23 18 6 9 3 18 7 8 16 13 20 16 20 22
split_gain=19.0017 8.24712 8.02317 7.81266 8.06434 8.30248 14.2413 9.90893 12.1368 6.91145 12.1282 7.08875 6.81277 6.57737 6.35777 6.26807 5.94123 7.35312 7.03701 5.9128 5.91203 6.25929 6.15865 5.89656 5.75839 15.8957 10.6416 5.86871 11.182 7.13137
threshold=18.594956516900002 37.232443001650005 23.714185006400005 30.054399297400007 11.949972055800002 16.224962059000003 41.404176814550006 26.614251743050001 186.79363985910004 85.589753040950015 96.082805124100005 8.8430989333000021 17.809958352600002 9.4426310644000022 14.122113655700002 0.15802222800000001 0.075320000000000012 14.262527874400002 13.185308072600002 226.58992707320002 75.357481396450012 16.012058908900006 25.070284486400002 7.5441126493500006 19.224955043700003 112.67059178900001 38.171717059500004 22.494947397000004 42.123054668150012 -0.11534
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 7 12 8 20 10 14 24 23 -13 -2 -16 17 -3 -18 -4 -6 22 -22 -7 -11 26 -26 -27 -29 -30
right_child=2 3 19 -5 5 6 -8 -9 -10 11 -12 13 -14 -15 15 -17 18 -19 -20 -21 21 -23 -24 -25 25 27 -28 28 29 -31
leaf_value=-0.0041347356544999504 0.0044787583865603204 -0.0068471343763536995 -0.00098694145649907842 -0.0052850053850919329 -0.0068895970915810907 0.0029082469941186309 -0.0043341990568750563 -0.0030793231882318213 0.0042395545906640658 0.0050792630703272047 0.0027712446365399821 -0.0041146835679295602 0.004063010442542387 0.0034620820092425152 -0.00021699860303188019 -0.0079205890868883685 -0.0062897881180373197 0.0011603258144001934 0.0021694159012993911 0.0057598247129440911 0.00040824444017848111 0.0038134905463089548 -0.0058799973722485424 -0.0061867843843802272 0.00099461409914230591 0.0040039646062760316 -0.0077303830372292279 0.0029826577773668455 0.0043439688363223058 -0.001262523869546486
leaf_weight=24.478390475735068 2.4691918045282391 4.7538392711430815 69.861664082854986 11.197783973067997 3.7546305172145358 4.1937977895140666 28.968562096357346 15.578550029546021 39.833221824839711 19.891223058104515 15.947611458599566 11.683574181050064 14.697434607893227 5.5437821373343459 5.1446710973978034 10.622172884643076 17.337114254012707 18.059368280693889 3.9651214852929106 4.5396490544080725 27.823202839121222 13.906020835041998 6.2611466497182837 5.2896763198077679 9.4564483463764208 51.115721680223942 8.9089265018701536 89.382713362574577 8.9357137009501439 44.63005131483078
leaf_count=508 8 70 532 224 55 42 453 177 185 59 52 66 107 18 26 111 528 173 19 13 194 53 56 48 39 190 70 321 31 205
internal_value=0.000263161 -0.000983732 0.0010991 -0.000626011 -0.000370802 0.000226069 -0.00162502 0.00114421 0.00186268 0.00153816 -0.000877513 0.00186906 0.00162055 -0.00167647 -0.00406839 -0.00540693 -0.0025397 -0.000508277 -0.00471522 -0.000575283 3.29641e-05 0.000574566 -0.000746878 -0.00216476 0.00213198 0.001856 -0.00323783 0.00233806 0.00174236 -0.000327262
internal_weight=598.231 240.098 358.133 215.619 204.422 160.306 53.1495 107.157 91.5782 283.732 34.1836 249.548 24.1809 17.2274 18.236 15.7668 44.1154 22.8132 21.3022 74.4013 51.745 47.9904 34.0843 9.48347 232.321 212.43 18.3654 194.064 142.948 53.5658
internal_count=4633 2892 1741 2384 2160 1370 650 720 543 1196 197 999 197 84 145 137 790 243 547 545 358 303 250 90 915 856 109 747 557 236
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=16 12 8 5 6 3 9 21 10 7 19 6 22 20 20 0 20 22 5 15 7 20 23 23 22 8 3 2 21 22
split_gain=14.7621 8.9798 8.51183 8.66575 8.48395 7.98276 7.00916 6.91074 6.88281 8.80649 6.2661 7.23048 10.4005 8.99632 10.125 8.06557 11.3654 7.07014 6.45348 6.40124 7.82324 6.1727 5.30917 6.67783 11.8587 5.26638 6.03344 5.12192 6.94281 5.11118
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 7.754880527600001 5.1351199812500008 103.28787291370001 71.932467616300016 20.581461612800002 84.92839234085001 21.034091097450002 11.850956171350001 14.825346391850003 -0.053874999999999999 39.896141435400004 35.119813570500007 86.345209775600011 41.965446242000006 -0.11692 20.743195000100005 28.579157549250002 26.168093931450006 43.847983878700006 0.08079500000000002 0.090465000000000031 -0.017745 7.6440346712000009 78.322850714350025 189.32640726775003 6.8222521231500011 -0.090369999999999992
decision_type=2 2 2 2 2 2 2 2 2 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 3 -3 7 10 -7 -2 9 -5 -6 12 13 14 -12 16 -13 -18 -14 20 27 -19 29 24 -24 -1 -27 28 -15 -17
right_child=4 2 -4 8 5 6 -8 -9 -10 -11 11 15 18 19 -16 22 17 21 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0057226321291301658 -0.0064926697431114729 -0.0022227808246723748 -0.005781182727203793 0.0071572474289552223 0.004209694352014225 0.00039544784579584086 -0.0058724940969096754 0.0031655022571664498 0.0098229200323524564 -0.0036057970678558741 0.0027037403014732774 0.0014441982435798389 0.0021474459342195728 0.0024528770525566374 -0.0061470229800171328 0.00038856620728159886 0.00333239268226521 -0.0048148886215939376 -0.0044071774881343411 -0.0038822810805050128 -0.0041565081656582568 0.00057707765327759809 0.00081387068951349021 0.002555846492109993 -0.0084000890998252274 -0.0055037556994512616 0.0020233863700891228 0.0048764400211903161 -0.0037384744085022228 0.0049880540610690721
leaf_weight=25.144755281507969 9.9017871953546983 12.521542157977821 7.0623521208763114 5.0065048933029157 18.567891851067543 13.008080078288915 11.48173971660435 3.4028501883149138 5.1710725016891947 5.4033148027956486 5.5412817206233766 79.501342162489891 56.611376909539104 18.332378268241886 21.801535237580538 10.975746650248764 6.4598232097923747 25.995570432394743 5.646907588467001 13.665672451257704 9.423994228243826 10.068838791921733 41.954159419983625 76.965963400900364 5.3881265148520461 6.5515025015920392 8.1917238384485227 12.456361547112463 9.3485803678631765 33.364691078662872
leaf_count=575 257 264 145 11 69 118 341 18 12 47 35 388 276 121 233 50 35 226 66 204 97 50 185 284 42 168 41 50 81 144
internal_value=0.000220783 -0.00219704 -4.31347e-05 0.00139888 0.00058381 0.000709765 -0.0025432 -0.00402245 0.00430942 0.00157059 0.000882173 0.000742861 -0.000286688 -0.00155126 -0.00435333 0.00128417 0.000139209 -0.00230054 0.00155293 -0.000339484 0.000637381 -0.0033095 0.0021126 0.00149304 -0.00023479 -0.0040959 -0.00132148 0.00176296 0.000361896 0.00384953
internal_weight=574.917 75.0528 35.1648 28.1024 499.865 486.56 24.4898 13.3046 15.5809 10.4098 462.07 443.502 152.828 90.5698 27.3428 290.674 122.026 42.5242 62.2583 63.227 49.5613 36.0644 168.649 124.308 47.3423 39.888 14.7432 40.1373 27.681 44.3404
internal_count=4633 1263 479 334 3370 3095 459 275 70 58 2636 2567 1163 821 268 1404 699 311 342 553 349 276 705 511 227 784 209 252 202 194
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=5 3 16 20 9 21 15 9 10 16 16 20 21 15 0 19 22 10 20 22 18 22 7 22 6 10 2 9 21 5
split_gain=16.7121 8.65283 8.12512 7.42653 8.37044 8.42778 7.25543 7.12031 7.07088 10.8526 8.12609 12.6847 7.44088 11.9987 8.01861 6.85909 7.9674 6.76389 6.7048 10.3347 6.55789 6.47112 10.3512 6.278 7.74532 6.72476 6.1682 6.92406 8.50208 5.87991
threshold=11.783123780850001 103.28787291370001 13.534968349350001 44.749265482150008 38.283670303850009 18.870920756500002 46.055224235250002 71.932467616300016 64.369753017350021 21.074950717600004 22.494947397000004 42.081757894750005 5.4349223666500004 38.86986296220001 86.208098410950015 11.850956171350001 -0.237895 62.154463517850012 45.711398460000005 -0.16533 13.037923179150001 -0.036264999999999999 23.853977146050003 -0.58319500000000002 15.745367888000002 75.629015667650023 326.27519084675004 188.55070358395002 14.92000767885 10.36813655115
decision_type=2 2 2 2 2 2 2 2 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 18 29 5 -5 8 -3 10 15 -4 17 13 -13 20 -10 23 21 19 -2 -14 22 -12 25 -25 -17 27 -18 -29 -1
right_child=1 7 6 4 -6 -7 -8 -9 9 -11 11 12 14 -15 -16 16 26 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0052165406946171845 0.0025387813673093678 0.00020429673433696783 0.0038389262165846581 -0.0045098580626748604 0.003381966502693126 0.0018586274107220972 -0.0015450358884681304 -0.0051311878076233013 0.0037876115864807999 -0.0063386604030198149 0.0012364200065262954 -0.0080806851473581333 0.0017209420606043725 0.00017967484654930966 0.0025968264856834761 0.0026180212786746453 0.0035109848463051674 0.0047009501159481536 -0.0061659540272870905 -0.0033498622057468496 -0.0046327824177060089 0.0033877884262925777 -0.0063240040061325904 -0.0073511727555373363 0.0025291780328310313 -0.0048319107947583156 -0.0046830226538651844 0.00066286478402867769 -0.0074753358487547215 -0.00058729344316031879
leaf_weight=24.192529156804085 14.567799918353559 13.593019830062987 37.711192993447185 14.681630924344065 10.212953779846428 8.5764340162277204 30.838415138423443 12.517494739964603 16.046386515721679 6.0792139843106261 51.264698289334774 8.027226574718954 7.1613879054784801 10.67286756634712 21.961140677332878 8.93718494102359 22.54718542098999 22.855203166604042 6.8825831785798064 16.627813924103975 10.347481146454809 32.926230687648058 5.1963220313191405 9.0405405946075899 2.6798384506255379 4.8806603066623202 5.3642152566462746 144.86348040029407 3.4235711582005015 10.146719906479118
leaf_count=630 88 122 177 315 63 47 243 350 56 37 187 59 27 45 75 34 99 79 96 224 67 112 45 138 20 46 60 894 37 161
internal_value=0.00020419 0.000511086 0.000660411 -0.00218097 -0.000470013 -0.00216147 0.000846878 -0.00235356 0.00101763 0.000387971 0.00169491 0.00122045 -0.000713973 -0.00336618 0.000542589 0.000575739 0.000320262 0.00222297 -0.00160601 -0.00059997 -0.00203401 0.00158938 0.000540605 -0.00234417 -0.00509205 -1.34011e-05 0.000706446 0.000875676 0.000474974 -0.00384867
internal_weight=594.823 527.013 500.903 67.8103 33.471 23.2581 462.824 26.1105 431.986 223.862 208.124 170.413 58.1701 18.7001 39.47 217.783 201.737 112.242 38.0782 31.1956 17.5089 89.3873 56.461 25.5382 11.7204 13.8178 176.198 170.834 148.287 34.3392
internal_count=4633 3417 2945 1216 425 362 2537 472 2294 1421 873 696 273 104 169 1384 1328 423 408 312 94 344 232 238 158 80 1090 1030 931 791
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=16 22 23 10 20 20 12 22 18 10 22 19 15 22 9 16 22 6 9 12 9 13 0 2 13 2 21 8 17 8
split_gain=7.56375 5.26765 11.7077 6.37749 9.89978 5.47315 5.04698 4.24808 5.38478 5.65338 7.54057 5.91507 4.21342 4.82363 5.5814 4.65759 3.72547 8.88427 6.3256 9.89763 7.86617 7.61075 6.74527 6.76366 6.32624 6.15426 6.67645 7.1731 5.71414 4.77613
threshold=11.949972055800002 -0.237895 0.091705000000000023 71.504920895500007 41.835830569250014 51.757767929250001 175.541285848 -0.013285 14.262527874400002 90.679004281900021 -0.045684999999999996 10.550851274900003 46.723315192750007 -0.082404999999999992 199.17419511990002 22.594947163200004 -0.15962499999999999 16.485385178400005 180.48474949425002 197.15611335610004 186.70853236170004 118.59595350850002 105.7585659356 201.25557642380002 98.050756475600011 60.643165405350004 3.1734339793000008 8.8430989333000021 183.32030055335002 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=6 2 -2 -4 -5 12 -1 8 -8 11 -11 -10 16 14 -14 -15 17 -3 19 21 -20 -18 23 -21 -22 28 -27 29 -26 -28
right_child=1 5 3 4 -6 -7 7 -9 9 10 -12 -13 13 15 -16 -17 18 -19 20 22 24 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.017834629687777166 -0.012151241003505175 0.011951386378022054 0.0095945806875287129 -0.020935222833993218 0.01244678144343545 -0.018182575154918681 -0.019291804253307298 -0.01588107037624675 0.012904650764071178 -0.01780253024631712 0.038575724974757586 -0.0086395268085118701 -0.015417887855550885 0.0065640936138526805 0.011625447342160672 -0.022798795710276997 -0.016377989006496927 -0.0063335993243278143 0.0099181321936649466 0.014526362681397344 -0.014834169595925067 0.019495439330294163 0.015602730126232676 -0.015787324642748138 0.0024442017351274134 0.0057641530478269656 0.00055794644738634284 -0.013940579520760324 -0.019311582406134443 0.013575184626638932
leaf_weight=8.4663498429581505 25.292507691308856 27.740082271397114 17.525892820209268 5.8962443657219392 4.224951708689332 3.8407417591661206 3.7373421676456919 6.2502279300242689 12.901663782075053 5.6498401574790504 0.74380335211753479 4.8610271923243991 3.2872737459838408 1.98040262237191 5.9261470250785351 6.1275038607418537 17.700566085055474 10.021715346723793 33.990309577435255 3.0944367032498139 6.4527051467448464 1.8056455701589573 7.8752743862569323 5.9802408516407013 6.2634603828191739 101.45371389575303 160.42037157528102 9.1498891543596965 7.1778303012251854 8.2087305858731252
leaf_count=338 375 141 76 65 20 118 65 181 74 269 3 69 47 12 25 66 373 201 132 25 93 6 47 113 27 558 945 77 67 25
internal_value=0.00039108 0.000985993 -0.00396743 0.00351941 -0.00700037 0.00159797 -0.00633061 -0.00347806 -0.000698878 0.00217772 -0.0112438 0.00700876 0.00177688 -0.00626331 0.0019766 -0.0156267 0.00211877 0.00709868 0.00160994 -0.00497263 0.00233034 -0.0130573 0.00433126 -0.00545045 0.00146812 0.00182754 0.00235711 0.000412795 -0.00917368 0.00119162
internal_weight=524.047 481.437 52.9396 27.6471 10.1212 428.497 42.6103 34.1439 27.8937 24.1563 6.39364 17.7627 424.656 17.3213 9.21342 8.10791 407.335 37.7618 369.573 36.4562 333.117 19.5062 16.95 9.07468 299.127 292.674 279.233 177.779 13.4413 168.629
internal_count=4633 3634 536 161 85 3098 999 661 480 415 272 143 2980 150 72 78 2830 342 2488 564 1924 379 185 138 1792 1699 1605 1047 94 970
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=5 21 16 3 22 22 22 7 3 22 23 17 12 17 22 16 3 22 12 4 19 23 23 10 20 10 23 23 5 3
split_gain=6.80718 5.90301 4.87176 3.94869 4.51091 3.84188 4.0699 3.30801 5.75577 4.33697 9.3107 6.65688 5.49021 5.45566 5.26832 6.49274 9.42514 5.18806 5.00529 5.78464 4.69958 4.61227 4.74187 4.2993 4.18242 9.13556 7.8358 9.86393 8.98065 7.46519
threshold=7.754880527600001 12.944362924650003 7.1549832685000014 108.48197402175002 0.11061500000000003 -0.156745 0.63131000000000015 19.052023743050004 103.28787291370001 -0.24275499999999997 0.091705000000000023 196.01244718945003 208.33288250865004 203.65799419860002 -0.16164499999999998 12.604970524100002 63.832061391250008 -0.15022499999999997 201.10642606785004 215.30949546175 12.551012654050002 0.095830000000000012 0.11148000000000002 62.229740345500012 42.081757894750005 80.13218303615001 0.088145000000000015 0.076835000000000028 21.836296031200003 75.529542716850017
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 -4 9 10 12 21 18 -13 23 16 -16 -17 19 20 -9 -12 -23 -11 29 26 27 -26 -28 -19
right_child=2 5 3 4 -6 6 -8 8 -10 14 11 13 -14 -15 15 17 -18 24 -20 -21 -22 22 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.01597077012138182 -0.020913512122819562 0.0095634958010744064 0.0095239886102960591 -0.018656210759310728 0.024291824202906227 -0.019070027006027074 0.011639580761247739 -0.019522420605388127 -0.016290586234963784 -0.011838673626132144 0.016971670422322463 -0.030486972610035638 -0.021907923587480015 0.00088167526568331221 0.028258771049015249 -0.017705712528347468 -0.015858664100113572 -0.020291142006624099 0.01877039130332914 -0.024109132037246031 0.013818094859597042 -0.010708680524211915 0.011014722134491298 0.010686455040380993 -0.015807851526946175 0.013339817358692685 -0.018112585089014976 0.0036698096661316191 -0.0013885278267705267 0.0034344434290058201
leaf_weight=13.660171465948226 3.0213988283649078 6.4563169851899147 13.46197967790067 5.2626787265762678 0.83550388365983952 4.1091332044452411 1.8430604711174963 1.9172550253570095 5.6789875263348213 2.7511036824435022 9.0008231773972565 2.7573896683752528 9.5029981490224582 4.0147950295358896 1.6227092724293459 4.0729685034602872 11.881927299313245 3.9742547124624243 2.2273146025836459 4.5056288298219442 3.5629187114536762 5.6532764285802823 6.2245613224804401 27.184955669566989 8.8494519758969528 11.929245371371506 16.782214591279626 57.308840272948146 21.717498008161783 242.09597256965935
leaf_count=592 109 59 93 187 2 127 10 79 205 25 28 28 164 45 11 53 316 62 11 61 24 39 26 161 85 45 140 411 156 1279
internal_value=0.000365564 -0.00818328 0.000822427 0.000957897 -0.012772 0.000389743 -0.00956098 0.00113281 0.000889995 0.00110231 -0.00370592 0.00290251 -0.0121203 -0.0118905 0.00168102 0.00113499 -0.0105575 0.00156556 -0.00450466 -0.00969612 0.00215382 0.00770077 0.000675433 0.00861641 0.00178199 -0.000896916 -0.00251966 0.00106444 -0.00867863 0.00305125
internal_weight=513.867 26.0687 487.799 484.777 6.09818 12.4085 5.95219 478.679 465.217 459.538 49.367 27.6508 21.7161 6.77218 410.171 380.235 13.5046 366.73 12.2131 9.9858 5.48017 20.8787 11.8778 29.9361 362.657 116.587 104.658 66.1583 38.4997 246.07
internal_count=4633 788 3845 3736 189 196 137 3547 3454 3249 505 166 339 73 2744 2558 327 2231 175 164 103 93 65 186 2178 837 792 496 296 1341
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=16 2 17 10 17 10 20 22 0 23 20 16 5 20 22 7 2 15 13 22 22 12 22 13 23 18 17 13 6 8
split_gain=11.7137 8.14155 7.54064 6.50879 8.18251 6.23646 6.012 8.65953 8.19526 6.51813 6.40729 5.58856 5.98843 8.89568 5.39119 5.37383 8.52668 5.31872 8.01018 6.48646 6.84455 5.6669 11.285 9.31954 7.89047 6.28548 10.8475 9.15197 5.48009 5.2189
threshold=20.394952307700002 325.13486840910008 162.04221493815001 62.111448187750007 204.55825889135002 62.116825104000007 41.909642283050012 -0.075639999999999999 86.208098410950015 0.08079500000000002 43.384297312450009 20.034953149600003 10.098719381700002 43.477771593600004 -0.027754999999999998 22.435297587800004 147.79312796670004 31.445204138150004 110.65693664925001 -0.074029999999999999 0.075080000000000022 222.66054638440002 -0.24023999999999998 95.811270852950017 0.12140000000000002 17.370891598500005 208.00356650210003 97.873318238950006 17.435407375500002 2.8477776226000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 14 8 9 -8 -9 12 13 -4 -2 -11 -17 21 19 -19 -21 23 -23 -14 25 26 27 -25 -29 -3
right_child=3 29 11 5 -6 -7 7 10 -10 15 -12 -13 17 -15 -16 16 -18 18 -20 20 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0074458006296283926 0.00084443020129339359 -0.0017529256019208417 -0.0093258758549914986 0.0085482428989560339 -0.0082673819225777094 0.0024029955472482764 -0.01228639902597412 -0.0116545414703188 0.0053490025338551296 -0.0079619747002129017 0.0041886452852576816 -0.009572141920532717 -0.0099263001380290733 -0.00018900468700889996 0.0055139958633996303 0.0077120981075473787 -0.0060441112577479588 -0.010927833391303463 0.0061625888364885703 0.0023406838824551143 -0.011088782103552757 -0.0084886581721248192 0.0050686908356236621 -0.0099844017530969168 -0.011670877857397835 0.0091017835703348163 -0.0084609618943655516 0.0020551106849010926 -0.0099663956581383991 -0.010613269125938378
leaf_weight=11.320837756618856 61.353632129728794 9.8275189101696032 12.274823056533931 14.161377023905514 7.7366569042205802 99.57884818315506 4.3945812135934856 8.7879574038088304 15.42082694172859 5.3910011835396316 2.4508810415863982 4.7144410423934451 6.5871390271931878 22.970341272652149 26.614264253526926 8.4569804705679399 5.6381241567432872 9.1881170663982683 5.7333612646907559 9.8585568498820049 4.0074059143662444 5.1734285447746506 42.283624513074756 5.2178610078990451 3.8144754245877257 6.771797500550746 9.3300443664193136 111.77524469792843 2.9212836865335694 10.140934890136121
leaf_count=348 292 157 442 67 60 421 58 78 49 37 13 39 151 341 97 26 63 174 29 63 33 76 226 121 44 22 89 759 89 169
internal_value=0.000273823 -0.000911261 -0.000521914 0.00161355 0.000404508 0.00316812 0.000888894 -0.00149268 0.000425252 -0.00275423 -0.00819958 -0.000223446 -5.25556e-05 -0.0033711 0.00225718 -0.000604503 0.00220953 0.000472736 -0.00300254 -0.00528183 -0.00154057 0.000988761 0.00359077 0.000145397 0.000619854 0.000964539 0.000538185 0.00123837 0.00174893 -0.00625263
internal_weight=553.896 293.911 273.943 259.985 146.245 113.74 138.508 50.5404 39.3015 23.8807 11.2388 262.622 257.908 35.2452 87.9679 19.4861 14.0951 222.662 28.7874 23.0541 13.866 193.875 47.4571 146.418 139.831 136.016 129.244 119.914 114.697 19.9685
internal_count=4633 3372 3046 1261 773 488 713 324 233 184 91 2698 2659 783 389 126 89 1876 299 270 96 1577 302 1275 1124 1080 1058 969 848 326
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=16 20 17 15 15 13 16 17 10 23 8 2 21 10 21 18 3 3 16 13 20 0 10 20 23 18 17 14 7 7
split_gain=13.6308 7.2326 7.08465 7.09746 6.83063 6.09526 8.56805 11.5462 9.80372 8.54717 7.88147 5.49327 10.1433 5.33099 5.434 7.98752 4.97406 10.5185 5.38311 12.3574 10.2267 6.64097 7.10738 6.16734 7.6773 8.35691 7.77203 6.60485 5.30481 5.17416
threshold=18.594956516900002 38.238138001450004 166.68115439205005 30.054399297400007 46.055224235250002 95.937628385050019 16.224962059000003 236.15709471040003 71.053259929650025 0.079745000000000024 5.1459841250500009 186.79363985910004 6.9984086918000008 60.87206898960001 11.772995266200001 11.939817493900003 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 38.238138001450004 90.321439350550008 65.571493801650021 38.621016321050007 0.083395000000000011 13.988302431200003 192.80507188075003 312.77868840275005 24.176603375500004 22.747724408400003
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 9 11 8 10 -4 -8 12 -7 14 15 -2 17 -15 -18 20 -20 22 23 -21 26 -26 29 -27 -19 -25
right_child=4 2 3 -5 -6 6 7 -9 -10 -11 -12 -13 -14 16 -16 -17 18 28 19 21 -22 -23 -24 24 25 27 -28 -29 -30 -31
leaf_value=-0.0043491580749262697 0.0038726261312890939 -0.0049892016810085772 4.2271791041017197e-05 -0.0064750771292119702 -0.0022392092762568111 0.0027348737846543949 -0.0043170558920633964 0.0072306942344980687 -0.0064295502446884787 -0.0069219203055502967 0.0064938912383405104 0.0051043552784957591 -0.0065011659063425858 0.002078356492072313 -0.010112153255892709 -0.005006346098226329 0.005799011148600557 0.00074263508044046717 0.0014119912503548489 0.0061385197240096468 -0.0097541251838388979 0.0064050016200297034 -0.0054981963513361575 0.0037241506983274305 0.0013847681720892376 -0.010857867159402663 0.0066854081793567095 0.00017384832131352003 -0.010613271064666694 -0.0038077661039307735
leaf_weight=33.124457180500031 12.11574567481876 18.340376066043973 33.477127255871892 9.2618416231125575 28.74923207052052 35.13218942284584 7.0937580559402695 7.1474687308073035 21.384088424965739 13.985163632780312 8.0669500194489938 31.140282828360796 8.2113454546779376 21.892777692526579 3.6536367647349826 10.661768827587364 21.571347407996655 3.3779653534293157 9.483078710734846 20.240493938326836 8.8998860940337163 20.895224906504154 6.8889445960521689 12.942028790712358 101.70692782849073 5.8994536027312261 29.317311771214008 6.2627083882689476 7.2326747104525566 8.4309908822178823
leaf_count=648 76 464 442 205 243 154 142 26 271 296 32 142 70 95 51 120 79 22 39 67 70 68 36 44 404 47 128 28 80 44
internal_value=0.000303548 -0.0011191 -0.000565416 -0.000101529 0.0012501 0.000254854 0.00116439 -0.00146587 -0.00316675 -0.00200979 0.0014354 0.0027073 0.000985125 0.00157217 -0.00164211 -0.00028347 0.00187022 -0.000884607 0.00222478 0.00189096 -0.00399395 0.00239985 0.00196327 0.00224142 0.00176208 0.000683889 0.00418409 -0.00517726 -0.00699805 0.000753044
internal_weight=566.587 226.365 193.241 174.9 340.222 165.638 118.176 43.6923 36.5448 47.4623 15.1607 74.4838 43.3435 311.473 26.4312 22.7775 285.042 32.5034 252.538 230.967 18.383 212.584 191.689 184.8 164.559 113.869 50.6903 12.1622 10.6106 21.373
internal_count=4633 2892 2244 1780 1741 1575 837 471 445 738 174 366 224 1498 247 196 1251 197 1054 975 109 866 798 762 695 479 216 75 102 88
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 10 0 5 6 20 5 2 10 3 3 16 18 16 16 13 16 17 10 8 21 22 20 0 0 6
split_gain=15.1753 6.8515 6.57603 6.83027 7.0819 6.35577 11.1445 9.12242 7.82968 11.1495 9.92118 7.75192 6.92246 6.08445 9.15237 7.56707 6.45525 5.95196 8.25884 5.88493 8.60445 10.2454 8.50257 8.43445 7.38222 5.6033 8.60882 5.59899 5.34227 6.59074
threshold=18.594956516900002 23.714185006400005 38.238138001450004 166.68115439205005 30.054399297400007 66.859265246100009 91.886121982450007 20.769304081650002 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 61.923256118600001 85.589753040950015 84.812788641250009 19.224955043700003 14.390586827150001 22.674946976100003 21.979948601300006 95.937628385050019 16.094962363000004 236.15709471040003 71.053259929650025 5.1459841250500009 16.241109211600005 -0.088880000000000001 42.498713093000006 106.56510337475001 85.990333302400003 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=2 5 -1 -4 19 8 -7 13 12 -10 11 17 -2 14 -8 -15 -16 18 -11 24 -21 22 23 -22 25 -5 -27 -28 29 -14
right_child=1 -3 3 4 -6 6 7 -9 9 10 -12 -13 28 15 16 -17 -18 -19 -20 20 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0044291917064197741 -0.0051075084682583411 -0.0007656536261540451 -0.0051180662742101252 -0.007158482107352683 -0.006773679204717744 -0.0089164416558120477 0.0022871255606297697 -0.010264904936166505 0.0067764047367976574 -0.0095171552211763925 0.0041327827637674666 -0.010352253149376241 -0.0070210486769062457 0.0081613363379000568 0.0025916576362172224 -0.00016634465058128588 -0.010861918372331089 -0.0079002873073659979 0.0014373914242246512 0.0027043095290964843 -0.0046735555795907307 0.007075254227686731 -0.0062775533399270144 0.0066707713713404712 0.0027018206214859584 -0.0086874017245836838 -0.0090202996465122785 0.0055858520674036847 0.0046859250242950023 0.0034867335897836188
leaf_weight=32.675199812278152 5.035779006779193 73.856057222932577 18.621440246701241 17.037143424153328 9.2063434422016126 7.6218439862132064 20.827085807919506 4.0051434971392146 14.45984263718128 4.677373230457305 18.431532595306635 6.4046727120876303 5.3572249412536612 14.434086896479132 3.043449539691208 11.593931615352629 6.7903688959777355 6.7268171310424796 30.495397500693798 72.107570899650455 7.4999666921794397 6.7803044319152823 21.755022712051868 7.9613232165575027 13.213835226371883 5.5152155496180084 1.8661990836262692 9.0259498078376037 107.21170185506344 10.241297900676726
leaf_count=648 26 545 464 370 205 53 85 42 46 28 64 51 31 39 15 50 76 39 110 361 142 26 276 32 94 147 36 91 409 32
internal_value=0.000317319 0.00131205 -0.00124747 -0.000701989 -0.000223799 0.00186531 -0.000167369 0.000931322 0.0025296 0.000665445 -0.000658635 -0.0024869 0.00371354 0.00172235 -0.000594721 0.00445185 -0.0066982 -0.00128462 -1.93748e-05 0.000146682 0.00107198 -0.00160329 -0.0031844 0.00116786 -0.00215583 -0.00407508 -0.000873324 0.00308332 0.00407524 -0.000122105
internal_weight=574.479 351.214 223.266 190.59 171.969 277.358 68.3159 60.6941 209.042 81.1956 66.7358 48.3043 127.846 56.6889 30.6609 26.028 9.83382 41.8996 35.1728 162.763 116.104 43.9966 37.2163 15.4613 46.6583 33.4445 16.4074 10.8921 122.81 15.5985
internal_count=4633 1741 2892 2244 1780 1196 360 307 836 338 292 228 498 265 176 89 91 177 138 1575 837 476 450 174 738 644 274 127 472 63
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=16 5 20 10 5 0 6 20 10 16 16 17 23 22 18 10 7 18 17 3 7 16 18 9 0 2 6 20 2 21
split_gain=26.5637 11.2514 8.75419 8.48297 11.9072 10.2739 9.24559 12.7306 11.1347 8.27066 16.4826 14.0451 9.23202 7.61133 7.60638 7.46312 7.93045 9.89913 7.3497 7.28956 11.9309 7.71456 6.84724 6.81438 6.69723 6.95343 6.18292 7.88178 6.81206 8.27612
threshold=18.594956516900002 23.714185006400005 38.238138001450004 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 38.804629908750009 62.025417527550012 16.224962059000003 13.534968349350001 236.15709471040003 0.076130000000000017 -0.025719999999999996 13.845746551550002 71.053259929650025 22.375171215700004 14.863842190850002 195.44378352670003 85.589753040950015 24.872345000050004 19.224955043700003 14.295312909150001 226.58992707320002 85.990333302400003 131.42729508740004 11.085259005300001 43.895345911700005 186.79363985910004 7.0919822770000005
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 24 -8 -9 10 12 15 14 18 -4 16 -11 -18 -10 20 22 -21 -7 -3 -2 -26 27 -12 29 -28
right_child=1 23 9 4 -6 19 7 8 13 11 26 -13 -14 -15 -16 -17 17 -19 -20 21 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0043760439540232341 -0.00013598804087886377 -0.0013067252101176992 -0.0080780694786526698 -0.0069771620410552463 -0.0097528814059980665 0.0046315156103174018 0.0064468803722289615 0.0020006442821685565 0.00080607624046174695 -0.0047258265164972224 -0.0069049548848302946 0.0053201439925557341 -0.0051654944603034322 -0.01194190822150475 0.0014470093451933058 -0.0064962657412581792 0.0066681327931671884 -0.0081254005335308927 -0.0069355649650018987 0.0074859632011761729 0.0026104248884537408 0.00023107583869367434 -0.0086709410941077005 0.0069815942916513773 0.0062916492701325342 0.003022838320461151 0.0028279867103494201 0.0019133229768195838 0.0060420164232814939 -0.0057235003208448839
leaf_weight=37.00410289503634 16.942755110561848 71.731445029377937 4.4821815621107843 6.842366434633731 5.2061233185231677 2.2032959461212185 16.114884614944458 41.745204273611307 15.262719601392751 14.544338919222357 7.0310870297253159 8.3174212165176851 30.700539382174611 4.1592922136187545 26.469316691160202 28.496402351185679 8.1251728255301696 2.774149050936102 8.8623831644654256 15.458092316985132 20.810187231749296 11.829615071415899 8.9781124107539636 4.8413688391447058 51.434447295963764 70.581889629364014 30.567978540435433 13.593299616128204 23.477160774171352 6.2286633737385264
leaf_count=648 68 532 70 46 49 8 46 151 56 322 79 35 621 30 240 393 29 60 55 39 76 50 92 13 175 255 134 131 83 47
internal_value=0.000396278 0.00152792 -0.00134932 0.00212479 9.27632e-05 0.000867965 0.00276867 0.00102822 -0.000218698 -0.000802463 9.55103e-05 -0.00285854 -0.00253827 -0.00349424 6.76534e-05 -0.00411968 -0.00145794 0.00290281 -0.00203782 0.0017735 -0.00041638 0.00434086 -0.00604969 -0.000782691 0.00384762 0.00440076 0.0021027 -0.00109293 0.00319617 0.00138045
internal_weight=614.816 373.004 241.812 296.431 71.3278 66.1217 225.104 86.1445 70.0296 204.808 142.55 62.2575 61.652 28.2844 30.9515 53.9401 25.4437 10.8993 24.1251 59.2793 31.9916 27.2877 11.1814 76.5728 138.959 122.016 80.8982 20.6244 60.2738 36.7966
internal_count=4633 1741 2892 1196 360 311 836 338 292 2244 1405 839 931 141 310 804 411 89 111 265 176 89 100 545 498 430 474 210 264 181
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 6 20 3 13 3 7 0 15 22 9 18 17 16 4 20 16 6 20 2 6 20 16 7 16
split_gain=36.2656 13.7696 10.7924 10.639 9.16956 12.5475 10.0039 11.8043 12.5761 9.77624 8.52248 10.8747 8.0625 7.9281 7.29021 7.19911 6.881 10.6015 7.65161 11.6518 13.2131 11.3512 14.9035 12.7488 12.2892 8.70181 9.83251 7.58699 13.0237 12.3484
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 16.455384477450004 38.804629908750009 92.738363209800013 111.38282034450002 85.589753040950015 25.334697901700004 85.990333302400003 36.370482311550013 0.70681500000000008 226.58992707320002 17.327266398450003 203.09927826650002 13.534968349350001 323.22981966960009 45.711398460000005 16.224962059000003 14.745344522600002 40.574766824850009 85.298498744850022 11.085259005300001 47.309807198350008 17.684958644900004 26.545218975000001 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 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 3 14 5 9 12 -8 13 10 11 -2 -6 -9 16 -3 17 18 19 -1 -21 23 -23 24 -20 26 -25 28 -18 -30
right_child=1 15 -4 -5 6 -7 7 8 -10 -11 -12 -13 -14 -15 -16 -17 27 -19 21 20 -22 22 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.0035703994066175132 -0.0023239707564731084 -0.00070339048837767806 -0.0035892533539605177 -0.0038814759088142427 -0.0002078636492022712 -0.0057947875932577485 0.0038694325897945248 -0.0071333637151669241 0.00069493451705253547 -0.0036868288278401155 0.0027691098194333632 0.0024361499756784992 0.0028255642415760513 0.00057748648476547873 0.0026711725384732446 0.0042948577549070752 0.0040853258517030405 -0.0032614322502537347 0.0014847915958799661 0.0028494779619118037 -0.0051073482673423065 -0.0030332259990576032 0.0027809216891885825 -0.0056611736964248729 -0.003821007782302978 0.0038062549506780994 0.0018249666698788713 0.0050118070237596618 0.0034311458124289748 -0.0035539376338779077
leaf_weight=27.943331878632307 18.342042416334152 81.580976948142052 22.83950125798583 15.979699647054074 16.424276068806648 5.4015680477023116 16.217124223709106 6.103275313973425 60.706333547830582 7.6726660355925551 29.752324022352695 14.133533187210558 129.32113459706306 3.4837137535214424 11.874635487794874 5.0920998007059088 9.6136133670806903 27.586625650525093 15.047185719013216 12.701796598732473 4.7766007967293254 31.343891147524118 9.5723103508353216 3.8473187871277323 14.031143222004173 27.447155192494392 12.08280613645911 6.4571090042591086 5.7989853955805328 15.357120893895624
leaf_count=385 131 554 554 371 65 50 45 48 223 50 90 42 418 12 50 13 31 284 70 55 61 445 49 41 130 74 87 17 25 163
internal_value=0.000233708 0.00102603 -0.00090504 -0.00066124 0.00143065 0.000193935 0.00183162 0.000733009 9.41543e-06 0.000656714 0.00119227 -0.000252342 0.00248372 -0.0043314 -0.000442716 -0.00040974 -0.000608079 -0.000927815 -0.000522404 -0.00193676 0.000674989 4.4251e-05 -0.00167301 0.001014 -0.00107541 0.00241466 1.69728e-05 0.00099271 0.000149292 -0.00163929
internal_weight=668.532 394.231 274.301 251.461 307.558 75.3021 232.256 86.5104 70.2933 69.9006 62.2279 32.4756 145.745 9.58699 235.482 86.6731 223.607 186.38 158.794 45.4217 17.4784 113.372 40.9162 72.4556 29.0783 43.3773 15.9301 37.2268 30.7697 21.1561
internal_count=4633 1741 2892 2338 1174 363 811 328 283 313 263 173 483 60 1967 567 1917 1681 1397 501 116 896 494 402 200 202 128 236 219 188
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=16 5 17 2 5 20 20 3 15 20 9 0 7 20 2 23 17 6 20 10 22 17 13 18 10 0 15 17 6 15
split_gain=25.0181 12.8748 10.6871 10.6492 10.5276 8.79775 8.75779 15.3799 10.3218 13.0304 9.32715 7.89583 12.058 9.85882 7.55633 10.2054 8.82324 7.51325 10.9395 10.7699 8.57679 7.86795 7.27071 8.31722 6.90049 7.35851 6.80918 6.63759 6.34996 6.27806
threshold=20.394952307700002 23.714185006400005 162.04221493815001 325.13486840910008 11.783123780850001 42.388109226950007 47.927946529500012 100.48918799990001 30.054399297400007 35.119813570500007 213.03443802080002 102.75018128760001 24.123805364200006 44.202975721700007 206.22726210890002 0.12140000000000002 200.17087924040001 16.455384477450004 38.804629908750009 62.025417527550012 -0.057599999999999998 195.14561408000003 108.34217419895002 15.917243450850002 61.923256118600001 91.625341543800019 37.050691080100002 203.83164298205003 14.935348962050002 21.132409465200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 -1 4 5 -4 7 8 11 -10 27 13 -13 14 15 16 22 24 -19 -20 21 -21 23 -6 -2 -26 -23 -11 -18 -7
right_child=1 -3 3 -5 6 29 -8 -9 9 10 -12 12 -14 -15 -16 -17 28 18 19 20 -22 26 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0050349599385515319 -0.0033481686773291753 -0.00076675808658928108 -0.0050950539929421872 -0.0040552064392450366 -0.00026168657284485989 0.0007142195853869893 0.0038817298089762887 -0.0060055962251715743 0.0060071432607099826 -0.0059794896937130273 0.0017772419604593799 0.0068546253427347473 -0.0049263326416559916 -0.0048314450842672713 0.0040939433202057448 -0.0074567690318410648 -0.00049949778333946188 0.0049183629852726264 0.001583106760444857 0.0017974340695704853 -0.0080957427377767316 -0.0091225197708477788 0.0042613279679062314 0.0042737209924503562 0.0032864900881690471 -0.0027413264578910876 0.00013281152348293697 4.6069015723524427e-05 -0.0086119346967406269 -0.0043373450673639376
leaf_weight=16.244396552443504 5.2045661807060233 62.170584373176098 21.469186194241047 23.376432064920664 43.295869544148445 25.743301501497626 17.906918868422508 12.097068874165414 5.1873453184962264 23.082405604422096 8.7732334882020933 3.155393801629546 13.405650015920399 7.4447374157607547 28.097476437687874 4.0815702453255644 22.912778750061992 15.213959299027918 42.229502968490124 12.19136848300696 6.7069578170776358 5.0109565779566747 29.844916548579931 16.386463791131973 130.98064325749874 6.2375635206699362 4.3793616443872452 7.0060813128948203 3.2374795638024798 10.059180887416003
leaf_count=365 26 401 496 309 304 271 69 301 13 278 48 7 165 86 111 41 138 46 151 41 44 41 100 55 462 33 16 41 27 147
internal_value=0.000249401 0.00142061 -0.000742497 -0.000528975 -0.000257094 -0.00235073 0.000230497 -5.62569e-05 0.000277072 -0.00206463 -0.00314207 0.00087726 -0.00268169 0.00125678 0.00156333 0.000969605 0.00126692 0.00201665 0.000748448 -0.000151191 -0.00274016 -0.00107581 0.00207624 0.000983561 0.00278004 0.00301248 -0.00480611 -0.00457644 -0.00150384 -0.000705084
internal_weight=633.133 290.325 342.808 326.563 303.187 57.2717 245.915 228.008 215.911 44.0491 38.8617 171.862 16.561 155.301 147.857 119.759 115.678 228.155 85.7321 70.5181 28.2886 21.5817 89.5272 59.6823 142.423 137.218 9.39032 30.0885 26.1503 35.8025
internal_count=4633 1261 3372 3007 2698 914 1784 1715 1414 380 367 1034 172 862 776 665 624 860 339 293 142 98 459 359 521 495 57 319 165 418
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=16 5 13 5 6 20 3 13 20 17 15 5 21 23 9 19 17 7 3 3 16 18 10 16 22 7 20 23 19 19
split_gain=29.0966 11.874 9.51016 12.4459 9.98316 10.5144 11.7098 9.46766 8.80158 9.04087 8.81132 9.9033 9.04319 7.69239 7.19148 7.08354 11.6456 7.23757 6.82441 12.0465 7.65958 7.37349 6.78651 6.59008 8.16441 10.1304 8.19163 8.57353 7.84688 7.48858
threshold=18.594956516900002 23.605484525250002 112.67059178900001 20.769304081650002 16.455384477450004 38.804629908750009 92.738363209800013 111.38282034450002 38.238138001450004 166.68115439205005 30.054399297400007 10.726864994700001 18.870920756500002 -0.25843999999999995 226.58992707320002 13.051052998800001 236.15709471040003 19.164717746300003 85.589753040950015 84.812788641250009 19.224955043700003 14.390586827150001 61.917879202350001 13.534968349350001 0.059500000000000011 26.296311413900003 40.767054867700004 0.094780000000000017 10.650859343850001 11.750948102400001
decision_type=2 2 2 2 2 2 2 2 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 7 22 -6 -7 18 -1 -10 11 12 -11 -13 -3 23 17 -17 19 -2 -20 -21 -4 28 25 26 27 -25 -15 -27
right_child=1 14 4 -5 5 6 -8 -9 9 10 -12 13 -14 15 -16 16 -18 -19 20 21 -22 -23 -24 24 -26 29 -28 -29 -30 -31
leaf_value=-0.0035023407116780295 0.0020841578432722499 -0.00095006898916164028 -0.0031988827177220598 -0.0078087548235466772 0.004989883068936482 -0.0057886257105271626 0.00083883580288400886 -0.0049711079800867971 -0.0039438253195135473 -0.0033988917343764366 -0.0050054024263281342 -0.0058918713349299994 0.0023945574250244955 0.002399492802904326 0.00573513119644557 0.0067917462433317935 0.0037749618999156683 -0.0055002232763362953 0.0055656265817301169 0.0019339060386439815 -0.00025038473389969463 -0.0078752628871336522 0.0034791455084414364 0.0022685197349602733 0.0054929906135757342 0.0037403338723802047 0.0038280754950251457 -0.004872169789852345 -0.0040212103636804051 -0.007286428734648698
leaf_weight=38.833944495767355 21.848023980855942 78.659875720739365 4.7060214802622786 5.5014421157538882 15.026410840451716 9.2227067425847036 58.415753722190857 7.7270749658346167 22.699096735566854 37.53233596123755 11.208165552467106 5.0416681598871937 10.247696340084074 10.691112022846939 5.1205517500638953 1.5845849514007628 7.8883860297501078 14.780998367816208 18.045357212424282 3.2649051137268525 10.823057211935518 7.6638290286064148 134.22650215774775 13.195252779871227 18.587465606629848 2.6063773036003095 35.907054398208857 8.1119748502969724 12.149271247908471 6.2588131800293922
leaf_count=648 82 554 24 50 45 60 223 50 464 666 205 64 54 62 13 7 32 197 46 15 44 76 459 50 54 8 132 51 132 66
internal_value=0.000314942 0.00127551 0.00178898 0.000104794 0.00235803 0.000853984 -6.48384e-05 0.000732364 -0.00110451 -0.00067832 -0.000299732 -1.39969e-05 -0.00215633 0.000734239 -0.000541478 0.000987778 -0.00168048 -0.00431006 0.00144728 -0.000259511 0.00338515 -0.00494482 0.00325294 0.00158975 0.00229264 0.00139241 0.00223486 -0.000450046 -0.00101581 -0.00404455
internal_weight=637.576 380.252 296.471 74.8737 221.597 82.6649 67.6385 69.3722 257.324 218.49 195.791 184.583 47.78 136.803 83.7804 131.761 24.254 16.3656 61.6452 32.7768 28.8684 10.9287 138.933 107.507 84.6669 66.0795 57.2143 21.3072 22.8404 8.86519
internal_count=4633 1741 1174 363 811 328 283 313 2892 2244 1780 1575 720 855 567 791 236 204 263 173 90 91 483 555 361 307 233 101 194 74
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=16 17 2 5 8 6 20 5 2 10 10 16 10 21 7 10 2 13 20 18 22 0 5 7 20 20 20 15 17 3
split_gain=9.95186 6.85933 6.9042 6.2613 5.58582 5.5269 9.66819 9.67408 7.09642 5.83651 5.97462 5.32371 7.42739 9.46192 4.84659 8.97006 6.76819 6.82856 9.60266 8.67577 7.20762 11.2878 8.42328 6.64831 6.5893 6.34741 8.99126 8.29518 5.97945 4.96495
threshold=20.394952307700002 162.04221493815001 325.13486840910008 23.714185006400005 2.8477776226000002 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 61.923256118600001 67.031326566450005 22.674946976100003 62.009286778800011 8.449163415300001 19.052023743050004 67.181880221750006 309.04644204820005 95.937628385050019 42.498713093000006 17.327266398450003 -0.059424999999999999 92.168410086200012 19.973460566700002 26.168093931450006 48.109449608500007 39.788107623550012 34.823977857500005 29.583625105200003 210.19483915710003 75.790323155500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 5 -4 9 -7 8 11 -2 -11 12 -8 -14 -3 24 17 18 -17 20 23 -22 28 25 -16 26 -19 -27 -23 -20
right_child=3 2 4 -5 -6 6 7 -9 -10 10 -12 -13 13 -15 15 16 -18 19 29 -21 21 22 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.014278525223095291 -0.011450869873159223 0.0095233062027295159 -0.001694792884468219 -0.0020252508774159274 -0.02011958281436824 0.014006139560455676 0.0089537173296900269 0.0086972003758126071 -0.022278307439081702 0.0080703021927403026 -0.01164405574156652 -0.017008618021589331 -0.00018983226836492614 -0.026218951139403906 -0.017022776449629393 -0.017168678265096604 0.014524875769708141 0.011798453259048448 0.0036557801316918054 0.01345830762591254 -0.026876734846545111 0.008265178098926039 -0.019058771804187535 -0.017076736202496594 0.0096498628184536923 0.003580669826549612 -0.012851606594845789 -0.016390505129599137 -0.0094283479587901411 -0.015389299963885515
leaf_weight=11.418194192461668 4.8329814523458472 13.244890768080948 9.1864262111485022 55.063256993889809 9.2492087651044113 13.050162386149166 13.74310879409313 17.863790430128574 6.3157030194997779 112.62994869798422 4.4769733697175971 6.5630427449941626 14.991080380976202 5.2928656414151183 14.668344113975765 15.416975193656979 8.6726278830319625 5.0603557173162725 18.920275612734262 14.043656446039675 3.2134494837373486 58.492112087085843 3.7802023682743302 8.8509333170950395 3.1517118327319613 51.388643447309732 22.906372372061014 6.570257890969514 5.8884493485093108 4.8084782212972632
leaf_count=365 26 107 146 401 163 46 44 64 52 467 28 39 60 34 348 498 78 25 241 60 51 259 52 115 15 366 218 143 45 77
internal_value=0.000560615 -0.0015657 -0.00104264 0.00297154 -0.0109386 0.0043489 0.000864159 -0.00178377 -0.00577538 0.00657279 0.00731663 -0.00320757 -0.000545662 -0.00698184 -0.000338456 -0.000869785 2.39493e-05 -0.000549412 -0.00688504 0.00082695 -0.000240698 0.0037761 0.00522123 -0.00326566 -0.0123054 -0.00184303 -0.00839138 0.00131672 0.00664687 -0.000203582
internal_weight=543.754 288.932 277.513 254.823 18.4356 199.76 77.8198 64.7696 46.9058 121.94 117.107 40.5901 34.0271 20.2839 259.078 245.833 228.013 219.34 39.1457 180.194 166.151 71.3742 68.1608 94.7766 17.8201 85.9256 27.9667 57.9589 64.3806 23.7288
internal_count=4633 3372 3007 1261 309 860 339 293 229 521 495 177 138 94 2698 2591 2228 2150 816 1334 1274 407 356 867 363 752 243 509 304 318
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=16 0 10 6 18 16 9 3 22 20 21 8 7 10 5 21 15 12 18 22 13 21 20 22 15 20 13 18 13 19
split_gain=41.5091 14.5066 11.3561 12.1283 9.95353 14.8947 11.3745 9.04593 13.9621 8.78798 10.3306 8.60251 7.99258 8.44624 7.61883 13.6569 9.29408 13.2369 12.8279 11.2528 9.85218 8.57974 7.28443 8.39501 6.89681 6.87077 6.63262 7.32107 8.70537 12.4501
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 13.829007611650001 22.624947093000003 196.40176798710004 90.988176966900014 -0.083330000000000001 41.965446242000006 1.9425901130500003 6.2451263653500009 19.506002767000002 65.571493801650021 10.36813655115 18.870920756500002 28.444110612900001 217.08460102575 14.032563378150002 -0.24150999999999997 108.49810477050001 6.9984086918000008 35.887362732750006 -0.13734499999999997 44.732387748900003 36.654713368950006 95.937628385050019 17.370891598500005 98.050756475600011 12.651020723000002
decision_type=2 2 2 2 2 2 2 2 2 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 3 12 -3 6 25 -8 -9 11 -11 -2 -1 -14 15 -15 17 20 -18 -19 21 26 -13 -24 -12 -6 -16 28 -28 -30
right_child=1 4 -4 -5 5 -7 7 8 -10 10 24 22 13 14 16 -17 18 19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=0.0037637423390468657 -0.0048199670401497018 0.0023806283924950426 -0.0036425471443932095 -0.0040170421920506915 0.00068147156611421931 0.0038308267121274463 0.0013423873457573269 0.0023337655879181823 -0.0051842947505888115 0.002996081143541249 -0.0012191885308169862 0.0048321464046132984 -0.0048118044539434413 -0.0031131570134501482 -0.0048598061917200534 0.0022342223051500768 0.0038140097181201074 -0.0028390829908907624 -0.0044703297319281677 0.0024113460819292216 0.0049416018208380905 -0.0029204377143575359 -0.0033169414729276401 0.0012948294030911346 -0.0050322448282037937 -0.0046459704977692374 -0.0047057922855250501 0.0044632241036075826 0.0015985604830831195 -0.002726316081026255
leaf_weight=7.0828078538179389 4.1530970484018317 134.14188532531261 24.150610346347094 17.277617521584034 6.1510568931698826 22.657853700220585 79.461380928754807 7.160738684237006 9.4971242919564229 7.8756602257490149 36.449632082134485 8.0711062997579557 7.6821494288742533 36.205780852586031 4.7183030508458605 10.093991689383982 3.8793919831514385 7.7474738024175158 15.163533397018908 52.202444024384022 4.8981735631823531 26.807796623557806 7.4593702666461459 51.992672301828861 9.9877771064639074 11.445723000913857 6.5791896991431704 5.8657859712839118 35.552064783871174 15.929605543613432
leaf_count=21 61 448 554 371 25 67 324 22 71 24 220 20 126 530 71 45 17 69 239 220 11 233 67 184 118 90 108 15 145 117
internal_value=0.00021584 0.00106369 -0.000976963 -0.000727142 0.00159436 0.000820957 0.000221243 0.00077137 -0.0019525 -7.57324e-05 -0.00130915 0.000858894 -0.000490704 -0.000619852 -0.000477134 -0.00194735 -9.75792e-05 0.000221395 -0.00278266 0.00173282 -0.000681535 -0.000970088 0.00120818 0.000716197 -0.0020393 -0.00278373 -0.000208421 0.000134889 -0.000302395 0.000260345
internal_weight=678.342 396.505 281.837 257.686 270.516 136.374 113.716 96.1192 16.6579 125.989 54.3131 71.6762 240.408 233.326 225.644 46.2998 179.344 160.301 19.0429 59.9499 100.351 95.4527 67.5231 59.452 46.4374 17.5968 68.6449 63.9266 58.0609 51.4817
internal_count=4633 1741 2892 2338 1047 599 532 417 93 694 362 332 1967 1946 1820 575 1245 989 256 289 700 689 271 251 338 115 456 385 370 262
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 5 21 23 19 17 13 5 13 6 20 17 3 3 0 18 7 9 16 2 19 17 6 16 2 15
split_gain=36.3126 13.2382 10.9942 10.9582 10.4502 11.0815 9.11975 8.567 8.75244 12.371 8.12962 13.2424 9.94929 9.1013 12.3203 10.5194 7.77809 11.648 7.45793 7.4273 7.26633 7.05371 7.0455 8.98293 8.56041 7.9963 9.56267 6.85065 6.51626 6.17923
threshold=18.594956516900002 23.714185006400005 38.238138001450004 166.68115439205005 30.054399297400007 10.726864994700001 18.870920756500002 -0.25843999999999995 13.051052998800001 236.15709471040003 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 38.804629908750009 198.58733702675002 85.589753040950015 84.812788641250009 85.990333302400003 14.390586827150001 19.164717746300003 226.58992707320002 13.534968349350001 186.79363985910004 10.650859343850001 197.75665858550005 14.055328400500002 19.224955043700003 131.42729508740004 36.370482311550013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 -1 -4 5 6 -5 -7 22 20 11 12 16 18 -15 -16 17 -2 -12 -19 -10 -3 24 25 -9 -24 -27 -18 -20 -17
right_child=1 21 3 4 -6 7 -8 8 9 -11 13 -13 -14 14 15 29 27 19 28 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0039775404466783418 0.0022685247115489028 -0.0010388283631574458 -0.004408347001695013 -0.0036022430071574341 -0.0054572629519022706 -0.0063960506168454483 0.0024262654394236706 0.002620361640136854 0.0067195183165202474 0.0039012569421209373 -0.00021934296981876452 -0.00816372978466102 -0.0051315129677791246 0.0055021093595991792 0.00090396270566561244 -0.0092418462793279043 0.0059947100157732129 0.0020623128608453205 0.0053977978050501873 -0.0081959760700851293 -0.0058452343169063045 0.0059656188843105733 0.0021538967550380813 0.0048049651343673276 -0.0042795192101666175 -0.0070069017466417999 0.0049090024132628094 0.00029465341222511979 0.0027795512394937459 0.00014399460076741177
leaf_weight=41.680436702445149 21.739028550684452 75.707675505429506 24.332559578120708 39.243286408483982 12.289480976760386 5.2068065255880347 10.356645990163086 11.189980674535038 1.661099836230284 8.0865403488278371 16.372704595327377 5.5084186010062686 7.6017161011695853 16.58755499869585 60.946171723306179 5.8008322119712812 18.817668691277508 3.3462869822978956 53.459373190999031 7.4046317115426064 15.787032429128883 5.0050967037677756 41.984940752387047 34.173802390694618 12.353663383051751 7.3237844556570035 3.1429868340492249 10.857947289943693 74.013575218617916 3.7850214093923569
leaf_count=648 82 532 464 666 205 64 54 62 7 32 67 51 50 46 230 47 46 15 174 76 197 13 161 124 132 68 8 44 253 15
internal_value=0.000333552 0.00145433 -0.0012798 -0.000784742 -0.000349971 -2.05092e-05 -0.00234347 0.000797162 0.00107316 -0.00194126 0.00199695 0.000366077 0.00103954 0.00252848 0.00107088 2.87485e-05 0.00179415 -0.000137629 0.00341127 -0.00500302 -0.00464904 -0.000604474 0.00177183 0.0025252 -0.0010001 0.00103987 -0.00342877 0.00390913 0.00387759 -0.0055358
internal_weight=655.767 386.954 268.813 227.133 202.8 190.511 49.5999 140.911 135.704 25.5347 306.241 75.2757 69.7673 230.965 87.1196 70.532 62.1656 32.4899 143.846 10.7509 17.4481 80.7128 110.169 86.6255 23.5436 52.4517 10.4668 29.6756 127.473 9.58585
internal_count=4633 1741 2892 2244 1780 1575 720 855 791 236 1196 364 313 832 338 292 263 173 494 91 204 545 555 361 194 237 76 90 427 62
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=16 0 18 16 0 22 0 15 7 22 7 9 4 23 5 0 20 21 17 16 18 13 20 21 18 3 7 21 20 22
split_gain=10.462 5.52139 6.60447 11.3905 7.55049 11.2006 10.449 7.96383 7.20074 9.07727 6.83754 6.63574 5.96812 6.60899 5.91496 5.8517 5.47884 6.18785 6.02942 6.096 6.42628 5.79548 4.90748 6.05962 5.22903 9.58391 6.67218 6.2946 6.16301 4.82311
threshold=18.554956610400005 86.09518316945001 13.900697602550002 22.624947093000003 90.321439350550008 -0.083330000000000001 91.109157582800023 36.548474543700003 23.822419043000004 -0.070854999999999987 23.960918281000001 214.52351813370004 195.04069921150003 0.088350000000000026 22.053438739150003 87.525442894850016 38.238138001450004 3.2738626606000003 168.09695031380002 17.244959673800004 17.689700380450002 103.39541123890002 41.965446242000006 1.1709819147500002 13.037923179150001 94.16862293520002 22.532843451200005 11.772995266200001 44.749265482150008 -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=16 22 12 4 5 14 -6 8 -8 10 -10 -12 13 -3 -4 -15 -1 -18 -19 21 -21 -20 -2 -24 26 -26 27 28 29 -25
right_child=1 2 3 -5 6 -7 7 -9 9 -11 11 -13 -14 15 -16 -17 17 18 19 20 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.01121083758967923 0.0030321786015221944 0.020190611652199181 -0.013651550006700985 0.018404678554072147 0.018349657459186014 -0.029260115869625982 -0.020249377206035368 -0.022832060675882341 0.023421997013818904 0.011214639870140788 -0.01957572625887807 0.013830056545808126 0.004666386401889054 -0.012293612846020924 0.018025496680888833 0.014302173167192201 0.0045218379694673691 -0.017284785882477574 -0.0028848066236786744 -0.016220652517355227 0.026577176960063995 0.0099716738171831583 0.019079586417603472 0.0042182921328248434 -0.024367448104598507 0.013402584110843906 0.018896931373689103 -0.028839226718445018 0.01234726068947092 -0.031888334184273961
leaf_weight=30.294163258746266 60.760603204369545 29.423499546945095 5.2111644521355647 14.588650979101656 13.386345081031321 9.6537638083100301 6.3868286833167067 7.235436148941516 2.6768306791782335 27.587588746100671 12.941032595932485 3.2893106564879409 73.76704228669405 6.3283585980534545 5.1886252909898758 8.6177427694201452 52.360992050729692 13.572799563407896 73.506255376152694 19.114939747378234 1.6837565302848805 19.585352236405015 3.8803168833255759 2.9819922465831068 14.707517273724081 3.71070897206664 5.3084868751466265 4.6908196061849585 7.4492644630372524 3.6036914512515095
leaf_count=647 339 132 27 59 45 78 47 69 6 96 120 11 288 30 16 31 512 415 857 342 4 95 11 28 148 23 22 62 36 37
internal_value=0.000721813 0.00303507 0.00489443 0.00114443 -0.00154702 -0.0129694 0.00156929 -0.00216721 0.000660221 0.0035325 -0.00767656 -0.0128056 0.00832729 0.0144138 0.00215265 0.0030412 -0.00294842 -0.00155649 -0.00405343 -0.00247659 -0.012756 -0.000179958 -0.00089365 -0.00604196 -0.00833817 -0.0167579 -0.00188582 -0.00777743 -0.000738071 -0.0155393
internal_weight=543.494 333.376 226.282 108.146 93.5569 20.0536 73.5034 60.117 52.8816 46.4948 18.9072 16.2303 118.137 44.3696 10.3998 14.9461 210.118 179.824 127.463 113.89 20.7987 93.0916 107.093 46.3328 42.4525 18.4182 24.0343 18.7258 14.0349 6.58568
internal_count=4633 1761 1055 574 515 121 394 349 280 233 137 131 481 193 43 61 2872 2225 1713 1298 346 952 706 367 356 171 185 163 101 65
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=16 5 10 6 6 6 20 10 16 2 21 7 10 22 21 0 6 18 17 16 7 16 22 22 20 3 9 16 16 10
split_gain=31.0071 11.493 10.138 10.1935 9.19061 7.56763 9.37439 8.00595 8.34303 7.77573 7.53744 7.38694 8.96485 7.45738 7.36478 7.25482 8.11435 6.94616 9.27991 7.26509 10.3147 11.7131 6.89825 11.7812 8.27668 7.25032 6.85955 6.63586 7.92543 13.6332
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 14.845346859150002 16.455384477450004 39.427119987250002 62.009286778800011 22.674946976100003 184.20633225945002 5.1185473364500007 19.506002767000002 66.52858489605002 0.70681500000000008 9.1670574189500034 85.990333302400003 16.375382608200002 17.327266398450003 203.09927826650002 17.684958644900004 26.545218975000001 9.7049773055000017 -0.053874999999999999 0.075080000000000022 43.157831852650006 83.511574906150017 226.58992707320002 11.949972055800002 16.354961755000005 70.348883899450016
decision_type=2 2 2 2 2 2 2 2 2 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 3 11 22 15 -7 8 -8 14 -10 -1 -13 17 -9 16 -6 18 27 20 -19 -22 24 -24 25 -2 -3 -14 -29 -30
right_child=1 26 -4 -5 5 6 7 9 10 -11 -12 12 13 -15 -16 -17 -18 19 -20 -21 21 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.004571929748317001 0.0012053870037134137 -0.00086119659043136141 -0.0043321175230321054 -0.0047051260724828396 -0.00582794032149795 0.0037615216311768741 0.0031810428024234994 0.0009579669883840624 0.0021933197518943176 -0.006681454988302425 -0.0062413581302704999 -0.0051568558015206659 -0.0030932806576137559 0.0037451792628653267 -0.0055684670276353798 0.0030650258603939482 0.0018881686302985373 0.0046621960590222458 -0.0038259789622659582 0.0062318089128625166 0.0043847809244349648 -0.0041474725124049866 0.0030672815553030104 -0.0052632690406758257 0.0021849824216564864 -0.0057494339739706714 0.0052445686540560739 0.00074561961923072582 0.0045834822864681286 -0.0036778950526124479
leaf_weight=7.0800086110830298 5.2354691177606645 76.911232899874449 21.894349930807948 15.520730016753076 4.9908779934048679 21.38531930744648 24.613773681223392 18.377464078366764 5.2314034178853017 6.8312601670622817 5.51466154307127 10.653356090188025 22.019893676042557 10.338686022907494 5.7529038041830054 143.3301001265645 11.211171843111513 9.4104914665222186 26.138003461062908 6.3988216221332541 5.6928424723446396 14.364237103611229 23.215538956224922 5.2800923809409133 8.2874323278665525 13.836462415754793 4.9633548855781546 83.841507222503424 6.2110896706581107 27.351303920149803
leaf_count=21 19 532 554 371 29 66 72 65 19 53 35 151 302 43 32 504 36 31 282 17 25 163 73 36 35 122 13 527 23 382
internal_value=0.000268262 0.00118242 -0.00105021 -0.000756952 0.00163447 0.00205111 0.000863347 -7.11682e-05 0.00156541 -0.00194023 -0.00213519 -0.000489943 -0.000651071 -0.000424398 -0.000597995 0.00270411 -0.000488701 -0.00063841 -0.0010735 0.00136998 0.000314249 -0.00172575 -0.000209742 0.00152367 -0.00201515 -0.00384025 -0.000491056 -0.000557485 -8.18792e-05 -0.00214904
internal_weight=651.884 384.969 266.915 245.021 303.094 247.239 87.7068 66.3215 35.3598 30.9616 10.7461 229.5 222.42 211.767 24.1304 159.532 16.202 201.428 165.562 35.8664 29.4676 20.0571 55.855 28.4956 27.3594 19.0719 81.8746 139.424 117.404 33.5624
internal_count=4633 1741 2892 2338 1196 911 342 276 126 150 54 1967 1946 1795 97 569 65 1752 1516 236 219 188 285 109 176 141 545 1234 932 405
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=16 5 10 6 10 0 6 20 3 0 15 22 18 17 2 6 20 0 16 7 16 3 3 16 18 15 5 20 7 23
split_gain=22.0214 9.36581 8.26886 9.22143 6.89692 10.8731 7.89517 9.61268 10.8727 7.45161 7.14224 6.5688 7.03568 10.308 6.46443 5.94731 5.93781 6.19677 5.65247 8.83023 10.2956 5.63745 10.8387 7.50782 6.73446 5.57696 5.3806 5.30511 5.11905 5.08682
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 66.859265246100009 91.886121982450007 16.455384477450004 38.804629908750009 92.738363209800013 85.990333302400003 36.548474543700003 0.70681500000000008 17.327266398450003 203.09927826650002 131.42729508740004 16.375382608200002 37.995872310650007 75.994645973400011 17.684958644900004 26.545218975000001 9.7049773055000017 85.589753040950015 84.812788641250009 19.224955043700003 14.390586827150001 36.370482311550013 22.825270530250005 37.892416320650007 19.052023743050004 0.083555000000000032
decision_type=2 2 2 2 2 2 2 2 2 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 3 11 6 -6 9 -8 25 15 21 12 13 28 -11 -2 17 -3 19 -14 -21 22 -7 -23 -24 -9 29 -25 -1 -10
right_child=1 16 -4 -5 5 10 7 8 26 14 -12 -13 18 -15 -16 -17 -18 -19 -20 20 -22 23 24 27 -26 -27 -28 -29 -30 -31
leaf_value=0.0087481813422030357 -0.0074865300577675745 -0.0053026306641055093 -0.0066158274239758019 -0.0073665268580843327 -0.0086351955167636857 0.0029130219194587999 0.0069366186510950324 -0.013091828267378751 0.0032745880709332906 0.0070964595221577886 -0.008165595593950449 0.0053281368014059865 0.0074188191253757125 -0.0062878114089686757 0.0033148565385334623 0.0026061349490046253 -0.001730690744251746 0.0070785873880218715 0.0095612959553016998 0.0070924281426595339 -0.0060527783896491957 0.0083738550170904414 0.0024305117628032583 0.0042101173925643692 -0.011258513871434069 -0.00011242744926806784 0.0047445582998789319 -0.0066061065772760903 -0.0010309591889627677 -0.002581169377835034
leaf_weight=3.4193386584520331 5.52028959989548 3.3516148291528216 17.943204255774617 13.522761415690182 7.8052463307976714 21.76710257679224 14.262862138450144 5.6314793229103071 14.258403062820433 48.172680951654911 4.6646200567483893 10.902136139571665 8.7030323445796984 25.057620838284492 67.918169893324375 10.687912173569201 66.937798138707876 10.160828456282614 5.6694568097591391 5.2211600542068508 12.874819200485943 14.967609226703646 3.2847123369574529 7.1982182115316373 7.0489931106567383 3.2580154836177826 17.211980260908604 4.6558013334870338 139.13988546654582 26.324952587485313
leaf_count=9 31 55 554 371 53 82 45 48 47 175 47 50 31 284 246 35 480 32 17 25 163 39 15 23 73 12 55 27 1388 121
internal_value=0.000386878 0.00161193 -0.00145782 -0.00104558 0.00228428 0.000160051 0.00299544 0.00105312 -0.000205267 0.00418386 0.00123966 -0.000640456 -0.00096567 -0.00161733 0.00488406 -0.000831287 -0.000766893 0.00400756 0.00239851 0.000883185 -0.00226004 0.00198423 -0.000248268 0.00465614 -0.00690727 -0.00833486 0.00104514 -3.80779e-05 -0.000796403 -0.00052383
internal_weight=607.543 365.089 242.453 224.51 284.639 71.3923 213.247 80.9477 66.6848 132.299 63.5871 210.987 200.085 167.617 116.091 16.2082 80.4502 13.5124 32.4685 26.799 18.096 58.9224 32.1008 26.8216 10.3337 8.88949 57.7953 11.854 142.559 40.5834
internal_count=4633 1741 2892 2338 1174 359 815 328 283 487 306 1967 1917 1681 421 66 567 87 236 219 188 259 170 89 88 60 223 50 1397 168
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=16 10 6 15 23 2 5 6 19 5 20 22 18 18 18 12 23 9 10 2 16 21 23 13 2 22 18 4 3 17
split_gain=10.1969 5.75472 6.15836 5.49798 4.91096 10.874 5.54007 5.27599 13.2797 9.60795 5.66696 5.36373 5.16139 7.35771 8.75048 6.16678 5.98999 7.31598 5.22972 5.86381 4.82666 5.74941 4.80873 4.80483 5.73521 4.64824 4.31483 6.63512 4.33107 4.3024
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 -0.15849499999999997 185.72519583365002 18.428229854150004 13.665319288000001 13.051052998800001 15.332427622700001 40.858951393400005 -0.054875 17.327266398450003 16.435318745950003 15.917243450850002 293.55977308740006 0.087935000000000027 193.49750438550004 83.75622459600001 205.16057895720004 23.044946110900003 15.294585115650001 -0.22831499999999999 117.97223122220002 98.91243606750001 -0.017745 13.405741979600002 404.75570863780007 93.292185584700022 183.93802912725002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 10 12 11 -9 13 14 16 18 -6 -18 -14 -20 21 26 -7 -2 -25 -26 -5 28 -28 -8
right_child=3 -3 -4 20 6 22 29 8 -10 -11 -12 -13 15 -15 -16 -17 17 -19 19 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.011948645188878448 0.0032016217917155872 -0.011070745601252851 -0.012558995752222737 -0.018492496590723863 -0.011799711200617392 0.0030064081193114352 -0.0029640056272057028 -0.0054124309781619371 -0.018185889986655566 -0.018563153565280228 0.012990347901042663 0.010123027715603207 0.013866627664420927 -0.012999131178451515 0.0072859885701566009 -0.0084442530499964103 0.0086203742894403173 -0.01831634414827945 -0.017449403117888229 0.0099842726491147938 0.013041180060146752 0.0083349902700848369 0.014957589179066987 0.003938206882548697 -0.018633020969138454 0.0022781820466401728 0.011790425395958979 -0.020966840540024612 -0.0080310590223799088 -0.016794610759530586
leaf_weight=7.3313549105077973 281.61090329103172 13.953216556459664 9.9764856463298184 7.361814063042412 16.001816667616371 17.403172349557281 10.687533034011723 10.994651358574629 5.2785892933607093 7.6056799460202447 16.546424612402916 8.4178494140505791 12.47484290413559 14.075027719140051 17.356734201312065 6.3108208011835805 8.8007957153022272 2.8679206222295752 2.9902357812970868 3.7898887638002634 3.1632522121071807 4.7739073634147635 12.346548512578012 9.5623483359813708 6.9703820701688528 3.38921285048127 4.8065748549997789 3.7577629610896102 4.6552769541740417 8.7966021541506034
leaf_count=130 1318 554 371 106 311 118 162 58 74 101 57 26 47 256 114 81 70 37 59 21 10 21 44 55 105 20 15 39 52 201
internal_value=0.000513861 -0.00197631 -0.001342 0.0021285 -0.000753255 0.0040289 -0.00191229 -0.000847557 0.00350783 -0.002794 0.00669236 0.00132422 -0.00137747 -0.00375591 -0.000866575 0.00412095 -0.00598039 0.00199991 0.0082392 -0.00211479 -0.0040184 -0.00614669 0.00796631 0.00270986 -0.00424153 -0.0117918 -0.00950575 -0.00450116 0.00203816 -0.00920818
internal_weight=544.058 214.006 200.053 330.051 190.076 37.0811 152.995 133.511 41.2375 92.2738 35.9589 19.4125 84.6681 59.1023 45.0273 25.5658 27.6705 11.6687 19.255 6.78012 28.5186 25.3553 29.7497 301.533 19.9219 10.3596 20.5814 13.2196 9.46185 19.4841
internal_count=4633 2892 2338 1741 1967 292 1675 1312 215 1097 141 84 996 788 532 208 418 107 127 80 243 233 162 1498 180 125 212 106 67 363
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=16 5 10 6 3 0 8 8 9 6 22 21 7 10 22 16 13 20 18 2 16 17 17 15 7 15 13 16 17 9
split_gain=16.7436 7.27216 6.78267 6.9273 6.31613 11.5695 6.652 6.51922 5.65023 5.54621 5.33847 5.04717 4.81029 6.5043 4.74336 4.68065 13.9802 10.3918 5.79709 9.76932 18.0304 5.01269 4.6933 6.35617 4.59159 4.5082 4.91625 6.24854 10.3279 10.2205
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 85.589753040950015 96.082805124100005 8.8430989333000021 9.4426310644000022 226.58992707320002 16.645388916850006 0.70681500000000008 0.15802222800000001 19.506002767000002 65.571493801650021 -0.58835000000000004 19.224955043700003 112.67059178900001 38.238138001450004 14.646070254650002 222.85070906495002 22.604947139800004 188.13858192940003 186.34046889365004 40.042228346200012 23.989000783400005 32.548041893900006 108.49810477050001 15.954962690350003 236.15709471040003 191.61296531520003
decision_type=2 2 2 2 2 2 2 2 2 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 3 10 5 11 15 9 -3 -8 12 -2 -1 -14 -5 -6 17 -17 19 21 -21 22 -18 -24 -13 26 27 -15 29 -29
right_child=1 8 -4 14 6 -7 7 -9 -10 -11 -12 24 13 25 -16 16 18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.006914909923817777 0.00070159550265751734 -0.0012866074460156386 -0.0067637078784183536 0.010841154276413745 0.0072883879865620711 0.004021741033540578 -0.0014170425057502419 0.0054042387499267002 0.0085866227469500265 -0.013622031146373248 0.0055016317799925583 0.002573604671329487 -0.0099728623053558126 3.1525131327415292e-05 -0.0091131778430606023 0.0018159295792318465 0.0031295830046204755 -0.01110232849618014 0.0099695019045444103 -0.012558599960946652 0.0043267024191907828 0.0046146585243061859 -0.0099587947758950461 0.002679048238591413 -0.011675656037183551 -0.0094265603844526768 0.0061663948801277653 -0.00042523547444123125 0.0053309274789024447 -0.0095418980499262195
leaf_weight=5.5409731194376937 5.4344348087906864 73.724203411489725 16.038734432309866 0.95102914422750373 18.074817255139351 15.785229846835135 7.1663490161299723 5.2944483682513228 4.5027722865343085 4.3992342352867126 9.9116308130323869 1.9925849288702 5.9552387967705718 121.9119601752609 10.517393998801706 9.4760456047952193 24.121322095394135 8.7859796956181508 9.4637531042098981 7.922315917909148 11.14073111861944 122.67531856149435 5.6849929839372617 5.976871419698 9.7907729595899564 4.4091414622962466 7.3838086687028399 15.848126858472822 7.6400333084166041 20.844019420444965
leaf_count=19 27 554 554 4 59 52 32 18 13 33 50 11 126 1108 367 39 85 69 29 61 46 450 34 22 107 106 27 208 36 287
internal_value=0.000411932 0.0015819 -0.00139965 -0.000991746 0.00224057 -0.00126924 0.00272285 -0.00245961 -0.000718301 -0.00605949 -0.000619899 -0.00611999 -0.000940024 -0.00117658 -0.00745845 0.00311411 0.0027465 -0.00439913 0.00344438 0.00309653 -0.00269058 0.00379273 0.000974936 -0.00348172 -0.00926608 -0.000882347 -0.000665374 -0.00096881 -0.0037197 -0.00560422
internal_weight=578.364 351.412 226.952 210.913 273.185 33.003 240.182 16.86 78.227 11.5656 199.445 17.2178 189.533 183.992 11.4684 223.322 205.247 18.262 186.985 177.522 19.063 158.459 35.7832 11.6619 11.7834 178.037 173.628 166.244 44.3322 36.6921
internal_count=4633 1741 2892 2338 1174 197 977 83 567 65 1967 145 1917 1898 371 894 835 108 727 698 107 591 141 56 118 1772 1666 1639 531 495
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=16 5 21 22 6 0 18 16 9 20 21 0 22 2 9 20 22 13 2 5 0 4 6 16 9 13 10 15 22 22
split_gain=21.4031 8.68345 10.3781 10.6527 8.94415 8.5135 8.27358 11.8889 9.04322 7.29407 8.56342 7.24215 6.55808 6.3433 7.39482 6.28665 8.25216 5.79549 5.64718 11.5618 6.58138 5.47884 5.91902 5.33459 5.28573 10.6255 10.1706 8.19227 8.17501 9.27749
threshold=18.594956516900002 7.754880527600001 17.629804977050004 -0.156745 15.635365317800002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 41.965446242000006 1.9425901130500003 75.381677519650012 0.70681500000000008 100.92170827030002 194.29956510785004 35.887362732750006 -0.13734499999999997 116.51508691550002 216.39684782960003 21.363989181350004 88.350799540950007 195.04069921150003 16.455384477450004 7.1549832685000014 70.238863950400017 95.811270852950017 82.140461259550008 31.445204138150004 -0.16533 -0.237895
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 9 21 8 13 11 -11 -2 23 14 -8 -13 -17 -12 -10 -20 -21 22 -7 -3 26 -26 28 -27 29 -25
right_child=5 4 3 -5 -6 6 7 -9 18 10 17 15 -14 -15 -16 16 -18 -19 19 20 -22 -23 -24 24 25 27 -28 -29 -30 -31
leaf_value=-0.0054979088416334202 -0.0070622185462883257 -0.0072825684374699393 0.0055512938537116722 -0.0074805071460228119 -0.0054768379396960302 0.0058215516083045277 0.0042511820460004509 0.0057435342583092063 0.0017770161957753241 0.0042249167278332585 0.0028119901710457599 0.006858474978238569 0.0048418699026915851 -0.0082530521526809376 -0.0065285684964865968 -0.0051106075662074781 0.0018471459060591352 -0.0037553693955350857 -0.0073264102295875905 -0.0031864197890316016 0.0040663198072442277 0.0019248067360137908 0.0010932210739668985 -0.0026925671289297196 -0.0060169136820891634 2.0232065972498584e-05 0.0067452551490464908 -0.0066353250858566934 -0.0048138927622889552 0.0047754723984031449
leaf_weight=29.809466358274221 3.7052268348634234 4.1741577573120585 7.3501174673438072 3.3618448562920076 12.894485985860227 36.029893010854721 5.0576503574848193 15.471504174172876 65.349161431193352 7.2698161229491225 5.6920479387044898 7.5414578542113295 8.8403280451893789 7.3557176962494841 4.3556842058897018 7.179849747568368 49.400653593242168 37.47651369124651 8.6054514572024363 7.7160272151231792 11.397623129189013 72.518930725753307 13.341231591999529 10.376433676108716 13.680685022845863 113.61885862797499 10.284369379281996 7.2342629097402087 9.80160089582205 14.904189817607401
leaf_count=711 61 105 22 51 371 136 17 53 271 24 26 21 38 67 31 68 182 312 68 46 46 262 50 101 268 824 47 176 125 53
internal_value=0.000289353 -0.00109222 -0.0036582 0.00146139 -0.00058701 0.00122056 0.00186076 0.00076657 6.55225e-05 -0.000117576 -0.00186401 0.00118113 -0.000260173 -0.00403377 -0.000736762 0.00165746 0.000964234 -0.00288942 0.000804134 -0.00148949 0.00113845 0.00298564 0.00454385 -0.000505202 -0.00034795 -0.000951571 0.00144208 -0.000378169 -0.000112551 0.00171022
internal_weight=611.795 246.331 40.5214 10.712 205.809 365.464 247.199 125.309 109.837 118.266 50.4384 67.8272 192.915 16.7691 9.41333 64.122 56.5805 43.1686 93.0683 27.7191 19.1137 121.89 49.3711 184.075 179.9 134.534 45.3666 120.853 35.0822 25.2806
internal_count=4633 2892 784 73 2108 1741 1047 599 546 694 362 332 1737 115 48 271 250 338 431 160 92 448 186 1699 1594 1268 326 1000 279 154
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=16 10 10 17 2 7 6 0 19 5 21 14 17 19 9 3 0 8 8 6 13 12 18 21 22 23 6 23 21 12
split_gain=17.8441 7.47387 7.50551 9.12914 8.52207 8.66417 9.03602 7.85093 8.3981 7.32818 7.13922 9.09017 6.458 6.07074 5.96566 5.89166 10.8962 7.12662 6.22813 5.63854 6.12502 6.61971 5.59064 6.19607 5.37823 5.24082 5.15636 5.02505 6.25426 4.92467
threshold=18.594956516900002 90.937096262400004 74.927328095600004 195.59800312745003 201.25557642380002 26.296311413900003 4.9151148409000003 104.22883325935001 12.651020723000002 23.714185006400005 16.464809133250004 366.02505068985005 236.15709471040003 10.350835137000002 226.58992707320002 85.589753040950015 96.082805124100005 8.8430989333000021 9.4426310644000022 15.635365317800002 108.49810477050001 138.67909474840002 14.122113655700002 0.15802222800000001 -0.59087999999999996 0.092185000000000031 16.645388916850006 0.10487000000000003 1.3367181581500003 235.88806624395002
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 7 6 29 8 13 15 11 -7 -10 -4 25 16 22 -17 26 20 21 -1 -2 -24 -15 -11 -19 28 -26 -6
right_child=9 -3 4 -5 5 10 -8 -9 12 14 -12 -13 -14 24 -16 17 -18 18 -20 -21 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0089135744099014119 0.0072847769139600714 -0.007815758902412746 -0.011310911482159427 -0.011765845609235361 0.0083714798544861479 0.0039957120512342636 0.0084441989103472732 -0.0082210440929893769 -0.0085397465679012061 -0.0035921407639463057 0.010466288230346324 -0.0090911121639073271 0.010089218738078241 0.0097139474420915774 0.0097975554846842818 0.003557383718392666 0.0045632087840152989 -0.0018201714186229186 0.0057923067379152303 -0.0084411870369911282 0.00666660775828503 -0.00013431140694930986 4.9359933273340851e-05 -0.013087941923921841 -0.0068453587367833645 0.0018218902685492372 -0.015093488843023606 -0.0081140550214016741 0.0037541669237717368 -0.010971191420659202
leaf_weight=10.653942193835972 2.3606001362204578 16.63120624423027 3.2923584543168536 10.906131424009798 1.784556210041045 8.4256163127720409 27.983426136896014 14.522151408717034 14.965727332979442 43.342193640768528 3.9704102016985408 11.914745409041641 1.9566236399114121 7.550652625039219 4.6191968768835059 225.04991676285863 15.799781545996664 7.0619014576077479 5.1898479610681525 11.058025337755678 8.4254211671650392 31.895811798051 5.0229325965046874 9.953707177191971 6.1460767593234769 26.972065340727568 4.4279261603951454 5.0811076853424302 32.809218220412731 3.8962824922055006
leaf_count=203 8 554 77 162 11 54 104 281 174 402 16 178 6 21 13 915 52 32 18 363 48 278 26 111 71 130 34 48 154 89
internal_value=0.000476522 -0.00158553 -0.00110856 -0.00362962 0.000165778 0.00302533 0.00619322 -0.00175469 -0.000446853 0.00185517 -0.00136139 -0.00367014 -0.0063858 0.00138445 -0.000817983 0.00258391 -0.00122918 0.00310663 -0.00297521 -0.00219919 -0.000845111 -0.00233253 -0.00650791 -0.00868189 0.00219469 -0.00151536 -0.00693542 0.000905405 0.00208185 -0.00489496
internal_weight=583.67 233.869 217.238 72.9393 144.299 57.975 33.6643 86.3239 71.8018 349.8 24.3108 20.3404 16.9224 54.8794 74.9335 274.867 33.137 241.73 16.6797 62.0332 50.9752 42.5498 17.3372 14.9766 51.5871 70.3143 11.4898 44.0364 38.9553 5.68084
internal_count=4633 2892 2338 1054 1284 452 204 832 551 1741 248 232 180 371 545 1196 197 999 84 892 529 481 145 137 294 532 66 273 225 100
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=16 23 6 18 21 3 9 19 6 6 3 19 0 20 20 22 10 23 20 3 17 12 22 20 23 16 5 23 18 3
split_gain=10.5504 7.3044 7.06247 6.89369 6.28663 6.19589 6.14488 5.97284 6.89043 10.0349 9.11606 8.11792 7.49291 9.94668 7.24276 7.0359 8.82203 6.99008 6.58658 7.46961 6.02623 6.61758 5.81916 7.19736 5.66618 5.90584 10.3451 6.35714 8.10539 5.29634
threshold=13.534968349350001 0.076130000000000017 5.1351199812500008 13.845746551550002 20.581461612800002 103.28787291370001 71.932467616300016 11.850956171350001 13.665319288000001 13.775321858200002 85.589753040950015 12.851036860900001 86.345209775600011 41.965446242000006 47.309807198350008 -0.082275000000000001 61.944763783650011 0.094780000000000017 43.276780833950006 93.794927255050013 236.15709471040003 261.40539695100006 0.70681500000000008 35.476804824450006 0.08079500000000002 19.079955382750004 19.897785533950003 0.25799500000000009 14.122113655700002 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 4 -1 -2 7 -7 -4 14 -10 11 17 13 -12 20 16 -15 -11 -18 -20 22 -22 23 -9 -14 -26 27 28 -27 -13
right_child=2 -3 5 -5 -6 6 -8 8 9 10 12 29 24 15 -16 -17 18 -19 19 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.025415672238174248 -0.024199772870420518 -0.014642140121557545 0.015401093180780352 0.003734225442861908 0.012348324469788362 0.0015444847982642865 -0.021391586427654166 0.010136787094374272 0.020493247209547982 0.011410620922767883 0.0050697750994617638 -0.0053116692894117712 0.014254909458831403 0.016859199041387701 0.012992775565399734 -0.020686498902063012 -0.024001388631246231 -0.018318456465018063 0.017438289585911333 -0.015883422155285095 0.021085447825027619 -0.018914763420003419 0.016289827916464363 -0.016352632470767948 0.018262481850139567 -0.036158050887507724 0.0065311073469268566 0.012772452239441675 -0.0038889668879570106 -0.022956788307805887
leaf_weight=4.512009957805275 8.8042976874858123 33.330540805123746 17.798845831304789 29.276266594417393 3.0548387989401808 12.470014013350012 10.26010336820036 5.7119799330830565 16.205905437469482 18.059359030798081 77.946322621777654 22.966907110065222 43.995103096589446 8.599383372813465 10.072012279182671 14.198765015229581 8.8443177212029713 4.8306398540735236 6.402674734592436 6.5665599051862955 6.4915064573287946 2.8760615922510624 3.5984995514154425 36.703636895865202 14.296383339911698 6.5789471119642284 84.830145113170147 4.1845611631870261 8.7261395305395109 12.74677520431578
leaf_count=84 257 827 69 352 18 118 341 38 56 69 392 197 199 36 46 126 97 38 19 97 28 32 15 375 53 51 345 14 44 200
internal_value=0.000798825 -0.00735087 0.0019436 -0.000158386 -0.0147852 0.00236937 -0.00880858 0.0029426 0.00242138 0.00361264 0.00281686 -0.00506861 0.00443737 0.000338637 -0.00413027 -0.00792769 -0.00197103 0.00513668 -0.00939433 0.0005669 -0.00724436 0.00880445 -0.0105116 -0.0127854 0.00752653 0.00503095 0.00321765 -0.0112044 -0.0177599 -0.0116095
internal_weight=544.94 67.1188 477.821 33.7883 11.8591 465.962 22.7301 443.231 425.433 359.979 343.773 58.6037 285.169 122.558 65.4537 44.6117 30.4129 22.89 21.8136 12.9692 55.3817 9.36757 46.0141 42.4156 162.611 118.616 104.32 19.4896 15.3051 35.7137
internal_count=4633 1263 3370 436 275 3095 459 2636 2567 2033 1977 504 1473 767 534 375 249 107 213 116 488 60 428 413 706 507 454 109 95 397
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 0 6 2 20 15 10 0 16 9 3 0 16 7 10 16 18 6 20 10 20 7 18 6 13
split_gain=23.2492 9.62987 8.28164 8.42567 7.41963 10.1683 7.81505 7.65202 9.60653 6.59807 6.48564 6.41594 6.37439 6.93465 6.24699 6.16961 9.8789 6.69303 5.89583 7.53252 5.70441 9.31077 8.2625 8.53801 7.66723 7.27176 8.88115 7.61133 6.18142 6.04427
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 91.886121982450007 16.455384477450004 199.01127796720002 38.804629908750009 38.133874083650007 61.923256118600001 86.264556031700025 22.674946976100003 226.58992707320002 85.589753040950015 96.082805124100005 19.224955043700003 19.506002767000002 65.571493801650021 15.954962690350003 18.281462078100002 13.115306437050002 37.232443001650005 70.348883899450016 41.404176814550006 24.872345000050004 17.142803710550002 12.410289964450003 98.050756475600011
decision_type=2 2 2 2 2 2 2 2 2 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 3 18 5 6 -2 11 9 -9 12 -6 13 -11 -3 16 -8 -17 -1 -20 22 24 23 -21 -22 26 -26 -28 29 -25
right_child=1 14 -4 -5 7 -7 15 8 -10 10 -12 -13 -14 -15 -16 17 -18 -19 19 20 21 -23 -24 28 25 -27 27 -29 -30 -31
leaf_value=0.0052899808889542129 -0.0053181878282485126 -0.0009718275406219878 -0.0051094318854333805 -0.0056540918645859401 -0.0033376246244525912 -0.0084607913514055527 -0.0037227452128562057 0.0054528423698470213 -0.0054611300329691194 0.0035607893557608955 0.0028553029656775476 0.0036509393409351726 -0.0049183734175137538 -0.0046712171185145351 0.0063852942393989153 0.0065893942504021931 0.0031929007546554768 0.00030355107434986778 -0.0072799709655048221 -0.0069633258786286779 0.0032663881350985156 0.0067208207954953508 0.0023376976774271544 -0.00096854659192880613 0.0036268603928651345 -0.0059569964038984876 -0.0076353374550737017 0.0025687894958638414 -0.0065146498672679553 0.0028091269098169378
leaf_weight=6.542799547314643 7.2774189561605445 78.02737483009696 19.022987864911556 13.209160454571245 5.3060537949204436 4.9796236492693415 16.251680821180344 14.270531952381132 8.1759610027074796 12.658420637249952 28.547229133546352 126.55519898235798 11.547857485711573 5.7776698023080817 4.7462433725595465 14.513366825878622 15.784832440316675 11.993014693260191 6.5563913583755484 8.1635570265352708 7.026582494378089 4.2873803526163092 46.384406123310328 54.688270028680563 9.118507759645583 25.638841457664967 8.8881543353199941 4.16004405170679 5.7658770978450766 23.463288433849812
leaf_count=21 48 554 554 371 26 50 127 45 57 40 93 457 59 34 13 39 49 50 126 187 38 16 211 583 48 410 129 21 70 107
internal_value=0.00032825 0.0013185 -0.00116544 -0.00083034 0.00186378 0.000117784 0.000766794 0.00244457 0.000938092 0.00165675 0.000731226 0.00336972 -0.00129107 0.000980968 -0.00054997 0.00152321 -0.000315311 0.00374532 -0.000527908 -0.000714373 -0.000496509 -0.00211555 0.000194762 -0.00088471 -0.00280648 -0.00369908 -0.0010875 -0.00438204 -0.000293377 0.000165617
internal_weight=609.329 366.412 242.916 223.893 283.639 70.7999 65.8203 212.839 80.9777 72.8017 58.5312 131.861 29.9839 18.4361 82.7736 58.5429 32.0365 26.5064 210.684 204.141 197.585 59.1195 138.465 92.081 54.8321 47.8055 22.1667 13.0482 83.9174 78.1516
internal_count=4633 1741 2892 2338 1174 363 313 811 328 271 226 483 133 74 567 265 176 89 1967 1946 1820 662 1158 947 646 608 198 150 760 690
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=16 5 20 21 17 5 10 7 20 13 5 13 6 2 16 16 10 20 0 18 10 23 13 21 10 0 17 23 15 16
split_gain=32.5685 12.2781 10.6546 9.64684 9.09776 8.26765 8.63695 10.0572 8.01925 7.83744 13.2079 9.61572 8.7132 11.0245 7.53118 7.86638 7.60217 7.51333 8.79995 7.22775 8.11221 6.96696 6.97819 6.77083 6.56097 6.06716 6.05019 5.97238 5.96868 5.92483
threshold=18.594956516900002 23.605484525250002 37.232443001650005 3.2871511629000003 168.09695031380002 7.9916986750000012 69.545034918450014 25.070284486400002 37.995872310650007 112.67059178900001 20.769304081650002 111.98772342380001 16.455384477450004 199.01127796720002 16.294961895300002 14.184966829400002 70.348883899450016 38.804629908750009 86.904409066750006 16.115468395400004 83.75622459600001 0.076130000000000017 95.937628385050019 11.155580190950003 61.917879202350001 75.994645973400011 238.05090660085003 -0.22831499999999999 15.000551226050002 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=2 9 -1 5 -5 -4 -7 -8 25 10 11 23 24 17 15 21 -16 -14 -19 -9 -21 27 -23 29 -11 -3 -18 -6 -24 -2
right_child=1 8 3 4 14 6 7 19 -10 12 -12 -13 13 -15 16 -17 26 18 -20 20 -22 22 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0039196711081527086 0.0045225904673258707 -0.0028494003294581411 -0.0055352454478520881 -0.00452836398384241 -0.003061257614758004 -0.0046821441924106439 0.0037916559957022014 -0.0039581858758721616 -0.0011380230909724439 -0.002729383762758361 -0.007071439033770088 -0.0053780770432524947 0.0045665765562700805 -0.0044629042747451261 0.0014369647672765576 0.0011469502495255321 -0.0046880747648732502 0.0012786745763636394 -0.0053596909676354764 0.0030315260981045016 -0.0038540529575949458 -0.0057531129691575939 0.0037859110965610897 -0.0039720626296402255 0.003093890638573087 0.0046796101807210864 0.0034234086091041688 0.0017262979550138691 -0.0039071435265807513 0.00094480620001408968
leaf_weight=28.819999760016799 15.58890715241432 3.4476160295307627 4.7575525362044564 20.014417035505176 9.7841356210410613 5.5763013307005158 30.448836956173182 9.011006213724615 71.598731193691492 4.9309513717889777 5.5700273141264907 5.5674830675125113 15.378943204879759 8.5636215358972532 7.9948397353291503 50.088055610656738 27.140233768150214 54.609179519116879 5.3952444568276396 16.748536128550771 5.6185880526900283 14.380340160802008 4.605818495154379 5.248230066150426 135.16138964146376 11.121076628565786 2.4664976596832267 18.562281403690577 5.3722357526421547 42.163746677339077
leaf_count=508 43 55 107 423 102 121 110 104 480 24 50 41 45 57 67 289 394 196 30 70 100 287 16 44 459 32 11 139 44 185
internal_value=0.000274652 0.00119303 -0.00107573 -0.000723308 -0.00140067 0.000782423 0.00122835 0.00176143 -0.000455652 0.00166947 0.000271952 0.000868479 0.00213193 0.000868656 -0.000954789 -0.000260172 -0.00285369 0.00147433 0.000681792 -0.000208679 0.00130188 -0.00159743 -0.00354229 0.0014205 0.00288892 0.0028979 -0.00401232 7.38107e-05 -0.000356069 0.00191054
internal_weight=645.735 384.345 261.39 232.57 160.409 72.1608 67.4033 61.827 86.1674 298.178 74.1384 68.5684 224.039 83.947 140.394 102.793 37.6016 75.3834 60.0044 31.3781 22.3671 52.7048 24.3584 63.0009 140.092 14.5687 29.6067 28.3464 9.97805 57.7527
internal_count=4633 1741 2892 2384 1772 612 505 384 567 1174 363 313 811 328 1349 877 472 271 226 274 170 588 347 272 483 87 405 241 60 228
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=16 5 10 10 5 21 0 5 9 17 14 13 5 13 6 2 9 0 3 7 16 12 20 0 20 23 6 21 20 17
split_gain=38.7694 15.566 10.5352 10.9079 9.4696 17.4726 10.304 13.004 9.7349 8.60435 8.53206 8.50088 11.407 8.4842 7.76503 10.4041 6.93944 6.81186 6.77674 11.1762 6.90711 6.51584 6.41834 7.32978 6.2634 6.08732 10.4795 6.87917 8.80092 9.54224
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.757955233350017 10.36813655115 18.870920756500002 98.51854819030001 13.812766882300002 186.70853236170004 195.59800312745003 195.37489133290003 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 226.58992707320002 85.990333302400003 85.589753040950015 25.334697901700004 19.224955043700003 207.49943573995003 38.804629908750009 86.904409066750006 36.772607578000013 0.091885000000000022 16.405383309150004 11.772995266200001 48.393869453650005 191.20566072810004
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 -5 21 -8 -9 10 -1 12 13 18 17 22 25 -13 19 -2 -20 -6 -16 -24 -22 27 -27 28 29 -3
right_child=1 16 -4 4 6 -7 7 8 -10 -11 -12 14 -14 -15 15 -17 -18 -19 20 -21 24 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0046281192052552503 -0.0027731746007583244 -0.0053574832704594653 -0.0045745811938792715 -0.0042787090068993902 0.0010551056773623298 0.0037268775963852055 0.0014679772842053935 0.0029424676135420503 -0.003750364408505541 -0.0064782383904488068 -0.00060778198152466206 2.7149355899874062e-05 -0.0071471951958922671 -0.0042651010283983968 0.0047583091998114613 -0.0043598998873420197 0.0053709923893150522 0.0035725625049904753 0.0053556048982020552 0.0033675509508462342 0.0037968405719855307 0.0053519822481025931 0.0015910895559193266 -0.0046325755340163623 -0.0040669260231284698 -0.0060200883218335189 0.0020424644693485231 -0.0068936735016631064 0.0040068757405119244 5.704228045418923e-05
leaf_weight=19.708420054987073 18.027592603117228 15.762342784553764 22.662509858608246 29.995956039056182 23.646973539143801 9.7294060438871366 46.068282142281532 7.1109265424311152 33.191803690046072 12.009694941341875 51.122031316161156 16.511067681014538 5.0323118083178988 7.4989428818225852 15.552624613046644 8.2359834462404233 5.0183045268058768 126.36598897725344 18.224023982882503 14.339397169649599 5.8732291460037214 15.907110795378683 56.478189431130886 5.6053810715675345 5.0988355278968811 5.1359527707099906 28.177909202873707 6.8646183572709552 7.0440919995307913 19.773755930364132
leaf_count=387 131 177 554 479 96 40 276 29 330 156 495 65 50 50 45 57 13 418 46 42 17 50 196 30 27 42 112 76 26 121
internal_value=0.000321683 0.00136851 -0.00118637 -0.000877358 -0.000108237 -0.00231801 0.000588875 -0.000416002 -0.0025695 -0.00241532 -0.00172643 0.0019264 0.000398251 0.000948061 0.00242138 0.0011877 -0.00055629 0.00316285 0.00158307 -5.26775e-05 0.00339648 0.00278314 0.00177622 0.00102917 0.000142464 -0.000915707 0.000799472 -0.00207132 -0.00129388 -0.00234462
internal_weight=661.774 390.621 271.153 248.491 165.65 39.7254 125.925 86.371 40.3027 82.8401 70.8305 302.844 74.0943 69.062 228.749 85.8722 87.777 142.877 61.5631 32.367 29.1961 39.5541 77.6362 62.0836 10.9721 82.7587 33.3139 49.4448 42.5802 35.5361
internal_count=4633 1741 2892 2338 1300 519 781 635 359 1038 882 1174 363 313 811 328 567 483 263 173 90 146 271 226 44 554 154 400 324 298
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=16 5 10 10 20 17 13 5 0 14 6 20 10 22 17 0 2 18 22 16 17 16 12 20 0 15 22 2 22 6
split_gain=25.1227 9.37157 9.13953 8.73433 8.68416 8.59846 7.45541 11.3849 8.02918 7.38759 7.32685 10.5988 8.98406 7.73732 6.82043 6.52898 6.69316 6.39051 8.01637 6.30147 13.0881 7.39683 12.7034 6.1942 6.67902 5.93088 5.83352 5.68965 5.60712 5.48876
threshold=18.594956516900002 23.714185006400005 90.937096262400004 74.757955233350017 38.238138001450004 195.59800312745003 112.67059178900001 20.769304081650002 91.886121982450007 195.37489133290003 16.455384477450004 38.804629908750009 62.025417527550012 -0.057599999999999998 195.14561408000003 85.990333302400003 131.42729508740004 14.032563378150002 -0.074029999999999999 15.839962959300001 236.15709471040003 14.184966829400002 175.541285848 37.995872310650007 75.994645973400011 37.050691080100002 -0.092614999999999989 122.71527679435002 0.075080000000000022 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=2 6 3 5 -5 9 7 8 -2 -1 15 -12 -13 14 -14 29 -17 -10 26 21 -21 22 -6 24 -3 -16 -19 -11 -20 -8
right_child=1 23 -4 4 19 -7 10 -9 17 27 11 12 13 -15 25 16 -18 18 28 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0043592676005581692 -0.0044572150762910209 -0.0035102555644389343 -0.0044254222634662757 -0.0029876624890860519 -0.0049744485888825801 -0.0064414212480077872 -0.0045119529269653808 -0.0072604581276170411 0.0054200265938880617 0.004997934337166862 0.0047915995402229312 0.0015260399376905633 0.0017920009592286175 -0.0072667826993925762 -0.0085074112597569723 0.0047488706453848364 0.0022132176436679986 -0.00047718808997602438 0.003332208248548958 -0.0045547027046484697 0.0035110284749876003 0.0023602886900126649 0.0011211509602851492 -0.0011143544589501402 0.0048645428318459969 9.9292165763430188e-05 -0.0074180876162450345 -0.00097728063362644609 -0.0019965476941719239 0.0018965667646190841
leaf_weight=17.348608320578933 7.3317930623888961 3.5011931397020808 19.652990302070975 22.656603295356035 12.495472352951763 11.011668458580969 5.5331966802477863 5.3054398596286765 9.0096966922283155 4.8772576116025439 15.390615232288836 41.285856954753399 12.037524461746221 6.6407242491841307 4.4745693802833539 48.840152971446514 68.935379639267921 13.60834428668022 25.336942136287689 16.516165055334572 8.3013924583792669 57.268572475761175 37.759607240557671 65.497329492121935 10.33184379339218 4.322680875658989 4.4003672488033798 42.591406559571624 6.8990123569965354 10.89930150657892
leaf_count=387 48 55 554 317 196 156 31 51 23 26 46 151 41 44 40 174 253 90 79 217 35 270 265 459 31 16 39 469 34 36
internal_value=0.000286372 0.00115474 -0.000994899 -0.000702818 1.01706e-05 -0.0021602 0.00159099 0.000127292 0.000715932 -0.00143287 0.00207289 0.000860661 -1.91877e-05 -0.00234111 -0.00077114 0.00283299 0.00326472 0.00135603 0.000627285 0.000523395 -0.00185674 0.00107275 -0.000394465 -0.000441415 0.00274485 -0.00427836 -0.00217317 -0.000363346 0.00219177 -0.000261328
internal_weight=620.062 369.582 250.48 230.827 154.998 75.8289 290.252 71.8916 66.5862 64.8173 218.36 84.152 68.7614 27.4755 20.8348 134.208 117.776 59.2544 50.2447 132.341 24.8176 107.524 50.2551 79.3304 13.833 8.79725 18.0087 47.4687 32.236 16.4325
internal_count=4633 1741 2892 2338 1300 1038 1196 364 313 882 832 338 292 141 97 494 427 265 242 983 252 731 461 545 86 56 129 495 113 67
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=16 19 6 15 10 10 21 20 16 21 7 10 15 12 13 0 0 20 22 17 18 9 13 5 23 15 9 2 4 21
split_gain=11.936 6.05125 6.05124 5.96295 5.14493 5.24173 6.7483 4.93638 4.72582 5.38707 4.71915 5.54361 4.5457 5.10663 7.83813 8.88848 8.40329 7.49028 8.74076 5.91192 5.89881 5.83087 7.05286 9.34615 6.22381 5.47052 4.68924 7.26129 4.63289 4.35867
threshold=18.594956516900002 9.4507625164000029 15.635365317800002 46.055224235250002 60.87206898960001 58.309968391300011 11.772995266200001 33.036871954450007 23.044946110900003 15.294585115650001 19.506002767000002 65.571493801650021 32.548041893900006 216.20511703005005 108.49810477050001 95.746747857800017 104.22883325935001 49.247968080500009 -0.24150999999999997 206.53037489145004 15.917243450850002 206.78020849415003 103.89008753490002 13.713273242250002 0.08846500000000003 26.912781836550003 210.61272793875003 258.06114663960005 173.16684681400002 22.923548677750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -2 -3 9 -5 -9 -12 13 14 15 -13 19 18 -15 20 21 22 23 24 -17 26 -20 -28 -23 -18
right_child=3 2 -4 8 -6 -7 -8 10 -10 -11 11 12 -14 17 -16 16 29 -19 25 -21 -22 28 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.017670373103013084 0.0058627201684724973 -0.020243899589058149 -0.015993504642434389 -0.012041380040618128 0.0044250735384979353 -0.017211611488749286 -0.024018932852548976 0.015570418833989109 0.01624167141185744 0.0098141602648615014 -0.021540350682843774 -0.018702479693901854 -0.02030772098228141 -0.0135601163502538 0.017648623094604236 -0.0083590883748579925 -0.018107495561518194 -0.013951027749895799 0.012520443796534879 -0.012312498494386337 0.010317716507580468 0.0036171091703771181 0.011346857944635347 -0.020091393768666383 0.02090353157926637 -0.010769527274307359 0.0093026318401155279 -0.024243165841626037 -0.02839504531142955 0.023287399670724025
leaf_weight=8.9366625603288394 16.233575530350215 4.653645956888794 10.218416628427802 20.540342714637525 280.74520761147141 7.5741373300552359 3.1191952582448712 5.8741939291357985 3.1604249924421302 4.8208024241030207 4.59974799491465 12.839053692296146 4.0666432790458193 7.3753783311694852 5.9982892870903006 5.0379734281450528 13.067090569064018 7.6775144301354876 41.650369850918651 10.774420000612734 22.166791040450335 2.4043148942291728 14.470317877829073 8.6807144433259946 5.0271490067243576 4.9248694181442252 6.9037053380161506 3.3025611639022827 4.4842102825641632 0.94425559043884355
leaf_count=326 115 148 371 212 1251 86 46 20 10 21 109 253 106 106 17 58 332 161 263 105 108 12 51 140 17 53 42 47 45 2
internal_value=0.000732497 -0.00267949 -0.00203274 0.00292545 0.00367992 -0.00408922 0.00104653 -0.00130831 -0.0052133 -0.00788694 -0.000849998 -0.00136748 -0.000857073 -0.00041202 -0.00300968 -0.00425011 -0.0021187 0.00341731 0.00549574 0.0004131 0.00261493 -0.00164259 0.0015883 -0.00594454 0.00625649 0.00797092 0.00975071 -0.00155217 -0.0172218 -0.0153178
internal_weight=552.272 216.078 207.142 336.194 307.672 26.9269 19.3528 196.923 28.5216 25.3611 192.27 186.395 181.796 177.729 105.895 99.8963 87.0572 71.8344 64.1569 73.0459 62.2715 40.1047 33.2162 18.7458 10.0651 56.7815 51.8566 10.2063 6.88853 14.0113
internal_count=4633 2892 2566 1741 1498 247 161 2195 243 233 2047 2027 1918 1812 1140 1123 870 672 511 536 431 323 266 215 75 405 352 89 57 334
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=16 0 13 16 10 6 23 21 20 18 20 21 21 13 0 2 6 15 20 22 7 10 5 21 22 15 9 18 13 13
split_gain=25.2745 9.81891 9.57453 17.4925 8.96229 8.82626 7.94257 7.76368 7.51679 10.3438 7.27652 8.51314 7.26566 10.035 6.94827 6.67049 6.35824 6.12847 6.08129 7.41874 5.98608 7.21875 6.00551 12.1641 6.22499 5.3056 5.01421 6.26616 4.93639 7.67056
threshold=18.594956516900002 86.09518316945001 115.13321943645001 21.004950881300005 90.937096262400004 15.635365317800002 0.08079500000000002 11.007427546000001 41.257948413050009 13.344136431100003 41.965446242000006 1.9425901130500003 5.514213733400001 117.49368567500001 75.381677519650012 216.39684782960003 15.785368822600002 44.732387748900003 35.887362732750006 -0.13734499999999997 19.506002767000002 65.571493801650021 10.36813655115 18.870920756500002 0.70681500000000008 32.548041893900006 203.80256579455002 13.781134552700001 108.49810477050001 106.71565703005002
decision_type=2 2 2 2 2 2 2 2 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 3 7 5 20 -4 15 -8 -10 14 -12 13 -11 -2 -3 -9 -13 -16 -20 -1 -22 23 -23 25 28 27 -14 29 -24
right_child=1 2 6 -5 -6 -7 8 16 9 12 11 17 26 -15 18 -17 -18 -19 19 -21 21 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0045450353491315147 -0.006100433843562127 0.0019148650425694187 0.0045767765004547066 -0.0083329397655071327 -0.0044451648593787398 -0.0048396440702398562 0.0035761693467870419 -0.0077592530844599831 0.0037955444370078783 -0.00015355826909588943 0.0037011155368514366 -0.0014943353224046783 0.0015221326124855361 -0.0080421752438119554 0.0058890973697652465 -0.0031449835425693242 0.0022743194251443541 -0.0064369841207170698 -0.0042654114569279679 0.0015556454201201551 -0.0061403367116080153 -0.0038431034650102157 5.2398697212496601e-05 0.0029913767115852447 0.0044970653768281674 -0.0058361479634648095 0.0039007119192809867 -0.0064893995636303116 0.0040718425607466982 -0.0049463294943611451
leaf_weight=6.5073975026607505 3.6320882923901072 85.72239002212882 42.081036046147346 5.8913337960839263 19.782638672739267 13.773991283029316 42.14851388335228 4.8344116285443297 20.169129408895969 11.55399411916733 7.2674739845097056 34.783871900290251 8.4564100503921527 7.4571466892957678 7.603683575987815 8.006495099514721 2.8048964440822601 8.8427402302622777 7.0114478431642047 50.274315007030964 6.4476794339716426 31.463308956474066 131.05522369220853 9.5375633202493173 8.2775340080261213 4.5908098947256795 10.420964479446409 4.0616406276822081 7.7416920922696582 9.2355730645358545
leaf_count=21 61 344 154 39 554 371 131 50 72 46 24 220 29 63 21 55 10 118 68 182 126 530 928 45 34 106 30 24 27 150
internal_value=0.000288205 0.00116068 0.00175088 0.000547664 -0.00102192 -0.000725721 0.00263272 0.00106379 0.00184813 0.00067564 -9.27665e-05 -0.00161122 -0.000824372 -0.00324788 0.00103506 0.00148264 -0.00407526 -0.00249617 0.00143446 0.000843182 -0.000461987 -0.000618372 -0.000442029 -0.00225328 1.95142e-05 -0.000223326 0.00118415 -0.00107731 -4.92602e-05 -0.000276676
internal_weight=621.437 373.024 253.608 107.26 248.413 228.631 146.349 101.368 104.268 62.1193 119.416 50.8941 41.9502 19.0111 68.5215 93.7289 7.63931 43.6266 64.8894 57.2858 214.857 208.349 201.902 41.0009 160.901 152.623 22.939 12.5181 148.032 140.291
internal_count=4633 1741 1047 498 2892 2338 549 459 395 264 694 362 192 109 332 399 60 338 271 250 1967 1946 1820 575 1245 1211 83 53 1105 1078
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=16 5 20 17 7 16 17 13 10 2 21 0 13 5 0 6 20 10 22 17 0 22 12 2 18 22 10 15 9 16
split_gain=24.1906 9.37952 8.55086 8.74561 7.45019 9.14434 11.412 9.22607 9.08406 9.78142 8.61123 7.81848 6.93649 10.2926 8.01078 6.86952 9.41216 8.5185 6.98796 7.07147 6.76981 6.68035 8.54791 6.48838 6.37146 8.07358 6.18691 6.15378 6.12495 5.50764
threshold=18.594956516900002 23.714185006400005 38.238138001450004 166.68115439205005 29.911984439950004 16.224962059000003 236.15709471040003 95.937628385050019 71.053259929650025 195.72231170465002 16.241109211600005 81.446839061900008 112.67059178900001 20.769304081650002 91.886121982450007 16.455384477450004 38.804629908750009 62.025417527550012 -0.057599999999999998 195.14561408000003 85.990333302400003 -0.13734499999999997 216.20511703005005 131.42729508740004 14.032563378150002 -0.070854999999999987 84.92839234085001 37.050691080100002 226.58992707320002 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=2 12 -1 -4 5 7 8 10 9 11 21 -7 13 14 -2 20 -17 -18 19 -19 -14 -5 -23 -22 -16 -26 -12 -21 -3 -25
right_child=1 28 3 4 -6 6 -8 -9 -10 -11 26 -13 15 -15 24 16 17 18 -20 27 23 22 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.0037395202600920283 -0.0050274176336820506 -0.0009251006878945447 -0.0042610446141023526 -0.0058354826635022743 -0.0064278961644732187 -0.0062693753547398787 0.004651751924893051 0.0021239514124021391 -0.0053545602574428452 -0.0070838102148539882 -0.0035261828496079813 0.0044454534177498731 -0.00042917056709366645 -0.0079928108387888729 0.0060902545526877478 0.0052557786684394123 0.0017698883954614948 0.0021189543086130593 -0.0077774592725751244 -0.0096370346311519337 0.0053048021153456098 -0.0067393822120687553 0.0021971837471418273 0.00090537803932171177 -0.0023648313806266079 0.0025462322294602666 0.0051230271407101116 0.00022607482104342481 0.0060278867941796028 0.0042398970407689215
leaf_weight=36.36681317165494 7.2895661890506736 73.692857410758734 20.843412050977349 14.587869608774776 6.5181271247565737 2.9607453886419561 7.689256325364112 77.916687067598104 26.847441151738167 5.196822563186287 4.0356445200741282 11.967154668644069 16.199434988200665 4.9774882458150378 9.0500172153115255 14.832385517656801 41.188251733779907 12.137057237327104 6.5828144475817671 4.5202232077717763 48.214635103940964 5.3025053888559404 12.582601005211471 36.462057262659073 18.662805728614327 31.123673319816593 10.087279755622147 4.3039969727396965 4.6971739381551734 32.788689471781254
leaf_count=648 48 532 464 264 180 97 32 377 388 99 37 58 67 51 23 46 151 41 44 40 174 103 101 144 133 109 44 16 13 109
internal_value=0.000345173 0.00130228 -0.00109982 -0.000635022 -0.000228011 -2.4667e-06 -0.00201538 0.000881209 -0.00310678 -0.000108121 -0.00119688 0.00232031 0.00179457 0.000194066 0.000810315 0.00231845 0.000990683 7.02782e-05 -0.00247125 -0.000804848 0.00314854 -0.00287059 -0.000452294 0.00364194 0.00153358 0.000705286 0.0026515 -0.00482632 -0.000508474 0.0024842
internal_weight=609.625 366.723 242.902 206.536 185.692 179.174 54.6614 124.513 46.9722 20.1247 46.5959 14.9279 288.333 71.1036 66.1261 217.23 83.5647 68.7323 27.5441 20.9613 133.665 32.473 17.8851 117.465 58.8365 49.7865 14.1229 8.82422 78.39 69.2507
internal_count=4633 1741 2892 2244 1780 1600 674 926 642 254 549 155 1196 364 313 832 338 292 141 97 494 468 204 427 265 242 81 56 545 253
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=6 8 9 9 16 23 19 2 7 15 17 10 0 6 18 8 22 8 3 18 7 0 22 15 4 21 21 22 9 13
split_gain=11.5269 8.48168 11.6083 5.6438 5.60937 9.80106 8.67852 5.45682 5.42429 5.22531 5.10434 4.71863 14.1884 6.34248 6.26782 5.71176 9.6228 6.47535 5.1269 4.7888 4.6121 6.2834 6.76332 5.05162 4.61025 4.53707 4.3745 6.54009 4.27941 5.10028
threshold=13.115306437050002 5.1459841250500009 66.544071737050004 177.59430306730005 11.864972254500001 0.075320000000000012 11.950964240300001 285.01633004880006 27.528149546950004 46.055224235250002 243.29790314680005 70.182199495350019 95.988709089550014 14.745344522600002 14.170404054850001 8.8430989333000021 -0.084729999999999986 9.3427090425500019 84.812788641250009 12.816643511250001 25.688358367700005 105.7585659356 -0.16533 32.355961258350007 376.61861354110005 9.2861839891000013 5.3283630236500015 -0.22386500000000001 199.17419511990002 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=4 2 24 -3 5 7 8 -1 -6 11 20 15 13 -13 -15 19 17 -17 -16 -5 21 22 26 -24 -2 -4 -8 -28 -11 -30
right_child=1 3 25 9 6 -7 10 -9 -10 28 -12 12 -14 14 18 16 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.013244647904218801 0.013399392280930315 0.02432934807138537 -0.023058686209900474 -0.011137084421893139 0.0077720040508669425 -0.022399520663196379 0.016553369396978816 0.0090173102936493936 -0.02316516314697355 -0.014771032064620337 0.011452421813120648 -0.022607082707606356 0.0051065814772434633 0.023780225312333189 0.0085221169823144066 -0.011404122995652482 -0.017821665581215566 0.016449634308617324 -0.027392346495645779 0.0068248476653578333 -0.016319480465804403 0.020387771836387531 -0.019292122429013406 0.010595061077341292 -0.015842074529447341 -0.0024275461137564262 -0.027225039399687026 0.017830836969965912 -0.010579806853395683 0.012664581010913219
leaf_weight=8.5928650535643119 11.316156197339295 5.4864565283060065 14.873573602177204 6.5582656338810912 36.948020463809371 17.702274738810956 6.4770269356668013 10.505297519266604 2.6043865140527478 12.023348581045868 6.0234956890344611 14.286060161888601 58.166163463145494 3.0310616567730886 2.9980521090328693 5.4580716341733959 11.796704234555362 10.428962484002112 3.9602329842746258 224.10254577919841 20.942244617268443 4.0051679722964755 16.307876763865355 2.8523700237274161 2.9096936583518973 6.6091341245919457 3.3022277411073446 2.3795986399054527 7.7742991670966175 8.4641181863844377
leaf_count=176 59 19 481 34 265 649 28 85 68 145 41 261 306 8 16 32 90 44 57 940 266 19 261 9 31 89 49 7 63 35
internal_value=0.000804384 0.00254986 -0.00709844 0.00346974 -0.00436048 -0.0112934 -0.00185528 -0.000999046 0.0057349 0.00315964 -0.00667483 0.00386961 -0.000446218 -0.0137512 -0.00108626 0.00524686 -0.00364578 0.00688033 -0.0119182 0.00631414 -0.00861541 -0.004048 -0.00717291 -0.0148428 0.00741847 -0.0167115 0.00491359 -0.00835524 -0.00540141 0.00153611
internal_weight=548.886 410.243 35.7086 374.534 138.643 36.8004 101.842 19.0982 39.5524 369.048 62.29 340.786 82.4416 24.2754 9.98935 258.345 27.6837 15.887 6.95829 230.661 56.2665 35.3243 31.3191 19.1602 14.2258 21.4827 12.1589 5.68183 28.2618 16.2384
internal_count=4633 2710 660 2050 1923 910 1013 261 333 2031 680 1788 648 342 81 1140 166 76 73 974 639 373 354 270 90 570 84 56 243 98
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=5 20 3 6 10 9 21 2 3 22 12 7 20 9 13 12 17 20 15 3 6 16 7 10 19 23 23 20 9 21
split_gain=10.0357 5.79053 5.54188 7.60083 5.73906 7.28066 9.67257 6.05892 5.95998 5.63144 5.53776 8.69605 7.76951 7.27557 6.83218 5.84967 7.07327 5.76363 8.47835 5.69129 5.62434 5.51146 8.62034 5.3323 5.24086 5.10219 4.78883 9.55274 8.19337 4.7224
threshold=11.783123780850001 42.388109226950007 93.883646373400012 14.845346859150002 61.917879202350001 187.45330412110005 7.0919822770000005 316.46407472665004 108.48197402175002 0.70681500000000008 133.01805689090003 23.109894804950002 42.154118731400011 194.82237869650001 117.61735474900001 121.79144674955002 201.61829342215003 41.257948413050009 37.050691080100002 90.730084986350008 16.355382140900002 22.624947093000003 24.068567769550004 82.299080289250014 9.4507625164000029 0.088565000000000019 0.089965000000000031 39.788107623550012 205.93480238635001 5.514213733400001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 -6 8 -4 -2 15 12 13 14 -12 16 25 26 20 -20 -19 22 29 -3 -25 -5 27 28 -13 -21
right_child=2 23 4 10 5 -7 -8 -9 -10 -11 11 17 -14 -15 -16 -17 -18 18 19 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.014218510142075699 -0.0010443116691036286 -0.011538097878770028 0.0044020336404981108 0.011435184706590818 -0.015641089147599763 -0.019419850096149837 0.010945929723447118 -0.021044749466556132 -0.013424546919768221 0.015259302804055691 0.0094483020315603398 -0.033233407125599981 -0.020678956190894479 -0.018775051899124914 -0.014991860369253297 0.015318091957687584 -0.014316037297408589 -0.0030341257233762954 0.015898736152106706 -0.010298258942301734 -0.029328019689223866 0.010689304721557725 -0.022607503815047555 -0.018299578161637641 0.0056843574963592169 -4.3700601033469696e-05 0.012304996640447952 0.010309018573153113 0.0020927441804842401 0.0097303861859461757
leaf_weight=18.853567462414503 169.21381124667823 12.492209296673535 44.895355047658086 30.368245232850313 7.8049246761947932 11.814517959952353 8.77321566082537 3.6388880647718898 6.477882979437708 6.6461772955954066 15.570808880031114 3.4648455493152159 7.7318648211657992 5.3529484942555419 4.4361985921859732 23.763742670416832 5.1839308999478808 6.0102452747523767 9.3029595017433149 5.6893878877162996 4.1518535315990448 10.537718024104832 5.8569878041744223 3.1739234793931272 20.595784991979599 19.001431465148926 36.491817116737366 15.305168136954306 4.6300650052726269 9.4650729373097402
leaf_count=604 1400 234 319 123 227 154 44 59 180 31 55 27 64 31 33 105 34 31 32 29 39 37 41 152 226 80 127 61 25 29
internal_value=0.000614038 -0.00640861 0.00141776 0.00227076 -0.00265445 -0.0089982 -0.00157114 0.000619659 0.0021542 -0.000428158 0.0044057 0.00238348 -0.0054327 -0.000784349 0.00402913 0.00812384 0.00499 0.00471565 0.000424212 0.00395677 -0.0137768 0.000435417 -0.00470714 -0.00234803 0.00248183 0.00701718 0.00837098 0.00223598 -0.0130278 0.0022111
internal_weight=536.696 55.1155 481.58 398.175 83.4048 28.3927 16.5781 55.0121 51.3732 175.86 222.315 143.998 33.0918 25.36 20.007 78.3174 54.5536 110.906 51.0142 40.8521 10.1621 31.5492 21.0114 36.2619 23.7697 49.3697 59.8919 23.4001 8.09491 15.1545
internal_count=4633 1216 3417 2434 983 425 271 558 499 1431 1003 661 183 119 88 342 237 478 238 168 70 136 99 612 378 203 240 113 52 58
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=16 0 10 20 10 16 6 21 3 6 20 22 15 2 22 20 9 6 9 0 22 18 17 16 16 7 20 22 5 21
split_gain=28.4568 11.2129 9.25567 9.12606 8.98129 8.37626 8.36649 8.11616 6.89599 6.87016 10.195 11.4336 10.5065 8.89263 7.93273 9.43043 8.93277 7.72633 7.11458 6.73487 6.64986 6.33021 6.96938 6.30015 9.77576 11.7845 6.15357 7.29413 5.84058 9.43327
threshold=18.594956516900002 86.09518316945001 90.937096262400004 41.965446242000006 66.859265246100009 20.034953149600003 15.635365317800002 1.1709819147500002 83.511574906150017 16.455384477450004 41.243661560350013 -0.054875 37.050691080100002 131.42729508740004 -0.06828999999999999 41.641174900500005 204.99169312540002 16.355382140900002 200.77913281735002 75.381677519650012 0.70681500000000008 17.327266398450003 205.09306577200002 17.684958644900004 9.7049773055000017 26.296311413900003 38.396531328800009 -0.13734499999999997 10.726864994700001 20.581461612800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 6 19 9 -6 20 -5 -7 13 -11 12 -12 -3 16 -16 17 18 -15 -2 21 22 28 24 -23 -26 -21 -28 29 -1
right_child=1 4 -4 7 5 8 -8 -9 -10 10 11 -13 -14 14 15 -17 -18 -19 -20 26 -22 23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0038636796284240104 -0.0051508800091441915 0.0041557494108007478 -0.0038712715113078371 0.0043924591906739311 0.0008223423557802412 0.0016767475373992721 -0.0041688886552640452 -0.002063104820652216 -0.0067578054516146922 0.0025235673182790602 -0.0052737932248664472 -0.0086302500037291011 0.0020619054015933733 -0.0013448684267179276 0.004570212622567538 -2.3902143550928593e-05 0.0025765368032770754 0.001313862478751739 -0.0086044462768986793 0.0036880410607437433 0.0029705138856482502 0.0039629802773650724 -0.0035550032242859355 0.005443004487887964 0.0050040901541748475 -0.0036228920734498837 -0.0037092563327892876 0.0012364697402712749 -0.00023938904251513763 0.0031257619310876197
leaf_weight=21.453941162675623 3.4416935518383971 50.771840386092663 19.734039971604943 4.3309457153081885 63.87112246081233 2.9957555979490262 12.959490220993755 46.818568639457226 5.7799949198961258 28.839031517505646 5.617842882871634 3.8207766041159621 13.58383099734783 6.9788511693477648 28.691466182470322 13.316236004233359 18.526099130511284 9.374155178666113 4.5326418802142143 16.6914322078228 11.064102150499819 9.5961690433323401 18.973612973466516 5.7957850992679587 4.1736750453710583 14.150997221469877 7.1103283353149882 41.48789644241333 122.94700829312205 4.8122032769024363
leaf_count=401 61 173 554 11 309 11 371 351 48 92 42 29 42 33 84 52 68 32 32 51 50 38 228 17 13 168 68 152 1031 21
internal_value=0.000286431 0.00106571 -0.000908143 -7.3512e-05 0.00159773 0.000254477 -0.000649323 -0.0015165 -0.00387852 0.00212792 0.000736273 -0.00150258 -8.43034e-05 0.0026739 0.00174984 0.0031139 0.000295927 -0.00172703 -0.00420332 0.00100035 -0.00043515 -0.000621777 -0.000979463 0.00116245 0.000273894 -0.00165799 0.00132461 0.000512868 -0.000651963 -0.00258315
internal_weight=622.242 376.581 245.661 119.881 256.7 72.6469 225.927 51.1495 8.77575 184.053 51.8615 23.0225 19.2017 132.191 81.4194 42.0077 39.4117 20.8856 11.5115 68.7314 212.967 201.903 168.187 33.7166 27.9208 18.3247 65.2897 48.5982 149.213 26.2661
internal_count=4633 1741 2892 694 1047 368 2338 362 59 679 205 113 84 474 301 136 165 97 65 332 1967 1917 1681 236 219 181 271 220 1453 422
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=16 12 23 6 21 20 10 5 3 10 9 21 3 18 16 4 15 12 16 18 23 20 3 19 20 9 16 21 15 22
split_gain=9.33198 6.6806 6.77363 6.00708 6.01362 5.15623 6.15069 6.06854 5.12619 5.32959 6.39814 8.46485 5.87563 4.90301 9.97049 7.73209 6.93856 7.34169 7.15959 6.83428 6.63847 6.201 6.03467 7.26759 5.66133 5.58543 7.94569 5.41678 4.92788 5.87895
threshold=13.534968349350001 234.58875745590004 -0.20885999999999996 5.1351199812500008 20.581461612800002 45.044778924400006 82.299080289250014 7.754880527600001 93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 95.002044955650021 13.829007611650001 22.644947046300004 195.04069921150003 28.579157549250002 103.28033049195001 18.684956306450005 14.032563378150002 0.088350000000000026 42.206017975500011 93.216908757050007 14.251149826300002 42.409092016550012 204.68881850780005 22.544947280100004 4.0873253509500005 28.298162031900002 0.059500000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 12 11 -11 -10 15 16 20 28 -18 19 -19 -5 -17 -23 -24 27 26 -20 -22 29 -15
right_child=3 2 5 8 -6 6 7 -9 9 10 -12 -13 -14 14 -16 21 17 18 25 -21 24 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012322056460368176 -0.021288823062980602 0.010641254389335636 -0.018957261352897624 0.016503301079333302 0.011197688498786848 -0.022662227696020967 -0.0048925664785067075 0.030443256822064862 0.012756796699787906 -0.016905322829848902 -0.020747294495236414 0.011575008777673765 -0.00248115531747651 -0.00026559385734819944 0.017393567920883684 0.0054010616666106803 -0.024883385618492408 0.028404124116460074 -0.00092480271163911793 -0.018531929075546939 -0.0094953069245182504 0.00089084469090465793 0.0056948875332815752 -0.030250527024367917 -0.015167363201444749 0.0048939641893635958 -0.023928061704163183 0.014049538571616473 0.020770565718441037 0.010606408332381193
leaf_weight=33.419644471257925 8.0780917294323427 13.517603693529962 8.28690671361983 35.339963145554066 2.9623907506465903 2.8528710417449457 4.1099917460232973 3.3603789806365967 12.591539040207861 7.3648650208488133 11.265621446073053 8.6113697811961156 40.867035725153983 77.261264877393842 13.35344225168228 67.077091597020626 5.896894719451665 1.2884613573551167 27.203706670552492 14.029744282364843 4.9886686950922075 19.119208183139566 3.2336586080491525 6.3241074867546558 5.0214015096426001 41.101231694221497 7.230072706937789 14.580217659473417 5.8711899779736987 25.055218882858753
leaf_count=784 257 87 257 158 18 49 80 6 43 219 151 42 485 532 53 276 55 3 159 266 24 101 16 56 28 193 53 47 17 118
internal_value=0.000673144 -0.00621705 0.000133444 0.00164291 -0.012572 -0.00749897 0.00169908 0.0110025 0.00198807 -0.00247 -0.00949127 -0.0015541 0.00110797 0.00295008 0.00106413 0.00559445 1.30068e-07 -0.0037948 -0.00242603 -0.014584 0.0110886 0.00215581 -0.00543502 -0.0180892 0.00330679 3.95614e-05 -0.00575481 0.00804728 0.00339386 0.00239674
internal_weight=531.264 65.5474 32.1278 465.716 11.0405 18.6101 10.3232 7.47037 454.676 80.7004 27.2419 15.9762 53.4586 373.976 218.291 155.684 204.938 96.7501 90.8532 15.3182 59.9303 95.7541 28.677 9.55777 24.5903 75.535 34.4338 19.5689 108.188 102.316
internal_count=4633 1263 479 3370 275 392 135 86 3095 940 412 261 528 2155 1449 706 1396 729 674 269 257 449 173 72 99 405 212 71 667 650
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=16 0 18 16 20 21 17 0 22 0 15 22 0 5 16 22 4 6 20 21 15 16 10 13 21 17 23 5 0 10
split_gain=17.9973 7.81336 8.0847 13.0765 7.71709 8.74793 7.6701 7.53934 12.2432 11.5234 9.61382 7.74099 9.25349 6.08904 6.04376 6.0336 5.97365 6.19864 5.97241 7.45704 5.70461 5.56522 7.46898 6.71898 10.3645 6.19441 5.8112 5.55487 5.40276 5.24097
threshold=18.594956516900002 86.09518316945001 13.900697602550002 22.624947093000003 38.238138001450004 3.2871511629000003 168.09695031380002 90.321439350550008 -0.083330000000000001 91.109157582800023 36.548474543700003 -0.074029999999999999 93.308316333500017 7.9916986750000012 18.194957452300002 -0.095074999999999993 195.04069921150003 16.455384477450004 41.965446242000006 1.9425901130500003 44.732387748900003 16.294961895300002 70.348883899450016 95.937628385050019 16.241109211600005 238.05090660085003 -0.098985000000000004 22.053438739150003 75.381677519650012 84.92839234085001
decision_type=2 2 2 2 2 2 2 2 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 18 16 7 -1 13 -7 8 27 -9 11 15 -13 -6 -15 -11 17 -3 28 -20 -21 23 -23 24 26 -24 -8 -4 -2 -26
right_child=1 2 3 -5 5 6 21 9 -10 10 -12 12 -14 14 -16 -17 -18 -19 19 20 -22 22 25 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.0047180364946460369 -0.0087851756399096245 0.0075236458695702403 -0.0042563801599523332 0.0072129938463823618 -0.0085237006863427868 -0.0068325813120097036 -0.00095783988430104053 0.0071274632242393403 -0.010695794678144426 -0.00099858295913098842 -0.0087458490401111835 -0.005619360701967102 0.004612502621775043 0.0032215890878616728 -0.0066911116660000628 -0.011274119019171835 0.0023233944574468359 0.0013495043438077438 0.0051803860112585023 -0.0020639982103846941 -0.0093501130474798293 0.003232838752078315 -0.0070626678262283617 0.0017505681592611402 -0.004886037681251244 0.0060619231955841646 -0.0087619105592070777 0.0070496292447253086 0.001889925103664568 0.0057909868102625729
leaf_weight=33.932171219959855 3.0273348055779925 35.434974662959576 5.3258281648159045 16.563375391066074 3.2403894681483498 15.995960341766475 9.6594008561223728 14.399716228246687 9.9524411112070066 14.448935803025963 7.7518840432167044 6.6172242835164061 28.759697206318378 50.340900441631675 4.0441311933100215 4.5803370624780646 77.566486999392509 13.731756329536436 7.0764414221048346 33.65556637570262 8.1173848547041398 7.0920349080115548 23.083074409514669 51.583884678781033 3.8847711384296408 2.4178815595805636 14.561626231297852 5.2540168836712837 61.571773368865252 10.002330256626008
leaf_count=648 61 138 27 59 93 420 101 45 78 95 68 42 96 312 118 41 288 54 24 220 118 67 386 287 37 11 357 16 271 55
internal_value=0.000416527 0.00152061 0.00231702 0.000806231 -0.0012832 -0.000688268 -0.00175247 -0.00028675 -0.0044846 0.000839085 -0.000617698 0.000540414 0.00269864 0.00186546 0.00248447 -0.0034719 0.00367188 0.00579927 -0.000166899 -0.0022253 -0.00347985 -0.00108795 -0.00384879 -8.46953e-05 -0.00256894 -0.00581826 -0.00564963 0.00135825 0.00138965 0.0028042
internal_weight=583.674 353.835 240.387 113.653 229.839 195.906 138.281 97.0901 20.5323 76.5578 62.1581 54.4062 35.3769 57.6254 54.385 19.0293 126.733 49.1667 113.449 48.8494 41.773 122.285 32.593 89.692 38.1081 25.501 24.221 10.5798 64.5991 13.8871
internal_count=4633 1741 1047 567 2892 2244 1721 508 121 387 342 274 138 523 430 136 480 192 694 362 338 1301 464 837 550 397 458 43 332 92
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=5 20 3 22 16 19 22 19 0 2 10 4 0 2 17 2 10 0 15 14 8 16 21 6 6 20 10 8 13 20
split_gain=8.57633 5.40027 4.71515 4.93857 4.44409 5.61138 5.23078 4.17845 5.12589 8.07885 5.05467 6.09422 9.88971 10.4637 6.77764 8.1298 5.21165 10.6723 5.52037 4.75254 4.54257 4.29565 4.10676 4.73263 4.0177 7.06469 5.59183 5.27088 4.73226 4.85327
threshold=11.783123780850001 40.722669576350008 108.48197402175002 0.11061500000000003 13.534968349350001 10.650859343850001 -0.22573999999999997 11.850956171350001 98.51854819030001 206.22726210890002 75.424692849750016 309.25865594525004 92.464140480550014 229.44804549725004 203.09927826650002 325.13486840910008 71.053259929650025 95.988709089550014 46.723315192750007 245.99173885435002 8.3434888241000014 22.674946976100003 5.3283630236500015 11.630271739450002 16.455384477450004 38.396531328800009 63.910026677050006 9.4426310644000022 117.97223122220002 40.518963363600001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -6 10 22 11 16 13 20 15 21 18 -18 24 -19 -13 -15 23 -10 -9 -26 28 -28 29 -27
right_child=2 -3 3 -5 7 -7 -8 8 9 -11 -12 12 -14 14 -16 -17 17 19 -20 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.016981550003861222 0.01106957757544568 -0.0031460223131411411 -0.020020740715208988 0.027351030531795391 0.010907628747506963 -0.012983110265450064 -0.008904906855372036 0.0062798325214807925 0.006653707971039995 0.0052937359498032967 0.011389706006700655 0.0016954654552610319 -0.018989846728972977 -0.0024059546953890238 0.011221924813944965 -0.022805464105915881 -0.01729010369868304 0.007523449681233454 -0.015303999414552317 -0.013368340690668628 -0.025773633681155029 0.015892195567963306 -0.02341947539288862 -0.016012943285460421 0.011179592349667504 0.011169049597124409 -0.033277207819366827 0.00041243729305702085 -0.012426040975649949 -0.00054537859484510287
leaf_weight=12.356827210634945 9.8508732244372386 40.561081533320248 5.7705293176695696 0.84733317047357548 17.417778491973877 15.309290032833813 7.9567652978003016 147.18614409863949 5.4458210803568381 14.759240340441464 19.743205659091473 2.8913537971675378 10.945747168734668 16.766233516857035 21.171017676591873 5.3617037869989863 12.356325360015033 19.682395949959758 4.8962603397667399 4.4894850961863986 6.7157414443790913 5.7964151892811051 7.3935875110328189 7.1566643416881561 20.463630273938179 15.41643509827554 3.328732192516326 2.9327979367226362 8.4203326143324357 51.667391801252961
leaf_count=450 55 766 187 2 95 221 145 742 30 102 77 21 157 106 97 74 219 72 57 44 91 25 93 85 140 54 25 35 59 307
internal_value=0.000618065 -0.00637675 0.00140205 -0.0139554 0.00162037 -0.00484862 0.00214463 0.00211582 0.00174681 -0.00498878 0.00236248 0.00186808 -0.00300026 -1.88149e-05 0.00340322 -0.00252458 0.00303391 -0.00343788 0.00396349 0.00364318 -0.0175065 0.0022949 -0.0125784 -0.00621817 0.00434173 0.00155133 -0.000858356 -0.0174975 0.000521524 0.0021467
internal_weight=525.057 52.9179 472.139 6.61786 465.521 33.1169 17.8076 432.404 414.987 34.7553 380.231 360.488 69.6482 58.7025 49.0954 27.9244 290.84 36.5282 254.312 24.1719 9.6071 22.5626 19.9961 12.6025 249.415 102.229 81.7657 6.26153 75.5042 67.0838
internal_count=4633 1216 3417 189 3228 421 200 2807 2712 310 2402 2325 571 414 302 205 1754 335 1419 116 112 131 208 115 1362 620 480 60 420 361
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=16 5 10 0 5 10 6 6 20 5 2 0 9 16 10 21 15 18 20 21 6 18 6 0 10 23 23 16 18 23
split_gain=28.2145 11.3285 10.295 12.3194 10.1443 9.72801 10.1597 7.65996 11.1876 8.97041 8.82247 7.48135 7.12014 6.86108 7.11385 10.2825 6.72117 9.69381 8.94189 8.55842 7.76574 8.58388 8.45081 7.68911 6.67968 8.79436 11.3647 7.96211 7.6518 7.04074
threshold=18.594956516900002 23.714185006400005 66.859265246100009 91.886121982450007 20.769304081650002 90.937096262400004 15.635365317800002 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 85.990333302400003 226.58992707320002 22.674946976100003 62.009286778800011 8.449163415300001 28.444110612900001 14.032563378150002 37.232443001650005 3.3069203559500004 13.665319288000001 17.232128601400003 13.775321858200002 97.886760529650019 80.538140213850014 -0.20885999999999996 -0.22831499999999999 14.184966829400002 16.477363460550006 0.076130000000000017
decision_type=2 2 2 2 2 2 2 2 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 7 -4 -5 6 16 11 -9 10 13 -2 -3 14 -10 -16 18 -18 -1 -20 21 24 -22 -24 25 26 -21 29 -29 -26
right_child=1 12 3 4 -6 -7 -8 8 9 -11 -12 -13 -14 -15 15 -17 17 -19 19 20 22 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=-0.0027782711703563585 -0.00021429436659360727 -0.00070540208635574389 -0.0045800606574465099 0.00097230798364115903 -0.0053652126510374421 -0.0033974426240526313 -0.0037132026543775869 0.0037460940487902793 0.0025682756878593191 0.0023506044887504039 -0.0051853782232883739 0.002600085504935068 0.0041864747193139113 -0.0038234155274776854 0.00060526217735276807 -0.0056705406151623767 0.0030342202150651816 -0.0041592144076961985 0.0013591073433769686 -0.0031734169587934445 0.0046675240842782642 0.0011133182879738824 0.0007498344373545985 -0.0063729550702339823 0.00058464848221733258 -0.0039158629089116733 0.0046977514474251629 0.0035164105995282849 -0.0032865325860902822 -0.0047700776007040162
leaf_weight=18.461879396811128 16.921808235347271 75.955575533211231 8.2872724160552007 60.872856732457876 4.2574734389781943 20.619190134108067 15.051962802186607 16.058779940009117 15.300530835986136 19.632776066660881 6.3506278917193404 123.37267602980137 4.9958961606025687 6.8832155764102927 16.540209628641609 5.474458970129489 3.7209627032279995 14.271223187446592 59.642977200448513 6.8907635658979416 8.1460000649094564 21.845634926110506 24.750388983637098 2.6426827833056441 7.2941728904843357 29.628999156877398 4.9774779528379423 10.704130806028841 3.4425859823822966 8.2375437840819341
leaf_count=284 68 532 53 265 42 554 371 46 44 64 51 430 13 39 60 34 18 248 314 70 20 143 180 22 60 364 13 43 40 148
internal_value=0.000225828 0.000914143 0.00126975 -2.1947e-05 0.000558034 -0.00078129 -0.000556255 0.00168837 0.000757448 7.35959e-05 -0.000810773 0.00226063 -0.000403501 -0.00018221 0.000489452 -0.000955362 -0.000344741 -0.00267154 -0.000142171 0.000116418 -0.000460102 -0.00106308 0.00111817 6.26799e-05 -0.00173108 -0.0027594 0.00012771 -0.000293252 0.00186092 -0.00225533
internal_weight=641.233 380.904 299.953 73.4176 65.1303 260.329 239.709 226.535 86.2406 70.1818 50.549 140.294 80.9515 44.1984 37.3152 22.0147 224.657 17.9922 206.665 188.203 128.56 93.0213 35.5391 27.3931 71.1757 41.4972 11.8682 29.6784 14.1467 15.5317
internal_count=4633 1741 1196 360 307 2892 2338 836 338 292 228 498 545 177 138 94 1967 266 1701 1417 1103 881 222 202 738 447 83 291 83 208
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=5 21 17 21 23 23 23 5 17 3 6 0 13 0 23 15 22 23 17 9 22 20 22 23 17 10 0 20 5 15
split_gain=7.93613 7.13658 4.99818 7.42151 5.46528 4.22577 5.86535 4.18738 3.95964 4.916 4.57338 10.1479 7.61051 5.32681 5.93918 5.24319 5.28212 6.04939 4.78731 6.35835 4.69022 4.62119 4.39146 8.95783 4.46331 6.43414 7.57223 12.3129 5.06668 8.43257
threshold=7.754880527600001 18.870920756500002 168.62011096010002 3.1113400544000003 -0.27297999999999994 -0.20885999999999996 -0.222165 29.110986871100003 174.47088669260003 101.45434446875002 14.825346391850003 95.550490414250007 109.64607639220002 86.09518316945001 0.08079500000000002 32.99104187950001 -0.017745 0.077990000000000018 188.27285108100003 195.74493321760002 0.70681500000000008 40.574766824850009 0.17437500000000003 0.099855000000000027 204.55825889135002 67.031326566450005 90.321439350550008 41.319407281650008 20.911722254300006 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 5 3 -2 -4 6 -1 -5 -6 10 11 12 -10 15 -15 -12 17 -17 19 -19 21 -13 24 -24 28 26 27 -26 -16 -30
right_child=2 -3 4 7 8 -7 -8 -9 9 -11 13 20 -14 14 22 16 -18 18 -20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0177583344542626 0.0058980472582499362 0.0083956182755438417 -0.01366327052990588 -0.023459401500166781 0.01085655317084749 -0.02349580978469093 0.026094427277524309 -0.0021350958256656388 -0.017193647238272859 -0.024994398444025515 0.019672427222630288 -0.0038379145247194966 0.0025110569922094273 0.013712471855110769 0.012327533564416682 -0.024573681503054362 0.0087697449324053867 -0.019864011563846679 0.0026029254855796423 0.0058422385160380504 0.021752833968165238 0.0049729722387560869 -0.03486681169726627 0.00713153424063496 0.017163437846385687 -0.031255692295471663 0.021832890963281712 -0.031789135230427888 -0.015109182791915032 0.0065737047922733811
leaf_weight=4.1491644596680999 12.905928579159079 7.1663330402225247 10.602182228118179 12.228063212707641 24.917678133584559 14.786222179420291 2.2961275614798131 7.0276026222854844 26.843870911747217 3.2863026540726414 5.6859493367373934 48.532226645387709 14.701724480837582 38.604424249380827 45.857570204883814 6.9688538014888755 16.518153075128794 13.529384836554529 31.885010752826929 7.115749552845954 5.7507166415452948 71.131073729135096 4.1540303081274015 6.039733000099659 4.4855821281671542 3.5874673016369334 5.6443077921867362 5.5976563990116119 10.706842109560965 46.20069632679224
leaf_count=116 162 52 149 384 194 610 10 92 408 107 25 443 70 194 189 82 82 83 186 36 28 517 37 24 15 33 17 51 53 184
internal_value=0.00071491 -0.0105999 0.00136998 -0.00701918 0.00195863 -0.0170115 -0.00213584 -0.0156768 0.00232855 0.00182598 0.00203607 -0.000790985 -0.0102208 0.00390479 0.00611542 -0.000718646 -0.00224386 -0.00530147 -0.00274474 -0.0110038 0.00233279 0.00139951 0.0038982 -0.00998309 0.00505729 -0.00465202 0.0014163 -0.0100123 0.00688219 0.00249419
internal_weight=518.907 28.3978 490.509 32.1616 458.347 21.2315 6.44529 19.2557 447.745 422.827 419.541 166.96 41.5456 252.581 170.878 81.7031 76.0172 59.499 52.5301 20.6451 125.414 119.663 132.274 10.1938 122.08 19.315 15.7275 10.0832 102.765 56.9075
internal_count=4633 788 3845 638 3207 736 126 476 3058 2864 2757 1466 478 1291 797 494 469 387 305 119 988 960 603 61 542 116 83 66 426 237
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 0 5 6 20 3 13 22 0 2 9 23 7 10 23 18 22 22 22 15 12 23 12 23 5 0
split_gain=19.4648 7.93047 7.65892 7.78376 6.20309 9.5381 7.9995 6.35605 8.35803 6.98601 6.24267 6.14563 6.12881 6.0388 5.89817 5.42931 5.35696 7.23845 5.15596 5.08796 6.31946 6.00964 5.03896 4.83217 5.70977 9.85657 8.62142 8.04173 7.0614 6.51314
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 91.886121982450007 20.769304081650002 16.455384477450004 39.427119987250002 92.738363209800013 110.07622969305001 -0.093604999999999994 85.990333302400003 131.42729508740004 226.58992707320002 0.083555000000000032 19.506002767000002 65.571493801650021 0.091705000000000023 14.032563378150002 -0.074029999999999999 -0.092614999999999989 0.075080000000000022 32.548041893900006 211.51213392550002 -0.15849499999999997 293.55977308740006 -0.10978499999999999 17.089764221050004 104.22883325935001
decision_type=2 2 2 2 2 2 2 2 2 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 3 16 5 10 19 12 -9 11 -2 -10 18 -14 -3 -11 -1 -18 -6 -7 21 -21 -22 24 27 -26 28 -19 -27 -29
right_child=1 14 -4 -5 7 6 -8 8 9 15 -12 -13 13 -15 -16 -17 17 23 -20 20 22 -23 -24 -25 25 26 -28 29 -30 -31
leaf_value=0.0044186901391113564 0.0010867841901025725 -0.00076605453213257982 -0.0042446326977410671 -0.0047326629839581705 -0.0040703745227781271 0.0051740836776415274 -0.0068283736035499266 0.003902170846307527 0.00092152670575843334 0.002805725721855952 -0.0083440828959508925 -0.0085675640121266224 0.0046020894251139295 0.0020909734122879237 0.0053900104330665815 -0.00073724143231857549 -0.0061210921751114998 -0.005485724332944265 0.002065826649132282 -0.00012024643765046607 0.0032293008017822587 -0.0074403809128523197 -0.0019395544976805684 -0.0058253608628420972 0.0036753058134079432 0.0019696100965672387 -0.0031157295394778186 -3.7954424142168147e-05 -0.0065794964123182817 -0.0041093981275593331
leaf_weight=6.2791446000337592 2.9983723759651166 74.875292014330626 17.687135940417647 12.182812578976153 6.3586901500821105 8.2650997936725599 3.5533461123704901 18.270226359367371 3.1650407016277313 18.733877792954445 5.6533616930246353 4.7863069325685492 45.373675629496574 65.068122424185276 4.6120278537273398 33.959430046379566 6.2770306952297679 10.150371760129927 9.582867778837679 12.850986681878563 24.236124373972423 4.1389130130410203 6.725691605359315 4.406069627031683 24.071256592869759 31.282430363819003 20.261052077636123 87.258604478091002 2.9513849541544905 12.54442244581878
leaf_count=21 11 554 554 371 33 23 41 62 11 60 46 45 174 244 13 150 126 165 32 90 79 39 34 106 104 206 268 709 41 221
internal_value=0.000275924 0.00106023 -0.000901134 -0.000629445 0.00148685 0.000109142 0.000859647 0.00194601 0.000769551 -0.000174203 -0.00507569 -0.00479042 0.0026806 0.00312264 -0.000408866 0.000522378 -0.00038617 -0.000537626 -0.000381751 0.00134559 0.000685701 -0.00190351 0.00210649 -0.000355962 -0.000228131 0.000859618 -0.000384117 -0.00100537 0.00123257 -0.000549702
internal_weight=588.559 353.207 235.352 217.665 273.72 68.4219 59.7702 205.298 78.9149 60.6447 8.65173 7.95135 126.383 110.442 79.4873 52.6933 205.482 199.203 15.9416 56.2168 47.9517 16.9899 30.9618 192.926 188.52 78.5661 54.4949 109.953 34.2338 99.803
internal_count=4633 1741 2892 2338 1174 363 306 811 328 266 57 56 483 418 567 210 1967 1946 65 265 242 129 113 1820 1714 619 515 1095 247 930
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 2 21 9 20 22 15 21 10 20 16 20 21 16 13 18 12 13 13 7 21 0 23 7 2 23
split_gain=28.0074 12.4312 9.35218 9.87384 7.80844 14.6112 9.92103 7.15955 7.12257 9.90214 8.73179 7.45411 6.5009 6.36536 7.09391 6.18015 8.41223 7.21213 10.2223 8.36532 7.77148 6.75638 6.64616 6.0734 5.92999 8.22451 12.0762 5.45965 6.11858 6.2866
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 115.13321943645001 216.39684782960003 11.007427546000001 226.58992707320002 42.720329370750001 -0.105535 38.992510055900006 5.5614473604500008 62.111448187750007 42.154118731400011 22.634947069650003 38.238138001450004 3.3069203559500004 16.024962526700005 103.89008753490002 16.012058908900006 211.51213392550002 109.96062599345002 95.937628385050019 22.835261448650005 18.870920756500002 103.37390357390002 -0.15148999999999999 24.528146684550006 312.25197865035005 0.092895000000000019
decision_type=2 2 2 2 2 2 2 2 2 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 3 15 5 6 -2 -3 12 -10 11 -11 13 -6 -15 27 -17 18 19 20 -18 -19 -22 -8 25 -21 -27 28 29 -1
right_child=1 7 -4 -5 8 -7 23 -9 9 10 -12 -13 -14 14 -16 16 17 21 -20 24 22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0047046948904350813 0.0015781990718430512 -0.00090050996714973884 -0.004265167763319597 -0.0047466928350900885 0.0023144082238250414 -0.0058165193119148161 0.0021041901796289187 0.0052771428025927703 0.0053330313084433293 -0.0085687933725495657 0.0015540487464076821 -0.0010849523443440929 0.0039660771121448075 -0.0069740064427499058 0.0021534360680523384 0.0014875641789135713 -0.0053725107331495658 -0.0030900482623125482 0.0035986879171045491 0.00186648462071006 -0.0035283508509691367 0.0065883064149624242 0.0028664210840148533 -0.0074481094750972051 0.0046948797366197078 0.0034239508721179497 -0.0054491603622698007 -0.004300708057632171 0.0074666718088761573 0.0037858577305734152
leaf_weight=6.2035493180155772 88.267231557518244 80.543350551277399 20.488974401727319 14.48617680184543 73.321220643818378 8.4113163799047452 2.4861207008361808 5.0476640909910193 8.1649853289127332 5.1919930875301352 17.296927735209465 9.6013371869921667 64.782120414078236 4.168584965169428 4.4654610455036163 57.351651599630713 15.372457981109621 37.611196532845497 16.047593638300896 21.696063708513975 8.4054028913378733 1.919468693435191 8.0619198903441411 5.2316522859036922 7.3371873050928107 5.6100938469171515 12.619102247059347 18.298155449330807 2.2907856404781333 3.4281512349843979
leaf_count=90 361 554 554 371 252 64 9 13 24 41 61 42 224 27 15 329 208 519 48 97 88 4 37 54 21 27 197 278 5 19
internal_value=0.000276302 0.00114977 -0.00100381 -0.000721547 0.00164499 0.000542586 0.00109984 -0.000536188 0.00226046 0.000385497 -0.000873344 -0.00371154 0.00277482 0.00183319 -0.00225336 -0.000459193 -0.000126328 -0.00081358 -6.30481e-05 -0.00080591 -0.00279955 -0.0026201 -0.000397657 -0.00437103 0.000537165 -0.00022691 -0.00271843 -0.00257433 7.52553e-05 -0.00168271
internal_weight=634.208 376.98 257.228 236.739 291.389 104.396 95.985 85.591 186.993 40.2552 32.0903 14.7933 146.737 81.9553 8.63405 222.253 192.032 134.68 95.1498 79.1022 31.8398 39.5307 16.4673 7.71777 47.2624 39.9253 18.2292 30.2206 11.9225 9.6317
internal_count=4633 1741 2892 2338 1174 488 424 567 686 168 144 83 518 294 42 1967 1575 1246 723 675 333 523 125 63 342 321 224 392 114 109
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=16 5 20 10 5 13 16 16 20 7 2 6 20 10 22 0 18 17 3 3 16 2 23 18 6 20 0 17 6 20
split_gain=25.95 10.485 8.80837 7.92825 11.3612 9.86923 7.50411 11.9654 13.584 9.97939 10.6035 7.10783 11.2203 9.65207 7.49751 7.12312 6.99549 6.77018 6.54113 10.242 6.83639 6.50548 6.46092 7.19076 7.00546 6.34526 7.11422 6.24553 6.36178 5.87967
threshold=18.594956516900002 23.714185006400005 37.232443001650005 66.859265246100009 20.769304081650002 111.38282034450002 11.949972055800002 16.224962059000003 41.404176814550006 26.614251743050001 186.79363985910004 16.455384477450004 38.804629908750009 62.025417527550012 -0.057599999999999998 85.990333302400003 17.327266398450003 195.14561408000003 85.589753040950015 84.812788641250009 19.224955043700003 131.42729508740004 0.075320000000000012 14.262527874400002 13.185308072600002 37.995872310650007 75.994645973400011 191.86029796145002 15.825369757250002 36.772607578000013
decision_type=2 2 2 2 2 2 2 2 2 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 18 22 9 16 10 -8 15 -13 -14 17 -2 27 -15 19 -5 -20 -17 23 -4 -24 26 -3 28 -9 -22
right_child=1 25 6 4 -6 -7 7 8 -10 -11 -12 12 13 14 -16 21 -18 -19 20 -21 29 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0041251586824824138 -0.00038361170243380493 -0.0039774288346630191 -0.0066935123588581303 0.0019818905381118988 -0.0078997831335706013 -0.0052414819392940289 -2.7120109395266156e-05 0.0039833224467246886 -0.0043391718041079158 -0.0030907971694537381 0.0037344104150266286 0.0052607333579339586 0.0017437321535969609 0.0018352348428962155 -0.0076936431224411033 0.0050900100572999415 0.0053669706622786377 -0.0045831556272672089 0.0056608836548774901 -0.0049271925020301192 0.0038738137080816695 0.0024479249319469365 -0.0061457293348007374 0.00090241860183239663 0.0020490533741950776 -0.0012679256026895251 0.0052305361373598076 -0.0047337974114765634 -0.0059264198367161543 -0.0045420013493239026
leaf_weight=26.18097354657948 16.367115065455437 3.5016242600977412 4.8736951649189022 20.773734420537952 5.0908259600400916 7.5673345923423758 52.92927485704422 8.8435694649815613 36.226844666525722 16.343907374888659 41.78309727832675 15.764399811625479 41.480424717068672 12.098169572651392 6.6233220547437659 49.578513629734516 7.750935833901166 8.8783608153462392 17.230138719081882 9.8574958443641645 5.5162848532199842 70.084965839982033 19.363260315731171 19.105868175625801 3.9060450643301001 64.94245620071888 10.318178065121172 7.882128855213522 2.6154344435781232 4.8703394085168839
leaf_count=508 68 55 70 82 49 50 358 36 610 182 197 46 151 41 44 175 26 56 45 91 17 255 528 173 19 459 31 97 88 26
internal_value=0.000335066 0.0012702 -0.00106324 0.00175804 0.000134076 0.000755496 -0.000701528 -0.000166865 -0.00210334 0.000937219 0.00163231 0.00227937 0.00101147 4.1768e-05 -0.00251615 0.00307019 0.000886358 -0.000881362 0.0015346 -0.000241535 0.0035046 0.00354258 -0.00267474 -0.000641407 -0.00477013 -0.00053706 0.00289745 -0.000909242 0.0017215 -7.24035e-05
internal_weight=618.349 370.544 247.805 291.781 70.9062 65.8153 221.624 174.375 63.3189 111.056 94.7124 220.875 84.8447 69.0803 27.5999 136.031 27.0921 20.9765 58.248 30.6312 27.6168 119.663 47.2489 23.9796 23.2693 78.7623 13.8198 19.3411 11.459 10.3866
internal_count=4633 1741 2892 1196 360 311 2384 1594 857 737 555 836 338 292 141 498 247 97 261 173 88 430 790 243 547 545 86 221 124 43
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=16 10 6 15 13 13 7 2 6 18 16 16 23 14 6 9 8 20 22 17 16 16 7 22 23 6 22 21 15 21
split_gain=16.1047 7.53764 7.61413 7.45955 7.83484 7.01606 5.79835 5.73564 7.70094 5.44237 6.78298 11.1614 8.95352 11.3906 7.29449 7.49023 9.46026 7.06957 11.8107 6.25701 6.03144 8.38661 11.0075 5.01065 4.97792 4.84041 6.91634 4.52282 5.92731 8.60027
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.674706678850008 117.61735474900001 117.97223122220002 23.543468673550006 98.91243606750001 21.760508430800005 17.327266398450003 16.094962363000004 14.184966829400002 -0.13578999999999999 301.50888169040007 14.745344522600002 191.61296531520003 5.1459841250500009 40.767054867700004 -0.054875 191.56943241645004 17.684958644900004 9.7049773055000017 26.296311413900003 0.022350000000000005 0.087935000000000027 11.085259005300001 -0.15861999999999998 9.1670574189500034 36.548474543700003 11.772995266200001
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 23 27 -6 -7 -9 10 11 12 13 -1 15 16 24 18 -13 -16 21 -11 -23 -5 -12 26 -19 -2 29 -29
right_child=3 -3 -4 4 6 7 -8 8 -10 20 14 17 -14 -15 19 -17 -18 25 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0070768605836299611 0.0020857722401384682 -0.004990398263948208 -0.0055280046175838005 -0.008198776785601462 -0.0041349249634601041 0.0015522106074477441 0.004380648220187743 -0.0069344903105760794 0.0060062715769059229 0.0054006770033655574 -0.0056146713281978958 -0.0043019313233410182 -0.0043309571454525509 0.0034890005014712529 0.0054833836460045542 -0.006672991247417698 0.0069691182511849243 0.0056902426999908672 0.0033321159182500867 -0.0054226796000150738 0.0076164953305424537 0.0071782853127691903 -0.0044225938771437134 0.0025297248232149364 0.003317759366808054 0.0049650007906292181 -0.0040454843163105882 0.001298147474037235 0.0015602770546726083 -0.0059770313541067793
leaf_weight=5.2055782619863775 224.12497007101774 16.700248779729009 11.696955131366847 8.6842637844383734 5.0660040155053121 10.055108651518823 7.8524107374250889 10.428064953535793 2.133230246603488 9.5242260117083806 10.801645185798408 15.9438294749707 31.03838930092752 16.027289394289255 6.4657289516180736 19.816790286451578 4.2329353876411906 4.9011151976883394 15.288140309974549 2.9502743296325207 5.8773808777332297 4.0698947459459331 13.933461794629691 2.0775492265820494 3.0899701267480841 25.319820780307055 6.5866011176258326 13.26557667925954 50.113965354859829 11.845147583633659
leaf_count=99 994 554 371 104 50 55 29 122 6 40 238 149 486 73 23 326 14 18 69 44 17 13 171 10 20 84 83 64 197 110
internal_value=0.000298685 -0.000975822 -0.000660719 0.00114481 -0.00221677 0.00139205 0.00104123 -0.00194076 -0.00473682 -0.000377576 -0.000833286 -5.0185e-05 -0.00220668 0.00089861 -0.00282274 -0.00403606 -0.00115292 0.00160654 -0.000565043 0.00206624 0.00190975 0.00069131 -0.00180006 -0.00612766 -0.00362779 0.00344917 0.000108163 0.00164385 0.0003272 -0.00213368
internal_weight=575.117 229.47 212.77 345.646 23.6802 321.966 12.9184 22.6164 12.5613 201.073 167.668 120.311 52.2713 21.2329 47.3573 37.9413 18.1246 68.0395 31.232 9.416 33.405 27.5276 18.0034 10.7618 13.8916 36.8075 11.4877 299.35 75.2247 25.1107
internal_count=4633 2892 2338 1741 193 1548 79 183 128 1967 1726 1061 658 172 665 598 272 403 218 67 241 224 184 114 258 185 101 1365 371 174
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=5 20 9 21 5 13 19 16 20 22 15 21 8 0 9 22 9 18 23 20 2 7 5 15 5 7 13 10 10 17
split_gain=8.65979 7.95221 10.0219 6.66632 5.07555 7.66529 8.79914 5.81064 8.29225 6.9971 8.77813 8.5198 6.79427 5.69105 4.98898 4.95615 5.16869 5.81418 4.94217 5.43892 9.6518 6.51357 4.87601 4.90358 4.66131 4.65442 4.65365 6.97356 6.85785 7.07448
threshold=12.306951632950001 44.749265482150008 38.283670303850009 18.870920756500002 23.605484525250002 115.13321943645001 14.451165964200003 22.494947397000004 42.206017975500011 -0.11534 39.203018015350004 5.5614473604500008 8.543332867800002 86.681267041950008 226.58992707320002 -0.036264999999999999 186.70853236170004 12.917213570250002 0.099465000000000012 48.393869453650005 305.67240907785003 23.131311951800004 25.834968130800004 46.723315192750007 13.252098438300001 17.817961733300006 112.67059178900001 68.20618276945001 66.235542959850008 191.32023496460002
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 13 15 -10 11 -11 -12 -7 18 16 17 -9 19 21 -21 25 23 -20 -2 -6 27 -26 29 -28
right_child=4 2 -4 -5 14 7 -8 8 9 10 12 -13 -14 -15 -16 -17 -18 -19 22 20 -22 -23 -24 -25 26 -27 28 -29 -30 -31
leaf_value=-0.011433027177397935 0.0082889367656721093 -0.014015817054520154 0.013202395692988138 0.0057193491484427896 0.0036734952423013636 -0.0029244381146639013 -0.017878173566086335 -0.003433622784032996 0.012652794936775919 -0.029262817166956469 -0.0065862077327691814 -0.0052505641184821322 0.011824460625313575 0.016221806456041585 0.015170971445183581 0.011810401197610645 0.00025478921088447986 0.017325320045297899 0.0029675285909260599 0.013934005738643342 -0.020409493342847349 -0.0010071893526795415 0.013187168737737747 -0.021350444190878219 -0.010851257514884092 -0.015169636888704398 0.0072033914981624149 0.00018715590584178043 0.016995744788153244 -0.019061390928042949
leaf_weight=28.802635449916124 20.000714272260666 11.901802438311284 10.724346335977314 7.3731844536960116 4.0411452408880022 5.2387575432658222 6.9324510134756556 5.1347018256783512 7.3049993291497222 5.8834935873746899 11.039739124476911 11.839562579989432 10.312194086611269 19.50189047306776 4.19864597916603 30.71715796366334 37.696379169821739 11.919932164251803 9.2839671820402163 8.3428528420627099 2.9449961856007567 23.029328288510442 8.6819448079913837 2.8928666003048411 16.860039809718728 25.419109984301031 8.7068317532539385 156.81923814676702 10.084323376417158 3.9723371863365164
leaf_count=838 112 315 67 47 73 25 45 22 29 49 56 56 32 95 14 116 166 40 45 27 46 152 36 35 212 545 34 1248 32 24
internal_value=0.000587707 -0.00531203 0.000564792 -0.0064666 0.00132772 0.00214826 0.000208765 0.00491498 0.00355405 -0.00199822 -0.0047372 -0.0132219 0.00230546 0.0121676 -0.00218192 0.00656704 0.00362533 0.0110753 -0.00304277 -0.00529662 0.0049738 -0.00750527 0.00384858 -0.00280972 0.00078807 -0.0125849 2.43737e-05 -0.000884406 0.00695812 -0.00102527
internal_weight=527.602 58.802 29.9993 19.275 468.8 379.965 223.376 156.589 131.848 46.38 39.075 17.7231 21.3519 24.7406 88.8349 85.4682 54.751 17.0546 84.6362 63.7774 11.2878 52.4896 20.8588 12.1768 216.443 29.4603 196.443 173.679 22.7635 12.6792
internal_count=4633 1267 429 362 3366 2393 1707 686 566 222 193 105 88 120 973 344 228 62 959 843 73 770 116 80 1662 618 1550 1460 90 58
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=6 3 6 7 10 21 10 5 2 22 14 20 22 5 17 22 22 22 16 19 5 18 22 3 9 5 22 23 15 21
split_gain=7.7796 6.09093 5.22116 5.6052 5.21044 5.95382 5.44245 6.10424 4.93934 5.18223 4.8235 4.73843 4.33077 5.67025 4.2078 8.44845 6.61072 8.50583 6.08178 7.85832 6.07083 5.78756 4.11229 4.72691 4.10185 6.49184 3.99337 7.64014 3.60997 6.73056
threshold=13.115306437050002 93.883646373400012 12.410289964450003 29.911984439950004 61.917879202350001 19.549674911150003 60.87206898960001 28.543718473100004 319.32263744460005 -0.013285 121.36406917505002 44.461493122800007 -0.088039999999999993 23.374630421750002 236.15709471040003 -0.086139999999999994 -0.156745 -0.093604999999999994 11.949972055800002 12.050972309250001 13.252098438300001 17.448621627850002 -0.23401999999999998 105.58919307340001 192.57902085675002 12.306951632950001 -0.24150999999999997 0.091705000000000023 46.674706678850008 6.5613067478000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 28 3 14 6 12 7 10 9 22 -3 -11 -6 -14 16 -16 21 -18 -19 20 -20 26 23 -9 25 -21 27 -1 -2 -30
right_child=1 4 -4 -5 5 -7 -8 8 -10 11 -12 -13 13 -15 15 -17 17 18 19 24 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.017661539312880503 0.0036034410297500945 0.009721335531684798 -0.017307636618243614 -0.020141336991048499 -0.020487592766987597 0.025414975694134739 0.0087640771031201031 0.013863514243278358 -0.022491631205319385 -0.023297115983050152 -0.020798020065040664 0.026178701550432663 0.0037260431734837348 -0.022359863114799178 -0.016549995467571871 0.019634424038412746 -0.019706312756418452 -0.017030471387672313 0.015382610592797085 -0.017610505947383941 -0.0038614649473810419 -0.015923795728660525 0.017060829304583105 -0.02210423481627969 -0.019129053336706774 0.011592623379564595 0.011005657584751931 0.011727981432605358 -0.02435509642253815 0.0043097038811671443
leaf_weight=6.0169537421315891 293.96940463408828 2.2899175807833663 8.8784585576504451 5.9757209578528991 11.206537723541263 1.6289284229278553 19.189640503376722 2.6957458555698421 2.596683904528617 3.3962972778826979 9.4175906404852849 0.86363088060170401 9.2287800945341569 4.3662650510668763 3.1899828258901826 8.1823824904859048 13.352840400300918 8.8857629057019931 13.88672418985516 4.8830278627574462 10.05145284347236 4.7977891843765965 10.388339104130862 2.5096025336533785 8.0790826939046365 6.0778043866157532 22.111072750762105 6.5947050144895911 4.7691249623894674 7.4889227300882339
leaf_count=115 1631 12 120 282 281 3 89 8 50 97 192 4 43 97 46 41 322 296 88 101 77 121 50 53 81 29 165 39 62 38
internal_value=0.000628452 0.00197607 -0.00334355 -0.00232803 -0.00266553 -0.00951317 0.000727079 -0.00378806 0.00196944 0.00516874 -0.0148286 -0.0132667 -0.0118072 -0.00465186 -0.00141125 0.00948459 -0.00259432 -0.0062828 -0.00282679 0.000109838 0.00730217 0.00349241 0.010205 -0.00347726 -0.00893282 -0.00141731 0.00617523 -0.0022936 0.00318529 -0.00684264
internal_weight=516.969 386.005 130.964 122.085 79.778 26.4305 53.3474 34.1578 22.4503 19.8536 11.7075 4.25993 24.8016 13.595 116.11 11.3724 104.737 65.2167 51.8639 42.9781 23.9382 39.5205 15.5937 5.20535 19.0399 10.9608 34.7227 12.6117 306.227 12.258
internal_count=4633 2710 1923 1803 979 424 555 466 262 212 204 101 421 140 1521 87 1434 994 672 376 165 440 111 61 211 130 319 154 1731 100
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=16 12 6 21 23 6 18 13 3 9 9 0 21 5 13 16 2 7 20 2 18 16 17 22 6 23 2 0 15 18
split_gain=6.86545 6.336 4.96931 5.04073 4.35406 8.11863 4.56813 4.85252 4.06917 5.50486 4.92809 5.71385 8.21316 6.46183 5.8013 9.32157 7.49 8.55241 7.14893 6.26068 6.12365 7.85367 7.99429 5.72048 6.61751 6.40729 5.6323 5.29078 6.03845 5.20358
threshold=13.534968349350001 178.58312952045003 5.1351199812500008 20.581461612800002 0.079605000000000023 13.185308072600002 13.845746551550002 73.265860971000009 103.28787291370001 71.932467616300016 186.70853236170004 85.732241321850012 0.54612131245000006 31.794087907800002 115.13321943645001 21.074950717600004 121.84632764400003 23.109894804950002 41.289992964000007 289.38090566025011 15.015859748200002 22.624947093000003 204.55825889135002 -0.059424999999999999 15.785368822600002 0.083555000000000032 69.881082014850008 93.308316333500017 32.145494189350011 13.921859755900002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -8 10 -10 -4 12 -12 -14 15 19 -16 -18 -19 23 21 22 -20 24 25 -13 -27 28 29 -25
right_child=2 4 8 -5 5 -7 7 -9 9 -11 11 14 13 -15 16 -17 17 18 20 -21 -22 -23 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.012061514415085052 -0.016035388746142094 -0.017060769454551126 0.0050665040085230775 0.0071948783267781159 -0.016357736677290676 0.010687270001707045 -0.016702245433690831 0.0049427828061058155 0.0015920129018645096 -0.014167602680489446 0.012132660306818793 -0.013222368641967595 -0.010552311983622756 0.0154394461957838 0.0094326899219248361 -0.020152123159041239 -0.0079865237465390117 0.0086903536455255233 -0.0026596499752367989 -0.01252267852501846 0.016658550654709125 0.0063309624913191415 -0.022738041834683344 -0.0032646958543561498 0.0080677934749527457 -0.015932850850546097 -4.1507570715999654e-05 0.0060578674308353845 0.0051719477423209873 -0.029933511003198805
leaf_weight=16.481410573236644 7.0504945348948223 2.6748841181397429 75.395873637869954 2.8955190218985081 8.8181339418515545 3.371620522812008 2.4808311415836242 27.559250700287521 11.243753851391377 8.592359188012777 5.1236944422125807 12.032499168068169 24.689782707020644 2.2973987162113181 37.400754410773516 5.0518844425678244 16.814726013690233 34.99780597537756 21.092450823634866 7.9822136778384438 4.3183718323707572 16.023072831332684 5.4920644313096991 3.8503489941358549 13.207337535917757 5.3618664480745784 57.006946913897991 57.059631688520312 7.2768019810318947 2.7602399215102196
leaf_count=475 257 55 499 18 325 18 91 299 118 341 17 159 252 7 169 35 110 137 97 99 17 62 57 26 58 88 400 296 30 21
internal_value=0.000446723 -0.00420052 0.00108777 -0.00927251 -0.00131529 -0.00887723 0.00150232 0.00315525 0.00132461 -0.00523454 0.00163795 0.000877296 -0.00507304 -0.00833965 0.0014982 -0.000314727 0.00378321 0.00164327 0.00361977 0.000287035 -0.000161915 -0.00186671 -0.00680762 0.000931918 -0.0016019 -0.00331841 -0.00140769 0.00406079 -0.00414467 -0.0144002
internal_weight=506.404 61.3861 445.018 9.94601 44.9047 12.1898 32.715 30.0401 435.072 19.8361 415.236 339.84 32.1109 26.9872 307.729 171.59 136.139 98.7385 81.9238 166.538 46.926 42.6076 26.5845 158.556 87.6087 74.4013 62.3688 70.947 13.8874 6.61059
internal_count=4633 1263 3370 275 788 343 445 390 3095 459 2636 2137 276 259 1861 1212 649 480 370 1177 233 216 154 1078 705 647 488 373 77 47
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=7 20 21 17 7 20 7 8 23 22 20 17 8 4 5 16 21 23 17 23 13 2 3 13 20 20 23 23 22 22
split_gain=6.07059 4.88965 4.56647 8.34853 5.24795 7.11407 5.86722 5.57859 5.50197 5.43418 8.8306 7.14935 6.24204 5.0201 4.62839 5.21618 4.98477 4.58222 4.08188 3.77842 3.59105 3.72759 3.6591 13.6736 5.8669 5.32355 5.01798 5.60967 4.91405 10.0214
threshold=29.911984439950004 31.914316944300001 3.1734339793000008 168.62011096010002 25.070284486400002 42.684965421050009 25.221560561650005 5.1459841250500009 0.083070000000000019 -0.047144999999999999 34.823977857500005 194.12402802835004 8.9430209551500024 342.02920059975003 19.688300142250004 17.684958644900004 2.4659823166500003 0.077440000000000023 203.09927826650002 0.11360500000000003 118.84598011460001 45.979371440700014 85.589753040950015 108.06526301150002 42.154118731400011 42.388109226950007 0.095830000000000012 0.12001500000000002 -0.053874999999999999 -0.038374999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 13 -8 10 -9 -12 -11 -3 15 16 18 -13 19 -10 21 -5 23 26 28 -26 -23 -28 -24 -30
right_child=-2 2 3 20 6 -7 8 9 14 12 11 17 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 24 -25 25 -27 27 -29 29 -31
leaf_value=-0.015212817310758535 -0.019231294876304317 -0.020204888891828345 -0.012495045675665048 0.020115835012532411 -0.027551616841652537 0.013743826710924579 -0.01318530916876094 0.019327306695447358 -0.0082040931609107665 0.012510946261659571 0.003216417951085365 0.011062236668121717 -0.010076852185061901 0.012525353313386488 -0.016423454216002671 0.016716847717602977 0.016994539655546873 -0.014756762789173372 -0.022010616867515452 0.021619237301747717 -0.018216400698505587 0.0019455806847135429 0.0073223805280314665 -0.019857918486115192 -0.028107507500645539 -0.0011600408464105003 -0.017044041929348393 0.0037227163683320888 -0.028027997231036918 0.002469493642077943
leaf_weight=6.281360024586319 5.088137228973209 5.8738192450255147 17.658961175009608 3.180318444967269 2.8605384603142729 25.310304703190923 8.5750361951068026 7.3484553024172774 4.2319961842149549 32.150299496948719 31.817639339715242 2.6495256386697319 4.6124145537614814 2.0965101215988398 3.3591029662638894 9.5397337321192008 3.822405118495225 15.670403853058813 3.8691172832623124 2.0935085183009505 3.3955595903098574 82.095571118406951 72.805267887189984 12.837545154616235 2.5049527175724497 68.911678339354694 10.650584885850551 7.1798631325364104 3.9768207520246497 33.28863624855876
leaf_count=198 282 233 495 9 34 136 131 25 79 138 178 13 28 18 63 37 19 128 60 10 37 804 298 234 24 523 139 58 25 177
internal_value=0.000500168 0.000704788 0.000911211 -0.000361178 0.00335416 0.00512527 -0.00253529 0.00299124 -0.000518994 0.0042248 0.000738091 -0.00198645 0.00967698 -0.0115955 0.00351633 0.00635966 -0.000689253 -0.0110227 -0.00731967 0.00166633 0.000351097 0.000563069 0.000351739 -0.00221706 0.00194781 -0.00210523 4.92678e-05 -0.0086818 0.00457753 -0.000785077
internal_weight=495.736 490.648 484.367 318.486 165.881 127.529 38.3514 102.219 35.4909 94.2487 57.486 50.1376 36.7627 7.97033 26.9159 23.5568 14.017 18.3199 10.1946 6.3255 300.827 297.431 294.251 112.764 181.487 71.4166 99.926 17.8304 110.071 37.2655
internal_count=4633 4351 4153 2823 1330 897 433 761 399 510 344 319 166 251 268 205 168 141 149 89 2328 2291 2282 1235 1047 547 1001 197 500 202
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=5 21 22 15 22 23 17 2 8 8 16 12 21 12 21 9 23 22 23 6 4 4 20 9 13 9 7 7 6 4
split_gain=5.58961 5.6429 6.62416 4.19983 3.63382 13.6316 6.00801 5.37355 4.35565 6.49685 9.9852 4.02439 3.85535 4.72005 4.45959 3.98669 5.89843 3.76102 3.69331 6.04836 3.716 4.43641 3.53775 7.84828 5.22912 4.04091 4.38091 7.66356 5.02161 4.61901
threshold=7.754880527600001 17.629804977050004 -0.156745 11.870705757150002 -0.237895 0.091705000000000023 196.01244718945003 174.51290495925002 1.6487133604500002 2.8477776226000002 12.604970524100002 202.20743612260003 9.5763142249000008 86.655272465950006 9.8787602961000029 189.68479361675003 0.093325000000000033 -0.15332499999999999 -0.25587999999999994 16.455384477450004 158.18845385165005 158.74242509745002 47.309807198350008 118.12141086625002 120.78166996855002 186.70853236170004 23.131311951800004 22.673598830200003 16.525386113000007 203.05109110260003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 -6 11 -11 17 13 15 -14 -12 -17 -10 19 -15 -20 -22 23 24 -23 -25 27 -27 29 -29
right_child=3 2 -4 4 8 6 7 -9 9 10 12 -13 14 18 -16 16 -18 -19 20 -21 21 22 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.013970158756706413 -0.014377214844713397 0.014846881066952144 -0.02114645250225906 -0.012815875408009575 -0.016757576383023862 0.0094374167666538347 -0.028543933115943165 0.0035913614829986475 0.013880886140133612 -0.017287217763546726 0.0067919773418197715 0.01666295299293119 -0.018830699366195962 0.0043492799612831617 -0.00044596538455652084 -0.0050759175120150424 -0.03487236622806502 -0.020845113919549903 0.015443521125212977 -0.027296332470191531 -0.014268183552032057 -0.018456898600475308 0.017405456160072615 0.012768571597195043 0.032257328010489264 0.0046586017839865728 0.0045953528425182978 -0.0050018301550107903 -0.00075628913533634049 -0.034102028994459029
leaf_weight=16.475625853054229 5.7692259363830081 5.7308830991387367 2.336745720356701 25.81948883831501 4.1105556245893231 23.163775078952316 2.8711982481181613 4.1036148779094219 2.0075856521725655 9.0860458901151997 5.6323935082182315 14.621038373559712 4.5004915259778491 4.8698236923664791 88.764760809950531 10.216375708580015 2.7339561283588401 2.0427284017205265 8.783277550712226 3.2821774883195758 4.4711726047098628 7.3820667751133424 6.0877392143011084 16.275854498147964 0.72484827041625965 19.446175240911543 171.65312327444553 2.8825524076819402 6.0101781487464905 4.5909844879060984
leaf_count=715 171 22 51 436 81 104 36 34 7 273 36 60 35 32 584 74 26 38 39 87 80 257 22 65 1 107 1068 14 28 50
internal_value=0.000454224 -0.00792459 0.0044216 0.000899433 0.00109265 -0.00320795 0.00502308 -0.00963721 0.00169402 0.00188552 0.00137224 0.0122603 0.00183256 0.00290602 -0.00133312 -0.00586254 -0.0113663 -0.00363276 0.00354138 -0.00839195 0.00393315 0.00351107 0.00384927 0.00348884 -0.0139225 0.00412794 0.00344053 -0.00257922 -0.0130176 -0.022878
internal_weight=486.446 24.5433 8.06763 461.903 456.134 55.9581 30.1386 6.97481 400.176 396.065 377.394 18.6714 368.308 275.043 93.2653 18.5827 12.9503 4.05031 256.46 8.152 248.308 239.525 235.054 228.966 8.10692 220.859 204.583 32.9299 13.4837 7.47354
internal_count=4633 788 73 3845 3674 610 174 70 3064 2983 2878 105 2605 1986 619 136 100 45 1850 119 1731 1692 1612 1590 258 1332 1267 199 92 64
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=16 0 13 16 23 10 6 20 2 5 20 6 2 23 2 5 20 17 6 5 22 23 12 21 21 6 9 2 18 20
split_gain=15.1586 7.17743 6.84523 12.1964 7.03392 6.81808 7.01327 6.43746 8.84803 7.74925 8.02929 6.28332 6.21454 6.12985 11.9524 7.72103 6.56772 7.01567 6.56214 13.2431 6.86608 6.53904 5.69938 5.67459 5.66846 5.71272 5.62476 9.03992 7.27743 6.47196
threshold=18.594956516900002 86.09518316945001 115.13321943645001 21.004950881300005 0.08079500000000002 90.937096262400004 15.635365317800002 41.257948413050009 90.828344481500011 21.252944829650001 42.759119507950011 16.355382140900002 216.39684782960003 -0.17949499999999999 185.72519583365002 18.428229854150004 38.238138001450004 179.88087463185005 5.0851188130000002 2.7155367820000005 0.059500000000000011 -0.22831499999999999 94.177001085000015 0.49227235280000009 11.007427546000001 15.785368822600002 206.16422279835004 166.72194812590001 15.015859748200002 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=5 23 3 12 -4 6 13 -6 -9 11 -11 -10 24 14 -1 16 22 -18 19 -19 26 -16 -15 -2 -3 -26 -20 28 -28 -29
right_child=1 2 4 -5 7 -7 -8 8 9 10 -12 -13 -14 15 21 -17 17 18 20 -21 -22 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=-0.0041281338541846076 0.0025826348595597631 0.001632798787508896 0.0041024752413105353 -0.006829970053061094 0.003082273318050895 -0.0040032005202953469 -0.0045116788195020243 0.0048459493726639895 -0.00089939128811403841 -0.0012140808258624487 0.0037464515283965553 -0.0083271446020903479 -0.0033932462493807447 0.0016840376854305957 0.0012125438068522672 -0.0035702986922730652 -0.003343084366975794 0.0031188892767520893 0.0015435212376222834 -0.0058057404414466468 0.0038082541553255481 0.0062032722907227819 -0.005080947383893945 -0.00063056311557863379 -0.007360519970301984 0.0026775197016860324 0.002703389054482119 0.0033543112111040999 -0.0065047568582376446 -0.0028684484936271474
leaf_weight=7.5295780412852755 16.696288965642452 79.377173151820898 36.182156965136528 5.6119766682386389 38.388947241008282 15.548236796632407 10.759752486832438 9.569166533648966 6.9780186340212804 21.844580464065075 13.637275278568266 5.051790177822113 8.0450374111533147 4.3459073323756483 18.423825819045305 21.376687536016107 13.602342983707784 7.0505326334387091 43.786061067134142 10.879690656438468 18.643112484365702 10.66561731696129 12.19879009015858 92.430749986320734 3.7274819388985625 2.3967744112014771 2.8202035129070309 11.471688888967039 10.180023830384014 6.8793505728244773
leaf_count=126 111 344 154 39 131 554 371 38 29 111 40 46 59 40 118 369 186 56 260 236 82 29 226 583 46 10 12 55 104 68
internal_value=0.000255946 0.000932988 0.0014398 0.000433243 0.00219792 -0.000761699 -0.0005224 0.00147611 0.000395913 -0.000500354 0.000692475 -0.0040186 0.000868973 -0.000307624 0.00156799 -0.000728388 -0.000300138 9.64457e-05 0.000515257 -0.00229639 0.00105283 0.00304239 -0.00330394 -0.000138948 0.00127002 -0.00343206 0.000369148 -0.00127101 -0.00450719 0.00102155
internal_weight=566.099 339.937 230.81 99.1584 131.652 226.161 210.613 95.4698 57.0808 47.5117 35.4819 12.0298 93.5465 199.853 36.619 163.234 141.858 125.313 111.711 17.9302 93.7804 29.0894 16.5447 109.127 85.5014 6.12426 75.1373 31.3513 13.0002 18.351
internal_count=4633 1741 1047 498 549 2892 2338 395 264 226 151 75 459 1967 273 1694 1325 1059 873 292 581 147 266 694 400 56 499 239 116 123
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=7 17 20 21 7 20 7 13 22 2 12 23 15 20 19 12 3 13 20 23 23 17 7 2 13 16 23 17 4 17
split_gain=5.21213 4.1973 3.88463 3.50398 4.57365 5.76831 5.2029 4.71177 4.49219 5.66401 5.68265 8.67897 4.14403 5.71425 6.06867 4.14313 4.43934 4.80385 5.16486 5.97215 5.14036 4.08801 3.92469 4.04653 3.37086 3.89118 3.28998 3.26601 3.18547 3.12531
threshold=29.911984439950004 158.19986339130003 31.914316944300001 3.1734339793000008 25.070284486400002 42.684965421050009 25.221560561650005 95.937628385050019 -0.22932499999999997 68.96170560420002 128.54148248460004 0.093185000000000032 20.538897842700003 41.600558339100012 13.651101412550002 88.990743116650009 84.812788641250009 109.43099974175001 41.404176814550006 0.087795000000000026 0.098950000000000024 168.62011096010002 17.566486459500002 216.39684782960003 117.97223122220002 22.724946859200003 0.083070000000000019 169.38704859920003 331.66683542155005 183.75773161020001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 -8 9 -4 -11 -12 -9 14 26 -10 -17 -18 -19 -20 -21 22 -5 -24 25 27 -14 -23 -25 -26
right_child=-2 2 3 21 6 -7 7 12 15 10 11 -13 13 -15 -16 16 17 18 19 20 -22 24 23 28 29 -27 -28 -29 -30 -31
leaf_value=-0.019432579961893553 -0.02299894335075894 -0.016992753422666349 0.024798314211686323 0.018254352351472783 -0.032402351832704276 0.015628242166974914 -0.023826375232863045 0.016796837224437866 -0.0073029207267387925 -0.034850615669284699 -0.022975453214489683 0.021089502462065281 -0.030159858010011469 -0.029101876741722588 0.01901464550003135 0.018093198989560379 -0.020645132605229471 0.0099744752494386971 0.010790329824343442 -0.036441896169346143 6.4205625038405066e-05 0.021481765626564165 -0.026430916935315754 0.019935303438252384 -0.0031939374618970497 0.01935587935580264 -0.0014550322388242999 9.6296374388218629e-05 -0.017763985618933827 -0.036185832673506495
leaf_weight=4.8644515061750999 4.4493249636143437 5.6800188692286602 2.2010345645248881 1.7804792178794731 2.6550828088074914 23.369406665675342 3.7256364375352851 7.1208212729543474 10.528965384699402 3.966247856616973 4.7686075754463655 3.8647148907184601 2.3147680275142255 3.2566135730594388 6.7241030856966963 14.702516796998678 3.376138273626565 41.829825176857412 5.8538843505084497 3.8057539500296116 3.5701527148485184 3.4524291642010203 7.3481415184214693 2.0532098514959216 3.47501585073769 5.2422920837998381 10.822953345254062 281.45964182447642 2.2363120559602976 2.2651435695588589
leaf_count=233 282 190 7 19 34 133 144 35 70 109 77 17 31 56 29 94 58 219 35 43 22 28 223 14 27 19 94 2230 37 24
internal_value=0.000544768 0.000763774 0.000971281 0.00118941 0.00383202 0.00586751 -0.0029402 -0.000637102 0.00355099 -0.007547 -0.0131974 -0.00324973 0.00221994 -0.00226996 0.00212949 0.00551421 0.00735936 0.00465871 0.00621029 -0.00569127 -0.0187719 -0.000164362 -0.0119622 -0.0165852 0.000370645 0.000698721 -0.00651261 0.000355435 0.000281044 -0.016213
internal_weight=482.764 478.314 473.45 467.77 158.457 121.837 36.62 33.9649 98.4678 14.8006 12.5996 8.63332 30.2393 23.1184 19.8618 83.6672 73.1383 58.4358 55.0596 13.2298 7.37591 309.313 13.4181 11.6377 295.895 290.154 13.1377 284.912 4.28952 5.74016
internal_count=4633 4351 4118 3928 1307 884 423 389 751 210 203 94 245 210 154 541 471 377 319 100 65 2621 293 274 2328 2277 125 2258 51 51
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=16 5 10 17 15 17 6 2 0 0 20 15 18 16 20 22 22 22 7 15 16 20 20 16 21 16 20 7 5 21
split_gain=23.1029 11.4684 8.21455 6.63468 7.26755 7.36721 6.41571 10.2818 6.98127 6.95798 6.8827 6.59912 7.14883 6.11041 9.30524 6.38018 6.07571 12.0911 6.53634 5.85941 5.62523 10.2489 5.82798 5.52268 5.70613 5.50878 5.47528 6.37931 7.81451 5.19494
threshold=20.394952307700002 23.605484525250002 90.937096262400004 162.04221493815001 28.579157549250002 175.03333773695002 16.455384477450004 199.01127796720002 85.990333302400003 91.109157582800023 38.804629908750009 37.491361913600009 13.24088655595 18.594956516900002 37.232443001650005 0.63131000000000015 -0.074029999999999999 0.075080000000000022 23.960918281000001 28.298162031900002 16.224962059000003 41.243661560350013 40.806664626150003 19.274954926800003 6.9285860282000007 22.674946976100003 37.995872310650007 23.131311951800004 30.922794813800003 5.7328850847000004
decision_type=2 2 2 2 2 2 2 2 2 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 3 -1 13 -6 8 10 -2 -10 -8 12 25 14 -5 19 18 -18 -7 20 -16 22 -22 -15 -25 -12 -3 28 -28 -29
right_child=1 26 -4 4 5 16 7 -9 9 -11 11 -13 -14 23 15 -17 17 -19 -20 -21 21 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.0030799145194591376 -0.0004139585134533711 0.0023962134017226138 -0.0029450637635633024 -0.002625555947289286 0.0021532199105123865 0.0008718033374746308 0.0032518694006455203 -0.0033220535539833233 0.002424161450097505 -0.00069704517013497152 0.001873742240413179 0.0015731466797774562 -0.0034909078081761706 0.0026056291204317296 0.00022801865968864756 0.002842159736533875 0.0009599502378803775 -0.003911413857200177 -0.0038001974961772312 0.0050889186673150439 -0.0011150036564010492 -0.0029866089116110314 0.0032832658613361548 0.0013762143172534073 -0.0036573606805073377 -0.002501840883156302 -0.0032963914246130987 -0.0015729006991874474 0.0025604057566625694 0.0014445995501361009
leaf_weight=10.848216807469724 15.582646057009695 7.9746584482491008 16.238507894799113 17.924382288008928 7.3029702212661496 4.768385702744129 14.267915852367876 7.9843687415122977 109.84744680672884 10.207692004740236 11.777514755725866 31.130445539951324 9.0464155301451665 21.947882883250713 118.41182981431484 10.515996389091013 20.763515248894695 9.811251796782015 21.902483142912388 2.8318856284022322 8.9287977963685972 21.806788556277752 7.0504268556833258 8.4979486949741823 4.5069044083356848 5.5288450270891181 18.025663916021589 12.479462601244451 3.568890005350112 18.552027933299541
leaf_count=254 65 38 554 345 47 36 45 58 394 51 38 104 51 82 942 46 114 73 301 9 112 337 31 46 43 33 191 97 16 80
internal_value=0.000230315 0.000993651 -0.000440455 -0.000303892 -0.000198952 -0.0012672 0.00138468 0.000570652 0.00186321 0.00215878 0.00100383 0.00044584 -0.000885845 0.000111059 -0.000147744 0.000114211 -0.00170355 -0.00060324 -0.00296491 -6.61777e-05 -0.00015964 -0.00137447 0.000825621 0.00149916 -0.000368199 0.000475879 -0.000396061 -0.000819186 -0.00232845 0.000231097
internal_weight=590.032 275.974 314.058 297.82 286.971 64.5486 215.373 79.7355 135.638 120.055 71.7511 57.4832 26.3528 222.423 187.47 169.546 57.2456 30.5748 26.6709 159.03 156.198 37.786 15.9792 34.9527 13.0049 17.3064 60.6007 52.626 21.5946 31.0315
internal_count=4633 1261 3372 2818 2564 571 839 329 510 445 271 226 122 1993 1822 1477 524 187 337 1431 1422 480 143 171 89 71 422 384 207 177
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=16 0 18 16 0 22 10 0 15 22 20 21 4 20 20 21 17 16 18 13 6 13 5 20 0 6 18 7 6 3
split_gain=13.0104 7.12541 7.66263 12.0347 6.67613 11.6275 11.3906 11.1598 7.9074 7.20359 6.54217 6.77492 5.9636 5.73893 6.20376 6.67013 5.50006 6.2236 7.22571 7.2178 5.35787 5.31878 5.11663 5.09539 4.98229 5.61944 4.86377 9.77856 4.85025 4.78971
threshold=18.554956610400005 86.09518316945001 13.900697602550002 22.624947093000003 90.321439350550008 -0.083330000000000001 66.859265246100009 91.886121982450007 36.548474543700003 -0.070854999999999987 38.238138001450004 3.2871511629000003 195.04069921150003 41.965446242000006 43.477771593600004 3.4893684343500007 167.17143786700004 17.244959673800004 17.689700380450002 103.39541123890002 16.455384477450004 117.67650082785001 22.053438739150003 35.476804824450006 85.799452775150016 16.545386580300001 13.037923179150001 22.532843451200005 5.0851188130000002 86.092494711350014
decision_type=2 2 2 2 2 2 2 2 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 13 12 4 5 22 -6 -8 9 23 -1 28 20 -2 21 -16 -13 19 -19 -18 -3 26 -4 -9 25 -17 27 -15 -12 -11
right_child=1 2 3 -5 6 -7 7 8 -10 29 11 16 -14 14 15 24 17 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0033118687265393646 0.00091598089762906314 0.0054286822450121067 -0.0030474316294735885 0.0052011821540953003 0.0046699364800207302 -0.0077565754010259658 -0.0087706932752120836 0.004480681891615248 -0.0073964672763399035 0.0034244108607785076 -0.0063058844216684886 -0.0049394676189584968 0.00154476956348589 -0.0083841655314048878 0.0061824770027947397 -0.0069674750569617807 -0.00098383572279304521 -0.0046218051708044484 0.0074380229951168421 0.0028364601777024186 0.0011298959307941075 0.00068763528278129819 0.0049457350225643477 -0.0036239220102667873 0.0039809128890363858 0.00040232295318189972 -0.0080134633408781002 0.0056155251221499418 0.0017376799998154934 -0.0025860415197614828
leaf_weight=30.355952547863126 60.850564006716013 32.696792468428612 5.303407624363901 15.208347856998442 16.716139182448387 9.7587675079703313 5.181194268167018 3.1131928265094748 4.3076578229665747 25.749527178704746 2.610927276313304 11.456167475320397 75.282403085380793 3.4534894973039689 5.0390955209732082 6.3638147898018378 73.289819088764489 19.226154098287228 1.7963671386241902 21.050914904102683 13.565105654299257 6.1771689280867568 5.2894182652235031 14.572653263807295 4.4724292308092108 7.3991217222064734 10.318627685308455 3.1589970216155052 49.050980373285711 5.2839852571487418
leaf_count=647 339 139 27 59 57 78 43 10 49 87 86 395 288 39 13 65 859 348 4 101 54 36 16 122 14 65 120 15 432 26
internal_value=0.000285296 0.000980409 0.00154695 0.000450885 -0.000307378 -0.00322807 0.000485965 -0.000715581 7.14725e-05 0.000731771 -0.000843933 -0.000424189 0.00254328 -0.000245465 -0.00176919 0.000326347 -0.00113926 -0.000761882 -0.0035913 -0.000131386 0.00416817 -0.0038798 0.000943874 -0.00219729 -0.00129191 -0.00300538 -0.00554619 -0.00169606 0.00133117 0.00240103
internal_weight=548.099 339.262 232.029 110.484 95.2759 20.3516 74.9243 58.2082 53.027 48.7194 208.837 178.481 121.544 107.233 46.3827 23.2745 126.819 115.363 21.0225 94.3407 46.2619 23.1083 10.5928 17.6858 18.2354 13.7629 16.9311 6.61249 51.6619 31.0335
internal_count=4633 1761 1055 574 515 121 394 337 294 245 2872 2225 481 706 367 157 1707 1312 352 960 193 210 43 132 144 130 174 54 518 113
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=6 6 3 10 21 21 2 20 8 8 5 21 6 7 7 22 5 23 23 19 16 16 19 23 17 7 6 10 4 7
split_gain=5.54078 4.30678 4.27127 4.22702 5.12362 4.48777 4.16003 4.95685 5.81108 6.70081 5.68702 5.15887 5.12856 3.92562 3.88153 3.82355 4.81739 3.43677 7.70204 5.90056 5.36006 7.4561 6.04337 6.78778 6.25863 9.019 4.43735 5.07421 3.91418 3.82895
threshold=13.115306437050002 12.410289964450003 93.883646373400012 61.917879202350001 19.549674911150003 16.464809133250004 316.46407472665004 48.393869453650005 5.9453602998000008 8.543332867800002 30.133297129900004 0.87557407920000008 16.605387982250004 17.566486459500002 29.911984439950004 -0.088039999999999993 23.374630421750002 -0.25843999999999995 -0.20885999999999996 10.250827068050002 8.8199793750500017 12.604970524100002 11.950964240300001 0.083905000000000021 236.15709471040003 25.522455861100003 11.085259005300001 82.299080289250014 301.3713391001001 26.879744042600006
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 15 6 7 8 13 -10 11 -11 -13 -4 17 -5 -17 -1 28 -20 -21 -22 26 -24 25 -25 27 -23 -19 -29
right_child=2 -3 3 4 -6 -7 -8 -9 9 10 -12 12 -14 -15 -16 16 -18 18 19 20 21 22 23 24 -26 -27 -28 29 -30 -31
leaf_value=-0.017727879525080537 0.002592219363096959 -0.016126674865347981 0.0093986774337331599 -0.019745332352017479 0.024122985775489127 -0.025237714845038509 -0.021636487592434171 0.018675619951864311 0.01486310763755572 0.0090351347953904551 0.01532903552469058 0.0049947096773672612 -0.027463728602657216 -0.019838328586218212 -0.019388502128398832 0.0031157295254555391 -0.021566592681124389 -0.0093129043432072164 -0.020525746552046645 0.019436836526874307 -0.017249994045507814 -0.025664279510235172 -0.014801632424399998 0.0040580735977889361 0.016530145705861577 -0.022581846628522851 0.013081374891094649 0.015944971895737306 0.015385694444077936 -0.013887235169978938
leaf_weight=4.2039816277101627 294.49645411036909 7.9598460998386136 2.0787540832534415 9.6860797954723274 1.5158701539039601 2.1654105503112069 2.4080467680469146 6.1566918585449448 12.524474285542967 3.4263905547559252 4.1265100464224806 2.3438132777810079 5.7244900651276112 6.3957361849024892 4.2395693073049179 8.9262287840247136 3.8735792348161349 2.6345629887655369 6.0008517932146779 3.9617151618003836 10.281828880310057 2.5009179320186394 14.501248285174368 14.014071639627224 6.5944890044629565 6.2899593440815798 15.245679829269646 4.1454919707030058 13.047653032466767 2.2770838886499405
leaf_count=98 1731 120 35 281 3 35 49 21 45 15 14 9 65 267 282 43 97 55 268 23 318 46 260 103 32 98 63 23 68 66
internal_value=0.000486285 -0.00299821 0.00160921 -0.00244806 -0.00876668 0.00075484 0.00200049 0.00333109 0.000751323 0.00479138 -0.00328373 -0.00996558 -0.0180347 -0.0126666 -0.00204768 -0.0109839 -0.00435383 -0.00135215 -0.000673862 -0.00285044 -0.00152149 -0.00261615 -0.000321425 -0.0046088 0.000886261 -0.00419467 0.00702248 -0.00332907 0.0112364 0.00536815
internal_weight=483.747 117.899 365.849 71.3521 24.0018 47.3503 45.1849 42.7769 36.6202 28.1457 15.6212 11.4947 8.0683 8.47449 109.939 22.4859 12.7998 105.7 101.496 85.8133 79.8125 75.8508 65.5689 41.3998 26.8985 20.304 24.1692 8.92349 15.6822 6.42258
internal_count=4633 1923 2710 979 424 555 520 471 450 148 103 89 74 302 1803 421 140 1521 1423 1300 1032 1009 691 493 233 201 198 135 123 89
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=16 2 0 6 13 2 15 22 22 22 20 21 20 7 10 20 22 17 15 20 6 3 21 23 0 23 18 20 20 7
split_gain=4.71775 4.7886 4.59437 5.18506 5.55876 5.16059 9.17274 6.39002 8.68015 7.82973 5.93087 5.70515 9.3588 4.85469 4.68366 4.61269 6.33047 4.33828 4.46515 6.17257 4.32143 4.52508 4.26717 4.25588 4.72024 9.96818 4.47084 7.74403 4.23013 4.12588
threshold=20.504952050500005 325.13486840910008 86.538778761000017 16.375382608200002 117.39690118230001 100.00310400885002 37.491361913600009 -0.017745 -0.051199999999999996 -0.064729999999999996 41.319407281650008 1.8364927951500001 42.081757894750005 23.543468673550006 66.859265246100009 41.362929270750008 -0.0025899999999999999 162.04221493815001 31.445204138150004 35.119813570500007 16.245379570700006 84.597711990850016 5.3283630236500015 0.081775000000000028 90.321439350550008 0.085855000000000029 13.988302431200003 41.243661560350013 40.21994457600001 24.717948180000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 3 4 -2 -5 -7 8 9 10 13 -12 -13 -8 23 -9 -17 -1 -19 -20 21 -21 -10 28 25 -25 -27 -28 -4 -29
right_child=2 -3 14 5 -6 6 7 15 22 -11 11 12 -14 -15 -16 16 -18 18 19 20 -22 -23 -24 24 -26 26 27 29 -30 -31
leaf_value=-0.015268883271356976 0.0084032611105443744 -0.01215815303423534 -0.0057585866569607536 0.0070034042723398837 -0.023973508751974137 -0.029099587516380688 -0.024109249165372909 0.016225764541106882 -0.0058527036006848013 0.01866879501285763 0.022436666864626181 0.010106983949510142 -0.017092280669083356 0.003312114397857203 -0.014662156805433296 0.014086135117197545 -0.026673261766293175 0.00084405877229016461 0.016479767856935643 -0.0019437355724213343 0.0181763035566034 -0.020324417600230352 -0.038822159065346494 -0.022482758675716408 0.015809733768481833 0.0075336878460646331 0.014557619724688903 -0.02915315192005705 0.015604825581872489 0.002488414598963045
leaf_weight=7.7727943868376306 3.022593289613722 15.284619574900715 4.227394916117194 38.745454903692007 6.7195642460137606 4.5849429741501799 8.3536751922219903 13.070553600788118 2.5977566838264456 6.8959158025682035 4.1498891562223461 10.227127928286793 9.681751746684311 3.6461612433195105 4.2829350605607024 3.2431807331740865 2.7841117456555349 198.3863139343448 3.6422505099326399 8.3364942297339493 1.8234404241666187 14.295307757332919 3.8025302123278379 6.0918293818831435 10.75629912316799 39.535946398973465 4.351278677582739 4.9550576508045197 26.400478407740593 2.407246008515358
leaf_count=348 12 326 23 177 61 57 75 45 13 20 13 47 104 26 30 14 34 2387 14 76 14 218 36 42 38 156 18 49 150 10
internal_value=0.00047109 -0.00140516 0.00255631 -5.49667e-05 -0.0139283 0.00115413 -0.00194883 -0.000130281 -0.00389872 -0.000688962 -0.00439098 0.00128817 -0.00312011 -0.0157772 0.00563699 0.00960853 -0.00474134 -0.000703558 -0.000203684 -0.00760142 -0.011188 -0.0135538 -0.0254405 0.00651761 0.00375672 0.00149577 0.004346 -0.00641316 0.0126562 -0.0188073
internal_weight=474.075 249.541 224.534 121.525 9.74216 111.783 73.0376 68.4527 49.3548 42.9545 36.0586 24.0588 19.9089 11.9998 103.008 19.0978 6.02729 234.257 226.484 28.0975 24.4552 22.6318 6.40029 98.7255 68.0977 57.3414 51.2495 11.7136 30.6279 7.3623
internal_count=4633 3383 1250 734 73 661 484 427 334 285 265 164 151 101 516 93 48 3057 2709 322 308 294 49 486 313 275 233 77 173 59
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=16 5 5 20 6 15 16 19 22 22 3 0 17 2 10 17 7 10 5 0 9 21 6 20 10 22 0 23 9 10
split_gain=20.8376 10.2039 8.15418 10.0365 9.4274 8.1396 8.96147 9.74017 9.15067 8.29068 8.28959 7.77583 13.2015 12.0457 7.59357 11.8692 7.53221 7.45364 10.8889 8.72766 7.29715 6.30576 5.9603 9.33366 8.0424 7.79176 7.15231 6.34406 5.74906 5.5395
threshold=18.594956516900002 23.714185006400005 10.36813655115 43.477771593600004 15.635365317800002 31.445204138150004 13.534968349350001 11.850956171350001 -0.237895 -0.58835000000000004 81.355431485500006 97.886760529650019 236.15709471040003 217.42844949650001 75.180043159850015 192.00947391610003 26.227352033200003 66.859265246100009 20.769304081650002 91.886121982450007 44.621685408200008 11.155580190950003 16.455384477450004 38.804629908750009 62.025417527550012 -0.025719999999999996 85.990333302400003 0.08759500000000002 226.58992707320002 82.299080289250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 3 -1 5 6 20 -8 9 10 -9 14 13 -13 15 -10 -15 22 19 -19 -4 -21 26 -24 -25 -26 27 -2 -3 -5
right_child=1 28 4 29 -6 -7 7 8 11 -11 -12 12 -14 16 -16 -17 -18 18 -20 21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0044729820627384563 -0.004360211026515637 -0.00074405526039519247 0.0047490892178935701 -0.0030353281626109398 -0.0037390330337047735 -0.0037474485837143108 0.0033623450475110035 -0.005131358148479123 0.0018856216764012929 -0.0054088342145143103 0.0026462479425572098 -0.0033564717649357933 0.0040175955416445813 0.0041962407713744309 0.004265047914448576 -0.0051716641062329064 -0.0031641110279869637 -0.0038983442130580319 -0.0056738800200219651 0.0014262882315546389 -0.0019053732578659744 -0.0035099550747007451 0.0036874775760830799 0.0012361440579786052 -0.00072958094066394752 -0.0069671133840643095 0.0025056623921660124 0.0012439593526238008 0.0040269806490860708 0.00048337768712819799
leaf_weight=19.372655218467116 4.7980842813849476 72.658329686149955 2.9813089258968821 11.623929562047122 12.550855640321968 9.5434472337365133 19.639777004718781 3.4556795321404952 24.478616323322061 8.4242718704044801 6.9694220460951328 22.731399208307266 8.7073663622140867 7.4910282976925355 15.718855038285254 4.8063207976520053 3.4112139344215393 6.7737542912363997 5.1756529100239268 53.668178237974644 40.742450147867203 4.7487043663859358 14.882177095860241 41.513871401548386 23.139405526220802 3.9528672322630873 114.97589173913002 11.730933651328085 4.522783324122428 21.480799442157149
leaf_count=567 28 532 10 200 371 183 59 41 133 132 25 207 28 25 44 58 30 46 49 221 518 44 46 151 111 30 430 40 13 261
internal_value=0.000235592 0.000860022 -0.000691708 -0.00212573 -0.00029905 -5.79866e-05 0.000149672 0.000706083 0.000214828 -0.00237965 6.81518e-05 0.000774728 -0.000488272 -0.00165479 0.001963 0.000727361 0.00189325 0.00121826 5.83531e-05 0.00051345 -0.00145164 0.00102502 0.00159789 0.000739896 0.000100501 -0.00163966 0.0021426 -0.000382833 -0.000464474 -0.000752131
internal_weight=606.67 362.541 244.129 52.4774 191.652 179.101 169.558 125.834 106.194 18.8494 10.4251 87.3448 42.341 33.6336 45.0038 29.2849 10.9022 285.36 70.3663 65.1906 43.7238 58.4169 214.993 83.4883 68.6061 27.0923 131.505 16.529 77.1811 33.1047
internal_count=4633 1741 2892 1028 1864 1493 1310 782 723 198 66 525 290 262 235 191 55 1196 360 311 528 265 836 338 292 141 498 68 545 461
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=16 5 20 15 16 22 6 21 19 23 18 6 16 16 20 16 8 20 0 10 0 15 6 20 5 2 16 10 21 0
split_gain=17.5134 7.08273 6.90325 6.64679 6.64967 6.54282 6.84217 7.88701 6.19674 6.16691 7.05359 6.70853 5.97397 5.98171 8.65202 6.7787 6.34724 5.83309 6.19865 5.42097 9.5882 6.24817 5.672 8.34877 8.34419 6.98559 6.31937 7.19995 7.78579 5.79835
threshold=18.594956516900002 23.714185006400005 37.232443001650005 30.054399297400007 11.949972055800002 0.63131000000000015 4.9151148409000003 20.581461612800002 11.950964240300001 0.075320000000000012 14.262527874400002 13.185308072600002 15.054964794950001 16.094962363000004 41.404176814550006 17.684958644900004 7.5441126493500006 39.896141435400004 97.32487278035002 66.859265246100009 91.886121982450007 36.548474543700003 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 22.674946976100003 62.009286778800011 8.449163415300001 85.990333302400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 19 -1 4 9 6 7 -6 -8 10 -4 -11 -10 17 15 16 -15 18 -14 22 -21 -22 29 -24 25 26 27 -25 -29 -2
right_child=1 -3 3 -5 5 -7 8 -9 12 11 -12 -13 13 14 -16 -17 -18 -19 -20 20 21 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0033515224983907909 -0.00038418306127264865 -0.00042121067193996541 -0.005887747773390367 -0.0044471536663033481 -0.0055591920812584385 0.0042008109883119368 0.0019817524578383699 0.0033046906569083592 -0.0031862972166038788 -0.0054354436715193114 0.001113685982204439 0.0019426798937628065 0.0018962785877248466 0.0029911500895255711 -0.0030608951657122305 0.0032627063601988124 -0.0065090733603763813 0.0030057148979364475 -0.0072436385727321214 -0.0051643581951717147 0.0012358523715688004 -0.0049451375348513538 0.0042644955117232177 0.0030997538563774631 0.0028486124557946667 -0.0062039279138298336 -0.0048598533299043841 0.00032530918425385563 -0.0066811145564393175 0.0028314167138890562
leaf_weight=23.617271767929196 15.984758570790289 71.276588376611471 4.4456186592578915 10.114751027896999 10.409645909443496 9.4231859743595106 37.349359570071101 3.277302920818328 16.049703672528267 16.331809667870406 18.199611503630877 3.7654783762991419 4.3034002855420139 2.9413834344595697 24.005162813700736 14.3919430244714 4.2975715920329094 24.22314032446593 3.2218233570456505 7.565037637948989 55.922886580228806 4.3788338899612418 13.645695194602011 14.743558831512926 18.294247224926949 5.8598114922642699 6.6401243954896918 15.522223614156248 5.2769615799188605 108.00072898715734
leaf_count=508 68 545 70 224 247 39 211 16 163 528 173 19 15 31 363 113 44 96 32 53 259 48 46 44 64 51 39 60 34 430
internal_value=0.000263409 0.000976935 -0.00079932 -0.000507781 -0.000305144 0.00017778 -8.4625e-05 -0.00343676 0.000266188 -0.0020439 -0.000260807 -0.00405306 -0.000419592 0.000154228 -0.00100131 0.00128435 -0.00264888 0.00181523 -0.00201685 0.00134354 0.000123624 0.000787017 0.00174944 0.000714859 -1.53115e-05 -0.00110587 -0.000397675 0.000435952 -0.00145229 0.00241685
internal_weight=573.48 343.111 230.368 206.751 196.636 153.894 144.47 13.6869 130.783 42.7425 22.6452 20.0973 93.4341 77.3844 45.6361 21.6309 7.23896 31.7484 7.52522 271.835 67.8668 60.3017 203.968 79.9826 66.3369 48.0427 42.1829 35.5427 20.7992 123.985
internal_count=4633 1741 2892 2384 2160 1370 1331 263 1068 790 243 547 857 694 551 188 75 143 47 1196 360 307 836 338 292 228 177 138 94 498
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=16 20 5 15 16 16 17 10 6 12 20 22 23 23 10 5 0 3 0 16 6 20 5 0 2 20 6 20 20 2
split_gain=17.4122 7.71509 7.59124 6.69804 8.37583 11.1533 8.66989 8.53095 8.21059 7.58479 5.75174 6.87191 6.72571 5.62568 5.37274 9.8365 9.15792 5.74754 10.0091 7.44959 5.40081 8.44727 7.55493 6.50451 6.09161 5.36588 5.36578 5.33278 5.31283 5.30491
threshold=18.594956516900002 38.238138001450004 23.714185006400005 30.054399297400007 13.534968349350001 15.839962959300001 236.15709471040003 71.830224329350003 11.085259005300001 175.541285848 41.542492784600007 -0.14008999999999996 0.092385000000000023 0.089505000000000015 66.859265246100009 20.769304081650002 91.886121982450007 85.589753040950015 96.082805124100005 19.224955043700003 16.455384477450004 38.804629908750009 22.825270530250005 85.990333302400003 191.54391932205002 43.895345911700005 16.375382608200002 37.892416320650007 37.995872310650007 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 14 4 9 8 7 13 25 -3 11 12 -10 -7 20 16 -16 18 -18 -19 23 -22 24 26 -23 -6 -2 -21 -4 -25
right_child=2 3 28 -5 5 6 -8 -9 10 -11 -12 -13 -14 -15 15 -17 17 19 -20 27 21 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025606026517360587 -0.003908211224173448 -0.004293654880387859 0.00224044029288908 -0.0038096654087479169 -0.0042216306477275145 -0.0014776064822769096 0.0031918852532993938 -0.0039700529837739468 0.0021650033955322775 -0.00065378888993456396 0.0038757874784689978 0.0023274511461756392 -0.0056401337324303536 0.002750746341366705 -0.0041710859884005963 -0.0057894127666424811 -0.0025797151840050861 0.0045960985931347582 0.0022916367809276451 0.0023311924442084367 0.0037219249485543637 -0.00030959899435020787 0.0023795258271174578 0.0036428589679917602 -0.0050813009107619749 0.00068600552403117712 0.0013323269553210477 -0.0035987884186933598 -0.00089722556331311076 0.0017010257387952811
leaf_weight=33.400809435173869 5.4185025021433821 13.567957166582344 11.788915771991013 9.6504487358033639 6.1043229121714857 19.257104460150007 7.6169529743492594 18.503484910354018 3.5705207176506537 45.392243216745555 24.844088735990226 22.62271935865283 4.6219384521245956 8.1797527913004142 6.6057525351643553 4.7340322583913794 15.217801827937366 14.90787483751774 15.569986343383787 7.1588537320494634 13.658134259283541 42.074493072926998 18.091935772448778 42.575721800327301 5.5221321210265151 12.167807580903171 10.420849725604056 4.5103319361805916 59.756085656583309 64.645088694989681
leaf_count=648 32 334 86 209 71 357 31 245 16 597 97 91 34 44 46 49 127 39 49 23 46 177 64 175 51 118 36 27 459 255
internal_value=0.000247588 -0.000662933 0.000857424 -0.00033971 -0.000160108 0.000455579 -0.00102883 -0.00172863 0.00153091 -0.0014914 0.00234652 0.00111358 -0.00223842 -0.000217007 0.00118403 0.000151922 0.0005916 0.00114004 -0.000116177 0.00259528 0.00153437 0.000665421 2.99046e-05 0.00209465 -0.000863209 -0.000953529 -0.000460415 3.91574e-05 -0.000380213 0.0024721
internal_weight=572.157 229.5 342.656 196.099 186.449 127.489 53.5573 45.9403 73.9314 58.9602 55.6593 30.8152 8.19246 27.4369 271.111 68.7046 63.9706 57.3648 30.7878 26.5771 202.407 79.3467 65.6886 123.06 47.5966 18.2721 15.8394 11.6692 71.545 107.221
internal_count=4633 2892 1741 2244 2035 1104 677 646 427 931 238 141 50 401 1196 360 311 265 176 89 836 338 292 498 228 189 68 50 545 430
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=16 20 0 18 16 9 0 22 21 17 20 5 0 15 22 2 13 20 22 12 22 6 10 6 16 16 10 19 16 20
split_gain=20.5987 8.41192 8.24431 8.12365 12.3225 7.85574 7.3818 12.1616 7.26169 7.17208 6.98663 6.54086 6.30075 9.76037 11.5838 6.26708 7.43441 7.38259 7.13061 6.22965 10.8488 8.33918 6.15273 6.05205 5.98849 7.28896 6.59833 6.48327 7.10749 5.60705
threshold=18.594956516900002 38.238138001450004 86.09518316945001 13.900697602550002 22.624947093000003 196.40176798710004 90.321439350550008 -0.083330000000000001 3.2871511629000003 168.09695031380002 36.654713368950006 7.9916986750000012 91.109157582800023 36.136500007950012 -0.070854999999999987 314.93386866815007 116.60111757565001 41.965446242000006 -0.13734499999999997 157.18216850795002 -0.086800000000000002 16.355382140900002 69.545034918450014 16.455384477450004 16.024962526700005 15.054964794950001 70.348883899450016 11.950964240300001 14.184966829400002 43.968221017800005
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 5 10 7 -7 11 -10 -5 -3 -8 14 -14 16 -2 18 -18 23 21 -21 -13 -4 25 27 -26 28 -11 -24
right_child=2 8 3 4 -6 6 12 -9 9 24 -12 22 13 -15 -16 -17 17 -19 -20 20 -22 -23 29 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0026139083158053739 0.0033323858623016105 -0.0046774945124241013 0.0037446273663459605 0.00096074753021777829 0.0038902533882595679 0.0014809152917926649 0.0038166038240632456 -0.0052189220457224562 -0.0036010644774786688 -0.00086520552523367022 -0.0050099379071083241 -0.0037804240902644124 -0.001991216147869815 -0.0043385681669543654 0.0027518415390205791 -0.0049919041358660174 -0.0025879000293928976 -0.0017417146474784796 0.0013020605791594071 -0.0064513427823661394 0.002099825524333734 0.00020773906001438151 0.0010126249046805346 0.0008492394077664274 0.0014469580703560163 0.0019436619003670504 -0.0029448391499751416 -0.0033345160130075851 0.0029144621568918346 0.0048497489175758773
leaf_weight=35.590902294963598 11.706998366862534 3.5774172041565171 48.063000470399857 5.4653696417808524 16.374162226915359 9.8031512573361415 12.707927733659742 9.5577041730284673 15.634411536157129 41.603328920900822 9.738169211894272 4.0746985320001832 13.586060293018813 6.5175083279609671 28.47334606945515 4.404830999672412 10.072325339540837 36.320742893964052 51.224529784172773 5.0422968789935103 47.21711154282093 10.063061282038687 43.339093334972858 17.623215906322002 7.7532120235264292 25.196377091109753 28.841989485546947 13.548238705843685 11.300604145973919 8.0687298811972124
leaf_count=648 42 93 180 24 59 38 42 77 420 489 86 100 92 60 89 62 121 275 194 30 164 39 307 67 70 116 419 160 47 23
internal_value=0.000241254 -0.000718705 0.000888156 0.00133196 0.000501904 -7.69358e-05 0.000448413 -0.00182653 -0.000386328 -0.000898544 -0.0028636 0.0008615 0.0011671 0.000473984 0.00121974 -4.92868e-05 0.000149858 -0.000231814 0.000662861 0.00205965 0.00110247 -0.00201512 0.00121864 0.00296781 -0.000569075 8.03256e-06 -0.00201437 -0.000725891 -5.78454e-05 0.00161488
internal_weight=592.491 238.529 353.962 240.232 112.223 95.8492 80.6457 19.3609 202.938 143.878 15.2035 59.0599 61.2848 48.5769 42.0594 113.729 109.325 97.6176 61.2969 128.009 62.3225 15.1054 55.4825 65.6862 128.244 91.6485 36.5952 66.4522 52.9039 51.4078
internal_count=4633 2892 1741 1047 567 508 398 115 2244 1721 110 523 283 241 181 694 632 590 315 480 233 69 430 247 1301 812 489 696 536 330
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=16 0 20 2 17 5 15 20 20 10 13 3 5 2 15 10 12 22 23 0 17 22 22 16 0 18 22 9 23 0
split_gain=16.3565 8.88505 12.5872 8.55431 8.79488 6.9281 7.37652 7.86083 7.25344 6.85135 6.53929 6.2278 8.34842 8.03278 5.81521 5.59148 6.47871 10.7468 8.15329 8.18493 6.93769 6.0853 12.776 9.29688 5.85597 5.39565 5.54543 5.28339 5.26078 5.35242
threshold=20.394952307700002 86.345209775600011 41.965446242000006 325.13486840910008 162.04221493815001 11.783123780850001 31.445204138150004 35.119813570500007 42.388109226950007 66.859265246100009 116.67639440335002 94.227769014100019 24.800945798900006 72.043920985000014 21.132409465200002 85.549426169000014 222.66054638440002 -0.24023999999999998 0.12140000000000002 102.75018128760001 205.96542837505004 -0.59087999999999996 -0.24150999999999997 12.604970524100002 98.031937268650012 13.023955459300002 -0.085550000000000001 213.03443802080002 0.08079500000000002 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 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 8 10 -8 -6 28 15 13 -13 -4 -10 16 18 -18 19 20 21 -7 24 -24 -23 -15 -27 -9 -3 -30
right_child=1 9 11 -5 5 6 7 27 14 -11 -12 12 -14 25 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0044089464142653126 0.0013871253921848127 0.0037269206270174686 0.0037943671868657706 -0.0036547888354459841 -0.0044575915027887597 0.0042163226033938642 0.0044968910496738139 -0.0041830889273086593 0.00092451137862179867 -0.003886857219199227 -0.0054531607330545366 0.0049430021625457487 -0.0039766495577564665 0.00020934262752696697 -0.0039244421343868491 -0.0058718551602199558 -0.0046651175296990718 0.0034276738980268616 -0.0066613823512420116 -0.0049958801127665759 -0.0024580395945682839 -0.0073321213890119915 -0.004611473920135869 0.0017228203153152894 0.0027612629461198626 -0.0028773305350440403 -0.0078570827662404752 0.0010003063833186265 0.0011168174739692026 0.0044840462572036752
leaf_weight=12.484193680807946 78.8764493688941 41.532695963978767 3.7968845963478079 20.365117438137531 17.073908448219299 14.958167649805544 4.0891536846756962 20.935376929119233 22.853803312405947 4.7614190950989714 4.3548402935266486 6.4772639088332635 4.4561349973082542 6.136515740305188 8.5503508746623975 3.1433761157095423 4.6178996823728076 38.937067620456219 4.0408325940370551 6.3584013618528834 14.429238848388193 6.594353571534155 6.2314511891454449 90.360972294583917 1.8523684814572332 12.664475932717325 10.123260848224161 6.4782186318188897 83.618097737431526 13.84270668774843
leaf_count=348 356 176 11 326 496 50 14 258 271 30 141 20 55 30 147 53 54 176 44 85 111 89 126 528 11 100 98 44 344 41
internal_value=0.000272669 0.00118354 0.000191139 -0.000513029 -0.000291133 -0.000104779 0.00026225 -0.00199049 -0.0018263 0.00202942 0.000624553 -0.00196981 0.00130761 -0.00306492 -0.000395704 0.000762747 0.000873453 0.00256964 0.000363342 0.000564967 0.000827996 0.00122313 0.000796882 0.00131418 -0.00511864 -0.00396534 -0.00508954 -0.00295818 0.00223209 0.00159508
internal_weight=574.995 266.286 122.531 308.709 288.344 275.86 227.382 31.5027 48.4781 143.755 195.879 43.6545 10.9334 32.7211 31.4042 191.524 188.381 43.555 144.826 140.785 134.427 119.997 105.039 96.5924 8.44672 28.9243 22.7877 27.4136 138.994 97.4608
internal_count=4633 1261 670 3372 3046 2698 1784 316 914 591 1468 314 75 239 418 1327 1274 230 1044 1000 915 804 754 654 100 228 198 302 561 385
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=16 20 15 15 17 13 21 16 17 6 9 9 10 22 20 0 12 17 0 10 2 21 3 0 21 16 13 20 0 10
split_gain=13.7066 6.90772 6.3301 6.06852 6.10447 6.12082 7.84442 6.94822 8.89002 7.16402 5.50581 6.07801 5.38189 5.15323 7.73369 5.52645 5.00348 6.00683 7.91579 4.82384 4.74093 8.69606 4.52582 9.68491 4.90533 4.69836 12.3824 9.92811 5.74467 5.30823
threshold=18.594956516900002 38.238138001450004 46.055224235250002 30.054399297400007 166.68115439205005 95.937628385050019 16.241109211600005 16.094962363000004 236.15709471040003 14.355335410100002 191.96565807215003 73.466513400400018 84.92839234085001 -0.088880000000000001 42.498713093000006 106.56510337475001 96.350437043050007 192.00947391610003 81.446839061900008 60.87206898960001 186.79363985910004 6.9984086918000008 85.589753040950015 96.082805124100005 0.15802222800000001 19.224955043700003 112.67059178900001 38.238138001450004 90.321439350550008 65.571493801650021
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 6 13 20 9 10 11 -9 -8 -6 -15 -16 -11 18 -18 -2 21 -7 23 24 -21 -24 27 -27 29 -28
right_child=2 3 -4 -5 5 7 12 8 -10 16 -12 -13 -14 14 15 -17 17 -19 -20 22 -22 -23 25 -25 -26 26 28 -29 -30 -31
leaf_value=-0.003276287366212942 -0.0011553707073140632 -0.0035365785953503518 -0.00158815661148254 -0.0050372452031928489 -0.0052782291596464876 0.0020066242117863192 -0.00357975476217512 -0.004376855320549859 0.0051304284992962973 -0.0071125895601242932 -0.0071881245385679859 0.0049765025057059526 0.0044156689371905814 -0.0064181707049774609 -0.0066652698785694261 0.0039094938292982325 -0.0059725741530343365 -0.0073517759943642633 0.0068079454066593461 0.00086665205402192179 0.0037220094390490351 -0.0046448567706279748 0.0043154271344827289 0.0026874891110545847 -0.0058428292682777523 0.0010375483889630962 0.0017823205514332643 -0.0073699242567135904 0.0048318777255637211 -0.0032789273588379564
leaf_weight=31.517787340097129 24.408137323334813 15.761815014295278 27.345786966383457 8.6842583213001472 16.715878282673657 33.434138905256987 3.839875776320695 6.8409424461424369 6.5201058760285369 2.0594520512968293 10.358858548104761 3.3732844218611717 9.5380903985351306 5.2821121755987432 1.9620925355702628 8.8825966641306859 1.9706365633755902 1.7030031494796265 7.8678288161754608 5.2711775377392831 29.69113047234714 7.902574284002184 21.166702009737492 15.362896099686621 10.810912631452082 9.5310536995530146 182.52648927643895 8.7703144773840886 19.687786847352982 6.9969429224729529
leaf_count=648 247 460 243 209 370 152 39 139 26 41 121 13 55 147 36 91 97 20 19 27 140 69 79 52 118 39 762 70 68 36
internal_value=0.000314515 -0.000811128 0.00104003 -0.000385134 -0.000152554 0.000185153 -0.00156017 0.000907212 -0.000971606 -0.00213582 -0.00425874 -0.00128788 0.00212074 -0.00305953 -0.000759786 0.00199624 0.00107536 0.00253641 0.00424802 0.00127603 0.00198365 0.000735023 0.00148788 -0.000550499 -0.00364368 0.00174563 0.00150655 -0.00299145 0.00190003 0.00159547
internal_weight=545.785 213.906 331.878 182.389 173.704 157.943 46.2206 111.722 40.6941 34.174 20.5731 10.2142 13.378 32.8427 16.1268 10.8447 13.6009 11.5415 9.83847 304.532 71.0278 41.3367 280.124 31.445 16.0821 248.679 227.513 18.3014 209.211 189.523
internal_count=4633 2892 1741 2244 2035 1575 738 837 476 450 273 152 94 644 274 127 177 136 116 1498 361 221 1251 197 145 1054 975 109 866 798
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=16 5 10 6 3 0 8 8 16 20 13 20 7 12 18 0 22 23 17 20 3 13 18 10 7 10 12 21 7 20
split_gain=25.4546 11.0276 8.99104 9.17373 7.53229 11.8906 6.44033 7.99785 6.40083 12.7301 10.22 7.65559 7.33888 6.44557 9.54536 12.981 8.185 7.80979 6.54755 6.19879 6.26162 6.03575 6.5858 5.91832 7.3579 6.11151 5.69663 5.56993 5.78579 5.49461
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 85.589753040950015 96.082805124100005 8.8430989333000021 9.4426310644000022 16.094962363000004 41.404176814550006 104.04332964835001 39.955516828000007 24.414825394400005 211.51213392550002 15.917243450850002 104.22883325935001 -0.24150999999999997 -0.15849499999999997 203.09927826650002 37.995872310650007 103.92772594875002 102.54048155345002 17.327266398450003 70.348883899450016 22.375171215700004 81.210254746450019 293.55977308740006 0.15802222800000001 23.989000783400005 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=2 4 3 8 5 27 -6 -8 10 11 13 12 -10 14 -1 18 -15 -18 -16 20 -3 22 -19 24 -11 -25 -24 -2 -29 -12
right_child=1 19 -4 -5 6 -7 7 -9 9 23 29 -13 -14 16 15 -17 17 21 -20 -21 -22 -23 26 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0027715563001375863 0.00060023323127505318 0.0034614479713889635 -0.0033391279400754315 -0.0036294930040424158 0.0016589268692012054 0.0019460752769358373 -0.002659777981946841 0.0029215553269628905 0.0021616198800408276 -0.0032970403812858169 -0.00079729413800027813 0.0019872443969343747 -0.0044378262836869331 -0.003787393837098202 0.0025310098419506258 -0.0035729453126999238 0.0030544304213902351 -0.0022665413961719784 -0.0019532610079178577 -0.00085178817836412102 -0.0027747343025740102 0.0037288912434732587 0.0036146477674670798 -0.0043470432101540973 0.0047000366764777708 0.0030835912647777688 -0.0020428472006673872 0.0016789217630510643 -0.0053534490500157074 0.0035306485114265976
leaf_weight=30.432129917666316 5.4945216961205032 10.589019402861593 18.60603897832334 13.589927632361649 232.33465548604727 16.251299425959587 11.686328843235971 5.8773902282118788 3.9921183772385138 4.0607816763222209 5.9481578730046776 19.043163847178221 7.1879495624452829 5.8117140717804423 21.950999535620216 10.437315156683324 19.589499942958355 17.334167540073398 6.4072101283818474 68.457814835011959 3.1916236523538819 5.468205325305461 7.351086959242819 24.93556686677039 3.0828169919550419 1.8082113042473782 4.294747406616807 2.1597995907068244 10.187324911355971 17.956749260425568
leaf_count=376 27 32 554 371 894 52 65 18 24 81 33 105 92 70 97 188 77 206 53 480 55 19 29 397 11 7 46 11 107 56
internal_value=0.000232653 0.000887457 -0.00072932 -0.000518822 0.0012519 -0.000468922 0.00148666 -0.000792083 -0.000324095 -0.0013593 0.000109731 0.000482212 -0.00208133 -0.000324378 -0.00113528 0.000148246 0.000613595 0.00108692 0.00151784 -0.000371044 0.00201714 -3.19375e-05 -0.000741564 -0.00300169 0.000154095 -0.00384464 0.00152828 -0.00266865 -0.00412332 0.00245374
internal_weight=615.518 366.23 249.289 230.683 283.991 34.0929 249.898 17.5637 217.093 64.1106 152.982 30.2232 11.1801 129.077 69.2277 38.7955 59.8494 54.0377 28.3582 82.2385 13.7806 34.4482 28.98 33.8874 7.1436 26.7438 11.6458 17.8416 12.3471 23.9049
internal_count=4633 1741 2892 2338 1174 197 977 83 1967 717 1250 221 116 1161 714 338 447 377 150 567 87 300 281 496 92 404 75 145 118 89
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 5 21 10 0 15 23 22 22 6 20 0 5 2 16 19 20 22 10 21 16 19 2 17 6 9
split_gain=32.8473 11.5897 9.82321 9.82111 9.2546 10.7264 8.83604 8.2545 11.1125 8.0012 7.79279 7.23853 8.33164 6.88459 9.41634 7.862 7.09832 8.19546 8.53835 6.77352 10.7909 7.65531 6.72327 7.2021 6.08457 8.34926 7.56028 6.53882 9.655 5.91807
threshold=18.594956516900002 23.714185006400005 38.238138001450004 166.68115439205005 30.054399297400007 10.726864994700001 18.870920756500002 66.859265246100009 91.886121982450007 36.548474543700003 -0.25843999999999995 -0.060989999999999996 -0.10771499999999999 16.455384477450004 39.427119987250002 85.990333302400003 22.825270530250005 191.54391932205002 22.674946976100003 13.051052998800001 41.319407281650008 -0.094409999999999994 62.009286778800011 8.449163415300001 13.534968349350001 10.650859343850001 186.79363985910004 197.75665858550005 14.055328400500002 226.58992707320002
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -5 13 -9 11 -7 12 -10 15 -15 -2 17 18 22 24 21 -21 -16 -24 25 -12 27 -26 -29 -3
right_child=1 29 3 4 -6 10 -8 8 9 -11 19 -13 -14 14 16 -17 -18 -19 -20 20 -22 -23 23 -25 26 -27 -28 28 -30 -31
leaf_value=-0.0024171746159866981 -0.00025951643590842362 -0.00056094229322620594 -0.0026937362518191215 -0.0022332326329927666 -0.0034127560991176467 -0.0039059154197692851 0.0015614205093970191 -0.0038242831060926602 0.0014301766707610862 -0.0037718367876057269 0.001759285250311806 0.0021037111127437625 -0.002831452379933179 0.0029584493405992803 0.0025241486895377727 0.0024263187033685425 0.0021622439860204939 -0.0045604487273265054 -0.0039584731024121184 -0.0042121330894134635 -0.0038202051307015547 0.0024995765996152601 0.00052882671255975787 -0.0044978455937734578 0.0013165967921110998 -0.002605015417433406 0.0028939563145835815 -0.0042749830644920571 0.003344680053659579 0.0036601787270154496
leaf_weight=39.549999931827188 16.389164477586746 73.779260694980621 23.10585518553853 39.252198584377766 11.12068599462509 5.0597371924668542 10.274012878537176 8.0772494599223119 13.753330338746308 4.9052259549498549 10.954734615981581 36.111684069037437 10.921445578336717 20.301538333296776 14.948295272886751 122.99189215153456 16.66173979640007 6.0515450686216345 6.233030952513217 2.8524251095950595 10.50161015614867 10.767225563526155 15.695480577647688 4.9830991998314849 41.379948459565639 12.40155717730522 33.330166921019554 7.1462113037705404 3.1924532204866409 4.6873858124017707
leaf_count=648 68 532 464 666 205 64 54 53 58 48 62 116 85 63 42 430 56 51 38 71 123 42 58 30 161 132 124 68 8 13
internal_value=0.000248411 0.000936791 -0.000744997 -0.000446204 -0.000184233 7.64822e-06 -0.00144605 0.00126474 0.00020772 0.000703483 0.000530928 0.00106462 -0.000456088 0.00161244 0.000794529 0.0021105 0.000114202 -0.000598027 -2.51932e-05 0.000700323 -0.00104553 0.00109391 0.000662946 -0.000682495 0.00108879 -0.00055804 0.00154105 0.000669169 -0.00192212 -0.000308784
internal_weight=637.38 376.491 260.889 221.339 198.233 187.112 49.5262 298.025 73.7689 65.6917 137.586 60.7865 24.6748 224.256 84.8747 139.381 64.5732 47.9115 41.8599 132.526 24.1213 13.6197 35.6269 20.6786 108.405 23.3563 85.0488 51.7186 10.3387 78.4666
internal_count=4633 1741 2892 2244 1780 1575 720 1196 360 307 855 259 143 836 338 498 275 219 168 791 236 113 130 88 555 194 361 237 76 545
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=16 10 6 5 7 10 5 21 15 18 12 21 22 13 3 0 18 21 8 8 9 18 13 17 4 16 13 20 17 22
split_gain=25.4475 9.12123 9.699 8.98969 6.02364 6.97951 6.07305 11.3785 7.04517 10.3934 9.24757 10.4991 9.81101 6.37681 5.77814 10.6244 7.35733 7.19969 6.13803 6.73465 5.58516 5.22864 9.14707 8.58448 5.9342 5.19841 14.7639 11.5553 5.15025 4.95201
threshold=18.594956516900002 90.937096262400004 15.635365317800002 23.605484525250002 19.506002767000002 65.571493801650021 10.36813655115 18.870920756500002 28.444110612900001 14.032563378150002 207.49943573995003 6.9984086918000008 -0.24150999999999997 95.937628385050019 85.589753040950015 96.082805124100005 13.956123578150001 0.15802222800000001 8.8430989333000021 9.4426310644000022 226.58992707320002 17.370891598500005 98.050756475600011 208.71070186110003 168.18037996940004 19.224955043700003 112.67059178900001 38.238138001450004 184.37225457675004 -0.23371499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -1 -6 7 -7 10 -10 11 13 -12 -8 15 16 -2 -18 25 -20 -5 22 -15 24 28 -16 27 -27 -24 -26
right_child=3 -3 -4 20 5 6 8 -9 9 -11 12 -13 -14 21 18 -17 17 -19 19 -21 -22 -23 23 -25 29 26 -28 -29 -30 -31
leaf_value=0.0029731020758434704 0.0037552080825825297 -0.0028855546580920884 -0.0031976428744655326 -0.00043521991911719406 -0.0039583339576746198 -0.0024313320478888934 -0.004044211275940653 0.0017728053474399071 0.0030189904545973637 -0.0035444656278301161 -0.0020661520950151732 -0.0025836390385495503 0.0017946063677438456 -0.0039397939736467678 0.0031073537842016331 0.001732080916071514 0.00040927675422400267 -0.004569419013247083 -0.0022256691317826404 0.0023392570411159309 0.0034459823900450113 0.0038759741466987282 0.0009762958561789105 -0.0037340023717360228 -0.00036882343068181167 0.00089740393608955468 0.0015336404316717931 -0.0044827046580910657 -0.0043176714930363005 0.0024233771770758548
leaf_weight=6.5315432026982299 2.2114977538585689 19.523769056424499 14.165977858006952 77.585227467119694 6.1887477971613398 31.864026205614209 3.9078235886991015 9.9283058084547502 3.6388799510896233 12.871494112536309 9.0081373900175077 20.9212018661201 54.959484346210957 5.7022743970155707 19.301010988652706 16.47641222178936 5.0899638384580603 10.380630999803541 11.521551080048086 5.6703400909900656 4.6192156076431266 4.8879072815179816 4.6778762787580472 4.7900278866291037 10.219993520528069 9.9174226745963114 190.68807823210955 8.9124876260757429 4.015751414000988 27.741476632654674
leaf_count=21 5 554 371 554 126 530 65 45 17 239 83 207 256 106 59 52 26 114 65 18 13 13 16 45 51 39 727 69 44 103
internal_value=0.000195587 -0.000633073 -0.000446747 0.000779954 -0.000271096 -0.000369504 -0.000263303 -0.00143259 2.87157e-05 -0.00209788 0.000261498 -0.000467122 0.00125092 0.000204366 0.00107251 -0.000249049 -0.00209509 -0.00293138 0.00125601 -0.000720036 -0.000217128 0.000471999 0.000180852 0.000637592 0.00108642 0.00140447 0.0012476 -0.00164908 -0.00146909 0.00167166
internal_weight=617.919 255.545 236.021 362.374 221.855 215.323 209.135 41.7923 167.342 16.5104 150.832 86.8643 63.9676 65.9431 280.169 34.1585 17.6821 15.4706 246.011 17.1919 82.2044 62.0353 57.1474 51.4451 46.6551 228.819 209.518 18.8299 8.69363 37.9615
internal_count=4633 2892 2338 1741 1967 1946 1820 575 1245 256 989 650 339 443 1174 197 145 140 977 83 567 378 365 259 214 894 835 108 60 154
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=6 3 10 9 21 6 7 2 3 7 15 20 3 19 3 16 17 2 4 15 21 8 2 4 9 5 22 2 16 10
split_gain=7.61079 5.60752 4.42128 5.41449 8.95704 4.38851 4.47406 4.38405 4.28344 4.14868 5.94144 5.03946 4.02709 10.094 6.70438 8.65456 6.3559 4.9733 4.49295 4.44714 6.32409 3.9637 3.81342 5.2564 6.10222 8.42806 5.21831 5.32281 4.95981 7.55304
threshold=13.115306437050002 93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 12.410289964450003 29.911984439950004 316.46407472665004 108.48197402175002 19.250086031950001 42.629181320700006 37.765550062200006 85.589753040950015 12.851036860900001 84.812788641250009 18.714956236300004 192.00947391610003 100.00310400885002 158.18845385165005 46.674706678850008 6.5613067478000007 8.0437227585500022 310.93569142660004 310.44950696480004 181.33671263215004 22.573811927200005 -0.054875 224.74008820395002 18.974955628300005 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 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 12 7 4 -4 6 -1 8 9 -3 11 21 13 -2 15 16 17 -15 -16 22 -21 -11 23 24 25 -14 27 -25 -26 -30
right_child=1 2 3 -5 -6 -7 -8 -9 -10 10 -12 -13 19 14 18 -17 -18 -19 -20 20 -22 -23 -24 26 28 -27 -28 -29 29 -31
leaf_value=-0.0016308146622413301 0.0063104156164461881 0.014150246348675009 -0.01927460188678997 -0.020023043870508697 0.011493649613985029 -0.016951176986496532 -0.020492222947324466 -0.022531903819837787 -0.014124352260535 -0.020602746483936098 0.0096631948447453639 -0.016740457020150049 -0.025434589824568601 -0.014590791274829536 0.0070329273652911962 0.0075894342478381883 -0.02461808737731571 0.021469516473899813 -0.02508521680954209 -0.024910134675258953 0.0040835060326201919 0.015188446942788494 0.015382040004949051 -0.020149352433719302 0.017850764083033703 0.013889905827057274 -0.01810200022116398 0.0081319338107090113 0.0071751225399905496 -0.0061305311838583164
leaf_weight=112.24868729244918 42.433978797867894 11.59888281021267 6.2647954756394055 10.450730845332144 8.3599983528256399 8.4456535391509515 4.9709265967831007 2.8933327067643395 5.4083523331210008 1.5797014143317962 13.888909574598072 9.4541331976652128 5.3073514737188798 3.1397783458232906 1.9844423830509175 15.781181290745733 8.0879242178052646 2.6859926544129848 9.7386160027235729 4.5602456517517549 7.5812538787722588 4.5283602699637413 13.309618718922136 3.1941895633935955 13.574670385569332 3.3743840232491493 7.0659898854792109 11.91421018540859 134.75524143502116 18.34624707698822
leaf_count=1521 213 67 226 154 44 120 282 58 180 61 55 117 54 41 8 66 119 14 192 62 38 17 60 35 47 11 52 51 569 99
internal_value=0.000745645 0.00211422 -0.00267641 -0.00932862 -0.00168649 -0.00340656 -0.00243067 0.000703575 0.00215063 0.00429487 0.000413475 -0.00784169 0.00327626 -0.00035833 -0.00719067 -0.00227258 -0.0134583 0.00203494 -0.0196484 0.00464303 -0.00680626 0.00593193 0.00530234 0.00462318 0.00575173 -0.0101501 -0.00430153 0.00215276 0.00658001 0.0055807
internal_weight=506.928 381.263 74.4272 25.0755 14.6248 125.665 117.22 49.3517 46.4583 41.05 29.4511 15.5622 306.835 83.8519 41.4179 29.6949 13.9137 5.82577 11.7231 222.983 12.1415 6.10806 210.842 197.532 175.358 8.68174 22.1744 15.1084 166.676 153.101
internal_count=4633 2710 979 424 270 1923 1803 555 497 317 250 195 1731 653 440 240 174 55 200 1078 100 78 978 918 780 65 138 86 715 668
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=16 5 20 22 10 5 0 6 20 10 0 22 2 9 15 17 20 18 22 22 10 6 23 18 22 9 6 20 2 21
split_gain=19.9316 8.85416 7.73262 7.19515 6.02919 9.58594 8.8969 6.07853 9.64454 7.46651 7.38068 7.29773 6.14034 6.00553 6.58371 6.02589 5.98605 5.56806 6.67377 6.11048 5.45817 7.67866 4.95189 4.95186 4.94713 8.109 8.03586 6.2003 4.93105 4.9142
threshold=18.594956516900002 23.714185006400005 37.232443001650005 0.63131000000000015 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 39.427119987250002 62.025417527550012 85.990333302400003 -0.025719999999999996 131.42729508740004 27.033907557900005 30.054399297400007 162.04221493815001 37.995872310650007 14.032563378150002 -0.074029999999999999 -0.092614999999999989 60.87206898960001 21.760508430800005 0.091705000000000023 14.380989918050002 -0.06828999999999999 204.99169312540002 16.245379570700006 41.641174900500005 184.20633225945002 3.3069203559500004
decision_type=2 2 2 2 2 2 2 2 2 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 13 7 6 -6 10 -9 -10 22 28 -12 -4 15 -15 20 -8 19 -19 21 -3 -2 -20 25 26 -14 -26 -11 -17
right_child=1 16 3 -5 5 -7 17 8 9 11 12 -13 24 14 -16 29 -18 18 23 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.003218883234422576 -0.0036334437910687991 -0.0056643239955261812 -0.0041846098741582594 0.0030071602133196194 -0.0042571399539111498 -0.0061259968440283861 0.0045555648714623665 0.0035490504877655534 0.0011786907397507399 7.8158347768363999e-05 0.0040007965622712799 -0.0078772255039473056 -0.0057933302238991633 -0.0036910778791259397 -0.0040891342279128322 0.0010438902566635264 -0.0010338595203014331 -0.00013368782072413374 -0.0018884970706729398 -0.0064274652600047194 0.004958019263784464 0.0059664634477335707 0.0015132928299751104 0.0027308429044376123 0.0043702413262364124 0.00302907922323226 0.00072866792374370198 0.00031224632875081392 -0.0052885581250334806 -0.00062314249920646428
leaf_weight=23.533155797049403 6.44964825361967 3.0576737448573095 9.5702221039682609 11.52223616838455 6.8812111467123023 4.6547549329698077 8.6424188390374166 19.173671521246433 36.744908794760704 17.350087769329555 46.135664746165276 3.7299630716443053 6.0221762359142366 10.173099022358654 9.9665545634925348 53.174159813672304 60.66880800947547 13.160994723439215 5.8844979852438035 4.1813205853104582 7.2410342395305634 1.8890028297901151 9.5239439681172353 25.287827230989933 23.327905103564262 14.552637487649916 10.955949231982229 11.594850219786165 4.4187333211302748 115.14112706109881
leaf_count=508 35 60 203 58 46 49 23 63 140 68 175 28 33 288 220 450 459 90 28 39 22 4 33 85 77 56 44 45 39 1165
internal_value=0.000274667 0.000956584 -0.000753793 -0.000476952 0.00132463 0.000158259 0.000615043 0.0017062 0.000736511 -0.000129869 0.00232029 -0.00201556 0.00272961 -0.000679678 -0.000501688 -0.00030137 -0.000451172 0.00120161 0.000604137 -0.00165115 0.00244937 -0.00122284 -0.000564802 0.00185884 0.00184708 0.000544734 -0.0015847 0.00302293 -0.0010112 -9.64936e-05
internal_weight=584.61 351.53 233.081 209.547 278.673 68.693 64.0383 209.98 81.4174 62.2437 128.563 25.4988 112.589 198.025 188.455 178.488 72.8565 57.1571 48.5146 17.3423 12.1877 4.94668 15.9736 31.1723 66.4535 31.5308 16.9781 34.9228 21.7688 168.315
internal_count=4633 1741 2892 2384 1196 360 311 836 338 275 498 135 430 2326 2123 1903 545 265 242 129 86 64 68 113 255 133 77 122 107 1615
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=5 20 9 21 22 16 2 0 20 3 2 5 23 23 22 18 22 23 16 20 2 5 22 22 9 5 0 5 17 15
split_gain=6.98931 6.75777 8.9196 5.69335 4.12917 4.30827 7.28361 4.99359 7.09025 5.99073 6.374 5.89078 4.74386 4.57057 6.04501 4.44674 4.67166 4.38089 5.08428 5.6887 4.64532 4.60043 4.83349 8.01792 7.6999 8.00755 10.1213 7.10156 5.91256 5.25905
threshold=12.306951632950001 44.749265482150008 38.283670303850009 18.870920756500002 0.70681500000000008 20.504952050500005 323.30468295165002 86.345209775600011 41.965446242000006 94.227769014100019 72.043920985000014 24.800945798900006 0.12376500000000003 0.08079500000000002 -0.078549999999999995 13.023955459300002 -0.085550000000000001 0.11458500000000002 19.934953383400003 36.859113051050009 309.04644204820005 13.039146929800001 -0.237895 -0.58835000000000004 66.544071737050004 20.769304081650002 97.886760529650019 13.812766882300002 197.02652249450003 29.326787846200002
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 8 -7 10 -10 -11 17 14 -9 -12 -17 18 20 -20 21 -2 23 28 -24 26 29 -28 -23 -26
right_child=4 2 -4 -5 -6 7 -8 13 9 11 15 -13 -14 -15 -16 16 -18 -19 19 -21 -22 22 24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.013232299132222108 0.012119249725823993 -0.016539297345400272 0.015415895583556001 0.0062562524752999829 0.016903905281938733 0.0038327079713638911 -0.017983148529790514 0.00056181281263134283 0.01413402809810335 0.019243985623796984 0.00096722082394515914 -0.01285270784928551 -0.017381245596470234 0.0035912255773342494 0.018426398141218454 -0.010301836179511342 -0.029421159086936651 0.015231940199508659 0.0086981029357706355 -0.029597075850648701 0.017577590627511096 0.011854754637803075 0.01439979632952317 -0.018078302672968102 0.0091981560267667111 -0.014473595675657718 0.0046017316320013215 -0.015546204372319667 -0.019460900937514455 -0.0016977512331984204
leaf_weight=26.114290462806821 11.444552814587949 11.019276138395076 10.296199973672627 7.0242977812886229 6.7444338984787455 70.286435114219785 9.1978222131729108 11.354330554604529 3.4575935229659107 5.8598053753375989 5.704513210803273 3.6230441592633724 5.9432800635695449 89.632107835263014 21.381538599729538 11.244239801540976 9.0157336033880657 7.658952545374631 2.2810789793729773 4.5446165651082993 6.0958433896303168 8.8870885558426398 14.310457788407801 15.107258496806024 44.808985458686948 15.007183518260716 10.443220965564253 19.904362946748734 3.2143742460757485 28.296319233253598
leaf_count=838 64 315 67 47 34 350 146 56 11 20 30 55 63 407 119 100 98 41 18 43 28 38 64 278 210 449 61 263 38 282
internal_value=0.000721009 -0.00597076 0.000720536 -0.00766507 0.00153905 0.00130284 -0.000770367 0.00315745 8.13715e-05 -0.00669587 -0.011104 0.00698103 2.9441e-05 0.0059023 0.0122301 -0.0144648 -0.01881 0.00056837 -4.08544e-05 -0.0167992 0.000603511 -8.90004e-08 -0.000867079 -0.00846471 0.000689907 -0.000966303 0.000993105 -0.00861289 0.00353673 0.00498076
internal_weight=499.903 54.4541 28.3398 18.0436 445.449 438.705 207.145 231.559 109.191 38.9049 29.4221 9.48285 197.948 122.368 32.7359 25.9645 20.26 192.004 184.345 6.8257 177.52 171.424 159.979 27.2087 132.771 118.46 103.453 30.3476 12.1015 73.1053
internal_count=4633 1267 429 362 3366 3332 2086 1246 664 314 239 75 1940 582 175 228 198 1877 1836 61 1775 1747 1683 354 1329 1265 816 324 76 492
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 13 21 16 20 3 0 20 10 8 22 9 2 21 16 21 2 23 22 23 20 23 6 21 13 21
split_gain=32.1542 12.3304 9.51037 7.89321 8.90883 11.5257 11.59 11.2533 12.8937 6.96592 11.6774 6.84679 6.40877 6.18883 6.42828 5.81299 5.66872 9.8527 5.55536 5.42439 8.19544 5.27932 5.11777 7.55673 8.20522 5.08198 10.1831 5.79898 8.81443 5.77064
threshold=18.594956516900002 23.605484525250002 38.238138001450004 166.68115439205005 28.444110612900001 95.937628385050019 16.241109211600005 16.224962059000003 41.404176814550006 85.589753040950015 96.082805124100005 40.767054867700004 84.92839234085001 8.8430989333000021 -0.084729999999999986 226.58992707320002 186.79363985910004 6.9984086918000008 13.534968349350001 0.15802222800000001 63.19085977000001 -0.222165 -0.13734499999999997 0.079605000000000023 43.477771593600004 0.091885000000000022 16.405383309150004 11.772995266200001 117.39690118230001 6.5613067478000007
decision_type=2 2 2 2 2 2 2 2 2 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 -1 21 5 6 22 16 11 10 19 -9 -8 -11 -15 25 17 -7 -18 -2 -21 -4 -5 24 -24 27 -27 28 -3 -30
right_child=1 15 3 4 -6 7 12 8 -10 13 -12 -13 -14 14 -16 -17 18 -19 -20 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0023571861470118413 0.00064621868988239269 0.0018561042393851301 0.00053016657051932134 -0.0036377422771028379 -0.002773383870738293 0.0014288195472011371 -0.0023183975951087798 -0.00095116162556606266 -0.0026425071152818037 0.0016297309281834863 0.0019156539020050657 0.0033623894684138601 0.0027431461774135211 0.0013526417569565041 -0.0029950873750323377 0.0035992005816893715 -0.00054214013640215106 -0.0027801284836542002 0.0032299345067056721 0.0040126427056886779 -0.0047551235522467214 -0.0035410006697188276 -0.0030045274762393326 -0.0034589876838968924 0.0029408163873950012 -0.004148290659959088 0.0014475500806110971 -0.0045523327587494956 -0.0030571929726790981 0.00035502004152747785
leaf_weight=37.824399095028639 5.5366190299391773 11.288311082869766 5.4305185470730093 18.931480899453163 15.604860700666903 36.759809646755457 4.4048854894936076 8.7541105374693888 22.792009927332401 237.57087014243007 16.422823503613472 9.9416159167885763 11.239041961729525 9.7548991590738314 7.6962909027934066 4.5771946460008612 6.0221616439521304 8.701304651796816 27.467541422694921 1.5503767877817143 10.365911681205032 15.618617180734871 4.7030142433941382 9.8273852095007879 7.8186372574418783 4.8747185282409218 26.361231077462435 5.9875798113644114 18.069874925538901 9.6014289781451208
leaf_count=648 27 51 69 345 241 154 39 103 298 894 52 40 55 37 46 13 45 70 91 4 114 395 72 183 44 42 112 76 205 68
internal_value=0.000267057 0.000934812 -0.000713087 -0.000422516 -0.00019692 2.97644e-05 -0.00128907 0.000653104 -0.000846685 0.00127827 -0.000237095 0.00134261 0.00131796 0.00147956 -0.000564786 -0.000293806 0.00144123 0.000623223 0.00255164 -0.00226279 -0.00361439 -0.00249067 -0.00227705 -0.00112443 0.000707801 -0.000527704 0.000574257 -0.00129351 -0.00079267 -0.00187322
internal_weight=621.5 369.658 251.841 214.017 192.968 177.363 56.9244 120.439 41.4877 288.898 33.8757 18.6957 15.6439 255.022 17.4512 80.7603 78.9508 45.4611 33.4897 17.4529 11.9163 21.0491 41.2805 22.349 12.5217 76.1831 31.2359 44.9472 38.9596 27.6713
internal_count=4633 1741 2892 2244 1780 1539 738 801 441 1174 197 143 94 977 83 567 360 224 136 145 118 464 644 299 116 554 154 400 324 273
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=5 21 22 15 10 22 23 17 17 20 20 17 7 12 8 7 10 18 5 7 16 15 23 5 13 21 21 7 18 3
split_gain=6.61206 5.97026 6.79155 4.16731 3.44327 3.1742 11.4479 5.092 5.17011 4.75217 5.52994 3.99235 5.80433 8.68406 6.84539 5.70058 6.97108 7.08641 5.22914 4.53818 4.23197 4.54394 5.49915 4.20218 4.29414 4.15131 4.09086 5.68666 5.53256 4.81578
threshold=7.754880527600001 17.629804977050004 -0.156745 11.870705757150002 54.884872733100003 -0.237895 0.091705000000000023 196.01244718945003 203.65799419860002 49.292797572200008 47.079243513300007 188.27285108100003 22.721067571950005 82.088033630950022 9.1428649988500013 25.024903008400003 66.52858489605002 13.075178189100003 18.331716563250001 23.209106085000005 22.674946976100003 46.055224235250002 0.090465000000000031 13.477720021600001 98.255079293500017 6.9984086918000008 15.294585115650001 25.487785026200005 13.900697602550002 92.122706297950018
decision_type=2 2 2 2 2 2 2 2 2 2 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 -9 10 11 15 -13 -14 20 16 17 -7 25 -19 21 26 -23 24 -17 -18 28 -28 -15 -30
right_child=3 2 -4 4 5 9 7 8 -10 -11 -12 12 13 14 -16 23 18 19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.017314627691752148 -0.016964030681150356 0.018102590190311078 -0.025879999481157771 -0.023228010072843024 -0.014232519022910206 -0.0013807457956696667 0.011088254818003986 -0.034813659754041673 0.0045723135717214702 -0.018617132825008074 0.014931755037370329 0.012034320727761082 -0.034041007288253079 0.0087436847881724698 -0.030529578657261077 -0.026258519996217207 0.006202423985809895 -0.032859126848507655 0.018219791791055939 0.0071806903431425725 0.014164980903162835 -0.028975972290357577 0.0020255822956111265 -0.028514051914782918 0.02019273698926647 -0.018625555881498071 -0.028613525150696855 0.012901983986935987 0.0019819737933383865 -0.018894163598796289
leaf_weight=17.751885614357892 5.9808371691033235 5.9438050612807274 2.4217016194015724 2.7139530582353464 25.088330222293735 48.393344432115555 22.892779063433412 2.6584120728075495 4.2365422956645489 5.1758815776556721 17.417270042002201 34.462831791490316 3.174805410206317 70.856343202292919 2.9815436489880076 1.6920165345072731 14.290650265291335 6.1955788582563391 14.46240941248834 1.7876379489898679 16.159634890034795 4.8721187487244588 6.607033159583807 6.2915253005921841 2.3028360977768898 4.2917972356081 4.4415987804532042 2.5427953209728003 130.41313264332712 5.6503104567527762
leaf_count=715 171 22 51 134 412 429 103 28 42 76 95 170 41 310 24 38 84 126 66 6 74 76 42 127 7 60 34 19 1001 50
internal_value=0.000792067 -0.0100486 0.00537022 0.001397 0.00163467 0.00178156 -0.00321465 0.006065 -0.0106133 0.00245943 0.00273264 0.00217624 0.00352183 0.00233748 0.0028098 -0.00163165 0.000163696 -0.00456863 0.00823734 -0.0238932 0.00322133 0.00243669 -0.0111325 -0.0172389 0.000518345 0.00046816 0.00316488 -0.0134991 0.00372735 0.00111505
internal_weight=494.151 26.1174 8.36551 468.034 462.053 459.339 54.8761 29.7877 6.89495 404.463 399.287 381.87 282.162 247.699 244.525 99.7078 89.4214 56.3766 33.0449 7.98322 241.543 225.383 11.4792 10.2864 3.99485 18.5824 213.904 6.98439 206.92 136.063
internal_count=4633 788 73 3845 3674 3540 585 173 70 2955 2879 2784 1841 1671 1630 943 771 561 210 132 1606 1532 118 172 45 144 1414 53 1361 1051
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=16 5 17 2 5 15 20 12 20 6 2 20 15 0 0 18 20 16 19 2 17 20 16 20 20 18 15 16 15 23
split_gain=20.2482 9.54213 8.16801 7.98283 6.56458 6.7055 7.16466 7.38875 6.37326 5.76391 8.85397 6.0775 6.37269 5.91344 6.42602 5.6364 5.55164 5.53726 6.7093 6.36626 6.46079 5.76513 5.67156 5.56301 7.65671 5.48729 5.57217 5.25164 5.24631 5.12858
threshold=20.394952307700002 23.605484525250002 162.04221493815001 325.13486840910008 11.783123780850001 28.579157549250002 39.354247760400007 114.82338089645002 42.388109226950007 16.455384477450004 199.01127796720002 38.804629908750009 38.133874083650007 85.990333302400003 91.625341543800019 14.668863553700001 38.238138001450004 13.534968349350001 10.650859343850001 185.00267682035005 203.65799419860002 43.157831852650006 16.024962526700005 41.243661560350013 47.309807198350008 13.24088655595 37.050691080100002 22.674946976100003 21.132409465200002 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=2 9 -1 4 8 16 7 -7 -4 13 11 -11 25 -2 -15 29 -6 18 21 20 -19 -18 -21 -24 -25 27 -27 -13 -10 -9
right_child=1 -3 3 -5 5 6 -8 15 28 10 -12 12 -14 14 -16 -17 17 19 -20 22 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0042051547120836004 -0.00042756177153090646 -0.00041578544590714742 -0.0040865633790465334 -0.00326416770211394 -0.0011161589717729769 -0.0049123743888141056 -0.0027356132773983118 -0.0003270626386842919 0.00065787928269858307 0.0040266620046167656 -0.0040724362745771601 0.0021919178334956408 0.0021473342110951829 0.002918613959683688 -0.0020793736761328596 -0.00100278633742883 0.0034500072271974875 0.0012399298243806012 -0.0035016093025838535 0.0043711044364996522 -0.0027057340812162963 -0.003983138674369148 0.0037730953748421506 -0.0059774468300272578 0.0030215169491382534 -0.0062351257069842925 0.00087550261982025871 -0.0032139418202694627 -0.0036428020765852287 0.005648318782812212
leaf_weight=12.672287500463424 15.361657835543154 59.961815053597093 16.558648547157645 19.476430252194405 31.717911805957556 4.6558220870792892 31.088440384715796 4.894510384649041 23.04458345100284 13.593292117118834 7.6911467015743247 12.891787834465509 27.746035560965538 109.92234312742949 5.9381151199340811 10.843366172164677 8.6769791990518588 61.742480156943202 11.786525532603262 24.753671981394291 10.657280419021843 3.1020881459116927 7.2166605032980433 4.5026522781699878 3.8336114212870598 6.7461085468530637 3.7580713927745819 5.6650543212890616 8.5043872706592065 8.8038837388157827
leaf_count=365 65 422 496 309 346 37 336 36 271 45 58 43 93 412 33 71 38 405 146 85 78 77 30 63 13 43 13 34 147 23
internal_value=0.000292409 0.00123014 -0.000526006 -0.00036842 -0.00016436 0.000166732 -0.00117215 0.000492562 -0.00173543 0.00170164 0.000694978 0.00121581 0.000543206 0.00230072 0.00266246 0.00151793 0.000647212 0.00105765 -0.00100537 0.001489 0.000659126 0.00149244 0.00297964 0.000765008 -0.00183908 -0.000988336 -0.00369116 0.000541611 -0.000501419 0.00351328
internal_weight=577.808 269.275 308.532 295.86 276.384 228.276 60.286 29.1976 48.1076 209.314 78.0915 70.4003 56.8071 131.222 115.86 24.5418 167.99 136.272 23.5656 112.706 72.3998 11.7791 40.3066 15.5529 8.33626 29.061 10.5042 18.5568 31.549 13.6984
internal_count=4633 1261 3372 3007 2698 1784 503 167 914 839 329 271 226 510 445 130 1281 935 261 674 483 115 191 106 76 133 56 77 418 59
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 13 21 16 20 20 23 2 21 10 10 9 6 0 0 8 22 23 23 15 16 9 23 10 23 22
split_gain=28.1779 10.3059 9.87153 8.57717 9.13158 11.2217 12.6424 11.7948 13.3934 6.38181 6.25973 6.24475 10.3912 6.12601 6.03359 5.95421 5.93646 6.18925 9.58073 6.16962 8.01161 5.45165 5.42616 5.01275 4.97646 4.90318 4.75462 4.7377 5.70993 4.68748
threshold=18.594956516900002 23.714185006400005 38.238138001450004 166.68115439205005 28.444110612900001 95.937628385050019 16.241109211600005 16.224962059000003 41.404176814550006 40.767054867700004 -0.098985000000000004 186.79363985910004 6.9984086918000008 84.92839234085001 78.290589216800015 226.58992707320002 14.845346859150002 96.082805124100005 93.671258181050021 8.8430989333000021 -0.084729999999999986 -0.222165 0.092185000000000031 22.354383166800002 13.534968349350001 69.057662079300016 -0.22831499999999999 70.348883899450016 0.089505000000000015 -0.54488499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 -1 21 5 6 10 11 9 -9 14 12 23 -8 -5 22 17 18 -2 -18 -21 25 -3 -7 -13 -4 -16 28 -10 -14
right_child=1 15 3 4 -6 7 13 8 27 -11 -12 24 29 -15 26 -17 19 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0024077927051551233 0.0010150983565973171 -0.0013493119224119092 0.0030325676088135052 -0.0046775380703008426 -0.0028568845849876131 0.0023064484018254822 -0.0021687768714281526 -0.00087230520993310506 -0.0028627409597156263 0.0033897481840058858 -0.0032946942800191111 -0.00027194278534294281 0.0013725809897703113 0.0029588029929463631 -0.0026724726031686317 0.0037387383336838997 0.0016693102034359597 0.0020065181902391852 -0.0027443257612603813 0.0014751678398166753 -0.0035173736749293683 -0.0036746950057942682 0.00073417219026887081 -0.00081770189172153233 0.0033867518391032005 -0.0042949658411516834 0.0027934129596912873 -0.0036151159181842091 0.0047722419442685826 -0.004622230443308676
leaf_weight=38.29876946285367 20.123839989304543 44.164192691445351 3.6757867727428701 3.1705859899520865 15.430380485951899 27.615277107805014 4.3576031923294059 8.7779481410980242 3.2122018411755588 10.428714640438555 28.285137452185154 6.1317983306944361 2.4588460996747017 11.510654389858244 3.0969507843255988 4.679889738559722 212.67329592257738 16.543485060334206 16.936259999871254 10.615979865193369 7.4002500921487799 16.015288902446628 27.528484120965004 9.3186866194009763 28.417218159884214 1.8686978630721567 7.1290661841630927 18.035772742703557 2.2664999440312386 6.311862573027609
leaf_count=648 83 402 25 36 241 112 39 103 54 40 520 45 11 55 44 13 825 52 150 40 46 395 130 42 91 44 44 238 6 59
internal_value=0.000251532 0.000914722 -0.000683482 -0.000379876 -0.000137268 9.51912e-05 -0.0012472 0.000723407 -0.000840033 0.00144188 -0.00231237 0.00155567 0.00066237 0.00155071 -0.000238316 -0.000286539 0.00123743 0.000133272 -0.000702938 0.00149399 -0.000575542 -0.00258492 -0.000549298 0.0015182 0.0027374 0.000562916 0.00113807 -0.0027039 0.000295797 -0.0029416
internal_weight=616.479 360.666 255.814 217.515 195.955 180.525 57.55 122.975 42.7211 19.2067 41.6817 80.2537 45.7047 15.8683 13.3966 76.3726 284.293 53.6036 37.0601 230.69 18.0162 21.5598 71.6927 36.934 34.549 5.54448 10.226 23.5145 5.4787 8.77071
internal_count=4633 1741 2892 2244 1780 1539 738 801 441 143 644 360 224 94 124 545 1196 285 233 911 86 464 532 154 136 69 88 298 60 70
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=13 23 6 18 7 18 10 4 21 9 20 22 22 17 7 3 6 16 20 22 21 23 9 12 7 22 20 2 9 10
split_gain=6.52419 9.14287 5.55166 4.99965 5.3805 4.46391 5.30835 5.12929 4.38673 4.5801 5.39953 4.22462 4.48345 4.14473 3.52769 3.13983 4.20153 8.02254 7.16372 7.66301 6.13085 4.70368 4.61384 5.98466 7.07728 6.74073 7.34604 4.55805 7.94165 4.48308
threshold=95.937628385050019 0.079745000000000024 5.1351199812500008 14.693728290050002 21.350715310200005 17.327266398450003 81.573196594050017 362.37721658000004 18.870920756500002 38.283670303850009 45.321989007550009 -0.11534 -0.24023999999999998 158.19986339130003 27.014969757650004 93.883646373400012 14.845346859150002 15.954962690350003 40.767054867700004 -0.054875 6.7841715403000018 0.093745000000000023 181.33671263215004 133.01805689090003 23.109894804950002 -0.054875 38.396531328800009 199.01127796720002 194.82237869650001 65.765062787050013
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -5 6 13 -7 9 -6 11 12 -11 -4 15 16 17 18 19 21 -19 -15 -18 25 27 -24 -27 28 -25 -22
right_child=2 -3 5 4 8 7 -8 -9 -10 10 -12 -13 -14 14 -16 -17 22 20 -20 -21 29 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.016240259739874727 -0.016834960238679867 -0.014191525721582526 -0.018109149420944871 0.018966366206968108 -0.012802082328936665 0.01510187111948961 -0.015127868151218997 -0.0057051495248058477 0.011375659022650133 -0.016669626275278949 0.013068436512910304 -0.017966554045470359 0.014293578350587746 -0.00096093010302460526 -0.014715525973715051 -0.0014935534513611714 -0.010702309416786356 -0.00066616359272308838 0.0091538485279053106 0.0058514791424676858 0.0037336582468160944 -0.018723685715965829 0.010207810537543143 0.0035191593472540853 0.0038466389852251943 0.01107857566556025 -0.010096129878897584 -0.018084837599398534 -0.016157396679947859 -0.014093872031361974
leaf_weight=4.1305982377380124 4.0190013395622364 16.174903694540262 2.608177948743104 3.7909592073410741 8.1897836513817364 10.811393994837998 4.7517281528562298 3.7895967736840239 5.8242386970669022 1.6996234236285088 5.822549568489193 3.9070664970204225 3.1796208508312693 7.2811435796320456 3.2112705875188103 69.949718204326928 5.290548898279666 53.805944565683603 32.007861448451877 16.563553493469954 4.1822679787874248 6.8548973985016346 52.500400483608246 17.394321940839298 101.73132193461061 6.6812790036201468 9.2562447786331159 5.0268080364912739 6.7407602798193684 16.604211010038853
leaf_count=68 137 588 117 11 295 41 119 36 26 60 34 96 35 64 42 862 34 448 157 90 17 64 238 74 475 24 58 50 47 226
internal_value=0.000558423 -0.00455826 0.00117001 -0.000294486 0.00173753 0.00133558 0.00104643 0.00970154 -0.000544339 -0.00358947 0.00157515 -0.00604127 0.00350794 0.00123043 0.00135195 0.00147722 0.00208498 2.36534e-06 0.00405966 -0.00125162 -0.00340847 -0.00957451 0.0034824 0.00385888 0.0019307 0.00754671 -0.00121934 -0.00475308 -0.00197637 -0.0105069
internal_weight=493.782 52.7193 441.062 36.5444 32.4138 437.043 422.442 14.601 28.6229 22.7986 14.6089 8.78631 4.87924 417.691 415.083 411.871 341.922 137.3 62.7075 30.6996 74.5924 14.136 204.622 199.331 130.893 68.4379 15.9375 29.1619 24.1351 20.7865
internal_count=4633 1213 3420 625 557 3283 3206 77 546 520 225 191 95 3087 2970 2928 2066 1066 375 218 691 128 1000 966 646 320 82 171 121 243
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=16 2 8 23 6 21 19 0 8 3 5 19 22 23 10 12 12 12 20 15 22 9 19 16 22 3 20 8 23 20
split_gain=5.81591 5.93708 4.971 4.91613 4.5837 4.57044 4.48485 6.76007 4.12628 3.77415 3.96225 3.67173 4.22159 6.0264 8.33048 5.00188 4.62564 4.79442 4.24271 3.75768 4.1747 4.28779 3.67898 3.63273 4.25423 4.16005 4.07241 7.83769 7.36396 6.4388
threshold=13.534968349350001 219.56639384385002 2.9476996444500005 -0.20885999999999996 5.1351199812500008 20.581461612800002 10.250827068050002 107.99805155820002 7.6440346712000009 77.709882260600011 13.8160216159 11.850956171350001 -0.23401999999999998 0.091705000000000023 71.397382570300024 208.33288250865004 201.10642606785004 155.27099795600003 40.890797847750008 46.723315192750007 -0.082404999999999992 199.17419511990002 14.351157895250003 14.854965262600002 0.059500000000000011 81.80440399325002 42.081757894750005 5.1459841250500009 0.087700000000000014 43.663128814500006
decision_type=2 2 2 2 2 2 2 2 2 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 5 -2 -5 -8 -1 -10 -11 -6 13 15 -15 16 17 -13 -16 23 21 -21 -22 24 25 -14 27 -25 -28 -30
right_child=4 2 -4 6 11 -7 7 -9 9 10 -12 12 19 14 18 -17 -18 -19 -20 20 22 -23 -24 26 -26 -27 28 -29 29 -31
leaf_value=-0.022908094890616418 -0.027029126823432129 0.018892052624242477 -0.020740630199528362 -0.027399778342656157 0.013806833089369738 0.012060675671165826 -0.030357166374420201 0.020677596327500613 -0.026717590723605356 0.016528022358801409 -0.019676360201775909 0.00073143845520503214 -0.032130200654824151 0.012911097793798926 -0.03692431267698356 -0.032406102203459498 0.029077404958768243 -0.033167623269053363 0.0019919181504109884 -0.021823255137484784 0.0058810161622428175 0.016019981766973161 -0.033894992172317596 -0.022006054854129438 0.013267693225825012 0.0070881609879428348 0.0044343055130380161 0.0064170553038442315 -0.015114340921468518 0.0090140221377567279
leaf_weight=16.528464702889327 6.5073126032948476 10.734059235081082 5.1241609482094637 3.7098954264074546 16.505671035498381 2.6467085890471935 2.2925632856786251 5.67145174741745 3.237510208040475 5.9596297051757556 2.7923580948263407 6.6234764750115573 5.7160679511725885 16.297313414514068 3.9553804304450741 7.2224909141659728 1.9657856002449996 4.34659144282341 3.1779968738555908 2.8897872380912286 2.0088115129619828 5.4073246791958809 5.3800910282880068 6.2801204724237314 3.3095543496310702 2.4222658220678568 71.489517787471414 215.78729520924389 28.626951701007783 9.1902682408690435
leaf_count=565 257 60 153 171 100 18 45 58 148 23 40 136 84 75 43 129 8 59 25 47 17 25 61 229 21 37 588 1126 222 63
internal_value=0.000833996 -0.00676253 0.00154496 0.00664114 0.00182939 -0.0157271 -0.00462348 0.00598646 -0.0147828 -0.00358155 0.00497686 0.00221331 0.00173741 -0.00563255 0.00301727 -0.0156865 -0.00635146 -0.0127001 -0.0195867 0.00263349 -0.00937036 0.00283962 -0.0230811 0.00318273 -0.0107076 -0.0204574 0.00366259 0.00561324 -0.000300346 -0.00925071
internal_weight=483.807 56.0501 27.5321 22.408 427.757 9.15402 11.6739 7.96402 28.518 11.9895 8.75199 418.603 402.097 43.589 23.4307 20.1583 12.9359 10.9701 7.13338 358.508 15.686 8.29711 7.3889 342.822 11.4479 8.13833 331.374 222.067 109.307 37.8172
internal_count=4633 1263 487 334 3370 275 274 103 776 211 63 3095 2995 475 143 332 203 195 68 2520 150 72 78 2370 142 121 2228 1355 873 285
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=10 16 18 17 16 0 3 16 22 22 3 20 0 10 0 13 9 6 17 16 21 2 12 20 8 21 6 22 5 21
split_gain=5.11976 3.5801 4.34811 4.55279 4.20419 3.98665 6.88762 3.9773 4.39285 8.74086 4.41874 4.03766 3.85648 3.88838 4.23219 5.97838 5.34102 5.85882 4.30102 4.04503 4.43177 4.30697 4.64173 5.2583 4.41748 3.72678 3.60718 5.1183 5.48291 5.69826
threshold=90.937096262400004 20.504952050500005 17.327266398450003 205.96542837505004 20.034953149600003 96.324766355850002 80.785478361850011 11.949972055800002 -0.59087999999999996 -0.24150999999999997 81.549000470900012 51.757767929250001 86.09518316945001 66.859265246100009 90.321439350550008 113.98793627290001 194.57718764590001 16.525386113000007 196.58703564235003 22.654947022900004 13.543469468350002 222.85070906495002 273.50675757095007 41.559097512700014 8.4434108459500017 0.49227235280000009 16.485385178400005 -0.15962499999999999 20.769304081650002 15.109659503850002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -7 -1 -9 10 -10 26 25 14 15 -14 17 18 -17 20 21 -18 -23 -24 -25 -3 27 -11 29 -29
right_child=-2 12 -4 5 -6 6 -8 8 9 11 -12 -13 13 -15 -16 16 19 -19 -20 -21 -22 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0090993426178725863 -0.012911838824171632 0.010262537543912412 0.0065246850350467482 -0.023112649444923045 -0.020705939994197373 -0.018672509514347943 0.0045018663664664685 0.011826940477760898 0.0034228069672681974 0.011337010652653768 -0.024353350089845315 -0.020533512516329292 -0.014838340502192422 -0.013124570601139987 0.01364212923533914 0.015627489902355067 0.00096107752003533583 -0.0075767481847593427 -0.0037951993181676992 0.0098066912137756927 0.011616366330437214 -0.025907136639029597 0.010105946130871641 -0.033495163704523413 -0.00038471504218531806 -0.0020988701860769959 -0.0078812101997005456 0.0025138659687968254 -0.018011643353757517 -0.02159128252232783
leaf_weight=16.362173818051815 9.7347379559650999 9.7380186021327955 25.906042132526636 5.6365466490387943 3.6124064084142438 7.7149381339550045 10.921176731586455 11.444427982904015 2.7550613787025195 19.027257569134235 7.5577834406867623 3.0241187075152984 5.8105527050793162 4.3041393049061289 17.428982138633728 30.16306534409523 32.022392872720957 5.6481683105230323 4.6371629685163489 16.577370695769787 8.6552924886345846 5.0330559238791457 4.9591860100626928 2.742300882935524 2.9470251053571701 73.435737881809473 13.446493932977317 104.81225424259901 5.2035127729177466 3.5750488284975281
leaf_count=361 554 56 241 74 45 135 64 63 28 124 172 114 33 30 71 157 139 27 23 76 31 49 24 26 14 494 402 860 91 55
internal_value=0.000564177 0.000846234 -0.000742261 -0.0016175 -0.000643253 -0.00927657 -0.00509181 -0.00025612 0.000590809 -0.000215903 -0.016933 0.000940461 0.0025545 0.00444668 0.00500023 0.0037366 0.0046885 0.0101606 0.0130394 0.00165384 -0.000744214 -0.00298689 -0.0110488 -0.00402594 -0.0163442 -0.000651591 0.00138506 0.00232459 0.000814945 0.00171878
internal_weight=474.836 465.102 240.999 215.093 190.821 24.2727 18.6361 187.208 170.846 159.402 10.3128 149.089 224.102 140.929 136.625 119.196 113.385 40.4484 34.8002 72.9366 56.3593 47.704 15.6816 10.6485 5.68933 83.1738 146.065 132.618 113.591 108.387
internal_count=4633 4079 2829 2588 2315 273 199 2270 1909 1846 200 1646 1250 700 670 599 566 207 180 359 283 252 113 64 40 550 1532 1130 1006 915
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=16 20 5 17 15 5 23 21 23 21 2 22 3 9 6 22 20 3 6 20 17 0 6 5 10 3 16 20 16 10
split_gain=18.648 8.50195 7.99901 7.56496 7.82561 7.45693 6.98594 6.89466 5.86142 9.11119 6.21552 6.07402 6.84354 5.56196 4.97336 6.4036 7.83408 8.1829 5.52567 6.9658 8.15021 5.95032 6.60614 4.98589 4.78475 14.4053 6.25874 4.81433 4.73463 5.08972
threshold=18.594956516900002 38.238138001450004 23.714185006400005 166.68115439205005 30.054399297400007 10.726864994700001 -0.25843999999999995 18.870920756500002 -0.15849499999999997 6.5280300271500007 268.76591569135002 -0.021344999999999999 77.392644201200014 226.58992707320002 14.825346391850003 -0.053874999999999999 43.157831852650006 83.511574906150017 16.455384477450004 38.804629908750009 198.58733702675002 85.990333302400003 16.375382608200002 22.825270530250005 66.859265246100009 87.684061924550022 19.224955043700003 37.892416320650007 22.674946976100003 62.009286778800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 -3 5 7 -7 -5 -8 10 11 12 -10 -4 15 16 17 -2 21 -20 23 22 -16 28 -23 26 -26 -28 29 -21
right_child=2 3 13 4 -6 6 8 -9 9 -11 -12 -13 -14 -15 18 -17 -18 -19 19 20 -22 24 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0028748220503305539 0.0012861561585327849 -0.0031967283572393594 -0.00073623741522919504 -0.0025296768670076894 -0.0041143083731688384 -0.0048961560270776115 0.0033744076330076626 0.0019238271706140094 -0.0044689715686915847 -0.0012879452406526558 -0.0033960746575838084 0.0040609921511853275 0.0016205088062411104 0.0046148853206186046 -0.0051437296083128112 0.0015861684322432104 0.0021763821877303804 -0.0058724600561636956 0.003573417452990914 0.0023913201848515886 -0.0041007838016505049 0.0029831163279145194 0.0014515008303002844 0.00265126584916974 0.0039921394184390105 -0.0067973834540087045 0.0022767008455385086 -0.0037936685235618055 -0.0038945575724060916 -0.0012526444025529537
leaf_weight=33.695806799456477 4.9818040654063251 18.204196291044354 67.195696342736483 32.54300806671381 9.6461950633674842 4.5329846087843171 18.018130034208298 9.6070020608603937 4.4369907174259415 37.664456153288484 4.9589745812118045 19.991375893354416 35.004420893266797 4.4169806465506545 4.6814743205904952 25.368084572255611 7.3080701641738406 10.77906062453985 14.284207358956335 15.250877134501932 8.8815507739782316 97.749423757195473 10.52897623926401 18.215980358421803 16.35527161508799 4.4387395605444899 6.1276384592056257 5.1144365146756172 6.4379843473434439 17.637044116854668
leaf_count=648 19 464 532 666 205 64 78 54 57 314 58 75 209 13 29 102 34 117 49 48 63 373 36 63 52 39 20 33 38 81
internal_value=0.000291954 -0.000732601 0.000968475 -0.000361681 -6.91142e-05 0.000164883 0.000732995 -0.00151462 0.000945504 0.000516678 0.00157225 0.0019868 0.000935468 -0.000406187 0.00132757 -1.54637e-05 -0.00177672 -0.00360971 0.00161579 0.000647042 1.77313e-05 0.00215502 -0.00057838 0.000653421 0.00247537 0.000926113 0.00216836 -0.000484935 -0.000271992 0.000437145
internal_weight=574.057 228.304 345.753 194.608 176.404 166.757 124.607 42.15 120.074 102.056 64.3918 59.4328 39.4414 71.6127 274.141 48.437 23.0689 15.7609 225.704 80.7076 66.4234 144.996 15.2105 57.5419 129.786 32.0361 27.5973 11.2421 39.3259 32.8879
internal_count=4633 2892 1741 2244 1780 1575 855 720 791 713 399 341 266 545 1196 272 170 136 924 342 293 582 65 230 517 144 105 53 167 129
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=16 20 15 5 10 10 5 0 6 20 3 22 3 7 16 0 18 16 16 6 20 23 9 6 20 4 15 2 20 0
split_gain=26.358 9.06063 9.36785 8.98407 8.70045 7.59916 10.572 9.1285 7.69433 9.03001 9.17591 7.51675 6.95298 12.2648 7.56629 6.66537 6.64407 8.2413 11.2372 8.06215 6.66473 6.78042 6.64432 6.293 7.05971 6.12342 6.11481 6.08627 5.80673 7.02022
threshold=18.594956516900002 37.232443001650005 30.054399297400007 23.605484525250002 90.937096262400004 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 38.804629908750009 92.738363209800013 0.63131000000000015 85.589753040950015 25.334697901700004 19.224955043700003 85.990333302400003 17.327266398450003 16.224962059000003 13.534968349350001 14.355335410100002 41.835830569250014 0.093745000000000023 190.90230715925003 11.085259005300001 47.309807198350008 195.04069921150003 27.220712026400005 131.42729508740004 37.995872310650007 75.994645973400011
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 8 7 -7 15 -10 -11 16 13 26 -14 -2 17 18 -3 -19 21 22 -20 24 -22 -21 -9 -17 29 -5
right_child=3 2 -4 28 -6 6 -8 12 9 10 -12 -13 14 -15 -16 27 -18 19 20 25 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0027934017802807598 -0.00016131960392055714 -0.0017375214751666989 -0.0035761753905687627 -0.0026395684005203527 -0.0029575366348118422 -0.0035586018089086794 -0.0051005554098558607 0.0019985421358405019 0.0032726543685973708 -0.0035185794152280715 0.00057480671507252222 0.0028481459129935669 0.0040418055231809412 0.0023172359805683079 0.00014338513411342777 0.0033661952697375424 0.001337836935627614 -0.003627370167978997 -0.0035369076141864245 -0.0024504718434625308 -0.0050529620874685153 -0.0027002121276551946 0.0016652714972988883 0.0032080060803766864 0.0014113382171440894 0.0014662179725126491 -0.0033089477258258569 0.0016593894285173267 -0.00069485981053158785 0.0034541178742567122
leaf_weight=25.416527301073074 16.136776685714722 34.52533220872283 12.424115261062978 3.4347804188728324 15.230746654793618 6.7540280595421782 4.9096760563552371 3.7336469441652325 14.409122750163077 8.5888415798544866 57.836239732801914 11.447976060211657 15.553277656435968 14.821052268147467 12.078407555818556 48.966881148517132 30.175082124769688 20.241753056645393 4.0242294706404236 10.366024537011983 2.9572310280054799 11.03254624456167 20.092566911131144 21.669500121846795 10.493810487911103 11.496331026777623 14.385942265391348 68.357926733791828 65.399748757481575 10.39509593695402
leaf_count=508 66 428 224 55 438 46 48 13 45 60 223 48 39 45 50 175 206 268 56 224 36 84 87 80 99 106 118 246 480 32
internal_value=0.000240914 -0.000706305 -0.00046092 0.000866573 -0.000270963 0.00117112 0.000134581 0.000516346 0.00152052 0.000620779 4.5527e-05 -5.39143e-05 0.000970717 -0.000175971 0.00233772 0.00206547 -0.000241534 -0.000565958 -1.11555e-05 -0.00194684 0.000837051 -0.000300545 0.000797214 0.00197558 -9.8476e-06 -0.000390878 -0.00221531 0.00237174 -0.000234813 0.00194069
internal_weight=607.355 241.594 216.177 365.761 203.753 286.532 72.236 67.3264 214.296 80.8342 66.4251 188.522 60.5723 32.9406 27.6317 133.462 177.074 146.899 104.795 42.1041 70.2699 35.1493 24.1168 35.1205 13.451 21.8624 18.1196 117.325 79.2296 13.8299
internal_count=4633 2892 2384 1741 2160 1174 359 311 815 328 283 1722 265 176 89 487 1674 1468 870 598 442 227 143 215 135 330 131 421 567 87
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=16 20 15 15 12 16 15 22 6 23 10 22 16 15 23 18 21 15 21 23 5 7 22 20 9 5 7 20 2 18
split_gain=5.00654 4.47206 4.78324 4.78911 5.02356 6.45355 7.09275 4.78526 4.72803 4.10594 6.2969 5.52822 5.20132 5.16468 4.50689 3.86299 3.53415 4.7245 6.47187 6.3808 3.98845 6.12721 3.49114 3.25166 7.3106 3.17371 5.14769 2.87374 3.00982 3.99141
threshold=18.594956516900002 38.238138001450004 28.444110612900001 28.298162031900002 178.58312952045003 13.854967601050001 21.086216674150005 -0.58835000000000004 13.185308072600002 -0.15544999999999998 75.085947125300024 -0.094409999999999994 11.949972055800002 6.8054746905500005 -0.25843999999999995 14.032563378150002 9.5763142249000008 36.548474543700003 11.772995266200001 0.13026500000000005 23.803605515150004 23.209106085000005 -0.59614999999999996 42.154118731400011 194.57718764590001 17.456790312050007 20.179048202600004 44.749265482150008 247.02271001585004 17.549283450150003
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -11 13 -13 -12 -6 -4 -2 18 -18 -20 23 -22 -15 -19 -25 -10 -27 28 29 -14
right_child=16 2 15 -5 8 6 7 -9 25 10 11 12 27 22 -16 -17 17 20 19 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0081270744739454278 0.0029075940051221097 -0.015282426544558438 0.0063241194101026918 0.02360838392922893 -0.014100489619261206 0.0080975002216107823 0.009892201647784836 -0.0083464195971896925 0.014306575100031077 -0.019940585507735392 0.012323511095855513 -0.012940895371258662 -0.0036805416102660151 0.0059175027018245488 0.0099308411372331703 -0.01646536701899471 0.001668333296342611 0.0075838604428885379 -0.024302358781510169 0.0044667269590681676 -0.024099294757953645 0.0017580318528968247 -0.017371546283463657 -0.016938084467344225 0.007015551585735952 0.011520216323023361 -0.015152761801643174 0.019431026917266711 -0.010398131542783717 0.017381272458592605
leaf_weight=25.647398496977985 222.49916308466345 11.231404221151022 2.7276597125455728 2.4035028452053657 2.52062451373786 15.438071687705813 4.700724288821216 27.42313731182367 13.210679259151222 5.2290729824453583 2.7516360804438547 3.7669203858822646 4.2435951065272111 2.2029890706762609 15.967950621619819 8.6693989383056742 10.18748849630356 24.90821335837245 8.2028920818120223 2.9147459790110579 3.9592942092567665 7.2147117182612419 9.7081821188330686 5.8018479011952868 9.1744856312870962 5.2328041680157167 3.2857313938438892 4.9825196340680113 2.926925551146268 6.1439019273966551
leaf_count=648 1300 360 34 7 40 120 26 450 53 98 40 164 37 20 109 216 61 92 105 12 54 39 300 39 39 48 51 16 28 27
internal_value=0.000523937 -0.00166753 -0.000597084 0.00023077 -0.000167821 -0.0038953 -0.00120632 -0.00567754 0.00249911 9.7047e-05 -0.00279264 -0.000351146 0.00493131 -0.00829992 0.00665455 -0.0110112 0.00186481 -0.00134148 -0.00794805 -0.0167599 0.00141523 -0.00740401 -0.0130642 0.00388602 -0.00226411 0.00918094 0.00123203 0.00861078 0.00456164 0.00877691
internal_weight=475.278 180.415 154.767 143.37 140.967 58.7933 47.5619 32.1239 82.1735 60.4443 41.9557 36.7267 22.0639 14.6628 18.4886 11.3971 294.863 72.3637 21.3051 11.1176 51.0586 11.174 11.9112 39.8845 14.9763 21.7292 8.51854 18.2969 13.3144 10.3875
internal_count=4633 2892 2244 1994 1987 956 596 476 1031 879 730 632 272 360 149 250 1741 441 178 117 263 93 320 170 78 152 99 108 92 64
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=10 20 20 15 22 23 17 12 15 12 2 2 20 3 17 22 13 23 16 23 20 23 6 17 13 20 10 7 22 0
split_gain=4.55588 3.12066 3.26567 8.8851 3.27207 7.3856 5.07514 4.3437 3.99341 3.88999 4.09993 3.73016 3.45465 3.50212 3.65055 3.43423 5.45698 6.01298 5.17943 4.98281 5.35335 6.47499 6.0036 5.12408 5.86593 4.79355 4.25743 6.66004 4.22987 7.77691
threshold=90.937096262400004 31.914316944300001 35.119813570500007 23.241064975550003 -0.24150999999999997 0.091705000000000023 196.21449749970003 208.33288250865004 46.723315192750007 201.10642606785004 127.74713841330002 182.22337690155004 41.257948413050009 93.14163192940002 187.32964365115004 -0.15962499999999999 115.13321943645001 -0.27118499999999995 21.124950600700004 0.087795000000000026 39.525197829750006 0.090465000000000031 16.585387514950003 192.44445991605002 117.48293184245001 42.686561923500008 62.229740345500012 19.164717746300003 -0.059424999999999999 93.308316333500017
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 9 15 10 -4 -8 -10 -14 -15 26 17 -17 28 23 -21 -22 -23 24 -18 -25 27 -6 -19 -30
right_child=-2 2 4 -5 8 6 11 -9 12 -11 -12 -13 13 14 -16 16 19 18 -20 20 21 22 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.012878211638880577 -0.011991474716771639 -0.020588208948868775 0.0011392999236732992 0.012833196112438012 0.0058807667418320749 0.0067845887054082815 -0.027074076381002218 -0.022475740935091384 -0.026029420630122029 0.018095068974035223 -0.021826982932460309 0.0021588608187063495 0.0094281908716180359 0.0056552745543472826 -0.021369143813590088 -0.024331471904617031 -0.019901725025991863 -0.0032400926742791234 -0.021394827091943527 0.011108169551087276 -0.014871940087572656 0.0024755520016778326 -0.016834884446313543 0.014686684302908905 0.0041450368741924827 0.0012362114878351396 0.010640157543718037 -0.023349666820290271 -0.0084008838678597247 0.0051677679927068379
leaf_weight=5.376679820008575 9.2694200435653311 3.0263752285391119 5.2946689482778311 17.612573249265552 9.3982745716348273 19.746407639235262 2.8538261987268916 7.976362799294292 2.8486362174153319 1.9319701585918672 4.8222448537126184 2.8151876218616962 4.1050678044557554 2.5522065740078688 4.4570425022393465 3.5993421534076324 3.7715263841673758 82.590908383950591 3.8758309297263613 12.782952664420007 10.164209764450787 55.49832908809185 5.7707822509109965 30.226042173802853 25.990134175866842 12.024943916127084 26.552096289582551 3.4633818324655286 17.120493575930595 68.935922853648663
leaf_count=167 554 84 117 85 80 99 38 163 25 11 91 27 21 22 79 96 45 1008 26 52 78 236 43 168 124 71 171 125 230 497
internal_value=0.000514682 0.000768244 0.000930642 0.00793248 0.000595482 -0.00397781 0.00247032 -0.0121616 0.00113424 -0.00533358 -0.00980762 -0.0125572 -0.00832594 -0.00378848 -0.011529 0.00148955 0.000893161 -0.00128141 -0.000800515 0.00334463 0.000368958 -0.00155282 0.000656751 0.00682458 0.00109773 0.0108586 0.0065185 -0.00199039 -0.000327219 0.00246835
internal_weight=466.454 457.184 451.808 20.6389 431.169 45.4407 25.4154 20.0252 385.728 12.0489 10.1169 5.66901 13.963 11.1143 7.00925 371.765 332.351 176.122 172.523 156.229 84.2163 71.4333 61.2691 72.0126 29.7617 42.251 39.4138 12.8617 168.647 86.0564
internal_count=4633 4079 3912 169 3743 546 164 382 3197 219 208 65 147 122 101 3050 2674 1857 1761 817 409 357 279 408 169 239 376 205 1735 727
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=16 20 0 18 16 9 21 17 16 16 2 13 20 22 5 10 20 23 3 10 18 19 21 23 2 5 0 7 18 10
split_gain=20.1032 8.01994 7.55897 7.59895 10.1761 8.01287 6.90953 6.29195 6.40137 7.55349 5.92716 7.53803 6.34931 6.41499 5.71811 6.09018 5.52176 5.42649 7.30777 5.38909 5.31771 5.26987 5.2357 7.28523 5.22039 5.086 5.018 5.01392 5.71896 5.12158
threshold=18.594956516900002 38.238138001450004 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 3.2871511629000003 167.17143786700004 16.024962526700005 15.054964794950001 314.93386866815007 116.60111757565001 41.965446242000006 -0.13734499999999997 7.9916986750000012 69.545034918450014 36.654713368950006 0.070640000000000022 94.227769014100019 70.348883899450016 17.327266398450003 12.250988447150002 15.678076857950002 0.087795000000000026 189.32640726775003 30.359384049000003 97.886760529650019 25.070284486400002 16.115468395400004 83.75622459600001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 5 16 14 25 9 21 11 -2 13 -13 -3 -16 -5 -14 22 -10 -21 -9 23 -19 26 -8 -11 -17 -29 -30
right_child=2 6 3 4 -6 -7 7 8 19 24 -12 12 17 -15 15 27 -18 18 -20 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0024854092859293874 0.0032023027513132744 -0.0043939432517458273 0.0019858953785889997 0.00072148690718887179 0.003732175962065494 0.00058080072094525306 -0.0044250144490596112 -0.00032733904056304436 0.0009322633357519086 0.0016352176781222803 -0.0047040094844786407 -0.0023760842765405518 -0.0052817176104654967 0.0011678274171753817 -0.0036298970319429934 0.0028180502469088648 -0.0042412471831044067 -0.00067199718434820068 0.0021152836449113126 -0.0034631045111759057 0.0017925136871545779 -0.0040747933035388756 0.0026201597177832091 -0.0058076480820954228 0.003477811951995622 0.0027247032751062123 -0.0042674886201208564 -0.0028482351415592797 0.0026040671861209414 -0.0025425206667451005
leaf_weight=33.957336109131575 11.772583074867724 3.2046464774757615 116.26692613959312 5.55312306433916 14.231308110058306 89.495542880147696 11.72792458347976 58.401037011295557 7.9514351524412623 7.3497810531407612 4.1836179941892615 9.8477771412581188 5.3436929248273364 50.503359016031027 4.0080671794712535 24.269145609810948 10.376188389956949 9.7313227206468671 9.1114468649029714 24.917644353583459 3.5484734512865534 6.754632217809557 3.1113237068057051 8.2216814719140512 14.231751721352337 1.8598042018711556 3.3979076743125916 6.9272824618965414 13.902013223618271 4.0222789756953707
leaf_count=648 42 93 448 25 53 431 374 616 79 31 62 121 74 194 100 93 90 55 46 401 20 90 11 89 56 25 29 92 61 84
internal_value=0.000237178 -0.000682923 0.000846869 0.00125458 0.000543987 0.000113613 -0.000371392 -0.000848971 -0.000570089 4.13431e-06 -1.32957e-05 0.000169012 -0.000203466 0.000589551 0.000816678 0.00113097 -0.00251119 -0.00155088 -0.000890204 -0.00199132 -0.00280796 -0.000715834 -0.00219024 -0.0030239 0.00188208 -0.00344641 -0.000230937 0.00151944 0.000251273 0.00144915
internal_weight=578.181 230.431 347.75 235.923 119.656 105.425 196.474 140.14 126.553 90.1351 111.827 107.643 95.8706 60.3511 56.3334 53.1288 15.9293 35.5195 30.1758 36.4176 28.4661 65.1557 21.0643 17.953 24.9794 13.5877 10.7477 49.1207 24.8516 17.9243
internal_count=4633 2892 1741 1047 599 546 2244 1721 1322 822 694 632 590 315 523 430 115 275 201 500 421 706 155 144 116 399 60 330 237 145
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=7 17 20 19 21 6 7 7 20 8 17 22 22 22 7 17 20 13 5 16 7 4 10 13 10 20 17 12 12 8
split_gain=4.41442 3.64137 3.05403 2.84432 2.81909 3.99872 3.86588 4.89962 4.76388 4.53735 4.45455 6.44123 4.95596 7.72647 4.91873 4.38119 4.15664 4.09817 4.27756 6.04858 3.81796 3.73273 3.47143 9.01607 5.31599 5.17957 4.73768 4.68582 4.39405 3.88751
threshold=29.911984439950004 158.19986339130003 31.914316944300001 14.151141757350002 3.1734339793000008 18.255426535100003 25.070284486400002 25.221560561650005 42.684965421050009 5.1459841250500009 174.47088669260003 -0.047144999999999999 -0.095074999999999993 -0.25105499999999997 24.040556609400003 193.94976740385002 42.546237522150008 95.937628385050019 15.332427622700001 18.764956119400004 24.653703271800001 342.02920059975003 66.859265246100009 111.38282034450002 63.23522368630001 42.123054668150012 168.62011096010002 126.44787765430002 182.40938739235003 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 -1 3 -3 6 22 8 -8 9 21 -11 12 13 20 -14 -13 17 -9 -19 -20 -12 -4 24 26 25 -6 -24 29 -29 -27
right_child=-2 2 4 -5 5 -7 7 16 -10 10 11 15 14 -15 -16 -17 -18 18 19 -21 -22 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.017184552061266404 -0.020134161608284476 -0.021992112394227568 -0.021087681320694256 0.0084821834624783966 0.0038482355790347535 -0.01892261154085138 -0.028253416525462559 -0.020833188387280099 0.013028395942598719 0.015403862999158831 -0.021738028627088523 -0.00052017381366349777 -0.0033639431164809428 0.010593568953982011 -0.024500580049673794 0.014833112531256132 -0.025815055783990872 0.011560192760090062 -0.015678025507816377 0.010072205626410341 0.0080173021412709086 0.011416686020142952 -0.0220780723470527 -0.029341585678177292 0.0093746246390222776 -0.0052224389406992861 -0.00050126033190154293 -0.023711531746948039 -0.0049290841854316616 0.013665144253895917
leaf_weight=4.1794803077355018 3.7995694130659095 3.9812061740085474 4.8600496212020508 1.5888262540102003 72.752516480628401 4.1004495443776241 2.534031379967927 2.7686628764495316 21.58966420032084 11.387177819386123 5.2262507509440175 10.632690178230407 15.757880415767437 18.007493516430259 5.5096244588494292 19.585762232542038 2.2252403674647203 13.249815817922356 7.3381789438426477 6.2742196172475815 2.3036959860473871 1.7933675218373535 3.8902465729042879 4.3477837517857543 30.46019933372736 7.5657806498929885 125.44383121374995 5.3031793106347314 35.760999479331076 8.6717403233051282
leaf_count=233 282 180 230 10 341 101 34 128 133 47 68 56 95 79 60 87 39 84 111 27 13 16 125 42 162 47 1371 78 322 32
internal_value=0.000535864 0.000706935 0.000871313 -0.0132995 0.00104697 -3.83384e-05 0.00319036 -0.00248334 0.004863 0.00300858 0.00416263 0.00250072 -0.00197357 0.00374449 -0.00883966 0.00943089 -0.000433426 0.0014727 0.00377175 -0.00380924 -0.0126347 -0.0123264 0.000224867 -0.00206715 0.00213373 0.000437834 -0.00115027 -0.00389215 -0.00735472 0.00486458
internal_weight=462.89 459.09 454.911 5.57003 449.341 298.297 151.044 34.3901 116.654 95.064 88.4106 77.0234 46.8049 25.5374 21.2675 30.2185 31.8561 29.6309 26.8622 13.6124 7.52995 6.65342 294.196 133.682 160.514 130.054 129.334 57.3017 41.0642 16.2375
internal_count=4633 4351 4118 190 3928 2621 1307 423 884 751 505 458 315 160 155 143 389 350 222 138 81 246 2520 1538 982 820 1496 479 400 79
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=7 17 6 6 3 19 0 2 18 2 5 20 9 16 3 7 12 12 18 7 4 23 23 22 13 5 9 23 21 16
split_gain=3.9576 3.13878 2.80044 9.97789 6.06086 5.65405 5.16373 6.90946 4.63893 4.55936 4.27991 4.30519 4.2549 4.10428 4.46722 3.89163 3.88585 3.65602 4.13557 3.59931 3.58664 3.53208 5.31119 9.10516 6.7368 14.2194 3.35218 3.2358 4.6956 5.80303
threshold=29.911984439950004 158.19986339130003 13.665319288000001 13.775321858200002 85.589753040950015 13.051052998800001 86.538778761000017 319.32263744460005 17.232128601400003 137.50513673700002 20.315138807500002 48.109449608500007 205.22231928645002 18.714956236300004 84.812788641250009 23.989000783400005 172.53297924300003 94.177001085000015 13.552878921100001 19.975862989550006 207.35876182180002 0.080545000000000019 0.093325000000000033 0.0041150000000000015 116.99094400460001 21.252944829650001 31.257715529350005 1.0000000180025095e-35 13.061380410800002 23.314945479550005
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 10 19 20 -6 27 -11 -7 -15 -16 -10 18 -8 -3 -5 -19 23 24 -23 -26 -18 28 29 -12
right_child=-2 2 3 4 6 13 17 -9 16 12 11 -13 -14 14 15 -17 26 21 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.014688242264154674 -0.017880881365070194 0.01126936700790143 0.015701437734217831 0.00062325476000099124 0.013521216980857788 -0.020251827480820182 0.0054288909415990006 -0.022030384350900031 -0.019049986940104981 0.0078182823301467946 -0.017013973603633832 0.012000035043252666 -0.020135820120389589 0.0022160328732849523 0.0064068181595446439 -0.022950096145579413 -0.018461328013763236 0.010590955172803099 -0.020049429298053943 -0.0043476136116709554 0.016629697806655148 0.0084609090777413454 0.0075552440845445311 -0.02369914023202651 -0.034438469690504209 0.0029438348040924842 0.0073893812407816754 0.00018262999887184739 0.0035122537689324523 0.018133994727608325
leaf_weight=3.9365960825234643 3.4509055116213849 4.5884466934949151 14.008373480290173 15.32468562573195 6.9187424890696994 8.2456444352865237 3.8248129338026038 4.1851011933758846 1.9636951442807937 2.4010151475667945 12.416281601414086 7.8180663753300896 4.8406869983300567 9.577484358102085 1.7667670100927342 5.3961654026061296 1.5665948064997817 27.970731923356652 3.6889668479561806 83.702784067951143 5.6467352323234072 20.528853017836809 46.557010844349861 4.5915329717099658 3.998774714767932 11.998939543962477 26.318288681097329 97.883433664217591 7.8308505918830624 1.5583562403917302
leaf_count=233 282 30 57 73 36 192 17 86 83 18 404 33 75 47 10 77 74 182 23 1185 20 88 198 48 43 52 283 630 50 4
internal_value=0.00043492 0.00057505 0.000709434 0.00152367 0.000893106 -0.00438979 0.00196674 -0.000306204 -0.00155792 0.000877439 0.000370139 -0.00034346 -0.0108675 -0.0103373 -0.00545382 -0.0157091 0.00429321 0.00452484 -0.00707995 -0.00353601 0.00493313 0.00527883 0.00358412 -0.000912285 0.00195211 -0.00640021 0.00593707 -0.00114974 -0.00713064 -0.0130945
internal_weight=454.505 451.054 447.118 328.978 314.97 53.1992 261.77 138.611 118.14 28.2131 134.426 127.507 7.2417 24.9861 16.7404 7.16293 29.8486 123.16 7.51378 88.2912 20.9714 115.646 87.6751 41.1181 36.5266 15.9977 27.8849 119.689 21.8055 13.9746
internal_count=4633 4351 4118 2463 2406 512 1894 1243 1655 186 1157 1121 93 326 134 87 440 651 40 1215 93 611 429 231 183 95 357 1088 458 408
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=16 20 5 16 16 20 23 6 20 18 2 21 3 0 8 22 9 5 18 21 7 23 21 20 17 9 16 16 13 20
split_gain=19.1506 8.40229 7.98515 7.93176 11.5881 11.2743 7.71715 6.2801 6.92499 6.2565 5.87735 6.84469 5.52762 11.8523 5.904 6.08498 5.38324 5.31769 6.60409 5.07763 4.99095 4.88984 5.81976 6.61593 6.12181 5.87788 5.85988 4.86089 14.4115 9.73967
threshold=18.594956516900002 38.238138001450004 23.714185006400005 16.224962059000003 13.534968349350001 41.404176814550006 0.076130000000000017 11.085259005300001 43.895345911700005 13.845746551550002 186.79363985910004 7.0919822770000005 85.589753040950015 96.082805124100005 8.8430989333000021 -0.084729999999999986 226.58992707320002 13.6045160441 14.881594619900001 0.15802222800000001 23.989000783400005 0.091885000000000022 11.772995266200001 48.393869453650005 192.00947391610003 192.57902085675002 22.634947069650003 19.224955043700003 112.67059178900001 38.171717059500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 17 9 8 -6 -3 11 -9 13 19 27 -16 21 -5 -19 -2 -21 22 23 24 -4 -26 -27 -14 29 -29
right_child=2 3 16 5 7 -7 -8 10 -10 -11 -12 -13 14 -15 15 -17 -18 18 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.0024855374606010984 0.0005855369992924629 -0.0045508998747340731 -0.00379094077801127 0.0031941343167138894 -0.0039449884510279675 -0.0030259956980053047 -0.0026916852033550742 0.0016537829716746361 0.00093423796017590654 0.00092364025552456232 0.0034776677638571722 -0.0030254671821308061 0.0034966618772120516 0.0020836670971145655 0.0012697146777071473 -0.0034734778697341185 0.0038875674086253 0.0011278995300271872 -0.0043744687734748643 0.001445952221175792 -0.0052442714648426019 0.00066735671794980347 -0.0051282669815088692 0.0029061348925870836 0.0044333489168302022 -0.0043019284938056864 0.0011640950544067989 0.0007606993790588004 0.0016868804903022582 -0.0050338654862762807
leaf_weight=32.329601368866861 5.2747062854468849 3.699351595714691 11.948980525135996 7.8614090774208334 6.7170886266976622 33.064677198417485 26.562714940868318 28.92599550075829 13.692267717793582 25.711850342340767 21.796818502247334 5.8168514315038911 18.007232524454594 16.028929799795151 9.262264512479307 7.6516217589378348 4.4287846982479087 9.588804326951502 5.2182981893420211 2.0999821275472632 9.7384784892201406 27.948879081755877 5.7935810387134543 5.9558680057525626 3.5124283581972113 5.612995680421589 6.6245007403194904 9.4372068420052546 187.64255784451962 8.5788387730717641
leaf_count=648 27 70 178 41 79 610 621 134 131 240 83 47 59 52 37 47 13 122 66 11 107 139 76 26 12 63 38 39 747 70
internal_value=0.00027336 -0.000631549 0.000852069 -0.000313835 0.000208755 -0.00156021 -0.00115385 0.00119993 -0.000671604 0.000235051 0.00187551 0.000870355 0.00115857 -0.000348417 0.00136617 -0.000876044 -0.000315967 0.00057782 -0.000811237 -0.00262641 -0.00405752 -0.000592188 -0.00148457 -0.000857313 -0.00166654 -5.48153e-05 -0.00134302 0.00153573 0.00136403 -0.00199854
internal_weight=566.534 220.986 345.548 188.656 132.923 55.7332 55.9739 76.949 20.4094 29.4112 56.5397 34.7428 273.722 33.1421 240.58 16.9139 71.826 22.6685 14.8071 17.1132 11.8385 67.3972 39.4484 33.6548 27.6989 15.7499 12.2375 223.666 205.659 18.016
internal_count=4633 2892 1741 2244 1405 839 931 474 210 310 264 181 1196 197 999 84 545 229 188 145 118 532 393 317 291 113 101 915 856 109
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=7 6 0 0 7 13 2 5 19 20 0 21 15 23 22 21 15 13 10 17 9 12 5 23 10 6 23 22 6 22
split_gain=3.67262 2.86428 5.43457 5.32689 5.9061 6.36636 5.22364 4.34384 3.94206 3.82551 6.27165 5.8038 4.42874 3.66568 3.60879 3.49528 5.68233 4.74763 4.76911 4.98664 4.17403 3.3877 3.3874 4.67388 7.23388 5.04943 4.54978 5.99107 4.22916 4.38565
threshold=29.911984439950004 14.845346859150002 86.345209775600011 95.44832900530001 20.797746106000002 109.58961877145002 314.93386866815007 20.315138807500002 9.4507625164000029 40.722669576350008 103.37390357390002 6.5613067478000007 19.314972497650004 -0.089139999999999997 -0.21563499999999999 4.8172533029000011 17.718540140300004 81.769454037550005 87.313054702550019 188.27285108100003 64.155439819650013 87.111491403900018 29.110986871100003 0.079745000000000024 59.98487780655001 19.835463452400003 -0.24665999999999999 -0.07490999999999999 16.375382608200002 -0.102645
decision_type=2 2 2 2 2 2 2 2 2 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 13 7 -3 -5 10 11 12 -10 -6 -14 16 -11 -17 19 20 -19 -13 23 25 -25 26 27 -9 29 -26
right_child=-2 2 -4 8 5 -7 -8 22 9 15 -12 21 14 -15 -16 17 -18 18 -20 -21 -22 -23 -24 24 28 -27 -28 -29 -30 -31
leaf_value=0.0069649019667360514 -0.02042436363404836 0.015291032070530456 0.0048090625914356359 -0.022328309702180416 -0.0030213432166821086 0.00062708823588748938 -0.024771405520087875 -0.025880873778015335 0.014338668026353587 -0.012058881702891502 -0.017656618066169659 0.013473564689048655 -0.014747688012304829 -0.019846009279412762 0.0027358025423105947 0.01821347410043957 0.013205419604845033 0.00061245368148989988 -0.022039777914271096 0.004463449018565816 -0.025009662093309591 -0.019167855137544414 0.0073471979922276314 -0.024665602654288393 0.0046250103681975598 0.024834792792105227 -0.025307674312077991 0.0085985606523625163 0.0024097549555622817 -0.028978538632821463
leaf_weight=9.9833671385422331 3.2226782203651956 6.5566433966159812 131.1693222746253 2.796765928156673 6.6973695028573266 14.402892824262379 3.4660553466528645 3.1467660283669829 10.514605107717214 4.0157615542411831 9.0113534303382021 1.4635554254055003 5.5914667472243265 19.906675183214251 24.979030145332224 5.5847447626292697 24.24448920506984 5.2397092524915916 3.8196255117654792 33.908739104866982 4.6387441921979189 7.7249503154307604 15.491868413519112 4.5163777917623511 2.6217030799016356 1.3508830070495594 8.0147356558591127 5.1286566499620712 67.348156165331602 3.5222779819741836
leaf_count=88 282 35 694 187 86 85 83 85 66 136 329 4 51 478 166 31 145 45 116 281 55 105 187 73 16 3 265 34 378 44
internal_value=0.000500644 0.000651552 0.00203438 -0.00114224 -0.00660396 -0.00990738 -0.000969416 -0.000268479 0.000798043 0.00125762 -0.00254398 0.000164908 0.00332583 -0.0156105 -0.000461998 0.00402462 0.00961538 0.00105429 -0.000958647 0.000880294 -0.0114192 -0.0139687 -0.00118639 -0.00256853 -0.000500608 -0.0117129 -0.0147436 -0.0045124 0.000984425 -0.0146395
internal_weight=450.08 446.857 252.333 194.524 50.9903 41.0069 121.164 117.698 143.534 140.737 59.285 50.2736 41.0851 26.604 30.5705 81.4518 28.2603 53.1916 47.6068 43.7872 9.87845 9.18851 111.141 95.6496 78.0085 17.641 16.2902 8.27542 73.4921 6.14398
internal_count=4633 4351 1897 2454 737 649 1203 1120 1717 1530 721 392 283 564 217 809 281 528 497 381 100 109 1085 898 511 387 384 119 438 60
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=7 17 20 20 15 15 8 22 8 5 22 19 7 20 15 21 23 23 22 17 13 5 15 3 6 22 2 4 22 17
split_gain=3.2944 2.61994 2.50784 2.78998 6.49613 2.6916 2.74361 7.93418 5.04766 5.06718 4.35401 6.3999 4.94068 4.71339 7.59355 5.66803 4.48042 4.96357 3.9701 3.70686 3.74456 5.2193 3.50039 3.86023 8.84797 3.27058 4.56562 4.53325 3.996 4.05472
threshold=29.911984439950004 158.19986339130003 31.914316944300001 34.515670600900002 23.241064975550003 51.19990836680001 8.8430989333000021 -0.088039999999999993 9.3427090425500019 20.852055640250004 -0.079369999999999996 14.351157895250003 23.276000438150003 40.250747516500006 40.042228346200012 1.1709819147500002 0.087700000000000014 0.093185000000000032 -0.087660000000000002 236.15709471040003 98.050756475600011 5.3654262215500008 18.581945927850004 80.785478361850011 11.355265313950001 -0.083330000000000001 73.064159960350011 330.20885572415006 -0.088274999999999992 226.29398701740004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 10 8 9 -8 13 12 -12 14 18 -15 -13 -18 -5 20 21 -14 -22 24 -24 28 -27 -28 29 -17
right_child=-2 2 3 5 -6 -7 7 -9 -10 -11 11 16 19 15 -16 25 17 -19 -20 -21 22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.018545878944056276 -0.023418131063626803 -0.015289004545159572 -0.025638847441830079 -0.0022975779482636194 0.017335764906660257 -0.019957146817283975 0.011093740358396907 -0.020144617692053338 0.017157237333335316 -0.030828195269134048 -0.008000926744060527 0.016935512273702769 0.014468485999415479 0.013629013157978435 -0.035660855893819024 -0.00041979764477384723 -0.016162792301640666 0.0081074896265542363 -0.029142110663313351 0.020543947374138675 0.019783910664990103 -0.022606330534293111 0.010791044214410926 0.004709637897565201 -0.025971736494443915 0.020581250561074155 -0.025014439755671542 0.0061155596823234447 0.0098494024947939785 -0.027730114298657769
leaf_weight=3.6010146671906105 2.9253236260265103 4.8833578447811297 2.1187630146741858 36.718243540264666 12.034340292215346 3.210513098165392 2.8627888429909962 11.608367282897232 7.8479194492101669 3.0501255840063095 25.375118316616863 26.218883525580168 2.7738363770768029 16.030048698186874 4.4099436253309241 108.84409011574462 5.0736633017659178 28.895128458738327 3.0565993944182983 5.9415372498333445 6.3488769084215155 6.5070798834785819 6.32808670401573 60.585450128652155 7.1324523724615574 2.0076173320412627 8.573150563053785 3.3252165541052809 20.071099851280451 2.857482597231864
leaf_count=233 282 190 73 424 61 61 16 105 42 26 312 160 42 162 37 1189 39 130 52 36 24 182 22 356 103 7 101 18 98 50
internal_value=0.000518772 0.000678536 0.000837793 0.00102102 0.0109023 0.00068456 0.000845238 -0.00636474 0.00525969 -0.0105313 0.00131779 0.00387652 0.000876549 -0.000933821 -0.0074845 0.000856067 0.00990722 0.00448242 -0.00436051 0.00323247 0.00208549 -0.0115256 0.00365677 0.00227399 -0.00868877 -0.00054943 -0.0109879 -0.0163146 0.000552144 -0.00111843
internal_weight=441.216 438.291 434.69 429.806 14.1531 415.653 412.443 25.3692 13.7608 5.91291 387.074 181.18 120.992 205.893 44.1848 161.709 60.1877 33.9688 39.7748 95.6173 89.6758 9.28092 80.3949 74.046 13.4605 145.679 13.906 11.8984 131.773 111.702
internal_count=4633 4351 4118 3928 134 3794 3733 189 84 42 3544 1406 1077 2138 513 1625 329 169 476 765 729 224 505 481 125 1463 126 119 1337 1239
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=16 20 17 15 0 13 21 16 20 6 22 22 20 3 10 10 22 20 0 2 13 20 23 3 22 21 23 23 16 5
split_gain=15.498 6.67763 7.19557 7.87351 6.11883 6.11603 8.38008 7.46235 8.88123 5.65581 5.51403 8.33381 5.49967 6.13768 5.36717 5.14848 4.92028 7.02588 5.33608 4.67029 5.73037 4.82249 5.51125 6.35969 4.91126 4.74079 6.90569 4.59888 4.79065 10.8155
threshold=18.594956516900002 38.238138001450004 166.68115439205005 30.054399297400007 86.09518316945001 95.937628385050019 16.241109211600005 16.224962059000003 41.404176814550006 14.845346859150002 -0.053874999999999999 0.075080000000000022 43.157831852650006 83.511574906150017 84.92839234085001 70.348883899450016 -0.088880000000000001 42.498713093000006 106.56510337475001 314.93386866815007 116.60111757565001 41.965446242000006 0.070640000000000022 94.227769014100019 -0.13734499999999997 15.678076857950002 0.087795000000000026 0.08079500000000002 19.224955043700003 19.897785533950003
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 6 16 -7 -9 10 12 -12 13 -6 -8 -10 -4 -18 -19 20 -2 24 -23 25 -22 26 -24 -11 -29 -30
right_child=4 2 3 -5 9 7 14 8 15 27 11 -13 -14 -15 -16 -17 17 18 -20 -21 21 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0021294612722340487 0.0027298598206364154 -0.0025513265633460816 -0.0034280424586232874 -0.0033196564532825827 0.00096389809038995586 0.0013554576380320942 -0.0023415786950030564 0.0011998908355383138 0.00079971468936825647 0.002447756601457355 0.0021100265441426104 -0.0033533163482727126 0.001506344583348501 -0.0040225849926773354 0.0029292247210654363 -0.0034279877289880539 -0.0041686745537179255 -0.004383808592681295 0.0023289675815139519 -0.0042445503953262593 -0.0020141272060123028 -0.0048987989111372171 -0.00041823161859491913 0.0019907144736974009 0.00095780084484979708 0.0024975616448211172 -0.0052050564107548403 0.0031598333504118154 -0.0020003221246522561 0.0012559237406211123
leaf_weight=31.549898932687938 10.632464271038769 17.443352001719177 16.49694115575403 9.5577884726226312 4.8883759155869546 71.481607552617788 3.6871567945927373 18.74669742770493 5.3935519792139557 43.177369013428688 21.541607789695266 4.725271124392747 6.5647625587880603 11.45209965482354 9.8301695883274061 15.451107792556284 5.0786971934139755 2.0047786496579638 9.1220466950908285 3.485469549894332 9.1596780568361265 4.9820338040590277 9.2387193590402692 8.763397451490162 49.02297917380929 2.9990129582583895 7.643725285306572 13.455168187618254 16.363853774964809 104.99266696721315
leaf_count=648 42 464 370 205 19 366 39 157 62 192 74 35 34 122 55 252 147 36 91 62 121 74 55 46 194 11 89 44 99 428
internal_value=0.000231905 -0.000545725 -0.0002746 -3.65804e-05 0.000735814 0.000162914 -0.000975908 0.000636801 -0.000660723 0.00108062 -3.77921e-05 0.0011272 -0.00137376 -0.00253084 0.00149149 -0.00233407 -0.00199579 -0.000537783 0.00111949 -3.62423e-06 0.000140668 -0.000159186 -0.00128232 -0.000653322 0.000489931 -0.00181877 -0.00258552 0.0013896 0.00105069 0.000816848
internal_weight=548.932 215.844 184.294 166.851 333.089 157.293 46.2198 111.073 39.5914 227.161 49.1721 26.2669 22.9052 16.3405 13.5173 20.8447 32.7025 16.2055 11.1268 105.927 102.442 91.8095 33.6269 28.6449 58.1827 19.8815 16.8824 177.989 134.812 121.357
internal_count=4633 2892 2244 1780 1741 1575 738 837 471 1047 284 109 175 141 94 314 644 274 127 694 632 590 275 201 315 155 144 763 571 527
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=16 22 6 9 21 3 3 23 15 13 16 17 9 8 20 2 16 12 8 19 6 6 20 21 23 2 15 22 13 0
split_gain=10.7299 5.26795 4.45261 4.71377 4.35751 5.13161 4.9921 5.31585 4.04831 3.84487 5.32603 8.91265 6.95051 6.73511 5.66821 7.23145 6.44446 8.16218 6.64844 4.84773 9.29129 4.57335 7.0717 4.42755 4.34173 3.89581 3.50202 3.50637 3.4879 5.46084
threshold=18.594956516900002 0.63131000000000015 15.635365317800002 27.033907557900005 9.5763142249000008 85.401560971850017 93.915907870950022 -0.225495 32.548041893900006 108.49810477050001 16.224962059000003 236.15709471040003 191.61296531520003 5.1459841250500009 40.574766824850009 83.777728670400009 13.534968349350001 247.65401887280004 2.9476996444500005 10.550851274900003 11.805275828400001 11.085259005300001 44.749265482150008 22.923548677750002 0.087935000000000027 319.32263744460005 22.853312863800003 -0.054875 117.49368567500001 91.109157582800023
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 -6 -7 -8 9 10 14 12 13 24 15 26 17 23 25 20 -17 22 -18 -16 -12 -19 27 -5 29 -2
right_child=4 -3 -4 8 5 6 7 -9 -10 -11 11 -13 -14 -15 16 19 21 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0053068118722872926 0.0029972578299917178 0.0033179678449196848 -0.0052067285850210827 -0.0052314924767699906 -0.0077478583791875093 0.00080054778847822713 0.0013650421523121615 -0.0069667304131919572 -0.0066080257449755014 0.0038309645412966426 -0.0059501558663913202 0.0039514061114439749 -0.0065024883545354503 0.0060547951174437734 -0.0049371028444860762 -0.0064283307913132158 -0.005828258738868876 0.0053026341850278417 -0.0067908692673735466 -0.0048148021255034262 0.006520729219188023 0.0039613146943505576 0.0031447471486778043 0.0079027075292474568 0.0028420445913311487 -0.001061094886095681 0.0068095110389285131 0.0022007245870993178 0.0005180621330245765 0.00061772452674547444
leaf_weight=8.076163041405378 86.431135818362236 11.008030176162718 8.7584699401631934 3.2695823516696683 3.1852124929428092 60.666362818330526 4.7723668683320284 6.8180585708469135 3.9816223047673693 7.4179877229034892 7.0363413412123936 6.2826544009149066 17.366235941648483 3.8494420498609534 15.079588793218138 3.7333602476865071 5.2324159517884246 10.972282670438295 2.837753032334148 22.757891423068941 4.456031421199441 28.46715971082449 8.3716598786413652 1.0533368587493885 2.9108320046216249 5.1972214188426724 3.7474634125828734 8.0731844408437592 91.781787617132068 59.833012092858553
leaf_count=263 407 75 369 51 43 271 35 92 106 34 208 34 273 12 370 168 66 74 84 366 19 103 68 2 20 73 9 45 582 311
internal_value=0.000342378 -0.000753653 -0.000990889 -0.000785947 0.00104141 -0.000226629 0.000104921 -0.00353612 -0.000573789 -0.000430872 -0.000627607 -0.00262743 -0.00395377 -0.00074562 -2.00209e-05 -0.00170159 0.000982619 -0.000931379 0.00175704 -0.00337727 0.000617543 0.00258129 -0.000306461 -0.00409878 -0.0033773 0.0032572 0.00173493 5.83685e-05 0.00144327 0.00202385
internal_weight=513.425 199.937 188.929 180.17 313.488 75.442 72.2568 11.5904 172.094 168.112 160.694 37.4455 31.1629 13.7966 123.249 46.0375 77.2114 35.1402 19.0073 30.9473 8.18939 42.0712 13.6041 16.1329 9.94717 16.1695 15.0902 11.3428 238.046 146.264
internal_count=4633 2892 2817 2448 1741 441 398 127 2185 2079 2045 547 513 240 1498 658 840 603 231 553 187 237 134 372 228 147 105 96 1300 718
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=16 20 15 17 0 18 16 0 10 0 22 15 22 20 4 6 9 3 20 20 21 0 7 9 16 0 6 5 21 12
split_gain=11.1961 5.53603 5.47224 5.43827 4.77994 5.28567 9.83529 5.45732 9.585 10.5717 9.42542 6.9828 6.19398 5.04646 4.87537 5.0349 4.84967 4.75553 4.64106 5.57463 5.53528 4.93081 4.98459 6.33887 6.1803 4.7047 5.19166 4.43069 4.30414 4.19292
threshold=18.594956516900002 38.238138001450004 30.054399297400007 166.68115439205005 86.09518316945001 13.900697602550002 22.624947093000003 90.321439350550008 66.859265246100009 91.886121982450007 -0.083330000000000001 36.548474543700003 -0.070854999999999987 35.476804824450006 195.04069921150003 16.455384477450004 216.07042296730003 86.092494711350014 41.965446242000006 43.477771593600004 3.4893684343500007 85.769879735700016 22.502236473750006 188.55070358395002 22.694946929300002 85.799452775150016 16.545386580300001 22.053438739150003 3.3069203559500004 288.20446809535002
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 14 7 10 -9 -10 27 12 13 -11 15 -6 -15 -14 -2 21 -21 22 -20 -24 -25 26 -22 -7 29 -5
right_child=4 2 -4 28 5 6 -8 8 9 11 -12 -13 17 16 -16 -17 -18 -19 19 20 25 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034549052494796039 0.001084741100383612 -0.003884876051700637 -0.0054346904873286946 0.0025431560878369668 0.0056855585979653268 -0.0029743283088196795 0.0054563997684883032 0.0049139641803763847 -0.0094087899673531185 0.0051809030404062709 -0.0078579623979211418 -0.0079048946881074104 0.0037231127684319047 -0.0055386261882832766 0.00152975122487531 0.00095947067405676085 0.0041500494607015579 -0.0028958085791494837 -0.0069198020468841095 0.0066121004873169074 -0.0073449934361236435 -0.0093470707861977847 0.0065288963192696517 -0.0078015462614986642 0.0049490165549694537 0.0046701215692925013 0.00077448302682510298 0.0054498167158276338 -0.00050552765266080103 -0.0039176486809079378
leaf_weight=27.43896640650928 57.502495762892067 13.949234691448508 8.0836507193744165 37.871773353777826 28.480323985219002 5.1265046447515505 13.849912289530037 15.606217756867407 4.8822014629840842 2.98762227594852 8.8975273966789228 3.8146182298660269 24.734799884259711 11.14639316126704 71.81038510799408 12.731325954198836 2.4618573039770117 5.1124944463372222 5.751039879396564 4.6989436447620418 5.7555772084742802 4.9655910767614833 3.9840471372008306 4.347963685169816 2.2523920461535454 4.1638805195689192 6.596484400331974 4.6447011977434158 99.585856135003269 4.373365099541842
leaf_count=648 332 460 209 326 138 27 59 57 43 10 78 48 87 107 288 54 9 26 61 13 65 50 12 71 13 14 63 16 1171 78
internal_value=0.000335347 -0.000857724 -0.000422827 -0.000162754 0.00105692 0.00157918 0.000557431 -0.000201394 0.000591466 -0.000631926 -0.00320598 0.000220686 0.000888082 -0.00217164 0.00251273 0.00422555 -0.00378586 0.00258937 -7.24551e-05 -0.00163756 0.000629271 -0.00389521 -0.00223798 0.000305895 -0.00345038 -0.0010729 -0.00300888 0.00103005 0.00020332 0.00187431
internal_weight=507.608 191.303 163.864 155.78 316.305 216.287 103.265 89.4149 70.7462 55.14 18.6687 50.2578 46.4432 16.5959 113.022 41.2116 13.6083 29.8473 100.018 42.5159 21.2149 21.301 16.3354 10.5844 6.60036 16.5159 12.3521 9.77121 141.831 42.2451
internal_count=4633 2892 2244 2035 1741 1047 567 508 387 330 121 287 239 126 480 192 116 113 694 362 155 207 157 96 84 142 128 43 1575 404
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=6 6 23 23 19 22 21 16 16 19 23 15 18 23 8 23 6 6 3 0 2 18 19 9 22 22 23 16 3 5
split_gain=3.66603 3.57992 3.08121 6.48049 5.35444 4.94649 4.57503 3.87681 5.58984 4.09673 5.82828 5.46921 5.43011 4.66303 3.13372 3.08328 3.02042 5.38116 5.0034 4.81793 4.93915 4.8107 4.74726 4.30115 4.91659 4.26517 4.21281 4.20506 3.96968 3.79428
threshold=13.115306437050002 12.410289964450003 -0.20885999999999996 -0.22831499999999999 10.250827068050002 -0.16262999999999997 1.0000000180025095e-35 8.6249798310500019 12.604970524100002 11.950964240300001 0.085715000000000027 20.152484759300005 14.804191144800003 0.09721500000000001 8.2435668022500028 -0.25843999999999995 13.775321858200002 13.665319288000001 85.589753040950015 86.345209775600011 314.93386866815007 17.370891598500005 13.051052998800001 206.39860865795001 -0.047144999999999999 -0.020814999999999997 -0.245505 18.714956236300004 84.812788641250009 20.315138807500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 -6 -8 -9 12 -11 -12 -10 -13 -15 -1 17 21 22 20 29 25 23 -18 -25 26 -2 -24 -29 -20
right_child=16 -3 4 -5 6 -7 7 8 9 10 11 13 -14 14 -16 -17 18 -19 19 -21 -22 -23 27 24 -26 -27 -28 28 -30 -31
leaf_value=-0.011925785288500136 0.0098969085578887901 -0.014068756831171227 -0.018495533614862159 0.017333099438503745 -0.015365215314179793 -0.016466114173543732 0.01674253571958836 -0.014949118577596945 -0.021591002172435068 -0.011638319471975998 -0.021164583894227668 0.01004782852402469 0.0094028182811743515 -0.022167984200695646 0.0078037751745138363 0.014611893977265695 0.0059737478701268375 0.014601526272725976 0.012946539635342437 0.0040393554240687485 -0.021445414635600707 0.017894585819211974 -0.020052934370864774 -0.016975544183280466 0.0081201306330527332 0.0062353801594384178 -0.021604865456816107 0.0024955900891577036 -0.014763333544365039 -0.00079035331629214508
leaf_weight=1.8379622092470524 1.642436247318982 7.1192630417644969 6.0141510865651062 7.3832404781132928 6.5471119466237715 4.838491269852967 3.7078456734307101 7.7997262286953619 1.8294323012232805 13.930346823297439 2.541415078565481 15.312884557060899 18.824166108854115 2.5789883881807318 1.7121131531894205 4.3428358435630807 17.480036733672026 13.462216857820748 6.2574993073940268 136.89015483669937 3.2768461527302852 3.4002278000116339 7.7340318560600307 6.5206052530556935 3.5599128324538434 5.414160460233691 5.2705869302153587 9.4821330495178717 6.7148071546107522 113.6814644522965
leaf_count=40 12 120 420 36 176 132 36 310 28 262 39 95 146 42 9 32 84 58 35 724 83 11 192 77 25 28 82 47 87 1165
internal_value=0.000479624 -0.00230467 -0.00146041 0.004882 -0.00290495 -0.00346059 -0.00165115 -0.000335331 -0.00131663 0.000557707 -0.00293445 0.00254063 0.00665748 0.00561372 -0.0102095 0.00672048 0.00134828 0.00663108 0.000853399 0.00182172 -0.000642035 -0.000191402 -0.00403798 0.000821372 -0.00811306 -0.00518009 -0.0141205 -0.00963435 -0.00465949 -7.36671e-05
internal_weight=447.107 106.32 99.2007 18.4025 80.7982 11.0193 74.784 68.2369 64.5291 56.7293 36.0757 22.1454 20.6536 19.604 4.2911 6.1808 340.787 29.1896 311.597 260.106 123.216 15.7274 51.4915 27.5606 10.0805 12.3272 6.91302 23.931 16.1969 119.939
internal_count=4633 1923 1803 240 1563 204 1143 967 931 621 447 185 174 146 51 72 2710 191 2519 2007 1283 133 512 186 102 122 94 326 134 1200
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=16 20 22 15 13 15 9 21 15 21 23 20 9 2 22 6 21 20 5 16 18 21 23 23 22 12 20 21 17 14
split_gain=12.7723 6.37288 6.30854 5.70779 5.19312 5.13572 5.62179 4.93934 6.61091 8.3265 8.11537 6.58067 7.9779 4.58411 5.43345 4.58076 4.60969 4.9941 6.22945 4.50275 5.05736 5.45649 4.32903 6.28352 4.95678 7.56384 5.44733 13.7451 4.60743 4.39379
threshold=18.594956516900002 37.232443001650005 0.63131000000000015 46.055224235250002 117.97223122220002 30.054399297400007 27.033907557900005 9.1670574189500034 36.548474543700003 11.772995266200001 0.13026500000000005 42.154118731400011 194.57718764590001 98.91243606750001 -0.017745 15.635365317800002 3.2738626606000003 43.968221017800005 10.36813655115 23.044946110900003 13.164254432300002 15.294585115650001 0.083395000000000011 1.0000000180025095e-35 -0.11534 90.571070795850019 42.283941020600004 5.7328850847000004 202.45551457875004 314.01641298495002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -3 22 9 -9 -11 -10 -13 -6 -15 16 17 18 -8 20 -5 -22 23 29 -24 -26 28 -28 -27 -2
right_child=3 2 -4 19 13 -7 15 8 11 10 -12 12 -14 14 -16 -17 -18 -19 -20 -21 21 -23 24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0031234675824447057 0.0016054877192179149 -0.0041737361196090596 0.0032022703072347139 -0.0058654356217986928 0.0011554229041522118 -0.0040821848520621795 -0.0051798153523270286 0.00080145115519757182 0.0025116716921729427 -0.00705286382971421 0.0019121196487569862 -0.005284693542256305 0.0013031966261781911 -0.0059298259924744417 0.0013315059113774162 -0.0037882058492602379 -0.00054717594651819152 0.0045387028312917172 0.0011309082201006243 0.0042557476704325244 -0.0020085826485858431 0.0043729375013269811 0.002570290288183221 0.0035032667648902485 -0.0049061063319832043 0.0019847683605814519 -0.0054384425187733922 0.0023057516783124552 -0.0011491155961183656 -0.0032732930479173689
leaf_weight=20.206431800499558 19.415643189102415 8.190985484980045 10.45502066798508 5.4543835185468259 8.8496740795671958 8.6727579142898303 3.8316566608846179 12.590994399040939 29.971469774842262 8.5721214916557056 3.0155094861984244 6.4202984645962742 11.051638431847094 6.72386784106493 3.442025385797022 7.4290416594594708 107.67575418297201 8.2390568777918798 35.219789825379848 2.9581595659255973 14.507900450378658 3.7189140617847434 36.546804893761873 47.981832802295685 5.3215879648923865 60.880778796970844 9.4683417454361933 10.883553672581909 12.490633461624382 5.1624774709343901
leaf_count=508 84 202 58 90 55 221 134 64 99 99 11 41 48 105 20 266 1245 32 226 10 132 11 137 209 48 252 68 41 75 42
internal_value=0.000289859 -0.000614079 -0.000346804 0.000872952 0.00105882 -0.000553799 -0.000374412 0.00122037 0.000155688 -0.00184464 -0.00471986 0.00117512 -0.00111761 -0.00131803 -0.00347124 -0.00018278 -9.93685e-06 0.0012133 0.000511712 -0.00121177 -0.00189476 -0.000706527 0.00158671 0.00251332 0.00109085 0.00054495 0.00085446 -0.00129709 0.00145126 0.000580731
internal_weight=535.349 209.92 189.714 325.429 298.789 179.259 170.586 279.774 71.622 24.1786 11.5876 47.4434 17.4719 19.0156 10.1659 162.395 154.966 47.2905 39.0514 26.6394 23.6812 18.2268 208.152 72.56 135.592 99.0449 93.7233 20.3519 73.3714 24.5781
internal_count=4633 2892 2384 1741 1498 2326 2105 1318 362 174 110 188 89 180 125 1903 1637 392 360 243 233 143 956 335 621 484 436 109 327 126
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=5 21 5 15 21 22 10 7 17 9 0 7 0 5 3 3 16 8 13 8 22 18 2 22 22 21 15 6 12 7
split_gain=3.5549 5.02081 3.22767 2.76724 2.49893 2.44776 2.65684 2.61609 2.64663 2.67905 6.46348 5.10597 4.96977 6.44594 5.51307 10.6506 4.52327 3.70531 6.83885 3.63945 4.61415 3.59691 4.31783 3.82071 5.37027 4.34353 3.38795 5.47219 3.74784 6.37062
threshold=7.754880527600001 12.944362924650003 5.3654262215500008 11.870705757150002 17.123843457500005 0.70681500000000008 54.884872733100003 17.817961733300006 162.04221493815001 186.70853236170004 102.75018128760001 22.398098708400003 85.732241321850012 30.133297129900004 95.002044955650021 94.227769014100019 17.874958200600002 8.3434888241000014 116.60111757565001 5.9453602998000008 -0.0309 14.741741751300003 310.93569142660004 -0.16533 -0.237895 5.3283630236500015 19.846565044850003 14.825346391850003 148.96091148645004 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 -1 -3 4 -2 6 -5 -8 -9 11 12 17 13 14 15 -11 -12 18 19 20 21 22 23 24 25 -10 -14 -28 -29 -30
right_child=3 2 -4 5 -6 -7 7 8 9 10 16 -13 26 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.019741495342040078 -0.025675190837725795 0.007887475963517283 -0.023732187024229121 -0.022818027938615027 0.010274001073608709 0.015096441529714877 0.025221286145799156 -0.014541526068254627 0.010232991405899138 -0.020809266786837786 -0.019779246498476979 0.010616809926160934 0.011419305346185437 0.017842648702610694 -0.029686879921019742 0.012652089708226592 0.023154002250639669 0.015860021369621974 -0.016690881581545296 0.025121446463614309 -0.026316330116199452 0.022157484676356372 -0.027571900977490682 -0.024344111284775941 0.014911761513636263 -0.026194781232346597 -0.0033193813819179714 0.0075177543191496752 -0.011024067916529153 0.0033612651093178742
leaf_weight=9.6984470030292886 3.3703859895467749 8.5454188114963454 1.8929135198704887 2.2330351360142222 1.2809511674568055 6.012360054999589 2.1550052706152192 5.1809312673285595 2.838254597969363 10.26122299581767 11.103789208456872 38.25515216588974 16.577341733500361 4.0597100593149653 6.2747103301808229 8.2270145379006845 1.3177316598594178 6.2303763180971137 11.556732910685239 3.1910529136657706 2.7913289219141033 4.1063384385779491 2.4538106471300116 2.1694145733490613 12.17085349280387 3.5196428168565035 85.531504087150097 66.796604376286268 17.905975520610809 84.578917618840933
leaf_count=592 157 123 73 134 14 39 14 164 25 123 280 284 140 16 97 40 6 33 226 13 67 19 52 76 62 74 790 346 120 434
internal_value=0.000601756 -0.00839176 0.00215349 0.00103075 -0.015775 0.00121798 0.0010152 0.00114524 0.0010178 0.00121836 0.000262453 0.00456559 0.000903245 -0.00774669 -0.0119419 -0.00591942 -0.0152247 2.90437e-05 -0.00217271 0.0028748 0.000512363 0.0032597 -9.20987e-05 0.00316569 0.00638664 -0.00993291 0.0018219 0.00119752 0.00347974 0.000847886
internal_weight=442.287 20.1368 10.4383 422.15 4.65134 417.499 411.486 409.253 407.098 401.917 312.635 89.283 300.213 28.8227 24.7629 18.4882 12.4215 51.0278 44.7974 33.2407 30.0496 27.2583 23.152 20.6982 18.5288 6.3579 271.39 254.813 169.281 102.485
internal_count=4633 788 196 3845 171 3674 3635 3501 3487 3323 2392 931 2106 276 260 163 286 647 614 388 375 308 289 237 161 99 1830 1690 900 554
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=16 20 15 15 17 13 16 23 17 10 2 17 8 13 12 21 2 9 18 22 23 21 15 21 23 20 9 16 18 21
split_gain=13.2613 6.53656 5.99015 5.57203 6.35305 5.94338 7.23635 6.79052 6.43571 8.22957 6.72755 5.68304 5.80153 5.47472 5.14846 7.49942 5.10388 5.03877 5.60035 4.53811 4.53167 4.36937 6.12385 7.70805 7.44298 5.8235 6.98143 4.2879 5.20456 5.53283
threshold=18.594956516900002 38.238138001450004 46.055224235250002 28.444110612900001 166.68115439205005 95.937628385050019 15.839962959300001 0.079745000000000024 236.15709471040003 71.830224329350003 84.740378741850009 195.81403325600004 5.1459841250500009 117.97223122220002 211.51213392550002 6.9984086918000008 98.91243606750001 192.57902085675002 15.265416824250002 -0.017745 -0.222165 9.1670574189500034 36.548474543700003 11.772995266200001 0.13026500000000005 42.154118731400011 194.57718764590001 23.044946110900003 13.164254432300002 15.294585115650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 4 20 7 14 -6 9 10 -8 12 -12 21 15 -7 -15 18 -11 -18 -3 -2 23 -23 -25 -24 -27 28 -4 -30
right_child=2 3 27 -5 5 6 8 -9 -10 17 11 -13 -14 16 -16 -17 19 -19 -20 -21 -22 22 25 24 -26 26 -28 -29 29 -31
leaf_value=-0.0026759125249101743 0.001584085355010899 0.0011926108926819099 -0.0058743234010324259 -0.0032770184183467978 -7.4951672366094666e-05 0.0018196470854331135 -0.0059459213555112193 -0.0042005462519321387 0.0037237416617513486 -0.0051649597184391582 0.00011362102908853607 -0.0059268782906045387 0.0062768411795265022 0.0011616255304060339 0.0034962979114820576 -0.0030764152232308477 -0.0059509347366579739 -0.0059996954603121731 0.0044586620966784478 0.00086601245579626758 -0.0044838109245670509 0.00086074951340276817 0.0024890455982936491 -0.0067372285276319733 0.0019168263572649558 -0.0049673271975167058 0.0013041603132978028 0.0039956519376027943 -0.0020057772132804587 0.0043855816957298109
leaf_weight=30.144571047276258 204.72645800560713 4.2852831333875665 5.6112786959856811 12.958637133240698 31.344484502449632 32.348639115691185 2.9364664908498552 12.279271143488584 6.0429905205965033 2.6812176238745442 7.5729952063411456 1.8466283418238152 6.0967989340424538 9.0880008004605788 24.474024653434753 8.8007997274398786 6.621963556855917 10.207479398697613 2.6678905040025711 3.2047806121408922 11.342394299805161 12.360720224678518 29.33400646597147 8.4813950844109041 2.9665207564830771 6.1609251387417343 10.818106230348347 3.0670633539557448 14.686240160837771 3.7627268061041823
leaf_count=648 956 68 90 250 442 148 50 296 26 89 137 23 14 55 108 77 105 117 12 20 387 64 99 99 11 41 48 10 132 11
internal_value=0.000273866 -0.000650946 0.000873414 -0.000307795 -7.44983e-05 0.000224111 0.000826949 -0.00123623 -0.00074822 -0.00154282 0.000581175 0.00181642 0.00286245 0.00106866 0.00178833 0.000772506 -0.00137854 -0.00406226 -0.000365137 -0.00372773 -0.00292727 0.00123708 0.000223948 -0.00171431 -0.00449469 0.00122037 -0.00097148 -0.00124093 -0.00190846 -0.000702239
internal_weight=528.921 208.031 320.89 177.886 164.927 149.3 105.676 43.6238 40.0525 34.0095 18.4529 15.5164 13.6698 293.763 65.6235 41.1494 18.9147 15.5566 5.34911 9.82674 15.6277 274.848 70.1217 23.8086 11.4479 46.313 16.979 27.1273 24.0602 18.449
internal_count=4633 2892 1741 2244 1994 1539 801 738 468 442 224 174 151 1498 333 225 180 218 101 125 455 1318 362 174 110 188 89 243 233 143
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=16 20 22 5 21 9 6 20 5 5 17 16 13 21 23 6 20 5 2 0 6 0 0 16 10 21 20 10 21 10
split_gain=17.7595 7.22144 7.19526 6.65461 5.57993 5.56739 5.4196 5.20216 6.39623 5.95092 5.18192 5.75442 5.3891 14.8656 5.20704 5.17727 6.93119 6.85706 7.07888 5.46703 5.99964 5.10584 8.1041 5.07831 6.11004 6.64332 4.77319 4.76483 6.20961 4.70309
threshold=18.594956516900002 37.232443001650005 0.63131000000000015 23.714185006400005 3.2871511629000003 226.58992707320002 14.845346859150002 43.968221017800005 10.36813655115 18.850689434250004 167.17143786700004 16.294961895300002 95.811270852950017 16.241109211600005 0.083555000000000032 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 85.990333302400003 16.375382608200002 96.082805124100005 93.047535894850014 22.674946976100003 62.009286778800011 8.449163415300001 36.859113051050009 70.348883899450016 5.7892729308500011 84.92839234085001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 21 8 -3 -10 -6 12 13 -12 -13 19 -17 18 23 20 -8 22 -2 24 -18 -26 -24 -16 -29 -15
right_child=3 2 -4 5 10 -7 15 -9 9 -11 11 14 -14 29 27 16 17 -19 -20 -21 -22 -23 26 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0026367672196389133 0.0012061481106375117 -0.0041714880870594041 0.0026072647820642647 -0.00051901241731041714 -0.0032513966481711467 0.0038077962274926675 -0.003880448194577567 0.0031000999031176256 0.0010201180074381495 -0.0029757882150586415 -0.0033527738086064651 -0.0039506982773024257 0.00053884062503304969 -0.002056481783255259 0.0026306601419600248 0.0029493697858757571 0.0022489489780641459 0.0020041645425571382 -0.0047504346133811475 0.0020239197774870217 0.0012145409088550594 0.0017470415245030336 0.00023530274928960782 -0.00323815363620631 0.00032341647619528918 -0.0045279655717475218 -0.0037579698949976917 0.0017979738316515838 -0.0034984290651169816 0.0029680279640258082
leaf_weight=21.787271054461598 15.13144415616989 4.7531385393813244 10.989475399255751 65.482441689819098 12.52995493263006 4.5050761997699729 4.7400409057736388 8.9547864254564029 36.070714261382818 6.1889182794839135 21.077875648625195 12.687516340985896 53.404344411566854 3.5571712814271441 4.3367300070822266 14.101760841906069 14.517628744244574 18.198323830962181 5.4515673443675032 123.03171623498201 10.605321995913981 15.405323147773741 6.264243986457589 6.538153462111949 15.46338225901127 5.3971700444817534 13.146962776780127 4.5421966705471268 10.146023986861108 10.246593454852698
leaf_count=508 66 152 58 532 398 13 29 41 218 170 448 279 325 36 24 49 44 64 52 504 36 52 34 39 60 34 133 32 146 57
internal_value=0.000250402 -0.000578758 -0.000353987 0.000793245 -0.000526631 -0.000240497 0.00106321 0.000470139 -3.08041e-05 0.000434918 -0.000947573 -0.000707013 -0.000212899 -0.00136382 -0.0020826 0.00131945 0.000554893 3.9897e-05 -0.000714757 0.00175964 -0.000359254 -5.54055e-05 -0.00085926 -0.000189884 0.00037346 -0.000931763 -0.00246929 -0.000836792 -0.00186057 0.00167323
internal_weight=559.253 221.273 199.485 337.981 188.496 69.9875 267.993 55.9676 47.0128 42.2596 132.528 119.998 88.286 34.8816 31.7125 218.045 79.668 65.5662 47.3679 138.377 15.3454 49.948 34.5427 41.9163 35.3782 20.8606 19.4112 19.025 14.6882 13.8038
internal_count=4633 2892 2384 1741 2326 545 1196 581 540 388 1745 1347 866 541 481 911 342 293 229 569 65 285 233 177 138 94 167 202 178 93
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=8 21 9 13 12 18 9 2 23 17 21 18 2 10 10 3 9 21 0 10 13 6 6 15 22 16 20 8 3 19
split_gain=3.47894 3.37348 3.22259 4.04029 5.20786 4.07802 5.497 3.68571 3.12277 3.1002 3.08601 2.85829 5.86543 3.95282 2.48781 5.41276 6.20222 3.49398 3.29057 6.7227 3.92967 3.87002 3.67885 5.68255 4.35832 4.44957 4.20961 6.5471 5.5034 3.708
threshold=1.7486353823000003 21.779899400000001 43.730860148300003 95.811270852950017 225.44236677700002 14.693728290050002 72.978853106700015 206.22726210890002 0.072890000000000024 158.19986339130003 8.8671606832000016 17.327266398450003 263.5517324101001 81.573196594050017 81.011308844800013 80.785478361850011 192.57902085675002 0.49227235280000009 96.631250582750013 70.182199495350019 98.599201934150003 13.345311811050001 16.455384477450004 44.024213102900006 0.022350000000000005 22.644947046300004 37.995872310650007 6.2451263653500009 91.496295553550013 13.251069136700002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 -6 -7 -8 10 -5 -1 13 -13 14 15 16 -11 -18 19 21 -21 -17 23 -23 25 -25 27 -24 -28 -30
right_child=2 -3 3 9 5 6 7 -9 -10 11 -12 12 -14 -15 -16 18 17 -19 -20 20 -22 22 26 24 -26 -27 28 -29 29 -31
leaf_value=-0.016807694185469475 0.018860061176388818 0.013811563699675254 -0.022490354193650731 -0.023440343117705244 -0.027633533147152167 0.016325873328675959 0.030648366528838952 -0.022880598036883502 -0.016251029174001046 0.013432184053631236 0.009229509662028049 0.018538562118797872 -0.014054264812994805 -0.019107975703258114 0.012642960801389271 -0.011024208866853501 0.00022248408090276713 -0.019602517712398251 0.0071554197030231177 0.013888439350694779 -0.010452220997489657 0.006052327811683765 -0.021476143309743106 -0.022253456560237039 0.016761759023809011 0.0020893238738751607 -0.033370277273933033 0.014686073809010625 -0.022370058110342234 -0.00035547316134482029
leaf_weight=2.9996340028010362 4.2479856200516215 2.8964121900498858 6.9969531348906484 2.129637812729924 1.9538113586604584 6.5502251274883729 0.64892071485519398 3.3678274308331311 12.78166283527389 4.3492721542716053 5.3767687757499516 9.981560252606867 3.0488738510757676 4.0442752521485081 8.0514479242265207 9.287831809371708 5.2834503352642086 13.042991863563655 41.532351406291127 3.1149616325274136 28.242278243415058 130.88877047132701 2.4884023237973478 7.5162245221436006 2.6963126361370078 5.500506766140461 2.2905643358826628 14.214868169277905 3.3521668203175059 93.585914195980877
leaf_count=123 26 18 350 123 32 47 1 141 540 25 70 45 37 121 39 92 50 176 215 28 437 711 140 82 11 49 19 65 195 625
internal_value=0.000600799 -0.00700507 0.00103806 0.000855265 -0.00827893 -0.000337208 0.00470983 -0.0142328 -0.00985474 0.00130701 -9.45503e-05 0.00144128 0.0109125 0.00111607 0.00133392 0.00108608 -0.00864713 -0.013887 0.00172635 0.000982623 -0.00803427 0.00202281 0.00248438 0.00464938 -0.00703713 -0.0119669 -0.000253363 0.00929874 -0.00186128 -0.00111675
internal_weight=442.463 24.0545 418.408 414.16 19.5177 12.5208 10.567 4.01675 21.1581 394.643 8.3764 392.513 13.0304 379.483 375.438 367.387 22.6757 18.3264 344.711 303.179 31.3572 271.822 262.534 146.602 15.713 13.0167 115.932 16.7033 99.2286 96.9381
internal_count=4633 751 3882 3856 571 221 189 142 733 3285 193 3162 82 3080 2959 2920 251 226 2669 2454 465 1989 1897 853 142 131 1044 205 839 820
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=16 6 5 20 22 15 10 21 8 15 13 2 22 21 0 16 19 8 23 23 9 18 22 23 21 20 22 13 10 16
split_gain=12.1544 5.54578 5.85691 7.24967 5.19148 4.72557 4.6857 7.22496 4.832 4.31578 4.1867 4.57251 4.26204 3.98034 5.70639 3.84646 7.84077 5.8298 5.03264 7.05184 8.88199 5.4386 5.30563 6.44913 5.20594 4.18593 6.88553 3.8892 3.71551 8.04253
threshold=18.594956516900002 15.635365317800002 10.36813655115 43.477771593600004 0.70681500000000008 46.055224235250002 82.299080289250014 3.3335862513000003 0.84933718570000016 32.548041893900006 117.97223122220002 98.91243606750001 -0.017745 17.629804977050004 110.98492854115001 13.534968349350001 11.850956171350001 1.9484794260000002 0.090850000000000028 0.085235000000000019 206.22988073345002 14.830595894550003 0.059500000000000011 0.12001500000000002 4.8814716696000007 45.711398460000005 -0.16533 105.63489686155002 66.859265246100009 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 -5 -8 15 28 -12 -13 14 -10 17 -17 -4 19 20 -18 24 23 -23 -20 26 -19 -21 -2 -30
right_child=5 -3 4 6 -6 -7 8 -9 13 -11 11 12 -14 -15 -16 16 18 25 21 27 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.004461694301812748 0.0013160475478781592 -0.0036744591472495352 0.0049055388243726813 0.006205964029946727 0.0034863616956155421 -0.00096879672521014569 -0.0036797917326034774 -0.0042910694302558993 -0.004618255929138006 -0.0045882953462327318 0.0011670030143085726 -0.0050188955581753295 0.00098655992770595668 0.0041409401287639726 0.0025162176845524033 0.0030122926680518315 0.00051373175651084606 0.0013803229380254499 0.0038927178088584849 0.0031717163405949695 -0.0050012310173835287 -0.0049707959338498621 0.0012362718892583676 0.00080159922346170612 -0.0023416827136626536 -0.0050704168867155399 -0.0029288336654755237 -0.0015571559853276257 0.001321289876561221 -0.0016827214248299278
leaf_weight=12.578235147520898 211.63683240860701 9.6000764556229097 2.5089417546987525 1.3345620669424558 7.1625535860657683 25.598451400175691 3.7051048185676363 8.8991996161639673 3.2294996883720142 3.8325686492025843 8.680817976593973 6.3998873457312584 3.1070324294269067 6.5620893873274317 5.1458600591868162 16.41034041158855 23.876067310571674 11.586688416078685 5.5348506178706867 19.164671767503027 6.596696685999631 14.087922919541603 5.2087723724544039 4.526246201246976 4.1466748211532831 5.5675439201295367 15.137178451754155 3.6672267261892548 41.476822420954704 25.454597041010857
leaf_count=567 954 371 9 3 36 243 101 197 81 106 55 105 20 22 57 59 260 110 19 82 81 171 32 37 40 94 311 46 220 144
internal_value=0.000259984 -0.000554546 -0.000397296 -0.001796 -8.18879e-06 0.000765523 -0.000634852 -0.00292217 0.000620765 -0.000184639 0.000915127 -0.00104051 -0.0030562 0.00168748 -0.000234802 -6.23573e-05 0.000345443 -0.00127191 -0.000158697 0.000644385 -0.000680139 -0.00143638 -0.00251692 -0.00356717 0.00122247 -0.00175188 -0.00106051 0.00241217 0.00104281 0.000178838
internal_weight=522.424 200.07 190.469 41.4546 149.015 322.354 28.8763 10.2338 18.6426 141.852 296.756 18.1877 9.50692 14.9374 8.37536 138.02 103.219 34.8004 86.8091 53.3047 30.4728 33.5045 23.8229 18.6142 9.68153 32.2914 26.7239 22.8319 278.568 66.9314
internal_count=4633 2892 2521 1028 1493 1741 461 200 261 1457 1498 180 125 160 138 1351 827 524 768 469 341 299 240 208 59 515 421 128 1318 364
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=16 12 6 21 22 23 6 18 13 19 6 6 20 19 20 3 23 19 0 16 10 20 0 13 23 23 17 22 15 2
split_gain=3.35303 4.35539 3.32757 4.03289 2.91551 2.86718 5.29581 3.67522 3.10486 2.76436 3.18405 5.96071 5.63045 5.26401 5.53269 4.34971 5.38432 4.73278 3.75571 4.27874 9.89883 7.12564 6.14128 6.28822 5.21628 6.03478 4.82657 4.56849 4.45982 3.75311
threshold=13.534968349350001 178.58312952045003 5.1351199812500008 20.581461612800002 0.70681500000000008 0.079605000000000023 13.185308072600002 14.693728290050002 73.265860971000009 11.850956171350001 13.665319288000001 13.825323026450002 47.309807198350008 13.351077205700003 41.559097512700014 85.589753040950015 0.094595000000000026 12.851036860900001 86.345209775600011 19.224955043700003 66.859265246100009 38.171717059500004 90.321439350550008 113.98793627290001 0.08079500000000002 0.085855000000000029 191.56943241645004 -0.078549999999999995 38.86986296220001 314.93386866815007
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 -7 -3 -9 -4 12 -12 13 -11 -15 16 17 -13 29 -20 22 -22 23 -21 27 28 -27 -25 -26 -17
right_child=2 5 4 -5 -6 6 -8 8 -10 10 11 15 -14 14 -16 18 -18 -19 19 20 21 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.015510236611945017 -0.021824558962130574 -0.013172621947202652 0.0099796591303204299 0.010107207203137731 0.016177877542881858 -0.022179619339821991 0.012406856894911947 -0.022191735797072818 0.0084695862744418784 -0.013538592729686104 0.01542956807825944 0.0078206943687907822 0.011281160061872558 0.010032539442414739 -0.013167851429246369 3.2858998679917426e-05 -0.017617312470841993 -0.0069158785756562452 0.014131501185830101 -0.016716013834831008 0.0016067445718937808 -0.025730756678123749 0.017840803368773007 -0.00042962728128776378 -0.028587497034403168 0.015030154163847231 0.00089987227515286557 0.020523440655770823 0.0018002722513104196 -0.025023541657628337
leaf_weight=11.547208802774547 5.3979395329952231 5.0713548511266735 14.589225854724644 2.3849259987473488 5.552709572017192 5.8528438946232182 2.70812420360744 1.4885520106181527 19.149252335075289 22.98529932834208 12.622796203941105 15.27525490708649 8.4642464723438007 11.265390101820232 6.9511791020631781 115.41100149368867 10.347808723337947 22.596673021093011 16.828473022207618 6.0399072282016268 8.0864541940391046 7.8665148727595797 14.368505172431467 6.348811179399493 4.3481166847050172 13.490457333624361 40.338086895644665 13.835175491869448 3.7720187231898308 2.5553907109424463
leaf_count=475 257 94 100 18 33 325 18 91 260 328 52 65 46 73 73 1119 117 309 74 35 36 69 57 31 33 58 194 101 17 75
internal_value=0.000586435 -0.00464813 0.00119869 -0.0120396 0.00146704 -0.000988175 -0.0112387 0.00242519 0.00625806 0.00125117 0.000901132 0.00166186 -0.00391039 -0.00703124 0.00117961 0.00108547 -0.00454406 -0.000972033 0.00215719 0.00448222 0.00311183 -0.0118736 0.0054432 0.0034229 0.00490389 0.00196213 0.00444119 0.0139327 -0.0144716 -0.000509913
internal_weight=437.54 45.8173 391.722 7.78287 383.939 34.2701 8.56097 25.7092 20.6378 378.387 363.798 314.131 49.6661 41.2019 18.2166 301.509 48.2197 37.8719 253.289 135.323 118.494 15.953 102.541 88.1726 82.1327 61.9487 53.8285 20.184 8.12014 117.966
internal_count=4633 1263 3370 275 3095 788 343 445 351 3062 2962 2442 520 474 146 2390 491 374 1899 705 631 105 526 469 434 302 252 132 50 1194
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=16 15 20 10 17 19 4 19 22 2 18 22 12 7 6 16 15 16 14 12 23 13 5 21 15 21 23 20 9 9
split_gain=11.2909 5.81217 5.37871 5.25593 6.57097 5.89565 5.0275 5.4001 7.02571 5.46019 4.88042 4.73329 4.49838 7.93812 7.19081 5.84311 6.12228 5.70148 8.20651 5.22955 4.26715 4.21894 5.10198 4.01024 6.50542 7.72232 7.55791 4.95584 6.7799 3.97833
threshold=18.594956516900002 46.055224235250002 38.238138001450004 74.757955233350017 195.59800312745003 9.4507625164000029 195.04069921150003 12.751028791950002 -0.21563499999999999 203.29256851545003 14.365787915650001 -0.237895 216.20511703005005 26.296311413900003 5.0851188130000002 14.184966829400002 19.926260352100005 9.7049773055000017 366.02505068985005 235.88806624395002 0.074340000000000017 118.84598011460001 28.543718473100004 9.1670574189500034 36.548474543700003 11.772995266200001 0.13026500000000005 42.154118731400011 194.57718764590001 204.99169312540002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 -1 4 6 -5 -4 8 10 -9 11 -8 15 14 19 -7 -17 20 -19 -14 -15 23 -23 -2 25 -25 -27 -26 -29 -18
right_child=1 -3 3 5 -6 12 7 9 -10 -11 -12 -13 13 17 -16 16 29 18 -20 -21 -22 22 -24 24 27 26 -28 28 -30 -31
leaf_value=-0.0025189293877330306 0.0014931124093110534 -0.001310014885149203 -0.0039273990059826343 -0.0052549720446705946 -0.0057026156816517171 -0.0025582708308060278 -0.0040751091919972639 0.0036413425853300688 -0.0055457153946122982 -0.0037542366884132272 0.005573808763116272 0.0023346827747849144 0.0054716227775809742 0.0054360915745804974 0.0042266679850802924 0.0037445049335423841 0.00086143552853054693 0.001709920232814303 -0.0049989427411321575 -0.00531042262039745 -0.0023269936968865405 -0.0047066240805221354 0.0011931569430158136 0.00076332764978406938 0.0023909621022873127 -0.0068752079967242131 0.0018871154743370592 -0.0048567865557296403 0.001411016108403761 -0.0025025779964729443
leaf_weight=28.219955538399518 206.25723401643336 25.954484332352877 9.4580425545573217 4.2138826530426732 7.3613072112202635 19.458656834438443 5.7481258176267138 11.565892849117516 6.7699667625129267 2.7901203725486985 3.125736717134715 4.727552510797973 1.4408161491155649 4.9874413292855051 23.967992506921291 10.407432118430732 20.758686387911439 7.2942981198430088 9.391188873909412 3.4104893896728754 2.343429671600461 6.2320414613932353 7.0161145702004433 12.531038247048857 29.593003038316965 8.5841836351901275 2.9880347698926917 6.0463815852999714 10.875591807067392 12.794519409537314
leaf_count=648 991 243 303 231 127 357 93 88 143 58 10 25 5 20 96 45 156 53 170 95 67 82 57 66 102 100 11 41 48 102
internal_value=0.000282814 0.000841328 -0.000598817 -0.000283813 -0.00155185 0.000258758 -0.000860325 -2.50047e-05 -0.00159581 0.002204 0.000370208 -0.00118244 0.000458613 0.00148125 0.00316029 -0.000393364 0.000564907 -0.000533566 -0.00206607 -0.0021082 0.0029545 0.00103379 -0.00158215 0.00115896 0.000182975 -0.00181776 -0.00461271 0.00121972 -0.000828529 -0.000421331
internal_weight=516.314 316.078 200.236 172.016 51.5467 120.469 44.1854 34.7274 20.3714 14.356 13.6014 10.4757 116.255 52.8357 28.8193 63.4193 43.9606 24.0164 16.6855 4.85131 7.33087 290.124 13.2482 276.875 70.6182 24.1033 11.5722 46.515 16.922 33.5532
internal_count=4633 1741 2892 2244 847 1397 720 417 271 146 128 118 1166 506 196 660 303 310 223 100 87 1498 139 1359 368 177 111 191 89 258
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=5 21 5 23 21 15 8 8 5 10 18 17 8 22 8 5 8 8 16 13 15 3 23 17 7 3 16 16 23 22
split_gain=3.19974 4.41499 3.36265 3.40439 4.0335 2.43604 2.10269 3.40774 2.88361 2.51506 2.39547 4.99184 2.66963 7.0535 4.26238 4.68404 3.23722 3.13097 2.82129 4.7312 3.72225 3.37972 3.03321 2.55667 2.43525 3.39945 2.27429 4.18053 4.0826 2.53875
threshold=7.754880527600001 8.8671606832000016 5.3654262215500008 0.074735000000000024 20.581461612800002 11.870705757150002 1.6487133604500002 2.1483234697000007 8.3129063967000025 54.884872733100003 11.207537862500002 162.04221493815001 8.8430989333000021 -0.088039999999999993 9.3427090425500019 20.852055640250004 8.7431769115000026 9.6424751081000029 22.724946859200003 117.76521994615001 51.19990836680001 94.109476856350014 0.10307000000000002 189.19102531915004 19.052023743050004 103.28787291370001 9.7049773055000017 12.604970524100002 -0.20885999999999996 -0.25105499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -8 -7 -9 -11 -12 16 14 15 -14 18 -15 19 20 24 -21 -20 -23 -13 26 -26 28 -28 -29
right_child=5 2 -4 4 -6 6 7 9 -10 10 11 12 13 17 -16 -17 -18 -19 22 21 -22 23 -24 -25 25 -27 27 29 -30 -31
leaf_value=-0.020269710564092311 -0.013752416487568375 0.015550393050002258 -0.02084390958473098 -0.021402258510594477 0.014144163975711974 0.009207719591165708 0.01430315706156126 -0.020138559597535546 -0.023049903779690475 0.018214710043630004 -0.021462578939384833 0.010822076356785854 0.0096886257996458332 -0.022572090799260484 0.013915943453041377 -0.02490339975622102 0.010475045673966808 -0.00065626659302997525 0.0172151700638783 -0.051965499729738587 -0.022745898563335219 -0.022469390500236542 -0.0023166744330580108 0.016094837221386698 0.013962995077803353 -0.021859455426533274 0.0026771585277863856 -0.0048552615941466377 -0.021146546246349197 0.0018972247917507852
leaf_weight=6.4336930192075696 4.2084402800537637 5.0965710701420885 2.4566706186160436 2.9515627129003406 2.0147638432681561 1.5845986250787962 7.3174833757802835 2.1070187385193995 3.0217827707529068 3.036164976656436 3.6941033331677309 9.7569514214992505 2.8818346634507197 8.1526459492742998 7.7841873867437243 2.9935511574149132 14.729431955143808 3.4927730532363048 8.1887459345161897 0.95594089478254263 2.4345234464853993 2.0060577010735874 4.6908376626670352 0.95032845437526692 5.1316497591324142 2.4217828037217251 4.7778877848759294 22.576000733301044 6.1986866309307498 278.89442559424788
leaf_count=482 171 41 105 149 11 17 51 134 75 14 157 85 16 72 43 26 72 35 31 7 53 66 23 4 42 176 51 222 268 1934
internal_value=0.00055146 -0.00723015 -0.000529243 0.00443021 -0.00698161 0.000907719 0.00105828 0.00120621 -0.0119533 0.000965323 0.00107768 0.000945192 0.00115798 -0.00492467 0.00451667 -0.00793626 0.00158117 -0.0159989 0.00120579 0.000864902 0.00111427 -0.020309 0.0101015 -0.0100729 0.00129043 0.000999804 0.00117412 0.000964078 -0.0107766 0.00139156
internal_weight=432.941 18.9533 12.5196 10.0629 4.96633 413.988 409.779 405.173 4.60638 397.856 395.749 392.712 389.018 25.305 13.6596 5.87539 363.713 11.6454 348.984 336.104 332.192 3.91233 12.8796 2.95639 329.757 320 317.579 312.447 10.9766 301.47
internal_count=4633 788 306 201 160 3845 3674 3582 92 3531 3397 3383 3226 192 85 42 3034 107 2962 2908 2831 77 54 70 2778 2693 2517 2475 319 2156
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=16 6 15 5 20 9 21 13 15 18 12 13 2 21 22 2 22 17 4 13 22 10 16 20 6 0 20 16 21 6
split_gain=11.2048 6.05371 6.03368 5.63956 8.71778 6.57393 7.57479 5.13835 5.07317 7.40709 4.91718 5.89996 5.76182 5.32035 5.22849 4.85353 5.00498 4.52859 4.48508 4.44091 6.1363 4.41481 6.31056 11.7298 6.68992 6.95449 5.98183 10.6485 6.77422 9.45771
threshold=18.594956516900002 15.635365317800002 46.055224235250002 10.36813655115 44.749265482150008 38.283670303850009 18.870920756500002 117.97223122220002 28.444110612900001 14.032563378150002 206.14208420540004 95.937628385050019 325.13486840910008 6.5280300271500007 -0.24150999999999997 98.91243606750001 -0.017745 162.43086425485004 168.18037996940004 107.92277473060001 0.059500000000000011 66.859265246100009 19.224955043700003 37.688226470200007 14.825346391850003 96.082805124100005 42.081757894750005 22.554947256700004 7.515317457250001 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 3 7 4 -1 6 -6 21 10 -10 11 -5 14 17 -12 -9 -17 -13 -19 20 -20 26 24 -24 25 -23 -2 28 -28 -30
right_child=2 -3 -4 8 5 -7 -8 15 9 -11 12 13 -14 -15 -16 16 -18 18 19 -21 -22 22 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0046887138639776088 0.0021353231478910125 -0.0042252507195541834 -0.0013219926962828238 -0.0053299628286002688 -0.0041337867943951083 0.0036658719176651733 0.0022097157669013967 0.0011851940389004229 0.0033952271498746672 -0.0047802372195701387 -0.0020119758340176926 -0.0052091120880914154 -0.0026542518983372525 -0.0022232545308590586 0.0025559842534418195 -0.0060106016657715429 0.0010404982734098477 -0.0025614395866110709 -0.00014163964728841429 0.0066690920390073587 0.0039806961463995857 -0.0027947183413111949 0.0012673626111622171 -0.0051946663721556523 0.0036306549989271264 0.0023876928081353467 0.0037653744242081397 -0.0011119764857148761 0.0042343839471763178 -0.0038960950964501691
leaf_weight=16.224208696745336 133.51387635245919 9.9570896979421359 27.143698066473007 5.2924394877627483 11.289016244933014 7.1066756695508948 6.8602685686200848 8.9931575171649474 3.3377169780433169 10.156721640378235 6.5505945198237887 2.7949761617928734 7.0448938431218258 19.715300556272268 42.74454300571233 6.7184794154018164 3.4557747505605203 6.8095884826034299 26.523272529244423 3.5888017416000357 11.839290760457514 12.378123454749586 13.666021674871446 11.923178151249884 16.303426891565323 11.163917422294615 25.346057903021574 43.533710338175297 5.6483866050839406 7.6166185475885868
leaf_count=624 517 371 243 181 301 58 45 55 17 239 86 92 76 206 250 105 20 64 231 7 44 124 55 89 60 36 126 207 21 83
internal_value=0.000287137 -0.000607458 0.0008277 -0.000415724 -0.00196541 -0.000215988 -0.001736 0.00102203 2.33622e-05 -0.00275812 0.000305781 -0.000479815 0.00137337 -0.000119654 0.00194897 -0.00136313 -0.00361563 0.000684775 0.00102261 0.00160438 0.00113058 0.00118467 0.000101439 -0.00174359 0.00128634 -0.000337157 0.00151335 0.000502422 0.00232264 -0.000434047
internal_weight=525.24 197.835 327.404 187.878 41.4802 25.256 18.1493 300.261 146.398 13.4944 132.904 76.5637 56.34 71.2712 49.2951 19.1674 10.1743 51.5559 48.761 41.9514 38.3626 281.093 65.4347 25.5892 39.8455 23.542 215.659 82.1448 38.6111 13.265
internal_count=4633 2892 1741 2521 1028 404 346 1498 1493 256 1237 825 412 644 336 180 125 438 346 282 275 1318 364 144 220 160 954 437 230 104
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 23 5 8 22 8 5 8 21 21 9 7 21 17 7 20 16 8 15 20 13 7 7 0 9 5
split_gain=2.96624 4.12726 3.05916 2.94223 3.73883 2.36842 3.20954 2.15031 6.55934 3.60258 4.05509 2.91637 2.78905 8.00545 6.18772 9.39597 4.85325 3.81111 3.70878 3.64613 6.08548 4.52562 3.48964 4.22005 3.86862 3.25704 5.69885 5.27371 3.69758 3.09817
threshold=7.754880527600001 8.8671606832000016 5.3654262215500008 0.074735000000000024 92.146902421150017 -0.27297999999999994 20.315138807500002 8.8430989333000021 -0.088039999999999993 9.3427090425500019 20.852055640250004 8.7431769115000026 1.2219980417000003 1.9176293050000004 194.45262321395003 24.374195395050005 2.0523604381000005 168.62011096010002 17.566486459500002 40.858951393400005 15.839962959300001 5.1459841250500009 31.890196708700007 35.476804824450006 109.96062599345002 22.721067571950005 22.532843451200005 85.732241321850012 189.68479361675003 13.713273242250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 11 9 10 -9 12 19 14 -14 -16 -15 18 -18 20 29 -22 -23 -24 -25 26 28 -27 -19 -7
right_child=5 2 -4 4 -6 7 -8 8 -10 -11 -12 -13 13 16 15 -17 17 25 -20 -21 21 22 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.018319474643772232 -0.02486199059418252 0.013105511030235144 -0.018792280094131187 -0.01942438981345988 0.012204667623283684 0.00013678258070852961 -0.0022296574753513125 0.0085954214877492861 -0.013524502820357295 0.01156981238415739 -0.020907336039486114 0.0091009326541544745 -0.033271023249032076 0.013567788343118579 0.014646896190798425 -0.019550428808314091 0.015221094774014546 0.0021323715545438714 -0.013291474690463771 0.010038510907921114 -0.019375907601922624 0.011057614707431397 0.010628214240279215 -0.025007275839841407 -0.00037589017115003033 -0.016528399175475168 0.012188222670114332 0.00035075691990989991 -0.019223550304384007 -0.018643040857489156
leaf_weight=6.0384274302050498 2.4563504196703425 5.0277047008275968 2.2915514237247399 2.7523033577017486 1.9821025989949701 4.9711209144443256 9.0477711483836156 2.8093351647257832 11.814913949929176 8.357722654938696 2.9391172491014004 14.414003239944575 3.4188994430005542 9.05546369217336 4.0970727019011957 6.2651220774278045 1.6351788137108076 37.664603001438081 10.059335543774067 22.261932645924389 2.2678862903267136 20.421863717958331 7.074646349996331 2.7104468531906587 7.1573106274008751 5.8858904372900716 19.948349477723241 187.78412506124005 2.6773043982684603 5.9503743359819055
leaf_count=482 46 41 105 138 22 103 178 15 113 47 26 71 36 86 15 79 24 313 385 157 132 99 30 37 43 93 97 1468 20 132
internal_value=0.000488552 -0.00647048 -0.000534588 0.00375121 -0.00618259 0.000793295 -0.00706209 0.00101829 -0.00387311 0.00421061 -0.006489 0.00135575 0.00104677 0.000271712 -0.0127876 -0.00602927 0.000926843 0.000495947 -0.00930472 0.0041175 0.0015101 0.00470816 0.00616998 0.000278567 -0.00714157 0.000947254 0.00451122 -0.000162223 0.000715079 -0.0100951
internal_weight=431.238 18.0921 12.0537 9.76211 4.73441 413.146 11.5041 401.642 25.9211 14.1062 5.74845 375.721 361.307 288.491 13.7811 10.3622 274.71 265.655 11.6945 72.8156 50.5536 39.6322 37.3643 16.9424 9.86776 253.96 60.2903 193.67 40.3419 10.9215
internal_count=4633 788 306 201 160 3845 224 3621 201 88 41 3420 3349 2616 130 94 2486 2400 409 733 576 341 209 110 80 1991 430 1561 333 235
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=16 15 6 5 20 13 15 18 12 15 16 21 2 21 16 16 3 0 22 12 7 21 13 0 0 9 22 6 3 20
split_gain=17.2726 8.37606 7.66464 7.56765 8.02146 7.0205 6.53847 7.64265 6.50721 6.18802 6.09866 6.17259 5.87941 5.45412 6.87578 6.24893 5.43849 9.51842 5.38954 5.37656 5.32097 6.06382 4.99705 6.19589 4.71753 6.07995 4.69665 6.9109 4.62683 4.55377
threshold=18.594956516900002 46.055224235250002 15.635365317800002 10.36813655115 43.477771593600004 117.97223122220002 28.444110612900001 14.032563378150002 190.46998066150005 28.298162031900002 23.044946110900003 15.294585115650001 98.91243606750001 6.9984086918000008 12.604970524100002 15.564963602350003 85.589753040950015 96.082805124100005 -0.017745 358.96165787565002 23.960918281000001 0.15802222800000001 108.64328150955002 101.91675926715001 100.01333091085002 28.715052674600006 -0.24150999999999997 13.185308072600002 76.927540944650019 42.081757894750005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 -1 16 8 -8 9 13 11 -3 -7 14 -5 28 17 20 -14 26 -2 -22 23 -17 -6 -26 27 -10 -16 -18
right_child=1 10 -4 6 24 12 7 -9 19 -11 -12 -13 18 -15 15 22 29 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0041610436076399276 0.0025081128814055291 -0.0026845300920096764 -0.0035533315302351651 -0.0036366513581592677 -0.0037063144433203826 0.0010059649450270638 0.0025472737180373393 -0.0039573423932917065 -0.003525661847905124 0.0060606877333151997 0.0037522409735963108 0.0021770708030206818 -0.0049146830810257985 -0.0028039281512982168 -0.0032310846599004502 -0.0037234957669012971 0.0016907948216121516 0.0018324059070644032 0.00084822539732152288 -0.0033900918913800414 0.00031093205082921121 -0.0050831793486007274 0.0035699067096889056 0.003388848819506682 -0.0023622242119324915 0.0016444290936082043 0.0017889370132862506 0.0025932275503714377 0.0017794556146486077 0.00060880560211582456
leaf_weight=14.888429606333373 2.8283623680472401 21.640671476721771 12.521024212241171 7.6139070056378833 6.1795613542199161 9.9082946591079253 3.548406731337308 11.711878610774873 6.5996908117085678 2.0562444701790801 3.36161234229803 4.8130635432898989 7.7304918840527534 15.572597438469527 3.0676016695797435 11.357406187802551 172.10114476084709 15.648487366735933 3.5794695988297445 3.8581224475055924 4.6663840860128394 9.6179485060274583 2.3463755436241618 2.2051441669464102 9.3042401717975753 14.780908485874532 55.644987352192402 4.8117499127984047 29.482666376978159 88.955342143774033
leaf_count=567 11 212 371 232 130 55 17 239 100 4 10 21 105 174 41 159 668 52 20 50 25 109 8 12 183 148 317 21 119 453
internal_value=0.000252576 0.000793041 -0.000604144 -0.000424039 -0.00182772 0.000979204 -2.76049e-05 -0.00244485 0.000227469 -0.000580445 -0.001174 -0.0018 -0.00117773 -0.000771047 -0.000206476 0.000332474 0.00113497 -0.000356232 -0.00309079 0.00106714 -0.00235761 -0.00332104 -0.00166196 -0.00256709 -0.000679866 9.66344e-05 0.00132359 -0.00094557 0.00130725 0.00132211
internal_weight=562.402 344.851 217.551 205.03 45.1531 315.036 159.877 15.2603 144.616 73.7019 29.8153 26.4537 21.2183 71.6457 56.0731 48.4592 293.818 32.7612 11.31 70.9146 17.1127 14.2843 15.9089 13.5626 30.2647 24.0851 67.0564 11.4114 32.5503 261.056
internal_count=4633 1741 2892 2521 1028 1498 1493 256 1237 749 243 233 180 745 571 339 1318 197 125 488 145 134 179 171 461 331 438 121 160 1121
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=8 22 16 10 10 21 20 20 3 7 6 10 7 3 5 9 13 16 15 23 23 9 21 23 21 10 10 3 20 6
split_gain=2.86268 2.77497 2.76166 2.72552 2.69436 2.99616 2.68745 3.91391 3.76479 3.44901 3.31697 3.23853 3.16438 3.16013 5.92984 3.49156 4.66758 3.30053 3.84734 2.62998 4.62711 2.56702 2.41535 3.22066 2.70721 4.32446 3.36235 5.56965 5.29291 4.58744
threshold=1.7486353823000003 -0.156745 7.1549832685000014 89.89935142405001 87.143681840350013 2.7200266080500004 47.927946529500012 49.292797572200008 103.28787291370001 19.627338137150002 9.6302250086500027 88.512107028750009 17.566486459500002 95.002044955650021 30.133297129900004 186.70853236170004 118.06363879865002 22.724946859200003 51.19990836680001 -0.17949499999999999 -0.222165 65.064848378650012 21.089366969400004 -0.27450499999999994 9.027058870800003 62.041548276350007 61.987779113750001 93.905154038450021 43.477771593600004 14.865347326450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 5 -1 8 10 9 -4 -8 13 -10 17 15 16 -15 18 22 20 -3 -12 23 -11 26 -26 28 29 -25 -28
right_child=2 19 6 -5 -6 -7 7 -9 12 11 21 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.012654675353812036 -0.026328800290430249 -0.025852235360748658 0.018868028959307878 -0.024441530279904103 0.019086244012296243 -0.027125999543757627 0.028642785543898836 -0.013567076834201141 0.011205664253498353 -0.018800519187562509 -0.011519428102137835 -0.023960274256890856 -0.02180919445800546 -0.021561693782658396 0.01622915325813443 -0.029752212130999871 0.022568924084457993 0.01445838714017837 -0.026674761956131037 -0.022374727341313329 0.027408107534644049 0.014816342990084356 0.019117646441149938 -0.011192599426042714 0.0053383336626155846 -0.005401663956910557 0.00066538779682591735 -0.022170026241713089 0.018414235266469126 0.0072423061150195256
leaf_weight=1.9948648232966681 1.9031174415722478 1.6437319419346752 5.606057656928896 1.769393341615795 4.3434672001749277 1.9379501417279241 5.5918377265334156 3.0283201187849036 1.9584697224199752 4.1701924782246342 2.8637332208454591 2.7091592866927376 6.5431883735582232 3.1361858379095775 3.5545998848974696 5.8135217819362879 2.0628320053219795 9.8733334839344007 2.5705324970185748 7.9589177761226875 1.7470320537686346 5.841184226796031 3.9076626598834983 17.844619320705537 28.385121300816536 61.941076501272619 111.44134245533496 4.3334869854152194 3.8032096903771153 108.84045370481908
leaf_count=38 151 64 37 125 47 55 15 36 37 52 38 192 369 122 16 98 8 42 58 414 8 36 22 114 136 539 1103 60 14 587
internal_value=0.00062921 -0.00749511 0.00105554 0.00122733 0.00671509 -0.00694781 0.00118396 0.00996456 0.000792382 0.00112789 0.014949 0.000862254 -0.0142038 0.00104318 -0.0093596 -0.0176191 -0.00405184 0.00146753 0.00109815 -0.0152154 0.00158923 0.00615243 0.00130528 0.00110102 0.00134759 -0.00202661 0.0025852 0.00341176 -0.00599111 0.00391502
internal_weight=429.119 21.3954 407.723 10.0457 8.27628 3.93281 405.82 17.3251 388.495 379.993 14.2968 374.387 8.50166 371.678 14.5671 11.0125 5.19902 357.111 347.238 11.3497 3.39076 8.70492 344.667 340.76 336.589 90.3262 246.263 224.615 21.6478 220.282
internal_count=4633 751 3882 265 140 93 3731 125 3606 3200 89 3163 406 2971 244 228 130 2727 2685 486 72 74 2627 2605 2553 675 1878 1750 128 1690
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=16 15 6 5 20 15 18 12 15 13 22 22 22 5 2 10 21 5 21 21 16 13 10 16 21 20 16 21 6 8
split_gain=11.5676 5.6118 5.52628 5.21877 7.04912 5.77234 7.81941 5.54511 6.12708 5.38209 5.28596 5.04342 8.64212 5.80342 4.90923 4.12271 4.91974 4.42828 5.61292 3.84558 6.85933 3.82325 4.21383 6.86327 7.05613 5.66468 8.34462 6.48822 9.34256 6.07077
threshold=18.594956516900002 46.055224235250002 15.635365317800002 10.36813655115 43.477771593600004 28.444110612900001 14.032563378150002 206.14208420540004 28.298162031900002 95.937628385050019 -0.24150999999999997 -0.051199999999999996 -0.58835000000000004 23.286780469550006 325.13486840910008 82.299080289250014 3.3335862513000003 7.754880527600001 17.629804977050004 15.294585115650001 22.674946976100003 117.97223122220002 66.859265246100009 19.934953383400003 0.98843639725000021 42.081757894750005 22.554947256700004 7.515317457250001 16.355382140900002 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 21 3 4 -1 7 -7 8 9 -5 -9 12 -11 -14 -12 16 -6 18 -17 20 -3 22 25 -24 -25 -2 27 -27 -29 -28
right_child=1 19 -4 5 15 6 -8 10 -10 11 14 -13 13 -15 -16 17 -18 -19 -20 -21 -22 -23 23 24 -26 26 29 28 -30 -31
leaf_value=-0.0050048451466445177 0.0021001335710685806 -0.0038990137587891238 -0.0041352808770870964 -0.0052917261049145693 0.005883270055872563 0.0034992024752841622 -0.0047731067436488474 -0.0023439467341558229 0.00742776114682167 0.0027126120030089599 0.0025119776898676928 0.0012939570700665273 -0.0029025031038577105 0.0044852616552101075 -0.0020179902479899245 -0.0032402544843392169 -0.004657064080631039 0.0054641682734349242 0.0029604521598745851 0.0027102814637211558 0.0017070888444851598 -0.0010846280309533118 0.00080199740623987284 0.00083624918163849066 -0.0068258347683700649 0.0036089490604357282 -0.0021139475966060616 0.004153094870943716 -0.0038417583678848392 0.0016618454006300401
leaf_weight=11.787094052881001 131.51272254623473 14.609023224562412 9.3080937759950739 5.3823832031339398 1.1301939636468903 3.2846908904612055 10.992604365572332 7.2690089028328648 2.0794722959399214 9.2513396777212531 43.039688131771982 24.831095047295101 33.542309569194913 2.530921420082449 6.037585529498755 7.2784074060618895 7.3789709247648716 3.508271161466836 5.8102287370711565 4.5474155098199835 7.2166254483163348 17.643174227327108 56.328602392226458 4.9201802089810354 5.7911096513271332 23.944723673164845 29.183377906680107 5.5697937682270986 7.7172517646104097 13.919650085270403
leaf_count=567 517 181 371 181 3 17 239 101 4 40 250 155 432 13 61 216 197 13 32 21 41 180 292 21 51 126 155 21 83 52
internal_value=0.000308365 0.000854254 -0.000598173 -0.000420336 -0.00200365 -2.62931e-05 -0.00286995 0.000276771 -0.000538737 -0.000758045 0.00140014 -0.000410218 -0.00134385 -0.00238417 0.00195469 -0.000594609 -0.00325709 0.000770432 -0.000487674 -0.00122536 -0.00204536 0.00103921 0.00117357 0.000145596 -0.00330629 0.00149888 0.000514591 0.002146 -0.000490398 -0.000894597
internal_weight=517.346 322.904 194.442 185.134 36.8932 148.241 14.2773 133.964 77.6175 75.538 56.3463 70.1557 45.3246 36.0732 49.0773 25.1061 8.50916 16.5969 13.0886 26.3731 21.8256 296.531 278.887 67.0399 10.7113 211.848 80.3348 37.2318 13.287 43.103
internal_count=4633 1741 2892 2521 1028 1493 256 1237 825 821 412 640 485 445 311 461 200 261 248 243 222 1498 1318 364 72 954 437 230 104 207
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=16 15 6 5 20 22 9 10 13 6 15 21 21 3 0 7 21 13 22 7 0 16 19 6 17 9 19 8 3 18
split_gain=15.2456 6.70142 6.46649 6.62292 8.24167 6.65308 5.58775 7.24399 5.25178 6.07791 5.14342 5.02609 4.5243 4.37018 9.24433 5.06607 5.89376 4.1437 7.70325 4.93048 4.49766 4.03465 6.74267 6.39115 8.15121 8.5092 7.77482 5.53044 4.81772 4.8006
threshold=18.594956516900002 46.055224235250002 15.635365317800002 10.36813655115 44.749265482150008 0.70681500000000008 28.715052674600006 84.92839234085001 118.84598011460001 19.835463452400003 31.445204138150004 3.3335862513000003 21.779899400000001 85.589753040950015 96.082805124100005 23.960918281000001 0.15802222800000001 117.61735474900001 0.022350000000000005 23.543468673550006 81.446839061900008 13.534968349350001 11.850956171350001 13.665319288000001 236.15709471040003 194.29956510785004 13.051052998800001 1.9484794260000002 85.726864405600011 15.265416824250002
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 -1 10 12 11 13 -10 21 -8 -6 14 15 -2 -17 18 -3 20 -19 27 -23 24 25 29 -25 -5 -28 -24
right_child=1 17 -4 5 6 -7 7 -9 9 -11 -12 -13 -14 -15 -16 16 -18 19 -20 -21 -22 22 23 26 -26 -27 28 -29 -30 -31
leaf_value=-0.003374373503625544 0.0022464915880086316 -0.0035202746628014907 -0.003065900835887733 0.0039208041102160654 -0.0037969086289081407 0.0029848802568023893 0.0040603968138153788 0.0026094196385447327 -0.0032958175092309165 0.0012724262193302739 -0.0028885906229501779 -0.003227391091164487 0.0025490094854982636 0.0010859918472312371 0.0016415680321803716 0.00031014847743478853 -0.0044199376811842658 0.0024539052690188603 0.0025180600009516193 0.0022730672728357784 -0.0043318812516814961 0.0023060237980895518 -0.0020362015276778559 0.001365642257979719 0.0020017030526409342 -0.0033310568387759525 -0.0041068454347574128 -0.0013864542316133119 0.0026203531872561548 0.0020634190959034158
leaf_weight=16.976566914469004 2.7191561833024052 11.192441172897817 10.669100461527703 2.4660283662378779 6.8951831599697488 8.2347546964883787 1.3639901615679288 10.404157752171157 7.4990929104387742 6.2331383712589741 7.7225889265537253 5.8475951422005892 1.6219104975461958 263.24065802805126 15.614576749503611 4.6000387072563163 9.3093739226460439 1.7097183465957622 3.1681509912013999 7.4616918563842773 3.4353585764765739 16.715549405664206 6.0356826186180097 40.30791681073606 8.0969661213457567 18.670632552355528 5.3541475944221011 33.042218403890729 1.6208645664155481 7.4698716029524803
leaf_count=624 11 145 371 9 193 36 4 89 110 29 181 110 8 1162 52 25 109 6 13 31 48 59 69 228 43 233 79 515 7 34
internal_value=0.000250793 0.000701895 -0.000473033 -0.000333913 -0.00151978 -5.65521e-06 -0.000314984 0.000784223 0.000844437 -0.00122227 -0.000172611 -0.00184899 -0.00258846 0.000940485 -0.00024747 -0.00202132 -0.00285563 -0.000932536 -0.00218813 0.000497737 -0.00207695 -2.25575e-05 0.000316382 -6.3466e-05 -0.00106427 -0.00183581 0.000788969 -0.00101787 -0.00254357 0.000231283
internal_weight=545.699 336.183 209.516 198.847 43.1094 155.737 26.1328 17.6157 309.216 13.7322 147.502 7.21159 8.51709 295.484 32.2431 16.6286 13.9094 26.9674 14.3606 12.6068 5.14508 139.78 104.272 87.5561 40.2732 32.1762 47.2829 35.5082 6.97501 13.5056
internal_count=4633 1741 2892 2521 1028 1493 404 203 1498 139 1457 114 201 1359 197 145 134 243 158 85 54 1276 752 693 379 336 314 524 86 103
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=16 20 15 17 15 5 21 23 23 21 22 2 13 9 2 13 23 13 19 21 20 20 20 3 17 2 22 15 22 5
split_gain=12.9228 6.15067 5.99217 5.86946 5.42916 5.01334 6.16502 5.10417 5.24393 6.88206 6.12288 4.65171 4.2958 5.03029 7.18053 4.11554 4.08222 3.96981 9.58074 7.21868 6.90603 6.36619 7.7946 6.18116 6.08975 5.93727 4.60319 4.39392 4.26336 10.5623
threshold=18.594956516900002 38.238138001450004 30.054399297400007 166.68115439205005 46.055224235250002 10.726864994700001 18.870920756500002 -0.25843999999999995 -0.15849499999999997 6.5280300271500007 0.059500000000000011 283.83865810395008 96.975373223400013 204.09084027260005 194.59788170430002 117.97223122220002 -0.222165 115.13321943645001 14.451165964200003 8.9448347342500032 42.081757894750005 42.684965421050009 42.720329370750001 92.238309997550019 214.22447330960003 216.39684782960003 -0.022394999999999998 30.404760455250003 -0.102645 21.836296031200003
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 6 -5 -7 -9 10 11 -10 -11 -14 -15 17 -3 18 19 25 23 26 -23 -19 28 -2 -22 -21 -24 -30
right_child=4 2 -4 5 -6 7 -8 8 9 12 -12 -13 13 14 -16 -17 -18 20 -20 27 21 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0023576493232734834 0.0015922370902991482 0.0008912359522563508 -0.0036873113173869578 -0.0021712608276627694 -0.0010473240547658263 -0.0041799605645508314 0.002036270038325641 0.0029279338243412252 0.00078339337580294558 -0.0044050999693812124 0.0035043272403903372 -0.0049846982565511476 0.00091471620846822011 -0.0056827839573306855 0.0010568424644057102 -0.00099508179763494993 -0.0039692811190212354 0.0040754250551558718 -0.004273739757018339 4.0313177365495011e-05 -0.00077836974879357088 0.0044221242436741715 0.0017504101449433726 0.0016085932442979399 0.0048778038997061507 -0.0027061115660532414 -0.0064780634434599459 -0.0048524868727592109 -0.0039257116044451442 0.0012486290534366618
leaf_weight=28.933000545017421 72.740652449429035 4.2874381421133885 8.6201116777956468 27.443215702660382 26.110777487978339 3.857075782492756 7.9890505671501151 16.745264621451497 42.040546230971813 5.8405937049537888 15.677338860929011 2.6402937937527886 18.338891224935654 6.2535256259143335 5.0993940755724907 18.029359905049205 10.815495287999507 22.943986468017101 7.2104254961013785 7.4259505197405797 12.588355936110018 10.34061089903116 14.328531291335812 84.58987034112215 4.8139929920434943 6.1963820718228808 3.1471618935465804 5.815142884850502 12.705021418631086 15.637128906324504
leaf_count=648 316 69 209 666 243 64 54 78 294 88 60 45 115 82 29 180 391 85 44 40 59 61 86 326 16 51 28 59 80 67
internal_value=0.00027296 -0.000556793 -0.000260154 -8.32823e-05 0.00079588 0.000165859 -0.00122257 0.000588161 0.00075144 0.000371361 0.00123781 0.000442544 -0.00110045 -0.000450404 -0.00265554 0.000957104 -0.00258947 0.00108259 0.000405663 0.000771698 0.0014541 0.000458842 0.00110572 0.00213493 0.000383518 0.00125483 -0.00191833 -0.00210848 -0.000123515 -0.00107089
internal_weight=529.205 204.581 175.648 167.028 324.623 151.925 35.4323 116.493 112.636 95.8906 60.3582 44.6808 35.5324 29.6918 11.3529 298.513 15.1029 280.483 99.3886 92.1781 181.095 73.5608 57.8253 107.534 47.4847 78.937 15.7355 13.2411 42.6707 28.3422
internal_count=4633 2892 2244 2035 1741 1575 720 855 791 713 399 339 314 226 111 1498 460 1318 510 466 808 397 310 411 249 367 87 99 233 147
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=16 10 17 5 21 2 7 10 18 14 17 13 14 15 23 23 22 18 16 19 22 9 21 16 6 20 22 13 2 22
split_gain=7.97793 5.22545 6.84495 5.58619 6.66527 5.33162 8.07251 5.48898 5.65257 5.29971 5.16911 5.21722 5.08129 4.44191 4.38458 4.74792 4.11376 6.29053 5.0954 5.0528 3.88898 7.87125 3.74422 6.44519 3.39009 3.32687 3.30802 3.21862 4.1712 4.58856
threshold=18.594956516900002 74.757955233350017 195.59800312745003 10.098719381700002 18.870920756500002 186.79363985910004 26.366329164100005 83.602982482550019 17.370891598500005 366.02505068985005 209.18283600905002 98.050756475600011 195.37489133290003 46.055224235250002 -0.13578999999999999 -0.222165 -0.095854999999999996 14.349689277800001 13.534968349350001 12.851036860900001 -0.051199999999999996 205.73475031020004 15.294585115650001 22.674946976100003 14.135330269750002 40.408647214050006 0.075080000000000022 117.97223122220002 98.91243606750001 -0.017745
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 7 -7 8 10 -8 11 -5 -1 27 15 -3 17 18 -14 -18 21 25 23 26 -23 -13 -15 -2 -29 -30
right_child=13 3 -4 5 -6 6 9 -9 -10 -11 -12 20 16 22 -16 -17 19 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0038965508008660227 0.0010870902321031644 -0.0038953513647023768 -0.0058341334444708005 -0.005498150673586796 0.002316639432512718 0.0035292107650107293 0.0017357745244019748 -0.0056771355150783123 0.0049221730544267385 -0.0040589401221157069 -0.0052849104059146867 -0.0017071270148412004 -0.0048163057794243331 -0.0049744584524483298 -0.0048265644862516754 0.0039340737661435173 -0.0057771389771194533 0.0050476888448360473 0.0011346123078214709 0.0006509010003145025 0.0023512966413664631 -0.0068381857373464982 0.0029267184758813712 0.0018215657212120914 0.00047336941714003748 0.0030687034460867889 0.0026229334908748534 0.0014340726339930846 -0.0060008665298174647 0.0014903841556848075
leaf_weight=11.609384749084709 261.4730432163924 3.9963995842263103 8.6352637298405153 3.786906285211443 6.9791831066831937 27.050818398594856 8.3426371635869128 4.4526059543713918 5.2238347344100466 7.1769499238580456 4.937880588695406 5.6608132421970359 4.9044390786439207 12.006571812555199 14.443950879387556 3.5977252316661241 5.87891958281398 6.8489275183528653 12.433543014340101 6.0811660327017307 17.194472357630733 5.6046283654868594 4.3504565842449656 6.7523591723293057 2.1427769213914871 9.6323559954762441 1.5859764739871014 8.117678966373207 5.9009804148226976 3.0223579257726652
leaf_count=387 1318 136 156 115 52 134 64 169 18 114 62 41 104 172 728 27 136 33 151 71 76 72 21 41 10 36 9 55 105 20
internal_value=0.000278203 -0.000526082 -0.00178331 1.83429e-05 -0.00189405 0.00056665 0.00189846 -0.000400254 3.33798e-05 -0.00094396 -0.000488237 4.97996e-05 -0.00105084 0.000773214 -0.00322752 -0.000186152 -0.000136882 0.00103598 -0.000548739 -0.00250877 0.00057197 -0.000755886 -0.00123642 -0.00212665 -0.00481596 0.00130092 -0.004088 0.000951405 -0.00113052 -0.00346356
internal_weight=489.825 186.616 56.3916 130.224 29.0173 101.207 42.5704 58.6363 54.1837 15.5196 48.9598 44.022 47.7564 303.209 22.0381 7.59412 36.147 24.1869 17.338 11.9601 40.235 23.0406 24.6954 20.3449 7.74741 15.2932 13.5925 278.514 17.041 8.92334
internal_count=4633 2892 1038 1854 943 911 312 599 430 178 412 350 882 1741 891 163 495 288 255 207 235 159 243 222 82 77 181 1498 180 125
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=16 6 5 20 22 15 15 18 15 10 21 8 2 21 20 5 20 22 22 6 3 3 3 16 13 20 0 20 16 21
split_gain=14.5945 6.01683 5.85225 7.34175 6.34198 5.6833 5.02681 8.89388 5.37443 4.88081 4.88635 4.6787 4.52608 6.81582 5.60615 5.32172 5.0248 4.43143 6.09681 5.91719 4.4308 4.15416 8.93325 5.30411 12.569 8.46391 6.1636 5.36125 9.79233 8.41216
threshold=18.594956516900002 15.635365317800002 10.36813655115 43.477771593600004 0.70681500000000008 46.055224235250002 28.444110612900001 14.032563378150002 28.298162031900002 82.299080289250014 3.3335862513000003 0.84933718570000016 186.79363985910004 6.9984086918000008 42.876019054300009 23.286780469550006 37.572218886150004 -0.24150999999999997 -0.0057149999999999996 8.7252038630000026 108.48197402175002 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 39.032633164100012 90.321439350550008 42.081757894750005 22.454947490600002 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=1 2 3 -1 6 20 8 -8 12 10 -5 -11 13 14 16 -16 -4 -14 -19 -20 21 22 -2 -23 25 -25 27 -26 29 -29
right_child=5 -3 4 9 -6 -7 7 -9 -10 11 -12 -13 17 -15 15 -17 -18 18 19 -21 -22 23 -24 24 26 -27 -28 28 -30 -31
leaf_value=-0.0045279605388913605 0.0011864111266885412 -0.0038052810900472142 -0.0026975149519558954 0.0052925828162810684 0.0036914533738177466 -0.0010311832773895761 0.0036891632362837418 -0.0043767858513727711 0.0062179152489924092 -0.003714939771934773 -0.0041954883690444398 0.001784784674926172 -0.0021509240483043399 -0.0031271727194804675 -0.0045738168943120069 0.0049423654540331347 0.0010510744243985249 0.0020828669429068004 0.003055161397882204 -0.0052708876347550612 -0.0030530455018761664 0.0032227250326569952 -0.0036361120620385101 -0.00013478724085480348 0.0016127348380561501 -0.0062163753285092403 0.0035672287920280044 0.0044958607577548328 -0.00074150505665672418 -0.0021284692545476729
leaf_weight=12.872248339466749 21.388385895639662 10.094502561725674 7.6467145578935733 1.1124703623354459 7.7671153955161563 26.807585263624787 3.1600771546363822 11.391932880505918 2.4771108180284491 3.4894778318703201 8.3910005427896959 14.15056208334863 7.4744443520903578 17.146361622959375 7.4864428024739009 1.2395275495946405 42.088590168394148 36.512230362743139 2.3934478536248198 4.3556032162159681 4.7774482164531937 22.542846288532019 10.297796271741388 11.231519743800165 136.38207135908306 6.5599835515022269 20.385864570736885 13.917504884302618 53.668750412762165 4.620896376669406
leaf_count=567 95 371 125 3 36 243 15 239 5 101 197 160 103 207 222 6 251 205 18 61 91 89 102 51 563 58 68 70 266 45
internal_value=0.000299762 -0.000604449 -0.00043542 -0.00188198 -5.24278e-05 0.000846915 -0.00025525 -0.00262521 1.24682e-05 -0.000627185 -0.00308482 0.000696853 -0.000109197 -0.000768758 -7.70477e-05 -0.00322204 0.000474735 0.000873697 0.00139627 -0.00231818 0.00101157 0.00107609 -0.000380877 0.00124751 0.00106707 -0.00237716 0.00133468 0.00111649 0.000179208 0.00284468
internal_weight=533.831 201.25 191.155 40.0158 151.14 332.581 143.372 14.552 128.82 27.1435 9.50347 17.64 126.343 75.6076 58.4613 8.72597 49.7353 50.7357 43.2613 6.74905 305.773 300.996 31.6862 269.309 246.767 17.7915 228.975 208.589 72.2072 18.5384
internal_count=4633 2892 2521 1028 1493 1741 1457 254 1203 461 200 261 1198 811 604 228 376 387 284 79 1498 1407 197 1210 1121 109 1012 944 381 115
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=16 15 20 15 21 10 17 5 16 21 18 4 3 10 10 16 20 16 0 2 21 15 0 21 7 20 21 10 5 7
split_gain=9.79462 6.3851 5.62657 6.4538 4.6326 5.12737 4.4275 4.36399 4.1267 5.50477 3.88297 4.88219 3.8468 3.76556 4.5134 10.928 7.06057 7.85874 5.82818 5.68015 5.53843 9.76252 6.1947 5.17191 4.52236 4.49284 4.04011 5.25889 3.66399 3.56333
threshold=18.594956516900002 46.055224235250002 37.232443001650005 30.054399297400007 3.2738626606000003 69.545034918450014 167.17143786700004 7.9916986750000012 23.044946110900003 15.294585115650001 13.405741979600002 404.75570863780007 93.292185584700022 60.87206898960001 64.369753017350021 21.074950717600004 42.081757894750005 22.494947397000004 88.122280599850015 216.39684782960003 5.4349223666500004 38.86986296220001 86.208098410950015 11.007427546000001 23.109894804950002 42.686561923500008 11.772995266200001 58.309968391300011 30.359384049000003 22.598495330900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 -1 4 5 -4 28 -7 9 10 -3 12 -12 26 16 19 18 -18 -15 23 21 29 25 -16 -25 -22 27 -2 -6 -19
right_child=1 8 3 -5 6 7 -8 -9 -10 -11 11 -13 -14 14 15 -17 17 20 -20 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0032822881944864117 0.0016016699227519378 -0.0064380238589908803 -0.004995258447969649 -0.0045014801491717778 -0.0054766761895495173 -0.0053843583000860642 -0.00035762184916709609 0.0019481078788374461 0.0042244791393177368 0.002682715086493084 0.0035048087821728528 -0.006986632690732731 -0.0032095893446705518 0.0020433271513717569 0.0015185481708848586 -0.0062710837174369339 0.0042581164084385349 -0.0035748339037268485 0.0055001802734733849 -0.0038409448231756897 -0.0059318478632892557 0.00041598469525747962 0.0024978840634399284 0.0022201675462823647 -0.0066864729481231813 9.517600656302954e-06 -0.0064707697995965794 -0.0041909393180170436 0.0031141104582172682 -0.010890225507655211
leaf_weight=17.995722017250955 13.70007648505271 6.9307756964117386 3.2013735454529515 8.8996901195496303 7.5553915682248753 2.1704120249487451 103.2017537150532 44.909949336200953 2.845579855144023 4.6904650330543509 4.530394069850443 3.2337825819849959 4.1887514162808657 96.403956081718206 74.805346950888634 5.9667262360453597 11.027326107025145 3.1804326400160816 14.283538453280924 6.2609256170690051 4.566142611205577 9.620369013398884 20.560456365346909 2.3488538563251486 3.8173142969608307 11.232856843620537 2.9106544852256766 5.6448190677911034 1.5213245116174219 3.644786573946476
leaf_count=508 115 106 113 224 372 107 1217 326 10 21 15 39 52 377 346 39 72 20 52 51 35 41 75 9 49 53 51 81 25 32
internal_value=0.000312449 0.000856266 -0.000595736 -0.000313767 -8.45016e-05 0.00118953 -0.00065505 0.00161008 -0.00152066 -0.00221414 -0.00343046 -0.00168655 0.000279155 0.00107283 0.00123877 0.000341423 0.00171798 0.000380283 0.00248941 0.00079372 -0.000429528 -0.00286157 0.000670496 0.00115208 -0.0032937 -0.00170762 -0.000923287 -8.8607e-05 -0.0040368 -0.00748138
internal_weight=505.85 316.394 189.456 171.46 162.56 50.2817 112.278 47.0804 26.4197 23.5742 18.8837 11.9529 8.71915 289.975 267.719 93.1992 174.52 63.8324 110.687 87.2324 52.805 16.4456 36.3595 80.9715 6.16617 15.799 22.2556 19.3449 9.07672 6.82522
internal_count=4633 1741 2892 2384 2160 546 1614 433 243 233 212 106 67 1498 1251 494 757 328 429 455 256 93 163 404 58 88 247 196 397 52
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=16 6 5 20 15 13 15 18 12 22 13 18 13 17 2 10 21 5 21 22 20 4 16 21 2 22 21 9 17 18
split_gain=15.4914 7.00933 6.76805 8.74207 6.75126 6.14466 5.74395 7.43992 6.31074 7.38605 7.34525 6.10866 6.68348 7.0855 5.14569 5.09322 6.10995 5.26191 7.34213 4.85372 6.94107 6.38509 4.80747 5.42127 4.76273 5.09131 4.68723 5.82498 6.82777 4.18385
threshold=18.594956516900002 15.635365317800002 10.36813655115 43.477771593600004 46.055224235250002 117.97223122220002 28.444110612900001 14.032563378150002 206.14208420540004 -0.24150999999999997 95.937628385050019 17.370891598500005 98.050756475600011 208.35751021765003 325.13486840910008 82.299080289250014 3.3335862513000003 7.754880527600001 17.629804977050004 -0.051199999999999996 39.955516828000007 169.78554988275002 23.044946110900003 15.294585115650001 98.91243606750001 -0.017745 4.6633733285000014 204.99169312540002 171.90167533095004 13.405741979600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 10 -10 -4 12 -12 19 -11 16 -5 18 -17 20 -14 -22 23 29 -7 -26 -23 28 -28 -6
right_child=4 -3 6 15 22 24 7 -9 9 14 11 -13 13 -15 -16 17 -18 -19 -20 -21 21 26 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0039275149698530113 0.0010358286130459549 -0.0033255876751638208 -0.004174781420776561 0.0050071445554913845 -0.0045931253862439335 0.00082955068025230921 0.0024650059901431911 -0.0036891883571692403 -0.0021166040396382738 0.0020205201468107593 -0.0041246015456603783 0.003782407426814809 -0.0035577498665210639 -0.0040042763849596373 -0.0014410574062034456 -0.0025811096479505836 -0.0035778686053714098 0.0044789778958660136 0.002549055654140949 0.0016925086819172075 -0.0036897648656965044 0.0027992199614288965 0.0032638764761920821 0.0020393721541587138 -0.0044871631053071933 0.00083308092757093612 -0.002973660191594338 -0.0045139354423223014 0.00293067852139913 -0.0011073538179142955
leaf_weight=14.801362195052205 286.20743828266859 11.315441921353338 6.5455869752913705 1.2657451592385793 7.1725212000310519 9.6633339226245898 3.4659029208123675 10.990981755778192 8.3126973863691074 46.82948200404644 5.9449301976710549 4.99707993492484 7.8293253686278979 5.6151165999472132 6.5682886205613604 8.4857542142272013 9.1554345320910198 3.8424981217831364 6.694023296236991 21.502611771225936 4.5739389173686531 11.159821666777136 3.1704960763454428 4.6487155295908442 7.210576243698597 3.6261724382638914 3.9983867257833463 3.4462879300117484 7.6607273891568184 12.972742641344665
leaf_count=567 1318 371 181 3 106 55 17 239 101 250 143 16 82 64 61 216 197 13 32 98 61 38 10 21 105 20 83 32 27 106
internal_value=0.000247206 -0.000519904 -0.000364039 -0.00163139 0.000740017 0.000897089 -1.23504e-05 -0.00221378 0.000207162 0.00109479 -0.000450619 -0.000132916 -0.000405673 -6.96028e-05 0.00159472 -0.000477116 -0.00253514 0.000650355 -0.000318794 0.000297578 -0.00047811 0.000303737 -0.000982716 -0.00152574 -0.00103989 -0.00270691 0.000999183 -0.000330679 0.000905839 -0.00234843
internal_weight=549.673 215.001 203.686 44.2448 334.672 306.708 159.441 14.4569 144.984 61.7105 83.2738 76.7282 71.7311 65.7862 53.3978 29.4435 10.4212 19.0223 15.1798 60.1711 38.6685 30.8392 27.9645 24.794 20.5001 10.8367 26.2652 15.1054 11.6591 20.1453
internal_count=4633 2892 2521 1028 1741 1498 1493 256 1237 412 825 644 628 485 311 461 200 261 248 421 323 241 243 233 180 125 180 142 110 212
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=16 20 15 15 17 13 16 17 10 23 23 9 9 10 3 0 21 16 13 20 0 20 16 10 17 3 22 5 21 23
split_gain=13.3029 6.56766 7.30143 6.28248 5.93476 5.22633 7.66155 7.16 9.05745 5.99392 5.23844 4.80195 5.22236 4.54172 4.71886 10.8196 5.67358 4.66011 13.8075 8.85248 5.67187 5.56851 9.93744 6.23758 11.1705 5.36098 5.11301 7.58488 9.64422 5.03533
threshold=18.594956516900002 38.238138001450004 30.054399297400007 46.055224235250002 166.68115439205005 95.937628385050019 15.839962959300001 236.15709471040003 71.322105742700003 0.079745000000000024 0.089505000000000015 191.96565807215003 73.466513400400018 60.87206898960001 85.589753040950015 96.082805124100005 0.15802222800000001 19.224955043700003 112.67059178900001 39.032633164100012 90.321439350550008 42.081757894750005 22.454947490600002 64.369753017350021 191.32023496460002 92.238309997550019 -0.11534 21.836296031200003 5.2472773321000004 0.087795000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 9 -7 8 10 -6 -8 12 -10 -2 15 16 -15 -16 19 -19 21 23 -23 25 -25 -20 -24 28 -28 -30
right_child=3 2 -4 -5 5 6 7 -9 11 -11 -12 -13 -14 14 17 -17 -18 18 20 -21 -22 22 26 24 -26 -27 27 -29 29 -31
leaf_value=-0.0026175406215618951 -0.00087484485805297627 -0.0028261848752986719 -0.0041440777830151114 -0.0012324315003323558 -9.526048671318937e-05 0.0016999082170176686 -0.0011049784170664417 0.0036690174767113034 -0.0048920440825524795 -0.0039900733734725699 0.0040739639011243226 -0.0049563706583333183 0.0036318696256323877 0.00093640764772399965 0.0034970991945858002 0.0023034828028238585 -0.0047623890636543376 -0.0001099228844764636 0.0043189466877925093 -0.0066889344554458205 0.0038481223883986048 0.0041239422964451551 0.0027832304076354664 0.0022352038759324996 -0.0060126848139857962 0.0017657408225652898 -0.0080016542450007649 0.00041714006395276001 0.0021290774411101376 -0.0036724701366737706
leaf_weight=28.875007264316082 23.208437219262123 14.569373878650365 9.5495294537395221 26.979136312380433 29.374659790657461 66.594663519412279 10.142880671657624 6.4742906242609015 2.6615501977503326 11.33188367448747 6.7198487054556599 14.525094382464884 3.3722164109349251 5.2893161699175861 20.752801418304443 15.662444353103636 11.424732327461241 11.329672083258631 21.056634671986103 6.7570955529808989 20.500910893082619 11.142584659159182 7.801870845258235 8.8484244346618635 5.5171551629900923 88.76789341121912 6.2773220837116268 25.246830150485039 5.5725773721933347 6.9667708873748779
leaf_count=648 247 460 209 243 442 339 173 27 96 296 23 168 11 27 79 52 118 51 78 58 68 67 31 33 35 336 50 112 18 38
internal_value=0.000304981 -0.000607183 -0.000276072 0.000870932 -5.3243e-05 0.000213958 0.00072733 -0.000748172 -0.00151239 -0.0011795 0.000958846 -0.00353934 -0.000128107 0.00105876 0.00121965 -0.000413198 -0.00295895 0.00143409 0.00124447 -0.0025678 0.00157645 0.00132766 0.000226122 0.00188653 -0.000932429 0.00225527 -0.000611273 -0.0012123 -0.00339857 -0.00109422
internal_weight=533.294 204.191 175.316 329.103 165.766 151.197 110.491 43.8959 37.4216 40.7065 16.8627 20.5589 6.03377 302.123 278.915 32.3765 16.714 246.539 225.786 18.0868 207.699 187.198 63.008 124.19 14.3656 109.825 51.8654 44.0635 18.8167 12.5393
internal_count=4633 2892 2244 1741 2035 1575 837 498 471 738 196 275 107 1498 1251 197 145 1054 975 109 866 798 316 482 68 414 249 218 106 56
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=6 6 10 15 21 16 22 7 16 19 20 16 3 21 15 0 17 20 15 9 15 20 22 2 18 22 5 10 0 18
split_gain=4.01667 3.47388 3.07061 2.76589 3.33442 5.40778 2.75135 2.7187 2.64024 6.32758 4.91576 7.07235 5.94668 4.79606 8.66468 4.87844 4.76989 4.31502 3.77523 3.7607 3.54741 4.31291 3.8021 3.48423 3.35896 3.23243 2.99036 3.72197 5.46781 4.84302
threshold=13.115306437050002 12.410289964450003 54.884872733100003 46.055224235250002 15.294585115650001 22.674946976100003 0.075080000000000022 29.911984439950004 21.754949127450004 14.551174033150001 42.081757894750005 22.494947397000004 92.238309997550019 5.4349223666500004 38.86986296220001 86.208098410950015 214.22447330960003 42.686561923500008 42.076928760450009 186.70853236170004 36.136500007950012 39.571921479100006 -0.088274999999999992 316.46407472665004 12.917213570250002 -0.036264999999999999 16.316541761950003 70.182199495350019 95.988709089550014 13.807773949150002
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 6 -5 -1 9 16 12 -12 -10 14 -13 17 18 -15 23 24 21 -21 -23 26 -14 -17 -4 -28 29 -29
right_child=2 -3 3 4 -6 -7 -8 -9 10 -11 11 13 19 15 -16 25 -18 -19 -20 20 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0011320500308824931 -0.021900698696177175 -0.016966188140799109 0.010107119329193627 -0.020263680908007595 0.011836997572497876 0.0070312544061236692 0.010401872906397037 -0.021768621411939321 0.018494523449486603 -0.030507935685324849 0.018209229500050699 -0.030335287376449149 0.0019082397801441782 -0.024984064574692162 0.00064593752876144247 0.014150436149804879 -0.020885833780812841 -0.00051302468471894523 -0.024507312544118382 0.0066857792393870434 0.0049095958343136252 -0.0010061412107083257 -0.032045308630109515 -0.01771704468157799 0.019860245381040299 -0.0046400387812614106 0.004397487886724792 0.020116008117863012 0.0029404377973828305 -0.01464879697934603
leaf_weight=93.453186775557697 2.3662135587073854 7.0899988524615756 20.873903756961226 11.07853270694614 4.2624291293323031 6.3734471611678591 1.4566869474947441 2.8960964931175104 17.142822355031967 2.8140883073210707 7.7810840755701056 6.9698650278151062 7.3708298578858402 4.4549905098974696 9.2355606257915479 13.010405145585539 4.1781304348260155 10.998192660510538 2.3577003162354222 5.342943921685217 54.703454369679093 3.1148626431822777 3.9241998605430126 3.7521394956856957 12.139390207827089 5.8349925577640525 77.277946894988418 1.9504129877313996 28.386235218495131 18.372519048862159
leaf_count=1521 137 120 111 172 21 41 9 282 79 19 67 59 31 36 43 49 53 58 27 24 242 15 36 73 48 27 759 6 149 319
internal_value=0.000833529 -0.00279515 0.00191359 0.00207685 -0.00492303 -0.0087011 -0.0167001 -0.00175235 0.00258058 0.000668889 0.00446796 -0.000406579 0.0072067 -0.00327469 -0.0126789 0.00116863 0.00122718 -0.00756777 0.00183115 0.00497212 0.00261469 -0.00752418 -0.0183101 0.00224346 0.0130781 0.00833245 0.00275343 0.00153505 -0.00300627 -0.0113124
internal_weight=450.963 103.439 347.524 345.158 23.1711 18.9087 12.5352 96.3493 321.987 159.963 162.024 58.2851 103.739 50.504 16.2054 34.2986 157.149 15.4532 152.971 86.5957 67.0855 12.382 7.03906 150.613 19.5102 18.8454 146.861 125.987 48.7092 20.3229
internal_count=4633 1923 2710 2573 243 222 181 1803 2330 1516 814 339 475 272 102 170 1497 94 1444 396 317 75 51 1417 79 76 1344 1233 474 325
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=16 5 20 15 16 16 20 20 12 6 2 21 10 5 0 6 20 5 2 18 22 22 0 9 2 16 10 21 23 6
split_gain=15.5852 7.19568 6.62168 7.29734 7.18842 10.6223 7.52461 7.62595 7.28628 7.03478 5.93896 6.09704 5.63479 8.96333 8.23095 6.05843 7.67379 8.13068 6.79897 5.48768 6.96869 5.7505 5.37871 5.29299 5.14888 5.13499 6.61279 7.54118 4.88578 5.7367
threshold=18.594956516900002 23.605484525250002 38.238138001450004 28.444110612900001 13.534968349350001 15.839962959300001 41.404176814550006 39.955516828000007 175.541285848 11.085259005300001 186.79363985910004 7.0919822770000005 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 14.032563378150002 -0.074029999999999999 -0.092614999999999989 85.990333302400003 226.58992707320002 131.42729508740004 22.674946976100003 62.009286778800011 8.449163415300001 0.079605000000000023 13.185308072600002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 8 9 7 -7 -4 -6 11 -11 15 14 -14 22 -17 18 25 -16 21 -21 -2 -3 -24 26 -18 -28 -10 -30
right_child=1 23 3 -5 5 6 -8 -9 28 10 -12 -13 13 -15 19 16 17 -19 -20 20 -22 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0021932077850733843 -0.00017621358661677045 -0.00056455829933155319 -0.0038095090264950531 -0.002904577144090704 -0.00070934100845029629 -0.0043556778676491822 -0.0022076879198693286 0.0020475083835507532 0.00035719812600301762 0.0018543904335684765 0.0038130904435355654 -0.002633980238775366 -0.0036572783369057641 -0.0052171749513837242 0.0038420543504622102 0.0032748094280654009 0.0022981263787870722 0.0023715258433753077 -0.0048776742697529693 -0.00026233262328351627 0.0015517829919132562 -0.0054938038183977092 0.0033156412372478111 0.0038664804960693629 0.0015631119142687836 -0.003461847485627004 0.00026663252915095351 -0.0050941451593802915 -0.004371044217814004 0.0015453831551660723
leaf_weight=31.5574049660936 15.659685708582399 68.570759665220976 12.519341330975292 14.622423365712164 17.434979028999805 3.384108446538451 28.29295526444912 15.966169496998189 30.98180662933737 28.61813447996974 19.74739583209157 5.401086749508976 6.4754818975925437 4.4370036311447612 8.4104963764548284 12.852641914039848 14.530280135571955 16.050150509923697 5.4826128333806983 13.086958222091196 30.871698208153251 4.1561504006385794 41.692336723208427 4.3009727597236624 63.497202679514885 6.4605372175574294 15.276202112436296 5.3084539845585814 8.146548727527259 3.5249401479959479
leaf_count=648 66 554 334 250 185 34 459 149 351 127 67 42 46 48 23 45 44 55 51 90 113 39 175 13 246 39 60 34 229 17
internal_value=0.000251259 0.000774916 -0.000550454 -0.000275639 -5.47335e-05 0.000481829 -0.000934261 0.000927676 -0.00121052 0.00142938 0.00212291 0.00114179 0.00107218 0.000105613 0.000480485 0.00140338 0.000545926 -9.83913e-06 -0.000822054 0.000954503 0.000449757 -0.00152329 0.00194234 -0.000303033 0.00225773 -0.000287234 0.00029684 -0.00111583 -0.000447677 -0.00258421
internal_weight=557.317 337.12 220.197 188.64 174.017 118.845 47.6432 19.3503 55.1726 71.2016 53.7666 34.0192 264.248 67.4378 63.0008 196.81 75.9609 63.1082 47.0581 56.5253 48.1148 17.2431 120.849 72.8717 105.19 41.5755 35.1149 20.5847 42.6533 11.6715
internal_count=4633 1741 2892 2244 1994 1063 642 183 931 421 236 169 1174 359 311 815 328 283 228 265 242 129 487 567 421 177 138 94 597 246
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=16 5 20 15 16 16 20 6 12 3 0 2 21 16 8 21 20 10 6 9 6 2 20 9 8 16 20 10 23 20
split_gain=22.2401 9.7759 7.04732 7.85578 8.37588 11.0406 7.88229 7.75446 7.10454 6.56637 11.5828 6.18219 6.4504 6.06581 6.00304 5.72801 5.72589 5.61702 7.73414 5.49686 5.33062 8.51498 5.45084 4.91374 7.71848 6.69239 4.86484 5.17141 4.78506 7.90977
threshold=18.594956516900002 23.605484525250002 38.238138001450004 30.054399297400007 13.534968349350001 15.839962959300001 41.404176814550006 11.085259005300001 175.541285848 85.589753040950015 96.082805124100005 186.79363985910004 7.0919822770000005 17.809958352600002 7.5441126493500006 0.15802222800000001 37.995872310650007 60.87206898960001 21.760508430800005 196.51002155900002 16.455384477450004 199.01127796720002 39.427119987250002 187.45330412110005 5.9453602998000008 16.224962059000003 42.498713093000006 80.677940036650014 0.083395000000000011 42.720329370750001
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 8 7 13 26 -4 10 15 12 -9 14 -7 -2 17 18 -3 -15 -11 22 -22 24 25 -8 -6 -28 -24 -30
right_child=1 16 3 -5 5 6 23 11 -10 20 -12 -13 -14 19 -16 -17 -18 -19 -20 -21 21 -23 28 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0016907868916003284 0.00050022994161164243 -0.0034835447380815857 -0.0028522200321707139 -0.0026691370244364375 -0.0034791247169416381 0.0012695511074939899 0.0019987619906451188 0.0013215771852943402 -0.00049024936396771046 0.0013586695713024405 0.0014555604223938298 0.0027545121501154086 -0.0020456765896949033 -0.0018838409596496377 -0.0031741005062406453 -0.0030286253656632905 -0.00057739888768286332 0.0030615370272561167 0.0037303121751319176 0.0028228699249799702 0.0020646904003527203 -0.0023573412575442773 0.0015166638795824122 -0.0030134617872247358 0.004512393657112054 -0.0023274818317878167 -0.0023424566069875259 0.0013209778234367551 0.00021126831426310076 -0.0038156607062635566
leaf_weight=33.470264565199614 5.4770095124840763 3.2313613574951869 13.421397168189285 10.540246646851299 3.8263576216995743 4.6436659302562493 3.7498404644429781 28.885383417829871 45.086810884065926 165.08447049185634 16.095387622714043 20.689554750919342 5.5001740753650656 2.5167764760553828 5.2725290022790432 11.75070623680949 65.346727078780532 7.6266094595193863 1.9267541468143461 10.11229928024113 19.342926494777203 7.8402566611766806 17.571215450763702 12.569954775273798 2.0474736094474784 12.875063478946684 4.6214451473206273 9.6939876060932857 31.241909049451351 4.5367641225457183
leaf_count=648 27 60 334 209 52 44 18 127 597 645 52 69 42 70 50 118 480 23 4 35 65 58 58 151 3 306 55 82 120 31
internal_value=0.000209925 0.000654819 -0.000482201 -0.00027587 -0.000139892 0.000271115 -0.000709219 0.0009913 -0.00103207 0.000904381 -0.000282714 0.0015236 0.000782965 0.000575036 -0.00109318 -0.00190674 -0.000236156 0.00150805 -0.000788892 0.0018849 0.00106544 0.000464335 0.000768665 -0.00163597 -0.000708663 -0.00135167 -0.000624655 0.000138313 0.000298769 -0.000299349
internal_weight=586.595 357.072 229.523 196.053 185.513 127.005 53.7876 73.2169 58.5082 278.941 33.3231 55.0751 34.3856 22.5453 9.91619 17.2277 78.1315 12.7847 5.15812 12.6291 245.618 80.5331 72.6928 31.2423 18.6724 16.6249 18.1418 14.3154 53.3499 35.7787
internal_count=4633 1741 2892 2244 2035 1104 677 427 931 1174 197 238 169 199 94 145 567 87 64 105 977 332 274 478 327 324 189 137 209 151
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=16 5 20 15 21 17 10 13 5 13 5 6 20 10 22 9 2 10 6 6 10 18 7 18 3 22 15 2 9 21
split_gain=18.4685 8.30777 8.23047 8.03801 6.29088 6.5075 6.41144 6.10455 10.3477 8.81243 5.94175 5.58485 9.10426 8.58441 6.2253 5.49691 5.21822 5.13666 5.12461 6.6728 5.71923 6.29764 7.51779 5.83641 5.52329 5.19436 4.99731 13.1474 4.68953 6.08684
threshold=18.594956516900002 23.714185006400005 37.232443001650005 30.054399297400007 3.2871511629000003 168.09695031380002 69.545034918450014 112.67059178900001 20.769304081650002 111.38282034450002 7.9916986750000012 16.455384477450004 38.804629908750009 62.025417527550012 -0.025719999999999996 226.58992707320002 184.20633225945002 61.917879202350001 13.665319288000001 13.825323026450002 80.538140213850014 17.142803710550002 20.253927392100007 16.435318745950003 81.699554126200013 0.70691500000000018 29.326787846200002 90.828344481500011 32.593970107800011 15.833449912500003
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -4 8 9 26 -8 17 -13 -14 16 -3 -15 -9 20 -20 21 22 -7 -22 -21 -24 -2 -28 -25 -30
right_child=1 15 3 -5 5 18 10 11 -10 -11 -12 12 13 14 -16 -17 -18 -19 19 24 23 -23 25 28 -26 -27 27 -29 29 -31
leaf_value=-0.0025890384648221357 0.0020889181747347049 -0.00055895276553366005 -0.0034766157366655968 -0.0033170140133876183 -0.0029569070894064349 0.003421302244881639 -0.0038163335181977671 -0.001867578749797808 -0.0047817041335544604 -0.0031182211420942682 0.0014197379886186101 0.0031945508566857969 0.0011214628645613972 6.4730364685088401e-05 -0.0056347712135370997 0.0035291271442259731 -0.0041926089461935554 0.0019621464206189139 0.0034237967297929268 -0.005316425863983976 0.0019024981368267479 0.0021202061942588507 -0.0032040727128441601 -0.0039388160127209583 0.0004250573646178182 0.003544225275268579 -0.005544716999204116 0.0010089275924256166 -0.0012441660157609309 0.0029710373044181831
leaf_weight=22.076267399825156 27.1395093947649 66.391975795850158 4.036558471620082 10.518872689455746 12.957721110433338 2.5857803151011458 2.8611484393477431 4.5439402908086768 4.9607942998409262 7.3502395898103705 51.292705750092864 14.263331882655619 39.794722877442837 18.355722360312946 3.843285232782363 4.3844626098871222 4.478386551141738 120.89661210775375 9.1379240006208402 2.3132056705653694 14.511568024754522 4.4576787389814845 28.317783400416378 5.0722251534462002 22.224979536607862 1.5019340962171543 4.5456853322684792 24.233882561326027 16.925655465573076 5.7352108545601359
leaf_count=508 99 532 113 224 416 11 107 24 51 50 331 46 151 72 30 13 39 470 28 22 99 20 387 142 178 4 51 113 266 36
internal_value=0.000266655 0.00077449 -0.000542924 -0.000310625 -0.000138693 -0.000583575 0.000822636 0.0010531 0.000136262 0.000521868 0.0011431 0.00135651 0.000631064 8.10012e-05 -0.00147106 -0.000305704 -0.000770249 0.00182342 -0.000310904 0.000844376 -0.000802705 -0.00182055 -0.00236263 8.54752e-05 -0.00011619 -0.00286418 0.00100034 -2.62098e-05 -0.000865297 -0.000177345
internal_weight=561.71 345.183 216.527 194.451 183.932 125.742 58.1904 274.406 68.2301 63.2693 54.1539 206.176 80.7354 66.4721 26.6774 70.7764 22.8341 125.441 112.784 33.6761 79.1078 36.8632 32.4055 42.2447 24.5382 29.8197 55.9191 28.7796 27.7331 22.6609
internal_count=4633 1741 2892 2384 2160 1609 551 1196 364 313 438 832 338 292 141 545 111 494 1193 228 965 422 402 543 200 391 263 164 444 302
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=16 6 15 20 21 15 21 23 5 7 21 20 20 21 7 15 15 10 16 13 17 10 2 23 10 20 9 21 22 22
split_gain=4.26898 3.91768 3.43244 3.32185 3.02583 3.99536 5.68906 5.79132 3.72044 6.03714 3.02027 4.25563 3.55956 3.43339 3.71386 3.15335 3.12755 4.96632 2.98788 5.09498 4.50722 4.154 3.74324 3.50044 3.28772 2.85306 6.87585 2.7773 5.4427 2.77117
threshold=18.594956516900002 15.635365317800002 32.548041893900006 33.036871954450007 9.5763142249000008 36.548474543700003 11.772995266200001 0.13026500000000005 23.803605515150004 23.209106085000005 3.2738626606000003 39.896141435400004 33.361153777850006 2.4659823166500003 24.528146684550006 15.000551226050002 24.474073043650005 81.339300736700025 16.024962526700005 103.39541123890002 168.88575108035005 70.348883899450016 168.84984911130002 0.095830000000000012 79.728914316550018 42.154118731400011 194.57718764590001 5.3499444300500008 -0.096559999999999993 0.70697500000000024
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 -6 -8 25 -10 11 12 -5 14 16 -13 17 -14 19 20 -12 -20 -21 -22 27 -7 -27 28 -23 -16
right_child=4 -3 -4 10 5 8 7 -9 9 -11 18 15 13 -15 29 -17 -18 -19 21 22 23 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.018984276245634663 0.0031022088242843326 -0.01462270964584898 -0.019109565873088249 0.022875596345140543 0.0019730719711922242 0.0078494005656096297 -0.024557211984582803 0.0048375525753596889 -0.025498288058178251 0.0020757800367012407 -0.019667274362638047 -0.013362857831379868 -0.022539292804081575 0.011770929440322158 -0.01951739685410521 0.0089318335623202998 0.016920740146625063 0.015206551250105643 0.0063907413248791211 -9.5149216636675605e-05 0.00060396940191381092 -0.020010479028651017 0.01737417395929982 -0.012160080699812614 0.010885328280517782 -0.017472559308560502 0.0074493006976556518 -0.017409963695336459 0.015757963438138609 0.014902242129618902
leaf_weight=3.0386709263548246 215.16635312419385 6.9029638734646133 3.2222811365500084 1.5512211741879607 9.9844993893057126 24.550360899418592 7.8681217236444336 2.8952800258994102 3.8500961624085885 7.1888828501105309 4.4784301053732625 2.1510639600455788 2.7985042044892934 3.1666506743058553 7.8835711316205543 29.161209580954164 2.5210191532969475 1.814304116182029 5.6456837151199606 7.5256181359291059 49.245829932391644 2.7125618364661932 7.9805286526679993 7.8685694015584877 1.9968743044883002 5.6380994059145442 9.1998732984065992 13.448191870003937 2.661323154345161 0.81498428061604489
leaf_count=178 1300 371 106 9 61 92 105 12 54 39 236 97 52 26 214 192 9 14 93 32 698 89 29 129 19 39 39 280 15 4
internal_value=0.000730752 -0.00151263 -0.000952913 -0.000583709 0.00205159 -0.00112448 -0.00768815 -0.0166502 0.00157609 -0.00754131 -0.000223967 0.00327649 -0.00300686 -0.00512009 -0.00849848 0.00740025 0.00100514 -0.00769314 -0.00197692 -0.000208549 -0.00250058 -0.0071287 0.00889576 -0.00115452 -0.0107949 0.00413133 -0.00202045 -0.013095 -0.00229678 -0.0162926
internal_weight=454.932 168.59 161.687 158.465 286.342 71.1752 20.7479 10.7634 50.4273 11.039 155.426 51.8625 20.5503 18.999 15.8324 31.3123 7.13383 4.61281 103.564 77.099 61.5928 26.4646 15.5061 57.1144 20.819 39.3883 14.838 18.8221 5.37388 8.69856
internal_count=4633 2892 2521 2415 1741 441 178 117 263 93 2237 617 328 319 293 289 75 66 1620 1124 1063 496 61 827 403 170 78 384 104 218
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=5 21 5 22 23 17 12 8 8 16 15 22 19 5 22 19 22 17 7 12 8 17 22 17 18 4 19 22 21 18
split_gain=3.77336 4.21526 3.3864 2.63099 9.28308 4.34994 4.50831 3.2037 4.1002 9.68433 2.95898 3.53697 3.83311 3.47759 2.81508 3.02941 2.5572 2.47578 5.05137 7.00691 4.40726 3.98143 5.35824 6.21115 4.81783 4.01335 4.41214 3.83898 5.81503 8.11962
threshold=7.754880527600001 17.629804977050004 2.9478561016000007 -0.237895 0.091705000000000023 196.01244718945003 199.81321265885003 1.6487133604500002 2.8477776226000002 12.604970524100002 46.723315192750007 -0.082404999999999992 14.251149826300002 25.704065249550002 -0.0098449999999999979 12.451004585100002 0.63131000000000015 188.27285108100003 22.721067571950005 84.828830943350013 8.9430209551500024 182.02915412410002 -0.017745 183.93802912725002 13.055593598800002 237.11242894575003 14.451165964200003 -0.079369999999999996 11.155580190950003 13.900697602550002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 -7 -5 14 -10 17 13 -13 -12 -9 -16 -1 21 -19 -20 27 -11 23 -23 -24 26 -25 -21 -29 -30
right_child=3 2 -4 7 5 6 -8 8 9 10 11 12 -14 -15 15 -17 -18 18 19 20 -22 22 24 25 -26 -27 -28 28 29 -31
leaf_value=-0.020080748657558215 -0.013364849148374153 0.017573997955690295 -0.015122659013072467 -0.019196440626746573 0.010170084160002131 -0.033308554959612345 0.0046590272417876312 0.016359127964474775 -0.02108288081508063 0.0040053003177125826 -0.015104843402820606 0.0099965126487094463 -0.028258957252624561 0.015032116061737462 -0.024850785360412308 0.018119342695173284 0.0079692360599524243 0.012170288334283477 -0.027241330566379309 7.6250210081581929e-05 -0.017488970198570351 -0.028671773956488282 0.022186537775817441 0.0035028467351502697 -0.0082976866432282661 -0.023058090468727106 -0.021846539423931145 0.0082986880667787546 0.0039496254195465269 -0.027126498654090309
leaf_weight=10.810861780308189 23.845514441374689 4.1309316689148536 2.3889977214857936 3.4188155354931942 20.726222677156333 2.5089577725157133 3.6957993796095252 14.616818433627488 8.8112441604025644 44.567699707113206 3.0958513244986534 1.6513312608003596 5.1698913089931011 4.4735014121979475 1.8151283692568534 1.380088862031698 1.8135962048545469 29.426168380305171 3.7164182700216761 88.383290028199553 4.8832587096840134 6.4881900884211055 5.6143400557339174 18.467307176440961 4.4338281899690628 4.7809747084975234 3.9898312110453835 98.005940865725279 14.613518070429565 5.5410126876085988
leaf_count=690 459 26 47 81 106 38 36 68 400 594 41 11 67 31 41 8 25 141 49 653 40 63 21 88 35 48 28 577 62 59
internal_value=0.000815133 -0.00867974 0.00559346 0.00123972 -0.00343181 0.00536321 -0.0106936 0.00186833 0.00206093 0.00154899 0.00212317 -0.00758165 -0.0189978 0.00270616 0.012296 -0.00629098 -0.0160512 0.00254268 0.00367565 0.00251379 0.00303682 -0.00059388 -0.0052764 -0.0094509 0.00873515 -0.00487244 -0.00100083 0.00352211 0.00609959 -0.00459402
internal_weight=447.265 19.1444 6.51993 428.121 50.7765 26.931 6.20476 377.344 373.926 356.114 347.302 14.3906 6.82122 7.56935 17.812 3.19522 12.6245 332.912 244.57 215.143 211.427 88.3422 43.7745 33.7263 10.0482 27.2381 22.4571 206.544 118.16 20.1545
internal_count=4633 788 73 3845 639 180 74 3206 3125 3008 2608 150 78 72 117 49 715 2458 1581 1440 1391 877 283 227 56 164 116 1351 698 121
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=16 2 8 16 20 17 7 10 20 2 22 5 5 20 7 13 4 2 5 21 18 6 5 7 21 5 15 22 6 20
split_gain=3.32162 4.08189 3.85677 3.82966 4.36513 3.59086 3.24634 5.13611 4.84365 4.62705 3.85838 8.30416 5.396 5.37991 7.29251 4.34825 3.83453 3.71633 3.62058 2.99799 6.84314 4.71031 5.28338 3.5339 2.96619 2.9076 2.90357 5.33497 3.91703 6.12778
threshold=20.394952307700002 325.13486840910008 2.8477776226000002 19.934953383400003 37.892416320650007 162.04221493815001 19.052023743050004 66.52858489605002 48.109449608500007 309.04644204820005 -0.059424999999999999 19.688300142250004 10.726864994700001 38.238138001450004 23.960918281000001 109.64607639220002 191.03149642590003 45.979371440700014 5.3654262215500008 5.2921303083500009 14.937945183950001 12.040281319250001 2.7155367820000005 25.532975585450004 14.028898926300002 23.714185006400005 42.80317728375001 -0.06828999999999999 16.455384477450004 38.804629908750009
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 -1 -7 8 -8 10 13 12 18 14 -9 16 17 -15 -12 23 24 22 -22 -18 -21 26 28 -28 -2 -30
right_child=25 2 -4 4 -6 6 7 9 -10 -11 11 -13 -14 15 -16 -17 19 -19 -20 20 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.013423536911162168 0.0049247210185010782 -0.0013830894350447881 -0.020951135882169618 0.0044138489043521554 -0.025810995582674114 0.010612840026579095 -0.020320733463679935 0.0069434848583754902 0.0092263409570014932 0.015287742716684996 0.0065950042103804186 -0.019249778597436356 0.0070270446547462785 0.017886300637200786 -0.020094757471817392 0.017439201860464396 0.01026363192930993 -0.012203793376876002 -0.019827416550156206 -0.022393984796389627 0.011168756533736042 0.0088185501721700296 -0.01295815019143161 -0.0031650406234841749 -0.0018620173366824281 -0.0018171125390069125 -0.0017575039768960453 0.018407581244067689 0.012606527511157048 -0.0035293968162956602
leaf_weight=6.2600489854812613 89.813290614634752 7.0099804480560106 6.3320470727048814 2.6019183341413727 4.0116148423403502 10.065854436717926 7.2540735919028503 4.7220040261745444 2.451962772756815 6.9208300658501676 2.7891773493029168 4.9516028426587573 57.572326411027461 1.4982327520847309 10.901173717807977 4.3168639242649069 17.23881426919252 14.254962658043949 4.4392853453755379 6.7555730361491424 4.2934308219701078 15.43390999175608 9.9352548122405988 10.364619806874542 3.5429005641490221 45.803320663049817 7.2786521837115314 10.709989838302134 9.1726176403462869 50.96968799456954
leaf_count=346 469 157 169 14 41 100 310 39 15 79 91 71 340 5 286 13 113 267 183 125 55 95 202 204 52 401 42 38 42 269
internal_value=0.000617732 -0.000918805 -0.01067 -0.000306789 -0.0139198 0.00013033 0.000555201 2.13454e-05 -0.0128565 0.000716015 0.00013311 0.00343531 0.00516874 -0.00209758 -0.0119226 -0.000346009 -0.0012675 -0.00934203 -0.00963205 0.000615141 -0.00256666 0.00186479 -0.00567798 0.00522139 -0.0153305 0.00224176 0.00334874 0.0102483 0.00252107 -0.00106842
internal_weight=439.666 225.918 13.342 212.576 6.61353 205.963 199.703 189.637 9.70604 179.931 173.01 69.7524 64.8008 103.258 15.6232 87.6346 83.3177 15.7532 7.22846 67.5645 39.9611 29.6626 14.2287 27.6034 10.2985 213.748 167.944 17.9886 149.956 60.1423
internal_count=4633 3372 326 3046 55 2991 2645 2545 325 2220 2141 685 614 1456 325 1131 1118 272 274 846 529 352 257 317 177 1261 860 80 780 311
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=5 21 23 21 10 15 21 20 20 19 15 22 23 17 22 22 10 2 2 16 3 15 2 21 18 6 10 6 13 15
split_gain=3.20249 3.8189 2.80718 3.0691 2.5307 2.1579 2.44287 2.14399 3.0812 2.73473 2.60166 2.48216 5.86264 4.79818 4.45613 3.94678 3.31427 5.45859 4.89623 3.25116 5.25625 3.04029 2.99608 2.79488 2.7332 3.14231 8.64167 5.46316 3.44014 6.60311
threshold=7.754880527600001 8.8671606832000016 0.074735000000000024 20.581461612800002 54.884872733100003 11.870705757150002 17.123843457500005 32.724174661450007 34.515670600900002 13.951125619400001 36.370482311550013 -0.237895 0.091705000000000023 196.21449749970003 -0.16164499999999998 -0.15022499999999997 62.084563606450011 305.67240907785003 155.18475231920004 12.604970524100002 63.832061391250008 46.723315192750007 182.22337690155004 15.551195696050002 17.108018746400003 13.665319288000001 81.011308844800013 13.775321858200002 112.67059178900001 29.326787846200002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 -9 -7 12 -10 -14 16 -16 17 18 -13 20 -17 24 -15 -23 25 26 -21 -27 29 -29
right_child=4 2 3 -5 5 7 -8 8 11 -11 -12 14 13 22 15 19 -18 -19 -20 21 -22 23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.018865957739112361 -0.018819367540090476 0.0079681303257703451 -0.019487633164209858 0.0076606439174431717 -0.02094938092632679 -0.017295568377092629 0.0094323234682916375 0.0019676641101767137 -0.010181219455184711 0.01950973215553654 0.012895656913792578 -0.022340115074995191 0.0073739336140181072 -0.026421048374851614 -0.018628765876386597 0.023994233368438138 0.013064225251310175 -0.023907518394392615 0.014149893983980758 -0.0091699222019455962 -0.016764498925666612 -0.010946344915406947 0.0011095963496459485 0.01197205304838677 0.0096938453936205749 0.015076256321518102 0.01041759133241699 0.0029969521365828715 0.0029631074073887113 -0.0084231662806889731
leaf_weight=5.9001537999138263 2.1232826276682308 5.7723492691293341 3.8035855747293681 2.1246118764393032 2.9333562804386011 4.0589037043973795 1.2294908282347021 6.0264531532302481 20.328419257886708 5.6243099421262741 1.2137657105922697 1.4779245704412476 18.500747179612521 2.5279665738344184 3.3538053538650265 1.2276930036023248 18.022747160401195 2.3678652420639992 6.4888991545885801 25.867539763450623 6.6251352117396891 10.737611168995498 2.6510817548260093 2.0791721921414128 13.603531097993253 10.21891265362501 10.312930669635533 38.854441278614104 166.04048369731754 28.903570328839123
leaf_count=482 137 74 210 22 157 119 11 71 389 19 4 101 93 37 61 5 105 53 26 276 262 135 29 9 84 47 56 288 895 376
internal_value=0.000560843 -0.00699769 -0.00101296 -0.00975794 0.000882651 0.000984366 -0.0119762 0.00111689 0.00126729 0.010436 -0.0103456 0.000993524 -0.00305386 0.00306478 0.00150804 0.000894879 0.00838029 0.000211951 0.00738064 0.0011031 -0.0103924 0.00139751 -0.0123285 -0.00722846 0.00177381 0.00138929 -0.00358667 0.00212708 0.00156109 -0.00187453
internal_weight=431.001 17.6007 11.7005 5.9282 413.4 411.277 4.16285 407.114 401.841 11.6508 5.27267 390.19 44.0082 23.6798 346.182 317.825 28.3574 10.3347 7.96682 314.471 7.85283 306.618 5.17905 12.8168 293.801 280.198 36.1805 244.017 233.798 67.758
internal_count=4633 788 306 232 3845 3708 168 3540 3417 90 123 3327 548 159 2779 2494 285 180 127 2433 267 2166 66 144 2022 1938 332 1606 1559 664
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=5 21 17 23 22 16 10 18 17 13 5 16 13 23 15 13 23 13 6 21 5 15 13 20 16 2 9 13 0 5
split_gain=2.75928 3.52566 2.58346 2.71707 2.69432 2.2205 2.24587 2.05688 3.17766 2.49394 8.68554 2.4013 3.79131 3.37912 3.24696 2.63726 2.25276 2.04051 4.40866 4.08782 5.09604 3.16804 3.50819 6.8505 6.71848 6.22021 8.19192 6.79218 5.7243 4.38977
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 0.074735000000000024 -0.15962499999999999 7.1549832685000014 54.884872733100003 11.207537862500002 162.04221493815001 118.84598011460001 30.133297129900004 22.724946859200003 117.76521994615001 0.10307000000000002 51.19990836680001 117.69263157665002 0.4369650000000001 117.61735474900001 16.525386113000007 6.4178488307500006 22.705169530700005 46.674706678850008 115.13321943645001 41.965446242000006 21.074950717600004 108.01392853780001 185.98753508445003 117.48293184245001 86.345209775600011 21.252944829650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 -9 11 -11 12 14 -13 15 16 17 21 19 20 -19 22 24 -24 -10 26 -25 29 -29 -27
right_child=5 2 -4 4 -6 6 7 8 9 10 -12 13 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 23 25 -26 27 -28 28 -30 -31
leaf_value=-0.020502164141396557 -0.023305313181826704 0.013412097828046133 -0.021913398730517935 0.0094845122727480573 -0.021332574262729942 -0.020459148735160172 0.01739700845025231 -0.016705278259439266 0.00096542187062983087 -0.024979928138642044 0.013087310449396372 0.017575551236321211 -0.021427545922825305 -0.0033757237490738799 -0.022334393628280803 0.012099869817247215 -0.017479488104652413 -0.029725338158584129 -0.020558767758664203 0.006997884830880703 0.0020814803679103616 -0.013746688746798612 0.009320406934841206 -0.019019306616702043 -0.021726384344477045 -0.0126740308324375 0.016123370278539811 -0.028477395094158062 -0.0029905281448662944 0.006095940575705415
leaf_weight=5.3579758908599642 1.4733890909701575 4.8784488234668952 1.9207055098377157 1.9633793237153425 2.5284258630126728 1.8965463419444848 2.9833276197314254 3.9332770532928398 204.58005895698443 5.5055373171344382 4.054235965013504 8.0453194603323919 2.8926206817850462 4.780831351876258 2.2589528169482938 8.7617997564375383 2.5135091627016655 3.3270381838083321 5.0771357249468556 12.602551931515334 4.7836587969213724 5.101280851289629 60.004211585968733 3.1659845486283329 5.2122616097331038 6.4707414209842709 14.055242672562597 6.8831020910292846 6.8484451621770859 19.4241175763309
leaf_count=482 109 56 82 31 137 134 14 168 2073 99 21 32 37 25 57 34 29 26 32 57 33 67 373 23 36 34 91 83 37 121
internal_value=0.000558136 -0.0073173 -0.00106059 0.0032138 -0.00786235 0.000880581 0.000968534 0.00106931 0.000947617 0.0011228 -0.00883587 0.00136894 0.00108093 0.00976615 0.00125639 0.00140088 0.00114052 0.00127142 -0.00407627 -3.61622e-05 -0.0109658 0.00168716 0.0019282 0.00466891 0.000401647 -0.00024086 0.00966267 -0.00454483 -0.0157661 0.0014056
internal_weight=423.284 16.6489 11.291 9.37025 4.49181 406.635 405.162 403.265 400.282 396.349 9.55977 386.789 373.963 12.8262 371.07 368.811 360.049 357.536 25.7904 20.7132 8.1107 331.745 326.644 116.852 209.792 56.8476 17.2212 39.6264 13.7315 25.8949
internal_count=4633 788 306 224 168 3845 3736 3602 3588 3420 120 3300 3243 57 3206 3149 3115 3086 148 116 59 2938 2871 762 2109 389 114 275 120 155
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=16 10 5 21 17 21 10 7 0 5 19 7 17 5 9 18 10 21 10 5 0 18 22 22 17 6 18 23 23 20
split_gain=14.4031 6.07046 6.84116 7.99586 6.62327 5.99332 7.23978 5.97663 9.45725 5.45625 5.17224 7.33593 4.99711 5.19474 4.88988 4.74086 4.66474 8.95848 4.5755 8.58365 6.38914 4.64327 5.45493 5.55007 4.50612 5.22377 4.42209 4.30835 4.80422 4.17045
threshold=18.594956516900002 74.757955233350017 10.098719381700002 18.870920756500002 195.59800312745003 11.534227923400001 70.940344688150006 24.103872582350004 102.75018128760001 23.605484525250002 12.851036860900001 27.710259192450007 180.19381692845005 13.713273242250002 226.58992707320002 15.454705336800002 68.327163385350005 3.1734339793000008 66.859265246100009 20.769304081650002 91.886121982450007 14.032563378150002 -0.074029999999999999 -0.092614999999999989 243.29790314680005 6.2951470851000009 14.380989918050002 -0.13578999999999999 -0.222165 48.109449608500007
decision_type=2 2 2 2 2 2 2 2 2 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 27 5 16 -7 -4 10 18 12 -12 13 -9 -11 -14 29 -18 -2 20 -20 -22 23 -23 25 -10 -24 28 -3 -1
right_child=9 2 7 -5 -6 6 -8 8 24 14 11 -13 15 -15 -16 -17 17 -19 19 -21 21 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0044714035638202705 0.0014289969251336588 -0.0031786307100855858 0.0025961951827584316 0.0019819418209941968 -0.0047985504599088701 0.0025821073823390733 -0.0037632532750383578 0.0020922443551796579 0.0041662917396897651 -0.00045223278822308316 -0.0035589947424160867 0.003094750778356361 -0.00055302283725280909 -0.0040101222459303044 0.0040484416759084324 0.0024868175985748898 0.002324930781965843 -0.0031459394158112539 -0.0034289990080567977 -0.0054099944164328851 0.0038897235251578116 -4.0002484468903987e-05 -0.0016405826636030191 -0.0056046846835084568 0.0017312187866460136 -0.0040990442595121041 0.002329574652988632 -0.0040162477606593278 0.003070937539106265 0.0018195823034140967
leaf_weight=13.398140202276407 185.98383598774672 4.5657265735790133 17.085169287398458 7.3272039843723169 9.1534579563885909 11.862532394006847 3.909991053864359 3.9103431981056911 1.3666106089949668 64.568048244342208 9.2232353556901199 3.8374707400798789 10.993545129895208 5.4767448641359806 4.2051734030246726 35.438327893614769 8.8738599158823508 10.917518112808464 5.8880280256271353 4.2096958942711344 7.8150543347001067 12.13764778524637 5.7021964751184049 3.8645810820162287 3.3929215781390658 14.725784771144388 23.487999059259892 16.524555538315326 3.5962209310382622 1.9777995459735382
leaf_count=477 815 136 72 52 156 89 57 20 6 554 102 21 62 119 13 157 52 194 46 48 23 90 28 39 29 323 85 728 27 13
internal_value=0.000298361 -0.000559152 -9.04434e-05 -0.00172781 -0.00163133 -0.0010622 0.0010091 0.000406646 -1.66982e-05 0.000831321 0.000686974 -0.001604 0.00122302 -0.00146808 -0.000177037 0.00176708 -0.00199118 -0.000692965 0.00110973 0.000168778 0.000567534 0.00101147 0.000513733 -0.00138389 -0.00250414 -0.00339713 0.00155402 -0.0028289 -0.00042502 -0.0036622
internal_weight=515.419 197.557 137.464 32.0137 60.0933 50.9398 15.7725 105.45 88.365 317.862 68.8797 13.0607 55.819 9.38709 68.7732 46.4319 35.1673 19.7914 249.089 63.1052 58.8955 53.0075 45.1924 16.0022 19.4853 16.0924 29.1902 24.6865 8.16195 15.3759
internal_count=4633 2892 1854 943 1038 882 146 911 839 1741 481 123 358 139 567 219 736 246 1174 359 311 265 242 129 358 329 113 891 163 490
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=7 20 20 15 22 23 12 17 12 2 23 22 20 15 10 21 23 12 4 10 19 17 8 18 7 9 16 17 12 15
split_gain=2.67586 2.37862 2.5531 6.46323 2.57926 5.63079 4.23159 3.80275 3.60139 3.83066 3.03388 2.98059 3.30809 4.72039 4.66353 4.02433 2.90959 2.69385 2.67128 3.38783 2.53864 2.36538 4.12765 4.79496 6.05735 8.51586 5.19365 4.87208 4.45184 4.22154
threshold=29.911984439950004 32.724174661450007 35.119813570500007 23.241064975550003 -0.24150999999999997 0.091705000000000023 208.33288250865004 196.21449749970003 201.10642606785004 127.74713841330002 0.093955000000000025 -0.16164499999999998 44.279556297950009 19.198394745150004 62.084563606450011 16.464809133250004 -0.42796999999999996 206.14208420540004 376.61861354110005 74.927328095600004 12.551012654050002 188.27285108100003 8.8430989333000021 13.317304170000002 23.131311951800004 186.70853236170004 22.674946976100003 197.78839148195001 86.655272465950006 42.33967733730001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 10 9 20 -7 12 14 -14 -6 18 -13 -9 -15 -20 -4 -18 23 29 25 -25 28 -27 -26 -23
right_child=-2 2 4 -5 11 7 -8 17 -10 -11 -12 16 13 15 -16 -17 21 -19 19 -21 -22 22 -24 24 26 27 -28 -29 -30 -31
leaf_value=-0.011885250737246876 -0.020454628132162384 -0.022201279956517536 -0.022198074987297672 0.013474924407788516 -0.013919788981055886 0.020573595525259645 -0.024200129147087052 -0.027966774805310166 0.020165800596327783 -0.023194758738414742 0.0018958265111302533 -0.021550435338607111 -0.014705187788005721 0.019442641643663182 0.01834725903092187 -0.013788619966733235 -0.0022240296791142425 0.00095325704887239203 -0.023417437124473243 0.020713030737333257 0.010678497159126213 0.01213757903825502 -0.010592996576283618 0.0046779121626149191 -0.027221926138844769 -0.038224310008840058 0.014568485277293423 -0.0043256553042097853 0.0013874474880462768 -0.0038596119970183934
leaf_weight=5.7726311418227843 2.3395029066596171 2.2918332805857089 1.2222842834889887 14.064039852470158 2.0224749413318923 4.4649263052269879 7.1081542344763866 2.4023127099499098 1.8748621745035059 4.3507423847913742 13.826012888923286 2.3047965820878735 5.1899511609226492 7.3719030274078232 12.371139740105717 2.7011907193809739 81.909486151766032 2.6058754357509315 1.4874725155532362 1.2361386790871618 3.5847673350945115 29.317696343176067 10.215744661167262 6.5174745679832977 2.1385844070464364 4.70458391495049 11.757254764437674 2.530432129278779 162.54752361960709 8.1904206201434118
leaf_count=217 282 86 81 74 110 14 180 40 12 99 86 67 82 33 72 27 1028 29 38 5 37 132 76 61 38 43 57 16 1448 63
internal_value=0.000555177 0.000672744 0.000848565 0.00847587 0.0005335 -0.00411696 -0.0123466 0.00229066 -0.00470954 -0.00980224 0.00645518 0.0010771 0.00677449 0.00114172 0.0138134 0.00756874 0.000504412 -0.012919 0.0132832 -0.00338837 0.002319 0.000663347 0.00165739 0.002207 0.000937497 -0.0116551 0.001919 -0.0263683 0.00101593 0.00864437
internal_weight=420.422 418.083 412.31 16.3559 395.954 41.4399 18.1408 23.2991 11.0327 9.15779 18.2909 354.514 32.3803 17.9867 14.3936 12.7967 322.134 5.00819 10.0955 2.72361 4.80705 319.829 237.92 227.704 190.196 13.7525 176.443 7.23502 164.686 37.5081
internal_count=4633 4351 4134 160 3974 578 409 169 229 217 100 3396 367 185 182 103 3029 69 76 43 118 2962 1934 1858 1663 120 1543 59 1486 195
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=9 10 20 15 20 19 15 22 23 2 17 17 20 22 20 15 10 21 7 18 16 20 22 9 9 10 13 0 6 16
split_gain=2.40763 1.94741 1.96638 2.39544 2.17533 2.71725 2.75921 1.99117 5.07069 5.3811 2.96942 3.90461 6.244 2.47865 2.72389 3.82898 3.75394 3.44114 2.37759 2.13726 2.11935 7.22783 2.6244 2.4312 6.04635 4.45613 5.15337 3.60344 5.55478 3.4328
threshold=27.033907557900005 54.884872733100003 32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 -0.24150999999999997 0.083905000000000021 127.74713841330002 172.68891404560003 188.51582982015003 39.571921479100006 -0.16164499999999998 44.701063782750005 19.198394745150004 62.084563606450011 16.464809133250004 18.737592104000004 15.711526640050002 12.604970524100002 47.927946529500012 0.70681500000000008 181.33671263215004 186.70853236170004 81.210254746450019 118.59595350850002 85.732241321850012 16.465384711100004 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=-1 -2 3 -3 5 6 -4 8 9 -6 -10 -12 19 14 16 -16 18 -17 -9 -13 21 -15 23 25 -25 26 -22 28 -26 -29
right_child=1 2 4 -5 7 -7 -8 13 10 -11 11 12 -14 20 15 17 -18 -19 -20 -21 22 -23 -24 24 27 -27 -28 29 -30 -31
leaf_value=-0.012723584536891376 -0.020937071875713472 -0.018023807832279446 -0.022738453172415653 0.014306330519145885 0.0054116600017789056 0.021036954101843766 0.0087081295455660353 0.025653426057763416 -0.028096864158094134 -0.025043539871930403 0.011789527943420995 -0.032954636834251337 0.0040285513878394758 -0.017354010877875758 -0.013745158317181384 0.013147167139435543 0.017697341889813003 -0.012873534122859791 -0.026344069080312678 -0.0039780952910312174 -0.01351153104993359 0.014928741962188106 0.014288444929198696 0.010529735684954397 -0.028916068686890381 0.010213999719537258 0.02723599765997909 0.00044031332432700932 -0.002689154844250299 0.010908242814439546
leaf_weight=5.5705084200017145 1.7040947955101717 4.4191877064295104 1.5350350448861698 1.1989185139536855 3.5074051190167648 4.9335247129201889 4.5560059696435928 0.4864135086536433 1.3858617336954946 7.4761688862927258 10.869907732121648 3.2022653240710524 11.862294044345616 9.1313766657840443 4.9496739367023137 9.4932753350585681 11.796049633529035 2.6823296882212153 1.4132053768262265 1.5566282104700802 16.710564551409341 4.151365806348621 6.0070076379925004 26.323669360950589 4.0667017856612828 5.6688270261511198 1.3829061090946186 214.7007002979517 18.174278348684311 13.714881189167498
leaf_count=273 137 206 67 4 96 19 33 1 39 219 62 32 96 517 82 75 88 27 104 33 344 52 39 126 56 70 4 1492 168 72
internal_value=0.000522778 0.000703164 0.000793692 -0.0111245 0.000960361 0.00984676 0.000783112 0.000709618 -0.00358676 -0.0153182 0.000875392 0.00233592 -0.00384654 0.00119773 0.00669194 0.00129893 0.0134354 0.00741471 -0.0130297 -0.0234764 0.000668608 -0.00726441 0.00101212 0.00074694 0.00128116 -0.00548007 -0.0103971 0.000309884 -0.00748467 0.00106884
internal_weight=414.631 409.061 407.356 5.61811 401.738 11.0246 6.09104 390.714 39.8605 10.9836 28.877 27.4911 16.6212 350.853 30.8209 17.1253 13.6957 12.1756 1.89962 4.75889 320.032 13.2827 306.75 300.743 276.98 23.7623 18.0935 250.657 22.241 228.416
internal_count=4633 4360 4223 210 4013 119 100 3894 577 315 262 223 161 3317 377 184 193 102 105 65 2940 569 2371 2332 1914 418 348 1788 224 1564
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 12 20 22 13 21 21 7 9 22 22 20 20 23 22 23 0 6 0 0 21 16 10 0 20 13
split_gain=5.83666 4.45089 4.10326 7.06323 4.95995 4.60049 5.04962 4.71178 4.4585 7.17476 6.54619 5.02994 3.90104 3.43316 4.02773 4.02669 3.9169 4.39017 3.92935 3.55877 3.1525 4.04764 4.54692 4.94295 4.25291 3.89082 9.5596 6.89829 6.89329 4.99362
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 49.247968080500009 -0.24150999999999997 95.937628385050019 20.581461612800002 6.9984086918000008 19.506002767000002 229.11263139465004 -0.59496499999999986 -0.54488499999999995 37.572218886150004 42.670715716450012 0.098950000000000024 -0.15580499999999997 0.11458500000000002 86.09518316945001 14.845346859150002 96.082805124100005 93.047535894850014 0.15802222800000001 19.224955043700003 66.859265246100009 90.321439350550008 39.032633164100012 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 9 -1 13 -12 -9 -10 -15 19 17 -17 -18 -16 -2 22 23 -22 -25 -23 27 29 -28 -27
right_child=20 -3 3 -5 -6 6 -8 12 10 -11 11 -13 -14 14 15 16 18 -19 -20 -21 21 25 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.0055744876242721873 -8.3464276428749979e-05 -0.0043582652597775702 0.0035591514812516592 -0.0051046635162996772 0.0072146686800566885 -0.0025716303309333394 -0.0036826824800813346 0.0019868287858588077 0.0041018174215674049 0.0045496442276175353 0.0056371075788330055 -0.0041021599244375328 -0.0048577654831582825 -0.0046888743343139611 -0.0059455651714168337 0.0026372907880902398 0.0032822214847746519 -0.0029576311391954395 -0.0051120337032135631 0.0042465074218690814 0.00098620314948567509 0.0039009928916495969 0.0020624859379212873 -1.4318116748658625e-06 -0.0052569061679191981 -0.0033675669953619728 0.00022643221478011794 0.0048203277527004785 -0.0072417272925396946 0.0014236794137629382
leaf_weight=10.404726059176026 92.163756761699915 7.3906377055682233 3.2243937551975241 10.175440019927917 2.389952650293707 7.5978456856682888 6.0435133501887313 53.574757589027286 5.7901521231979052 2.2079230584204188 1.5138497687876249 15.586704093031583 2.2580343303270629 4.4315222632139841 4.1255228342488541 25.314079563133422 2.1143740257248282 4.2640067543834439 4.6249549537897101 1.13715423643589 12.413706697523596 15.131111010909079 14.115440189838408 6.4832624234259155 10.488420169800518 5.9809624999761573 7.5305297859013063 15.290346339344977 5.6131739690899849 105.5578404404223
leaf_count=529 694 371 18 248 6 160 183 571 23 11 5 225 61 93 83 133 13 32 119 8 64 57 52 43 125 33 33 54 55 531
internal_value=0.000253896 -0.00048457 -0.000312912 -0.0030199 -7.64183e-05 -0.000191826 0.000772657 0.00119715 -0.00101384 -0.0038022 -0.000503432 -0.00323998 0.00171001 0.000399944 -6.59037e-05 0.000426803 0.00103108 0.00183072 -0.00247845 -0.00374327 0.000696235 0.00105806 -0.000317019 -0.00146003 -0.00324929 0.00144372 0.00117808 0.00160723 -0.00296293 0.00116676
internal_weight=464.938 174.17 166.779 13.3998 153.379 150.989 69.4742 63.4306 81.515 12.6126 68.9023 17.1006 55.8328 51.8018 46.0116 41.5801 36.3174 29.5781 6.73933 5.26268 290.769 198.605 43.5008 29.3854 16.9717 155.104 139.973 126.829 13.1437 111.539
internal_count=4633 2892 2521 266 2255 2249 975 792 1274 540 734 230 632 504 481 388 297 165 132 91 1741 1047 284 232 168 763 706 618 88 564
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=16 20 15 17 15 13 13 16 17 10 23 9 9 23 2 12 21 6 9 21 16 3 0 21 7 20 16 21 17 17
split_gain=9.35417 4.72544 5.69602 4.51365 4.33294 4.90432 4.25123 5.94104 6.54246 7.24225 5.17407 4.93307 4.68862 4.25344 3.97346 3.77172 6.97901 3.68549 3.68502 3.54435 6.07403 3.4522 8.37622 4.53038 4.25805 4.02425 7.54022 8.20504 7.2944 6.60248
threshold=18.594956516900002 38.238138001450004 30.054399297400007 166.68115439205005 46.055224235250002 117.97223122220002 95.937628385050019 15.839962959300001 236.15709471040003 71.322105742700003 0.079745000000000024 191.96565807215003 73.466513400400018 0.089505000000000015 98.91243606750001 211.51213392550002 6.9984086918000008 21.760508430800005 187.55294863440002 15.294585115650001 22.674946976100003 85.589753040950015 96.082805124100005 0.15802222800000001 23.960918281000001 42.081757894750005 22.554947256700004 7.515317457250001 199.05253715360001 200.17087924040001
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 10 15 9 13 -5 12 -11 -9 18 16 -8 -16 -7 20 -6 22 23 -2 -25 -23 27 28 -27 -29
right_child=4 2 -4 6 19 14 7 8 -10 11 -12 -13 -14 -15 17 -17 -18 -19 -20 -21 -22 25 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.0019397978102659325 0.00062646167676244245 -0.002207484863026628 -0.0033072460893235718 -6.0518918055336978e-05 -0.0030041797861460728 0.0035122119350624679 0.0014252130141457384 -0.00093620335319513984 0.0030725098116317589 -0.0040500425583908147 -0.0032484546773400322 -0.004077616193013325 0.0031585643595235858 0.0031812682402247603 -0.0040763574484582793 0.0025420056233469977 -0.0025349268515259035 0.0026833712795475903 -0.0015921369325233867 0.0022671120213797191 0.001415844514489965 0.001412662956570137 0.0017142075664346055 0.0020469077250915009 -0.0048725482635646883 0.0038485952747079107 -0.00077100284384090147 -0.0029623679488447684 -0.0010882277172895322 0.002331166578856716
leaf_weight=26.084050305653363 5.0220742076635387 12.619333103299139 8.0910091279074532 27.353621870279312 13.705588852986699 3.7100418023765105 30.87171152420342 8.9969967287033779 6.0756018012762061 2.2065133703872588 10.152189414948223 13.194883730262516 3.2376372590661049 6.1379948612302533 7.3537743818014842 22.984981751069427 8.1886112559586746 1.3956193327903745 4.6163823902606964 4.2885916270315638 6.7477038130164138 157.62206266447902 14.818887218832968 1.5269415453076352 8.4560156371444446 20.671633869409565 41.498222421854734 8.3637328129261714 5.5136600360274306 5.8051573112606993
leaf_count=648 27 460 209 442 181 24 148 173 27 96 296 168 11 23 120 114 77 5 31 21 41 668 52 9 109 100 203 87 35 28
internal_value=0.00024147 -0.000434608 -0.000189394 -2.34513e-05 0.000646086 0.000778371 0.00017426 0.000578304 -0.000570719 -0.0012261 -0.000923439 -0.00281741 0.000236917 0.000733637 -0.00120352 0.00131628 0.000595009 -0.00299811 0.00068223 -0.000885043 -0.00154598 0.00090404 -0.000319477 -0.00232793 -0.00381418 0.00105642 0.000370395 0.00154415 0.00280908 -0.000793546
internal_weight=497.311 186.195 160.111 152.02 311.116 286.374 139.401 101.895 39.8496 33.774 37.5058 18.639 5.44415 15.135 17.0758 62.0453 39.0603 8.74939 8.32642 24.7419 20.4533 269.298 29.8239 15.005 9.98296 239.474 81.8524 40.3542 26.1853 14.1689
internal_count=4633 2892 2244 2035 1741 1498 1575 837 498 471 738 275 107 196 180 339 225 125 55 243 222 1318 197 145 118 1121 453 250 135 115
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=7 6 0 0 15 20 22 20 0 6 0 2 5 5 10 18 16 20 0 21 5 6 15 12 9 22 22 0 10 23
split_gain=2.43918 2.03493 4.81217 4.90112 4.3282 3.98457 5.47052 3.78164 3.69705 7.66376 3.5862 3.77467 3.28954 3.10815 3.13055 7.37934 4.64844 4.291 4.019 4.44595 3.74949 3.05695 3.01899 3.75384 3.73864 3.11668 2.99505 2.98876 5.25321 3.77154
threshold=29.911984439950004 14.825346391850003 95.44832900530001 93.047535894850014 22.853312863800003 36.859113051050009 -0.122165 44.701063782750005 93.308316333500017 15.155354102400002 86.538778761000017 323.30468295165002 18.678742451450002 20.315138807500002 62.041548276350007 13.391483899700001 22.614947116400003 42.055256506450007 85.769879735700016 19.318974336450001 20.852055640250004 7.3551718524000007 32.99104187950001 133.59172866980003 214.52351813370004 -0.051199999999999996 -0.122095 98.230883170350012 78.196493182200015 0.087700000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 -3 -5 7 -7 9 -6 11 13 -10 -11 20 16 18 -18 19 -16 -15 -1 25 -24 -25 26 -12 -4 29 -29
right_child=-2 4 27 5 8 6 -8 -9 12 10 22 -13 -14 14 15 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.023463201383249348 -0.020252520943471582 -0.014794973984134374 0.0047170920897611638 0.0033888090611852995 -0.019651812441999459 0.0099948497951054 -0.024391986204652907 -0.02183472214471233 0.015324274653847621 0.014322112410864941 -0.009926440085943105 -0.024930203144837057 -0.0028057702580223209 -0.024889154997948498 -0.025795859571503564 -0.024192881035854694 -0.00018569938445490427 -0.027780484614323923 0.011707712794476006 0.020999807098047212 0.0023324244706475041 0.0026827684287728552 0.016086595354534727 0.0028349754124893521 0.018379315498202969 -0.014152769037119314 0.010391155976348836 -0.023496059640151098 0.0013139748210541952 -0.0044592351434511327
leaf_weight=1.8810758711770201 2.1498852418735614 5.8661298244260243 49.057682765647769 4.6518948692828443 6.3723602518439284 3.8624624786898538 12.297391305677589 2.2652764418162405 14.099113266915085 5.8491592556238166 4.2114674933254728 2.2901447471231213 5.2552265580743542 1.9833104461431492 2.5895768636837664 6.4727888721972695 5.065032057464121 3.752736508846283 11.374206431210039 1.1093444079160693 80.444097301922739 18.87415939103812 13.874904870986937 48.918333481997252 6.733548827469348 5.5766799412667742 8.1393030062317848 5.9154954305849996 61.123643421102315 12.173951730132101
leaf_count=53 282 218 307 33 50 29 287 100 56 35 26 61 39 13 64 48 23 43 44 3 736 219 93 255 28 37 41 125 1156 129
internal_value=0.000526171 0.000634577 -0.000988386 -0.00658308 0.00179851 -0.0127855 -0.0168691 -0.00177177 0.00221429 0.00147644 0.00212254 -5.93881e-05 0.0104015 0.0004207 -0.000300204 -0.00566885 -0.000650114 -0.0119297 0.00594844 -0.0117614 0.00167744 0.000313123 0.00513968 0.00698494 0.00471575 -0.00201666 0.00346309 0.000923415 -0.00142606 -0.0106845
internal_weight=414.23 412.08 172.103 43.8323 239.977 23.077 18.4251 6.12774 234.111 214.757 208.385 120.93 19.3543 118.64 112.791 30.3637 23.8909 8.81777 15.0731 3.69892 82.4274 20.7552 87.4542 69.5268 55.6519 17.9275 12.3508 128.271 79.2131 18.0894
internal_count=4633 4351 2438 721 1913 449 416 129 1695 1600 1550 1070 95 1009 974 225 177 66 111 67 749 272 480 376 283 104 67 1717 1410 254
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=16 6 10 15 18 15 12 23 10 12 7 22 0 18 16 0 22 0 15 22 9 22 4 20 20 0 21 20 22 13
split_gain=12.1515 5.49309 5.67539 5.63032 7.53619 5.2457 5.63453 5.61478 8.84473 6.71355 6.94532 5.55605 5.21414 5.83025 10.6344 6.16367 9.98746 8.88607 7.56994 5.92093 7.25198 5.46016 5.40856 5.23605 6.45935 5.3267 5.24241 5.23504 4.97375 8.73221
threshold=18.594956516900002 15.635365317800002 90.937096262400004 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 -0.15849499999999997 75.085947125300024 293.55977308740006 25.899318331850004 -0.59496499999999986 86.09518316945001 13.900697602550002 22.624947093000003 90.321439350550008 -0.083330000000000001 91.109157582800023 36.548474543700003 -0.074029999999999999 196.40176798710004 -0.095074999999999993 195.04069921150003 41.965446242000006 43.477771593600004 85.769879735700016 3.4893684343500007 36.772607578000013 -0.054875 98.050756475600011
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -8 -9 -10 -11 -1 23 22 15 16 -15 -17 19 21 27 -19 -14 -2 25 -25 -26 -21 -13 -30
right_child=12 -3 -4 4 -6 -7 7 8 9 10 -12 28 13 14 -16 17 -18 18 -20 20 -22 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=0.0017448693322023728 0.00066073346366291009 -0.0030033280224481878 -0.0026270868712694813 0.0022973573488234461 -0.003463046737387955 0.0048914072474601266 0.0019441104818470703 -0.0037492319851276418 0.0014077505434203087 0.0012592987840353636 -0.0039801648359899435 -0.001637118368844971 0.0023972957146145479 0.00058022867939624566 0.0030117643140967119 0.0029241786787860369 -0.0043009101822260726 -0.00027662333913725 -0.0035194845519208461 0.0010885597318343802 0.0018479856170235836 -0.0047081109283113824 0.00089173558989521899 -0.0012417111754534204 0.0035868081140790231 -0.0051529260017004501 -0.00046402737789242232 -0.0052767895877206981 -0.0037463280923470919 0.00088156163866645663
leaf_weight=10.133997678756712 59.151199461892247 9.0444446690380556 11.324702656827865 3.3780229017138472 11.466858505271373 2.5085256639868012 25.245127974078059 6.3744405023753634 29.376700698398054 5.2817617431282979 6.4641347043216228 46.27460490074008 43.570145316421986 9.9331166818738001 14.811462335288523 12.858958803117273 9.3490382358431798 13.585676163434984 6.9121862538158885 2.8044949769973746 27.212618194520473 4.1764097828418008 73.929263554513454 16.424881201237444 4.7148335576057461 5.2886946611106387 16.571249222382903 3.1536920443177223 5.6560264695435825 27.264464747160673
leaf_count=69 332 371 554 18 248 6 138 98 210 63 136 652 192 43 59 45 78 95 68 11 94 41 288 157 13 50 142 33 156 173
internal_value=0.00023536 -0.000422257 -0.000299875 -0.000152989 -0.00215224 2.73412e-05 -4.79444e-05 0.000652416 -3.41326e-05 0.000541747 -0.00162414 -0.000618259 0.000640318 0.000931601 0.000350353 -8.77071e-05 -0.00178641 0.000375558 -0.000191 0.000260714 0.0011064 -0.0013186 0.00145001 6.43809e-06 -0.000893624 -0.00219435 0.000433226 -0.00228064 -0.000920651 8.645e-05
internal_weight=524.242 199.794 190.749 179.425 14.8449 164.58 162.071 72.7422 47.497 41.1226 11.7459 89.3291 324.448 222.297 104.798 89.9862 19.2822 70.704 57.8451 50.9329 33.1708 17.7621 117.499 102.151 42.9997 21.7136 21.2861 5.95819 79.1951 32.9205
internal_count=4633 2892 2521 1967 266 1701 1695 645 507 409 199 1050 1741 1047 567 508 121 387 342 274 138 136 480 694 362 207 155 44 981 329
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=16 20 15 21 17 15 13 2 10 7 23 16 3 6 5 16 16 19 2 0 10 20 5 16 0 23 18 20 9 20
split_gain=8.66396 5.46119 5.8401 4.82658 4.68664 4.3517 4.08655 3.89116 3.79706 3.55913 5.92637 6.6996 4.32796 3.50556 3.48089 3.44239 4.60557 4.91773 4.37736 4.47534 3.99046 4.89056 5.10879 3.34047 5.79348 5.59547 4.57358 3.79881 3.25012 3.22819
threshold=18.594956516900002 38.238138001450004 30.054399297400007 3.2738626606000003 167.17143786700004 46.055224235250002 117.97223122220002 98.91243606750001 69.545034918450014 23.209106085000005 0.090465000000000031 22.674946976100003 100.48918799990001 21.760508430800005 30.359384049000003 16.224962059000003 15.054964794950001 12.250988447150002 189.32640726775003 97.886760529650019 70.128430332750014 41.444941515100005 13.6045160441 13.534968349350001 104.22883325935001 0.076130000000000017 14.693728290050002 39.198779702000003 187.55294863440002 39.427119987250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 6 -2 28 -3 12 11 -11 -7 -9 -5 16 17 23 19 -18 -17 22 -22 25 -25 26 -6 -27 -8 -10
right_child=5 2 -4 4 15 9 7 13 29 10 -12 -13 -14 -15 -16 20 18 -19 -20 -21 21 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0021194115083095775 0.00092852366117404889 -0.0035817192476580661 -0.0035205219375748159 -0.0043795221256565037 -0.0037859057893504847 -0.0042227078379143811 0.003646772470957271 -0.0041650811919303364 -0.00077151364961062846 -0.0052704123176109908 0.0026112214532801386 0.0022062957772895813 0.00361292921460617 0.00289597288268974 0.0024696416350377874 0.0016418669315187036 0.0016238501222624034 -0.0039295525720926729 0.0033581791569845926 -0.0040867465057107706 0.0039801947242884151 -0.0039996196007067129 -0.0030396998922257701 0.0022054323620729665 -0.0037557154570616366 0.0031309393612447556 0.0015018599260632154 -0.0043029314112970601 -0.0014789614705115581 0.0019895835865654976
leaf_weight=26.890724471770227 268.24216565489769 2.6262646298855534 7.9881974384188643 7.3992972406558675 3.3098519518971505 7.4612250588834303 3.7250397242605704 7.1814656620845181 8.6915992656722647 4.8678239081054944 8.138557266443966 3.2721241191029549 1.3608480989933012 1.3663994893431661 1.4487252924591301 5.051199582405391 7.017078351229431 5.8149868119508019 12.483638539910315 3.2917923182249069 3.2426249589771059 11.653543497435747 3.5411886908113956 16.822315955534581 3.1623135097324839 1.2905204286798824 13.830455454066394 8.6134373461827618 4.4120428115129471 33.798790373839438
leaf_count=648 1318 92 209 369 54 121 24 120 85 68 35 14 5 5 25 64 32 90 54 34 17 231 35 89 72 10 135 259 31 288
internal_value=0.000250748 -0.000433731 -0.000152319 2.34329e-05 -0.00044035 0.000665745 0.000807835 -0.00113247 0.00113336 -0.00094717 0.000172953 -0.0022649 -0.00301402 -0.00303635 -0.00325808 -0.000188836 0.000230786 -0.00042405 0.00174901 -0.000199638 -0.00154008 -0.00241182 0.00031577 9.39551e-06 0.00126216 -0.000916345 0.000480774 -0.00333427 0.000867526 0.00142479
internal_weight=497.996 187.969 161.078 153.09 107.973 310.028 284.927 16.6849 45.1167 25.1006 16.2785 8.13995 8.82207 8.54787 8.84802 99.1249 75.6364 52.8439 22.7925 10.3089 23.4886 18.4374 6.78381 47.0289 19.9846 27.0443 17.1403 9.90396 8.13708 42.4904
internal_count=4633 2892 2244 2035 1570 1741 1498 180 465 243 117 82 126 125 394 1176 829 709 120 66 347 283 52 619 161 458 189 269 55 373
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=13 23 18 7 21 18 12 6 6 0 21 7 6 17 17 10 10 23 23 6 19 22 16 23 12 8 22 22 10 2
split_gain=2.44161 5.3806 3.34308 3.25168 3.49471 3.05543 5.11567 3.20632 6.85796 4.1366 2.99945 2.98592 3.29858 6.25685 3.96324 5.06731 2.98789 2.81785 3.55673 2.52863 2.26104 2.21815 4.21479 3.72173 3.17494 2.73909 2.68742 2.56666 3.5194 3.5226
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 24.209421447000004 16.464809133250004 17.108018746400003 284.29960850000003 13.665319288000001 13.775321858200002 97.789976036950009 14.136086967800003 19.729453620400005 12.255286342800002 199.45200027940004 205.09306577200002 67.606656606400023 81.573196594050017 -0.098985000000000004 -0.22831499999999999 11.685273024550002 12.451004585100002 -0.23557500000000001 15.564963602350003 0.085345000000000018 156.08429227995003 8.4434108459500017 -0.27494999999999997 -0.11534 62.186725015400008 312.25197865035005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 17 7 -7 10 -9 21 11 -2 14 -14 15 -13 -17 18 -5 -16 -3 22 -10 24 26 -25 -24 28 29 -23
right_child=5 20 3 4 -6 6 -8 8 9 -11 -12 12 13 -15 19 16 -18 -19 -20 -21 -22 27 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019509534921428671 0.018689594086571788 -0.021093105914454957 0.014204870654144802 -0.020985277110610573 0.0096878320856727696 0.015362545539795148 -0.012826424794974825 0.01567455956136031 -0.026941317756717778 -0.018275618381430728 -0.016458391566870477 -0.0252598201841472 -0.024910336908098709 0.00060441307035760553 -0.024818918415621935 0.0068721229427142917 -0.015272260090965986 -0.020474469223207541 0.010946082715608388 0.0038422653416632451 0.0010869267070537961 0.0027975342828620501 -0.022166754578750385 0.013275034077226975 -0.023665311696805878 -0.0040208834814114032 0.013170618421650722 0.00074986581917021414 0.011118065985874137 -0.023877133016708723
leaf_weight=2.7948749680072096 2.4682762473821631 7.8398550883866829 6.6336981300264624 1.9670227966271339 6.120943095535039 11.719490671530364 3.0077319815754882 12.0866128988564 2.749511357862505 4.1431210022419682 5.9485930223017922 2.2277143858373192 6.4648091085255128 7.9885893287137151 3.5033993599936357 25.943864448461685 2.4819899834692469 4.3555945043917719 3.8066237233579203 1.6995869763195512 2.1849066880531609 22.576561906840656 1.2142334934324064 6.70037619397044 4.1754499524831772 6.9195692259818316 2.3459658036008468 217.25358978891745 22.987937025725842 2.0039239488542071
leaf_count=68 14 556 57 99 57 60 38 57 41 47 130 32 110 75 54 242 106 287 57 13 32 283 73 37 88 52 31 1607 177 53
internal_value=0.000541005 -0.00427909 0.000397737 0.00282907 -0.00181479 0.000995547 0.00960553 0.000647081 0.00144108 0.000854073 -0.00347871 -0.00201578 -0.00303161 -0.010808 0.000102962 0.00274396 0.0049386 -0.00876565 6.73924e-05 -0.0154566 -0.0162589 0.00112839 -0.00447132 -0.00157833 -0.012259 0.0044879 0.00111853 0.00163809 0.00569479 0.000622882
internal_weight=414.314 35.7035 25.6788 22.8839 16.2502 378.611 14.7272 363.884 305.157 293.07 58.7268 52.7782 50.31 14.4534 35.8566 30.6536 28.4259 10.1292 5.77365 5.20299 10.0248 288.927 24.1051 21.3556 7.73565 13.6199 3.5602 264.822 47.5684 24.5805
internal_count=4633 1213 625 557 500 3420 98 3322 2546 2489 776 646 632 185 447 380 348 443 156 67 588 2442 322 281 192 89 104 2120 513 336
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=10 10 19 20 6 0 0 20 17 15 16 10 0 20 3 20 10 16 20 7 7 10 15 6 18 22 5 21 0 20
split_gain=2.22911 1.90235 1.81098 2.18989 1.7484 4.36763 4.52121 3.69714 5.02215 3.12595 3.57951 7.27666 8.23784 5.68363 4.19548 3.33285 4.76489 5.38816 4.07165 4.51649 4.92557 4.74513 6.11022 6.80982 4.67386 4.42426 5.00883 5.18671 4.81225 4.47381
threshold=90.937096262400004 54.884872733100003 10.850875481800001 48.109449608500007 14.825346391850003 95.44832900530001 93.047535894850014 36.859113051050009 172.68891404560003 22.853312863800003 19.224955043700003 66.859265246100009 90.321439350550008 39.032633164100012 89.732667019950014 38.396531328800009 63.910026677050006 22.454947490600002 42.081757894750005 22.435297587800004 22.598495330900004 62.041548276350007 38.86986296220001 15.945372561050002 13.193283301750002 -0.064729999999999996 20.201591378100002 7.0919822770000005 82.605564516150011 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 -1 -2 -4 5 6 -3 -8 -9 -6 -11 12 14 -13 -12 -16 17 -17 25 -20 -21 24 -23 -24 -22 26 -19 28 -28 -29
right_child=2 4 3 -5 9 -7 7 8 -10 10 11 13 -14 -15 15 16 -18 18 19 20 21 22 23 -25 -26 -27 27 29 -30 -31
leaf_value=-0.025038778512292133 -0.025393079669074736 0.00055265817734299167 -0.024998391296157458 0.023842428676106871 -0.016370148863136209 0.0013461016136061556 0.0038623285148143898 0.01299090265091756 -0.025606113205680892 0.011573056088019356 -0.025632345136071825 -0.0022400414642224126 0.021557200817574285 -0.03409498741914746 0.011161519820028925 0.016489662220230569 -0.022083607978514431 0.021757773320663618 -0.023900753487358786 0.016153957931953778 -0.024822003699070276 -0.035404320111516799 0.028313029927076825 -0.014966544231486916 0.0074930223772386971 0.0095818911331492299 0.018256240141134358 -0.0076228815754394606 -0.016689369246712861 0.014583895266201491
leaf_weight=1.6701256856322277 3.481553587364032 20.30999984126538 0.95392108475789461 1.252994682639837 5.1873587560839942 121.97961698728614 4.6616721069440272 2.2918185507878688 15.044480774085967 24.009285490494221 3.2940180003643027 7.9321858137845975 12.986700288951395 5.6638191789388657 20.82205156981945 13.09892022050917 5.1824837476015082 4.9154350534081379 6.6494837943464509 7.071580793708562 3.1430723201483515 5.821806080639365 2.7710460871458045 9.4905649069696647 16.513419071212411 38.215628774836667 2.6452703475952175 9.9320443421602267 19.188227743841708 11.606612935662268
leaf_count=137 436 272 111 7 166 1445 33 33 383 278 23 38 54 57 144 126 35 34 61 32 33 44 8 86 110 182 11 48 165 41
internal_value=0.000616444 0.000830039 -0.0144818 0.00273139 0.000937933 -0.000986268 -0.0077108 -0.0153402 -0.0205037 0.00227663 0.00269545 0.00166549 0.00287326 -0.0155102 0.00152795 0.00203322 0.000816733 0.00160237 0.000188905 -0.00522098 -0.00244913 -0.00593492 -0.0149143 -0.00518564 0.00232585 0.00340726 -0.00147945 -0.00411296 -0.0124555 0.00434376
internal_weight=407.787 402.099 5.68847 2.20692 400.429 164.288 42.308 21.998 17.3363 236.141 230.954 206.944 193.348 13.596 180.362 177.068 156.246 151.063 137.964 51.461 44.8115 37.7399 18.0834 12.2616 19.6565 86.5032 48.2876 43.3722 21.8335 21.5387
internal_count=4633 4079 554 118 3942 2166 721 449 416 1776 1610 1332 1237 95 1183 1160 1016 981 855 374 313 281 138 94 143 481 299 265 176 89
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=9 21 22 20 15 20 19 15 22 22 23 22 23 2 10 17 20 18 15 21 20 21 23 20 21 15 22 0 22 8
split_gain=2.03077 2.10955 1.94553 1.93823 2.19662 1.96488 2.45191 2.54686 1.83934 1.80799 3.51371 1.75283 4.61853 4.5422 2.79474 2.30802 5.63062 2.35692 2.1359 2.849 2.51378 2.23737 2.18477 5.22514 5.12753 4.36871 6.20462 5.81487 4.14463 7.18258
threshold=28.715052674600006 21.779899400000001 0.63131000000000015 32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 0.70681500000000008 0.27394500000000005 0.094595000000000026 -0.24150999999999997 0.083905000000000021 127.74713841330002 60.87206898960001 188.51582982015003 39.571921479100006 15.265416824250002 46.723315192750007 15.551195696050002 41.529896397300007 9.4810485893500012 0.088145000000000015 41.489621506400006 2.0976681454000006 38.86986296220001 -0.057599999999999998 86.036037090600004 -0.064729999999999996 8.9430209551500024
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 9 11 -11 12 13 -7 -14 -16 -17 -18 22 20 -20 -22 -13 28 -25 -26 -27 -28 -24 -30
right_child=3 -3 -4 5 -6 8 -8 -9 -10 10 -12 18 14 -15 15 16 17 -19 19 -21 21 -23 23 24 25 26 27 -29 29 -31
leaf_value=-0.024326481942023918 -0.019996492415216102 0.016723949377997042 0.014194161788688223 -0.025000988004709818 0.015152809034029881 0.0047287755710665926 0.022891004957621419 0.0093600929619712704 0.012971392165857264 -0.025611705313998697 0.0069890031792342886 0.0032695597010148829 -0.030035994301442884 -0.027165659181034422 0.010525383516166066 -0.024022093637504831 0.012597364912853817 -0.0099455247986141825 -0.029785846208854064 0.017398643293327579 0.0025565911573375922 -0.025793941806735356 -0.0021153425988518922 -0.029176861250726504 -0.010268846761717427 0.01190937931661983 0.0056051075310416107 -0.037832677403854743 0.0096463037452353771 -0.026487789136427888
leaf_weight=4.301543229725211 4.3124694810248902 1.0526408571749923 0.78948393976315845 1.4533754787407795 1.1446423754096029 3.3682646933011693 4.5957999378442764 4.4811978824436665 6.0608759820461264 3.7714397315867236 3.0359659506939352 171.38860501837917 1.4139459989964986 6.9776730970479548 10.816731697181242 4.5920779556035987 7.687143989838658 3.4046565506141633 3.1034391205757839 1.8732476644217957 5.0434667645022273 1.969133550301194 46.591354073956609 4.546527470694854 25.722701013088226 14.26199969276786 3.3077078741043797 2.9808356314897537 44.300287240184844 2.9874358335509887
leaf_count=293 203 8 10 65 4 97 19 33 47 73 30 1955 24 234 93 65 33 48 33 8 60 44 339 45 341 69 19 27 286 28
internal_value=0.000525358 -0.012343 -0.0183529 0.000725408 -0.0126238 0.000912326 0.010523 0.000945073 0.000645441 0.000445235 -0.0110724 0.00065926 -0.00390949 -0.016782 0.000861426 0.00250996 -0.00301805 0.00567777 0.00119207 -0.00815263 -0.0128841 -0.00540422 0.00154652 -0.00049434 -0.00631993 -0.00407414 0.00367964 -0.0149849 0.00265924 0.00736351
internal_weight=401.337 6.14367 5.09103 395.193 5.45711 389.736 10.5304 5.93457 379.206 373.145 6.80741 366.337 38.2605 10.3459 27.9146 26.5006 15.6839 11.0918 328.077 11.9893 10.116 7.0126 316.087 144.699 50.8198 46.2732 20.5505 6.28854 93.8791 47.2877
internal_count=4633 311 303 4322 207 4115 117 98 3998 3951 103 3848 594 331 263 239 146 81 3254 145 137 104 3109 1154 501 456 115 46 653 314
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=7 17 20 21 6 5 9 0 6 0 16 17 18 18 20 8 9 22 22 23 7 15 12 14 18 15 15 17 17 7
split_gain=1.96686 1.90622 1.6632 1.91368 2.7206 2.67578 2.61259 3.8556 5.25452 6.52981 3.88483 4.49544 3.8731 3.62067 2.74374 4.19118 3.47423 5.77012 7.55139 5.41628 4.96552 4.14104 3.23492 3.29448 2.81537 2.47458 2.25065 2.1912 2.11044 3.10809
threshold=29.911984439950004 158.19986339130003 32.724174661450007 3.1734339793000008 18.255426535100003 30.133297129900004 203.80256579455002 87.727077254650013 14.825346391850003 96.631250582750013 17.684958644900004 210.19483915710003 13.431207332600001 15.917243450850002 42.670715716450012 5.1459841250500009 184.83999455315004 -0.070854999999999987 -0.094409999999999994 0.08919500000000001 24.314922763450003 39.558912554250007 159.85579765120002 201.79193169965004 13.551953225650001 28.298162031900002 29.712811603950005 218.22336811130003 168.09695031380002 17.566486459500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 6 14 12 9 -9 11 13 -8 -11 15 27 -17 18 19 20 -18 -20 23 26 -16 -21 -19 -4 29 -5
right_child=-2 2 3 4 -6 -7 7 8 -10 10 -12 -13 -14 -15 24 16 17 22 21 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018231592484060741 -0.023804778212189563 -0.012177947776304545 -0.020982770584072243 0.020098876000285662 -0.021285355083652428 0.020875416449141742 -0.0013681873329381188 -0.023772587447600278 0.013746083638990067 -0.01694329072854877 0.017643331731795581 -0.029934321052825577 -0.031832311464489838 0.015368619898452085 -0.0024252761719730088 0.020780222863167913 -0.031399821750309399 0.014782201717454587 -0.04801334380828319 -0.0020028033043922454 0.012099252104208438 -0.01072415575567741 0.018848779595863133 -0.01770505498451572 0.019709870595303547 0.022095649963765871 -0.0047560357387162987 0.027799213067730026 0.00040748978702674421 -0.018003956119174512
leaf_weight=2.8299253035802385 1.7586613507010032 5.2197831822559229 4.9709699000231913 1.3653745222836713 3.2128116912208489 4.3868084070272735 4.7960966378450376 6.8478717673569944 12.256984806619583 2.8927498236298579 6.0543200559914103 2.8945649834349751 4.1028315369039774 5.0367486705072224 4.1580237317830315 6.4174478314816943 3.6484412727877471 9.0866203871555715 2.816149367019535 3.5869932556524855 2.2466887319460511 3.5889335386455059 11.785985623486338 3.244289800990372 11.369204328395424 6.0925963073968887 4.7604089714586726 0.54097703751176585 247.23995870351791 6.7027352550067008
leaf_count=233 282 208 279 12 101 32 34 108 70 31 31 55 57 51 28 38 51 45 32 32 27 30 62 37 104 28 29 3 2286 217
internal_value=0.000483986 0.000592359 0.000728488 0.000902972 -0.00023546 0.00320978 0.00258073 -0.00184715 0.00150794 -0.00481428 0.00287745 -0.00538168 -0.0154136 0.00358095 0.00511838 0.00297577 0.00482072 0.00280685 -0.00608023 0.00257203 -0.0148219 -0.0271192 0.00957121 0.0031735 0.0137823 0.0131654 0.00806524 -0.016195 2.94331e-05 -0.0115558
internal_weight=395.912 394.153 391.323 386.104 258.521 127.583 123.196 44.8822 35.9832 23.7263 16.8784 10.8241 8.89893 7.9295 78.3137 62.7865 57.2746 50.8571 21.9798 15.5747 5.89513 6.40508 28.8773 17.0913 15.5272 9.67959 13.847 5.51195 255.308 8.06811
internal_count=4633 4351 4118 3910 2616 1294 1262 437 346 276 168 137 91 82 825 693 411 373 200 138 78 62 173 111 132 60 74 282 2515 229
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=16 12 19 10 8 4 3 17 22 19 20 6 6 3 21 3 22 4 17 0 2 16 10 20 0 13 23 23 22 20
split_gain=1.90617 3.32364 2.48975 4.52452 4.12194 2.65656 2.37706 3.99844 2.2269 2.21611 3.79301 3.41154 5.85074 3.68774 3.92961 5.03011 6.61412 4.31337 3.82445 3.24824 3.59188 3.4657 7.88764 5.29609 5.26926 5.3491 4.18923 5.07672 3.26103 2.97061
threshold=13.534968349350001 178.58312952045003 10.550851274900003 90.679004281900021 2.9476996444500005 310.6261364962001 73.029276655500027 173.32159167880002 0.26597500000000007 11.950964240300001 39.065416244600009 13.665319288000001 13.825323026450002 85.589753040950015 6.9984086918000008 84.812788641250009 -0.14510999999999999 179.89634997090005 207.48293496715004 86.538778761000017 319.32263744460005 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008 113.98793627290001 0.08079500000000002 0.085855000000000029 -0.078549999999999995 39.354247760400007
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 -7 -8 -1 10 -2 -11 -13 14 15 16 -14 -16 -18 20 -15 -21 24 -24 25 -23 28 -28 -27 -29
right_child=9 2 4 -5 -6 6 7 -9 -10 11 -12 12 13 19 17 -17 18 -19 -20 21 -22 22 23 -25 -26 26 27 29 -30 -31
leaf_value=-0.025499986188320407 -0.027888783232083433 0.014127126789862679 -0.0269960488776105 -0.026499407965066769 -0.028185019992706069 0.01930617348717378 0.025859677648382692 -0.025427543334302284 0.002007086789365075 -0.00562877903104718 0.01274582093015645 0.01842603547965644 -0.035410247148927959 -0.00010080380608765869 0.0043643852639331463 -0.022426733632667402 0.011779588473868223 -0.029881702216318334 -0.012800001386236373 0.016490135400549416 -0.031308641591699132 -0.019555355385744787 -0.0023153906840145478 -0.034523486142144184 0.021440005756050567 -0.00061107250341357942 -0.018335656851965278 0.019477338671737635 0.025005813919091725 0.0020736618887940662
leaf_weight=6.8406644617207331 1.6031070062890673 10.860777125228198 1.8063774378970254 2.0927861576201385 4.3936351297888896 4.5826293658465129 1.5186680927872656 2.70802928134799 2.5998925205785781 48.448791618691757 17.76227608229965 12.6884871982038 2.607318482361733 116.44564553815871 3.4482148960232717 6.072661329060792 20.404743079096086 7.4199212733656168 5.0559339728206387 15.272508693858979 2.4095305120572439 5.7648644894361487 9.1072990261018258 5.0967178959399453 12.835908871144055 4.5195466801524153 6.6451666429638854 7.8679378628730765 10.739011399447916 31.062262944877148
leaf_count=425 66 124 85 278 187 55 6 53 50 710 151 66 28 1173 40 150 102 120 50 75 78 35 49 56 57 25 43 38 98 160
internal_value=0.000486231 -0.00494493 -0.000562853 0.00756348 -0.00757615 0.000953467 0.00668459 -0.00699985 -0.0179246 0.00106126 0.009382 0.000578693 0.00163222 0.000851037 -0.00576649 -0.00154866 0.00296842 -0.0190162 0.00689862 0.00215872 -0.000733475 0.00531499 0.00349232 -0.0138724 0.00659736 0.00373667 0.00594391 0.00210236 0.0174182 0.00559101
internal_weight=390.681 37.4035 27.9629 12.9536 15.0093 10.6157 8.80933 4.2267 9.44056 353.278 19.3654 333.912 285.464 272.775 45.0088 34.1407 28.068 10.8681 25.4607 227.766 118.855 108.911 93.6387 14.204 79.4347 66.5988 60.8339 45.5754 15.2586 38.9302
internal_count=4633 1263 788 402 386 199 114 59 475 3370 217 3153 2443 2377 490 330 180 160 152 1887 1251 636 561 105 456 399 364 241 123 198
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=16 6 15 5 20 9 21 8 15 2 21 10 2 9 22 9 16 16 17 13 2 22 3 3 7 22 20 16 2 8
split_gain=7.40149 4.72424 4.06682 4.38442 5.43446 4.25864 4.01246 3.94536 3.84459 3.76894 5.23927 4.06692 3.9848 3.46408 4.2799 6.77336 4.07497 3.83589 3.44561 3.32748 3.39952 4.12636 3.37007 8.17069 4.52718 3.3082 3.3054 5.91682 7.96415 5.54543
threshold=18.594956516900002 15.635365317800002 31.445204138150004 10.36813655115 44.749265482150008 38.283670303850009 18.870920756500002 2.1483234697000007 46.055224235250002 185.00267682035005 6.7841715403000018 70.940344688150006 325.13486840910008 199.17419511990002 -0.082275000000000001 202.16842692300003 22.674946976100003 22.584947186600004 162.43086425485004 117.97223122220002 98.91243606750001 -0.017745 85.589753040950015 84.812788641250009 23.960918281000001 -0.24150999999999997 42.081757894750005 22.584947186600004 126.88362105025001 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 2 3 4 -1 6 -6 -4 19 10 18 -12 25 17 16 -16 -15 -10 -5 22 -21 -22 23 -2 -25 -11 -24 28 -28 -29
right_child=8 -3 7 9 5 -7 -8 -9 13 12 11 -13 -14 14 15 -17 -18 -19 -20 20 21 -23 26 24 -26 -27 27 29 -30 -31
leaf_value=-0.0042684748571856111 0.0011562715843118779 -0.0037933144614501211 0.0061408106221596754 -0.0047687610411046256 -0.0036143564380860531 0.0028853650923575539 0.0014675415557863316 -0.0048482759040229919 0.0011190387683372434 -0.0015910442683221781 0.0015359523438713638 -0.0035377092290943025 -0.0022426880500311516 -0.00063664002331187907 0.0036228461682594926 -0.0059927402814729186 0.0056727682756234198 -0.0049387582817899279 0.00052118727249498957 0.00097143814424457693 -0.0053859630334974901 0.0011568231841674209 0.0015283645305287036 0.0028481636578194833 -0.0053312640378608252 0.00198686085514413 0.0035228400317059002 -0.0022815199580568084 -0.00027470007823774561 0.001608671699384412
leaf_weight=10.605511062312873 19.866977382451299 8.1628514900803548 0.72943730652332206 2.5835625808686009 8.1811127052642423 5.8693928532302371 4.9900183361023656 6.1215281924232841 3.0153284668922442 5.8870336571708313 3.9870473518967655 15.044602274894713 6.2853955840691915 4.1047350466251356 2.3300848379731169 3.9203271046280861 4.0639314949512482 6.7610077448189259 49.900725333951414 8.039065249264242 5.4734988855198026 2.9644695296883565 151.85035820677876 1.6353964880108813 7.7339517623186111 41.485858251340687 20.33031821064651 22.606635399162769 24.049820553511381 10.803652018308638
leaf_count=624 95 371 3 155 301 58 45 180 25 97 32 212 81 37 8 43 10 120 438 55 105 20 668 7 95 295 113 125 172 43
internal_value=0.000266806 -0.00047807 -0.000310682 -0.000161663 -0.00170614 -0.000278934 -0.00168903 -0.00367824 0.000689125 0.000204129 -0.000467201 -0.0024748 0.00109888 -0.00101789 0.000373709 -0.00240816 0.00250231 -0.00307034 0.000260787 0.00083912 -0.00110707 -0.00308732 0.000962992 -0.000465251 -0.00390357 0.00154223 0.00114483 0.000396141 0.00146493 -0.00102358
internal_weight=469.384 169.834 161.671 154.82 29.646 19.0405 13.1711 6.85097 299.55 125.174 71.5159 19.0316 53.6583 24.1954 14.4191 6.25041 8.16867 9.77634 52.4843 275.354 16.477 8.43797 258.877 29.2363 9.36935 47.3729 229.641 77.7904 44.3801 33.4103
internal_count=4633 2892 2521 2338 1028 404 346 183 1741 1310 837 244 473 243 98 51 47 145 593 1498 180 125 1318 197 102 392 1121 453 285 168
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=8 22 23 23 21 7 20 3 20 7 6 3 5 13 0 23 16 19 21 0 13 18 7 0 23 6 18 9 18 8
split_gain=1.82953 2.30819 2.26519 3.51146 2.19041 2.63464 2.06585 3.1325 2.95681 2.83517 2.77545 2.67043 5.07859 2.56521 5.79521 5.91156 4.23337 5.49563 4.05052 3.86234 5.9329 3.75752 2.91834 2.7908 2.90421 2.75372 4.99786 2.55558 3.6513 3.2412
threshold=1.7486353823000003 -0.156745 -0.17949499999999999 -0.222165 17.629804977050004 22.703933514050004 47.927946529500012 103.28787291370001 49.292797572200008 19.627338137150002 9.6302250086500027 95.002044955650021 30.133297129900004 109.34496908160001 95.44832900530001 -0.089139999999999997 19.224955043700003 13.751109481500002 5.9607024329000007 97.886760529650019 104.19926021995002 16.693547963350003 26.545218975000001 102.75018128760001 0.090850000000000028 14.745344522600002 14.442085364750001 210.61272793875003 17.108018746400003 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 4 3 -3 5 -1 7 9 10 -2 -8 13 -13 14 15 -11 -15 -18 23 20 -20 -21 -23 27 -25 -17 -27 -16 29 -29
right_child=6 2 -4 -5 -6 -7 8 -9 -10 11 -12 12 -14 16 18 25 17 -19 19 21 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.011806526628571 0.01560395950821959 -0.021752123473738248 -0.018708944182284346 0.022563782060994776 0.012017556615298009 -0.020388088064395241 0.023413121196554837 -0.012306245603937586 -0.010637811088611157 0.0049254256649106385 0.0044080558425185334 -0.015536942225037289 0.012740649991605863 0.011670837117401616 0.0081099521870235339 -0.02245722567200021 -0.019247848032096844 0.0018092592218395805 0.014255601015262465 -0.017096906966919824 -0.012385758760241847 0.010422781626589803 -0.011218773407340739 0.00079951080079755427 -0.021600492530418958 0.01388375497227232 -0.023798011732599149 -0.019386766698655446 0.01172454592376526 0.0017266381197232397
leaf_weight=1.5481265839189307 4.7326464708894482 1.2423343276605012 6.4951299639651534 1.4902392653748391 4.0070243794471025 2.549187877215445 4.7832853440195304 7.2289686715230337 2.7076594214886418 6.7772567179054048 7.4416436590254307 9.4477813444100303 3.2292286474257699 16.106164123862982 37.018837418872863 10.697431181557478 4.8174399528652421 187.05987879633904 7.8467873930931074 12.047461513895543 5.3114605285227299 4.593529977835713 4.8582301000133157 7.6458893932867777 3.075425265589729 2.6145741716027251 2.7226262474432588 4.8797712400555628 5.6511090993881217 6.3278525760397315
leaf_count=18 37 64 414 8 27 220 15 411 37 92 77 230 16 78 299 315 39 1172 42 204 60 26 128 273 133 13 53 53 36 43
internal_value=0.000385244 -0.00579594 -0.0124533 0.00241605 0.00178418 -0.0082237 0.000675087 0.000376487 0.00776766 0.000640352 0.0118442 0.000433724 -0.00833376 0.000770476 -0.00146959 -0.0103168 0.0020852 0.00128058 0.00056376 -0.00480491 0.00350155 -0.00988875 -0.000701036 0.00344407 -0.00562596 -0.0167592 -0.00533856 0.00524895 -0.00103332 -0.00746609
internal_weight=386.955 17.332 9.2277 2.73257 8.10434 4.09731 369.623 354.69 14.9326 347.461 12.2249 342.729 12.677 330.052 122.068 22.8119 207.983 191.877 99.2564 34.6575 13.1582 21.4992 9.45176 64.5989 10.7213 16.0346 5.3372 53.8776 16.8587 11.2076
internal_count=4633 751 486 72 265 238 3882 3753 129 3342 92 3305 246 3059 1770 473 1289 1211 1297 460 102 358 154 837 406 381 66 431 132 96
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=16 12 15 19 19 16 23 12 6 21 19 22 23 23 9 6 23 5 18 3 22 6 10 9 16 5 22 23 22 18
split_gain=1.77729 3.03637 2.53259 2.64106 3.64117 3.16623 2.37972 2.8069 1.97281 2.69457 2.60257 2.19487 2.35709 6.54109 5.56907 3.28943 2.96331 4.7036 2.96145 3.34911 3.78015 2.75987 2.46024 2.92746 2.62315 2.70651 2.2258 2.17641 2.28453 3.91224
threshold=13.534968349350001 275.08099959820004 18.019770707250004 10.350835137000002 10.550851274900003 11.949972055800002 -0.15544999999999998 293.55977308740006 5.1351199812500008 20.581461612800002 11.850956171350001 0.70681500000000008 1.0000000180025095e-35 0.079605000000000023 210.61272793875003 11.685273024550002 -0.10696499999999999 20.452758643300005 18.281462078100002 79.47351079420001 -0.047144999999999999 11.355265313950001 55.782817748650011 191.96565807215003 22.624947093000003 22.665750084250003 -0.23401999999999998 -0.25587999999999994 -0.07490999999999999 11.80968402675
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -2 -10 12 14 15 16 -14 22 -18 19 20 -15 -22 -12 26 25 -25 -24 28 29 -28
right_child=8 6 -4 4 5 -7 7 -9 10 -11 11 -13 13 18 -16 -17 17 -19 -20 -21 21 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.020628958933185781 -0.022067794656644196 0.012696599959692063 -0.023579946133614513 0.016420574551782734 -0.020926150882302076 0.0035823353015956684 0.012283008063888521 -0.015524442645327433 0.010243381734337399 0.010275213290900195 -0.023192330049623244 0.015439689247811436 -0.011193573265467447 -0.019984298457618739 -0.027828993722897571 0.015039523662126051 0.00058689145683369021 -0.025332144512875958 0.020005182443139344 0.00059154540155434865 0.019160225135836838 -0.010817103866267106 -0.013527926287095258 -0.0030816973298481865 0.010137002357662381 -0.026628785156254848 0.018287534689065108 0.016123859503035 0.014373410538172636 -0.028405923775733283
leaf_weight=3.9300601228606018 3.6427137830760321 6.6184658436104655 4.2835939587093881 3.8124259633477768 4.4386855759657902 4.9539340473711491 2.5912419967353326 4.2668735154438764 13.104760053567587 1.6678259335458276 1.7106698397546996 4.4056230857968322 2.3781161103397634 7.6045019887387753 3.911194719374179 19.781357541680336 7.3390386728569847 5.3957845428958535 3.3331518284976474 231.87484466983005 2.5240888465195876 2.9677025675773621 1.9048397010192228 7.3693567849695665 3.9590048771351567 3.07148702070117 1.2673258408904078 11.01909994566814 2.8952343780547372 2.1470771497115493
leaf_count=360 257 63 145 49 244 80 58 264 100 18 120 33 41 135 51 173 45 149 22 1794 11 31 64 62 18 25 6 147 16 52
internal_value=0.000377374 -0.00415518 -0.00908625 -0.00546298 -0.000949313 -0.00799968 0.0036819 -0.00501779 0.000835458 -0.0119102 0.00103456 0.000665347 0.000463488 0.00125347 -0.00364614 0.0122242 -0.00167888 -0.0103951 0.000274399 5.93549e-06 -0.0103625 0.00296081 0.00146165 0.00271561 -0.00447002 -0.0100088 0.00809537 0.0104723 0.000602404 -0.0110747
internal_weight=380.17 34.8953 21.4187 17.1351 13.205 9.39262 13.4766 6.85812 345.275 5.31054 339.964 326.86 322.454 270.464 51.9901 22.1595 48.0789 12.7348 248.304 244.971 13.0963 5.49179 35.3441 33.6334 14.3998 10.4408 19.2336 17.3287 6.30964 3.4144
internal_count=4633 1263 878 733 373 324 385 322 3370 275 3095 2995 2962 2207 755 214 704 194 1993 1971 177 42 510 390 105 87 285 221 74 58
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=17 9 13 0 20 12 21 16 3 7 7 6 3 20 16 8 5 5 3 5 3 7 5 22 21 21 23 22 23 15
split_gain=1.5582 1.52174 2.17571 3.06464 1.98531 1.98218 1.97742 2.97874 1.96022 2.79647 2.17335 1.80659 3.80478 3.26454 5.48122 3.21757 2.61627 2.59171 2.40993 2.66109 3.81296 5.00979 3.17031 3.37244 2.8019 2.35665 2.66009 4.67696 4.05791 3.04663
threshold=158.19986339130003 38.283670303850009 96.357027853400012 113.1679565431 47.927946529500012 293.55977308740006 12.010563921350002 17.379959358100002 103.28787291370001 17.566486459500002 19.627338137150002 11.085259005300001 83.866451379300017 43.895345911700005 17.809958352600002 7.1444245619500011 10.36813655115 11.452575093200002 76.927540944650019 13.812766882300002 80.785478361850011 25.959674155500004 16.316541761950003 -0.51760499999999998 5.2472773321000004 1.0000000180025095e-35 0.083395000000000011 -0.094409999999999994 0.093745000000000023 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=-1 2 3 5 8 -2 -6 -8 10 -10 -3 12 13 14 15 16 -12 -18 -13 -20 21 -21 -22 24 -24 26 -25 -28 29 -29
right_child=1 4 -4 -5 6 -7 7 -9 9 -11 11 18 -14 -15 -16 -17 17 -19 19 20 22 -23 23 25 -26 -27 27 28 -30 -31
leaf_value=-0.015409437807499942 0.0087867956315840247 0.014948732817460487 -0.023719027339063097 -0.021382302620745145 0.012166947728457103 -0.017208313038227643 0.010529947384878922 -0.026304995639615695 0.013430065554747482 -0.018449695766463419 -0.021395811607215307 -0.017164708750899843 -0.023999228387774553 0.013118610470318603 0.013162845232150718 -0.023832861991935076 0.019576616352757585 -0.009783876165064662 0.00963233312437318 -0.021462231267140284 0.010974754332174168 0.0013825605666748307 -0.020927451454930218 0.013527233353028575 0.0020411972832576892 0.00040738387677811814 0.016159073977992926 -0.036936469903897456 0.0041501787254438136 -0.0032409176486407868
leaf_weight=2.5214540128363288 6.2925584858749044 4.1878424240276209 2.3779091080650678 2.5773611997719854 10.993377234786747 1.4572049649432299 2.1116312406957145 1.5251490119844673 1.4551090761087824 4.678245625924319 2.2472726339474409 2.9779919562861314 3.5609531458467236 4.7518865875899783 4.5790230063721529 5.610148117528297 2.4124966054223478 2.4385086055845022 13.726929822936652 7.1419605547562233 12.591341434977947 8.4573131753131729 5.2317156251519901 12.397184645757081 3.6278642676770687 227.22967583453283 5.3658141708001486 2.3814957356080395 5.6582947177812457 1.9841434694826601
leaf_count=250 142 36 111 262 83 79 25 36 24 344 206 74 81 47 35 250 26 38 79 178 86 83 66 99 38 1749 31 24 33 18
internal_value=0.000325656 0.000432302 -0.00639874 -0.0024106 0.000673835 0.00389888 0.00792009 -0.00491745 0.000366275 -0.0108864 0.000570128 0.000390043 -0.00473693 -0.00162466 -0.00567722 -0.0124656 -0.00348138 0.00481765 0.000815121 0.000990219 0.000584045 -0.00907668 0.00112914 0.000659336 -0.0115221 0.00108253 0.00660363 0.00102633 -0.00707422 -0.0216221
internal_weight=374.55 372.028 12.705 10.3271 359.323 7.74976 14.6302 3.63678 344.693 6.13335 338.56 334.372 25.6003 22.0393 17.2874 12.7084 7.09828 4.85101 308.772 305.794 292.067 15.5993 276.468 263.876 8.85958 255.017 27.7869 15.3897 10.0239 4.36564
internal_count=4633 4383 594 483 3789 221 144 61 3645 368 3277 3241 683 602 555 520 270 64 2558 2484 2405 261 2144 2058 104 1954 205 106 75 42
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=16 6 15 15 9 16 22 9 16 7 10 12 23 7 20 19 16 7 22 22 16 15 23 15 23 16 20 21 17 17
split_gain=3.78703 3.73909 3.15546 3.14819 3.1701 3.87199 3.42908 6.47905 3.86539 2.86486 3.94468 3.3133 4.91576 4.7043 5.1993 4.17977 3.90058 3.38122 3.37374 3.74122 3.35822 5.2422 3.32079 3.66101 2.98896 2.77445 4.5823 4.1925 2.7672 5.89358
threshold=18.594956516900002 15.635365317800002 32.548041893900006 46.055224235250002 199.17419511990002 22.584947186600004 -0.082275000000000001 201.81004550795004 22.674946976100003 19.506002767000002 66.52858489605002 211.51213392550002 -0.10978499999999999 26.296311413900003 49.292797572200008 10.350835137000002 11.949972055800002 20.714163848350005 -0.59496499999999986 -0.54488499999999995 17.874958200600002 20.343341900300004 0.072890000000000024 19.314972497650004 0.11636500000000001 16.294961895300002 40.858951393400005 1.3367181581500003 236.15709471040003 208.35751021765003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 5 -5 8 -8 -6 -1 -11 12 -12 14 16 -14 17 -13 -17 -20 21 22 -15 -24 28 26 -18 -27 29 -21
right_child=3 -3 -4 4 6 -7 7 -9 -10 10 11 13 15 20 -16 18 25 -19 19 24 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0042154414744604253 0.00085561096566760711 -0.0047676002558690467 -0.0062502787981231923 0.0015600941243324644 -0.0010255669813252514 -0.0064751895679046071 0.0053890776066446789 -0.0075837822779568449 0.0071811391732099078 -0.0051957072254967176 -0.0056700316027093207 0.0070427275191363801 -0.0065052747422872223 0.0031420628827131107 -0.0063405483577328005 0.0034303279579844192 0.00030051708264996568 -0.0035839378576029901 -0.0057579548013886612 0.00046494745174236661 0.0048207271951324331 -0.0070470997862845759 -0.0043139112413319441 0.0060964601179802295 -0.0069969731240451475 0.0059551681322191213 0.0060606370055574701 -0.0065435423893277804 0.0065333947612985456 -0.0057164870671616132
leaf_weight=4.8595889941789201 251.62397525366396 6.4654123452492049 2.9016090771183363 2.9171455670148152 3.9896095115691423 6.455610690638423 1.9927834495902041 3.6565761771053076 3.7119106948375702 5.3171822028234592 6.5677502546459428 1.2680716216564167 3.6263278762344262 5.8352212607860627 2.2098007444292298 7.9031342249363581 6.3466486623510781 4.8021403742022812 4.3552133766934196 48.173901390982806 2.7480696588754645 5.0991132371127597 6.7888224439229798 1.3582202130928633 2.0874032210558644 1.6310535334050649 17.079155126586556 2.0038318242877722 2.1266401014290741 5.7886414453387252
leaf_count=35 1498 371 106 25 37 120 6 45 10 151 204 3 265 76 86 48 60 84 63 581 20 94 363 8 38 6 73 47 11 99
internal_value=0.000258711 -0.000457165 -0.000272454 0.000669277 -0.00139404 -0.00397431 0.000417405 -0.00300767 0.00292983 -0.000155237 -0.000303646 -0.000114878 -0.000870655 0.00095102 0.00225597 -0.000445047 0.00282935 -0.00136402 -0.000133037 -0.000583396 -0.00116163 -0.0020232 -0.000191057 -0.00257836 -0.000196018 0.00377 0.00450007 -0.000935094 5.70844e-05 -0.000198144
internal_weight=431.691 157.343 150.878 274.348 22.7236 9.37276 13.3509 5.64936 7.70152 147.976 143.116 137.799 80.629 57.1701 35.3407 74.0613 33.1309 6.07021 70.4349 62.5318 21.8294 19.0814 13.9823 8.14704 58.1766 27.0607 23.4258 3.63489 56.0892 53.9625
internal_count=4633 2892 2521 1741 243 145 98 51 47 2415 2380 2229 1309 920 359 1105 273 87 840 792 561 541 447 371 729 186 133 53 691 680
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=20 20 19 23 7 15 15 16 16 16 10 17 15 22 22 0 22 22 4 17 22 20 0 23 18 9 2 6 21 21
split_gain=1.57479 1.76808 2.13547 2.42949 2.2654 1.68706 1.62576 1.59003 4.4445 3.01629 4.29148 4.29158 2.95392 3.64108 4.11763 2.86339 2.81675 3.8207 3.07293 5.11893 4.02993 5.65219 4.71683 3.4663 3.38585 3.66209 3.59944 6.95418 3.44942 3.43844
threshold=32.724174661450007 34.515670600900002 13.951125619400001 0.11458500000000002 24.176603375500004 36.370482311550013 51.19990836680001 20.394952307700002 20.034953149600003 20.674951653000004 65.765062787050013 212.38791228795003 31.445204138150004 -0.070854999999999987 0.075080000000000022 91.886121982450007 0.20852500000000004 0.13747000000000004 197.71977442185002 188.85216786605002 -0.06828999999999999 42.243697547450004 86.264556031700025 0.10214000000000002 14.243842826850001 204.89606367675003 154.46567853970001 16.165377701450002 3.5853494717000003 6.5613067478000007
decision_type=2 2 2 2 2 2 2 2 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 -1 7 8 12 -9 11 16 -3 15 -15 -14 17 18 19 -11 24 22 -22 -23 25 26 28 -28 -20 -29
right_child=1 6 -4 -5 -6 -7 -8 9 -10 10 -12 -13 13 14 -16 -17 -18 -19 20 -21 21 23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.018514857165545011 0.0065439795134047277 0.00035510004587229973 0.021003661585268375 0.023238611576885317 -0.026574017606360932 0.012412529620170308 -0.017130042686044043 0.01382117640584837 -0.028644678335150192 -0.0012173469279254034 -0.017625630489596616 0.020324816646470904 0.018338239200944115 0.0069138449055377964 -0.019379337634293531 -0.02551316325350465 0.01600324991795412 -0.017605888857937485 0.013271223647008931 0.012407671075362179 -0.0011533718250033497 -0.021644022312349298 0.015168324823460215 0.0021965722046400618 -0.025480989761374473 0.0052827401847125597 -0.042405058618983901 -0.018370157237255914 -0.0068947087331518555 -0.00089413031658517315
leaf_weight=3.7169661960797375 2.058599483221768 149.15159099013545 4.1712180450558662 1.5356230288743971 1.7223953850334508 1.0207092538475988 2.4210788793861857 8.9577583447098714 2.6171063985675564 25.253644291311502 5.3611141480505458 5.4583217948675147 0.75815441831946628 8.406186677515505 3.9867364317178717 6.2448802245780826 5.5793890208005896 5.0668689981102935 6.4185283910483077 24.82794339209795 13.721742838621145 5.2874494921416026 19.411144621670246 5.8132243398576975 3.2921252250671378 16.28118446841836 2.9648104608058956 8.2979203481227177 9.6280621178448182 13.311814289540051
leaf_count=237 37 2683 19 14 57 4 61 45 35 138 40 31 8 73 42 199 26 41 31 164 70 47 95 31 39 104 21 92 59 90
internal_value=0.000354813 0.000511958 0.00959092 0.000636911 -0.0085426 -0.0118517 0.000271693 0.000390006 -0.00108999 0.00175981 0.00114585 0.00173569 -0.000662133 -0.00848448 -0.00154453 -0.0207658 0.00112133 0.000601001 0.00119806 0.00553725 -0.000882925 0.00400003 0.00840881 -0.00915913 -0.00447114 -0.0032556 -0.00667782 -0.0118033 0.00117153 -0.00760475
internal_weight=372.744 368.007 9.48784 5.31662 3.78099 4.73768 358.519 356.098 171.165 184.933 175.975 170.614 168.548 19.396 12.3929 7.00303 165.156 159.576 154.51 50.0816 104.428 44.2336 33.1329 11.1007 60.1944 56.9023 40.6211 24.5745 16.0466 21.6097
internal_count=4633 4392 127 108 94 241 4265 4204 3040 1164 1119 1079 3005 322 115 207 1048 1022 981 302 679 243 165 78 436 397 293 203 90 182
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=16 2 8 21 5 8 23 10 19 3 21 19 20 6 6 21 16 22 20 8 9 20 7 2 6 5 0 15 9 22
split_gain=1.45876 2.74344 2.32668 2.48338 2.3013 2.25729 2.05097 2.80631 2.56524 2.04175 1.86469 1.69777 2.88238 2.75206 2.46832 2.86012 1.94643 3.35694 1.66207 4.78228 5.36616 3.93404 3.72241 5.22739 3.74638 3.06015 5.5722 3.10923 3.00281 2.82606
threshold=13.534968349350001 219.56639384385002 7.6440346712000009 8.3507597823000008 14.050239455300002 2.9476996444500005 -0.20885999999999996 82.299080289250014 10.250827068050002 77.709882260600011 22.923548677750002 11.950964240300001 39.065416244600009 5.1351199812500008 11.085259005300001 20.581461612800002 14.684965660200001 0.13747000000000004 42.081757894750005 5.1459841250500009 186.70853236170004 43.182896969600009 22.502236473750006 108.63443756215001 16.285380505300001 30.133297129900004 85.121961326250016 18.939493156800005 185.00606802455005 -0.064729999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 6 -3 -8 -9 -4 -1 12 -2 -13 15 -14 17 -15 19 -18 -21 22 -20 24 -24 26 -22 -28 -25 -29
right_child=11 5 3 -5 -6 -7 7 8 -10 -11 -12 13 14 16 -16 -17 18 -19 21 20 25 -23 23 28 -26 -27 27 29 -30 -31
leaf_value=-0.019321684777304775 -0.021498387379285288 0.012340018061920645 -0.02057229806683105 -0.025987036648647724 -0.022407225796641922 -0.014734080783252074 -0.023654930920145173 -0.020985277580059716 0.013688634398328837 0.013472797855217504 0.019242774156876339 -0.020817053117162754 -0.015951082226048074 -0.019502979273312831 0.013209355485163676 0.021398381755467807 -0.017550861993715482 0.016701035077718362 -0.019381720490175034 0.011049951517983422 -0.018875318623211235 0.0027782430454035725 -0.012067313199150234 0.011640173272280353 0.01381403538221391 0.020267323059139059 0.022178538198313818 -0.0014917775888867661 -0.0088251424081267973 0.0036916177424908426
leaf_weight=7.7365341705735791 1.3250051010400081 7.4252689273562291 0.81391440355218758 1.3928300468251107 1.1493285703472791 2.6599442712031296 1.8441127846017487 1.1077370147686449 3.4886171941179782 4.7171014212071896 0.52777419611811627 2.3994477393571279 2.7318866653367908 4.3170729465782633 12.566124679520724 1.1471927762031553 4.9329550208058199 1.3171278312802313 6.2784841095563015 23.962761413305998 5.5536129698157302 48.416233529802412 2.8561317063868037 3.0967578180134288 9.6510018408298475 3.2038793116807929 2.7732362607493988 86.746252764482051 32.215172108262777 79.374519600532949
leaf_count=562 66 60 116 41 33 153 55 150 69 21 3 194 78 111 67 6 279 8 113 140 71 588 22 16 90 13 11 681 326 490
internal_value=0.000304688 -0.00368636 -0.00945478 -0.00187539 0.00315181 0.00201638 0.00522971 -0.00296782 0.0053321 0.00846291 -0.0168589 0.000696364 0.00666714 0.000361757 0.00893646 -0.00490541 0.000523239 -0.0110394 0.000734027 0.00175959 0.00223206 -0.0013323 -0.00501115 -0.00312434 0.00790377 0.00104265 0.000689573 0.00133291 -0.00703039 0.000984912
internal_weight=367.728 32.8632 16.3375 8.07317 6.68034 16.5257 13.8657 6.44047 4.59635 5.53102 8.26431 334.865 17.7702 317.095 16.4452 3.87908 314.695 5.6342 309.061 206.547 201.614 102.514 54.0975 47.8191 12.5071 177.652 174.448 168.894 35.3119 166.121
internal_count=4633 1263 776 211 170 487 334 274 219 137 565 3370 217 3153 151 84 2959 119 2840 1685 1406 1155 567 454 112 1266 1253 1182 342 1171
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=16 20 15 2 7 6 22 5 20 20 6 3 21 17 10 20 0 22 23 0 5 16 21 5 6 6 0 10 18 7
split_gain=5.71411 4.20189 4.55638 3.31677 4.78675 5.63342 4.54794 7.79402 6.39748 5.93901 5.23836 3.85463 3.20699 3.81636 3.57753 2.99844 2.99309 2.98567 3.16231 3.08752 2.85994 2.76555 4.58908 4.25974 2.6894 4.42661 4.6523 3.82583 5.67869 5.26166
threshold=18.594956516900002 37.232443001650005 30.054399297400007 178.46521675150004 23.050081659550006 16.575387281250006 -0.06828999999999999 21.252944829650001 42.527280425250005 41.489621506400006 16.345381907250005 92.813640037450014 3.2738626606000003 167.17143786700004 69.545034918450014 48.823707093150006 86.866770652900016 0.0027500000000000003 0.094385000000000011 86.264556031700025 30.359384049000003 22.674946976100003 0.22610259290000004 21.701709660250007 13.665319288000001 13.825323026450002 97.886760529650019 80.538140213850014 17.142803710550002 22.398098708400003
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 5 -5 7 -6 10 17 -9 -12 14 20 -3 -4 -11 19 -19 -8 -14 -2 -23 -24 27 -26 -27 28 29 -15
right_child=3 2 15 4 6 -7 9 8 -10 16 11 -13 13 24 -16 -17 -18 18 -20 -21 -22 22 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0024264656818350078 0.0010797623705175339 -0.0035227388969085991 -0.0042658360777036598 -0.0036480290309211399 -0.0041221064321110817 0.0012084432967927206 0.00030910294533153436 -0.0043726544836712958 0.0024465615476765767 -0.0039168694734131333 0.0039359235364155648 -0.000987116318956348 -0.0042452291871320214 -9.3900810536977399e-05 0.0011694980946749672 0.0040850646117406427 0.00029390583319712172 -0.0014707048713005571 0.0027725892161041049 0.0043779661747938474 0.0025850146880109894 0.003380917359478292 -0.0042182738027718453 -8.13466981587418e-05 0.0034666440423243173 0.0004851927612542722 -0.0059528691373041259 0.00026736438002158578 0.0026951223092848389 -0.0037979064506971682
leaf_weight=13.993465840118004 156.36275492701679 2.693070726003497 5.9863305939361444 10.697026893496515 7.7301268558949223 5.6862615495920172 3.7758725658059182 5.5637999493628767 12.827341932803391 3.6224774606525889 3.2194475978612891 10.650278734043239 6.0700714902486643 9.6604388244450146 40.639795512193814 0.75231231376528729 9.5191250741481763 5.1701089106500131 5.7841733694076538 12.479983098804949 1.1303316806443033 4.32549995556474 5.0920678973197964 16.105984939262271 7.2747753039002445 19.253628472331915 1.9185284189879883 33.134583012200892 3.9664782248437396 15.567840529605744
leaf_count=508 892 113 216 152 74 52 17 56 67 34 11 81 372 123 433 8 45 36 20 57 25 19 32 96 28 190 22 548 20 286
internal_value=0.000227265 -0.000361432 -0.000166246 0.000569652 -2.02297e-05 -0.00196246 0.000375825 -0.000566419 0.00028557 0.00130965 -0.00114082 0.000155622 -1.52069e-05 -0.0004102 0.000877883 -0.00333353 -0.000866793 0.00236079 0.000769875 0.00343286 -0.00317301 0.000883348 -0.00031993 -0.00107509 -0.000191054 0.000813446 -9.81963e-05 -0.000649504 -0.0016901 -0.00237956
internal_weight=440.654 162.042 148.048 278.612 96.726 16.3833 80.3427 39.991 32.2609 40.3517 19.4335 13.8697 141.31 97.9767 43.3329 6.73864 13.1416 27.2101 10.9543 16.2559 7.2004 181.886 25.5236 21.1981 90.7763 28.4469 21.1722 62.3293 29.1948 25.2283
internal_count=4633 2892 2384 1741 702 204 498 289 215 209 148 92 2160 1614 546 224 79 130 56 74 397 1039 147 128 1217 240 212 977 429 409
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=16 5 10 0 10 20 16 22 15 9 8 2 8 17 15 20 18 13 23 5 2 22 0 22 17 23 20 7 21 2
split_gain=7.69365 4.9012 3.9224 4.72751 4.00501 4.27402 8.52614 5.48589 7.06547 6.08962 5.13676 3.64724 3.78161 3.60463 3.59061 5.55023 5.59814 4.51121 5.2846 3.84956 4.15027 4.94374 8.89792 6.47658 5.30575 4.76937 5.31231 4.28717 4.27303 4.5825
threshold=20.394952307700002 23.714185006400005 67.031326566450005 90.321439350550008 65.571493801650021 42.206017975500011 22.454947490600002 -0.11534 39.203018015350004 200.95377551580003 8.543332867800002 325.13486840910008 2.8477776226000002 162.04221493815001 31.445204138150004 37.817254840650008 15.064837217800003 110.65693664925001 0.08759500000000002 11.783123780850001 186.79363985910004 -0.059424999999999999 92.168410086200012 -0.07490999999999999 200.17087924040001 0.083555000000000032 48.109449608500007 24.040556609400003 8.5683096188500016 72.043920985000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 4 5 -2 -7 -8 9 -9 -10 13 -13 -1 19 17 -17 18 -16 -15 21 23 -23 25 -24 26 -21 -27 29 -29
right_child=1 -3 -4 -5 -6 6 7 8 10 -11 -12 12 -14 14 15 16 -18 -19 -20 20 -22 22 24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0026995256910919449 0.0014263289933006732 -0.00033472378989091395 -0.0025118063924293287 0.0027897164179510451 -0.0018426584500574423 0.0034661267574818094 0.0024737073128350243 -0.0017276169030157546 -0.0011851238967589262 -0.0072965749782252128 0.0024409014017381016 -0.00027917922142582619 -0.0041613395103821636 -0.0010523816710643792 0.0025123251786110345 -0.0038676300841382471 0.00029905320895892706 0.0042318166418016502 -0.0052855156330742815 -0.0033660664383040363 0.0013172110485542739 -0.0044259542466724543 0.00208917476643628 -0.0051403653392897014 -0.0011592017396546467 0.0022138390890774629 0.001590465777013571 -0.0041621520788507919 -0.0032510842180987279 0.00071711493283281233
leaf_weight=6.9706816575489929 99.536796197295189 47.639268102124333 4.1812774017453185 18.764843456447124 6.9842301309108725 8.6426049694418889 7.022233434021472 13.597224470227959 12.119165897369387 3.2269182726740828 9.0745300203561765 7.1807369999587518 6.2189923292025924 29.675311627332121 2.4349039271473902 11.992402318865063 6.6618951875716439 3.6549614407122135 2.1948228608816862 11.376416270621119 44.606521656736732 3.7790012834593645 32.395183988846838 4.0150056872516862 8.4128182269632799 11.072264068759976 3.8419608660042277 2.859530076384547 5.7864351607859126 24.129532177001238
leaf_count=348 429 401 29 73 36 64 28 72 68 31 30 157 169 911 12 212 53 14 28 336 380 92 138 67 68 75 22 55 69 166
internal_value=0.00023689 0.000706624 0.00097749 0.00105901 0.000856291 0.000979318 0.000150484 -0.000485745 -0.00103238 -0.00279576 0.000367436 -0.000235977 -0.00208094 -0.000121449 -3.54182e-05 -0.00127719 -0.00237961 0.00120507 -0.00118441 0.000148435 0.000382451 -4.81692e-06 0.000924067 -0.00066137 0.0014195 -0.000356912 -0.00211476 0.000253191 -0.000409157 0.00020015
internal_weight=460.048 230.789 183.15 178.969 160.204 153.219 53.6827 45.0401 38.0178 16.8241 21.1937 229.259 13.3997 215.86 208.889 26.939 18.6543 8.28469 4.62973 181.95 152.275 107.668 44.587 63.0811 40.808 59.0661 15.2184 43.8478 32.7755 26.9891
internal_count=4633 1261 860 831 758 722 293 229 201 103 98 3372 326 3046 2698 319 265 54 40 2379 1468 1088 298 790 206 723 358 365 290 221
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=16 5 2 17 15 18 10 17 15 5 2 22 2 8 2 16 22 22 20 8 9 23 23 20 6 20 5 2 16 10
split_gain=7.92914 5.54964 4.87704 4.13912 4.1088 4.52809 6.53305 5.96779 4.40628 4.36358 4.9374 4.53973 6.28163 3.94096 3.92636 5.91604 4.27478 4.89442 7.24448 7.17083 4.10556 3.43941 4.38943 3.96382 3.36995 7.6167 5.8158 6.22657 5.38092 5.19941
threshold=20.394952307700002 23.714185006400005 325.13486840910008 162.04221493815001 28.579157549250002 14.032563378150002 67.031326566450005 196.21449749970003 28.298162031900002 20.556063402800003 90.828344481500011 -0.078504999999999991 108.01392853780001 2.8477776226000002 186.79363985910004 18.594956516900002 -0.58835000000000004 -0.054875 47.927946529500012 5.1459841250500009 32.593970107800011 0.085345000000000018 0.090235000000000024 42.527280425250005 16.455384477450004 39.427119987250002 22.825270530250005 191.54391932205002 22.674946976100003 62.009286778800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 24 3 -1 8 6 -6 -7 14 10 -9 12 -12 -4 15 16 -5 18 21 -19 -16 -18 23 -23 -2 -26 27 28 29 -27
right_child=1 -3 13 4 5 7 -8 9 -10 -11 11 -13 -14 -15 20 -17 17 19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0027990036889553654 0.0013875377864349954 -0.00038590501512878524 -0.00042300602503946114 0.0014043601227221555 -0.0028062669096921024 -0.0035112469694697237 0.0033535876169835006 -0.0038375461872057577 0.0030867298823324227 -0.0044419108515018901 0.0032946890996724742 0.0018452617780253479 -0.0034917051393434663 -0.0041640938392628066 -0.0019614332013986697 0.0014633294379109972 -0.0040856001398908263 -0.0038315886171732681 0.0014837206563402875 0.00088737702858865278 0.0012043018536924018 0.0016064999197202593 -0.002990579276198497 -0.0041160289303810273 0.0025775869696967753 0.0019435494131500551 0.0017640682736126769 -0.0045034762984098274 -0.0035654350335367663 -0.0010057997246461917
leaf_weight=7.0128066851757458 107.26202326640487 47.333982644602656 7.3319269521161896 10.454556761775164 3.2995692072436196 12.174959823489187 6.5055761951953173 3.7433363981545034 6.7275647185742846 3.2362286997959009 2.4609437268227357 13.801472535356877 5.8728388156741858 6.997098371386528 5.7958325375802806 19.653304377570748 11.724914723541579 4.9399783010594644 6.9004202941432586 23.919779267627746 51.425961608765647 6.6479262877255696 13.113396661821751 2.0026798658072948 15.816791005432604 12.942491039633753 14.061162661761044 5.2853388935327521 5.6617590449750415 18.411626845598221
leaf_count=348 521 401 157 107 57 190 24 46 28 52 8 53 83 169 205 108 384 221 89 168 564 59 208 44 63 42 56 52 38 88
internal_value=0.000224163 0.000700185 -0.000233751 -0.000103277 -1.51034e-05 -0.000897601 0.00128071 -0.00141489 0.000261011 -0.000538252 -5.00828e-05 0.000590423 -0.0014877 -0.00224984 0.000139601 -0.000288915 -0.000720983 -0.00104185 -0.00184318 7.96229e-05 0.000883654 -0.00252869 -0.00168994 0.000281692 0.00098668 0.000390984 -0.000222635 -0.000883026 -0.000366077 0.000211646
internal_weight=462.518 226.775 235.743 221.414 214.401 51.0949 9.80515 41.2898 163.306 29.1148 25.8786 22.1353 8.33378 14.329 156.579 99.357 79.7037 69.2491 40.3893 28.8598 57.2218 33.4889 21.764 8.65061 179.441 72.1792 56.3624 42.3012 37.0159 31.3541
internal_count=4633 1261 3372 3046 2698 513 81 432 2185 242 190 144 91 326 2157 1388 1280 1173 784 389 769 695 311 103 860 339 276 220 168 130
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=16 5 20 16 16 17 10 21 5 9 6 23 10 5 0 6 2 13 20 15 18 10 18 18 22 22 18 9 23 6
split_gain=11.0341 5.7381 4.9618 5.51757 9.71975 5.92367 5.0106 5.49328 5.78657 5.02742 5.00819 4.80115 4.34814 7.78093 7.17722 4.50357 7.23744 6.08824 5.00448 4.90456 8.25177 4.37166 4.19404 4.15306 5.65404 4.74058 3.99346 3.78848 3.69539 3.6559
threshold=18.594956516900002 23.605484525250002 38.238138001450004 15.839962959300001 13.534968349350001 236.15709471040003 71.053259929650025 11.534227923400001 19.221712148250003 191.96565807215003 11.085259005300001 0.076130000000000017 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 199.01127796720002 117.62810858150002 38.804629908750009 36.548474543700003 13.317304170000002 61.923256118600001 13.845746551550002 14.032563378150002 -0.074029999999999999 -0.092614999999999989 14.380989918050002 226.58992707320002 0.088565000000000019 9.1452136764500018
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 11 6 7 8 -5 -8 29 22 15 14 -14 21 18 -18 -17 20 28 -2 -4 -16 25 -25 -26 -3 -20 -6
right_child=1 27 3 5 10 -7 9 -9 -10 -11 -12 -13 13 -15 23 16 17 -19 19 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.0013021612902788041 -0.0011316944215771639 -0.00031424539683305648 -0.0026973767188465049 0.00061326416845095216 8.0925735718155101e-05 0.001407175211830935 -0.0001114469245460192 0.0015437315207175487 -0.0026794118732354319 -0.0025610366635899101 0.0011765496459793117 -0.0016070705374876741 -0.0022577659079914885 -0.0031292301869486052 0.0022505173132031583 0.0019944351857977384 -0.0035775541678197448 0.0010984967686600738 0.0015884051315728596 0.00080355987355031728 -0.0034191072895568457 0.0012157239091063689 0.00043092398467703213 -0.00012131836169601519 -0.00088819636166443013 -0.0032653219123288672 0.0013816569723432356 0.0022104526747687594 -0.00091273565203933715 -0.0032328265774346
leaf_weight=24.445084621198475 4.7887104898691168 62.041390845552087 2.832636862993243 5.7507566967979091 11.96057140547782 6.1461235880851737 6.7922066682949689 6.7421526443213216 6.6438826201483607 16.826498279348016 46.503176969476044 18.929821899160743 5.7006974518299094 4.1030901465564957 7.3972871825098983 12.061211194843052 4.6435756832361212 2.4601075872778893 6.2878402844071406 35.76936649531126 4.8341407701373091 106.14582305401564 19.613941530697048 11.27557304874062 5.5766907148063245 3.6718224324285975 22.692082151770592 3.6337509602308264 7.4587988257408142 2.2911867313086978
leaf_count=648 26 554 70 42 166 37 140 62 315 283 242 621 46 48 23 45 48 9 20 133 34 461 240 90 28 39 85 13 39 26
internal_value=0.000184032 0.000456232 -0.000297677 -0.000135099 0.000182746 -0.00079892 -0.00111605 -0.000202066 -0.0011517 -0.00185659 0.000794573 -0.000715628 0.000625414 6.58625e-05 0.000298659 0.000808697 0.000347401 -0.00195817 0.000594016 0.000283239 -0.000718415 0.00111439 3.61493e-05 0.000586595 0.000301782 -0.000893642 0.000933874 -0.000174556 0.000231309 -0.00045181
internal_weight=486.02 310.542 175.478 151.033 102.131 48.9016 42.7555 19.1368 12.3946 23.6187 60.7549 41.3764 244.867 60.4172 56.3142 184.45 73.515 7.10368 66.4114 54.3501 18.5808 110.935 22.4466 50.6135 43.2162 14.9474 28.2688 65.6751 13.7466 14.2518
internal_count=4633 1741 2892 2244 1365 879 842 419 357 423 434 931 1174 359 311 815 328 57 271 226 93 487 310 265 242 129 113 567 59 192
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=16 20 15 5 22 9 9 6 13 16 17 12 16 20 23 2 6 10 4 16 12 18 20 0 16 19 19 15 14 17
split_gain=8.65931 5.43981 5.67171 5.0472 4.23296 3.96263 3.9345 3.64517 3.50351 5.11845 9.21347 3.7326 6.70284 4.36737 8.16662 4.27151 3.68694 3.83765 3.28377 9.65858 7.93053 4.45849 3.20377 3.13488 4.91671 3.10304 3.82509 3.64802 2.9894 2.9805
threshold=18.594956516900002 37.232443001650005 30.054399297400007 23.714185006400005 0.63131000000000015 226.58992707320002 27.033907557900005 15.635365317800002 108.49810477050001 16.224962059000003 236.15709471040003 243.44243106745003 13.534968349350001 41.835830569250014 0.093745000000000023 325.13486840910008 11.085259005300001 86.751166953300014 310.44950696480004 22.614947116400003 380.96227436945009 15.015859748200002 48.823707093150006 98.230883170350012 14.35496643185 10.850875481800001 10.350835137000002 18.019770707250004 436.29053260000006 196.70927211395002
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 6 29 -3 8 9 11 -11 12 25 14 23 -13 17 -15 -2 20 21 -20 -4 -14 -25 26 -8 -28 -17 -5
right_child=3 2 22 5 -6 -7 7 -9 -10 10 -12 15 13 16 -16 28 -18 -19 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.002241600552007169 0.00095453257360278052 -0.0029193003531468938 -0.0036618356028877553 -0.00096057309336328015 0.0023069742105958566 0.0031414994984301924 -0.0037852036368636833 -0.0026340060160637258 0.0024480783687462248 -0.0023669408771254882 0.0024465303586128379 0.0019708006147602848 0.0018063821954376557 -0.0026667464114943076 -0.0031637897366639926 -0.0045433536160179207 0.0026691825939265681 0.0032352982249863028 -0.0039395214886054431 0.0021195238969386574 0.0037923953272095269 0.0001198274617924587 0.0033636471047069319 0.0018440480708706531 -0.0040771640434623798 -0.0037655142081381406 0.0012741815274623432 -0.0038264272811425757 0.00025116259368984878 0.00075708994667993406
leaf_weight=15.740023760590701 205.22558183968067 5.6059178444556883 7.1148831453174344 41.716086061671376 8.2528941603377444 3.5893890634179106 3.7228404446505037 5.8911221120506516 6.5887686759233466 21.318790106102828 5.6658658236265174 23.53554678754881 12.878616757690912 3.524915459565821 8.0805878825485689 1.8713835962116698 13.868405863642691 1.913233447819948 10.531055295839911 11.540182337164877 2.4139494299888602 4.2848653197288504 0.81428210251033295 3.1972170546650878 3.1179890185594559 6.2267435998655847 7.6349563971161825 1.9897553026676176 6.7222229531034827 15.632957050576804
leaf_count=508 994 202 216 429 55 13 220 266 25 380 30 235 45 47 77 25 48 11 104 58 9 31 8 16 55 174 78 42 129 103
internal_value=0.000230748 -0.000359858 -0.000174204 0.000581741 -2.95328e-05 -0.000278309 -0.000164045 -5.19151e-05 6.34471e-05 -6.19772e-05 -0.00135627 0.000293381 -0.000162271 0.00053002 -0.000334317 0.00123159 0.00175107 -0.000590307 0.00080572 -0.000255805 -0.00184675 -0.00276553 -0.00294036 0.000856889 -0.00107942 -0.00180972 -0.000897321 0.000219712 -0.000792913 -0.00049235
internal_weight=470.211 175.277 159.537 294.934 151.608 60.9384 143.355 137.749 131.858 125.269 26.9847 98.2844 66.1553 46.581 27.2744 32.1292 19.3066 5.43815 233.996 28.7701 17.2299 14.8159 7.92917 19.1938 6.31521 19.5743 13.3476 9.62471 8.59361 57.349
internal_count=4633 2892 2384 1741 2160 545 2105 1903 1637 1612 410 1202 813 299 193 389 106 58 1196 202 144 135 224 116 71 514 340 120 154 532
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=16 5 17 2 6 20 3 22 0 0 5 15 18 10 2 16 0 7 6 6 23 20 22 16 21 15 4 20 2 15
split_gain=11.1185 6.57225 4.56112 4.64226 4.54974 7.32697 6.2012 5.48357 4.94857 5.4594 4.40792 5.06654 5.34987 7.64759 6.35586 9.08401 4.37985 4.11059 4.09677 4.0557 3.86748 3.73017 5.29663 3.70736 4.81245 3.69949 3.63686 3.56351 3.43723 6.2971
threshold=20.394952307700002 23.605484525250002 162.04221493815001 325.13486840910008 16.455384477450004 39.427119987250002 92.738363209800013 -0.093604999999999994 91.625341543800019 85.990333302400003 11.783123780850001 28.579157549250002 14.032563378150002 67.031326566450005 90.828344481500011 18.684956306450005 109.03310793845002 27.902905420600003 16.375382608200002 17.435407375500002 0.083555000000000032 42.154118731400011 -0.081984999999999988 18.734956189500004 6.8552675721000007 36.548474543700003 198.95919911430005 42.388109226950007 186.79363985910004 26.806761490850004
decision_type=2 2 2 2 2 2 2 2 2 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 10 8 -6 7 -7 9 18 27 19 13 -13 -14 -16 -5 -18 -2 28 -8 25 -23 -17 -25 -22 -11 -4 29 -12
right_child=1 -3 3 16 5 6 20 -9 -10 26 11 12 14 -15 15 23 17 -19 -20 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0027150230810125877 -0.0028422982990644685 -0.00028872328829517539 -0.0028199215505483677 -0.0031633858542944584 0.0023877994712758407 0.00048641472519411467 0.0015661992034429919 -0.0051356073559421147 -0.0017054029250596181 0.002861058114927895 -0.00029288015422609731 -0.0027818257947395419 -0.0043129622068185242 0.00333567212659077 -0.0029818431253838791 0.003486336286110339 0.0032583489054780787 -0.0035483678658686612 0.00093100511488711376 -0.0037064554508136377 -0.0016750995447268162 0.00025896651147461501 -0.0049101082521225727 0.00085207127781969708 -0.0031378068064521784 0.0011731767716247202 0.0014582819171926385 -0.00045209002254692975 0.0013272883518722603 0.0017510441660433329
leaf_weight=8.017218448687343 4.7204406186938277 52.298645811155438 10.013570226728914 10.260727441869674 15.900238506495951 3.1968107894062996 16.904286950826645 4.7706278637051573 5.2292979247868052 29.384601607918739 69.91473247949034 3.3033432103693467 6.4049912467598906 7.1017183866351843 12.55350972432643 3.9024719335138824 2.75403232499957 1.5186411845497785 9.694391764700411 2.5063441684469572 7.2800913378596332 4.5138996466994286 4.2429070919752103 14.395070217549803 4.3412294052541247 16.287123739719391 66.626471117138863 23.39818120887503 43.463888288475573 21.821118284016848
leaf_count=365 30 422 496 209 62 12 60 45 33 145 755 57 68 22 229 11 12 88 35 86 38 21 35 65 51 56 267 418 332 108
internal_value=0.000246415 0.000753237 -0.000250873 -0.000167745 0.00104194 0.000393258 -0.000161218 -0.00287986 0.00145192 0.00160143 -4.92622e-05 0.000146668 -0.000736667 0.00139352 -0.00126951 -0.0007156 -0.00198672 0.00083903 -0.000304643 0.000480244 0.000278785 -0.000394486 -0.00224559 0.000541064 -7.23896e-05 0.000293323 0.00188761 -0.00116173 0.000557858 0.000193306
internal_weight=486.721 241.05 245.671 237.654 188.751 73.096 57.1957 7.96744 115.655 110.426 223.12 189.708 52.0023 10.4051 41.5973 35.1923 14.5334 4.27267 14.4148 137.706 49.2283 32.324 8.75681 22.6388 18.7363 23.5672 96.0111 33.4118 135.2 91.7359
internal_count=4633 1261 3372 3007 839 329 267 57 510 477 2698 1784 503 79 424 356 309 100 65 1281 210 150 56 127 116 94 412 914 1195 863
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=13 13 0 20 20 13 21 2 6 17 7 16 16 10 20 0 10 9 16 22 20 19 5 22 20 15 5 6 7 6
split_gain=1.86059 3.84768 2.7451 3.78053 4.28223 3.90959 3.73189 4.35269 4.17127 3.45436 3.63923 3.02845 2.85467 5.67173 5.52284 3.28955 4.62868 8.02847 3.96612 4.80077 4.93983 3.19848 2.81155 6.76226 4.86155 4.70058 3.19702 2.77297 2.71462 2.57293
threshold=109.34496908160001 108.87986582505 86.345209775600011 41.965446242000006 43.276780833950006 117.67650082785001 3.4893684343500007 100.00310400885002 16.545386580300001 189.00567661160002 22.532843451200005 21.979948601300006 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008 64.369753017350021 193.49750438550004 22.454947490600002 -0.06828999999999999 42.283941020600004 13.751109481500002 21.324133279950001 -0.097799999999999984 42.876019054300009 40.726271367500011 20.389142059250002 16.665389384150004 18.737592104000004 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 9 -6 -8 -9 10 -5 28 -4 15 21 16 18 -18 -14 22 -21 -15 23 -20 25 -24 -25 -10 -2 -17
right_child=2 -3 12 4 6 -7 7 8 27 -11 -12 -13 13 14 -16 29 17 -19 19 20 -22 -23 24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.00091533670905068871 0.012388472097701664 -0.028059979022949336 0.013609802382619723 -0.029874994173328527 0.0218688745238294 0.0047980013983381685 0.0099753039697186071 -0.03247750259197809 0.013308712415240778 -0.029650056773239338 0.0044027741791534854 0.0041875658545642638 0.019679760904775367 -0.018491452746675952 -0.031000781607517673 0.0028227725398839933 0.0075479469378153139 -0.030164971197302295 0.0084710080028790741 0.017074919152483936 -0.0067715769304152323 0.0076156854477510199 0.0054752387745588627 -0.0065036324471286966 0.016801662904311104 -0.021746672057631783 -0.041032965412428186 -0.026037795152340774 -0.026652441993580214 0.023270958572308466
leaf_weight=143.51579856511671 1.4020832180976857 2.9760349467396727 15.87253315374255 2.6849484513513806 3.9631197694689062 4.789152840152382 7.0444699786603442 4.0607404229231161 3.0646770093590021 8.6925425007939321 4.858804976567626 58.047558539547026 9.6970662325620633 3.9295820966362971 4.867426434531807 5.5605628415942183 6.8275492936372739 5.854031465947628 5.0541795715689659 19.341847360134135 6.4734611213207236 7.8626735545694828 8.5248816758394259 2.3932583630084903 8.3197335153818113 6.0588208809494963 3.998406246304512 1.4844697234220801 3.4199251998215914 8.9907587356865388
leaf_count=2675 50 86 78 80 16 32 38 77 32 122 39 332 91 31 58 32 37 40 26 97 33 34 32 14 28 50 41 70 219 43
internal_value=0.000620068 -0.00146679 0.00193133 -0.000937923 -0.00655428 -0.0139629 0.00138609 -0.00379941 -0.0150697 -0.0194967 -0.00779726 0.00269285 0.00422256 0.00291272 -0.0098248 0.00509825 0.00327214 -0.00986097 0.00565611 0.00339584 0.0110952 -0.0010841 -0.0023906 -0.0119535 0.00238837 -0.00583414 -0.028104 0.000469228 -0.0153006 0.015457
internal_weight=379.631 146.492 233.139 103.512 40.6429 21.0254 19.6175 15.6544 8.60989 16.2363 7.54375 62.8696 129.627 113.754 16.6597 97.0946 82.5432 12.6816 69.8617 60.1646 25.8153 11.7923 34.3493 11.4458 22.9034 14.5837 6.39166 4.54915 4.82201 14.5513
internal_count=4633 2761 1872 1107 506 273 233 217 179 241 119 601 765 687 123 564 489 77 412 321 130 65 191 81 110 82 55 102 269 75
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=16 0 17 2 8 20 3 5 18 7 5 15 20 12 18 23 10 0 13 23 18 7 20 18 7 10 14 23 0 8
split_gain=7.52692 4.87665 4.59171 4.36109 4.49954 4.22407 4.71503 5.66975 5.36167 4.79755 4.14502 5.1988 5.00488 6.08689 3.89711 4.01542 3.89457 3.95543 5.84862 4.73162 4.43993 6.73077 4.57951 4.8516 4.51477 3.88208 4.46239 6.20357 5.55259 4.11217
threshold=20.394952307700002 86.09518316945001 162.04221493815001 325.13486840910008 2.8477776226000002 41.965446242000006 94.227769014100019 24.800945798900006 13.037923179150001 22.532843451200005 11.783123780850001 28.579157549250002 39.354247760400007 114.82338089645002 14.668863553700001 0.093325000000000033 66.859265246100009 90.321439350550008 113.98793627290001 0.08079500000000002 13.317304170000002 23.109894804950002 41.257948413050009 14.057318556550003 24.775165158000004 85.549426169000014 309.61945845535007 0.12140000000000002 102.75018128760001 5.1459841250500009
decision_type=2 2 2 2 2 2 2 2 2 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 10 -5 -2 8 -8 9 -7 -4 25 13 -13 15 -15 17 18 -3 -20 -21 -22 -23 -24 -25 26 27 28 29 -12
right_child=1 16 3 4 -6 6 7 -9 -10 -11 11 12 -14 14 -16 -17 -18 -19 19 20 21 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029369350831393915 0.00065509689538541954 -0.0025052655161429257 -0.00118737882855602 -0.00015311623607013636 -0.0043004830801042955 -0.0023242799323935624 0.0034971486210521202 -0.0024872845763216278 -0.0034441027482128043 0.0032938610629498636 -0.00088050980494513314 -0.0038530865479903735 -0.0019760344266663752 -0.00043390895213001361 -0.0005991236940219493 0.0043232922321674878 -0.0025083550323201464 0.0028484565023272519 0.0025427821389392962 0.0020912519811092886 -0.0030523495968881958 0.0020162341088805118 0.00061116625208629922 -0.0049949426734626594 0.00083162760293644278 -0.0041876532599826053 0.0019410550614385232 -0.0048314827680793968 -0.0034148547143784034 0.0010387820771847586
leaf_weight=8.3704772228375059 52.720073809847236 6.2964627221226683 34.331028594635427 7.7734393835999054 6.8628580253571272 4.4876415021717602 5.6582103706896287 3.6153366174548864 13.755640912801026 4.0105923339724541 19.33432556129992 3.9093894846737411 25.33223082870245 3.7296118261292595 8.8946563545614463 7.3332448247820139 3.9648517183959475 18.551300100982189 27.413942441344261 25.103025801479816 7.6299142688512793 21.819445915520191 25.116768632084131 4.8183433562517157 3.0108930766582489 2.3292091991752377 30.128704474307597 3.1672621704637995 4.8809086438268414 79.560527484863997
leaf_count=365 282 35 914 146 163 29 20 55 154 16 401 37 336 36 71 23 30 74 149 110 45 91 100 60 11 53 192 40 88 507
internal_value=0.000233205 0.000721817 -0.000219714 -0.000123975 -0.00209779 8.73553e-06 -0.00107211 0.00116409 -0.00200397 0.000327103 5.61299e-06 0.000222774 -0.000820424 0.000406137 0.00124046 0.0027195 0.00113981 0.0012433 0.000997627 0.00118956 0.000765589 0.000232246 0.000689855 -0.000188578 -0.00275422 0.000590953 0.000672154 0.000314671 0.000471732 0.000663553
internal_weight=473.91 227.972 245.938 237.567 14.6363 84.2475 31.5274 9.27355 22.2539 8.49823 222.931 188.6 49.1991 23.8669 19.9575 11.0629 143.725 139.76 121.209 114.912 87.4984 62.3954 54.7655 32.946 7.82924 139.401 137.072 106.943 103.776 98.8949
internal_count=4633 1261 3372 3007 309 556 274 75 199 45 2698 1784 503 167 130 59 705 675 601 566 417 307 262 171 71 1281 1228 1036 996 908
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=16 15 13 10 20 15 16 16 17 10 6 23 18 4 15 2 2 21 20 9 9 20 16 2 8 10 16 0 0 21
split_gain=8.57458 4.96956 4.85865 4.78159 4.37248 4.29161 4.74271 6.48756 5.95414 6.40572 5.85094 5.44876 4.96803 4.09493 4.64721 4.57581 4.02555 4.73626 4.08161 3.85962 4.13119 3.77982 6.3364 7.60532 5.34129 5.27608 6.24994 4.97023 4.9656 3.5408
threshold=18.594956516900002 46.055224235250002 118.84598011460001 58.309968391300011 38.238138001450004 30.054399297400007 13.534968349350001 15.839962959300001 236.15709471040003 71.830224329350003 11.085259005300001 0.076130000000000017 13.845746551550002 195.04069921150003 28.298162031900002 202.17021369765004 186.79363985910004 7.0919822770000005 42.477827694800006 192.57902085675002 73.466513400400018 42.081757894750005 22.584947186600004 108.01392853780001 8.543332867800002 64.369753017350021 21.004950881300005 88.122280599850015 85.683849075550015 15.294585115650001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 21 -4 -1 6 11 10 9 13 -8 12 -6 14 -9 -15 17 -12 -19 20 -11 25 23 -23 28 27 -27 -2 -24 -3
right_child=1 29 3 -5 5 -7 7 8 -10 19 16 -13 -14 15 -16 -17 -18 18 -20 -21 -22 22 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0018466664965523915 0.0014173797686258527 -0.001570803450910206 0.00030737663490828409 -0.0044058377540799141 -0.0042036532874183356 -0.0030080221549079657 -0.00083275925060541421 -0.0042153040538625512 0.0025826276942435664 -0.0039171535281229616 0.0016312255730562052 -0.0024410602226259881 0.00084001141339804235 0.0020866898986502003 0.0027283881995549637 -0.0029187955651104802 0.0032683279288243058 -0.0054846990938873484 0.0012137807823887343 -0.0045122731189686351 0.0025759355414395773 0.0027962718896215209 0.00038407988513535938 -9.6050371323157542e-05 0.0011760700225262851 0.00067757193226866566 -0.0040861070236023686 0.0038898176292991218 -0.0031844060767040857 0.002001183299994113
leaf_weight=23.709225830622017 92.856376964598894 20.590466089546684 7.6264898870140296 4.6409659683704376 3.0169772813096669 6.7730147494003168 15.148616362363098 4.9168786779046085 6.2937770076096049 2.5764912897720924 26.071873536333445 20.129933603107929 19.783972677309066 11.908295056782661 1.7524436991661785 3.0815063500776878 16.097878456115723 2.561291627585887 2.3272185241803527 9.568184766918419 2.6793108340352774 20.34507342427969 7.9432013928890255 30.38710826728493 10.56229258328676 66.773520264774561 3.9077996760606757 12.347728960216044 15.284884259104727 4.5400204956531516
leaf_count=648 402 222 78 61 70 209 189 216 31 107 127 621 240 118 12 55 69 27 15 123 15 118 36 216 43 372 26 52 94 21
internal_value=0.000252149 0.000632389 0.000775968 -0.0014757 -0.000382603 -0.000158203 -2.77102e-05 0.00039152 -0.000706006 -0.00127333 0.00114624 -0.0010529 0.000172644 -4.16268e-06 -0.00239077 0.00105769 0.0017833 0.00101116 -0.00229583 -0.0031277 -0.000607097 0.000882041 0.000245747 0.00106385 -0.000982542 0.00118781 0.0004142 0.00170757 -0.00196411 -0.000925496
internal_weight=476.203 297.806 272.675 12.2675 178.397 154.688 147.915 104.984 42.7769 36.4831 62.2069 42.9309 22.8009 21.6591 6.66932 14.9898 47.0583 30.9604 4.88851 14.824 5.2558 260.408 84.5226 50.7322 33.7904 175.885 70.6813 105.204 23.2281 25.1305
internal_count=4633 1741 1498 139 2892 2244 2035 1104 677 646 427 931 310 401 228 173 238 169 42 245 122 1359 507 334 173 852 398 454 130 243
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=16 5 6 10 15 18 15 2 20 22 22 20 17 17 18 18 6 22 6 8 22 3 3 16 13 20 18 2 16 20
split_gain=12.2829 6.32096 5.24502 4.49088 4.82602 6.86035 5.09606 5.08134 5.52492 5.36792 4.45991 3.77461 3.68099 5.12566 4.06754 5.33669 3.86541 4.7321 3.80814 3.62892 5.71102 4.81468 9.35749 3.64656 9.52805 6.91531 4.20133 5.90826 11.546 3.54479
threshold=18.594956516900002 23.605484525250002 15.635365317800002 90.937096262400004 28.444110612900001 14.032563378150002 28.298162031900002 186.79363985910004 49.247968080500009 -0.24150999999999997 -0.59496499999999986 37.995872310650007 236.15709471040003 206.53037489145004 15.917243450850002 16.477363460550006 13.855323727400002 -0.237895 14.055328400500002 8.8430989333000021 -0.084729999999999986 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 38.238138001450004 14.646070254650002 222.85070906495002 22.604947139800004 39.788107623550012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 19 3 4 6 -6 7 10 9 -9 -1 -3 13 14 16 -16 -12 -18 -17 21 -21 22 -2 -23 25 -25 27 -26 -29 -13
right_child=1 11 -4 -5 5 -7 -8 8 -10 -11 12 29 -14 -15 15 18 17 -19 -20 20 -22 23 -24 24 26 -27 -28 28 -30 -31
leaf_value=0.0015121515448065267 0.00092309588619372547 0.0015953697583575772 -0.0028560912785285928 -0.002477271016806064 0.0022393950548907108 -0.0032299479345787759 0.0045882016639059962 -0.0017372517530688781 -0.0023464762372424697 0.0012393129439667093 -0.0020921572292352648 -0.0033630658250196938 0.0030993999793433136 -0.0032938884698735841 0.0018376633746201257 -0.0026819818952978644 -0.004073101132129428 0.00048345176939085542 0.0036667633627592887 0.001113865820285799 -0.002703804943506233 0.0026528119478870398 -0.0031894709661228439 0.0005886373142733809 0.0013738569222992787 -0.0036720152264085935 0.0036347854316013937 -0.0039000620691904196 0.0015781058858268515 -0.00031634253814127612
leaf_weight=9.2714826101437193 20.270564150065187 10.110952284187077 8.6527406703680736 9.1985012460499984 3.0897322352975598 10.604569154791532 2.4903427343815556 7.1670032460242501 6.0600292487069956 53.535901894792914 23.945207860320807 4.3069957792758933 2.3676178380846968 8.8635206567123515 12.386850763112308 6.0730179827660313 2.7679901057854321 16.868953643366694 1.1766552180051801 9.2859195470809954 7.3032084554433814 16.015850089490414 8.0700180102139694 8.8194028399884719 143.47313003987074 7.2342029362916938 7.50891289114952 6.7886762470006969 9.8199310377240163 53.130473928526044
leaf_count=70 95 87 371 554 18 248 6 107 147 403 413 35 12 124 82 144 74 116 3 40 47 59 98 39 591 69 29 61 46 445
internal_value=0.000259643 0.000650186 -0.000401007 -0.000280215 -0.000158959 -0.00199595 5.48782e-06 -7.03509e-05 0.000594299 0.000887879 -0.000600371 -0.000224453 -0.00086345 -0.000993614 -0.000671106 0.000549469 -0.00122105 -0.000158832 -0.00165155 0.000891735 -0.000566828 0.000997858 -0.000247963 0.0011747 0.00104579 -0.00133133 0.00127349 0.00116273 -0.000661065 -0.000544804
internal_weight=496.658 312.138 184.52 175.867 166.669 13.6943 152.975 150.484 66.7629 60.7029 83.7213 67.5484 74.4498 72.0822 63.2187 19.6365 43.5822 19.6369 7.24967 244.59 16.5891 228.001 28.3406 199.66 183.644 16.0536 167.591 160.082 16.6086 57.4375
internal_count=4633 1741 2892 2521 1967 266 1701 1695 657 510 1038 567 968 956 832 229 603 190 147 1174 87 1087 193 894 835 108 727 698 107 480
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=16 12 15 10 3 9 6 21 19 22 6 6 20 19 20 3 23 19 16 3 0 2 7 12 2 22 0 9 5 22
split_gain=1.98934 2.8905 2.34045 2.46559 4.22767 2.1628 2.06294 2.70766 2.19978 2.09921 2.5779 4.0659 3.96273 4.4276 4.23552 3.15206 4.28161 3.90943 3.24249 3.29579 3.11461 3.58641 3.08264 3.06906 2.92359 2.86761 3.03042 2.79886 2.79108 2.55111
threshold=13.534968349350001 275.08099959820004 18.019770707250004 83.75622459600001 78.965392207550011 31.257715529350005 5.1351199812500008 20.581461612800002 11.850956171350001 0.70681500000000008 13.665319288000001 13.825323026450002 47.309807198350008 13.351077205700003 41.559097512700014 85.589753040950015 0.094595000000000026 12.851036860900001 18.714956236300004 84.812788641250009 86.538778761000017 319.32263744460005 24.021206791900003 79.204428604100016 155.18475231920004 0.059500000000000011 101.91675926715001 194.29956510785004 20.315138807500002 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 4 -1 -3 7 -2 -8 10 12 -12 13 25 -15 16 17 -13 -19 -20 21 28 -21 -22 -16 27 -27 -10 -17 -25
right_child=6 5 -4 -5 -6 -7 8 -9 9 -11 11 15 -14 14 24 20 -18 18 19 22 23 -23 -24 29 -26 26 -28 -29 -30 -31
leaf_value=0.0095099607952641146 -0.021518370478891005 -0.021626902576978302 -0.022765124951124531 -0.016683719792844682 -0.015954596573211074 0.0059058939010029048 0.009533821372132328 0.010063773416335074 -0.0062316404916513855 0.01501432465172183 0.013651024134393874 0.0075206677060730654 0.010257000117273913 0.0097004899654694905 0.0088194617357310028 0.014433941204552474 -0.016442765841140045 -0.016670617379628085 0.0082059910443111894 0.010847487696425207 -0.016764746931956283 -0.025533425447375871 -0.025419664084013003 0.0066228612325155197 -0.021689647591765032 -0.016749317750122047 0.015996223562926758 -0.024026709475310999 -0.00050028495600255667 -0.0018444132369253043
leaf_weight=7.3025097427889758 3.6566483846399924 1.3346025170758355 4.0880537815392008 5.608021347783505 4.4305149638094008 12.592735480051486 13.168202993459998 1.6736590042710302 6.0930300168693092 4.4355071783065787 11.171406649053095 14.297529650852082 7.045547714456915 10.036784286610784 1.9469902534037817 5.5549863427877417 9.2943392712622863 8.039956839289518 7.8180346619337779 1.4583190679550169 2.7837538719177237 2.3352614790201178 3.094948535785079 84.730750523507595 4.1815674025565386 2.2071631234139195 2.6074018701910973 9.6728554321452958 112.18305718759075 18.300178814679384
leaf_count=139 257 106 145 470 124 279 100 18 84 33 52 65 46 73 15 35 117 210 34 9 17 78 56 496 58 29 18 197 1151 122
internal_value=0.000621293 -0.00402643 -0.00876697 -0.00546698 -0.000105727 0.00326753 0.00109379 -0.0116019 0.00129139 0.000961779 0.000769908 0.00149305 -0.0038714 -0.00658034 0.00147454 0.000989807 -0.00404579 -0.000726122 -0.00650277 0.000105184 0.00197074 -0.000296239 -0.013804 0.00454321 -0.0119972 -0.0129072 0.000984535 -0.0171495 0.000204325 0.00511892
internal_weight=383.144 35.3564 21.4291 17.341 11.733 13.9273 347.788 5.33031 342.458 329.289 324.854 281.063 43.7913 36.7458 16.1653 269.891 44.0031 34.7088 20.4113 12.3713 225.888 120.073 4.55327 105.815 6.12856 20.5805 4.81456 15.7659 117.738 103.031
internal_count=4633 1263 878 733 263 385 3370 275 3095 2995 2962 2442 520 474 146 2390 491 374 309 99 1899 1264 65 635 73 328 47 281 1186 618
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=7 17 20 20 19 15 15 8 22 8 6 8 19 23 23 22 23 23 12 23 15 23 8 22 20 22 18 2 7 9
split_gain=1.74835 1.64547 1.46241 1.57284 2.10604 2.18758 1.62082 1.60864 5.19896 5.20803 3.10316 2.83157 2.3612 2.33732 2.2924 1.89851 1.58206 1.57387 2.9143 1.6909 1.50941 2.02217 2.34322 1.44105 4.28162 4.91108 4.28538 4.07812 6.66115 4.24862
threshold=29.911984439950004 158.19986339130003 32.724174661450007 34.515670600900002 13.951125619400001 23.241064975550003 51.19990836680001 8.8430989333000021 -0.0098449999999999979 9.3427090425500019 16.645388916850006 8.7431769115000026 14.651182102100002 0.4369650000000001 0.094595000000000026 -0.064729999999999996 0.09721500000000001 -0.27450499999999994 197.15611335610004 -0.51222499999999993 37.491361913600009 0.072890000000000024 7.943800736700001 -0.079369999999999996 39.788107623550012 -0.082654999999999992 17.370891598500005 130.66276448315003 24.040556609400003 216.07042296730003
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -4 7 11 9 10 -9 12 13 17 -10 -14 -11 18 -5 -20 21 22 -3 24 26 -26 27 28 -19 -30
right_child=-2 2 3 6 -6 -7 -8 8 14 16 -12 -13 15 -15 -16 -17 -18 23 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.020633089119696957 -0.028275808531162131 -0.028509111182188986 -0.030266616136474779 -0.034572750315905058 0.026988754495908068 0.010867541511710863 -0.021203998397866741 -0.002017712116540474 -0.041609515146420736 0.025851085595940272 -0.037919877279123659 0.014184173893715828 0.0013286711696466275 -0.030410416261102403 -0.004324796189796914 0.026790183499641171 0.00095218591283748434 0.013118732642949094 0.012115019570900481 -0.023964323106927077 0.030464504398595597 -0.043429206137014009 0.025322422372019912 0.0031763237977670876 0.0028201746105273014 -0.018176365626021127 0.019062249313254183 -0.027748270961693574 -0.034875675070909808 0.019894063920414862
leaf_weight=2.6685837190598241 1.5610757939284656 1.3471733788028353 1.2930115556810031 2.6810688744299105 4.1393421664834023 3.9952326510101557 2.4823822407051912 5.4845738541334921 3.6976359086111179 5.3581396359950286 2.7217003125697374 12.906705940142272 4.1171019282191992 1.8193584936670948 1.879152327775955 4.7835143357515317 3.0119975516572595 7.4190701125189715 3.2910733511671424 1.3985340809449551 0.50584009289741505 1.6476451624184845 1.1179766952991483 140.75222291937098 125.06463502394034 9.0243044286035126 3.2773235421627751 10.140215004794298 5.587574708275497 1.3236487880349157
leaf_count=233 282 114 64 102 19 33 61 38 41 37 30 70 21 23 19 21 24 85 39 26 2 87 5 1273 1453 109 51 158 103 10
internal_value=0.000753559 0.000874425 0.0010286 0.0012217 0.0123042 0.000809961 0.000930035 0.00108449 -0.00608828 0.00163539 -0.0139251 0.00156083 0.00105276 0.000654238 -0.0290461 0.0150126 0.0168912 0.000836577 -0.0117134 0.00135544 -0.0143425 -0.0198533 -0.00409583 0.00114228 -0.000626768 0.00140709 -0.0104552 -0.0144085 -0.00496912 -0.0243861
internal_weight=376.498 374.937 372.268 367.65 9.42759 5.28824 358.222 355.74 22.1532 16.5764 8.20627 333.586 320.68 311.779 5.57679 8.90062 8.37014 309.96 7.37068 4.68961 4.61864 4.1128 2.46515 302.589 161.837 134.089 27.7478 24.4705 14.3303 6.91122
internal_count=4633 4351 4118 3910 116 97 3794 3733 189 129 68 3544 3474 3432 60 42 61 3409 167 65 208 206 119 3242 1969 1562 407 356 198 113
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=16 12 23 18 7 10 17 10 17 6 21 19 22 6 6 20 21 17 3 18 16 9 10 10 13 18 8 9 13 13
split_gain=1.65835 2.75069 2.04933 2.01738 2.60075 2.80848 1.90851 1.84667 1.81494 1.80845 2.40409 1.82006 1.73473 2.16108 3.87296 3.21727 4.0274 3.05293 2.489 2.17616 2.19639 4.80018 1.88655 2.4896 4.69993 2.3691 3.2155 2.01322 1.98776 3.33504
threshold=13.534968349350001 178.58312952045003 0.097005000000000022 13.845746551550002 21.034091097450002 82.299080289250014 170.71754227170001 90.937096262400004 158.19986339130003 5.1351199812500008 20.581461612800002 11.850956171350001 0.70681500000000008 13.665319288000001 13.775321858200002 47.309807198350008 5.7892729308500011 194.56623159050002 81.80440399325002 14.780131328250002 17.684958644900004 211.24289424260004 76.621056717750008 71.053259929650025 108.06526301150002 14.830595894550003 8.1436447804000007 214.52351813370004 108.79383516485002 109.34496908160001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -7 -2 10 -10 -11 13 15 -15 16 17 -13 -16 -19 21 -21 23 28 25 -25 -27 -28 -20 -30
right_child=8 3 -4 4 5 7 -8 -9 9 11 -12 12 -14 14 18 -17 -18 19 22 20 -22 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.025071445350348116 -0.026266601869332672 -0.025847483986882875 -0.0014589007097764151 0.021876566232596966 0.0034023672156200447 0.008477889845045234 -0.023637317627856123 -0.010831292809394035 -0.024199624633108582 0.010002453820867551 0.010227392591860998 -0.02249880412917668 0.015856075007960557 0.016565364576289078 -0.018259621224993791 0.01043537529902812 -0.017885210093205754 -0.014577010319905036 0.014399559462290285 0.008402473565280134 0.016116373353298321 -0.027852515184071162 0.021738515371662812 0.0083083423472231372 -0.021622664672921683 0.0056235811590848173 -0.033197409411193382 -0.0027749613609879074 -0.020800663214135599 0.001919375544860725
leaf_weight=5.1022398546338064 1.3049678867682803 1.5924814254976833 3.2414525960339233 2.8718082648701992 2.1125746285542872 11.217447270173578 4.2189462585374713 3.5058092966210088 3.2981638782657674 12.698654360137878 1.6367096155881879 3.1602166816592243 4.2041478529572478 9.0119816437363607 3.5392093723639837 6.9037104677408925 11.91121112834662 3.5032808762043741 6.6974793965928248 7.4374051196500677 6.4833997292444101 2.6787505690008402 2.4239058084785929 9.9350399896502548 7.1778938863426438 4.8322599716484529 2.9452879307791591 1.9495143778622148 3.5400368901900938 220.7510110582225
leaf_count=413 109 62 62 28 31 184 104 379 257 96 18 60 33 39 45 46 200 32 72 85 39 58 10 45 193 30 33 18 93 1759
internal_value=0.000576344 -0.00432318 -0.0158982 -0.000538629 0.00114585 -0.00168176 -0.0146153 0.00388011 0.00106717 0.0011731 -0.0127815 0.00138066 0.00103754 0.000839689 0.00159526 -0.00405886 -0.00690367 -0.00128087 0.00108383 0.00205464 0.0055647 -0.00119782 0.00134688 0.00115518 -0.00553922 0.000332241 -0.0078144 -0.0210807 0.00193304 0.00156078
internal_weight=371.887 33.8628 8.34369 25.5191 23.9266 21.0548 6.33152 14.7233 338.024 336.719 4.93487 331.784 319.086 314.882 272.804 42.078 35.1743 23.2631 263.792 20.1028 16.5996 10.1162 260.252 257.829 26.84 19.6621 9.72706 4.8948 230.989 224.291
internal_count=4633 1263 475 788 726 698 135 563 3370 3261 275 2986 2890 2857 2337 520 474 274 2298 214 182 143 2253 2243 319 126 81 51 1924 1852
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=19 20 16 20 21 21 17 20 16 9 5 17 20 21 17 9 7 20 18 22 22 16 7 2 12 8 20 22 8 12
split_gain=1.58296 1.2919 2.03791 1.27717 1.49984 4.55432 2.76296 2.39591 3.82077 2.78711 2.47255 2.34221 3.20071 4.13109 2.80158 2.14698 2.33622 2.10236 1.91054 1.88137 1.83849 2.897 1.79062 2.94095 1.68817 1.99657 3.89395 3.33983 2.86478 1.73586
threshold=9.4507625164000029 51.757767929250001 8.6249798310500019 32.724174661450007 1.2219980417000003 1.7791739561500002 168.62011096010002 40.858951393400005 15.404963976500001 95.611857730950007 13.713273242250002 180.19381692845005 38.804629908750009 0.37234627945000004 192.44445991605002 195.46053662500003 23.960918281000001 35.887362732750006 16.115468395400004 -0.013285 -0.0309 19.134955254150004 17.566486459500002 216.39684782960003 66.834523482800009 8.8430989333000021 41.600558339100012 -0.051199999999999996 8.7431769115000026 90.571070795850019
decision_type=2 2 2 2 2 2 2 2 2 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 7 15 22 8 10 -10 -5 -11 14 -14 17 -6 -17 -13 -18 -9 21 -16 -7 -24 -8 28 27 -27 29 -26
right_child=1 2 -4 4 5 6 24 19 9 11 -12 12 13 -15 20 16 18 -19 -20 -21 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.018080233167385343 -0.011824026712051744 0.025034943280959086 -0.024508097658267714 -0.0013984398797335922 -0.037672176863374533 0.011929432207179536 0.020191173916096431 0.01375401390909535 -0.024826959438616888 0.017753513607120335 -0.028260331048372188 0.0062189485612110596 -0.02836780671357202 0.0097939379854804776 -0.01887702827682473 0.0054326237628970287 -0.031471404460398353 -0.02112734436156596 0.0025924811946776124 -0.007331828850416452 0.017335234258703557 0.010896197593996557 -0.022459098446488253 0.0059477969455626958 -0.0085463208811165908 0.011348215212950201 -0.025108939292621566 -0.017670641625461246 0.013322940859822984 0.001359363401784769
leaf_weight=2.417706871055997 4.2369567077839738 0.547753660473972 2.2757744800765067 3.8593073633965096 1.901284740306435 1.6111973337829102 2.4608142748475066 16.625664933351803 1.7000224236398924 6.6753418520092955 3.4518478447571397 2.9978560209274354 3.5532092135399571 2.6210573310963809 2.3632687795907295 2.9943446777760983 2.9215127849020064 2.9817960131913424 1.2501887036487458 2.602254567667841 10.231582008302208 6.5660960152745247 6.7967528267763537 2.7109114001505077 9.8007386988028866 5.9354774076491585 4.5137065462768069 3.2712877616286269 10.393645389936863 234.12024626834318
leaf_count=326 214 3 150 120 28 35 11 151 122 33 115 19 48 23 43 21 52 22 11 37 41 33 345 46 125 34 58 24 49 2294
internal_value=0.00051694 0.000640473 -0.0148969 0.000761948 0.000911358 0.000197832 0.000715756 0.00404304 0.00123779 0.00405956 -0.0140809 0.00535221 0.00270864 -0.0121676 0.0063621 -0.015888 -0.0101082 -0.00741747 -0.021263 0.0109003 0.0106624 0.00301634 -0.01055 -0.0143595 0.00117884 0.00100429 -0.0075641 0.00103742 0.00146656 0.000961353
internal_weight=366.39 363.972 2.82353 361.148 356.911 290.682 281.615 66.2293 47.0014 39.6902 7.31116 37.9902 31.3149 6.17427 25.1406 9.06733 7.16605 5.97965 4.1717 19.2279 19.1609 8.92936 11.1189 9.50766 270.496 268.035 13.7205 9.20677 254.315 243.921
internal_count=4633 4307 153 4154 3940 3133 3021 807 619 384 235 262 229 71 158 112 84 41 63 188 117 76 426 391 2595 2584 116 58 2468 2419
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=16 15 21 16 15 15 12 22 20 22 13 10 18 22 6 6 19 5 22 22 0 3 21 23 3 3 21 16 10 20
split_gain=5.73064 4.68313 3.67475 5.21239 3.54711 4.62434 4.19795 4.63835 4.40549 4.07014 3.38674 3.66512 3.33769 2.97775 2.8842 3.56766 3.26765 3.06699 4.15527 2.86566 2.68457 3.08716 2.73186 2.65116 2.6283 5.27832 3.91331 3.33728 7.58062 6.90692
threshold=18.554956610400005 46.055224235250002 15.294585115650001 22.674946976100003 28.444110612900001 28.298162031900002 206.14208420540004 -0.58835000000000004 49.247968080500009 -0.24150999999999997 118.84598011460001 58.309968391300011 14.032563378150002 -0.54488499999999995 15.635365317800002 13.825323026450002 12.951044929850001 14.050239455300002 0.063030000000000017 0.075080000000000022 105.30421651155002 82.081315180750025 22.923548677750002 0.083905000000000021 85.589753040950015 83.511574906150017 0.15802222800000001 19.224955043700003 66.859265246100009 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 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 3 19 5 6 7 -1 9 23 24 -12 -6 -9 15 17 -17 20 -19 -3 21 -15 -22 -8 25 -2 -27 -26 -29 -30
right_child=1 2 -4 -5 12 -7 8 13 -10 -11 11 -13 -14 14 -16 16 -18 18 -20 -21 22 -23 -24 -25 27 26 -28 28 29 -31
leaf_value=0.0016382218836982084 0.0014205445794968369 -0.0039572198266490007 0.0022279505989292827 0.0011449087809116728 0.001435543018736026 0.0054443860044681974 -0.0044381404457906198 -0.0047801694968934464 -0.0029876745975928806 0.0012360803221266232 0.00036376897268995315 -0.0045738706705247267 -0.0038697669602496244 0.00048252597400085163 -0.0041919639144490832 0.0012109739158265209 -0.0026245054896563854 -0.0047713606753576419 9.3790969601063482e-05 0.0019318396144162053 -0.0042928548208684258 -0.0046063773823581018 0.0041142278026344492 0.00048911463862734623 0.0026016785972688737 0.00080086596964591911 -0.0037986899407817976 0.0010690994667007239 0.00062451035277792698 -0.004728405475597091
leaf_weight=10.080082270782439 13.376147992908956 11.517639888450509 4.3496070876717559 6.3026729989796868 2.4889616351574642 2.2939824806526294 3.5596180614083996 3.6445816224440923 5.2733752843923858 49.307634231867269 6.4095265194773656 3.837435744702816 7.9132513841614127 17.385208686348058 4.3942484315484753 17.62121600005776 4.4403737336397162 8.5694088442251068 4.1655968902632585 1.4900161251425732 4.848678142996504 2.1374326236546031 0.70715924724936474 3.417710043489933 18.97241298481822 4.5838233046233645 8.3040171321481449 190.2664764886722 8.3684216961264593 7.1263860315084449
leaf_count=106 53 172 21 41 30 7 107 112 183 663 78 61 242 236 304 105 60 172 45 9 362 79 3 56 121 28 122 948 39 68
internal_value=0.000277756 0.0006122 -0.00109014 -0.00183753 -0.000348092 -0.000182924 -0.000275427 -0.000891134 0.00050467 0.00083187 0.000766375 -0.00148535 -0.00260035 -0.00126655 -0.0010673 -0.000837982 0.000439 -0.00158301 -0.00317998 -0.00328263 -0.000772067 -7.46316e-05 -0.00322278 -0.00202462 0.000858301 -0.000337799 -0.00216276 0.000998086 0.000850226 -0.00183741
internal_weight=437.153 284.905 23.6599 19.3103 152.249 141.846 139.552 77.994 61.5583 56.285 261.245 10.247 10.4022 67.9139 64.2693 59.8751 22.0616 37.8135 12.735 13.0077 25.0785 19.5226 5.55584 6.97733 250.998 26.264 12.8878 224.734 205.761 15.4948
internal_count=4633 1761 243 222 2872 2600 2593 1584 1009 826 1518 139 272 1478 1366 1062 165 897 217 181 680 315 365 163 1379 203 150 1176 1055 107
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=8 15 23 10 17 9 13 12 18 2 18 9 2 10 7 13 0 22 8 9 8 22 15 6 6 16 22 22 12 6
split_gain=1.39841 1.94212 2.30455 2.23528 2.16728 1.82318 2.33776 3.16973 2.57762 2.75918 2.50798 3.18794 2.64744 2.4486 2.01211 1.65926 3.01284 3.19163 1.77212 5.22789 4.07223 3.57156 2.09602 2.01599 5.89814 3.3339 3.17446 2.27171 4.33187 5.31624
threshold=1.7486353823000003 18.019770707250004 0.091885000000000022 90.937096262400004 201.39543491635001 43.730860148300003 95.811270852950017 225.44236677700002 17.327266398450003 260.77742537720002 14.693728290050002 72.978853106700015 206.22726210890002 81.573196594050017 27.014969757650004 98.577694269150015 100.01333091085002 0.063030000000000017 5.1459841250500009 74.737174262250008 7.6440346712000009 -0.237895 19.198394745150004 13.665319288000001 13.825323026450002 18.874955862150003 -0.51760499999999998 -0.11534 171.52228777160002 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 -7 13 -10 -9 -12 -13 14 15 -8 18 -18 19 21 -20 -17 -23 25 -25 -22 -26 28 -28 -30
right_child=5 2 -4 -5 -6 6 8 10 9 -11 11 12 -14 -15 -16 16 17 -19 20 -21 23 22 -24 24 26 -27 27 -29 29 -31
leaf_value=0.0098977691498719281 0.019001194007099171 -0.026933148833368017 0.010668499972336253 -0.024981716799508859 -0.026304030349383813 -0.026119261758808406 0.0106262943131318 -0.030407146932255623 0.020302869649583593 -0.0076077901280840474 0.015994474837438835 0.032067833493662302 -0.026556751689100024 -0.021568452704911992 -0.021544001235428541 -0.022118177019737763 -0.023457619966353704 0.0054577913050435599 0.02260027678164047 -0.026083460217833046 -0.0240811849680076 -0.014903376648771458 0.0096273290878063807 0.01927397230515826 -0.014093785985715189 0.0023432816442232793 0.012126065459007244 0.00039019679408467273 -0.033720522937010285 0.0030402710483532066
leaf_weight=7.0808282732032222 3.1836856133304527 4.1196201528655356 1.2280738906702025 1.7533825821010385 1.1103477478027342 4.3292629428906357 10.197094459086655 1.4408046309836189 7.6867046747356635 2.8063767105340958 4.9403333775699139 0.54931169748306308 2.4029484172351658 2.8396051856689146 2.3011781573295584 3.2216733093373504 5.9203210063278657 3.5407081027515233 5.3176070023328057 5.3560442097950718 4.7281805425882322 2.3967441059649017 12.919954755809156 10.684031549841164 7.8410937292501321 6.6959288977086544 27.792921276763082 195.7622824665159 2.8305224282667032 11.812420606613157
leaf_count=170 26 230 18 270 63 350 99 32 44 38 47 1 141 127 42 150 111 24 27 379 98 33 162 61 87 40 194 1438 29 102
internal_value=0.000540965 -0.00659009 -0.0182981 -0.000294103 0.00499047 0.000852984 0.000686147 -0.00908089 0.0010873 0.0128382 -0.0011777 0.00415817 -0.0156488 0.000704559 0.000902626 0.00106556 0.000747814 -0.0126363 0.00117365 -0.00511821 0.00172341 0.000939 0.00578878 0.00130941 0.00175007 -0.00859321 0.000989111 0.00148562 0.00653893 -0.00406569
internal_weight=364.79 15.2923 5.34769 9.94456 8.19118 349.498 346.314 13.6627 332.651 10.4931 9.3334 7.89259 2.95226 322.158 319.319 317.018 306.82 9.46103 297.359 23.8944 273.465 18.5384 15.3167 268.147 256.723 11.4241 246.039 238.198 42.4359 14.6429
internal_count=4633 751 248 503 233 3882 3856 571 3285 82 221 189 142 3203 3076 3034 2935 135 2800 724 2076 345 195 2049 1911 138 1850 1763 325 131
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=16 5 2 8 6 20 5 2 16 13 21 0 0 23 5 15 6 20 12 2 15 22 22 20 23 16 20 18 4 9
split_gain=6.94275 5.12161 4.77721 4.35429 4.13848 6.84186 5.12342 4.92239 5.06665 4.98064 5.17403 3.92997 3.95189 3.94638 3.75741 4.93203 4.90676 4.44374 5.30932 4.09653 7.09524 4.85796 5.0784 6.23379 3.96035 3.83242 3.76281 3.61185 3.5941 3.43199
threshold=20.394952307700002 23.605484525250002 325.13486840910008 2.8477776226000002 16.455384477450004 39.427119987250002 22.825270530250005 191.54391932205002 22.674946976100003 117.58509325145 8.449163415300001 91.625341543800019 85.990333302400003 0.091705000000000023 11.783123780850001 28.579157549250002 17.435407375500002 39.354247760400007 114.82338089645002 186.79363985910004 26.806761490850004 -0.58835000000000004 -0.054875 47.927946529500012 0.082685000000000022 15.954962690350003 42.388109226950007 14.668863553700001 198.95919911430005 65.064848378650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 14 -4 11 -6 7 8 9 10 -7 12 13 -2 26 16 19 18 -17 20 21 -16 23 24 -23 -24 -1 -20 -14 -19
right_child=1 -3 3 -5 5 6 -8 -9 -10 -11 -12 -13 28 -15 15 17 -18 29 27 -21 -22 22 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0030584581683773858 -0.0025002005625756065 -0.00032832930421906431 -0.00028898306064571657 -0.0041557587044426829 0.0024205607110679679 3.2422061666134502e-05 0.0017482405801445924 -0.0043032862915500895 -0.003525716388969037 0.001842076538179205 -0.0043623561197481397 -0.0016675615047472099 0.0029463146201045283 0.0013555481713864335 0.0019132104273225884 -0.0035802425273201324 -0.0038766532158015002 0.0033049868798245437 0.0024816411136201382 0.0014640411134170456 0.0019636519152331808 -0.0043705129300399843 0.0011294797692474054 0.0029103470369190275 -0.0014392274354643171 -0.0022151293130021022 -0.00041863085961692383 -0.00062396601434617236 0.001364288896564277 -0.0022049715000161192
leaf_weight=9.6573139722459 5.6896980181336394 50.735679019242525 7.6884470884688181 7.2417820105329156 14.855634838342665 13.384895421564584 11.840471405535935 4.8638638593256465 5.8357504457235327 12.564116500318049 4.6126596704125395 5.0779038891196242 26.376049168407917 8.443902447819708 9.9764623502269369 3.8006437607109573 3.2532868273556224 1.5395623631775404 10.381913104094567 44.317875646054745 21.06024560239166 7.87186320871115 20.504505102522675 3.4260921254754058 23.588764104992151 5.5812959317117921 24.345352295320481 8.9120899811387044 60.728469774127007 24.233764200471342
leaf_count=526 33 422 157 169 62 58 47 52 38 42 30 33 145 32 60 37 159 6 59 346 109 289 155 17 307 62 507 71 267 336
internal_value=0.000221888 0.000672273 -0.000205023 -0.00216453 0.000963575 0.000273835 -0.000326728 -0.000922168 -0.000470342 0.000113082 -0.00109393 0.00140446 0.00155854 -0.000196643 -7.35068e-05 0.000124048 0.000466591 -0.000854351 0.000285612 0.000570238 0.000139721 -0.000401688 -0.000780457 -0.00167349 -0.00217267 0.00041387 -0.00116839 0.00104713 0.00184334 -0.00187584
internal_weight=462.39 225.009 237.381 14.9302 174.273 67.9574 53.1018 41.2613 36.3974 30.5617 17.9976 106.316 101.238 14.1336 222.451 188.448 139.58 48.868 23.0946 136.327 92.0092 70.949 60.9725 34.8867 31.4606 26.0858 34.0027 19.294 87.1045 25.7733
internal_count=4633 1261 3372 326 839 329 267 220 168 130 88 510 477 65 3046 2013 1504 509 167 1345 999 890 830 613 596 217 1033 130 412 342
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=19 21 17 5 13 16 20 20 8 14 9 10 2 2 16 7 7 23 18 12 5 23 8 16 18 6 10 5 0 16
split_gain=1.40457 1.25361 2.24518 2.09682 2.06241 2.22788 2.05002 2.00571 2.80616 4.2724 3.24388 3.08119 2.50095 2.82915 4.77824 2.85911 3.6556 3.95422 3.49488 2.49495 2.54324 2.10377 2.5107 2.46407 4.13643 1.87953 3.64018 4.00734 2.29316 1.81908
threshold=9.4507625164000029 3.1734339793000008 168.62011096010002 29.110986871100003 117.97223122220002 22.724946859200003 48.96897326980001 47.74983977685001 5.1459841250500009 301.50888169040007 184.83999455315004 73.448676123850007 54.465024697200008 215.12632285215003 22.694946929300002 23.209106085000005 22.650953015950005 0.088075000000000028 14.483350136800002 231.00184921595005 18.428229854150004 0.10821500000000002 7.7439566930000003 22.604947139800004 14.032563378150002 16.625388449550005 61.821094709650005 31.373072367600006 85.216057360850016 21.374950016100005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 25 -5 8 9 -2 -10 -11 -12 15 21 16 -14 -18 -17 20 -20 22 -15 -24 -25 26 27 -4 -28 -27
right_child=1 2 4 6 -6 -7 -8 -9 10 11 12 -13 13 14 -16 18 17 -19 19 -21 -22 -23 23 24 -26 29 28 -29 -30 -31
leaf_value=-0.020600890998499995 -0.029083096978207164 -0.026477448078767493 -0.048227878099028836 0.010688761829292081 -0.017998232050041672 0.020663073468379332 -0.032938139311481276 0.023808422700833175 0.02134024918212989 -0.032739938374451563 -0.018686900352030199 0.01883754232899507 0.0079442521315682864 0.020162505965951611 0.020038599797120273 0.015706660680717896 0.0013000426294968641 -0.034865145389405244 0.0020596047209413691 0.027865952955652633 -0.030042472726876775 0.017530044817607206 -0.028595584550685289 -0.032036691556509234 0.020653311975048029 -0.00059359155191852453 0.026073161718605811 0.01263508311914158 -0.00016011392726552514 0.027085703969093863
leaf_weight=2.280612160335294 4.9696880897972715 4.5950904397759569 2.3410359821282323 3.209293382242322 4.5215209927409878 3.955217905342578 1.0509370453655718 3.3190154209733 7.156919219531118 1.1094259368255732 3.9548513516783705 3.6595505446894094 9.8592510642483848 1.2726426897570515 4.1259907260537139 27.42439829185605 4.6400877162814123 4.2645411211997271 23.879021007800482 2.523145528510212 1.9630674812942732 1.5138661232776929 8.1875499035231751 2.0193839594721785 2.3928091712296009 3.3179964381270102 2.4779300540685645 1.2041654102504251 211.56581407296471 3.6817111670970917
leaf_count=326 401 308 40 71 51 19 21 18 54 24 27 84 61 18 34 174 27 35 286 26 24 10 165 47 15 64 20 22 2142 19
internal_value=0.000608434 0.000742738 -0.000375473 -0.0137746 0.000133628 0.00049235 -7.33618e-05 0.00303071 0.0024306 -0.0114923 0.00371976 0.00683887 0.00243321 0.00332117 -0.00586943 0.00572655 -0.00342824 -0.0160199 0.00880561 0.00213345 -0.000378996 -0.012817 -0.0161287 -0.0197943 -0.00346199 0.000137124 -0.000307716 -0.0275551 0.000143582 0.0139652
internal_weight=362.437 360.156 241.921 8.85532 233.065 228.544 4.26023 118.235 114.916 9.73866 105.178 4.76898 98.0206 94.0658 19.5122 74.5535 18.7639 8.90463 55.7896 28.3652 25.8421 15.3863 13.8724 12.5997 4.41219 224.589 217.589 3.5452 214.044 6.99971
internal_count=4633 4307 2777 400 2377 2326 92 1530 1512 509 1003 108 949 922 289 633 123 62 510 336 310 255 245 227 62 2307 2224 62 2162 83
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=6 23 23 9 19 23 23 13 10 20 6 13 22 18 15 17 16 9 16 7 4 8 17 9 10 4 12 4 20 16
split_gain=1.29737 1.14521 1.57246 5.0336 3.62038 2.94366 3.92631 3.82168 3.88842 3.18628 4.66801 2.87396 2.47207 2.372 2.34511 2.32673 2.24425 2.19312 2.14237 2.10543 1.9429 1.93755 1.84521 1.79138 3.41326 1.97706 4.16199 2.71466 2.5348 2.88466
threshold=1.8500432259500001 -0.25587999999999994 -0.17949499999999999 191.96565807215003 10.250827068050002 1.0000000180025095e-35 0.079605000000000023 106.01665791610002 80.677940036650014 41.444941515100005 6.9201616884500003 92.146902421150017 -0.237895 17.370891598500005 45.102215827400009 222.25139668490002 19.794953710800005 196.40176798710004 14.184966829400002 25.024903008400003 158.55438663830003 2.5480115570500002 192.80507188075003 215.63980588275004 59.98487780655001 128.88186563570002 90.571070795850019 158.33173836080002 38.238138001450004 21.124950600700004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 9 7 8 20 16 -11 -8 21 15 -9 18 17 -6 19 -13 -7 -3 -5 24 -20 -26 28 -28 -27 -30
right_child=1 2 4 22 5 6 11 14 -10 10 -12 13 -14 -15 -16 -17 -18 -19 23 -21 -22 -23 -24 -25 25 26 27 -29 29 -31
leaf_value=-0.023815154845285666 -0.0056705900981861177 0.014850230665868722 -0.025213533013333674 -0.01742361452617187 -0.021617963386172515 0.02712293874359838 -0.024351513847407209 0.018832803038212904 0.0083203431785232092 0.012597338613705832 -0.023975390925451347 -0.00037334558817370248 0.017152726854584834 0.011457977964582576 -0.0061879266313327047 -0.021591797218617318 0.010810641967166152 0.0011801229697009027 -0.021999608183087244 -0.023603381874080124 -0.026406587953900263 -0.025247227459118692 0.0041413177805578747 0.0076532570482355641 0.019713633434531294 -0.00071010032525293729 0.016051345339262692 0.00058102142018114902 -0.013092361159353166 -0.048237829199997653
leaf_weight=1.1388705892022688 14.759439439047126 1.1335780508816271 2.8448383235372594 4.7753339745104295 3.4053523573093134 0.39487341046333524 2.4150019538355982 15.683120965026321 7.1562530433293432 2.3026481051929286 8.5045537510886771 4.3957509563770127 14.296618150547149 10.077808251604436 2.2203259374946347 2.5226721409708253 6.024263563565909 6.1430112333036959 3.5294474824331692 3.7573230953421444 3.2468004932161421 1.3965689844917504 3.6232943227514625 18.277952644042671 2.771307870745658 4.1770061776041967 6.0725457631051531 195.18307151505724 3.8568926621228456 1.7685859054327009
leaf_count=188 348 22 306 37 181 1 181 145 206 28 221 67 137 95 21 42 48 49 82 105 149 51 31 154 14 26 35 1564 86 13
internal_value=0.000466385 0.000543907 0.000812136 0.0062874 0.00037607 0.000607996 0.00127641 0.0092725 -0.00143401 -0.00667684 -0.016183 0.000389644 0.0134785 0.000622687 0.0157298 0.000179364 -7.96987e-05 -0.00695064 0.000404646 -0.0110788 -0.0206023 -0.00728242 -0.00812018 0.000801977 0.000225845 0.000592697 0.000341628 0.00104781 -0.0141571 -0.0241417
internal_weight=357.855 356.716 341.957 25.2254 316.731 313.887 287.507 28.7014 10.7979 26.3798 10.8072 258.805 16.8268 256.39 17.9034 246.313 15.5726 9.54836 243.79 8.15307 3.64167 2.53015 8.39863 235.637 217.359 213.829 211.058 201.256 9.80248 5.62548
internal_count=4633 4445 4097 278 3819 3513 2986 522 356 527 249 2464 210 2283 166 2188 278 230 2146 172 150 73 68 1974 1820 1738 1724 1599 125 99
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=13 0 7 0 0 16 10 20 0 13 23 18 7 20 18 20 20 21 13 8 7 10 7 0 21 17 22 3 6 23
split_gain=6.02229 6.01963 9.2295 5.86896 4.95257 4.42198 10.4777 7.77705 4.76729 6.77031 4.72444 4.77759 6.58703 6.04312 6.43216 4.25044 4.8413 5.39001 5.10488 4.18073 4.10899 3.99109 4.74442 6.13367 5.88989 3.89263 4.00734 3.8085 3.96616 3.67745
threshold=109.34496908160001 95.44832900530001 20.797746106000002 86.09518316945001 98.230883170350012 19.224955043700003 66.859265246100009 38.171717059500004 90.321439350550008 113.98793627290001 0.08079500000000002 13.317304170000002 23.109894804950002 41.257948413050009 14.057318556550003 41.965446242000006 43.477771593600004 3.4893684343500007 117.67650082785001 6.2451263653500009 24.775165158000004 78.196493182200015 24.103872582350004 102.75018128760001 16.464809133250004 238.05090660085003 -0.086139999999999994 93.82450029455002 16.545386580300001 -0.25098999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -5 8 -8 9 -7 -11 -12 -13 -14 -15 19 18 -18 -17 -2 -16 -6 -23 -24 25 -25 -27 -19 -29 -4
right_child=3 4 29 5 21 6 7 -9 -10 10 11 12 13 14 20 16 17 27 -20 -21 -22 22 23 24 -26 26 -28 28 -30 -31
leaf_value=0.00091363412105375142 -0.002440947243553108 0.00084062210714644294 0.0010174195280626553 0.0022644064826017121 -0.0016979096477370674 -0.0024554252083577831 0.00018339259954957857 -0.0039342499059102434 0.0024288099329754427 0.0020671690821528238 0.0017217676466735965 -0.0026896141465327481 0.0017290598955693756 0.00041073662164247819 -0.0043733995450336641 -0.0029143953393324902 0.0032774983181280432 0.0020693732596111878 0.00060298003359065481 0.00067874350932383245 0.00028920849748696509 0.0020687981509601122 0.00074851865757429828 -0.0026360341621156475 0.0013084192168653914 -0.0037403804948327535 0.0020768265748308682 -0.0035221458720939816 0.00010116196808384127 -0.0027202788789562828
leaf_weight=12.620592876337467 4.6378787495195857 50.634254228323698 2.915075781755152 19.014154806733131 18.473944103345275 6.2998624593019477 10.738816630095245 7.896444257348775 18.793810993432999 26.391260586678982 24.702285800129175 7.4684026092290869 22.318661049008369 24.994696669280529 5.4977274835109693 15.23276883736253 4.3990331571549204 3.8482634946703902 5.5975820757448664 52.513150058686733 2.8455395698547363 9.1059239432215673 26.54987355042249 19.999382417183373 6.8169530387967816 1.676938804797828 3.9232803867198518 5.4442066587507707 6.667594107799232 25.067432823590934
leaf_count=157 248 308 41 78 257 37 51 72 75 149 110 45 91 100 60 229 14 14 36 279 11 92 258 907 68 64 50 72 101 559
internal_value=0.000194767 -0.000257107 -0.00132241 0.000486576 5.82046e-05 0.000829399 0.000656649 -0.0015614 0.000953349 0.000723263 0.000898588 0.00054744 8.78988e-05 0.000460605 -0.000388583 -0.000130327 -0.000901652 0.000190604 -0.0019692 0.000425577 -0.00278318 -0.000399552 -4.71946e-05 -0.000373958 -0.00129329 -0.0019861 0.000334913 -0.000660229 -0.0015275 -0.0023309
internal_weight=453.086 177.784 40.6031 275.302 137.181 176.962 157.948 18.6353 139.312 120.518 114.219 87.8273 63.125 55.6566 33.338 98.3405 41.1894 20.3591 20.8304 57.151 8.34327 86.5463 68.0724 58.9664 32.4166 25.5996 5.60022 15.9601 12.1118 27.9825
internal_count=4633 2761 757 1872 2004 879 801 123 678 603 566 417 307 262 171 993 466 201 265 527 71 1696 1439 1347 1089 1021 114 187 173 600
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=5 10 21 7 23 22 18 20 5 10 6 8 13 5 10 0 2 21 18 9 8 22 8 8 20 8 10 7 7 16
split_gain=1.29923 2.20798 3.1148 2.36547 2.22064 1.93962 1.87678 1.80816 1.77182 2.87005 2.09725 2.29223 1.83304 1.78881 2.36739 2.19425 2.55972 3.11609 1.82971 1.67843 1.85859 4.56749 2.70964 2.05149 1.66118 2.16945 1.87051 2.17484 1.92556 2.197
threshold=11.783123780850001 82.299080289250014 16.241109211600005 24.573979631000004 0.090665000000000009 -0.086139999999999994 18.324911823050005 42.388109226950007 13.252098438300001 81.573196594050017 13.115306437050002 2.0484014478500003 101.03763345850001 16.316541761950003 75.981203682750007 97.886760529650019 166.72194812590001 3.0344668838000004 15.868316629550002 223.65407503400004 8.8430989333000021 -0.088039999999999993 9.3427090425500019 8.9430209551500024 35.119813570500007 7.7439566930000003 74.257902021100008 20.253927392100007 25.169498800150006 13.534968349350001
decision_type=2 2 2 2 2 2 2 2 2 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 -7 -8 9 12 11 -10 -2 15 18 -12 17 -17 19 20 -15 22 -22 -23 -13 26 27 -26 29 -28
right_child=8 2 -4 5 -6 6 7 -9 10 -11 13 24 -14 14 -16 16 -18 -19 -20 -21 21 23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.018827410200962954 0.016476081485751304 0.01316809894578351 0.013603234717053528 -0.022560457278173563 0.0082776139313316295 -0.022268837765982607 -0.02196737588783634 0.016511347170562796 0.020069445946426012 -0.013456335416857246 0.01789853996638012 0.011361555724909629 -0.0028639245040603298 0.0012029160156723155 -0.020452878079943875 0.0067286907918368572 0.017222828729319441 -0.023217267233619211 -0.018123864941494816 0.011229108617090481 -0.009302277428567601 0.0017834582089221518 0.01277775073025888 -0.024561352774610933 0.0064622335954480645 -0.013987275406444465 -0.0028233444631079237 -0.020972914983888685 -0.0092015126036033117 0.020350472914947914
leaf_weight=6.5965097881853598 9.6478196736425144 2.2203353927470735 5.325341874966397 3.8797484510578197 1.7278784308582542 1.4141616389388216 0.72525626106653396 2.3321063133189455 1.6280307993292797 2.3829725305549792 6.1809098012745372 2.3621819410473099 2.8835336212068787 238.15534023591317 2.3902386380359522 3.6775332679972035 3.1934699825942516 2.7520650420337915 2.2887157518416634 7.0563330878503612 4.4073960594832915 1.7399308532476414 5.8722635312005877 5.8106547826901078 1.9446179466322124 12.385308527387677 3.593166138045488 4.0039156898856163 3.9929033466614783 3.8271990492939949
leaf_count=290 70 54 66 418 30 176 118 64 8 65 42 20 28 2288 45 30 18 32 41 46 36 11 40 79 28 219 52 94 109 16
internal_value=0.000437972 -0.00432096 0.000329187 -0.00635748 -0.0132013 -0.0115487 -0.00199429 0.00738357 0.000784979 0.00795436 0.00044795 -0.0045686 0.0120258 0.00104488 0.000634133 0.00800301 0.0016471 -0.0060891 0.000824096 0.000988961 0.000706688 -0.00592134 0.00331096 -0.0184905 -0.00581782 -0.00718201 -0.00232737 -0.0120042 0.00271612 0.00912901
internal_weight=356.398 24.2213 15.8969 10.5716 8.32439 8.35127 4.47152 3.05736 332.177 14.9143 317.262 33.7373 12.5314 283.525 267.721 15.804 9.62307 6.4296 265.331 263.042 255.986 17.8302 10.2797 7.55059 32.1093 29.7471 17.3618 5.94853 11.4133 7.42037
internal_count=4633 1216 896 830 320 776 358 182 3417 163 3254 546 98 2708 2586 122 80 62 2541 2500 2454 166 76 90 538 518 299 122 177 68
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=16 5 2 8 6 20 10 22 16 17 7 10 0 0 6 10 17 4 23 5 15 12 16 20 8 5 2 22 22 20
split_gain=4.8401 5.43387 4.40984 3.92697 3.90698 6.19484 5.14111 4.67129 3.66657 3.42401 3.9134 3.39365 3.60491 3.23818 4.43227 3.20895 3.20098 3.10157 2.96033 3.04364 3.39053 5.78737 4.70106 4.41445 3.64491 2.85115 2.84069 5.6226 6.9347 5.35045
threshold=20.394952307700002 23.714185006400005 325.13486840910008 2.8477776226000002 16.455384477450004 38.804629908750009 62.025417527550012 -0.057599999999999998 20.034953149600003 195.14561408000003 23.853977146050003 61.917879202350001 91.625341543800019 85.990333302400003 16.375382608200002 62.095317438950012 162.04221493815001 198.95919911430005 0.4149000000000001 11.783123780850001 30.054399297400007 114.82338089645002 18.684956306450005 39.354247760400007 3.1475436881500003 19.768819263000005 185.00267682035005 -0.059424999999999999 -0.59238000000000002 38.324118171300007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 8 -4 11 -6 -7 9 16 15 -11 -2 13 14 -13 -8 -1 25 19 -18 26 -22 23 -23 -25 -15 27 28 -21 -30
right_child=1 -3 3 -5 5 6 7 -9 -10 10 -12 12 -14 17 -16 -17 18 -19 -20 20 21 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0029093930609401571 -0.0021886272581657191 -0.00054894918935086709 -0.00021843825852993352 -0.0045331168364571598 0.0030437538441138562 0.00070534232712759939 -0.0011421549588064386 -0.0047327595817274687 -0.0039858520665936575 -0.006339400840357101 -0.00046463199741852583 -0.0030980716018375407 -0.0017285372273615118 0.00063906569173541425 0.0016149159952404729 0.0033505853786361555 -0.0010721075136672072 0.0015638460528371123 -0.0045963820005460888 0.0024475535705306786 -0.0054532296046111298 0.0021426766124436839 0.0010363803684896357 0.0046924235644555451 -0.0046965769830308243 0.0039565081117408224 0.0015225127301854091 0.001400375703342105 -0.0046521178020448046 -0.00068923780263269055
leaf_weight=5.6051011946983627 3.8442588225007048 46.412142186425626 6.5193057728465629 6.6546935425139964 10.436834745109079 34.642832905054092 5.6316731050610596 5.8962529972195616 3.6073272619396439 2.8454408422112456 4.6845765262842178 4.7521152570843688 4.8520404957234851 5.1384279802441624 9.0436431244015676 4.4376742243766785 26.468133462360129 57.796240217983723 2.0555762853473416 9.593725840561083 3.6656796718016293 2.5915775028988737 18.053235338069499 0.71167447417974461 6.9425717322155833 18.997712261974812 40.550247286446393 38.921657622326165 6.2372068515978816 36.125022458378226
leaf_count=346 24 401 157 169 46 151 27 44 41 22 35 30 33 27 32 14 904 259 44 55 56 26 109 3 188 116 367 264 196 447
internal_value=0.000239027 0.000651537 -0.000183318 -0.00239795 0.000973602 0.000240877 -0.000262286 -0.00168899 -3.82586e-05 -0.000669253 -0.00268459 0.00145478 0.00159403 0.00176244 -8.52939e-06 0.000837846 3.38362e-05 0.00206064 0.000119796 0.000170857 0.000372206 -0.000781915 -0.000176823 -0.0023145 -0.00382361 0.00325025 0.000652901 0.000264874 -0.000585761 -0.00127271
internal_weight=433.715 219.412 214.303 13.174 173 68.5753 58.1385 23.4956 201.129 17.5994 7.53002 104.424 100.58 95.7281 13.7958 10.0693 197.521 81.9324 191.916 189.861 163.393 31.9647 28.2991 10.2458 7.65425 24.1361 131.428 90.8776 51.956 42.3622
internal_count=4633 1261 3372 326 860 339 293 142 3046 98 57 521 497 464 62 41 3005 402 2659 2615 1711 382 326 217 191 143 1329 962 698 643
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=16 5 2 0 16 20 16 8 2 6 7 9 21 17 10 21 5 5 20 9 5 17 21 21 23 23 22 15 16 16
split_gain=4.919 4.35984 3.87675 3.82592 3.61255 3.36202 6.38145 4.65377 4.21999 3.59 3.28032 3.58004 2.97256 2.96779 2.86047 4.84577 2.84978 3.90153 3.71923 4.94239 3.66 3.46109 3.21841 3.11905 3.05041 3.05867 2.69443 5.01403 2.67624 3.2764
threshold=20.394952307700002 23.714185006400005 325.13486840910008 109.03310793845002 20.034953149600003 42.123054668150012 22.554947256700004 8.543332867800002 112.39935172340002 16.355382140900002 22.093462376800005 186.70853236170004 16.241109211600005 162.04221493815001 61.950140699950005 8.1054293463000011 12.306951632950001 13.252098438300001 45.044778924400006 39.44667418560001 2.7155367820000005 205.96542837505004 3.3335862513000003 18.870920756500002 0.25799500000000009 0.11458500000000002 0.075080000000000022 28.444110612900001 18.594956516900002 18.369957043050004
decision_type=2 2 2 2 2 2 2 2 2 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 13 10 8 14 -7 -10 -2 -12 -5 -1 -8 -16 18 -18 -15 20 23 24 -22 -20 25 26 28 -28 29 -19
right_child=1 -3 3 12 -6 6 7 -9 9 -11 11 -13 -14 16 15 -17 17 21 19 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0027142637115770041 -0.0014730972275179294 -0.00040790790569662848 -0.0035187439723018666 -0.004017035096158526 -0.0038187097281682071 0.0033619538436760873 0.00056360324223622281 0.0012139792623239842 0.0018935678041218618 -0.0024415927889871163 0.0030825098608736274 0.0011572830516779096 0.0034399743089763911 -0.0024599757504420935 -0.004642626484752754 -0.00077967946075946175 0.0021706479664789584 0.00023369781529436741 -0.0039630424186379142 0.0035886786410828705 0.0018585081282257165 -0.0015496731090628756 -0.0042482960410368921 0.003282738544981807 -0.0046615996227571677 0.00249078457889853 0.00042288932328426321 -0.0046298109124528909 0.001223597885661616 -0.0026320165435976123
leaf_weight=5.6101066628471008 5.8410287126898757 45.956690728664398 9.2097293976694328 1.1307793157175177 3.6325660161674014 11.752258494496347 6.1307142600417164 11.539749991148708 6.7544608116149885 4.7181953117251396 16.696436040103436 88.470959559082985 2.4871564186178148 13.532255303813146 8.2303539738059062 11.078606382012365 14.744634569622574 61.303996580652893 1.1400277356151507 4.6095915120095006 1.638014339841902 16.197742061689496 5.3665715078823268 3.5669778473675251 1.7629428841173638 9.3327185828238708 7.5999993355944735 4.5753928050398827 38.318340095691383 6.4080768087878814
leaf_count=346 33 401 217 93 41 87 27 49 32 34 71 407 16 647 63 57 101 766 78 27 10 175 178 20 30 68 59 45 253 202
internal_value=0.000231535 0.000634984 -0.000181426 -0.00221344 -5.06644e-05 0.000914916 0.000189301 -0.000794602 0.0017559 0.000110708 0.00130845 0.00146293 0.0011093 1.92751e-05 -0.00170572 -0.00242624 9.99466e-05 0.000301474 -0.000981787 0.000243812 -0.0010727 0.000112055 -0.00282023 0.00152782 0.000320221 0.000389084 0.000223148 -0.00147587 0.000418245 -3.75052e-05
internal_weight=429.337 217.169 212.168 12.8277 199.34 171.213 60.2043 36.9794 23.2249 11.4727 111.008 105.167 3.61794 195.707 25.4397 19.309 190.097 160.244 29.8534 16.3212 11.7116 145.499 7.00459 4.70701 129.301 127.539 118.206 12.1754 106.03 67.7121
internal_count=4633 1261 3372 326 3046 860 349 196 153 66 511 478 109 3005 147 120 2659 1699 960 313 286 1598 188 98 1423 1393 1325 104 1221 968
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=5 3 22 22 21 5 10 6 8 9 3 10 9 21 21 23 15 8 21 4 6 23 20 19 13 22 20 17 22 2
split_gain=1.25068 1.94877 2.56621 2.46522 2.12923 1.48147 2.49498 1.90374 2.00398 1.85985 1.68695 3.17938 4.42351 5.37392 2.85431 2.42873 2.30374 2.75833 3.59964 3.05429 3.24511 2.17926 1.81256 1.68947 1.65814 1.48009 2.64265 3.07618 3.61449 2.48158
threshold=11.783123780850001 75.790323155500019 -0.21563499999999999 -0.16533 15.004713615700002 13.252098438300001 81.573196594050017 13.115306437050002 2.0484014478500003 118.12141086625002 93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 16.464809133250004 0.10336500000000003 42.968808980200009 8.543332867800002 0.87557407920000008 376.61861354110005 17.435407375500002 0.08729000000000002 43.968221017800005 14.651182102100002 101.03763345850001 -0.11534 40.986363433950011 188.51582982015003 -0.13006999999999999 243.75909071190003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 24 8 -7 -8 23 14 13 15 16 -13 17 19 -19 20 -12 -20 -14 25 -2 26 27 -9 29 -29
right_child=5 3 4 -5 -6 7 9 10 -10 -11 11 12 22 -15 -16 -17 -18 18 21 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.025426687087807202 0.016736693821336659 0.0055729274759341143 -0.0041839949993340789 -0.025427228347962145 0.013163446256834689 0.020520862339826355 0.018693635916892496 0.010688767149965236 -0.00583166306025371 -0.026076832367135257 0.013327387139890418 -0.027945927679698768 -0.02893512401239693 0.012174815796192251 -0.029212037203490644 0.028221576990637893 0.012984865527557104 0.010555391157573181 -0.0017064359090376295 -0.026387203155953803 -0.020050404730366019 -0.031970394974761653 -0.0049642057121551588 0.011561143813194676 -0.002905426716918881 0.00060760018320373671 0.010159726265267942 -0.018246061274145211 0.011319407034669719 0.010366582690411021
leaf_weight=1.9423389831790743 9.4425748568028194 1.9605257539078591 9.7194247625302506 4.2114127785898736 5.9477536262711519 1.5792061239480961 0.67449814081191961 8.4391651879996079 31.969913118053228 1.7122999029234049 11.213391159428289 3.4748801728710554 6.0886760158464295 6.7084684865549207 1.4859633715823282 0.45392033457756031 8.944228954613207 2.6625881455838663 1.873801205307245 1.4275559908710409 1.7570417833048839 3.6731444280594587 2.2540181707590818 9.2289385423064214 2.9388312306255093 175.41423848178238 25.689859922975302 9.2120413277298194 4.2996216174215069 1.9081807634793211
leaf_count=187 70 34 690 218 87 8 4 54 538 61 182 225 134 44 35 1 43 16 13 50 161 55 20 43 28 1287 202 105 21 17
internal_value=0.000522236 -0.00453795 -0.00066784 -0.01558 0.00240164 0.000881964 0.00795333 0.00055537 -0.00459121 -0.0134249 0.00115864 -0.00256137 -0.01001 -0.000246683 0.00171784 -0.0214565 0.00317451 -0.000706762 -0.0112704 0.00531648 0.00880586 -0.021747 -0.0224587 0.00198492 0.0120745 0.00159206 0.00507727 -0.000395185 -0.00646135 -0.0133363
internal_weight=358.309 23.7815 17.6095 6.17194 15.6672 334.527 14.7682 319.759 33.5491 2.3868 286.21 52.0177 18.98 10.6373 33.0377 3.9288 31.5518 22.6075 8.20953 14.398 12.9704 5.54695 8.34269 234.192 12.3814 224.963 49.5489 23.859 15.4198 11.1202
internal_count=4633 1216 964 252 777 3417 163 3254 546 65 2708 979 424 270 555 226 520 477 84 393 343 68 154 1729 98 1686 399 197 143 122
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=16 15 6 9 10 9 15 18 15 20 21 16 20 16 2 16 17 13 10 3 3 7 20 22 6 21 5 2 16 6
split_gain=7.24654 5.01884 4.89859 3.86867 3.83346 4.36659 3.59783 6.14509 4.6733 3.40277 3.99572 3.43025 6.72541 5.02555 3.40017 3.35917 3.27418 3.27283 4.08618 2.82063 5.73506 3.65073 2.88713 5.72593 5.38119 5.99297 4.01326 4.47609 4.66518 4.17163
threshold=18.594956516900002 46.055224235250002 15.635365317800002 199.17419511990002 61.982402197500001 202.70031010240004 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 3.2738626606000003 16.224962059000003 41.289992964000007 14.184966829400002 154.46567853970001 22.584947186600004 204.55825889135002 118.84598011460001 58.309968391300011 85.589753040950015 84.812788641250009 24.176603375500004 39.427119987250002 0.15684000000000003 16.465384711100004 15.191342547400001 22.825270530250005 195.72231170465002 22.674946976100003 16.585387514950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 6 15 -5 -6 8 -8 9 -1 -11 13 -13 14 -12 -3 -15 19 -19 20 -2 -22 -21 24 -24 26 27 28 -26 -28
right_child=1 3 -4 4 5 -7 7 -9 -10 10 11 12 -14 16 -16 -17 -18 18 -20 22 21 -23 23 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0020404093039522431 0.00082088864067741052 0.00047478075256595227 -0.0030972808510761089 0.0020217503996904952 0.0022670249519788537 -0.0037429797552537905 0.0024311418443117468 -0.0034622314510122979 0.0049275778870428565 0.00098216302517614381 -0.0034814525483137576 0.001432310428921028 -0.0033035164710521676 0.0013250820682334905 -0.00048951822316068826 -0.0039638667627739481 -0.0020458675154781973 0.00051565269412093707 -0.0040419100594761186 0.0016760715591194626 0.0005333904360820173 -0.0044614762829828574 0.0014039609909386986 -0.0019844193827391306 0.00068460262871902452 -0.0037693367002606323 0.0020913131960274799 -0.0038418309508851068 -0.0030267212942462879 -0.0018370116983499943
leaf_weight=10.559004809008909 18.533075306564573 3.0479516722261923 7.5997907919809213 7.3172527924180013 2.2907388359308243 4.3675626739859581 2.8961151996627441 9.1384929362684471 2.320108037441968 38.831326845800504 5.6591303278692058 5.4755124822258976 11.673370930366216 30.216528537683189 28.48698741896078 6.9556367751210928 4.0629932116717091 6.5488469740375859 3.9021454844623804 52.891726272180676 2.7736804299056512 5.2833299487829208 98.813302014023066 9.1181191764771921 25.877147525548938 4.6281403861939898 21.170663878321651 4.0948244705796233 5.0278326943516722 3.9939744835719457
leaf_count=400 95 25 371 35 10 53 18 248 6 437 253 37 307 208 555 120 52 78 61 247 22 80 492 73 102 39 93 44 30 42
internal_value=0.000272874 0.000606296 -0.000336168 -0.000937689 0.000260392 -0.00167528 -0.000195638 -0.002044 -3.36081e-05 -0.000118893 4.41964e-05 -0.000381427 -0.0017914 -2.80576e-05 -0.00098538 -0.00261147 0.000925539 0.000747253 -0.00118603 0.000827365 -0.000258683 -0.00274196 0.000955362 0.000734666 0.000886207 9.65941e-05 0.00039398 -0.000378114 8.08192e-05 0.00146783
internal_weight=443.555 286.636 156.919 23.9791 13.9756 6.6583 149.32 12.0346 137.285 134.965 124.406 85.5745 17.1489 68.4256 34.1461 10.0036 34.2795 262.657 10.451 252.206 26.5901 8.05701 225.616 172.724 163.606 64.7926 60.1644 34.9998 30.905 25.1646
internal_count=4633 1741 2892 243 98 63 2521 266 2255 2249 1849 1412 344 1068 808 145 260 1498 139 1359 197 102 1162 915 842 350 311 176 132 135
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=13 5 0 7 0 10 18 5 7 0 21 17 14 22 19 6 16 22 23 21 23 21 23 6 18 4 3 13 12 16
split_gain=6.60168 6.62911 5.11463 7.56969 4.92696 3.99678 3.84602 5.66131 3.80217 5.74851 5.74251 4.44446 3.90932 3.70366 3.64251 3.59706 4.21444 5.40565 3.56356 4.23917 3.40827 3.40662 3.33834 3.29773 5.21311 3.08687 9.28744 10.6315 4.28614 3.23955
threshold=109.34496908160001 23.605484525250002 95.44832900530001 20.797746106000002 98.230883170350012 78.196493182200015 13.220529463200002 28.543718473100004 24.103872582350004 102.75018128760001 16.464809133250004 238.05090660085003 327.64162573700008 -0.086139999999999994 13.251069136700002 16.475384944750001 22.634947069650003 0.0041150000000000015 0.087700000000000014 5.2921303083500009 -0.089139999999999997 2.6195973652500002 0.093325000000000033 14.745344522600002 14.442085364750001 310.44950696480004 92.367355987800025 115.13321943645001 273.50675757095007 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 25 3 -1 -4 18 7 22 12 -10 11 -11 -7 -13 -9 16 17 -8 -6 21 -5 -20 -3 -22 -25 29 27 -27 -29 -2
right_child=1 6 4 20 5 8 15 14 9 10 -12 13 -14 -15 -16 -17 -18 -19 19 -21 23 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.00084402686116403505 0.0023143643226271196 -0.0037268762394086457 0.00082484985135059213 -0.00011129997485189319 -0.0036880434497603858 -0.0023487413328637107 -0.0033938961711772048 -0.0033555239421436487 0.00071981472677178516 -0.0026482486380736262 0.00128279985729371 -0.0036161275588557544 0.0029376986105996788 0.0021915126327639624 0.00087659150732588998 0.0013498547981250575 0.0013815461891640698 0.0023545054679720086 -0.0010942009358927093 -0.0026713371781692963 -0.003609099333999615 0.0033824680086605875 -0.00092446765072585308 0.0018596439369739769 -0.0038200296063928547 -0.0034518232490438104 -0.0050632300894748973 -0.00096780383784554321 0.0025471902613930031 0.00083350942016304885
leaf_weight=11.924154912121592 16.057146891951561 8.6548828142695147 50.872318601235747 6.1676682326942709 6.0261698616668609 1.7295615416951458 6.9922286756336671 2.3648827681317952 27.388825404923409 19.575367922196172 6.9623283022083333 1.5082509499043224 6.9842679859139025 3.9072068626992396 13.637427476234732 18.576140083372593 5.7498137485235921 2.1104841977357864 3.6817689929157478 6.0412550177425146 14.444080976303669 3.1054186299443245 8.2070689760148507 3.3005611440166822 3.110988206230104 5.1869000047445359 3.3743578009307376 4.602842532098296 13.583221316337584 165.8447252381593
leaf_count=157 63 284 308 93 125 54 84 122 258 907 68 64 38 50 147 110 31 7 33 89 426 10 75 25 56 48 39 26 64 772
internal_value=0.00023674 0.000541872 -0.000237958 -0.00124523 4.67705e-05 -0.000408672 -0.000325326 -0.00109005 -5.33421e-05 -0.000338472 -0.00124559 -0.00194999 0.00188842 0.000574036 0.000251153 0.000426489 -0.000728369 -0.00206112 -0.00169124 -0.000753236 -0.00216712 0.00095406 -0.00236288 -0.00277509 -0.000896226 0.000817402 -0.00018114 0.000523688 0.00165755 0.00096423
internal_weight=451.672 274.942 176.73 38.9475 137.783 86.9104 66.2929 32.8643 68.0558 59.342 31.9532 24.9908 8.71383 5.41546 16.0023 33.4287 14.8525 9.10271 18.8546 12.8284 27.0233 6.78719 16.862 20.8556 6.41155 208.649 26.7473 23.373 18.1861 181.902
internal_count=4633 1872 2761 757 2004 1696 860 628 1439 1347 1089 1021 92 114 269 232 122 91 257 132 600 43 359 507 81 1012 177 138 90 835
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=9 22 15 20 3 7 20 23 5 7 7 21 22 7 7 18 16 7 21 22 0 21 5 7 20 0 0 20 3 2
split_gain=1.3303 2.09943 1.58817 1.79687 2.04417 2.0087 2.00773 2.69794 2.29517 1.82461 2.08124 2.71287 2.408 2.32138 4.16971 3.92287 4.45812 3.69238 3.29492 3.15889 3.57584 2.89324 4.23776 2.80184 2.56209 2.54616 3.77556 6.86833 2.47791 2.64408
threshold=38.283670303850009 -0.156745 10.623212892000003 47.927946529500012 103.28787291370001 17.566486459500002 49.292797572200008 -0.17949499999999999 30.922794813800003 19.627338137150002 21.833224794850004 18.220332737300001 0.70681500000000008 22.721067571950005 23.109894804950002 13.956123578150001 22.644947046300004 23.822419043000004 2.3083050893000006 -0.051199999999999996 86.345209775600011 5.7328850847000004 23.967536448650005 23.695207782600004 41.489621506400006 85.990333302400003 85.823648898300021 40.518963363600001 93.862138708350017 106.99702195580001
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -6 8 -8 -5 -4 11 -11 13 25 19 18 17 23 -16 28 -21 22 24 -17 -20 26 -12 -28 29 -15
right_child=2 -3 3 6 5 -7 7 -9 -10 10 12 -13 -14 14 15 16 -18 -19 21 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0021538952891638325 -0.021033187082191582 -0.020727896199435006 0.019612384180403605 0.02439763616445971 0.011270091072535527 -0.025131044990619453 0.017255619941689743 -0.033837124791422729 -0.0039883637816511561 -0.01304561219518114 0.0058245467547573988 0.019869321543267794 0.023449538702321127 0.012532907965328636 0.015822374674396945 -0.0085385203753027047 0.022683648362621336 -0.00094686700378133354 0.0095085890772575489 -0.042236156091782107 -0.0074257669891891528 0.0073586283832075905 -0.035739546139923334 -0.039376268848993791 -0.014421398111277309 0.013638905629840293 0.013891437938186308 -0.045398815539735043 -0.027285418525652333 -0.0079365548675661111
leaf_weight=6.5047205957816914 2.3949958039447656 5.4080472312634793 3.8447827901691189 7.5409231502562744 1.5250682104378928 4.166234387550503 1.5074349436908963 1.5373148196376849 2.9061042312532663 13.977012025890874 26.029579042457048 2.1243507489562026 3.5747087658382943 7.2671115193516114 20.118322001770139 7.2188000893220288 5.5180026888847342 130.6198695008643 8.2574168099090475 3.9461864614859206 4.8368689380586147 34.402461335994303 2.9798493813723317 3.1022110567428172 5.4826258197426787 20.700523802544922 2.6431053839623919 3.1580641530454159 2.9249814227223387 12.89082634123042
leaf_count=231 234 395 36 43 37 369 14 35 41 295 168 18 36 35 158 69 36 1680 44 44 34 164 50 35 27 138 11 40 38 78
internal_value=0.000683053 -0.00823377 0.000989001 0.00114197 0.000746638 -0.0153768 0.0108498 -0.00854145 0.0165014 0.00102845 0.000806397 -0.00870294 0.00130731 0.0010453 -4.61061e-05 0.00129593 -0.00124474 -0.00218156 0.0065191 -0.00921451 -0.0230659 0.00285796 -0.00640251 -0.0178075 -4.00833e-05 0.00623033 0.0014123 -0.0183852 -0.00394404 -0.000557136
internal_weight=359.109 11.9128 347.196 344.801 331.309 5.6913 13.4918 3.04475 10.447 325.618 321.773 16.1014 305.672 302.097 249.566 217.7 146.459 140.941 71.2407 31.866 8.78306 51.1224 16.7199 10.321 13.74 52.5313 31.8307 5.80117 23.0829 20.1579
internal_count=4633 626 4007 3773 3640 406 133 49 84 3234 3198 313 2885 2849 2492 2263 1820 1784 443 229 78 285 121 104 71 357 219 51 151 113
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=13 3 0 7 0 16 10 20 9 12 7 20 18 10 9 0 3 10 7 0 21 17 23 17 22 21 23 19 9 7
split_gain=6.24333 6.59909 6.10333 8.10204 4.97793 4.81379 8.61501 6.70283 5.05369 6.65834 5.8775 5.48501 6.38686 4.49583 6.28241 5.33598 4.61374 4.31703 4.51598 5.59772 5.67076 4.24763 4.108 4.09002 4.18145 3.6115 4.0493 3.59919 3.55159 4.33361
threshold=109.34496908160001 93.883646373400012 95.44832900530001 20.797746106000002 98.230883170350012 19.224955043700003 66.859265246100009 37.688226470200007 181.33671263215004 133.01805689090003 23.109894804950002 41.257948413050009 14.668863553700001 61.917879202350001 187.45330412110005 85.619326080400015 95.002044955650021 78.196493182200015 24.103872582350004 102.75018128760001 16.464809133250004 204.55825889135002 0.089505000000000015 238.05090660085003 -0.086139999999999994 5.1185473364500007 0.087700000000000014 14.451165964200003 227.40597858270002 20.869210126600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 -1 -4 -2 8 -8 -7 22 -11 -12 21 16 15 -15 -3 25 -19 -20 23 -13 -10 -21 -25 26 -6 -23 29 -18
right_child=1 13 4 -5 17 6 7 -9 9 10 11 12 -14 14 -16 -17 28 18 19 20 -22 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00091016211453519042 0.002461492572610819 0.0021008302450399993 0.00090333682057415943 -0.0025036501378416427 -0.0040010626310200441 -0.0027183080287199661 0.00049748137426146029 -0.0036949546269995554 0.0029154294304735255 -0.00083293292662725701 0.0019409481095086119 0.00030027603841669131 0.0034146390779597148 -0.002604048278837973 -0.0036822165909198307 0.0023835355053587835 0.0001302033211002136 0.002234169279588495 0.00076800481850598508 -0.0028655564263349686 0.0014013883968763575 0.00010996587831843167 0.00089385889551595575 -0.0040546173233353758 0.0024095801180991834 -0.003374119878653005 0.0010584705924793002 -0.0043320894728327954 0.0040236616807723998 -0.0028613997681586913
leaf_weight=11.708651960827408 19.343428634107113 10.993403874337671 51.088106412440538 27.510413913521916 2.601626402698459 4.449183262884616 9.0071022137999552 9.0138203464448434 28.212907463312149 27.631676161661744 39.594399258494377 37.497864212840796 6.5891372561454764 4.6257730107754487 10.216360623016952 5.6042697429656982 17.206010465044535 8.9225777043029648 26.81458128336817 19.466021505184479 6.8859953084029248 3.8728652223944646 20.507071428000927 1.6914014779031274 3.9268320174887767 9.6436621733009797 6.6338545903563499 4.8579007312655449 1.8844376355409611 8.5696601029485446
leaf_count=157 78 43 308 600 58 30 41 82 154 169 171 166 26 148 148 20 348 92 258 907 68 26 85 64 50 156 43 45 6 86
internal_value=0.000213512 0.000542662 -0.000288281 -0.00148447 5.24762e-05 0.000827503 0.000662224 -0.00159952 0.000897534 0.00099286 0.000557926 0.0009738 0.000248785 -0.00047225 -0.0017757 0.000128273 0.000217229 -0.000449552 -4.42894e-05 -0.000390122 -0.00136148 -0.000202456 0.00206452 -0.00211993 0.000463496 -0.00190297 -0.000366795 -0.00236165 -0.000531401 -0.000864418
internal_weight=446.571 269.677 176.894 39.2191 137.675 210.577 191.234 18.0209 173.213 168.764 120.044 92.4122 52.8178 59.0999 20.4464 10.23 38.6535 86.5866 67.7074 58.7848 31.9703 46.2286 48.72 25.0843 5.61823 18.8791 9.23548 8.73077 27.6601 25.7757
internal_count=4633 1872 2761 757 2004 1073 995 123 872 842 603 434 263 799 316 168 483 1696 1439 1347 1089 237 239 1021 114 257 101 71 440 434
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=16 15 15 20 18 15 13 10 16 20 16 12 20 9 8 20 22 23 0 5 3 3 7 9 16 22 9 16 2 20
split_gain=5.50168 4.13344 5.23384 4.39695 3.82991 3.71334 3.47452 4.09464 3.4462 8.83162 5.41511 4.82773 3.78003 3.35596 3.49558 3.19539 3.58892 3.29223 3.27963 4.95646 3.14454 6.597 4.41056 2.92222 3.87678 3.43198 6.19291 3.77817 2.71821 2.70385
threshold=18.554956610400005 28.444110612900001 28.298162031900002 37.232443001650005 14.032563378150002 46.055224235250002 118.84598011460001 58.309968391300011 16.224962059000003 41.289992964000007 14.184966829400002 216.20511703005005 39.955516828000007 31.257715529350005 2.5480115570500002 41.542492784600007 -0.14008999999999996 0.090850000000000028 99.403050915200012 13.713273242250002 85.589753040950015 84.812788641250009 23.960918281000001 199.17419511990002 22.584947186600004 -0.082275000000000001 201.81004550795004 22.674946976100003 155.18475231920004 39.427119987250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 20 -8 10 12 11 -5 -10 -13 -15 16 17 -12 -18 -20 21 -2 -23 24 -7 27 -27 -25 -14 -22
right_child=5 4 -4 8 -6 23 7 -9 9 -11 15 13 28 14 -16 -17 18 -19 19 -21 29 22 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020076446818169738 0.00070777922934448184 0.0013405657666829573 0.0045363089444150802 -0.0016613200894047303 -0.0030812854808365125 0.00086834864552246145 0.0003532844758902662 -0.0037286451017560134 -0.0023025685585294216 -0.0025149815206334065 0.00057989038443954748 -0.0024314028973381162 -0.00028176447614739662 0.0018180521761854782 -0.00056670247879263681 0.0017906978657513 0.0017611185231572206 -0.0036195288790842241 0.0015888699342960066 -0.0039495311370354351 0.0014348543745581444 0.0021679611865979423 -0.0036906403537789022 -0.00051177052663251195 -0.0035068547593917684 0.0028918447380302517 -0.0041374474912941233 0.0039681681088039869 0.0031277556936053991 0.00060090816848152196
leaf_weight=12.343470292864366 19.131903711706403 2.551535381935536 2.4114347212016574 21.030597415287048 8.9126325356774014 3.0166682712733763 6.5591133479028922 4.0102656744420528 2.7812430281192091 16.632484405301511 3.5686410795897272 3.8394805877469507 3.7310254266485554 14.058519588084893 11.170692828483878 24.861192992888391 14.378100991249086 4.0206196513026953 3.5700096711516371 3.0212370753288269 51.290480526164174 1.5900179035961608 7.1676487140357494 4.0505488589406013 6.4068371132016182 1.9498176947236041 3.6365961860865355 3.6015268415212631 6.4819342130795121 169.44071608688682
leaf_count=489 99 30 7 595 242 25 78 61 36 438 42 142 96 154 210 180 58 44 25 50 248 7 97 37 120 6 45 10 34 928
internal_value=0.000216289 -0.000256294 -0.000113606 -0.000190676 -0.00209713 0.000483497 0.000591504 -0.00119549 -2.22318e-05 -0.000979244 0.000251661 -0.000499912 0.000986489 0.000340343 0.000762159 0.000956516 0.000230334 -0.00164487 0.00090901 -0.000949773 0.000667473 -0.000339372 -0.00262697 -0.000751808 -0.00210626 0.000212325 -0.00168402 0.00159676 0.00188218 0.000794689
internal_weight=441.217 159.365 147.901 145.489 11.4642 281.852 259.19 10.5694 133.146 29.6267 103.519 50.0993 12.9942 29.0687 25.2292 53.4198 28.5586 7.58926 20.9693 6.59125 248.621 27.8896 8.75767 22.662 9.42351 13.2385 5.58641 7.65208 10.213 220.731
internal_count=4633 2872 2600 2593 272 1761 1518 139 2104 604 1500 1101 166 506 364 399 219 86 133 75 1379 203 104 243 145 98 51 47 130 1176
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=13 0 7 5 0 4 16 17 8 8 16 19 14 23 19 10 7 13 16 21 23 21 2 18 17 9 9 21 20 3
split_gain=6.01372 5.71253 6.86335 5.23396 4.53874 3.78542 9.82218 10.0624 4.09984 4.75172 4.67929 6.45786 3.61157 3.53384 3.48802 3.3187 3.8406 3.85592 7.11791 3.75515 4.09262 3.59548 3.34029 3.30947 3.23181 3.67333 4.22665 4.92422 3.7767 3.49776
threshold=109.34496908160001 95.44832900530001 20.797746106000002 23.605484525250002 98.230883170350012 310.44950696480004 22.614947116400003 216.28597325495002 8.8430989333000021 9.4426310644000022 19.224955043700003 13.751109481500002 170.24900367605002 -0.089139999999999997 9.4507625164000029 78.196493182200015 24.103872582350004 98.255079293500017 9.7049773055000017 5.1185473364500007 0.087700000000000014 20.581461612800002 223.87650328090004 15.152522491700003 188.13858192940003 188.90361612170003 192.39832633775004 3.3686516035500005 41.835830569250014 88.151853639250007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 8 7 -7 10 -10 -2 -12 -6 -4 -14 19 22 18 -18 20 -16 23 -17 -20 -13 28 -27 -28 -26 -29
right_child=3 4 13 -5 12 6 -8 -9 9 -11 11 24 14 -15 15 16 17 -19 21 -21 -22 -23 -24 -25 25 26 27 29 -30 -31
leaf_value=0.0006923216097576313 0.0027206932090837908 0.00082515071526098615 -0.00010484572761391792 -0.00028498589303899976 -0.0038099342938159404 -0.0035846089531202867 0.0019611072386911598 0.0019392639250760365 -0.0020460117350407812 0.0020225861926492002 -0.0026928774002307962 0.00012047557307669371 -0.003534317759840738 -0.0029079046361828471 -0.0038117692848237397 -0.0014234467980826387 0.0012741684120074715 0.0008920193752210867 0.0026440238758089897 -0.0029832795662132622 0.0013866456946048991 0.0025611794978445575 0.0033557871662081916 -0.0027716526669550054 0.0033910335793740213 -0.00094591974059279849 0.0022342938639568471 -0.0023431384796531022 0.00036958177463098637 0.00085784429590270324
leaf_weight=11.645795757416634 15.875267543829976 49.055264556780457 6.0187965454533723 66.329979344736785 3.1011691689491263 11.50010258890689 11.19936131685972 4.8443049490451804 9.427912522107361 4.3294379264116278 5.0380042158067218 32.787176951766014 3.2571457140147677 20.421990829519928 2.0857397699728626 1.9787485916167478 10.554147060727702 22.590000272728503 1.2520198039710582 8.0861514238640648 6.2739390749484301 1.6451938562095154 6.4016778059303761 17.031600771239027 14.455127492547037 10.314765051007269 31.568890873342752 3.8148431703448287 6.0721471160650244 46.986092038452625
leaf_count=157 59 308 93 860 58 96 57 24 61 17 36 144 317 507 51 47 223 161 5 142 39 9 29 615 55 54 154 33 29 193
internal_value=0.000206499 -0.000266009 -0.00136409 0.000501489 4.77066e-05 0.000752034 -0.000358188 -0.00194739 0.000921291 -0.000765624 0.00106033 0.000885813 -0.000404926 -0.00226984 -0.000274813 -0.000138526 0.000204754 -0.000114619 -0.000860609 -0.00142126 8.96412e-05 -0.00199117 0.00222734 -0.0024008 0.0010093 0.00126672 0.000994181 0.00123713 0.00249726 0.00061747
internal_weight=445.943 171.399 38.0866 274.543 133.313 208.213 27.5438 16.3444 180.67 13.7574 166.912 151.037 84.2575 26.4408 81.1564 77.8992 61.4534 53.073 30.483 16.4458 8.35968 19.9288 8.38043 18.2836 145.999 113.212 92.6846 82.3698 20.5273 50.8009
internal_count=4633 2761 757 1872 2004 1012 177 120 835 78 757 698 1696 600 1638 1321 1089 1013 852 232 90 629 76 620 662 518 434 380 84 226
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=16 15 13 10 17 0 6 21 10 10 5 20 9 22 9 16 8 0 20 9 21 16 16 20 21 10 12 3 3 7
split_gain=10.1539 6.4474 4.40864 4.40631 5.41854 4.8289 5.94354 4.54304 6.10557 4.27923 4.18311 4.98833 3.97042 4.05028 6.06439 3.94697 3.90907 3.8904 5.66514 6.54981 3.93502 3.901 3.75732 3.66548 3.63245 7.56045 3.21673 3.08419 5.64088 3.99976
threshold=18.594956516900002 46.055224235250002 118.84598011460001 74.757955233350017 195.59800312745003 98.51854819030001 11.135260173550002 11.534227923400001 70.940344688150006 58.309968391300011 14.47989612135 36.772607578000013 199.17419511990002 -0.082275000000000001 202.16842692300003 22.674946976100003 2.3481675133500004 102.75018128760001 44.749265482150008 31.023622952750003 21.779899400000001 17.874958200600002 22.584947186600004 42.620627117000005 3.1734339793000008 69.545034918450014 207.49943573995003 85.589753040950015 84.812788641250009 23.960918281000001
decision_type=2 2 2 2 2 2 2 2 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 27 4 7 6 -5 24 -9 -4 11 -7 22 15 -15 -14 -12 23 21 20 -20 -19 -3 -13 25 -1 -8 28 -2 -30
right_child=1 12 9 5 -6 10 26 8 -10 -11 16 17 13 14 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0031709984514640258 0.00079902248975423677 0.00053994860073231345 0.00037681370254788948 -0.0035225404131514863 -0.0037162095921060906 -0.0034409348556165703 0.0007485104310130862 0.002135112185690939 -0.0029802381091133404 -0.0037287081925727137 0.0022126619844531686 0.0015957850724721673 -0.00049183816192657033 0.0023290147229133437 -0.00435510281437081 0.0040447098655734103 -0.0026299808665353674 -0.0021992051309502668 -0.0035091411877790175 0.0022118743574131511 0.0029645756090144484 0.0037764292533475903 -0.0036870374956252264 -0.0015784862057715665 -0.0024332699566211972 0.0019699385534854832 0.0030556682007188939 0.0009932668405314253 0.0021924740168087734 -0.0035589970342369322
leaf_weight=5.0335103655233997 19.052920831367377 3.1237738728523272 6.9403087049722654 2.7015844937413958 7.411200175061821 4.3191748892422757 19.552208941429857 9.8345797779038531 3.2477923240512601 4.3038878263905644 2.017568737268447 22.857187610119585 4.1735166721045953 2.2894663438200942 3.7412367910146713 3.8653380572795868 12.871599474921821 17.149316039867703 4.3743267459794906 11.311503420118241 1.2670574337244032 1.2247539088129986 7.443806316703558 4.5670669078826895 16.390048905741423 7.3847168665379286 9.3457457460463029 234.5485068904236 1.5732739605009536 6.4610715005546808
leaf_count=221 95 25 78 122 156 282 95 89 57 61 9 140 37 8 43 10 183 586 184 103 6 4 120 94 464 51 46 1162 7 95
internal_value=0.000290167 0.000645596 0.000788679 -0.000359138 -0.00116665 -8.55547e-06 0.00106571 -0.000715589 0.00086519 -0.00119464 -0.000422741 -7.84218e-05 -0.00093918 0.000186232 -0.00181758 0.00168948 -0.00197377 0.00015302 -0.000556626 0.000791947 -0.00205514 -0.00180089 -0.00243754 0.00106716 -0.00143345 -0.00011385 0.00149466 0.000873915 -0.000159553 -0.00243275
internal_weight=460.378 297.517 272.88 162.861 49.3018 113.559 31.5995 41.8906 13.0824 11.2442 81.9596 67.0704 24.6371 14.0696 6.0307 8.03885 14.8892 62.7512 35.327 16.9529 5.64138 18.3741 10.5676 27.4243 28.8083 12.4182 28.898 261.636 27.0873 8.03435
internal_count=4633 1741 1498 2892 1038 1854 263 882 146 139 1591 1399 243 98 51 47 192 1117 883 293 190 590 145 234 736 272 141 1359 197 102
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=13 0 7 23 6 18 5 16 13 20 0 5 10 20 23 23 15 17 6 21 23 22 20 22 5 23 23 23 21 6
split_gain=1.52218 3.59431 5.39326 2.86329 2.53193 3.86525 2.38977 2.46394 4.90454 4.92481 3.50787 3.44323 2.93482 3.14649 3.1085 5.46729 4.29677 4.9449 4.67252 3.56793 3.04744 2.85465 5.42363 2.53358 2.36427 2.71097 3.49479 2.4661 2.70238 2.34632
threshold=109.34496908160001 95.44832900530001 20.797746106000002 -0.089139999999999997 14.745344522600002 14.442085364750001 23.714185006400005 19.224955043700003 112.67059178900001 38.171717059500004 90.321439350550008 19.221712148250003 65.571493801650021 38.474425342400004 0.083395000000000011 0.08574500000000003 42.80317728375001 204.04920942250001 16.455384477450004 2.0523604381000005 0.087795000000000026 -0.059424999999999999 41.184662530950007 -0.038374999999999999 23.881206071300003 0.091885000000000022 0.11458500000000002 0.087125000000000022 13.165437349500001 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 -9 12 -2 13 -10 19 -16 17 18 20 -15 -17 -20 -23 -21 -8 27 -27 28 -26 -12
right_child=6 -3 3 4 5 -7 24 8 10 -11 29 -13 -14 14 15 16 -18 -19 21 23 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0067933383716607572 0.020336915965954303 0.0007762775949442059 0.0011918132435104504 -0.028143130034147298 0.014139980402580363 -0.02911474804538591 -0.022692160018787492 0.00055584460295487451 0.015802299551266417 -0.027396981162011898 0.0029769888104109439 -0.00605168753127866 -0.014220094513285302 0.022840861681861217 -0.024256901733846339 0.019372514023373887 0.018375556183515374 -0.029383915391991637 -0.0011353622146267285 2.3636330288083855e-05 0.0027008874470783174 0.0013356844676982516 -0.036411589480079186 0.020714400141216161 -0.00012948026310805408 0.010979942728831701 -0.016713165169801487 -0.022028410859459724 -0.029626123781913899 0.024027545621383598
leaf_weight=9.1376997744664568 10.860522465780376 107.96865681570489 4.5283930012956306 10.555370608344669 2.6219389964826414 2.4697319250553846 3.4173468099907032 9.8332462944090384 11.56597702950239 6.4089549630880347 5.3334111757576457 4.229291924275457 6.0507686957716933 8.2423112615942937 5.4893347173929206 9.0850439667701703 8.1766497418284398 3.4995066970586768 20.272975876927379 19.402890048921108 26.257221274077892 4.6483008712530118 4.7253678236156702 4.4854104593396213 21.170788164949052 15.464343737810852 3.4269618615508071 4.9816157612949601 2.1019029617309561 8.3828881904482824
leaf_count=157 47 2004 93 426 25 56 31 51 63 72 32 37 36 84 38 52 36 39 97 94 123 26 42 28 518 100 38 92 54 42
internal_value=0.000747679 -0.00131559 -0.00902053 -0.0161828 -0.0212112 -0.00684087 0.00199266 0.00335196 0.00245802 -0.010474 0.00390045 0.0129409 0.00265863 0.00347014 0.00222208 -0.000336947 0.00137576 -0.000653803 0.000893249 0.00876525 0.00698648 -0.00637059 -0.0176931 0.00390866 -0.00276436 -0.0013199 0.0059563 -0.00618488 -0.00279351 0.0158423
internal_weight=364.795 137.282 29.3131 20.1754 15.647 5.09167 227.513 176.95 161.86 16.2422 145.618 15.0898 131.902 125.851 114.285 82.1544 76.6651 68.4884 64.9889 32.1306 35.3423 29.6466 9.37367 23.8883 50.563 47.1456 18.8913 28.2543 23.2727 13.7163
internal_count=4633 2761 757 600 507 81 1872 1039 955 123 832 84 758 722 659 453 415 379 340 206 175 165 68 122 833 802 138 664 572 74
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=16 15 10 17 0 6 5 20 4 12 19 22 18 17 10 8 23 2 22 13 22 9 23 10 3 3 16 10 20 0
split_gain=7.7937 5.11365 4.73969 5.68958 4.9189 5.69014 4.79585 4.86024 4.4156 3.66443 3.65388 4.94824 3.63084 4.69204 3.56261 3.53096 3.43195 3.39243 3.26352 3.14452 6.88009 3.65139 2.87641 2.86817 3.18554 7.76958 4.35634 8.20155 6.6704 4.93387
threshold=18.594956516900002 46.055224235250002 74.757955233350017 195.59800312745003 98.51854819030001 11.135260173550002 14.47989612135 36.772607578000013 195.04069921150003 207.49943573995003 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 90.937096262400004 2.3481675133500004 0.093745000000000023 203.29256851545003 -0.24150999999999997 117.61735474900001 0.022350000000000005 199.17419511990002 0.11458500000000002 60.87206898960001 85.589753040950015 84.812788641250009 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 23 3 8 5 -4 7 -6 -1 16 11 12 13 18 -9 -8 -7 -12 -10 20 -3 -21 -17 -2 25 -25 -26 29 -29 -28
right_child=1 19 4 -5 6 9 15 14 10 -11 17 -13 -14 -15 -16 22 -18 -19 -20 21 -22 -23 -24 24 26 -27 27 28 -30 -31
leaf_value=-0.0027297630165774574 -0.00060593221500198973 -0.0036094532314001758 -0.0038646886320014852 -0.0040866601233693518 -0.0037612652711685513 0.001687731595903472 0.0022018990020716989 0.00052650722457802551 -0.003875910765590314 0.0033869384983806088 0.002291152786934226 -0.0040721965402684126 0.0033239488079028342 -0.0042905493177009214 -0.002286036592916606 -0.0039127898331969098 -0.001550836920056384 -0.0022508139918287757 0.0020056111140138431 -0.0023641621397877122 0.0025153068283582164 0.0019311039662520571 -0.00031316486242561774 0.00096664338483093718 0.0026745537789183687 -0.0031221354288125608 0.00088042441006744158 8.5111652214653073e-05 -0.0047628139447906167 0.0029010422642871277
leaf_weight=10.646833273582159 18.013316482305527 9.7298498414456862 2.5663795978762201 7.6055016703903666 4.0659928140230468 14.487619306892162 1.9981599748134602 56.008920536376536 1.5208893483504642 10.058922350406645 10.226182033307849 5.087624018080537 3.2135097291320571 3.5687883272767067 6.306181783322244 9.4830364724621159 5.7535155527293673 2.5947081362828603 5.4134960267692795 3.8235574141144735 3.0261024646461001 7.1458636783063412 3.9606781080365172 19.288181269541386 18.028110429644585 8.3943174034357053 168.02242393791676 10.244098894298075 5.4841227158904067 16.721844330430031
leaf_count=385 247 145 122 156 282 55 9 672 44 46 101 134 17 86 445 148 40 67 48 50 13 35 35 95 79 102 801 51 56 67
internal_value=0.000266873 0.000618865 -0.000348962 -0.0012619 4.80696e-05 0.00120728 -0.000417561 -3.3193e-06 -0.00075368 0.00163687 -8.84184e-05 -0.0010841 2.42053e-05 -0.000985371 0.000241883 -0.00219829 0.000767173 0.00137194 0.000715642 -0.000958803 -0.00215647 0.000433924 -0.0028523 0.000760543 0.000860529 -0.00027322 0.00100417 0.000853952 -0.00160527 0.00106332
internal_weight=452.489 287.922 164.567 49.8775 114.689 32.8664 81.823 66.3811 42.272 30.3001 31.6252 18.8043 13.7167 10.5032 62.3151 15.4419 20.2411 12.8209 6.93439 23.7254 12.756 10.9694 13.4437 264.196 246.183 27.6825 218.501 200.472 15.7282 184.744
internal_count=4633 1741 2892 1038 1854 263 1591 1399 882 141 497 329 195 178 1117 192 95 168 92 243 158 85 183 1498 1251 197 1054 975 107 868
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=16 12 15 10 10 23 12 21 12 23 15 5 0 5 22 3 6 22 19 0 2 17 5 4 4 3 3 19 4 0
split_gain=1.47181 2.2855 2.05675 2.1925 3.42429 1.81228 2.54649 1.62737 1.61113 1.93187 1.5182 2.59476 3.50432 2.98645 3.56835 2.4967 1.5185 2.2446 1.80077 2.25146 3.42456 3.92332 2.73995 2.4557 4.66545 2.42597 3.5665 4.04989 2.61569 2.44161
threshold=13.534968349350001 275.08099959820004 18.019770707250004 83.75622459600001 74.927328095600004 -0.15544999999999998 293.55977308740006 22.923548677750002 183.01001782225003 0.097005000000000022 46.055224235250002 24.367802910700004 86.692020874450009 24.458659404000002 -0.10290999999999999 94.227769014100019 6.355148487000001 -0.15962499999999999 11.850956171350001 98.230883170350012 201.25557642380002 236.15709471040003 16.316541761950003 181.92062232470002 171.12466686440004 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 93.843319501450011
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 -5 9 -6 16 -12 13 -13 15 -15 17 -2 -18 22 21 23 -20 24 -21 26 -24 -28 -29 -27
right_child=10 5 -4 7 8 6 -8 -9 -10 -11 11 12 -14 14 -16 -17 18 -19 19 20 -22 -23 25 -25 -26 29 27 28 -30 -31
leaf_value=-0.024815666640038484 0.0068374764524841754 0.014234095659233203 -0.028929310002679905 -0.026638470040577879 -0.029115361324885129 0.015061859334165057 -0.019156246636180506 0.021429543898126711 0.020510648529866733 0.011343384394008968 -0.028797541913972671 0.023703412169974236 0.025682942221258262 -0.011659411467935603 -0.022675005779174119 0.030046236753822893 0.012159245854958133 -0.021436561254213227 0.013758786434006081 -0.031005346406601322 0.0051249598354712799 0.023633613678426858 7.5760524977023339e-05 -0.027167096815376077 0.02211838702069608 0.0024670648100350184 0.025119748783987293 0.006944587007661083 -0.032155832256755695 0.019757770354553762
leaf_weight=2.7977832788601571 3.4199451436288655 6.2575263034086674 3.49754087277688 4.3207622393965712 1.3280951916240158 2.5159758166410011 3.9461271488107741 0.56231702864170063 4.2474583210423589 2.2398228421807289 2.9603503588587072 1.9008984155952955 2.7389965876936904 2.14983210153878 7.8234289735555604 1.9193339645862577 12.002350564114748 4.7225146270357055 14.195896583609281 2.2407968752086189 11.708110059611498 1.7326430305838574 34.440679755993187 8.7585760690271837 2.4390392880886793 199.58354920544662 1.310702696442603 1.4711966309696416 6.7725114980712533 5.9410647610202423
leaf_count=115 64 63 145 466 101 58 264 4 33 14 44 17 9 47 118 8 94 267 101 48 130 10 284 166 12 1704 10 8 200 29
internal_value=0.000788953 -0.00468032 -0.0105193 -0.00636411 0.000417262 0.00403884 -0.00583366 -0.0211031 0.00945026 -0.00371668 0.00131419 -0.00588118 -0.00177771 -0.00723062 -0.0121751 0.0080122 0.00176556 -0.00956108 0.00207034 0.00165364 -0.00567436 -0.0140086 0.00240054 -0.0188619 -0.00331829 0.00175434 -0.0039101 -0.0182779 -0.0251779 0.00296688
internal_weight=361.946 31.7134 18.9938 15.4962 10.6132 12.7196 6.4621 4.88308 7.81538 3.56792 330.232 19.4928 16.5325 13.7935 11.8926 4.06917 310.74 8.14246 302.597 290.595 26.8792 15.1711 263.716 13.4384 4.67984 249.52 43.9951 9.55441 8.24371 205.525
internal_count=4633 1263 878 733 263 385 322 470 148 115 3370 243 199 190 173 55 3127 331 2796 2702 366 236 2336 226 60 2235 502 218 208 1733
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=17 9 6 18 21 15 20 23 2 19 16 22 6 3 7 16 12 22 20 3 15 3 22 19 21 3 16 0 5 5
split_gain=1.36699 1.46381 1.79687 2.30311 2.22261 1.99622 1.39967 1.81916 1.78294 1.73762 2.41886 1.69177 1.66502 2.00602 3.32666 5.37077 1.96148 1.83531 1.72694 1.73409 1.85746 1.64108 3.75865 3.59271 5.7762 4.23024 3.40908 2.72376 4.48356 3.46213
threshold=158.19986339130003 38.283670303850009 2.7350639043000005 16.435318745950003 2.7200266080500004 5.1773271655500013 47.927946529500012 -0.27450499999999994 321.41743964065006 10.450843205950003 22.664946999500003 -0.23381499999999997 11.085259005300001 83.866451379300017 26.005367513800003 17.809958352600002 200.88600031510001 0.70681500000000008 45.921757303800007 76.927540944650019 18.939493156800005 85.589753040950015 0.15915000000000004 12.851036860900001 6.7271511063500009 84.812788641250009 17.204959767300004 93.308316333500017 18.946524085150003 17.886193876600004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 7 9 11 -3 -11 -8 13 14 16 -16 -9 18 19 -14 -21 22 23 -22 25 26 -25 29 -29 -23
right_child=1 6 4 5 -6 -7 8 12 -10 10 -12 -13 17 -15 15 -17 -18 -19 -20 20 21 27 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.017590321831628182 0.020286625138723299 0.01845791972201823 0.0028922887120319011 0.01817044994315831 -0.024958256094819675 -0.023983809327227976 -0.0002462006637193602 -0.014617286692377893 -0.012320328370860278 -0.02136019633531731 0.024972691702783191 0.018028183765613326 -0.016968684220211819 -0.021040975058860364 -0.01810728657804201 0.018543063480934794 0.01532891505823916 0.020010820048090169 -0.017299885256484824 0.0093683371213261323 0.0048214437385528256 -0.029546702927250305 -0.028524491401235256 -0.01696135187825273 -0.02259742771693822 -0.021482434302259264 0.0074253866378362846 0.019855100476637504 -0.0095205310863141317 0.0017281747151674822
leaf_weight=2.1358745694160453 2.2293084934353811 0.8873917181044807 2.3046358745777979 0.84690556197892908 4.2352594174444675 1.8928740117698906 4.0792160602286449 1.4009532737545729 1.8930610762909044 4.9775369977578521 0.66532015800476063 7.4712208723649374 2.6581061310134819 3.4512195757124564 9.0873692494351399 2.7016921527683726 6.0983807859010994 2.7316007371991864 2.6000929288566104 15.008201568154616 30.451180574949831 1.8612773697823275 2.6674117855727664 3.5744270393624964 8.2451958777382952 4.2532198345288625 18.127022084780037 10.043450474739073 3.7043647291138759 194.14028531638905
leaf_count=250 24 6 100 35 238 197 45 71 54 177 3 45 71 83 438 27 47 28 67 221 221 17 52 52 176 142 120 43 37 1546
internal_value=0.000612847 0.000722587 -0.00728331 0.00306202 -0.0151438 -0.0109533 0.000991389 0.000696743 0.00820955 -0.0112288 -0.0158973 0.0115743 0.000937993 -0.00501607 -0.00214878 -0.00970815 0.00973465 0.0013892 0.00121813 0.00138149 0.00154849 0.00112491 -0.00197546 -0.000880079 -0.00595665 -0.000670264 0.00340867 0.00211996 0.0119398 0.00143118
internal_weight=356.424 354.288 11.509 4.96909 6.5399 2.73978 342.779 329.336 13.4435 6.53025 5.64286 11.5504 322.805 22.7396 19.2884 11.7891 7.49933 300.066 297.334 294.734 292.076 277.068 67.3185 64.651 34.1999 25.9547 21.7014 209.749 13.7478 196.002
internal_count=4633 4383 594 256 338 232 3789 3645 144 186 180 90 3459 666 583 465 118 2793 2765 2698 2627 2406 763 711 490 314 172 1643 80 1563
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=17 7 12 4 16 21 21 8 22 22 16 22 9 7 6 15 21 23 15 21 9 22 20 16 19 22 15 20 8 23
split_gain=1.38524 3.14908 3.88647 2.82146 2.8357 2.71565 2.90039 2.58218 2.79276 2.73266 2.67048 2.64821 2.42487 2.2737 1.96053 1.93228 3.47809 1.91279 4.3836 3.60698 3.05711 2.42066 2.35546 3.85495 2.6047 2.05841 4.26495 3.24362 2.30758 1.9219
threshold=188.27285108100003 22.721067571950005 82.088033630950022 250.04947801505003 15.954962690350003 5.4279412736500001 4.1356549245000007 8.9430209551500024 -0.25105499999999997 -0.47573499999999996 22.674946976100003 -0.088039999999999993 226.58992707320002 23.567644028800004 11.545269753400001 46.055224235250002 15.551195696050002 0.091510000000000022 38.133874083650007 13.291307514850002 208.89909802210005 -0.27494999999999997 39.656620114300004 22.664946999500003 14.451165964200003 -0.59087999999999996 39.203018015350004 41.16018805045001 8.3434888241000014 0.10526500000000003
decision_type=2 2 2 2 2 2 2 2 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 3 -3 5 -5 6 -2 8 9 14 15 -9 17 -12 -4 -10 -17 18 20 -20 21 -1 29 25 -25 -24 27 -27 -28 -19
right_child=1 2 7 4 -6 -7 -8 11 10 -11 13 -13 -14 -15 -16 16 -18 22 19 -21 -22 -23 23 24 -26 26 28 -29 -30 -31
leaf_value=-0.030216609515371116 0.012061137210088864 -0.032765485455023315 -0.026388072044652006 0.012817653733194137 -0.021240519024422411 0.021115072943682003 -0.015673767599142026 0.0030475208217583529 0.0019729690846144593 -0.034172112875571696 -0.00082492406461810014 -0.030369683202631833 0.021991409457845182 0.021768776206168738 6.075488353146012e-05 -0.016963420552537245 0.023540119941806457 0.015313404951941161 -0.035743970095783541 0.00022316912714726652 -0.032442936991583009 -0.00060516424027376209 0.01669017241245967 -0.041826694868826224 -0.0064145986791156523 -0.0031884080823631387 0.023276636458783403 -0.034199177105920374 -0.0025090096521185904 -0.0023826735796035753
leaf_weight=1.7019431173102919 8.1283111330121809 2.0643281303346148 2.0219801015919066 2.6509226597845545 3.2450415953062475 11.936707095708696 3.1118564866483203 2.5805183527991176 172.25723553041462 2.2022476246347642 4.1774769900366646 3.1345017552375785 2.5162092234240836 7.3098448365926743 9.6816387637518329 7.174766284413634 1.5362450387328861 10.424341910751538 4.6496016681194297 2.5916310306638479 1.9828801427502174 51.627704653539695 4.3801930807530942 2.2151071932166806 2.8150442205369473 5.9176557476166654 4.2041572164744121 3.0508465908933431 4.0828643720597029 5.6471550210844716
leaf_count=132 44 42 128 29 69 77 24 24 1881 65 22 35 19 47 92 112 5 82 65 15 105 1219 22 22 23 45 14 81 26 67
internal_value=0.000595586 0.00161735 0.000593075 0.00916178 -0.0059274 0.0130003 0.00438269 0.000917783 0.00136639 -0.00920643 0.00213033 -0.0152807 -0.0017095 0.0135524 -0.00450869 0.00140529 -0.00982035 -0.0022759 -0.00499758 -0.0228714 -0.00265764 -0.00155017 0.00170777 -0.00274476 -0.0220089 0.00173401 -0.00206251 -0.0137374 0.0105725 0.00909541
internal_weight=351.021 243.214 214.141 29.0728 5.89596 23.1769 11.2402 212.076 206.361 13.9059 192.456 5.71502 107.807 11.4873 11.7036 180.968 8.71101 105.291 62.5538 7.24123 55.3125 53.3296 42.7374 26.6659 5.03015 21.6357 17.2555 8.9685 8.28702 16.0715
internal_count=4633 2696 2453 243 98 145 68 2411 2352 285 2067 59 1937 69 220 1998 117 1918 1536 80 1456 1351 382 233 45 188 166 126 40 149
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=3 10 9 21 21 6 9 12 7 18 7 21 23 18 21 17 7 0 17 5 20 15 23 20 8 3 6 16 7 22
split_gain=1.23438 2.49921 3.89791 3.93477 2.26763 2.17874 2.64236 3.66709 5.01249 3.87847 3.39061 3.228 2.7989 2.6878 4.63243 3.54683 4.25983 3.55199 3.7187 3.20517 2.64736 4.38615 3.23313 4.45532 3.10896 3.04747 2.86527 2.79544 3.42259 3.22166
threshold=93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 16.464809133250004 14.845346859150002 181.33671263215004 133.01805689090003 23.109894804950002 13.581061237400002 23.263685695600007 4.9790488931500008 0.086955000000000018 13.317304170000002 5.8920528450000011 188.06121519230001 22.673598830200003 86.345209775600011 189.5403704096 23.195398057700004 41.257948413050009 37.050691080100002 0.089965000000000031 39.788107623550012 8.543332867800002 90.187016444050016 16.355382140900002 22.624947093000003 24.068567769550004 -0.082654999999999992
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 -2 -1 -7 9 13 12 11 -11 -8 15 -15 16 -9 18 -17 -20 22 26 23 24 -10 -23 -22 28 -27 -30
right_child=1 2 -4 -5 -6 6 7 8 20 10 -12 -13 -14 14 -16 17 -18 -19 19 -21 21 25 -24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.0010946611141733774 0.0024082792605217406 -0.018837915605576499 -0.022858595703325778 0.011237831756071428 -0.029454922945466991 -0.01515864733205842 0.020253653215331444 0.0015538687343909052 -0.033945860364292126 -0.034215482960701607 0.0071234813296684775 0.0016626573620342974 0.0065269195427871875 -0.0018053344210632758 -0.043847879542330034 0.0076502689901078334 -0.040646159908301588 0.018143140439951317 -0.045692905150969382 -0.0011589446893036826 -0.0048708953059909792 0.021333089216612016 0.013344645617795548 0.0091745256359653058 0.00095648249350291869 0.0017063797364535696 -0.035076286385057623 0.011537944845323875 -0.0027243438414644274 -0.038840472840215176
leaf_weight=136.95237827021629 30.351303720381114 4.0343826131429541 7.6764754089526823 6.3143724547699094 1.3188617760315526 4.4129233025014392 16.943174168467522 2.6278010532260003 2.9749319860711685 2.7201056797057417 11.005534780211745 2.9669154807925224 16.682582497596741 3.0314959064126006 2.9035669974982738 4.3654699362814409 2.7916714511811733 5.1309948638081542 1.9522425308823588 1.7205237252637742 4.3895843103528014 4.5267532020807257 25.30481924675405 10.119535457342861 2.806896785274148 13.393956638872629 2.9861414730548859 8.5849679037928563 2.8477484099566936 2.7448893329128614
leaf_count=2646 523 228 154 44 35 35 131 16 27 28 70 20 71 14 29 22 27 22 15 26 31 26 127 61 24 58 39 39 17 28
internal_value=0.000526728 -0.00294324 -0.0100145 -0.000486967 0.00108138 0.00110756 0.00299332 0.00350838 0.000982118 0.0087902 -0.000583436 -0.0154979 0.0134435 -0.00843605 -0.0223735 -0.00398606 -0.0201842 0.00267986 -0.00719071 -0.0248308 0.00384489 -0.000557767 0.00806248 -0.000343363 -0.0170019 0.00324337 -0.0170999 0.000273362 -0.00482003 -0.0204503
internal_weight=346.583 49.6954 18.0252 10.3488 31.6702 296.888 159.935 155.522 105.204 50.3183 16.6926 5.68702 33.6258 24.5238 5.93506 18.5887 5.41947 13.1692 8.03824 3.67277 80.6802 39.474 41.2062 15.9014 5.78183 32.0983 7.37573 27.5716 18.9866 5.59264
internal_count=4633 984 426 272 558 3649 1003 968 648 320 118 48 202 171 43 128 43 85 63 41 477 238 239 112 51 168 70 142 103 45
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=16 5 2 8 6 20 5 2 16 10 21 17 15 5 20 20 12 9 2 15 21 8 7 10 0 5 21 18 23 22
split_gain=5.91052 4.72972 4.20811 3.7079 3.67118 6.18694 5.68996 5.40144 3.74285 4.36763 4.92206 3.62927 3.58606 4.05205 4.10745 3.7595 5.84573 3.74569 3.58274 4.75198 3.5921 3.39879 3.54593 3.35365 3.32644 3.2814 3.97384 3.13214 3.85642 3.12532
threshold=20.394952307700002 23.714185006400005 325.13486840910008 2.8477776226000002 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 22.674946976100003 62.009286778800011 8.449163415300001 162.04221493815001 28.579157549250002 12.306951632950001 45.044778924400006 39.354247760400007 114.82338089645002 39.44667418560001 186.79363985910004 26.806761490850004 6.9984086918000008 8.7431769115000026 19.506002767000002 61.923256118600001 91.625341543800019 2.7155367820000005 3.3335862513000003 14.668863553700001 0.093325000000000033 -0.09280999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 11 -4 23 -6 7 8 9 -7 29 -1 13 14 -13 16 -14 25 19 20 -15 22 -22 -2 -25 -16 -27 28 -18 -11
right_child=1 -3 3 -5 5 6 -8 -9 -10 10 -12 12 15 18 17 -17 27 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.002864664496873932 -0.0017591145362066318 -0.00036468077056616511 -0.00027057687643107763 -0.0042165395821236167 0.0028908637564589051 0.0017797532485440129 0.0017539439393539755 -0.0044551188766032996 -0.0030536824525792487 0.0018991863863428438 -0.0041646107144209348 -0.0023559697734098898 -0.0040219032307250028 0.00018332189124261203 0.0016821968094333634 -0.0018996129282758129 -0.00056015792140595168 0.0032738666097148661 0.0015945214534403142 0.0017548321093719353 0.0023057069015743198 0.0032550549245109698 -0.0033202285606776629 0.0017036406498941818 -0.0014639422305286545 0.0026980355297875234 -0.0041241811861599097 -0.00059192357868183732 0.0041448979213493005 -0.0016192840939142313
leaf_weight=6.0379466474987558 4.3659064546227446 45.838019903749228 6.6179986323695612 6.4032627423293889 10.728204507380722 12.941341713070871 15.512644186615942 5.0376401767134658 6.0132721662521353 6.841022722423074 4.973719358444213 13.971973242470996 3.7170141302049187 47.80018394626677 4.4304183640051615 23.289534006267786 3.7477826653048414 4.4481747141107908 36.401762807741761 20.311653515323997 1.7761274781078089 1.5472428500652302 11.096634501591323 94.337842464447021 4.7593965306878081 1.5419096834957597 4.7969117215834558 8.6339789321646077 6.5266880039125681 6.9606753289699599
leaf_count=348 26 401 157 169 46 44 64 52 39 23 34 645 37 580 97 343 38 27 322 134 21 5 172 462 33 9 173 72 23 37
internal_value=0.000263296 0.000690807 -0.000174673 -0.00221102 0.000971326 0.000310919 -0.000163996 -0.000859669 -0.000379612 0.000127373 -0.00101156 -4.21441e-05 4.56852e-05 0.000325492 -0.000908727 -0.000856978 0.00021626 0.000420069 0.000628401 0.000202281 -0.000304547 -0.00192176 -0.00254399 0.00141181 0.00155151 -0.000758677 -0.00246469 0.0010494 0.00242865 0.0001247
internal_weight=431.407 218.31 213.097 13.0213 172.472 69.0085 58.2803 42.7677 37.73 31.7168 18.7754 200.076 194.038 148.123 29.1894 45.915 22.6255 15.2174 118.934 82.5318 62.2202 14.42 12.8728 103.463 99.0972 10.7692 6.33882 18.9084 10.2745 13.8017
internal_count=4633 1261 3372 326 860 339 293 229 177 138 94 3046 2698 2185 951 513 170 306 1234 912 778 198 193 521 495 279 182 133 61 60
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=16 2 5 8 20 16 18 23 5 22 21 23 2 16 15 6 20 12 16 20 16 15 20 5 2 3 20 13 13 17
split_gain=6.5146 4.44732 4.27977 3.69757 3.58373 6.78155 4.19002 6.47622 4.59617 7.20139 5.96439 4.6404 3.40104 4.27425 4.39455 4.53354 4.00188 5.11415 3.97325 7.26013 4.10059 4.26393 4.45239 4.53148 3.96373 4.03163 3.71024 3.64529 3.21791 3.86509
threshold=20.394952307700002 325.13486840910008 23.714185006400005 2.8477776226000002 42.123054668150012 22.494947397000004 14.619702397600003 0.082325000000000023 21.836296031200003 -0.11534 5.2472773321000004 0.098085000000000019 309.04644204820005 11.949972055800002 28.579157549250002 17.435407375500002 39.354247760400007 114.82338089645002 18.594956516900002 37.232443001650005 15.839962959300001 28.298162031900002 41.289992964000007 26.429611911700004 186.79363985910004 75.357481396450012 39.955516828000007 99.865465713650011 107.78028644965002 176.09745774210003
decision_type=2 2 2 2 2 2 2 2 2 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 4 -3 -2 -6 7 -7 9 -9 -11 -10 13 -1 15 18 17 -16 19 -15 24 22 26 27 25 -21 -22 -24 -18 -30
right_child=2 3 -4 -5 5 6 -8 8 11 10 -12 -13 -14 14 16 -17 28 -19 -20 20 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.001624576284237708 0.0012431956781043102 -0.00029840999870095133 -0.00028469223911731429 -0.0038790407893433188 0.0023612761661121659 -0.0036698838364866019 0.0031662950337719947 0.0029199269077181907 0.0023483312935425526 -0.0053307811873553436 -0.00080173561745084331 -0.0013951352269707137 0.0022204047746025341 -0.0028993813798165098 -0.0035239049883767845 -0.0036719334199707605 -6.9144280158700479e-05 0.00088304895015127005 0.0017045911400330532 -0.0036669558433791408 -0.0026019718233897637 0.0042253730468945535 -0.00017758579564270739 0.0027433783025576672 0.0019708306439307076 0.00053813540389459238 0.0016065727108677428 -0.0039649122239756637 0.0007794334660991011 -0.0035066717248276296
leaf_weight=20.0713365979027 112.51587116718292 6.6129098739474994 44.994127478450537 6.600093025714159 13.175137422978876 6.952135056257247 3.5107261538505545 3.7572163939476004 11.830828700214626 5.0127846002578762 9.9231492355465871 5.5822860822081557 7.2198132369667283 8.2017224761657399 3.6060830559581545 3.1485401210375121 7.880596328526738 18.433520129416138 23.233445899561048 2.8019669018685809 3.2077049938961926 1.9546069987118233 4.1689834389835587 1.9071070849895466 24.514468988403678 38.395891904830933 9.5200338084250671 9.6447420986369234 2.9580148672685018 13.002021372783927
leaf_count=824 511 157 401 169 96 49 15 17 41 43 49 39 97 262 37 156 58 130 124 93 38 6 65 23 189 290 117 251 30 256
internal_value=0.000230413 -0.000184228 0.000644729 -0.00208699 0.000887492 0.000217599 -0.000388882 -0.00067875 -0.000102817 -0.00126822 -0.00232177 0.00114825 -6.09087e-05 -0.000144665 2.35533e-05 0.000339879 -0.000877566 0.000161991 0.000438909 0.000157018 0.000417826 -0.000609863 -0.000942076 -0.00214677 0.000893308 0.000252137 0.000545915 -0.0028219 -0.00183859 -0.00271229
internal_weight=434.338 217.084 217.254 13.213 172.26 59.7443 46.5691 43.0584 36.1063 18.6932 14.9359 17.4131 203.871 196.651 176.579 130.699 45.8802 22.0396 127.551 104.317 96.1155 30.4032 28.4486 15.7208 65.7123 41.1979 12.7277 13.8137 23.8406 15.96
internal_count=4633 3372 1261 326 860 349 253 238 189 109 92 80 3046 2949 2125 1614 511 167 1458 1334 1072 500 494 339 572 383 155 316 344 286
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=16 15 20 16 2 10 20 15 10 22 2 15 21 7 2 0 21 16 13 15 20 5 6 7 6 10 13 12 20 22
split_gain=6.35124 5.36216 4.78897 6.98403 6.12517 7.96312 4.50213 4.19712 5.10791 4.14133 6.05232 4.29898 4.18118 5.26523 4.12658 3.55196 3.42648 5.65915 3.41582 3.29452 5.51952 3.98333 4.09379 3.66218 7.6752 4.86832 7.10932 5.65153 4.56196 4.44021
threshold=20.504952050500005 46.055224235250002 42.081757894750005 22.554947256700004 112.39935172340002 62.116825104000007 43.384297312450009 31.028113015250003 61.982402197500001 -0.10040499999999999 85.298498744850022 41.29990759910001 13.687513146100002 22.276766275150006 325.13486840910008 109.03310793845002 15.294585115650001 22.674946976100003 116.67639440335002 31.445204138150004 35.119813570500007 11.783123780850001 17.435407375500002 19.052023743050004 16.325381439950004 68.20618276945001 109.34496908160001 227.12825541940001 47.079243513300007 -0.24023999999999998
decision_type=2 2 2 2 2 2 2 2 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 7 4 -4 -6 -5 -2 9 10 -9 12 13 -11 18 -16 17 -3 19 21 -21 -1 23 -23 25 28 27 -27 -25 -29
right_child=1 16 3 6 5 -7 -8 8 -10 11 -12 -13 -14 -15 15 -17 -18 -19 -20 20 -22 22 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.00092843856498643954 -0.001295407865275365 -0.0025948957569480388 0.0028141780022479614 -0.0014290562847716585 -0.0046475517582310836 0.0011249176904328251 0.00076069516269491541 0.00098270102755564797 0.0016569926976223567 0.0010166377492008668 -0.0045740361612816062 0.0018458232631973419 0.0019785827067861444 -0.0034777608057794188 -0.0029302952489368289 0.00069219164381509909 0.0017067202612631917 0.00098377472780537345 -0.0033408049911380824 0.0026770520814172897 -0.0016165434569210837 0.0022859226683628513 -0.0034807433433089383 -0.0029479453681247724 -0.0043196469773512233 -0.00011690128015892314 0.0024765799782177 -0.0022352135199573469 0.0010001759954267496 0.0020847389674276623
leaf_weight=28.61137302336283 6.9453851394355288 13.046234779059892 13.789871316403152 28.834130186587572 3.0787073951214543 10.661742106080053 13.915059812366961 3.9728087782859793 88.310849778354168 4.5798515118658525 3.8661480955779552 18.017339535057545 4.9468609560281029 6.0445240959525108 9.3217836664989573 3.8123485629912457 4.3848982267081729 6.6782768927514544 3.1083605773746958 3.4479979462921646 22.676435853354633 9.9149181423708779 2.7248081145808092 7.7810339294373971 3.508933654986321 78.820334000512958 17.47565621137619 2.6668359413743046 4.6882524024695158 21.988736718893051
leaf_count=1030 50 177 89 164 45 47 61 17 360 23 37 62 17 39 217 109 21 41 163 11 308 62 140 177 90 791 63 44 34 144
internal_value=0.000223577 0.000589878 0.000754262 8.35493e-05 0.00132553 -0.000168471 -0.000716282 0.00109913 0.00122731 0.000311373 -0.00175786 0.000794295 -0.000422419 -0.00154036 -0.000160203 -0.00187882 -0.000821252 -0.00138324 -5.13745e-05 -1.32814e-06 -0.00104986 0.000152405 0.000359161 0.000430413 0.000296058 0.00041745 0.000611364 0.000296355 -0.00146351 0.00161748
internal_weight=451.62 231.073 206.963 70.2795 27.5303 13.7404 42.7492 136.684 129.738 41.4275 7.83896 33.5886 15.5712 10.6244 220.548 13.1341 24.1094 19.7245 207.414 204.305 26.1244 178.181 149.57 146.845 136.93 133.421 120.952 103.476 12.4693 24.6556
internal_count=4633 1250 1011 406 181 92 225 605 555 195 54 141 79 62 3383 326 239 218 3057 2894 319 2575 1545 1405 1343 1253 1042 979 211 188
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=20 19 20 15 15 15 23 15 13 17 16 15 7 23 17 21 23 7 10 13 3 2 4 10 21 5 0 10 13 13
split_gain=1.31102 1.67399 1.36678 3.2967 1.82602 3.49757 1.51395 1.55891 1.8304 3.35812 2.34877 2.11077 2.62366 1.56337 1.44949 2.44534 1.75028 1.69106 3.66655 1.54239 1.93813 3.384 4.01417 2.9765 2.64428 2.63174 2.32847 2.5327 3.4567 2.64689
threshold=31.914316944300001 14.151141757350002 35.476804824450006 31.028113015250003 24.474073043650005 23.241064975550003 -0.25587999999999994 51.19990836680001 117.97223122220002 187.63270803470002 22.714946882600003 42.629181320700006 20.869210126600006 0.095830000000000012 166.68115439205005 3.1113400544000003 -0.25420999999999999 19.052023743050004 61.821094709650005 117.69263157665002 93.883646373400012 158.58656282205001 175.22798587345002 61.917879202350001 7.0919822770000005 25.704065249550002 85.823648898300021 61.987779113750001 117.63886241405002 115.13321943645001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 8 10 11 14 12 -10 -12 15 -8 -17 -16 -19 20 23 22 24 -20 -22 26 -25 28 -28 -29
right_child=2 -3 6 -5 -6 -7 7 -9 9 -11 13 -13 -14 -15 17 16 -18 18 19 -21 21 -23 -24 25 -26 -27 27 29 -30 -31
leaf_value=-0.028263726544919991 -0.01771034511194821 0.0092142915493150859 -0.0078461787323889434 0.016414597819334589 -0.020583242248755709 0.024766805978597421 0.0042358636604270727 -0.019169479446451167 0.0094957080702267986 -0.033628186740141265 0.022996566971795012 0.017677853361805804 -0.02459452702118551 0.0024247985779794509 0.016024940641930385 0.025754967466671913 -0.02611379690555516 -0.030476013579916125 -0.023652484493495034 0.011866585142803681 -0.035425893467482497 -0.027833503250087294 0.010787441522722586 0.011674371302423268 -0.00064608263022352297 0.021393725926609868 -0.030431972879791123 -0.00060446867432945202 0.00033451517880940003 0.0048217717072171319
leaf_weight=1.9806338589405634 2.1666856212541488 1.0683802627027033 12.428358593722804 9.9468331057578308 2.7260389309376478 2.3565939851105213 4.2769830608740431 2.2738889669999471 2.3324681515805405 2.476331165060401 4.7096193991601449 2.3609121665358543 3.0128494575619698 3.9601650759577751 4.3837093245238057 0.41782338405027974 4.0616552050923929 2.1494842134416094 2.7404030971229068 7.6249577812850466 2.4636657265946251 3.6222288645803919 6.894065601285547 12.058000199496744 2.6339838346466422 3.8648259099572888 3.5168462470173818 149.60661214054562 5.3793078027665615 80.526186864823103
leaf_count=212 135 10 261 52 33 17 114 61 26 38 20 10 35 23 49 3 379 67 22 33 32 90 107 53 15 20 25 2147 34 510
internal_value=0.00062338 -0.0151314 0.000761825 0.00739439 -0.00498228 0.00441992 0.000415969 0.000739542 0.000883226 -0.00918137 0.00121936 -0.00132559 -0.00971901 0.0135998 0.000857006 -0.00881492 -0.0212757 0.00115162 0.000921299 0.00116153 0.000862868 -0.00739271 -0.00121834 0.00136309 -0.017455 0.00163197 0.00132779 0.000805849 -0.0118282 0.00129424
internal_weight=350.02 3.04901 346.971 17.1962 7.24932 4.52328 329.775 317.347 315.073 10.1826 304.891 7.70623 5.34532 8.66978 296.221 8.75646 4.47948 287.464 283.081 280.931 273.306 15.6139 11.9917 257.692 5.09765 254.952 251.087 239.029 8.89615 230.133
internal_count=4633 222 4411 237 185 152 4174 3913 3852 109 3743 71 61 43 3700 496 382 3204 3155 3088 3055 244 154 2811 47 2789 2769 2716 59 2657
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=10 13 15 5 3 5 22 0 13 17 16 20 9 5 10 21 22 2 16 9 6 15 0 2 15 21 7 0 15 5
split_gain=1.42765 1.40619 1.16173 2.22278 2.7976 2.43017 2.97781 2.03442 1.43737 3.93345 3.77657 3.45262 4.59734 5.28845 4.29392 3.54652 3.38056 4.11579 2.88712 2.85477 5.2441 2.65371 2.63192 3.07319 2.60372 3.60501 4.01002 2.55958 3.07381 4.72888
threshold=54.884872733100003 73.265860971000009 46.055224235250002 24.367802910700004 92.913112988300014 24.458659404000002 -0.10290999999999999 85.398872513700013 115.13321943645001 212.38791228795003 21.074950717600004 42.206017975500011 201.65416293750005 21.252944829650001 61.987779113750001 3.3335862513000003 -0.10040499999999999 112.39935172340002 22.584947186600004 192.20980299475005 16.575387281250006 42.076928760450009 86.208098410950015 111.53582144370002 41.29990759910001 13.687513146100002 22.276766275150006 88.122280599850015 37.261389050600009 20.315138807500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 7 -7 10 11 21 14 15 -14 16 18 17 -10 -13 20 -17 -3 23 -21 25 26 -18 28 29 -16
right_child=1 2 3 4 5 6 -8 -9 9 -11 -12 12 13 -15 27 19 24 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.029396130981202924 -0.030222996473201834 0.00062329023623249784 -0.030025425748158328 0.025523700995317995 0.024055932433840976 0.031731712742034887 -0.023413489989821897 -0.011185819757215843 -0.0021351796029225696 0.029405663284842912 -0.026140642127105304 0.03049506458631826 -0.054362263641738351 -0.0079905071690637933 0.020424137500467385 -0.02389202518689482 0.0064249280402689131 -0.044808999556476686 -0.0022467618712858567 0.013054107142761265 0.011887520825798557 -0.033105811946556506 0.016103543950160778 -0.025689145518551573 0.011373044952999213 0.015069405658104334 -0.03276771181818805 0.026906029890520572 0.014168378260554143 -0.012385254932014247
leaf_weight=1.2858451253268857 1.1912793469382439 177.39217128150631 2.7192637519910958 2.5222257152199736 1.7179688028991211 1.6627798080444329 7.0510939154773942 1.9746690597385166 4.8856969396583727 4.6124334633350363 4.5400630161166182 5.2144027650356275 2.765798192471264 7.3546327706426382 5.3991283923387554 10.420850900933148 3.6143798222765344 2.9699210091494024 3.8086288049817085 3.0735303387045851 4.9324289578944436 1.9270724835805584 8.1487748473882657 3.6726272590458393 14.436159320175646 4.3585685407742849 5.2074188385158777 7.2640650793910018 29.118743397295475 10.716034503653644
leaf_count=137 208 2914 44 9 17 8 118 47 72 29 38 65 29 51 38 106 33 131 20 12 41 28 35 33 64 18 42 44 125 77
internal_value=0.000670762 0.000782931 0.000890467 -0.00625336 -0.00192329 -0.00750322 -0.0125757 0.00843299 0.0012774 0.00343815 -0.000391118 0.0025662 -0.00348251 -0.0206634 0.0059623 0.000945101 -0.00172135 -0.0182686 0.0166747 -0.00374704 -0.0123974 0.000260817 0.00516952 -0.00803783 0.00298557 -0.00620104 -0.0167101 0.011154 0.00862444 -0.00139299
internal_weight=345.959 344.673 343.482 17.648 14.9287 12.4065 10.6885 3.63745 325.834 141.974 183.859 137.362 49.3917 10.1204 87.9701 39.2712 35.4721 7.85562 9.02303 30.2482 15.3533 179.319 14.8949 6.74616 27.6165 13.1804 8.8218 52.498 45.2339 16.1152
internal_count=4633 4496 4288 243 199 190 173 55 4045 1065 2980 1036 392 80 644 312 360 203 85 227 147 2942 80 45 157 93 75 284 240 115
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=16 15 6 15 18 15 5 20 12 21 16 16 9 10 12 22 6 13 0 22 13 5 21 16 21 16 22 18 17 23
split_gain=7.34049 4.28294 4.22258 3.60685 5.49084 4.94883 3.92921 5.35331 4.93949 5.29073 4.82837 4.20235 3.78405 5.19452 3.47711 3.43428 4.23425 3.40846 3.59182 3.39979 3.36496 3.72074 3.13387 4.80364 3.1213 3.03634 7.25202 4.48344 2.98646 2.98597
threshold=18.594956516900002 46.055224235250002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 10.36813655115 44.749265482150008 190.46998066150005 6.9984086918000008 12.604970524100002 15.564963602350003 27.033907557900005 84.92839234085001 358.96165787565002 -0.24150999999999997 13.185308072600002 108.64328150955002 101.91675926715001 -0.17605999999999999 118.84598011460001 28.543718473100004 15.294585115650001 22.674946976100003 3.3335862513000003 13.534968349350001 -0.13006999999999999 14.693728290050002 182.02915412410002 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=2 20 3 5 -5 6 7 -1 9 10 -8 -12 -9 24 15 16 -10 18 -13 28 -2 -22 23 -3 -14 26 27 -17 -11 -27
right_child=1 22 -4 4 -6 -7 8 12 14 19 11 17 13 -15 -16 25 -18 -19 -20 -21 21 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0031879784389255159 0.00077489053353844322 -0.0026190000700998172 -0.0028491502475684592 0.0020402011736704974 -0.003273919002606031 0.0047819296997855549 -0.003047209734884418 -0.0027404905770443311 -0.0027931304747627677 -0.0026099958782648631 0.0010653641940497462 -0.0029624395615550116 0.0034018851091085819 0.0023922983779081455 -0.0026039002191110276 -0.0010674377320544787 0.0018793124448808142 0.0028755560844318136 0.0020944602019185147 -0.003742023820981787 -0.003256241530268658 0.00073948336974295553 0.00178511571346392 0.0010418884609371003 -0.00309690703239183 0.0026752549559120749 -0.0034492982945974783 0.0037806608509737545 0.0027264384597363014 0.00042452224809481573
leaf_weight=10.366206990787761 247.52895428705961 12.465250166133051 7.1460934765636912 2.9093420570716253 9.0605682125315052 2.3511526929214588 5.2740210192278019 4.8000481447670635 5.2821062579750997 2.6068481076508752 29.309237152338028 8.5514640929177386 1.0365068688988675 8.3529521934688074 3.1338171791285268 3.6294279862195236 3.7606842210516334 1.9009216260164965 1.9544387347996224 8.2671850677579624 5.0385256046429259 5.5435574045404792 4.227595441043376 6.0201636832207432 4.3499257257208228 22.000987229868773 4.4183617038652292 5.33806655369699 2.1819816213101149 9.5843924544751626
leaf_count=621 1359 181 371 18 248 6 232 169 100 42 160 159 4 95 50 44 21 8 12 120 82 57 21 41 128 101 77 15 12 79
internal_value=0.000239526 0.000572149 -0.000317915 -0.000205159 -0.0019823 -6.18641e-05 -0.000139814 -0.00125111 0.000134285 -0.000539758 -1.31843e-05 0.000370397 -0.000168127 0.000730565 0.000842512 0.00104247 -0.000849971 -0.00127136 -0.00202169 -0.00243496 0.000695439 -0.00116303 -0.000828926 -0.00142675 -0.00184635 0.001423 7.97098e-05 0.00181848 -0.000178504 0.00199228
internal_weight=448.391 280.824 167.567 160.421 11.9699 148.451 146.1 28.9056 117.194 60.0461 46.9901 41.7161 18.5394 13.7394 57.1478 54.014 9.04279 12.4068 10.5059 13.056 258.111 10.5821 22.713 18.4854 5.38643 44.9712 13.3859 8.96749 4.78883 31.5854
internal_count=4633 1741 2892 2521 266 2255 2249 1017 1232 745 571 339 396 227 487 437 121 179 171 174 1498 139 243 222 132 316 136 59 54 180
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=9 18 6 9 9 16 7 9 20 20 9 17 6 22 22 15 8 22 19 17 16 0 0 8 22 2 18 4 16 19
split_gain=1.22491 1.23926 1.83368 1.19703 1.50386 2.28278 2.26964 2.24171 1.67812 1.57278 1.53243 1.83102 1.7643 3.56807 3.62404 2.19913 1.96964 2.40942 1.60173 1.86816 3.74546 3.62087 3.29457 3.80712 2.80989 2.42225 2.74246 2.55931 2.71865 2.34119
threshold=27.033907557900005 16.115468395400004 2.7350639043000005 233.77854820110002 223.65407503400004 17.684958644900004 26.614251743050001 219.46060697480002 41.243661560350013 39.262923716450011 216.07042296730003 203.37411447725003 17.755414852450006 -0.075639999999999999 -0.27494999999999997 51.19990836680001 9.3427090425500019 -0.11334499999999999 14.651182102100002 201.39543491635001 22.644947046300004 89.980005167950011 90.767723400200012 8.1436447804000007 -0.083330000000000001 325.13486840910008 14.804191144800003 395.41070928875007 11.864972254500001 13.151061067750001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 10 9 -9 12 -12 15 14 -14 18 17 -16 19 25 21 24 -23 -24 -21 27 -27 28 -2 -25
right_child=3 -3 -4 -5 5 -7 -8 8 -10 -11 11 -13 13 -15 16 -17 -18 -19 -20 20 -22 22 23 29 -26 26 -28 -29 -30 -31
leaf_value=0.025229517514932687 -0.013344415883630303 -0.025531265924209515 -0.026641474125625873 -0.01643706556623456 0.014906071506934782 0.01678297474523292 -0.027800266686133245 -0.014836281953711917 -0.022847213716286605 0.018614052372520618 0.016701899729057886 -0.0049237596486689655 -0.029918770917602661 -0.029876688546687121 -0.033369315131614855 -0.026912237468127837 0.026897757700543888 0.025631009871484818 0.011576669630303658 -0.0042230121148480486 0.024267499930792635 0.018337901217665369 0.00032834023365187291 0.0018412323508118845 -0.029092595589836023 -0.029490547271648366 0.0018661546792873511 0.016209113751428604 0.0020696500505873855 -0.027168109038770871
leaf_weight=0.91772998636588388 6.9267296688631168 2.0998807862633839 0.70835880422964692 2.3679976956918827 1.3426209334284052 7.6625975035130978 1.5998552887467665 1.829184846254065 4.1440430572256446 1.5012822748394681 7.2948762027081084 3.3520217218901962 1.554404688067734 3.3392073388677073 0.91489393217489079 1.6626208927482355 2.5159673858433962 0.72998836636543296 8.1998518221080285 5.032185897231102 2.7237774282693854 4.3643060252070418 27.205940519226715 2.299172304570674 5.6653740722686035 3.085695701185613 3.4830196184339002 7.2548822590615591 216.75714974664152 5.6236088937148452
leaf_count=9 435 221 43 81 12 56 46 39 53 13 58 52 36 147 40 57 11 5 45 37 20 25 491 14 79 81 84 128 2150 65
internal_value=0.000571914 -0.0132396 0.00263341 0.000723079 0.000843278 0.00981964 -0.00831381 0.000552571 -0.0125591 0.000242202 0.000858845 0.00989337 0.000547893 -0.00998574 0.00163579 0.000865513 0.0134239 -0.00718534 0.00102017 0.000722115 -0.00339334 -0.00489446 -0.00150873 -0.00397443 -0.0173938 0.001639 -0.0128639 0.00205151 0.00159233 -0.0187497
internal_weight=344.159 3.72597 1.62609 340.433 338.065 10.6051 2.94248 327.46 7.47451 3.33047 319.986 10.6469 309.339 9.05446 5.71525 300.284 4.16085 1.64488 298.622 290.422 52.9144 50.1906 39.493 35.1287 10.6976 237.507 6.56872 230.939 223.684 7.92278
internal_count=4633 273 52 4360 4279 114 58 4165 105 52 4060 110 3950 239 92 3711 56 45 3654 3609 731 711 595 570 116 2878 165 2713 2585 79
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=5 21 17 23 21 21 0 18 9 12 15 2 9 9 12 9 18 22 13 20 22 20 23 16 23 9 15 16 15 22
split_gain=1.08972 2.4074 1.89553 1.6411 1.75484 1.11447 1.91449 3.52398 2.61642 3.42056 2.82786 2.74962 2.56139 2.15833 2.47097 1.68775 2.41897 2.64521 1.87792 3.28407 3.07369 2.73961 1.65448 1.89915 1.49764 1.48956 1.42566 3.31878 1.57768 4.60516
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 0.074735000000000024 20.581461612800002 8.449163415300001 97.886760529650019 16.693547963350003 214.18224820805003 323.50112601465008 49.977661466200011 250.17063008210002 202.70031010240004 209.03603029655002 249.73381652755003 195.46053662500003 14.032563378150002 -0.017745 117.39690118230001 42.243697547450004 -0.23353499999999996 41.32819714970001 -0.26804999999999995 22.664946999500003 0.088145000000000015 197.00658341100004 46.723315192750007 22.674946976100003 42.968808980200009 -0.064729999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 8 -8 9 11 -11 13 -9 14 15 16 17 18 20 21 -7 -20 23 -2 -19 -17 28 -28 -24 -30
right_child=5 2 -4 4 -6 6 7 12 -10 10 -12 -13 -14 -15 -16 25 -18 24 19 -21 -22 -23 26 -25 -26 -27 27 -29 29 -31
leaf_value=-0.021938342004795365 -0.016223093227931345 0.015133055749135642 -0.023088688180487475 -0.022456439822170594 0.010666309942789075 -0.013801938509124131 -0.017766877376538145 0.013630792528824147 0.014670220679120948 -0.027993473430090367 0.012654547520286889 0.01288260750691256 -0.013538566933265668 -0.019969323452912104 -0.020131519744137811 0.016642653686917891 -0.024931136220406179 0.020057380250910521 -0.012206796832385076 -0.023064488999959696 0.010235557211921696 0.0088006620767393552 0.001418055473448378 0.023263332100362761 0.00016019487543591859 0.0024201419534419948 -0.024105480400251525 0.0076503197107456291 -0.00143956402525368 0.017613849823691526
leaf_weight=3.1278246059082431 4.116036301944404 3.3953300449065864 1.3064487092196939 1.5196723652770745 1.3854311595205215 3.5368237812071976 8.0445028161630017 4.0880303103476754 5.1919173360802224 3.4941489258781067 0.99667367711663235 6.9759456454776219 2.5546842331532389 2.6516537601128212 2.7544305291958144 3.8744528386741903 2.0663375915028146 3.6033050790429177 6.0223419442772883 5.0348609080538145 7.5672960747033367 5.2777041792869568 194.20727778621949 0.63734862208366383 3.2690043007023633 24.031679865904152 3.0349002648144952 2.9314925605431199 12.535162448417397 10.614625598303972
leaf_count=482 154 56 82 146 22 81 175 36 45 90 9 36 64 44 30 17 51 45 31 64 43 23 2360 3 23 150 81 26 110 54
internal_value=0.000455786 -0.00621822 0.000245638 0.00508421 -0.00666035 0.000673473 -0.00118758 -0.0082922 2.08554e-05 -0.000916323 -0.0189722 0.00014133 0.00318188 -0.00113407 -0.000389054 0.000456871 -0.00256399 -0.00121697 -0.00417479 -0.00876606 0.00257926 -0.00239523 0.0014979 -0.0109286 0.0105927 0.00439478 0.0017624 -0.00850277 0.00204418 0.00729679
internal_weight=339.847 10.7347 7.60688 6.30043 2.9051 329.113 101.036 14.6872 86.3486 81.1567 4.49082 76.6658 6.64271 69.6899 67.0382 64.2838 36.3777 34.3113 27.439 16.3349 11.1041 11.3 228.077 4.75338 6.87231 27.9061 223.323 5.96639 217.357 23.1498
internal_count=4633 788 306 224 168 3845 1057 275 782 737 99 638 100 602 558 528 361 310 242 118 124 54 2788 157 68 167 2631 107 2524 164
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=16 0 15 20 17 5 20 10 7 13 9 4 21 2 21 3 22 20 20 3 18 5 7 20 4 20 22 17 21 13
split_gain=6.64037 4.57609 4.43294 4.68815 4.36932 4.34389 6.54961 4.90922 7.64796 7.29791 4.77378 4.46376 4.32396 4.2985 6.44061 6.17957 4.35144 4.1292 3.91673 5.58569 5.1943 5.15678 4.21733 3.71892 3.71557 3.66545 3.75566 4.22934 3.59523 3.55559
threshold=20.394952307700002 86.09518316945001 31.445204138150004 35.119813570500007 162.04221493815001 10.36813655115 44.749265482150008 68.20618276945001 19.902030009200004 109.34496908160001 38.283670303850009 376.61861354110005 18.870920756500002 186.79363985910004 6.9984086918000008 84.812788641250009 -0.24150999999999997 42.580420142950011 41.965446242000006 94.227769014100019 13.037923179150001 24.800945798900006 22.532843451200005 47.079243513300007 195.04069921150003 40.806664626150003 -0.054875 190.78889055330004 3.3335862513000003 117.66037007905001
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 -1 6 -6 8 11 13 12 24 28 14 15 17 -15 25 -2 20 22 -21 -20 -10 -7 26 27 -9 -8 -22
right_child=1 -3 3 -5 5 7 10 9 23 -11 -12 -13 -14 16 -16 -17 -18 -19 19 21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0024319735507059362 0.00056062287608601275 0.00095850461692232637 0.0022807195747189843 -0.0018086833699909384 -0.003042591924555524 -0.0035249068697741715 0.0023549781592534661 0.00078938313970866418 -0.0036410171171916369 0.0023008078502352093 0.0022696480309501612 -0.0037598963676861693 0.0012335693684820234 -0.0015527525669029975 -0.001899781521131548 -0.0039328089291227192 0.0014005708447084103 -0.0017385111217130974 -0.0018801420885147903 0.0030723246926938445 -0.0036215554984801862 -0.0019720221669351353 0.0026800916519995996 0.00023643822373350097 0.0017792324393298994 0.002130843944413529 0.0012862086121396168 -0.0024786018962535757 -0.0034180140132506016 0.00061893128204843937
leaf_weight=6.9882418408524236 49.148949293419719 137.66999225690961 3.1182017922401455 24.132541502825916 10.256829898338767 1.4546341905370379 1.2658840604126469 7.7997105540707654 9.7572645805776101 19.743788681924343 6.4290713034570208 2.0364214871078721 5.0290673105046153 5.6386281969025722 17.227203178219497 3.2300895303487769 38.253633221145719 6.8839277885854235 4.2059488464146906 5.5490625258535129 11.367554824799297 3.117907015606761 3.8046013480052352 3.2474583387374869 12.308948937803505 15.258998290635644 17.038203215692196 7.8036856837570667 6.6171515490859747 2.3504500277340403
leaf_count=363 282 705 14 341 583 50 13 58 283 69 57 46 45 97 224 51 271 117 29 20 139 55 16 29 121 72 94 108 266 15
internal_value=0.000218075 0.000612237 -0.000151732 -0.00134075 6.88969e-06 9.32812e-05 -0.00101521 0.000288944 -0.00089021 0.000533513 5.99263e-05 0.000576981 -0.00104032 0.000240623 -0.000214709 0.000285667 0.00102117 0.000534388 1.29412e-05 -0.000872649 -0.00172237 0.00125764 0.000285736 -0.00267276 0.00121865 0.000861032 0.000267432 -0.000845026 -0.00249097 -0.00289499
internal_weight=448.734 217.214 231.52 27.2507 204.269 197.281 29.598 167.683 28.8047 138.878 19.3412 15.8 12.9121 119.134 75.2418 58.0146 43.8923 54.7845 79.5445 30.3955 21.7286 8.66697 8.01055 13.0047 13.7636 47.9006 32.6416 15.6034 7.88304 13.718
internal_count=4633 1261 3372 355 3017 2654 964 1690 529 1161 381 217 324 1092 724 500 368 449 556 274 199 75 45 312 171 332 260 166 279 154
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=10 10 7 3 21 8 18 6 6 22 21 6 22 10 13 7 17 18 3 9 8 23 16 15 21 18 3 10 10 3
split_gain=1.04346 1.22765 1.25917 2.36113 1.91459 1.17731 1.15096 2.15705 4.28576 2.94816 2.72091 2.3001 3.23272 2.96672 3.18875 3.99648 2.49735 2.14711 2.39038 2.34356 2.07639 2.02005 2.00663 3.81052 1.90016 1.84415 1.75464 2.15942 2.13318 4.1274
threshold=90.937096262400004 54.884872733100003 19.052023743050004 103.28787291370001 12.842902196200003 10.641695326550002 17.327266398450003 13.665319288000001 13.775321858200002 -0.51760499999999998 5.2472773321000004 12.255286342800002 -0.15962499999999999 80.13218303615001 98.050756475600011 24.103872582350004 199.45200027940004 15.288668002700001 84.049266532200008 40.734022239000005 2.7478556007500008 -0.25843999999999995 17.684958644900004 23.241064975550003 22.923548677750002 15.957401718700002 81.699554126200013 75.424692849750016 71.053259929650025 83.613736315050019
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -5 7 11 -9 10 -10 12 21 17 15 -15 20 18 19 -14 -13 -4 23 -8 -17 -18 -11 28 -28 -30
right_child=-2 2 3 5 -6 -7 22 8 9 26 -12 16 13 14 -16 24 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.024094809786661401 -0.012297878649292732 0.014701884255599078 -0.031204916025181578 -0.026489082662000556 -0.014636291061434169 0.02608507119290665 0.007909224978146133 0.016787809813995348 -0.023205408914435618 -0.016858759932261325 0.0046569545573363381 0.0035659182642927634 -0.027237373754713818 0.015096076406595773 0.011052831311508058 -0.024961935136333543 0.0064193970367367502 -0.026496090441783502 -0.021866034467384554 0.0099076209637484307 -0.028069595006461393 0.0097959293891631757 0.025868137842884605 -0.029018065291589602 0.025646836800718619 -0.019297353880290347 0.0018085601793740094 0.015530243263901461 0.0018811206944576205 -0.019699110468840233
leaf_weight=1.1067572052124877 3.4871234556776463 7.0894512087106687 0.69721029046923 2.4407222648151214 1.4887379072606561 0.26076930761337269 12.121888228226455 9.516979953274129 5.3062213109806162 2.9398794807493678 3.0547445137053728 1.4357459684833864 1.1778035303577796 2.5007056896574822 8.7527478057891113 5.005064089782536 4.7266875468194485 4.6392792137339702 3.6589897905942053 4.6437003510072827 5.7178442711010575 14.23861883836798 2.5578569024801245 1.771556551568209 0.44700844585895527 2.2894539711996913 198.45267825736664 5.8508005682378998 13.32060997746885 7.7568242214620104
leaf_count=137 554 99 25 226 29 1 194 57 122 37 28 23 49 40 44 343 42 111 138 41 142 211 17 30 2 46 1528 25 77 215
internal_value=0.000500899 0.000634139 0.000716116 0.000481564 0.00961027 -0.0214142 0.000664932 0.000339268 0.0013133 0.000691068 -0.0130257 -0.00366209 -0.00109824 -0.00544945 0.00125837 -0.00952131 -0.0119421 -0.0133857 -0.00697009 0.00239247 -0.0217203 0.00788199 0.00672497 0.00320062 -0.0208126 -0.0019723 0.00119337 0.00142884 0.00105302 -0.00606074
internal_weight=338.454 334.967 333.861 325.282 8.57819 2.70149 322.581 306.13 246.199 236.682 8.36097 59.9309 45.7611 30.8253 16.7055 7.95278 14.1697 14.1198 9.48049 5.8215 7.15359 14.9358 16.4513 13.8934 5.45207 7.01614 228.321 225.381 219.53 21.0774
internal_count=4633 4079 3942 3814 128 227 3587 3346 2089 2032 150 1257 1004 768 429 385 253 339 228 90 165 236 241 224 345 88 1882 1845 1820 292
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=16 15 20 15 18 15 10 23 22 19 2 7 16 14 6 16 19 0 17 13 2 6 20 4 6 20 22 17 23 18
split_gain=5.12636 4.40262 5.117 4.65592 4.42989 3.70833 3.45089 4.65678 4.09215 3.11732 3.20344 6.35023 4.2927 5.0693 4.13591 3.09254 4.25741 4.32155 6.48087 2.82975 2.68994 2.67021 2.65585 2.89025 2.52532 3.31569 3.14003 3.03285 3.13073 4.35782
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 14.032563378150002 46.055224235250002 74.757955233350017 -0.17949499999999999 -0.57826499999999992 9.4507625164000029 186.79363985910004 26.296311413900003 9.7049773055000017 366.02505068985005 4.9151148409000003 14.184966829400002 11.950964240300001 98.230883170350012 236.15709471040003 117.97223122220002 98.91243606750001 21.760508430800005 47.927946529500012 256.08338064055005 14.825346391850003 39.427119987250002 0.18839000000000003 188.27285108100003 0.083395000000000011 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 19 7 -4 -9 -8 15 14 -13 -14 -12 -11 -17 -18 -19 24 -21 -22 -10 -24 -2 -26 27 -27 -29 -30
right_child=5 4 3 -5 -6 -7 9 8 22 10 11 12 13 -15 -16 16 17 18 -20 20 21 -23 23 -25 25 26 -28 28 29 -31
leaf_value=-0.0023391203483438682 -7.3607782242658738e-05 0.0013810681609255232 0.00083015073577039902 0.0050118291882764324 -0.003529216358890253 -0.00090463498918480945 -0.0038382584722627777 0.0021185939992507514 -0.003464157384228804 -0.0015958071620057141 -0.0015475039609040189 0.0021929113147766237 0.00057023447630910465 -0.0039996018420661705 0.0028977907627500995 0.0024725052783249172 0.00074902337389855266 -0.0034362863131180968 0.003953929576134105 0.00073661970505762729 -0.0034383190667021972 0.0024341341059478539 0.0020800465424243302 -0.0039504898653501454 0.0017857656399082968 -0.00013660821113391336 -0.0023852305966085958 0.0019806612350084882 0.0019134898931744814 0.00012331155931794279
leaf_weight=11.348282617749645 36.751015206798911 3.0458281785249701 11.048880934249611 2.3751078080385915 9.0304289925843459 19.748237675055861 2.1336979011539361 2.5555139537900713 12.6840325309895 13.188547691795973 2.9552825000137117 5.350289237219843 6.3483308861032111 5.7210009265691042 21.259593554772437 9.1585260145366174 17.841068426612768 8.3317887028679234 1.7864340096712101 6.3982862234115583 5.6587748909369111 1.1559361070394514 2.5767291197553268 1.5950744524598119 43.761764969676733 34.895725219510496 4.020722445100545 32.090001739561558 24.39421209692955 54.556973602622747
leaf_count=489 261 40 179 7 248 243 243 17 396 340 103 97 90 158 109 39 122 145 6 55 120 5 21 43 201 221 37 195 110 293
internal_value=0.000266731 -0.000252048 -7.39755e-05 0.000128574 -0.00229076 0.000562787 3.54411e-05 -0.000994568 -0.00203319 0.000368946 0.000466583 0.001189 -0.000432213 -0.00159592 0.00235527 -0.000131305 0.000389056 -0.000293412 -0.0021315 0.000681708 -0.000902889 -0.00244221 -0.00266264 -0.000225708 0.000772553 0.000933081 0.000684244 0.000768811 0.00105335 0.000676438
internal_weight=413.766 150.334 138.258 126.91 12.0763 263.432 124.535 30.4602 19.4114 94.0746 91.9409 41.6345 17.4196 12.0693 24.2149 50.3064 37.1178 27.9593 10.1182 243.683 13.213 6.81471 16.8558 4.1718 230.47 193.719 149.958 145.937 111.041 78.9512
internal_count=4633 2892 2604 2115 288 1741 2108 656 477 1452 1209 557 345 248 212 652 312 273 151 1498 180 125 460 64 1318 1057 856 819 598 403
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=16 5 17 15 20 12 18 23 13 21 12 18 6 20 5 2 16 10 21 13 0 2 23 22 6 15 22 22 6 13
split_gain=6.21914 5.05948 3.18241 3.63791 4.26966 4.81883 4.24259 3.85355 3.71472 5.40889 3.58048 3.49119 3.1388 6.25691 5.2175 5.11214 3.62393 4.37741 5.16471 3.53059 3.5498 4.57154 4.06079 3.07661 3.06343 2.97113 3.11268 3.42972 3.85864 3.56338
threshold=20.394952307700002 23.714185006400005 162.04221493815001 28.579157549250002 39.354247760400007 114.82338089645002 14.668863553700001 0.093325000000000033 95.937628385050019 16.241109211600005 216.20511703005005 14.881594619900001 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 22.674946976100003 62.009286778800011 8.449163415300001 112.67059178900001 85.990333302400003 113.96113505555 0.08759500000000002 -0.09280999999999999 17.435407375500002 28.094167143500005 -0.59614999999999996 -0.237895 5.5651300283500005 96.357027853400012
decision_type=2 2 2 2 2 2 2 2 2 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 -1 8 5 -5 7 -7 9 10 -4 -8 19 -14 15 16 17 -15 23 -2 22 -22 -21 -19 25 26 -10 29 -29 -28
right_child=1 -3 3 4 -6 6 11 -9 24 -11 -12 -13 13 14 -16 -17 -18 18 -20 20 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0026741991818197354 -0.0021591947877584012 -0.0003748540763933028 -0.0038416153126430682 -0.0035820888575704558 -0.0019969922937138514 -0.00053470310015724489 -0.0050077822213981807 0.0040508658802085526 0.0023120906176085309 0.0014653754364104968 -0.00084587453609056944 0.00025933794363048018 0.0028952032837666953 0.0018087105307693153 0.001709062408413215 -0.0041656347436105513 -0.002926230028814114 0.0019249084371137709 -0.0040290191583045847 -0.0032922233781631561 0.0030462060020474014 0.0012346295992236426 0.0010337352299975922 -0.0014453272777007705 -0.0039431319251622757 0.0025251560536652938 0.0035726318324221158 -0.0039511534870692805 0.00056715738085606369 -0.0023033340857681567
leaf_weight=6.3969512924086294 3.5608327835798255 45.24308780580759 7.5905823661014464 3.8154680710285929 24.864802523516119 3.6882751341909188 2.093773387372492 6.7849343940615654 9.9220883864909393 9.2005576645024103 16.528478773543611 7.5831239190883934 10.907517682760952 12.996261961758135 15.538930781185625 4.997439343482255 5.7301115691661826 6.9708958864211974 5.0756571516394606 3.951823614537715 25.754699431359768 61.605940192937851 9.9589588269591314 7.1578096225857815 2.0187816279940298 9.108525123447178 1.5343576241284598 2.5357419075444332 87.489836133085191 10.938287888653575
leaf_count=365 28 401 465 37 381 38 22 24 54 98 501 69 46 44 64 52 39 23 34 27 144 282 40 37 91 45 7 134 867 174
internal_value=0.000274845 0.000700989 -0.000166077 -8.80778e-05 -0.000948754 0.000138816 0.000843378 0.002436 0.000179837 -0.000890132 -0.00178867 -0.0008803 0.000980395 0.000384591 -8.37841e-05 -0.00073275 -0.000280461 0.000190354 -0.000904844 0.00137468 0.00149893 0.0017687 -0.000195198 0.000217498 0.000468398 0.00054168 0.000380975 0.000194038 0.000439891 -0.00158049
internal_weight=431.545 219.45 212.095 205.698 48.8304 23.9656 20.1501 10.4732 156.867 33.3196 24.1191 9.6769 174.207 69.3746 58.4671 42.9282 37.9307 32.2006 19.2044 104.832 101.271 87.3606 13.9108 14.1287 123.548 121.529 112.42 102.498 90.0256 12.4726
internal_count=4633 1261 3372 3007 571 190 153 62 2436 1064 966 91 860 339 293 229 177 138 94 521 493 426 67 60 1372 1281 1236 1182 1001 181
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=20 19 21 17 5 5 7 7 23 20 23 4 16 16 9 13 5 16 13 20 6 19 13 23 13 2 16 12 5 16
split_gain=1.07337 1.60301 1.28844 2.29918 2.11921 2.02613 2.51253 3.49094 2.83206 2.6376 2.47281 4.64376 4.33494 3.41667 3.08464 2.3552 3.18881 3.59199 2.3038 2.14937 2.73333 2.00218 1.88737 2.32659 1.84854 1.86261 1.81976 1.73281 1.82797 4.43527
threshold=31.914316944300001 14.151141757350002 3.1734339793000008 168.09695031380002 30.133297129900004 23.967536448650005 25.070284486400002 25.221560561650005 0.081235000000000016 42.546237522150008 0.092485000000000026 191.03149642590003 22.624947093000003 22.564947233300003 197.20558004415003 95.937628385050019 15.332427622700001 18.764956119400004 113.98793627290001 38.060777288450005 16.495385412050002 14.351157895250003 120.78166996855002 -0.22831499999999999 118.84598011460001 45.979371440700014 18.714956236300004 91.208648993800026 21.043187000650004 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 4 22 5 6 8 -8 27 15 12 -12 13 14 18 -9 -17 -18 -10 26 21 -21 23 -4 25 -5 -7 -2 -29 -30
right_child=2 -3 3 24 -6 19 7 9 10 -11 11 -13 -14 -15 -16 16 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.029937078371574246 -0.00040436695754330926 0.009674395367457251 -0.00046318761680363599 0.024603712926139429 0.022434722540075735 -0.026565030465093051 -0.03580313638559586 -0.026552291602277126 -0.030486240652001537 -0.031554933281222552 -0.0059310049420015836 0.015828317485488536 0.018551316904007738 -0.040117574563242671 0.0051305973158326879 0.015284332267771842 -0.019848196549033185 0.011062017694150453 0.0053332535617738944 0.017227913469230017 -0.032467556990139736 -0.017562514221968629 0.032907304378841332 -0.029295011675074686 -0.022638416764155345 0.00014340159921228247 0.017377355247719717 0.020739214357829716 -0.029264978035153471 0.022990063313042926
leaf_weight=1.745985210174694 4.892763718962672 1.0531564280390737 3.120688492199406 2.0205370187759391 3.4943907917477182 0.76582589466124629 1.9707813421264315 1.7161700094584436 3.9592286446131784 1.6377004705136631 10.358968356624247 16.1212392533198 4.0603588670492163 2.2078988328576079 7.1162323029711843 9.0826777615584451 5.2472540745511633 4.482401005923748 1.6298593655228613 1.926083782687783 3.375806026160717 2.3754582842811942 0.51971089839935292 4.2513566683046511 2.2685585045255712 215.36754368222319 2.9033806379884481 14.835633553098889 1.7431632550433267 2.6055715829133987
leaf_count=212 32 10 104 9 34 71 34 224 70 48 72 109 19 29 40 87 111 26 7 13 129 46 1 398 41 2430 25 154 26 22
internal_value=0.000603978 -0.0150336 0.000734229 -0.00035002 0.00300795 0.00236152 0.00358741 -0.00346138 0.00603434 -0.000585903 0.00230967 0.00731614 -0.00467753 -0.011002 -0.00594232 0.00188471 0.0044789 -0.00560802 -0.0200408 -0.00775847 -0.0153882 -0.00198455 -0.0137975 -0.0170901 0.000133118 0.000370751 0.00820583 0.0130659 0.0165014 0.00204396
internal_weight=338.856 2.79914 336.057 227.548 108.509 105.014 93.6679 24.137 69.5309 22.1662 45.4538 26.4802 18.9736 14.9132 12.7053 20.5285 18.8123 9.72966 5.58909 11.3466 7.67735 4.30154 7.89176 7.37205 219.657 217.388 3.66921 24.0771 19.1844 4.34873
internal_count=4633 222 4411 2983 1428 1394 1110 530 580 496 346 181 165 146 117 448 224 137 77 284 188 59 503 502 2480 2439 96 234 202 48
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=16 20 15 15 21 10 13 6 9 16 10 9 17 16 15 13 21 5 20 16 2 10 21 21 0 8 13 0 0 17
split_gain=6.05929 4.38801 5.22991 3.86409 3.55403 3.27331 3.21353 3.30569 3.0421 3.71047 3.10503 4.70316 2.9226 3.05 4.53444 4.08564 3.44309 2.85528 2.811 5.00491 6.07415 4.97006 4.63616 4.42685 4.31285 4.24698 4.15002 3.9189 4.33054 3.30821
threshold=18.594956516900002 38.238138001450004 30.054399297400007 46.055224235250002 3.2738626606000003 69.545034918450014 118.84598011460001 19.835463452400003 199.17419511990002 22.584947186600004 61.982402197500001 202.38851837455002 167.17143786700004 17.244959673800004 26.912781836550003 103.89008753490002 12.156412995750001 30.359384049000003 42.081757894750005 22.584947186600004 126.88362105025001 64.369753017350021 9.4810485893500012 10.899813468900001 88.122280599850015 8.543332867800002 117.48293184245001 85.683849075550015 87.380266155850009 190.19286262750003
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -8 9 -5 -10 -12 17 15 -15 -14 -17 -6 21 20 22 24 -20 29 -2 27 -22 -21 -29 -23
right_child=3 2 -4 8 12 -7 7 -9 10 -11 11 -13 13 14 -16 16 -18 -19 19 25 26 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0012990159608640222 0.00094492641270216857 -0.002310381595668595 -0.0022184973687907374 0.00064212850706746327 -0.0027077594818072505 0.00092983584353270067 -0.0022871777820860067 0.00062861646971593479 0.0014413061127902871 -0.0027854336283120165 0.0023294264702605227 -0.0026236615480402887 -0.00017667336042542276 -0.0026703967774408138 0.00044018503443502628 0.0003420910044466016 0.0028128661096688762 0.001595285082281834 0.0022521044929017849 0.00029396728373372479 0.00030186315942511919 0.0015779902159208839 -0.00067245585129586667 -0.0024430769184535859 0.0026563837142166251 0.0007705945157613724 -0.0025377393901998336 -0.0034012311486405259 -0.00062685259387804354 0.00011065421663581232
leaf_weight=20.30354462377727 87.815647250972688 2.1439108215272418 6.7281861444935194 3.011723795905711 5.0641806521452954 35.346346048172563 5.2504954915493709 4.8487607128918171 6.5212172381579858 6.3965548500418663 1.788654815405607 4.0733219049870968 57.6580062629655 6.6036362363956851 5.6275489516556263 9.4381034690886718 5.9692147597670546 1.2456602700985966 17.859870336949829 7.3560336902737644 20.257992899045352 12.338664676994084 4.3751063374802461 3.7777838669717303 10.710375443100927 10.144984170794485 3.9947907347232094 7.1465035080909711 7.4500990062952042 51.706773007288575
leaf_count=648 402 92 209 25 369 373 110 29 35 120 8 55 861 176 58 61 20 25 103 36 147 52 42 36 52 43 42 54 40 310
internal_value=0.000206142 -0.000194955 -2.99159e-05 0.000432359 8.41474e-05 0.000744541 0.000520294 -0.000887274 -0.000596778 -0.00168822 0.00023246 -0.00111233 -0.000186121 -6.24235e-05 -0.00123922 0.000134574 0.00129934 -0.00185827 0.000578331 0.000181468 0.000715406 0.000765814 0.00167665 0.000235354 0.00113097 -0.000591848 -0.000165861 -0.00122147 -0.00198519 0.000393344
internal_weight=432.954 156.128 135.825 276.825 129.097 37.4903 255.034 10.0993 21.7915 9.40828 12.3832 5.86198 91.6064 85.2965 12.2312 73.0653 15.4073 6.30984 244.935 78.5854 46.4878 166.349 22.235 67.8232 98.526 32.0976 24.2528 21.9526 14.5966 64.0454
internal_count=4633 2892 2244 1741 2035 465 1498 139 243 145 98 63 1570 1176 234 942 81 394 1359 507 334 852 145 398 454 173 189 130 94 362
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=9 18 6 9 9 16 7 9 20 20 10 5 5 15 16 22 17 18 0 12 22 20 7 22 20 20 2 4 5 16
split_gain=1.04501 1.04459 1.55743 1.01276 1.17736 1.80383 2.07885 1.78405 1.47724 1.43221 1.35861 1.34542 2.47712 2.26853 2.0683 1.54064 1.52832 5.50828 3.74001 2.4451 2.38906 3.2213 3.10915 2.76043 2.51455 5.54114 2.88169 3.89867 2.32587 2.24882
threshold=27.033907557900005 16.115468395400004 2.7350639043000005 233.77854820110002 223.65407503400004 17.684958644900004 26.614251743050001 219.46060697480002 41.243661560350013 39.262923716450011 72.04530097975001 23.605484525250002 23.195398057700004 42.33967733730001 22.614947116400003 -0.064729999999999996 188.13858192940003 13.304953393500002 86.538778761000017 82.088033630950022 -0.14008999999999996 45.458122212500008 22.093462376800005 0.17437500000000003 41.489621506400006 44.279556297950009 109.80045057370002 212.32969527125002 12.901187908600003 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=1 2 -1 4 7 6 -6 11 9 -9 -10 12 13 16 -15 -14 20 -18 -19 -20 21 -2 23 -22 26 29 -24 -28 -23 -26
right_child=3 -3 -4 -5 5 -7 -8 8 10 -11 -12 -13 15 14 -16 -17 17 18 19 -21 22 28 24 -25 25 -27 27 -29 -30 -31
leaf_value=0.02318073826203073 0.009757960413651956 -0.024111049457388772 -0.02501477142540668 -0.01481169697491991 0.013795520497961861 0.014602946362063149 -0.025993239668969916 -0.013394783557044477 -0.033057922451251671 0.017436320029442315 -0.0062487035722463592 -0.0027632667456559479 0.003522116807687947 -0.027962756665615252 0.0031066278671526629 0.019613925463094206 0.011782029168368574 -0.012388408572491029 -0.021488637873830343 0.0020204203147740126 -0.034533619511274656 0.005183468442921761 0.0063920733094248944 0.0020907554870708439 -0.025215722816713328 0.012295337473588209 -0.046319817930825485 -0.0032536703352594029 -0.025983190077076491 0.0054758104033863523
leaf_weight=0.81505209160968595 16.097566853975881 1.8084754961892029 0.63106621522456408 2.2260388107970348 1.3214075639843925 7.2474569594487548 1.4731030804105101 1.7292814359534525 2.0736657786183059 1.4861586607294155 1.9416367257945237 47.825988042633981 6.457252524793148 2.7170363366603842 1.9540203809738157 6.1735463449731451 27.755320159718394 10.874538956210015 2.3869342841207972 139.78408095496707 3.2039685319177797 2.4084544305223963 19.151667150203142 1.6558989868499336 7.9716563567053509 3.8937513236887744 1.2930838502943505 8.1002417437266541 2.687560273334384 1.505609195679426
leaf_count=9 207 221 43 81 12 56 46 39 25 13 28 941 42 33 14 35 148 69 43 1684 44 66 128 22 260 49 11 123 134 7
internal_value=0.000544755 -0.0124429 0.00214888 0.000671539 0.000775613 0.00854145 -0.00717879 0.000532769 -0.0107781 0.000855182 -0.0200941 0.00079332 0.00143261 0.000936496 -0.0149657 0.0113873 0.00123508 0.00234195 0.000629959 0.00162572 -0.00170921 0.00470577 -0.00461576 -0.0220546 -0.00259385 -0.0108362 0.00126705 -0.00918215 -0.0112534 -0.0203399
internal_weight=336.652 3.25459 1.44612 333.397 331.171 10.042 2.79451 321.129 7.23074 3.21544 4.0153 313.898 266.072 253.441 4.67106 12.6308 248.77 180.801 153.046 142.171 67.9695 21.1936 46.7759 4.85987 41.916 13.371 28.545 9.39333 5.09601 9.47727
internal_count=4633 273 52 4360 4279 114 58 4165 105 52 53 4060 3119 3042 47 77 2995 1944 1796 1727 1051 407 644 66 578 316 262 134 200 267
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=16 15 6 15 18 15 20 13 2 22 21 16 20 16 2 17 9 22 9 16 16 2 15 9 15 22 15 7 20 21
split_gain=4.62455 4.01451 3.79115 3.64516 5.17041 4.82739 3.36354 3.06128 3.4688 3.54661 2.99776 3.74316 6.08091 4.3659 3.42879 3.20182 2.96374 3.35512 5.6877 3.69312 3.31614 2.67422 3.34463 2.4538 2.42015 2.38472 2.36326 2.49888 2.34739 3.96901
threshold=18.594956516900002 46.055224235250002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 117.97223122220002 98.91243606750001 -0.017745 3.2738626606000003 16.224962059000003 41.289992964000007 14.184966829400002 154.46567853970001 204.55825889135002 199.17419511990002 -0.082275000000000001 201.81004550795004 22.674946976100003 22.584947186600004 189.32640726775003 19.926260352100005 187.55294863440002 15.000551226050002 -0.58835000000000004 17.480288512750004 22.435297587800004 39.198779702000003 15.833449912500003
decision_type=2 2 2 2 2 2 2 2 2 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 3 5 -5 6 -1 -2 23 -10 24 13 -13 14 -12 21 20 19 -19 -18 -3 22 -15 -9 -8 -4 28 -28 -16 -30
right_child=1 16 25 4 -6 -7 10 8 9 -11 11 12 -14 15 26 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0019043436805209137 0.00069165252961356791 0.00058954971126240507 0.0026507781085980055 0.0020194109830176023 -0.0031295510178983191 0.0046443747962521655 -0.0020120280855057565 0.0030887148038981197 -0.0039869383652995152 0.00067058232282720081 -0.0031556078843863276 0.0012333658623347981 -0.0030231930132373673 0.0031537441686640814 0.0032418811716100086 -0.0018066398706254759 -0.00061174816220007245 0.0028010975755119322 -0.0042374096267771598 0.0039822736637784989 -0.003583929178609546 0.0025065225246790447 -0.000210923718277025 -0.00087105207265187007 0.001099810072086723 -0.0034237939915208347 0.00016978199639549495 -0.0037877582499982387 -0.0012892767146391365 0.0018149629349135566
leaf_weight=9.5777520642150176 233.72870009019971 2.9565506055951136 0.77733581885695446 2.7107632812112561 8.5663082918617857 2.3538500936701885 2.8575979811139396 2.9133137147873622 4.9440395701676607 2.6523610912263393 5.2528397967107585 5.2346991188824203 10.969749174080787 3.971113723702735 2.4353947155177655 4.0394547116011372 3.8632572833448648 1.8574314564466456 3.4896652773022652 3.5411877185106277 6.2801696583628654 11.487139185890554 14.54340815078467 3.8175883404910564 34.469381727045402 5.5843091872520736 3.1250957660377017 3.6546889534220099 11.844003133708613 6.8721640557050696
leaf_count=400 1318 25 4 18 248 6 156 24 105 20 253 37 307 19 20 52 37 6 45 10 120 74 115 31 281 367 34 82 354 65
internal_value=0.000230039 0.000484324 -0.000226754 -0.00011828 -0.00189185 3.24544e-05 -5.08372e-05 0.00060228 -0.0008557 -0.00236072 9.61726e-05 -0.000246276 -0.00164815 9.16418e-05 -0.000747061 0.000909232 -0.000846375 0.000168948 -0.00179243 0.00158535 -0.00224805 0.0012749 0.000510752 0.000842841 0.000861581 -0.00268154 -0.000294104 -0.00196356 0.000241012 -0.000149468
internal_weight=420.371 270.044 150.327 143.965 11.2771 132.688 130.334 248.056 14.3273 7.5964 120.757 83.4298 16.2044 67.2253 33.1842 34.0411 21.9883 12.7515 5.3471 7.40445 9.23672 30.0017 18.5145 6.7309 37.327 6.36165 27.9313 6.77978 21.1516 18.7162
internal_count=4633 1741 2892 2521 266 2255 2249 1498 180 125 1849 1412 344 1068 808 260 243 98 51 47 145 208 134 55 437 371 555 116 439 419
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=13 20 2 20 22 15 23 15 13 17 19 16 6 8 21 23 7 4 10 23 20 22 22 23 22 22 7 2 13 9
split_gain=1.19306 0.959936 1.44759 1.1537 3.96378 1.18149 1.91346 1.14457 1.28634 2.54712 1.81512 1.31923 1.38499 2.02763 1.47593 1.32943 1.23321 2.50564 1.33471 1.17257 1.36506 1.16838 4.99621 2.04525 1.68069 1.38675 3.32789 4.82368 2.01465 1.89097
threshold=73.265860971000009 31.914316944300001 111.53582144370002 34.515670600900002 0.15915000000000004 31.028113015250003 0.09803000000000002 51.19990836680001 117.97223122220002 189.5403704096 14.651182102100002 22.764946765650006 16.665389384150004 9.4426310644000022 12.265872381800003 0.4369650000000001 20.869210126600006 205.83748347565003 57.027573863050009 0.18642000000000006 41.873095646600007 -0.59614999999999996 -0.54488499999999995 -0.061414999999999997 -0.63026499999999996 -0.15962499999999999 22.093462376800005 185.72519583365002 117.57433941890001 40.734022239000005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 8 10 16 11 12 15 14 -14 19 18 -18 -10 21 -21 24 23 -23 -5 28 27 -27 -24 -28
right_child=1 3 -4 7 -6 -7 -8 -9 9 -11 -12 -13 13 -15 -16 -17 17 -19 -20 20 -22 22 25 -25 -26 26 29 -29 -30 -31
leaf_value=-0.027458086176623167 0.0052190683581586177 -0.015410969952148156 -0.033404116339202469 -0.007382255838859807 -0.027557922427013715 0.026572758904732784 0.02374335247816502 -0.019829193387245377 -0.0084787131530966071 -0.035831768653275128 0.011990271219919163 0.019418449030302567 -0.022975769039493308 0.0085077580516528997 0.018503590825243856 -0.020351042544561698 -0.030182829560610077 0.0067484717427294116 0.024091850474463699 0.016711030484795945 -0.0020759859490543215 0.024155672697738575 0.0070793584344320095 -0.028676976885615543 0.016434538013851818 -0.039684594107205672 -0.01387023054196535 0.0054508909841403776 -0.021874167167855136 0.00098894638289050911
leaf_weight=1.0232329036225554 1.2585468161851161 1.5398413665825486 1.3765345420688389 2.8391687190160155 1.592601678567007 4.3235019370913506 1.8756315130740402 1.8556688185781229 1.5292550246231242 1.8726656697690476 9.8108191229403001 2.5063004530966273 5.2652688743546587 2.7934076180681586 0.65329662803560484 2.0063840791117391 2.3408551327884197 2.657769494690001 1.9259374598041175 6.6099792891181988 4.3411744222976267 0.5484119951725005 32.841679835342802 5.2367352223955086 6.8520299091469479 3.4019244005903593 5.9642195950727901 3.0356504991650581 1.7131354752928007 213.83713689958677
leaf_count=208 42 64 159 43 22 21 21 61 36 34 55 12 214 49 21 26 34 17 14 49 31 3 547 190 51 68 352 48 32 2109
internal_value=0.000605044 0.000690913 -0.0149572 0.000815198 0.00983777 0.0175334 0.00609091 0.000554079 0.000672066 -0.00836542 0.000972867 0.000613103 0.00045491 -0.00977042 -0.0183972 0.000762912 -0.00228115 -0.0105465 0.00967624 0.000910404 0.00926362 0.000579288 0.000256545 -0.0236686 0.00945708 0.000787273 4.5489e-05 -0.0184009 0.00564392 0.000585749
internal_weight=335.429 334.406 2.63508 331.77 9.33158 7.73897 3.41547 322.439 320.583 10.3265 310.257 300.446 297.94 8.71197 5.91857 289.228 8.45382 4.99862 3.45519 287.221 10.9512 276.27 266.579 5.78515 9.6912 260.794 226.239 6.43757 34.5548 219.801
internal_count=4633 4425 201 4224 128 106 85 4096 4035 135 3900 3845 3833 284 235 3549 101 51 50 3523 80 3443 3349 193 94 3156 2577 116 579 2461
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=16 20 15 15 13 10 21 21 13 15 20 9 5 23 23 9 12 8 20 23 20 2 5 20 23 9 7 22 21 10
split_gain=5.08123 4.09405 4.67945 3.3495 3.0386 4.17829 2.94511 2.78771 3.71285 5.97181 4.42432 4.26736 3.73431 2.89397 4.69458 3.58195 3.65086 3.4157 3.34951 4.32878 3.2234 3.08893 2.97757 6.39933 4.33957 5.62767 3.03279 2.91373 2.78954 2.77182
threshold=18.594956516900002 38.238138001450004 30.054399297400007 46.055224235250002 118.84598011460001 58.309968391300011 3.2738626606000003 9.1670574189500034 115.13321943645001 30.404760455250003 42.154118731400011 194.57718764590001 23.374630421750002 0.083395000000000011 1.0000000180025095e-35 187.55294863440002 114.82338089645002 9.3427090425500019 41.444941515100005 -0.15544999999999998 43.067541470150012 121.84632764400003 21.252944829650001 42.620627117000005 0.09803000000000002 204.68881850780005 23.109894804950002 -0.10040499999999999 4.4906890396500012 69.545034918450014
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -6 29 13 9 -9 -10 12 -12 14 18 20 17 28 -2 -20 -15 27 23 24 25 -23 -24 -18 -17 -3
right_child=3 2 -4 -5 5 -7 -8 8 10 -11 11 -13 -14 15 -16 16 21 -19 19 -21 -22 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0016754978995131011 0.0011964843728550912 -0.0028988127663914054 -0.0028592496231376503 -0.00077929477696481186 0.00047506061209861167 -0.0038705452599946651 -0.00023394014028477544 0.00091709254821341053 0.001281691125109227 -0.0040549033118348005 -0.0042744350841724017 0.00068089603823392618 -7.193452470169364e-05 0.0025612309366986304 0.0022515631220721907 -0.0032886142872527173 0.0029414818250634309 0.0018326497062721085 0.00077646322881871519 -0.0045805360187568429 -0.00089184709485419977 -0.0041676028289749367 -0.0010231202988086319 -0.0055355454690845024 0.0021474278277298867 0.0005118937371674417 0.0013036952165653569 0.00068752107605581721 0.00029307591507151765 0.0011265543023401266
leaf_weight=20.342464936664328 14.219655352644624 2.0714825773611656 6.4380222028121343 21.382944880053401 6.8169772159308177 4.0198873225599527 90.198192183859646 5.2522075660526735 30.595751380547881 5.8204867523163557 5.3337460979819316 11.317463237792252 4.41843316052109 16.35109302774072 37.102065034210682 7.5236679278314096 10.50396264716983 3.2438254952430716 3.7792181968688965 3.1700059641152611 3.8094279468059531 4.7485931217670494 8.3394864574074727 2.8592119365930548 6.4276114478707305 7.6999424993991852 27.557894732803106 17.434505771845579 3.7109912447631359 34.782231195829809
leaf_count=648 80 92 209 243 78 61 1570 34 118 67 41 54 54 80 209 76 45 13 21 39 23 42 40 31 26 40 124 82 20 373
internal_value=0.000228809 -0.000262711 -4.74167e-05 0.00050533 0.00061431 -0.00113692 9.50655e-05 0.000692985 7.99989e-05 -0.00169649 0.000460729 -0.000731411 -0.0023704 0.000908456 0.00152675 0.000608741 0.000346782 -0.0012232 0.0002564 -0.00166722 0.00190876 0.000612419 0.000165212 -0.000822308 -0.000108384 -0.00127314 0.000763142 0.00153494 -0.00210552 0.000900295
internal_weight=427.271 153.832 133.49 273.439 252.056 10.8369 127.052 241.219 62.7381 11.0727 51.6654 21.0696 9.75218 178.481 58.2709 120.21 100.05 14.4785 21.1689 6.94922 20.1605 85.5712 57.6327 21.7354 18.8761 12.4485 35.8974 27.9385 11.2347 36.8537
internal_count=4633 2892 2244 1741 1498 139 2035 1359 368 101 267 149 95 991 349 642 539 109 140 60 103 430 303 139 108 82 164 127 96 465
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=16 10 17 4 20 22 18 19 16 15 13 7 16 19 16 17 16 12 9 15 4 16 10 17 2 4 16 13 21 18
split_gain=4.50148 4.04754 5.1334 3.70998 3.3953 3.16216 4.09444 3.90867 3.05507 2.99811 3.04843 3.21141 3.68198 2.6831 3.04131 5.23603 3.3117 4.4671 3.26129 2.55204 5.90794 6.15225 3.08647 4.10226 4.53799 2.92044 2.67877 2.98216 2.71497 3.79519
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 38.238138001450004 -0.095854999999999996 14.349689277800001 12.851036860900001 13.534968349350001 44.732387748900003 117.97223122220002 20.869210126600006 21.074950717600004 9.4507625164000029 15.839962959300001 236.15709471040003 14.184966829400002 178.58312952045003 192.57902085675002 41.54912092575001 310.44950696480004 22.644947046300004 61.944763783650011 204.04920942250001 173.47633273965002 319.84476747495006 22.674946976100003 117.61735474900001 8.9448347342500032 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 3 -1 -3 6 8 -7 -5 10 19 12 -12 -6 16 18 17 -15 -16 20 26 25 -21 24 -24 -22 28 -28 29 -2
right_child=9 4 -4 5 13 7 -8 -9 -10 -11 11 -13 -14 14 15 -17 -18 -19 -20 22 21 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0028865318655302108 0.002034032047065165 -0.0017488423841976455 -0.0043965069964184197 -0.0036228446156195645 -0.0043290218585667539 -0.0044102988075975106 0.0037963830176755099 0.00065785570639368893 0.00082219084684942738 -0.00054801750943687456 -0.0040367972778103407 -0.0029618767049519219 0.002860096271323301 -0.0027946554540761539 0.00016158801515521866 0.0022581071903564516 0.0015787504223663364 0.00070056545862831295 -0.0045391818663324127 0.003293764822571826 -0.0052880533321860278 0.0033620698925208 0.0015555830416876585 0.0037477078703998449 -0.0028098793029736955 -0.001446908021491513 0.00085484984195566239 -0.0034574199291243432 0.00016578115303170947 0.00061931225682481674
leaf_weight=8.7904544821940345 54.432244308292866 12.451161980745381 6.6760357655584803 3.0238666976802078 1.7357234547380347 4.4717123922891933 5.2270851372741154 4.5303456955589354 9.3797799688763899 32.271592343226075 1.5796994143165628 6.6780254635959864 4.1575767006725073 7.0792555257212397 3.4806585879996401 4.5155521184206 38.615518851671368 22.902036287821829 5.8529217541217804 12.589807797223328 3.8840216472744968 3.3264793492853633 8.8263023495674151 5.3478075396269551 5.8594128489494315 11.883288556709884 5.2166817560791952 4.3487350568175316 42.686427793465555 57.844268495216966
leaf_count=385 290 457 156 104 231 138 33 71 151 309 78 75 23 243 115 35 271 400 102 43 49 23 37 33 39 117 25 28 256 316
internal_value=0.000251658 -0.000308064 -0.00130324 -0.000720268 0.000125496 -5.26745e-06 0.000941594 -0.00185972 -0.000261458 0.00054925 0.000704111 -0.00114901 0.000961108 0.000402726 0.000502343 -0.00114148 0.000834216 -0.000124735 -0.00278618 0.000810504 0.000634413 -0.00139046 0.00180165 0.000863943 -0.000186181 -0.00239311 0.000869402 -0.00110564 0.000991316 0.00130518
internal_weight=399.664 138.732 42.0993 35.4232 96.6328 26.6328 17.6307 9.00206 12.4036 260.932 228.661 12.4153 5.73728 84.1817 82.4459 13.8491 68.5968 29.9813 9.33358 216.245 183.622 19.0938 32.6233 20.0335 14.6857 15.7673 164.528 9.56542 154.963 112.277
internal_count=4633 2892 1038 882 1854 497 288 209 255 1741 1432 176 101 1397 1166 252 914 643 217 1256 1104 189 152 109 76 166 915 53 862 606
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=6 0 6 3 18 15 17 7 20 0 2 4 5 10 2 21 17 5 3 5 20 18 20 6 20 15 4 5 22 2
split_gain=1.09557 2.87089 5.18688 3.09868 4.69593 2.4697 2.84159 5.52468 3.37535 2.44007 3.26687 2.42734 2.05387 2.21908 5.25218 3.95565 3.28011 3.08187 2.83647 2.90638 2.30635 2.64591 3.34258 2.01547 3.43505 5.10671 2.57329 3.43746 2.14866 1.96964
threshold=14.845346859150002 93.308316333500017 15.155354102400002 85.589753040950015 14.329845562450002 28.579157549250002 201.61829342215003 24.021206791900003 35.476804824450006 86.538778761000017 319.32263744460005 147.36370056065002 20.315138807500002 62.041548276350007 163.12111328040001 18.476280862950002 189.00567661160002 20.852055640250004 93.915907870950022 21.556055031700001 43.968221017800005 13.602243858600003 43.067541470150012 16.455384477450004 39.354247760400007 36.370482311550013 191.03149642590003 20.093158056800004 -0.017745 100.00310400885002
decision_type=2 2 2 2 2 2 2 2 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 -1 7 -7 -9 10 12 -11 -4 15 18 17 -16 -14 19 -15 21 22 29 26 -25 -26 28 -28 -13 -19
right_child=1 3 9 -5 -6 6 -8 8 -10 11 -12 23 13 14 16 -17 -18 20 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.00072019655958215274 -0.020653056768782846 0.022075320023582212 0.014782598406353558 0.019273457044140553 -0.023382783394102755 0.0042281853886769905 0.00049182669014579826 0.0076000865423226831 -0.027945765903551859 -0.016982397808188578 -0.028081147024973118 0.023533360941343544 -0.026968518666040022 -0.010258490984457835 -0.0010695336195671145 -0.033996462095958822 -0.034637127278774341 0.0094338463718291084 -0.021066591446095143 0.0095079600541890085 0.014312265404129143 0.014946830603367416 -0.018795732426264436 0.016378181654570795 -0.024171045332121596 0.0042206579671589294 -0.017204865184864665 0.0071760231326355173 0.00098422315533451305 -0.0011712823472281267
leaf_weight=105.23362952971365 5.6372529254294923 2.1180177032947531 4.6377332657575598 9.2833828050643188 2.6783136269077659 6.2666277810931232 16.055369905778207 1.634548284113406 9.3062808495014888 2.5734083950519553 2.2109433379955581 8.2667572107166034 1.8390175215899933 5.771932356059561 2.2606829996220759 1.6097923889756192 4.5936155188828707 12.14736175839789 2.9824620615690938 11.758375778794287 8.1945995457936061 6.677100915927439 4.636558281723409 4.5438401568681028 5.2790821194648734 8.7824580967426282 3.27380297333002 37.306478807702661 2.9965512342751017 36.507819020422176
leaf_count=2250 62 7 35 44 41 52 152 7 275 16 84 83 13 33 33 22 49 122 81 55 87 53 111 31 56 35 25 219 20 480
internal_value=0.000564803 0.00165103 0.000893225 0.0115807 -0.00330888 -0.000992564 -0.00641123 -0.0128521 -0.0226353 0.00157235 -0.000641127 0.00478024 -5.56222e-05 -0.000750876 -0.00627656 0.0013608 -0.0235659 0.00217388 -0.00049937 0.00299977 0.00296013 0.00140889 -0.000287326 0.0055752 -0.000866058 -0.00643835 0.00788681 0.0052091 0.0175343 0.00147642
internal_weight=337.064 198.567 184.488 14.0797 4.79633 138.496 33.2628 17.2075 10.9408 178.85 105.828 73.0224 103.617 98.9793 27.3671 71.6122 6.8543 70.0025 20.5128 17.5303 68.1634 59.9688 53.2917 70.449 18.6054 14.0615 51.8436 40.5803 11.2633 48.6552
internal_count=4633 1897 1805 92 48 2736 486 334 282 1743 1258 485 1174 1139 251 888 82 866 169 88 853 766 713 469 122 91 347 244 103 602
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=16 12 22 3 10 15 19 21 9 8 19 6 6 20 6 21 17 20 21 20 7 17 4 10 23 3 23 23 3 5
split_gain=1.08588 2.1842 1.88462 1.73284 2.13686 2.34888 1.99009 1.74771 1.61829 1.964 1.51532 2.37266 3.8205 2.1485 1.96381 2.20141 1.95741 2.08037 3.00675 2.08565 2.06039 2.012 1.99319 1.91358 4.07932 3.78668 2.80731 1.79047 1.7179 1.61323
threshold=13.534968349350001 247.65401887280004 -0.016679999999999997 80.169821450000015 83.75622459600001 18.019770707250004 10.350835137000002 22.923548677750002 31.257715529350005 2.8477776226000002 11.950964240300001 13.665319288000001 13.825323026450002 39.117456157700005 11.085259005300001 20.581461612800002 243.29790314680005 47.309807198350008 11.772995266200001 41.243661560350013 19.627338137150002 197.26918533450001 438.85830169510001 71.053259929650025 0.098950000000000024 83.613736315050019 -0.089139999999999997 0.082855000000000026 75.529542716850017 18.513175162200003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 -6 -3 -10 13 16 -13 -2 15 -15 17 19 -19 21 -21 -12 -22 29 25 27 -27 -25 -23 -14
right_child=10 2 -4 -5 7 -7 -8 -9 9 -11 11 12 23 14 -16 -17 -18 18 -20 20 22 28 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.027583392511057476 -0.0179617205442704 -0.025321949028129676 -0.015407864504564522 -0.026854918357871082 -0.026008383359511219 -0.026609589986387329 0.013191546189499385 0.023766617606538535 0.015263385142941175 -0.013535468148637703 -0.022831402190720659 0.015838879628841444 0.0083503596072857164 -0.017641960916153672 0.016359258389314953 0.026031193980441073 0.013759468845410549 0.016440214993691735 -0.018172765379978358 0.019924056161959643 -0.022811726898645038 -0.026423314691320809 0.0048940712189064466 -0.0096033521329604889 -0.028544319312484363 0.011753865621056007 -0.027336985613813501 0.007862379862456588 0.0039397925703651788 0.00094749737577536552
leaf_weight=0.82610058924183416 1.6733626713976288 0.82535159692633797 2.6450941864168263 3.0689284105319521 3.708948114537634 1.460855236276984 5.4837203305214643 0.477591948583722 8.3300335512030852 1.7123214412713412 2.5984222767874625 10.598970890045164 19.474194115959108 2.3934724219143386 11.0219783722423 0.97397951781749714 3.0508811026811591 4.7079942591954014 2.212820419576019 0.87445368990301986 11.093165378784759 1.2428884616820131 1.8118232032284129 4.5999151999130943 3.8453628811985245 1.4362775646150163 4.73321422375738 15.001905201002954 11.093136946205048 189.15409377100877
leaf_count=78 68 103 122 135 480 60 65 3 114 103 80 66 113 78 65 6 35 52 99 7 232 62 21 30 68 15 170 79 122 1902
internal_value=0.000554009 -0.00401335 0.0031313 -0.0104384 -0.006225 0.00137431 0.00785317 -0.0203302 0.00764356 0.0103529 0.00098336 0.000574402 0.00145159 0.00830386 0.0113583 -0.00501023 -0.00506806 -0.00667998 0.00537327 -0.00958514 -0.0164567 -0.00324499 -0.0189219 0.000811528 -0.00501397 -0.00150299 -0.0182365 0.00376374 0.000880626 0.00163851
internal_weight=332.131 28.5389 13.5128 15.0261 11.9572 7.77068 6.30982 4.18654 10.8677 10.0424 303.592 287.53 248.844 16.0628 14.3894 3.36745 38.6856 35.6347 6.92081 28.7139 13.7794 14.9344 12.905 238.245 29.6167 25.7713 6.16949 19.6018 12.336 208.628
internal_count=4633 1263 442 821 686 203 143 483 320 217 3370 3153 2443 217 149 84 710 675 151 524 260 264 253 2377 362 294 185 109 184 2015
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=16 16 16 20 17 6 6 10 2 21 7 9 17 3 20 2 21 9 15 13 7 16 12 15 4 16 10 17 2 5
split_gain=6.00674 3.98548 4.7251 5.12864 4.67299 3.99432 3.62883 3.50392 5.02326 4.76407 6.44277 4.7464 3.86105 3.22204 3.18064 3.1493 3.96409 3.15833 3.07513 3.39059 3.58641 4.19814 3.03878 2.69658 5.17888 5.60088 3.14976 4.0362 4.69728 2.98
threshold=18.594956516900002 15.954962690350003 13.534968349350001 38.238138001450004 246.55589432395001 11.085259005300001 9.1452136764500018 71.053259929650025 199.01127796720002 11.534227923400001 22.557405306150006 191.61296531520003 236.15709471040003 82.605564516150011 42.498713093000006 178.46521675150004 7.0919822770000005 201.40496258350001 44.732387748900003 117.97223122220002 20.869210126600006 21.074950717600004 175.541285848 41.54912092575001 310.44950696480004 22.644947046300004 61.944763783650011 204.04920942250001 173.47633273965002 21.363989181350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 22 -4 7 6 14 8 9 10 -3 13 -13 -9 -5 16 -7 -18 19 23 21 -21 -1 24 -2 29 -25 28 -28 -26
right_child=18 4 3 5 -6 15 -8 11 -10 -11 -12 12 -14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 26 25 -27 27 -29 -30 -31
leaf_value=-0.0024603008327685506 0.00078168911966460593 -0.0034853282737227096 -0.001871272778005939 -0.0036683942274923107 0.0030884007742189397 0.0013311616391057442 -0.0042979873666363572 0.0017930744513252239 -0.0036745874937568813 0.0033377651639025451 0.0018603622587296193 -0.0033845776125240746 0.0010081027728578262 -0.0025685992979554702 0.0010003649308948227 0.0026142808247282233 0.00050414631363407012 -0.004869574499190274 -0.00041199969323855144 -0.0034370455281615086 -0.0025633790839272095 0.0024506054070822488 -0.00031867820706581098 0.0028518907826347866 -0.0033869270654224518 0.0027913739323973787 0.0014144795781536642 0.0031752498397950649 -0.0023234073462638444 -0.00054921310510961329
leaf_weight=8.9915445530787093 170.91875945217907 4.4984651999548095 7.6815872457809737 1.8748835641890753 2.7247305065393439 23.546686245594177 2.3322313949465743 4.7826121002435711 3.4988446501083663 4.7637015162035814 5.0993242431432009 17.666825210675601 2.4106743447482577 2.8745245537720621 8.8414862239733321 15.500824401155112 2.5367512740194789 2.1354698017239571 32.496701068244874 1.7768620401620845 6.9249701462686062 4.6270894482731819 32.088889654958621 13.061382353305815 7.0590257197618511 3.4054697751998892 8.9083467498421687 5.541437041014432 5.9406779892742625 8.8304999731481058
leaf_count=449 915 309 174 41 16 127 28 48 114 28 32 332 19 113 127 78 22 21 309 78 75 23 814 43 77 23 37 33 39 89
internal_value=0.00023421 -0.000279086 7.55113e-05 0.00062555 -0.00105353 0.000963407 -0.000617461 -0.00130105 -0.000176297 0.00067598 -0.000645152 -0.00202535 -0.00285716 0.000155682 0.000183542 0.00143523 0.000787575 -0.00195195 0.000527246 0.000656036 -0.000939259 0.000816998 -0.000787429 0.000751104 0.000601182 -0.000997787 0.00160359 0.000803979 -8.09441e-05 -0.00180989
internal_weight=423.341 153.85 105.53 64.4499 48.3197 56.7683 13.0486 45.595 17.8603 14.3615 9.59779 27.7346 20.0775 7.65714 10.7164 43.7197 28.2189 4.67222 269.491 236.995 13.3289 6.40395 41.0804 223.666 190.214 19.295 33.4518 20.3905 14.849 15.8895
internal_count=4633 2892 1881 618 1011 444 196 995 483 369 341 512 351 161 168 248 170 43 1741 1432 176 101 1263 1256 1104 189 152 109 76 166
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=17 9 6 21 21 5 20 20 22 3 17 7 10 23 21 5 0 12 21 17 6 5 7 21 20 9 21 18 6 15
split_gain=0.993704 1.11405 1.71216 2.00619 1.79265 1.37193 1.34371 1.57382 1.58053 1.40687 1.97152 1.52076 1.18565 1.51428 1.23624 1.94939 6.05884 2.5718 3.20766 3.03297 3.69091 1.77761 5.76592 2.24015 1.62557 4.21755 3.69408 2.53725 1.6258 1.32141
threshold=158.19986339130003 38.283670303850009 2.7350639043000005 2.7200266080500004 18.870920756500002 4.1742484779000009 47.927946529500012 48.96897326980001 -0.23353499999999996 103.28787291370001 160.51990292375004 19.052023743050004 88.512107028750009 -0.27651499999999996 9.027058870800003 21.191508333600002 86.692020874450009 201.10642606785004 10.899813468900001 200.30016490490002 14.845346859150002 23.803605515150004 23.209106085000005 14.731151610350002 42.154118731400011 194.57718764590001 16.464809133250004 13.304953393500002 16.395383075500003 46.723315192750007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 9 -8 -9 11 -11 -3 14 -14 29 16 -16 19 -19 20 -18 24 -23 -24 27 26 -26 -17 -27 -13
right_child=1 6 3 -5 -6 -7 7 8 -10 10 -12 12 13 -15 15 21 17 18 -20 -21 -22 22 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.01868788241531227 -0.026316024939776715 0.02492068321055995 0.0035553499782431867 -0.027888271913043765 0.019708778582881892 0.028744790022772703 0.017352097494687645 -0.017429354821274692 0.010724608968228293 0.014067680216798136 -0.023200231330091355 0.0022022487968604058 0.030186813433261839 -0.026632143203031602 -0.047475847769197312 0.014547235418755773 -0.018548354172072543 -0.023107639255762712 0.0084087138478643603 -0.032122208734953604 0.0075122416323785291 -0.034524942801581512 -0.008507785072295472 0.020413092340522718 -0.035626378565579701 0.023780378591430687 0.0047767656003609047 -0.0048933612995633487 -0.0014933760552853221 -0.010044862868691922
leaf_weight=1.763602852472103 1.4009827356785516 1.726405607536434 2.0854294719174504 3.7818760660011321 2.3455153182148933 0.38139060605317343 6.9667260488495213 2.2836526362225413 3.1333484626375139 1.2843429660424579 3.5108567276038229 209.35096328239888 0.36938080191612277 1.9567476672818873 2.2193947238847604 15.289331912994387 7.0370889264158922 2.5193571364507106 14.18129026237875 3.4374339599162331 7.3712968360632658 3.4986626356840116 3.5744513515383005 3.5228509977459908 3.4685043143108469 3.4302704036235809 2.6402242686599493 6.2716232780367127 3.3160818424075842 6.0035322681069365
leaf_count=250 232 16 100 238 22 2 59 49 36 38 330 2097 1 276 18 64 143 43 137 72 44 68 33 11 43 20 22 36 23 110
internal_value=0.000580408 0.000683897 -0.0077771 -0.0167122 0.00492308 -0.0145342 0.000949534 0.00926124 -0.0011443 0.00061314 -0.0132184 0.000833354 0.000694488 -0.0176095 0.000837783 -0.00185632 -0.00625328 -0.00360498 0.00365435 -0.0103985 -0.00521581 0.00173512 -0.00748299 0.00584752 0.00457318 -0.00267113 -0.0181639 0.00889238 0.0113574 0.00186083
internal_weight=330.123 328.359 9.99519 5.86731 4.12789 1.78237 318.364 12.3837 5.417 305.98 4.7952 301.185 299.458 2.32613 297.132 81.7779 36.7659 34.5465 16.7006 17.8458 14.4084 45.012 10.596 7.0973 34.416 12.8551 6.10873 21.561 6.74635 215.354
internal_count=4633 4383 594 338 256 234 3789 144 85 3645 368 3277 3261 277 2984 777 457 439 180 259 187 320 112 44 208 108 65 100 43 2207
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=16 0 10 20 23 23 3 16 23 18 15 20 0 13 23 23 6 17 17 2 7 10 13 20 12 21 13 3 22 9
split_gain=3.74438 3.79463 3.80258 3.63512 4.53392 5.03651 3.76555 5.75759 6.06679 5.08666 3.50561 3.86554 3.45405 3.94916 3.56322 3.84213 3.17698 3.16003 3.12262 3.1153 3.05774 6.64895 6.42121 5.58032 4.24155 3.72233 5.66702 5.18935 3.67872 3.25663
threshold=20.394952307700002 86.538778761000017 66.859265246100009 41.965446242000006 0.10487000000000003 0.070640000000000022 94.227769014100019 22.604947139800004 0.087795000000000026 13.344136431100003 31.445204138150004 35.119813570500007 90.321439350550008 113.98793627290001 0.08079500000000002 0.085855000000000029 17.435407375500002 191.56943241645004 200.17087924040001 325.13486840910008 19.052023743050004 68.20618276945001 109.34496908160001 47.079243513300007 216.20511703005005 6.9984086918000008 95.937628385050019 84.812788641250009 -0.24150999999999997 31.257715529350005
decision_type=2 2 2 2 2 2 2 2 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 12 -2 5 -5 7 9 -9 -7 16 -12 13 -3 -15 18 19 -17 -16 20 -1 23 24 -22 25 26 -23 -28 -26 -30
right_child=1 2 -4 4 -6 6 -8 8 -10 -11 11 -13 -14 14 15 17 -18 -19 -20 -21 21 22 -24 -25 28 -27 27 -29 29 -31
leaf_value=0.0025791387975280414 0.00070309759912418697 -0.0021672665163019029 -0.0029928556201970734 -0.0051819461486658017 -0.0042771181436696542 0.0034165236008095591 0.0030297271026916085 0.00019282517409600946 -0.005585285974947291 -0.001659429970261618 0.002894777866848755 -0.0021955026131518958 0.0031528828504234544 0.0029685687333595241 -0.0049808651192102 0.003558133860085212 -0.004370618986703754 0.00069392324144705369 0.00048946938384715314 -0.0020707124623706671 -0.0042595082572865128 -0.0043139724074822477 0.0027442879434219024 0.0011072586366627979 -0.002628504405732957 -0.0019091740531819289 0.00074438847022642043 -0.0049759205836542838 -0.0023864340604456431 0.0020011516479568688
leaf_weight=8.9765717484988254 67.190069762989879 5.9337811693549147 3.4118778370320788 3.2331530358642331 5.5882130730897179 8.0389604754745978 6.2923822142183772 6.4393260758370143 5.8075858894735575 5.6487214388325802 2.8328645247966078 21.792143533471972 15.803714297711847 16.565748699009418 3.2493419349193564 7.9988644719123831 2.6970359664410344 33.931763242930174 3.8091809302568436 10.304572533350436 9.9115121923387033 4.5670244429493314 17.158992387354374 4.8484266307204953 3.8332267315126947 22.05985468858853 50.65429342421703 2.8129881434142581 3.1254855947336173 31.425788904074579
leaf_count=81 387 35 30 60 61 33 37 44 73 45 14 341 74 126 20 34 184 177 25 285 367 422 68 38 110 427 449 66 177 343
internal_value=0.000237488 0.000634181 0.00125264 0.000115912 -0.000845223 -0.000304385 0.000184953 -0.00050526 -0.0025472 0.00132175 -0.000163116 -0.00160992 0.00141857 0.00103518 0.00132505 0.000769293 4.35694e-05 0.00124031 -0.00202876 0.000113733 0.000254971 0.000116252 0.00040058 -0.0024966 6.1146e-05 -0.000475801 6.90497e-05 0.000443435 0.00118155 0.00160425
internal_weight=395.943 198.943 90.7043 108.238 41.0483 35.4601 32.227 25.9346 12.2469 13.6877 197.001 24.625 87.2924 71.4887 65.5549 48.9892 172.376 41.9306 7.05852 169.679 159.374 150.398 135.638 14.7599 118.479 80.0942 58.0343 53.4673 38.3845 34.5513
internal_count=4633 1261 521 740 353 292 232 195 117 78 3372 355 491 417 382 256 3017 211 45 2833 2548 2467 2062 405 1994 1364 937 515 630 520
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=16 6 4 4 3 7 5 15 13 15 16 20 18 6 20 10 8 9 2 2 16 19 8 3 2 0 17 18 6 15
split_gain=4.97361 4.32045 3.12036 6.21983 5.34292 4.52657 4.58175 3.45043 3.26931 3.08522 2.92977 2.84744 5.00726 4.8232 2.89972 2.72486 2.38985 3.30019 4.18772 2.38705 3.63249 3.8758 3.72579 3.03978 2.90422 3.57006 2.69848 3.39993 3.82346 3.05361
threshold=18.594956516900002 15.635365317800002 309.25865594525004 312.24436677560004 87.130239549750016 23.131311951800004 31.373072367600006 46.723315192750007 117.97223122220002 32.548041893900006 22.664946999500003 41.559097512700014 14.741741751300003 16.245379570700006 42.876019054300009 90.937096262400004 10.441851282850001 187.55294863440002 122.71527679435002 168.84984911130002 12.604970524100002 13.051052998800001 7.6440346712000009 75.357481396450012 325.13486840910008 109.03310793845002 208.52928782745002 15.771515858900001 14.195331671650001 23.008892218750002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 8 -2 15 11 -7 13 -13 -15 19 17 18 -10 20 -1 23 -23 -22 -21 -26 27 28 29 -25
right_child=2 -3 3 4 5 10 -8 -9 16 -11 -12 12 -14 14 -16 -17 -18 -19 -20 24 21 22 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0028181707456781998 0.00081723808783186957 -0.0028076316252198638 -0.0038493998871233061 -0.0035349863321664917 -0.0047229833837903763 0.0016137848014381633 0.00080970994873400567 -0.0024457554582144759 0.0022735611330565661 -0.0035529575420116546 0.0028299729994324565 -0.0048056769297929302 0.0025247917051416111 -0.0024988663419178649 0.0016934349187536692 -0.0023131434902829598 0.0021325841009651549 -0.003147820129135513 -0.0039381581773519966 0.00074389593268960356 -0.0035580373634478578 0.00095818705714320975 -0.0037322831975782861 -0.00015797913134629575 -0.0026966322619411129 0.0017217582139982517 -0.0030359149108035071 0.0018232299218973753 0.0010973525211678094 -0.0031554108162061226
leaf_weight=6.2473759441636494 203.47683649323881 6.9681546990759662 4.766375381499528 3.9900634288787833 3.3896715082228175 12.70081924647093 3.1620750036090612 3.8525265902280799 3.8831124007701856 2.8382012071087948 7.1453583389520636 3.6320867240428907 4.2837190926074973 3.2130169328302145 4.1100167743861675 5.6801427234895518 2.4584180936217299 6.0462782643735409 1.7079937197268007 57.28911048732698 2.280700354371219 2.7190667870454472 5.7976542748510838 10.692418897524481 6.1661530211567861 2.9574103350751102 2.4497261131182304 14.956491507589815 15.339782859198747 5.6923787826672188
leaf_count=269 1074 371 96 42 52 62 47 57 48 106 40 31 24 35 19 554 10 55 49 690 86 42 166 97 136 28 35 78 136 98
internal_value=0.000221107 -0.000266391 0.000486675 -0.000255827 0.000119573 0.000469791 -0.00205273 0.000655657 0.000710574 -0.000140899 0.000940845 0.000457715 -0.000505812 -0.00169085 -0.000145958 -7.08601e-05 -0.00082916 -0.00145483 0.00037598 2.52004e-05 -0.000419187 -0.000169099 -0.00223479 0.0001731 0.000468002 -0.00126441 0.000346303 0.000523795 -8.88214e-05 -0.00119934
internal_weight=419.893 148.075 271.818 50.3932 45.6268 41.6368 6.55175 221.425 217.573 141.107 35.085 27.9397 15.2388 10.9551 7.32303 138.268 14.0958 11.6374 5.59111 132.588 66.1756 59.9282 8.51672 51.4115 66.4127 9.12356 49.1308 46.6811 31.7246 16.3848
internal_count=4633 2892 1741 448 352 310 99 1293 1236 2521 211 171 109 85 54 2415 162 152 97 1861 1007 738 208 530 854 164 444 409 331 195
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=16 10 17 4 5 20 5 21 2 7 21 20 14 10 5 0 6 20 10 22 0 23 22 18 19 16 2 18 22 22
split_gain=8.80245 4.7665 5.73716 4.98905 4.76579 4.73703 4.20768 4.7993 3.73037 4.64268 4.58016 4.44215 4.41479 3.59972 7.57693 5.59711 3.91163 5.63602 5.67046 4.44306 3.95085 3.68415 3.56937 5.01197 4.16905 3.77951 3.4352 3.4166 4.99157 3.95715
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 23.714185006400005 38.238138001450004 10.726864994700001 18.870920756500002 186.79363985910004 26.614251743050001 7.1419463046500011 42.876019054300009 366.02505068985005 66.859265246100009 20.769304081650002 91.886121982450007 16.455384477450004 38.804629908750009 62.025417527550012 -0.025719999999999996 85.990333302400003 0.08759500000000002 -0.095854999999999996 14.349689277800001 12.851036860900001 12.184971506200002 131.42729508740004 14.032563378150002 -0.074029999999999999 -0.092614999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -3 7 -7 10 -10 11 -8 -11 16 15 -15 20 -18 -19 -20 21 -2 23 25 -24 -5 -22 -17 29 -29
right_child=4 5 -4 22 -6 6 8 -9 9 12 -12 -13 -14 14 -16 27 17 18 19 -21 26 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020977601832248313 -0.0022663811200735783 -0.0013159597388251447 -0.0029930762886462487 -0.0029069461051719737 -0.0001886896908450619 -0.0013743936950427256 0.00073606460485904255 0.0013905217804873601 0.0019819378694348913 0.0014516118203797969 -0.001817715694697668 -0.0023801392869742723 -0.0018218119781247012 -0.0021749829594966464 -0.0033438676019279905 0.002341561304486144 0.0021165016096372719 0.0007218169372120621 -0.00049573367410971525 -0.0038384585698968605 0.0020421256639551644 0.00072092414521598199 -0.0029718659960580023 0.0025700412426447258 0.00038783378272901509 0.00041778886793415791 0.00098696918600066504 -0.00011929703074065368 0.0010106787374516365 -0.0033771275119642763
leaf_weight=10.459955796599386 3.8701505549252024 15.073741909582166 7.6810080613940945 2.8658637814223793 53.828705645631999 17.742216575657952 32.336142354179174 5.5654611811041823 20.056413989514116 5.8308569239452464 7.3134566452354184 3.4128117356449357 5.3145103342831135 5.2652374766767016 4.0020982921123496 6.8745438903570166 10.563644323498009 34.172283250838518 19.852672189474109 3.1027228869497767 33.019907787442207 9.9447921663522703 5.0061812000349182 6.1039865035563698 4.9639314515516162 11.84008644800633 56.362691380083561 10.110600085929031 26.654043629765514 3.3496312946081153
leaf_count=385 28 457 156 82 545 740 205 49 103 38 86 84 92 46 49 23 46 151 111 30 175 40 138 33 71 173 255 90 113 39
internal_value=0.000228476 -0.000254672 -0.000931739 -0.000547812 0.000506298 3.93719e-05 0.000248755 -0.000714181 0.000550971 0.00123495 5.53786e-05 0.000438573 -0.000109274 0.000670996 0.000101025 0.000364866 0.000858628 0.000373353 5.10229e-05 -0.000947547 0.00117694 -0.000115947 -2.10941e-05 0.00059122 -0.00129913 -0.000230128 0.00137677 0.000649464 0.000359482 -0.000930021
internal_weight=442.54 161.567 48.921 41.24 280.974 112.646 97.5719 23.3077 74.2642 31.2018 43.0624 35.749 11.1454 227.145 56.2562 52.2541 170.889 67.6913 57.1277 22.9554 103.198 13.8149 30.78 20.8099 9.97011 14.706 89.3826 46.9888 40.1143 13.4602
internal_count=4633 2892 1038 882 1741 1854 1397 789 608 233 375 289 130 1196 360 311 836 338 292 141 498 68 497 288 209 255 430 265 242 129
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=10 6 15 15 2 0 6 5 4 17 23 18 15 12 21 13 22 20 22 5 22 6 9 0 6 6 15 12 10 7
split_gain=1.15617 1.08437 2.30383 2.28396 2.33997 2.1648 3.99209 2.34683 2.12793 5.11713 2.27854 1.92628 1.79533 1.78936 3.01906 3.58691 2.39322 2.26675 2.57083 1.95174 1.87488 2.00136 1.84403 1.77115 2.31768 2.96977 2.12396 2.43046 3.16645 2.39839
threshold=54.884872733100003 14.825346391850003 22.853312863800003 28.579157549250002 100.00310400885002 93.308316333500017 15.155354102400002 18.280220412300004 278.29044475435006 205.28496454895003 0.089965000000000031 14.365787915650001 28.298162031900002 206.14208420540004 6.9984086918000008 95.937628385050019 -0.15617999999999999 49.247968080500009 -0.24150999999999997 16.810410538500005 -0.18437499999999998 13.305310876450003 229.11263139465004 86.538778761000017 16.375382608200002 16.285380505300001 32.99104187950001 133.59172866980003 62.095317438950012 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 3 -3 12 -5 6 11 -7 -6 -10 -11 -4 13 14 15 -2 20 18 -15 -18 21 -16 -20 24 25 -8 29 28 -28 -25
right_child=1 2 5 4 8 7 23 -9 9 10 -12 -13 -14 17 16 -17 19 -19 22 -21 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.030969668133114431 -0.031621625038107379 -0.020873630338977857 -0.039016799944812879 -0.031886379154502313 0.0028567899596822562 0.026308120403473467 0.00054527828103330053 0.0021973423121216585 -0.037327653534530172 0.010774611347278678 -0.026981628775406295 -0.0035975471950543897 0.024668786233207781 -0.014354378157560287 -0.027456582411845825 0.0029895186095091142 -0.036163035234450039 -0.020177405181096855 0.011395063042780694 -0.0051457586739461145 0.022319953634726417 0.019192103288292454 -0.025133272459841479 -0.028950196306637935 0.0014175958399092489 -0.03679664488176497 -0.0097309317508713269 0.0060251687429667038 0.031096730017399578 0.001980705126970469
leaf_weight=1.0506962484214444 2.9435277064912944 3.8635866872500619 3.1420431137084952 3.4936226559802916 13.677257427014412 7.2038980424404127 4.5240833493880919 7.6507451850920916 5.2716666539199633 5.863426576834172 1.9601106123300267 2.5617968961596489 2.8437884002923957 4.5310562883387311 2.7333527043228973 42.280385375954211 5.539859912125392 3.0236778428079552 32.445709080959205 2.8103787610307336 2.1163505837321273 1.2236924674361942 1.3219045733567316 2.8384066820144644 93.203950737603009 3.4501508884131908 2.2269670665264121 47.100447997450829 8.0816814154386503 12.237607631832359
leaf_count=137 397 166 31 117 115 35 50 60 152 54 33 19 13 157 84 516 221 182 555 31 24 8 61 17 893 42 11 283 82 87
internal_value=0.000781626 0.00088206 0.00230715 -0.00122333 -0.00855134 0.00276828 0.00184721 0.0138901 -0.00550628 -0.0142411 0.00131516 -0.0231088 0.000913099 0.000244027 -0.00311509 0.000736753 -0.0151922 0.0050928 0.00708789 -0.0257238 -0.00071236 -0.0130308 0.00996508 0.00266687 7.54949e-05 -0.0156112 0.00628402 0.00894338 0.0222768 -0.00384275
internal_weight=333.216 332.165 198.085 134.08 30.2661 194.222 179.367 14.8546 26.7725 13.0952 7.82354 5.70384 103.814 100.97 59.6475 45.2239 14.4236 41.3223 38.2987 8.35024 6.0734 3.95705 33.7676 173.663 101.178 7.97423 72.4851 57.4091 10.3086 15.076
internal_count=4633 4496 1776 2720 471 1610 1515 95 354 239 87 50 2249 2236 1281 913 368 955 773 252 116 92 616 1465 985 92 480 376 93 104
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=16 5 2 0 16 6 20 5 2 16 13 21 0 4 23 7 17 22 5 10 4 5 16 23 7 7 23 22 16 19
split_gain=6.14424 4.7572 3.66714 3.6454 3.49401 2.97036 5.68389 3.87256 4.42138 4.28597 4.04143 4.00831 3.10362 4.09725 3.79764 2.83553 2.78708 2.7197 8.21594 5.99516 5.09157 4.94664 3.90714 3.71609 3.67628 3.25382 4.77207 2.69398 2.64813 3.91294
threshold=20.394952307700002 23.714185006400005 325.13486840910008 109.03310793845002 20.034953149600003 16.455384477450004 39.427119987250002 22.825270530250005 191.54391932205002 22.674946976100003 117.58509325145 8.449163415300001 85.990333302400003 198.95919911430005 0.08759500000000002 27.902905420600003 162.04221493815001 -0.059424999999999999 19.688300142250004 68.20618276945001 191.03149642590003 11.188452238700002 12.644970430600003 0.10336500000000003 20.090200465600002 24.040556609400003 0.084365000000000009 -0.0025899999999999999 22.614947116400003 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=2 5 4 -4 16 12 -7 8 9 10 11 -8 14 -14 -2 -5 -1 20 19 -19 25 27 -23 -20 -22 26 -18 -21 29 -15
right_child=1 -3 3 15 -6 6 7 -9 -10 -11 -12 -13 13 28 -16 -17 17 18 23 21 24 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0023089469095566293 -0.0029401374037175609 -0.00033575442122832247 -0.0029813632227786257 0.0029182541248522018 -0.0032860020297464116 0.0022441419968465535 0.00014601496637075745 0.0014389864567548904 -0.0036838773555817935 -0.0029450940490975503 0.0016938880918786043 -0.0034550583907876761 0.0026342618665494847 0.001087641132317284 0.00089833411482901108 -0.003521411933856476 -0.0033499044107668397 -0.0038841452277176645 -0.0036836931100112692 0.0021800906342672732 0.0018059217742765639 -0.0022143727913600947 0.0017256716030121467 0.0018540776931726868 -0.0001405856437277637 -0.0028142658535073449 0.0012310241674655836 -0.0024080518056108567 0.0018923844134954616 -0.0013893447355564934
leaf_weight=5.3759371601045123 3.8990487381815901 42.046408052556217 8.9878802015446109 2.443133977707475 3.5082646142691365 13.75911685451865 13.266736954450613 12.884539775550364 4.5472205244004718 5.369873270392417 12.260942928493021 4.4614232480525962 24.242033869028091 29.217728711664677 9.7353425323963148 1.0585570563562212 3.7221707138232905 2.6356071755290023 6.3939953553490323 1.817092065233737 12.122307578567414 2.8683562935329965 52.043750282377005 1.6457460112869737 77.37077724840492 11.811420777346937 7.2222870485857129 5.7766842903802162 24.231182277202606 9.0137943997979146
leaf_count=346 27 401 217 16 41 63 58 56 52 38 42 30 146 136 40 93 156 29 160 29 118 55 271 11 1248 277 41 264 110 62
internal_value=0.000254749 0.000652247 -0.000146846 -0.00187309 -3.58921e-05 0.000901167 0.000362784 -0.000127564 -0.000633357 -0.000241055 0.000243133 -0.000760222 0.00125825 0.00148746 -0.00019936 0.000971551 2.38661e-05 9.14984e-05 0.000584445 0.00097131 -0.000229881 0.00117604 0.00151986 -0.0025501 0.000123079 -0.00161798 -0.000326933 -0.00131017 0.00104238 0.000503646
internal_weight=415.739 208.935 206.804 12.4896 194.314 166.889 66.5499 52.7907 39.9062 35.359 29.9891 17.7282 100.339 86.7047 13.6344 3.50169 190.806 185.43 73.1812 65.1415 112.249 62.5059 54.9121 8.03974 89.4931 22.7559 10.9445 7.59378 62.4627 38.2315
internal_count=4633 1261 3372 326 3046 860 339 276 220 168 130 88 521 454 67 109 3005 2659 819 648 1840 619 326 171 1366 474 197 293 308 198
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=13 20 19 21 21 17 20 16 5 8 2 4 21 13 7 7 0 7 14 7 21 5 5 13 6 5 20 16 3 0
split_gain=1.14467 1.02837 1.29675 1.05432 3.71574 1.90521 1.8129 3.71026 1.95811 1.66863 1.48965 2.88332 1.45613 2.02573 1.76297 2.83788 2.56569 2.03784 2.0276 1.70684 2.87487 2.62964 3.87942 2.21428 3.85452 1.70391 1.68939 2.37168 1.72702 2.50983
threshold=73.265860971000009 31.914316944300001 14.151141757350002 1.2219980417000003 1.7791739561500002 168.62011096010002 40.858951393400005 15.404963976500001 13.713273242250002 8.2435668022500028 52.497771754550008 147.36370056065002 3.1734339793000008 117.97223122220002 22.721067571950005 22.626138143200006 85.732241321850012 23.736034462250004 158.42666843175002 25.532975585450004 2.5883591406000002 21.438877744300004 21.990725385850002 117.49368567500001 16.485385178400005 25.546339592900001 39.656620114300004 22.674946976100003 93.733092718100025 85.882794977150013
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -6 7 8 -3 -5 -7 -12 19 14 15 26 17 -16 -18 21 -21 -13 -23 -24 -25 -20 -14 28 29 -28
right_child=1 3 -4 4 5 10 -8 -9 -10 -11 11 12 13 -15 16 -17 18 -19 25 20 -22 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.025552284344765346 -0.02805291741283171 -0.002702351178921984 0.0076975160513119978 -0.02957780515683844 -0.010015773445054943 0.015841130972023502 0.010612613378592786 0.0041299086022338399 -0.029129406508831245 -0.0070122783919540901 -0.03273042389778423 0.014072170068506784 0.015604375283744202 -0.019091560852940247 -0.029376001887660125 0.017760922200896367 -0.040153972434786842 0.011007335561736015 -0.00031480707859700023 -0.029526178037754661 0.010722489350916216 -0.02813778100106501 0.021034719419134221 -0.024748343551706256 0.011086515617651577 0.017260909006855514 -0.038467414345156228 -0.016213145107283923 0.0081973340324112617 -0.00056467656135218485
leaf_weight=0.97994210530305181 1.5921314419247203 3.3755032041808581 0.95421697758138169 3.2270446885377151 9.4618067328119633 3.9512589760124674 16.334756555734202 36.961289062397555 3.2230076650157571 4.7833723067305982 1.496026724576949 16.775173410773281 4.6739076711237422 3.1282136393710962 3.0705863945186129 8.1330862811300886 0.74088319018483062 0.96599162183701981 153.11303880997002 2.0370532104279837 2.1398376771248877 2.4144527185708275 3.7269654544070345 2.7497914172708988 4.9292633384466171 3.3138570860028258 1.1234510391950632 4.5572078153491011 15.209034920902921 12.009893690235911
leaf_count=208 191 132 10 63 507 20 199 392 120 55 16 152 39 41 68 65 11 13 1704 76 40 20 27 41 25 22 10 35 163 168
internal_value=0.000617698 0.00069537 -0.0146558 0.000814681 0.000164028 0.00066574 0.00372313 0.0011396 -0.0156105 -0.0161029 0.00106959 0.000832623 0.00103772 0.000276768 0.000569591 0.00477335 -0.000622309 -0.0197119 -0.000132026 0.00563419 -0.00890663 0.00761929 -0.000213169 0.00569798 -0.00174558 5.75292e-05 0.00196208 2.39792e-05 0.00263477 -0.00380695
internal_weight=331.152 330.172 2.54635 327.626 267.731 259.721 59.8946 43.5598 6.59851 8.01042 250.259 246.308 244.812 210.039 206.911 45.7066 161.204 4.03658 157.168 34.7725 4.17689 30.5956 13.8205 11.406 7.67905 156.427 37.5735 32.8996 28.3424 13.1333
internal_count=4633 4425 201 4224 3381 3263 843 644 252 118 2756 2736 2720 2339 2298 480 1818 81 1737 381 116 265 113 93 66 1726 415 376 341 178
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=13 8 22 8 3 8 21 22 22 20 20 18 13 10 6 13 0 21 20 21 17 17 15 7 19 2 15 6 2 6
split_gain=1.0263 0.976858 4.3534 2.77725 2.43894 1.94028 1.519 1.60785 1.36112 3.5642 4.65559 3.45516 2.64664 4.9642 3.24536 2.72458 3.03169 5.32452 2.56631 2.53737 2.39287 2.80915 2.88637 2.79975 2.68267 2.34582 2.35362 2.59917 3.84256 2.34376
threshold=73.265860971000009 8.8430989333000021 -0.088039999999999993 9.3427090425500019 92.238309997550019 8.7431769115000026 4.4218562789000009 -0.0098449999999999979 -0.064729999999999996 39.896141435400004 35.476804824450006 17.370891598500005 117.69263157665002 61.982402197500001 16.465384711100004 117.56358558635002 86.345209775600011 17.629804977050004 31.914316944300001 1.1709819147500002 204.55825889135002 188.13858192940003 42.80317728375001 24.872345000050004 14.351157895250003 103.92649527695001 26.135540888150004 15.635365317800002 121.36426933400001 13.665319288000001
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -4 9 10 18 -12 13 14 -10 16 17 -15 -2 -11 21 22 23 24 -21 -23 29 28 -28 -27
right_child=1 2 6 -5 -6 -7 -8 -9 12 19 11 -13 -14 15 -16 -17 -18 -19 -20 20 -22 25 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.023528403906450515 -0.020235908889042028 0.0077581552031523917 0.0047378687831234082 0.014935847919157733 -0.025391315514404066 0.0099430706753507597 -0.029554958000378464 -0.01880100144624676 0.0019696665624346914 0.010750066774563258 -0.013604814049364707 0.012161824519761185 0.016125989820961792 -0.026222887559361804 -0.027628651769620129 0.014070607286441713 0.0028007082784378577 0.025047183434683023 0.010831363035209061 0.0023217023551546372 -0.0077552744374923318 0.010301382847612827 -0.029183837301499139 -0.019087394875302203 -0.017995047759478296 0.001885517759954867 0.013963154654716696 0.0011605933188516564 -0.02477335603993407 0.020838129951421657
leaf_weight=0.89049528271425415 1.5705301358830173 2.3230677377432603 2.3971274178475142 6.2999553759582341 2.1501345131546259 11.477710882201789 2.7928803036920726 3.7341921916231495 3.125127339269965 12.304279473260975 26.831384532386441 2.9013896650867528 6.7206133985891929 4.3312144419178358 4.6175631526857615 9.9959740173071605 83.107361460570246 1.3326511606574056 9.0240293124224973 29.94456605007872 16.987601754954085 20.662278877571225 2.085470180027186 4.3157876787008709 3.6705923909321418 8.3907383547630143 1.7617024313658465 31.409824091475457 4.7952037416398525 5.3924440713599315
leaf_count=208 147 18 20 49 24 72 57 36 19 190 437 74 36 77 160 47 1022 4 121 479 325 225 37 166 29 208 16 202 105 23
internal_value=0.000518531 0.000584126 -0.00425791 0.00533949 -0.0081758 0.000895042 -0.0158437 -0.00959814 0.000543337 -0.000657686 -0.00654118 -0.0110904 0.0024743 0.0016129 -0.0156821 0.00296871 0.00171859 -0.0141596 0.00622597 0.00101649 9.10725e-05 0.00127663 -0.0034928 -0.00208029 0.000103224 0.00391231 0.00136134 -0.00152081 -0.0143657 0.00930042
internal_weight=327.344 326.453 19.6974 10.7732 4.4732 306.756 8.9242 6.13132 295.278 182.048 40.3273 29.7328 113.231 106.51 7.74269 98.7672 88.7712 5.66387 10.5946 141.72 129.416 112.429 40.0164 37.9309 33.6152 72.4122 51.7499 37.9667 6.55691 13.7832
internal_count=4633 4425 204 91 42 4221 113 56 4149 2784 779 511 1365 1329 179 1150 1103 81 268 2005 1815 1490 711 674 508 779 554 323 121 231
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=16 16 12 19 6 6 3 22 23 23 21 21 0 20 22 22 16 23 4 23 22 20 13 21 22 9 2 7 23 5
split_gain=0.938976 1.81237 1.68098 1.42903 2.03561 3.20712 1.7723 3.16118 2.93675 2.66025 2.00598 3.29606 1.84733 1.86128 2.23927 7.90736 5.8472 4.22619 3.61234 2.80866 2.9835 2.81092 2.72448 3.12693 2.45315 2.22882 2.15705 2.96369 3.06562 2.92263
threshold=13.534968349350001 12.919969787500003 275.08099959820004 11.950964240300001 13.665319288000001 13.825323026450002 85.589753040950015 -0.054875 0.083555000000000032 0.094595000000000026 6.6209860876500004 11.534227923400001 93.843319501450011 38.474425342400004 -0.053874999999999999 -0.043559999999999995 20.504952050500005 0.084365000000000009 193.23397520390003 0.096715000000000009 -0.013285 41.362929270750008 117.76521994615001 4.3143180605000007 -0.064729999999999996 215.63980588275004 121.84632764400003 22.398098708400003 0.10787500000000003 21.869642762900003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 7 8 -7 10 -10 -12 13 -8 22 -16 -17 -18 -19 21 -21 -20 24 -24 25 26 27 28 -15 -28
right_child=3 -3 -4 4 5 6 12 -9 9 -11 11 -13 -14 14 15 16 17 18 19 20 -22 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0090730380798933613 0.0098013664977549438 -0.032794375613195322 0.0062466764649561825 -0.0057306452757601347 0.0177825626252088 -0.036562563479380174 0.0080326976851365639 0.0052172618756370533 0.0085340999852818039 -0.023663071073894804 -0.035832275874589772 0.013120698292331878 0.019461685746106575 -0.016685421927657797 -0.052643155900034627 -0.028938553399223983 0.02182768247772271 -0.034850446686431377 0.0014946886831101716 -0.0070827412685406602 0.017212411731559484 -0.031331628023815096 0.00048456148623521225 -0.041025900758070166 0.017641731787127066 0.022623861662899321 -0.01451609721354785 0.011128041284174819 0.027950666764512348 0.0013210040792385551
leaf_weight=14.393172768817754 15.235544491559265 1.8150540218921367 10.613715455518102 37.349763672391418 10.005713570863007 3.4701662687584784 31.607675651321188 15.696871900465338 8.4008289580233413 5.8994464203715316 2.7729599671438327 2.0333101581782103 5.047964450903236 7.0369190098717791 2.80914471624419 5.9533559742849311 7.4966065101325503 2.7111137174069908 5.1386897824704665 7.3072380144149092 10.514313740655778 3.9237054772675037 3.9209908302873364 2.55717808380723 9.6568340631201846 4.3531779665499917 13.056758776307104 28.854602761566639 1.6131945848464964 41.616174462484196
leaf_count=799 217 94 370 710 66 108 319 115 91 92 61 23 29 178 23 187 60 32 28 45 53 48 39 49 51 30 96 213 5 402
internal_value=0.000616281 -0.00461611 -0.00257087 0.00109035 0.000617716 0.00159165 0.000897705 -0.00484857 -0.011847 -0.00735813 -7.49221e-05 -0.0151225 0.00202454 0.00156158 0.000271283 -0.0051696 -0.00207145 0.00224083 -0.00272064 0.000519495 0.00725085 -0.012718 0.00248568 -0.0159012 0.00360741 0.00220343 0.00123905 0.00663306 -0.00836106 -0.00246115
internal_weight=322.862 26.8219 25.0069 296.04 280.805 243.455 233.449 38.2736 22.5767 19.1065 13.2071 4.80627 195.176 190.128 158.52 45.8542 43.045 37.0917 29.5951 26.8839 17.8216 9.0624 112.666 6.47817 106.188 96.5308 92.1776 37.5047 8.65011 54.6729
internal_count=4633 1263 1169 3370 3153 2443 2377 490 375 267 175 84 1887 1858 1539 476 453 266 206 174 98 76 1063 88 975 924 894 396 183 498
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 2 18 12 0 10 17 0 9 17 18 5 23 22 6 5 10 17 6 22 23 13 22 10 2 20
split_gain=0.893451 2.7033 2.53749 2.39057 3.32422 2.83655 1.87739 3.54993 1.855 1.78701 2.59214 1.45424 2.56182 2.72971 2.51163 1.62977 2.55819 1.52145 1.41409 2.27637 1.46092 1.50475 1.29193 1.22588 2.85698 2.6647 2.19192 2.89993 2.49339 3.04767
threshold=95.937628385050019 16.241109211600005 216.20511703005005 78.290589216800015 24.545313225450005 206.22726210890002 17.108018746400003 289.5226792078501 119.82189041595002 84.92839234085001 177.73379099395004 98.51854819030001 187.55294863440002 199.59317753375004 15.589604336850003 13.252098438300001 0.099855000000000027 0.063030000000000017 6.9201616884500003 16.316541761950003 76.279622535200005 200.85989963400002 11.895277931250002 -0.237895 0.085345000000000018 108.34217419895002 -0.11534 62.186725015400008 312.25197865035005 41.243661560350013
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -8 -7 10 -3 18 -13 14 22 -16 17 -17 -2 20 21 -20 -14 24 -21 -26 27 28 29 -25
right_child=6 9 3 4 5 8 7 -9 -10 -11 -12 12 13 -15 15 16 -18 -19 19 23 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.024612900724128136 -0.016517801541518634 0.021910802443633866 -0.027000348365810223 0.020095020343038044 0.020820312449370403 -0.025026001429521418 0.017472691845105741 -0.017185802796730609 0.0071422790288596062 0.017777730464294546 -0.029435943505772656 0.0094741116697164233 -0.0043917887602334905 -0.023694386353295471 0.022193750136708091 -0.02753349981049151 0.015940515551139425 -0.00049842394598517757 0.010717088655148905 -0.01611279565304256 0.022991065993319168 -0.012000083585663623 -0.027332611510436925 -0.01250269690265699 -0.020597805214828627 0.007529263366939409 3.8338072284835491e-05 0.012346125410190581 -0.027303375058358371 0.0085909337514788169
leaf_weight=4.306803137122194 2.5287361384835085 0.92631222959607784 2.0026421532966188 3.3750311875483003 1.4195464236545374 3.8198988394578919 8.284374086186288 2.0319970920681945 1.33595619170228 4.2364783157827333 1.3114033495075998 5.3858647795859751 2.5686070206575122 5.0643504401668897 2.0290126446634513 2.0320800263434649 2.8690751530230045 2.6459455406293273 7.2641840586438757 7.7454144679941264 3.7842485755681983 2.0683450326323509 2.8698105458170176 5.3971866175998064 2.2970974240452042 9.768081496935336 183.98390574741643 20.283411189448088 1.723607713356613 12.637667890405281
leaf_count=566 133 9 61 31 17 281 61 37 153 60 35 73 45 113 14 104 19 18 68 270 16 24 67 201 37 81 1690 209 56 84
internal_value=0.000453123 -0.00403555 -0.00914849 -0.00357651 0.00113781 -0.00859257 0.000798733 0.0106461 -0.0166907 0.00880555 -0.00818073 0.000442214 -0.00491635 -0.00877639 -0.00374459 0.00349796 -0.00152834 -0.0122421 0.000968087 0.00114017 0.010676 0.00568234 -0.0164975 0.000627207 -0.00497557 0.00217413 0.00112266 0.00610489 -0.000302166 0.00227836
internal_weight=317.997 22.7341 16.2599 11.9531 9.95043 6.5754 295.263 10.3164 5.15586 6.47419 2.23772 284.947 25.4647 20.0789 15.0145 9.57611 7.5471 4.67803 259.482 256.953 13.1168 9.33253 5.43842 243.836 19.8106 12.0652 224.026 40.0419 19.7585 18.0349
internal_count=4633 1213 1109 543 482 451 3420 98 434 104 44 3322 453 380 267 155 141 122 2869 2736 108 92 112 2628 388 118 2240 550 341 285
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=16 2 8 15 20 16 21 15 16 20 15 20 4 5 6 7 10 13 21 20 12 0 13 21 22 9 21 9 20 7
split_gain=3.78004 3.76965 3.57279 3.22177 3.45716 4.77968 3.31863 5.17883 4.60421 3.76992 3.15666 3.29537 3.35434 4.70568 2.9968 3.2201 6.37291 5.74342 4.04394 3.62378 3.61304 4.05704 3.8781 5.06724 3.61578 3.62092 3.5042 3.25823 3.12476 2.98767
threshold=20.394952307700002 325.13486840910008 2.8477776226000002 46.055224235250002 42.123054668150012 22.494947397000004 6.0799633573000014 38.86986296220001 22.634947069650003 42.686561923500008 31.445204138150004 35.119813570500007 215.88508760445004 19.973460566700002 17.435407375500002 19.164717746300003 68.20618276945001 109.34496908160001 16.464809133250004 48.109449608500007 216.20511703005005 94.625660817400004 95.937628385050019 20.581461612800002 -0.24150999999999997 31.257715529350005 5.9607024329000007 204.20786774030003 40.408647214050006 22.598495330900004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 7 29 -9 -8 14 -12 -13 -14 15 -1 18 20 19 -17 21 -18 23 -23 -22 -26 -24 28 -28 -7
right_child=3 2 -4 -5 5 6 9 8 -10 -11 11 12 13 -15 -16 16 17 -19 -20 -21 24 22 26 -25 25 -27 27 -29 -30 -31
leaf_value=0.0024119673567649436 0.0011554861112227533 -0.00021038466258568579 -0.004455270777801508 -0.00090442570602490059 0.0022771086842026437 -0.0019980077217113912 -0.0022703205901769201 -0.0035238887496083261 0.0018186041421763058 0.0010502469553737874 0.0026107427288385191 -0.0043539382448790423 0.00083502948314722355 -0.0038665527027412429 -0.0041985760108681387 -0.0044019937870541596 -0.0037439050480208716 0.0025189561906059387 0.0038341047541521024 0.00068204694066884702 -0.0024858995004626268 -0.0041477205474581298 0.00068255041734076218 0.0031114898468424415 -0.0024621142986370674 0.0018025508861896095 -0.0048038835340865112 -0.0035084847807583123 0.00079655393002978081 -0.0071797098159255791
leaf_weight=9.7676576923113299 118.69739510864019 6.2541058924980444 5.8991065989248455 19.416987256146967 11.175381910055874 3.4132548328489092 6.912622136995199 3.9742632210254651 6.5239643976092339 21.565949810668826 2.7839102270081666 6.1003846991807249 8.9358722530305368 5.1305973688140503 2.3688178404700002 9.1966919582337123 5.2772479802370063 16.385144215077162 1.3902552248910058 2.8000123938545576 4.0703293131664386 7.0140923471190018 48.197010454721749 1.8633479252457616 3.3617540635168544 32.674049134599045 1.8069370454177285 6.6719146370887747 9.7863973127678019 3.4012596979737282
leaf_count=90 623 157 169 239 120 30 50 31 28 106 14 125 62 120 177 366 124 68 8 22 110 555 434 12 177 343 41 108 90 34
internal_value=0.000221591 -0.00015966 -0.00227083 0.00060803 0.000775209 -1.71478e-05 -0.000577062 -0.00192807 -0.000203878 0.000244243 -2.14061e-05 -0.00137985 -0.00193073 -0.000879823 0.000170299 0.000234875 9.35739e-05 0.000345173 -0.00248329 -0.00321539 5.01364e-05 -0.000427312 -0.000194997 -0.00262403 0.00100985 0.0014047 0.000129452 -0.00133002 -7.63302e-05 -0.0045843
internal_weight=392.817 197.736 12.1532 195.081 175.664 56.9667 45.7913 17.3127 10.4982 28.4786 185.582 22.9508 20.1669 14.0665 162.632 160.263 150.495 137.108 13.387 11.9967 120.723 80.6169 75.3397 8.87744 40.1061 36.0358 66.4623 18.2652 11.5933 6.81451
internal_count=4633 3372 326 1261 1022 399 279 123 59 156 3046 321 307 182 2725 2548 2458 2062 396 388 1994 1364 1240 567 630 520 673 239 131 64
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=13 8 22 8 22 8 8 22 16 23 15 19 20 20 8 16 7 6 21 5 13 20 22 13 2 5 22 2 6 21
split_gain=0.976829 0.8955 3.45727 2.43079 2.10516 1.62085 1.49298 1.36575 1.26583 1.84511 1.61369 1.22658 1.20382 2.86166 2.81053 2.92145 2.84829 2.38453 4.0345 3.36018 3.38707 3.33237 3.25566 3.65172 2.57404 2.48216 2.23264 3.78865 2.74756 4.96704
threshold=73.265860971000009 8.8430989333000021 -0.088039999999999993 9.3427090425500019 -0.11963999999999998 8.7431769115000026 9.6424751081000029 -0.14907499999999999 22.724946859200003 0.10307000000000002 51.19990836680001 14.451165964200003 40.300545846000013 40.621691032550004 5.1459841250500009 22.674946976100003 22.398098708400003 16.485385178400005 15.191342547400001 22.458857822500004 117.61735474900001 41.037275035300006 -0.059424999999999999 117.73026999045001 153.89888490650003 23.803605515150004 -0.060989999999999996 71.708303056200009 15.785368822600002 6.0799633573000014
decision_type=2 2 2 2 2 2 2 2 2 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 8 11 -5 10 -10 12 -4 14 -14 -2 16 -16 -15 19 20 24 -21 25 -24 -19 -23 27 -18 29 -29
right_child=1 2 6 7 -6 -7 -8 -9 9 -11 -12 -13 13 17 15 -17 26 18 -20 21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.025795557160367421 -0.019486522154949778 -0.027042570209288755 -0.010490304099474029 0.0008278712529422599 0.0072886272660971823 0.010064755031597501 -0.00038290124927107454 0.02475349457718902 0.018896555726842221 -0.0037906654475199858 -0.026849091837902194 -0.032913955036697792 0.011826545654182489 0.0020732494014753335 0.025149635230737516 -0.026021581870024211 -0.033868075609665316 0.0018448982133830324 -0.030500020251359703 -0.034785270466614109 -0.035090743766383881 0.022736859700441654 -0.025167791821379265 0.026486952900978567 -0.024146202586431655 0.0024628332895183279 0.0032101185562151335 -0.00083929642620877141 0.0099800491921906952 -0.025702426786806763
leaf_weight=0.85089412890374561 5.2398389774025409 2.0635074349120259 2.6422046087682229 2.4177865860983729 2.2508332692086714 11.130571782588957 2.5062528010457754 3.5487576629966497 5.2782345563173276 3.6581444516777992 1.3209204613231111 3.3150343205779791 14.751055165659634 137.01897395891137 2.6113075315952292 2.7026561647653571 2.5931602376513174 8.1976556256413442 3.3763458505272856 1.2479041812475795 2.9160500466823569 6.9991149827837962 3.2396089179674155 1.1067081093788145 3.1904823593795291 7.5834991422016174 38.345178693416528 20.199362451385245 7.5530417263507834 6.3703372268937519
leaf_count=208 455 26 27 28 16 72 41 21 31 23 54 45 113 2085 18 21 60 36 54 69 23 24 143 3 38 121 361 241 43 133
internal_value=0.000473843 0.000544719 -0.0046595 0.00490704 -0.00913165 0.000873579 -0.0162803 0.0150583 0.000515249 0.00960945 0.000221395 -0.0229684 0.00035131 0.00144228 -0.00206506 -0.000929311 -5.62104e-05 0.000566349 -0.00488765 -0.00237971 -0.011482 0.00407327 0.00663505 -0.0120149 -0.00543673 0.0121936 -0.000933099 -0.00526017 -0.00308611 -0.00680047
internal_weight=316.225 315.375 18.7444 10.2809 4.31434 296.63 8.46349 5.96654 285.5 8.93638 276.563 5.95724 275.242 189.627 85.6149 80.375 77.6724 174.876 37.8574 34.481 14.3042 20.1768 18.9289 4.34632 11.3881 14.5826 75.0611 36.7159 34.1227 26.5697
internal_count=4633 4425 204 91 42 4221 113 49 4149 54 4095 72 4041 2709 1332 877 856 2596 511 457 97 360 291 146 74 145 838 477 417 374
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=17 9 15 9 9 0 0 6 16 8 0 20 22 22 23 4 12 23 16 15 3 9 20 15 3 7 17 18 21 20
split_gain=0.894 0.930348 1.5599 1.33646 3.09053 2.74066 2.47705 4.00451 2.12471 1.69487 1.89289 2.18112 2.02373 2.57592 2.31489 3.63933 2.50065 2.45332 2.14261 3.04929 2.5045 1.75108 3.3846 1.67024 2.11784 3.55606 2.21364 2.09676 1.83626 1.58083
threshold=158.19986339130003 38.283670303850009 6.8054746905500005 186.70853236170004 185.98753508445003 103.57284947555002 85.732241321850012 16.465384711100004 22.624947093000003 8.3434888241000014 104.86330937810001 44.749265482150008 -0.59238000000000002 -0.24150999999999997 -0.17949499999999999 278.75859950360007 144.66294237600002 -0.25587999999999994 18.554956610400005 32.84618138455 93.733092718100025 180.48474949425002 47.927946529500012 19.846565044850003 80.785478361850011 28.832866553600002 199.59317753375004 15.589604336850003 5.9607024329000007 43.847983878700006
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 6 7 -5 -9 10 12 -12 -3 -14 17 16 18 -15 -16 -20 -21 22 -18 28 25 26 27 -25 -8 -10
right_child=1 3 -4 5 -6 -7 23 8 29 -11 11 -13 13 14 15 -17 21 -19 19 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.019934449681768177 0.021273353974155949 0.022274067083944714 -0.012451197488413907 -0.035326274842466025 0.023380897323524899 -0.019553901473217738 0.016214408015322115 -0.032921520030262975 -0.0033220799683005846 0.020381680734380795 -0.0036975839273170191 0.024475657268151398 -0.028002469567993404 -0.006378365623384662 -0.031241556974730324 -0.025345340010014289 -0.020065510468558288 0.01774911901857645 0.018311191286130814 -0.030195638198007031 0.00053688434910408988 0.025850307454999333 0.024049188836907008 -0.021984981909155897 0.0013957646959234997 0.029576601722318418 -0.027242912877793127 0.0055044211227474439 -0.0079523200346595345 0.023761285249785959
leaf_weight=1.5806334917433549 1.1675207343650962 2.6368001552764317 7.7953840369300451 3.4855197547003653 5.7314677315298459 5.2469286039122371 10.047110360581426 1.6097513088025177 13.061568744480608 3.6598835103213778 3.4102186303352919 5.0431383769027889 2.7027737516909758 4.9773779534734777 2.3279208700405638 5.2928101493744171 2.6924605451058579 8.3621964626945466 3.5698213018476954 3.2867510840296728 4.8753926604986191 3.554531735368073 2.4678182266652584 3.3178722686134261 183.30687364563346 1.5859627351164807 5.3175679100677362 5.3942156694829464 3.0297772143967441 1.817666821181773
leaf_count=250 67 29 527 60 41 330 130 60 151 29 160 46 131 170 207 144 86 97 27 24 32 17 16 84 1507 14 118 37 34 8
internal_value=0.000477082 0.000580897 -0.00805819 0.000837452 0.0043074 -0.000107359 0.000332495 -0.00882762 -0.00322621 0.00245012 0.00126122 0.0131101 -0.000881456 -0.00226565 -0.000585722 -0.00502101 -0.000297657 0.00874646 -0.00739609 -0.00266454 -0.0118386 0.0111545 0.00103162 0.00119556 0.000576321 -0.00904287 -0.0134086 -0.00496452 0.0106152 -1.35408e-05
internal_weight=312.356 310.775 8.9629 301.812 64.5914 237.221 231.974 19.9745 16.489 58.8599 55.2 8.45336 46.7467 44.1099 41.4071 28.0675 22.7747 13.3396 14.0599 11.732 8.16214 8.71481 5.16028 211.999 198.922 15.6156 14.0297 8.71209 13.0769 14.8792
internal_count=4633 4383 594 3789 1256 2533 2203 279 219 1215 1186 206 980 951 820 553 409 267 290 83 56 119 102 1924 1760 253 239 121 164 159
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=16 2 5 8 15 20 12 15 6 16 12 22 22 13 20 20 22 16 15 5 18 9 19 13 17 16 18 23 20 20
split_gain=4.11579 4.17271 3.55146 3.37093 3.26129 3.9711 5.23516 3.47438 3.11607 3.35945 4.6935 3.79408 4.11563 5.89512 4.78918 3.3319 3.38822 3.17971 3.66656 2.95006 5.56469 3.61769 4.10905 2.93448 2.97469 2.9159 2.91321 3.69048 2.78174 4.37365
threshold=20.394952307700002 325.13486840910008 23.605484525250002 2.8477776226000002 28.579157549250002 39.354247760400007 114.82338089645002 28.298162031900002 17.435407375500002 18.594956516900002 206.14208420540004 -0.58835000000000004 -0.054875 98.050756475600011 47.927946529500012 49.064150740050003 -0.24150999999999997 15.954962690350003 26.243701454300005 30.133297129900004 13.220529463200002 201.65416293750005 14.551174033150001 107.78028644965002 176.09745774210003 22.694946929300002 14.668863553700001 0.093325000000000033 42.620627117000005 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 4 -2 -3 7 6 -6 8 9 10 11 -1 14 -14 28 16 -12 -15 -19 20 -4 -22 25 -7 -25 -23 27 -8 29 -13
right_child=2 3 19 -5 5 23 26 -9 -10 -11 15 12 13 17 -16 -17 -18 18 -20 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0011956675090714153 0.00066702521630211502 -0.00030383918880267128 -0.0019737352040169812 -0.0032079912894085118 -0.0029172904620710224 -6.7274359257527962e-05 -0.00050843273187892103 0.0022797178554947537 -0.0030450801758740635 0.0012567885050293384 -0.0011441449987641072 -0.0023364773345902084 -0.0029915046843287962 0.0012678558259053962 0.00086858931887897933 -0.0018017280108004511 0.0011667467840368955 -0.0027917260356645729 0.0019385288767371366 0.0020762609369097186 0.0011468269484346384 -0.0031257330347614779 0.0015223068347617196 0.00050711265033901614 -0.0028057349798803525 0.00045358625427697363 -0.00040078761167970049 0.0031649166801341762 -0.003314609262132946 0.00019606960415675435
leaf_weight=9.6662489068694395 158.14392044208944 6.8727336681913567 13.237695213407276 6.0320082092657685 3.6240134574472931 7.6128594828769591 3.3825880256481486 6.1911234883591524 2.4712726008146992 19.595012179110199 5.8329873951151958 13.603301962604744 4.1634905361570516 17.654378243722025 6.5410455707460633 4.0612209392711511 40.56506898580119 3.7945157997310153 2.0173415979370475 4.0571235734969369 15.922245807014408 5.8228252585977298 3.8741151038557282 2.6404866753146043 12.453186793252824 2.6674036849290133 8.443708607926963 6.2789176478981972 7.4213286261074236 9.1796350083313865
leaf_count=106 839 157 186 169 37 63 38 30 155 109 132 423 281 105 97 125 501 82 14 25 99 70 18 30 256 24 72 23 274 93
internal_value=0.000178937 -9.94805e-05 0.000466063 -0.00166131 2.72901e-06 -0.000673275 0.000193104 0.000199372 0.000111496 0.000165632 -6.10411e-06 -0.000460529 -0.000709215 0.000117465 -0.00133082 0.000660694 0.00087623 0.000669073 -0.00114982 -0.000231171 -0.000456618 0.000253369 -0.000897185 -0.00150236 -0.00222619 -0.00200121 0.000815693 0.00187884 -0.00180712 -0.00131607
internal_weight=413.824 210.098 203.725 12.9047 197.194 44.4358 21.7292 152.758 146.567 144.096 124.501 74.0413 64.375 27.6297 36.7453 50.4593 46.3981 23.4662 5.81186 45.5814 41.5243 28.2866 12.3643 22.7065 15.0937 8.49023 18.1052 9.66151 30.2043 22.7829
internal_count=4633 3372 1261 326 3046 519 170 2527 2497 2342 2233 1475 1369 482 887 758 633 201 96 422 397 211 112 349 286 94 133 61 790 516
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=19 7 15 5 3 22 19 0 13 10 15 19 23 22 20 10 9 5 9 0 9 21 2 15 22 16 23 23 10 2
split_gain=0.911858 0.954889 0.839232 1.84476 2.25081 1.98754 3.00749 1.71628 1.17702 3.31356 3.27108 2.66973 2.24581 2.22346 2.29067 2.80408 2.30951 3.12818 2.55095 3.49276 2.46812 2.73468 2.36234 2.13434 3.09597 3.02983 2.0496 1.94461 1.75151 1.67599
threshold=9.4507625164000029 21.034091097450002 46.055224235250002 24.367802910700004 93.292185584700022 -0.10290999999999999 14.351157895250003 85.398872513700013 115.13321943645001 62.907231794400012 42.076928760450009 14.451165964200003 0.098510000000000028 -0.27494999999999997 42.206017975500011 62.154463517850012 201.65416293750005 22.053438739150003 192.39832633775004 86.208098410950015 189.34276022045003 11.772995266200001 108.63443756215001 36.548474543700003 -0.098419999999999994 22.584947186600004 0.086255000000000026 0.10087500000000002 62.009286778800011 95.315866703450013
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -6 10 13 11 -2 -11 -10 15 23 18 -18 20 22 21 28 -20 25 26 -15 -25 -23 -16 -13
right_child=2 -3 3 4 5 6 -8 -9 9 12 -12 29 -14 14 16 -17 17 -19 19 -21 -22 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.017796003394214607 0.00039053470832326202 -0.027191733136251822 -0.024076559031820963 0.013803889971304929 0.026466377175603663 0.0071891060509232576 -0.028144123760111675 -0.0088200716116502171 -0.019475772656823695 0.021564671273189943 -0.030782416729749729 -0.0028715656204685415 -0.0022442342527525068 -0.032313448465228614 0.0096776051518307499 0.016359609503303153 -0.032759911589496454 -0.0026348750632883885 0.0087964195748375402 0.015796948305603492 -0.024755866278507312 -0.031604864112360673 -0.018294386016384993 0.0021640526712585263 0.0075455510927024856 -0.00097851620179883721 -0.02525620874620977 0.0064389315675096315 -0.013606103552201966 -0.030531164031349835
leaf_weight=0.34463903342839231 157.24613252538256 1.2651724736206231 2.4295623991638413 3.94280464015901 1.4751939997076973 2.1230984162539244 3.9670960083603859 1.7069225404411552 2.8765053702518335 8.1426008194684965 2.0275447061285368 2.4069369137287131 3.1559281125664702 2.057225633179768 8.078759513562547 9.8567328527569753 3.1207887493073923 5.4079157141968608 3.4284073039889362 10.176871113479136 3.3443226478993884 2.4948508893139656 4.0083108618855476 3.383110884577035 40.372283057309687 12.75346542149782 2.9119607396423817 1.1165173426270483 2.4074461143463841 2.6338089974597096
leaf_count=15 2879 311 44 24 8 26 95 46 39 56 30 17 25 174 89 65 31 42 15 91 27 58 38 18 212 81 22 9 20 26
internal_value=0.000425565 -0.0175605 0.000519251 -0.00488785 -0.00136006 -0.00780813 -0.0158266 0.00753834 0.000807561 0.00251966 -0.000537552 -0.000159685 0.0149143 0.0013308 0.00185161 0.00449576 -0.00247611 -0.0136581 0.00024438 0.00667619 -0.00625074 -0.00186083 -0.00580523 0.00259364 0.00510865 -0.00533098 -0.01052 -0.019843 0.00433208 -0.0173238
internal_weight=310.663 1.60981 309.053 15.6447 13.2151 9.27231 6.09019 3.18212 293.408 129.094 164.314 162.287 11.2985 117.795 114.919 71.3348 43.5842 8.5287 35.0555 17.6136 17.4419 14.0976 7.43672 61.478 46.6674 14.8107 6.29507 3.61137 10.4862 5.04075
internal_count=4633 326 4307 243 199 175 121 54 4064 1112 2952 2922 81 1031 992 572 420 73 347 144 203 176 53 507 252 255 40 67 109 43
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=5 20 9 21 5 6 9 10 7 21 23 21 3 10 21 7 22 2 5 5 6 9 9 21 8 15 20 12 5 5
split_gain=3.74081 3.98141 4.02861 4.08942 2.71367 4.19585 3.34437 3.41436 3.00655 2.60496 2.49159 2.58289 2.43639 2.42109 3.63195 2.48006 2.47643 2.33792 2.29072 2.22152 2.13386 2.17135 2.38511 4.4068 4.12804 2.62827 2.2654 2.1238 2.0165 2.31569
threshold=12.306951632950001 44.749265482150008 38.283670303850009 18.870920756500002 13.252098438300001 13.115306437050002 186.70853236170004 70.311245485600026 19.773504439000003 3.3335862513000003 0.077440000000000023 5.6297227860000012 93.883646373400012 61.917879202350001 15.004713615700002 19.052023743050004 -0.088039999999999993 316.46407472665004 20.911722254300006 23.374630421750002 16.585387514950003 227.40597858270002 186.16747084260001 0.54612131245000006 5.9453602998000008 43.376643616500012 44.952171034750002 135.68664087135002 10.36813655115 11.452575093200002
decision_type=2 2 2 2 2 2 2 2 2 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 3 9 -2 6 7 8 -6 -3 -8 -12 -7 17 15 -15 -17 20 -9 -18 27 22 24 -24 26 -25 -22 -14 -1 -30
right_child=4 2 -4 -5 5 12 10 18 -10 -11 11 -13 13 14 -16 16 19 -19 -20 -21 21 -23 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.0028825938270575936 0.0015639928794818579 0.0014288276840234667 0.0020009352212317219 0.0012729304473861449 0.0018484178031746468 0.00047991311307292992 -0.0038084406083538007 0.0016683593592212885 -0.0036899523455405231 -0.0033274625298473901 -0.00018585247825338763 -0.0025644703803659394 -0.0013269374367528446 0.0033251135584072391 0.0016091312632526356 -0.003674427040138155 0.00014135736574003176 -0.0034048428002522494 -0.0018305113758126659 -0.0035270837049848759 -0.0032139941827313855 0.0035297217208531953 0.0020157970488525181 -0.0041219258419026659 0.0024645278010100619 -3.3044901103809121e-05 0.0012726646494538171 0.0021353890343187854 0.00059528824744695835 -0.0029025978177140642
leaf_weight=9.0927752035204339 15.201997148804365 1.3873526498209701 7.3899249900132409 4.9221399575471878 1.3604594692587877 239.91419309098274 3.8159951400011805 11.097597589250652 3.1959820650517941 5.8401771184289828 12.256918971426787 6.9727972624823442 2.1167326760478309 0.83776172995567577 3.6190062239766112 6.142454803455621 5.1573899472132307 1.6439589834772039 2.1794521119445553 2.3346027745865285 2.9327312691602909 1.4314841330051411 2.472302317619322 4.822458429262042 5.4053296744823456 2.241968147456646 1.7490127664059398 9.3150861402973515 4.8870613833423695 2.9577756281942129
leaf_count=630 112 16 67 47 7 1729 69 90 65 299 175 106 27 5 24 271 34 58 34 90 247 6 13 68 27 14 31 64 130 78
internal_value=0.000175225 -0.000775421 0.000184324 -0.000920613 0.000274809 0.000215958 -0.000720307 0.000294219 -0.00203631 -0.00241447 -0.00150538 -0.00104835 0.000346972 -0.000263773 -0.00118655 -0.00188566 -0.00220583 0.000225347 0.00109401 -0.00100178 0.000409048 -0.000180182 -0.000450806 -0.00156954 0.000606887 -0.00282428 -0.00153786 0.0014943 -0.0018826 -0.000723536
internal_weight=384.695 36.4772 19.5396 12.1497 348.218 333.016 40.8792 17.8335 4.55644 7.22753 23.0457 19.2297 292.136 52.2223 18.0912 14.4722 13.6344 34.1311 13.277 7.49199 32.4871 21.0553 19.6238 9.53673 10.0871 7.06443 4.68174 11.4318 16.9376 7.84484
internal_count=4633 1267 429 362 3366 3254 546 196 72 315 350 281 2708 979 424 400 395 555 124 124 497 406 400 95 305 82 278 91 838 208
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=19 7 21 20 20 8 2 0 17 9 8 16 22 15 23 16 10 18 7 5 10 21 20 21 23 6 6 23 21 6
split_gain=0.833511 0.870736 0.785325 2.05461 1.0642 1.61276 4.40169 2.7742 2.9108 2.67811 2.58405 2.5837 2.44269 2.0004 1.74557 1.94756 1.6713 1.48638 1.64725 1.48478 2.66746 1.52296 1.43846 1.61519 1.89414 1.41216 3.28992 2.48621 2.40908 2.33202
threshold=9.4507625164000029 21.034091097450002 21.089366969400004 50.666627092000006 47.927946529500012 5.1459841250500009 186.79363985910004 102.75018128760001 240.41195881570002 177.59430306730005 3.5472317755000007 21.074950717600004 -0.086139999999999994 19.846565044850003 -0.17949499999999999 12.674970360400001 81.210254746450019 15.957401718700002 25.024903008400003 30.133297129900004 60.87206898960001 0.87557407920000008 49.064150740050003 4.3143180605000007 -0.15849499999999997 13.665319288000001 13.775321858200002 0.076835000000000028 5.6808520270500003 14.705343588000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 -9 -7 14 -2 -10 17 -8 -16 -17 18 -11 20 21 -15 -6 -24 -25 27 -27 -22 -29 -28
right_child=2 -3 -4 -5 22 7 10 8 12 13 -12 -13 -14 19 15 16 -18 -19 -20 -21 25 -23 23 24 -26 26 29 28 -30 -31
leaf_value=0.018218185113931494 -0.025761500393896429 -0.029680002680665406 0.011367506523413767 -0.027356900522301303 0.014612849059520214 0.027045818870091075 0.014895871486770556 -0.024522596598997068 -0.029431255752700756 0.008868478293769036 -0.028493128045834242 0.022924363165233146 0.021494148846757852 0.0045487601649477055 -0.028824958447734937 -0.012974988433681474 0.024640317035810686 0.015184308324885383 -0.029998633704990549 0.020048255430878476 -0.031778963568645673 -0.031524725983989213 0.028297621144910252 0.0081082495896281862 -0.026613968494202646 0.017493463272776025 -0.0058480492465595255 0.0040504080151323339 -0.01690929536086714 0.0018015722135704898
leaf_weight=0.33825518371304397 7.9201108621200564 1.1777062731271142 4.59146944573149 1.8348478263942514 8.2890862305648607 2.7702507600188246 7.3859953748760736 5.8564640195108932 0.91736729518743265 2.1242022211663421 1.6249410354066629 0.83420483861118544 2.2556744884932414 1.1363981738686555 1.6328436274197873 1.5913929762318733 1.6825111564248798 11.074153907131402 1.1712896339595316 2.6492581367492667 2.3112024990841773 2.8240164024755359 0.94203335838392277 2.1206680703908196 2.233374541858212 8.2753555662929994 32.889279926661402 11.741837950889023 5.6113748271018258 171.34390341164544
leaf_count=15 767 311 54 177 95 20 84 288 49 18 93 7 41 9 117 41 20 82 73 18 52 61 7 28 74 55 422 127 99 1329
internal_value=0.000470789 -0.0189925 0.0005667 0.000403055 0.000572158 0.000232243 -0.00650346 0.000808619 -0.0135258 0.00131437 0.00269182 -0.0211222 0.00677096 0.00103279 0.00681406 -0.00535127 0.00635611 0.0105677 -0.00494574 0.000458986 0.000239208 -0.0211738 0.0077688 -0.00294308 -0.00970226 0.000604472 0.00122873 -0.00614169 -0.00272717 0.000569693
internal_weight=309.151 1.51596 307.636 303.044 301.209 287.624 22.672 264.952 9.02951 255.923 13.9177 8.75432 3.17304 253.152 12.2927 4.90675 3.2739 14.3696 3.29549 238.783 236.133 3.96041 13.5852 5.29608 4.35404 232.173 212.509 19.6644 17.3532 204.233
internal_count=4633 326 4307 4253 4076 3872 1129 2743 378 2365 355 774 90 2345 262 178 61 173 91 2172 2154 70 204 109 102 2084 1806 278 226 1751
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=16 23 18 23 10 19 6 20 6 21 22 16 23 9 17 14 6 16 18 7 4 17 23 10 2 2 20 15 10 19
split_gain=0.786276 1.60374 2.09422 1.85076 2.35174 1.24157 1.86796 1.56813 1.46051 1.87669 1.28505 1.50042 2.25335 1.34504 3.06159 2.26014 1.95548 3.93371 3.17905 2.23375 4.06473 3.2661 3.22766 2.37406 2.30864 2.4191 2.13287 1.9079 1.84574 6.21208
threshold=13.534968349350001 0.076130000000000017 13.845746551550002 0.093635000000000024 83.602982482550019 11.950964240300001 5.1351199812500008 39.117456157700005 11.085259005300001 20.581461612800002 0.70681500000000008 15.054964794950001 0.093635000000000024 186.70853236170004 190.37043331840002 293.09468805300008 13.115306437050002 17.684958644900004 17.549283450150003 23.109894804950002 228.08113677860004 189.44392401325004 0.10336500000000003 61.944763783650011 181.47666917450002 199.01127796720002 36.654713368950006 34.761639995350009 66.859265246100009 14.051133688400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 -5 7 -7 -2 9 -9 11 12 -8 14 15 -13 17 -15 26 20 22 23 -18 -22 -23 -26 -19 -24 -21 -30
right_child=5 3 -4 4 -6 6 10 8 -10 -11 -12 13 -14 16 -16 -17 19 18 -20 28 21 24 27 -25 25 -27 -28 -29 29 -31
leaf_value=-0.028676279699983046 -0.017678001204627192 -0.021478438542903187 0.0056306838287132187 0.011244713836441498 -0.02917669503218227 -0.027495574107925917 -0.0021330071353577915 -0.018802347706597236 0.016296283133935559 0.027839815719046448 0.018080481748270275 0.002889745392830682 -0.032577130389513265 -0.029341510532534087 0.016065098016386635 -0.021071529616567459 0.0053647464021339573 0.013916585131817222 0.028643699243068879 0.0047952179685209631 0.017813729120892369 -0.045927339321833634 -0.030382505267397091 -0.01352081896813349 0.002487860587139781 -0.036024158565277985 -0.024042741964755081 -0.0047756129854022028 0.00071413602186208222 -0.036589071402948148
leaf_weight=1.383586600190031 1.4364839382469643 5.9913782975636405 11.8919653815974 3.6723851347342134 1.3790675303025635 1.659623238374478 6.1485783844254893 2.0391717357560988 9.7684196340851468 0.85190606862306584 2.8945420607924452 28.882616455550309 2.3371425149962306 4.6736788786947709 12.407073540613053 3.0296055141370735 26.442454769276083 1.6099290028214452 2.1512169167399406 81.496508293785155 2.4608087511733157 3.0062232799828053 2.8982556858099979 5.336684700101614 2.3511075875721872 2.1983589436858892 2.8674349337816238 6.7397352159023285 61.237703186925501 3.2758737206459037
leaf_count=84 68 630 352 53 144 194 120 78 65 6 32 577 50 134 113 111 189 5 17 609 20 33 28 63 19 46 50 40 663 40
internal_value=0.000425978 -0.00412624 0.00205519 -0.0115575 0.000209502 0.000821061 0.000416721 0.00845422 0.0114195 -0.00505843 0.000591895 0.000398351 -0.0105179 0.000764394 0.00494019 0.000614968 -0.000122178 -0.0107987 0.00227538 0.00048898 -0.00424077 -0.0156145 0.000599062 -0.00363196 -0.0279806 -0.0161216 -0.0103937 -0.0124759 0.00215509 -0.00118005
internal_weight=304.52 24.3184 13.2756 11.0428 5.05145 280.201 266.105 14.096 12.6595 2.89108 264.446 261.551 8.48572 253.065 44.3193 31.9122 208.746 11.3023 6.62858 197.444 51.4336 15.3532 36.0804 7.79749 7.55569 4.54947 4.47736 9.63799 146.01 64.5136
internal_count=4633 1263 436 827 197 3370 3153 217 149 84 2959 2927 170 2757 801 688 1956 206 72 1750 438 181 257 83 98 65 55 68 1312 703
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=19 21 8 23 15 15 22 6 22 13 20 13 13 13 21 16 15 13 20 17 13 0 9 23 16 23 10 8 12 5
split_gain=0.842105 1.43181 1.91312 0.950884 0.953234 1.95933 1.96193 1.84965 2.23513 2.63894 2.2575 2.15449 2.10432 2.72571 3.09904 2.64332 2.5158 3.83551 3.54362 4.60841 2.07883 2.65163 3.28379 3.02675 2.49021 2.63192 1.89908 2.07438 1.6974 1.99508
threshold=14.651182102100002 1.0221947271500003 8.6432548896500023 0.4369650000000001 44.732387748900003 42.968808980200009 -0.071969999999999992 16.455384477450004 -0.016014999999999998 117.66037007905001 38.238138001450004 111.98772342380001 112.67059178900001 111.38282034450002 0.98843639725000021 20.674951653000004 30.054399297400007 109.40142670235001 35.374259656300005 200.37850214585004 113.98793627290001 85.990333302400003 195.74493321760002 0.083555000000000032 22.564947233300003 0.094385000000000011 62.186725015400008 9.2427870207000016 243.44243106745003 31.373072367600006
decision_type=2 2 2 2 2 2 2 2 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 7 -7 12 10 -10 11 -9 13 16 -15 -14 17 -1 -18 -20 -17 -22 -23 -24 -25 -26 28 -28 -12 -30
right_child=1 2 -4 -5 -6 6 -8 8 9 -11 26 -13 15 14 -16 20 18 -19 19 -21 21 22 23 24 25 -27 27 -29 29 -31
leaf_value=0.00024461989137839596 0.024971001835976475 0.012459283044940428 -0.017928734928032534 -0.019996283839913993 -0.0052477640245780031 -0.0012526964469974291 0.021591630181918026 -0.035032789133058059 -0.034358846279541458 0.0014099528393562934 -0.00074002348384469958 0.021989971039104075 0.022772376858784023 0.0094195906953240694 -0.03808496130254703 -0.012942627746558619 0.018441305101716248 0.017939502696531964 -0.028120882285584306 6.0719000962228404e-05 -0.0084332714634438224 0.018456155310527172 0.019314221053853206 -0.023777908587746789 -0.010216567071925021 0.014742694113094139 -0.042471403609438303 0.004773575205057677 -0.038593701369022376 0.0053481659352408468
leaf_weight=96.464107398409396 3.0502541363239271 4.7848268616944551 2.6547380527481437 1.9223857182660129 23.746898329118267 5.4296027161180973 7.216217103879897 0.61792812310159106 4.1284009543014681 2.8898080973885953 34.37472550268285 4.696198018733412 6.7783377398736766 1.7445334903895844 3.2221826743334532 5.5162404701113692 3.4300075359642532 11.275644907727836 9.0558455456048268 10.133278030902146 9.0566857792437059 16.854209288954735 6.1624830681830671 4.0612048879265812 7.2529471665620786 6.6967017278075218 2.114296149462461 1.2009715791791675 2.1894748739432539 1.3935241526924071
leaf_count=2349 19 28 33 36 296 39 44 49 171 28 309 125 48 9 45 35 16 64 259 116 57 153 52 25 46 32 27 30 50 43
internal_value=0.000416421 0.00840694 0.00161561 0.000127015 0.000261476 0.000757118 0.0117832 0.000202289 -0.00452754 -0.0196307 -0.00225229 0.0153593 0.00148473 -0.000526114 -0.0213992 0.00584709 0.000269159 0.0020965 -0.00843486 -0.0132389 0.0037837 0.00562593 0.00872945 0.00194776 -0.00399424 0.00176544 -0.00451989 -0.0253567 -0.00269998 -0.0215035
internal_weight=300.115 10.4898 7.43956 289.625 287.702 263.956 12.6458 251.31 53.6053 7.01821 46.5871 5.31413 197.704 135.326 4.96672 62.3788 130.359 107.74 22.6191 19.1891 55.6005 50.0842 41.0275 24.1733 18.0109 13.9496 41.273 3.31527 37.9577 3.583
internal_count=4633 80 61 4553 4517 4221 83 4138 832 199 633 174 3306 2858 54 448 2804 2413 391 375 400 365 308 155 103 78 459 57 402 93
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=13 0 7 5 6 20 5 2 10 3 16 23 20 13 23 23 22 6 18 22 20 6 16 13 20 21 10 9 13 17
split_gain=3.6159 5.12686 6.70911 4.1027 3.19584 4.69266 5.49383 3.96489 3.47681 3.32699 4.05009 3.71222 5.65178 3.17651 3.44234 3.17235 2.66357 2.64942 4.43252 2.58814 3.6363 7.24367 2.66465 4.02262 7.95162 4.15418 2.56178 2.52247 2.48538 2.46873
threshold=109.34496908160001 95.44832900530001 20.797746106000002 23.714185006400005 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 61.917879202350001 92.695347879750017 22.674946976100003 0.087795000000000026 41.489621506400006 95.937628385050019 0.079745000000000024 -0.089139999999999997 0.70681500000000008 14.745344522600002 14.442085364750001 0.075080000000000022 38.324118171300007 15.345358541850002 18.974955628300005 112.67059178900001 36.859113051050009 0.15802222800000001 78.290589216800015 226.58992707320002 96.357027853400012 183.93802912725002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -11 -13 14 26 -4 28 -17 -19 22 -21 -22 -10 24 -24 -26 -3 -5 -15 -25
right_child=3 13 15 27 5 6 -8 -9 19 10 -12 12 -14 16 -16 17 -18 18 -20 20 21 -23 23 29 25 -27 -28 -29 -30 -31
leaf_value=0.00066107554101551376 -0.0016345093031362547 -0.0030297552359783457 -1.16475592773828e-05 -0.0004147168461501406 0.0016597200266707792 -0.0024222980266688193 0.0011626965948925959 -0.0029496760525807948 0.0022400482278746767 0.0013319987278606732 -0.0021317056478627667 0.00039113959275456709 -0.0034807479107355774 0.0021874204122074746 -0.0020499751825609923 -0.0029838418477129815 0.0026298348300472199 0.0014959026934646023 -0.0031057108359046153 0.0012537571542883216 -0.0034843955939987694 0.0010095881622515105 0.0017582985410698672 -0.0013565313816220326 0.000545960161712111 -0.0037103159506627543 0.00018536934101487073 0.002160280321440253 0.00015335097117772273 0.0011574837477891964
leaf_weight=10.670252530369906 3.9394934922456732 1.826993586961186 5.1058191154152182 51.023902866523713 10.378265954554079 4.8949303179979315 13.910614900290964 4.7871515825390807 10.501453979872165 12.480197027325636 5.5303036496043196 9.4140306860208494 3.4869842976331702 4.2713552126660934 8.3510222643380967 12.72715557087213 3.3180715963244429 2.775472388137131 2.8777185566723347 7.6601055935025242 4.6419779881834966 5.0591154843568802 5.8382867481559497 2.7273115366697303 2.2850021198391914 4.7965637352317572 19.801384022226557 2.7036961019039145 79.807229951024055 79.022025365382433
leaf_count=157 26 43 93 820 50 30 68 52 44 45 38 39 25 24 578 426 26 25 56 34 51 22 21 13 12 47 538 13 795 422
internal_value=0.000154162 -0.000161308 -0.00104715 0.000349215 0.000527325 5.85802e-05 -0.000246296 -0.00072913 0.000767802 -0.000432254 -0.000117124 0.000321832 -0.000655384 9.64727e-05 -0.00063324 -0.00182324 0.000346784 -0.00232647 -0.000846518 0.000845038 -8.42656e-05 -0.00114079 0.000998444 0.000860715 -0.000486367 -0.00233695 -8.62189e-05 -0.000285137 0.000256686 0.00107361
internal_weight=396.614 151.532 34.1564 245.081 191.354 64.8825 54.5042 40.5936 126.471 35.8064 30.9115 25.3812 12.901 117.376 29.9794 23.4862 87.3967 18.3803 5.65319 122.532 17.3612 9.70109 105.171 94.6692 12.9199 7.08157 21.6284 53.7276 84.0786 81.7493
internal_count=4633 2761 757 1872 1039 347 297 229 692 177 147 109 64 2004 1159 600 845 507 81 666 107 73 559 515 80 59 581 833 819 435
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 2 15 20 16 17 16 23 9 7 23 16 0 18 17 12 13 7 22 9 22 7 20 23 18
split_gain=4.263 4.18319 4.80117 3.73903 3.1076 4.14443 3.02051 3.00955 2.96632 2.57761 5.26772 4.03934 3.42081 2.60507 2.54362 3.50047 3.21084 2.95226 2.50175 3.83593 2.25115 2.24362 4.95616 2.21006 2.381 3.34846 2.10555 2.29678 3.20596 2.08862
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 203.29256851545003 46.055224235250002 38.238138001450004 15.839962959300001 236.15709471040003 13.534968349350001 0.076130000000000017 192.57902085675002 23.209106085000005 0.090465000000000031 22.674946976100003 79.271876434400014 14.365787915650001 172.68891404560003 94.177001085000015 108.64328150955002 23.164713644150002 0.13747000000000004 208.34925031750001 -0.088274999999999992 26.709562027450005 40.636252116050009 0.093635000000000024 16.922055371600006
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 5 18 -6 -2 20 11 13 12 -10 -11 17 16 -16 -9 19 -5 -3 -1 -23 24 26 -26 27 28 -13 -22
right_child=7 8 -4 4 6 -7 -8 14 9 10 -12 23 -14 -15 15 -17 -18 -19 -20 -21 29 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0035482166323029187 0.00054909507754868491 0.00080874218820163959 -0.0034594823442649532 0.00072113660913808821 0.0020138239746971594 -0.003489491137559328 -0.0022012376418596249 0.0027210772341787134 0.00072597182145757856 -8.8087940280944102e-05 0.0017751657410837265 0.001394867983697388 -0.0015639206238703064 -0.0035997388106019375 -0.0036086148781467303 0.0016228670569132741 0.00097812450777512027 -0.003115853753660254 0.0027357897190019484 -0.0036840364482173 -0.0034058656378320503 -0.0034224516173623379 0.0039658881495752991 0.0030155916279157738 -0.0031525386938203604 0.00085910724739956255 -0.0012694758275319166 0.0023298877556652189 -0.0024136402136102231 -0.00033712284558119911
leaf_weight=5.363326133694498 232.85150326602161 3.4413818086031815 6.4607207374647251 5.7041308339685148 8.8850195100530964 4.1809224048629448 1.946268597152083 0.95235923677683132 12.325872248737143 3.1285636546090227 4.5207462366670361 9.2520776726305538 12.180744372657498 5.4218631237745285 3.3282217690721136 6.601280964910984 2.5172541812062263 5.5914646415039897 2.5783058577217171 2.7518817111849785 4.9927112655714136 2.0853561589028691 1.4423605203628538 5.2038206160068503 2.9894376900047064 5.640828460454939 2.7336393482983103 15.474310178309677 2.6760155670344821 3.5735930511727929
leaf_count=188 1498 44 156 92 101 134 67 5 210 115 35 57 578 102 68 35 14 121 17 86 195 194 3 36 33 31 71 102 27 218
internal_value=0.000217921 -0.000221562 -0.00103263 -0.000583857 1.86211e-06 -0.000891222 0.00125642 0.000453426 0.000137337 0.000346725 -0.000900287 0.00058476 -0.000412194 -0.00231484 -0.000719611 9.35922e-05 -0.00163341 -0.00226637 9.32661e-05 -0.000712461 -0.00128468 -0.00229973 -0.000401617 0.00114041 0.000888693 -0.000530487 0.00129511 0.00155095 0.000540446 -0.00212568
internal_weight=386.796 134.954 41.3983 34.9376 26.0465 15.2152 10.8313 251.842 93.5556 81.5479 13.0712 68.4767 24.5066 8.55043 18.9906 12.4468 5.84548 6.54382 11.0343 8.45601 12.0077 8.89104 3.52772 43.9701 38.7663 8.63027 30.136 27.4024 11.9281 8.5663
internal_count=4633 2892 1038 882 497 329 168 1741 1854 1397 252 1145 788 217 243 117 82 126 195 178 457 385 197 357 321 64 257 186 84 413
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=20 2 15 21 16 3 7 22 22 22 22 17 22 13 8 16 20 5 23 22 9 16 17 15 10 7 10 23 16 0
split_gain=0.799009 1.09587 0.761588 1.75534 2.37713 1.48255 1.16141 0.939948 1.47002 1.36625 2.02771 1.94532 1.67176 3.6162 1.51644 1.3653 1.32394 2.70661 2.20248 2.38028 2.01389 2.42518 2.93412 2.66285 2.41052 1.96067 2.01155 1.81598 1.6066 3.09034
threshold=31.914316944300001 111.53582144370002 46.055224235250002 15.294585115650001 22.674946976100003 93.292185584700022 23.727132803250004 -0.63026499999999996 -0.69416999999999995 -0.59614999999999996 -0.51760499999999998 195.59800312745003 -0.58319500000000002 104.04332964835001 1.3489472949000001 15.774963111300002 42.081757894750005 10.36813655115 0.087700000000000014 -0.24150999999999997 210.85023439230002 22.604947139800004 189.19102531915004 38.133874083650007 80.13218303615001 23.989000783400005 66.439865777750015 0.089345000000000022 21.719949209300005 88.122280599850015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 8 -2 11 12 -9 13 -11 -14 -13 17 -12 19 -18 21 23 -23 24 25 26 -20 -22 -19 -30
right_child=2 -3 3 -5 6 -7 -8 9 -10 10 16 15 14 -15 -16 -17 18 28 20 -21 27 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0039778215218840051 0.0087379777209891738 -0.036121392208046776 -0.0070156335477667359 0.01325247111102278 -0.007866347059018208 -0.031177045631299066 0.022056259306892093 0.023390575034519592 -0.03242999834754997 -0.031615386748830569 -0.028848962713102822 0.011159008518702315 0.019418718240846417 0.024359924586650639 -0.032594130562943371 -0.034212690000780921 -0.029548214534770145 0.00062096799071200835 -0.018341551921347534 0.0023251458282444091 0.0025001065997370653 -0.037624219947913831 -0.004251762999856106 0.01690965686358311 0.016216473701933087 -0.034303003192722156 0.014647009388124544 -0.037476223921256137 0.0043336792416616091 0.02438061035860278
leaf_weight=1.0351424853433848 1.1598410829901695 1.0893367780372498 3.9016866087913495 3.0812432253733268 2.0272424132563174 4.0110948253422976 2.0136125981807709 4.7052770717418744 1.6176160464528939 1.5836947000934745 2.09909837093437 1.1655100635252895 0.49972918268758748 2.0785066457465291 3.4524807999841869 0.92758040875196446 1.8785863820230577 94.500738739268854 3.5818881574086934 63.619074980466394 1.2605670709162939 3.2735498771071416 5.4971674755215645 5.7006181720644227 2.75378121153335 2.5500104543752968 2.4068386689759791 2.9700599614880048 67.857390611432493 6.5683798566460601
leaf_count=43 19 179 40 21 31 141 10 30 38 77 317 30 5 10 154 14 99 1237 37 1247 22 36 34 28 105 69 29 73 405 53
internal_value=0.000470572 -0.0165832 0.000591848 -0.00552895 -0.0103702 -0.0192634 0.00704449 0.000916215 -0.0152386 0.00107593 0.000769454 0.0134341 -0.0134302 0.000153772 -0.0260175 -0.00894805 0.00117514 0.00264486 -0.00145712 0.00141096 -0.00772001 -0.00478976 -0.0167076 0.00136141 -0.00648755 -0.0138097 -0.00508362 -0.0255648 0.0030362 0.0061029
internal_weight=300.867 2.12448 298.743 15.0349 11.9536 7.91278 4.04086 283.708 2.77746 280.931 274.132 6.79837 7.61441 3.6622 3.95221 2.09309 266.518 171.026 95.4921 65.4977 29.9945 25.7639 8.77072 16.9931 11.2925 8.53874 5.98873 4.23063 168.927 74.4258
internal_count=4633 222 4411 243 222 181 41 4168 57 4111 4037 74 246 87 159 44 3791 2012 1779 1346 433 338 70 268 240 135 66 95 1695 458
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=19 3 8 22 8 3 8 19 22 21 22 23 22 22 22 17 22 20 23 17 7 22 7 4 6 9 17 12 2 3
split_gain=0.736667 0.812955 0.710425 3.03506 1.98745 1.69256 1.418 1.19498 1.38276 1.1901 1.17667 1.16715 1.07298 0.909538 2.51399 1.61903 1.50041 1.24516 1.26691 1.02578 2.45593 2.38211 2.13096 1.97946 1.86947 1.83278 1.79112 2.97775 2.07663 1.8307
threshold=9.4507625164000029 85.850533479600017 8.8430989333000021 -0.088039999999999993 9.3427090425500019 92.238309997550019 8.7431769115000026 14.651182102100002 -0.064729999999999996 4.4218562789000009 -0.0098449999999999979 0.4369650000000001 -0.14907499999999999 -0.59238000000000002 -0.54488499999999995 199.89028782265004 -0.63026499999999996 35.119813570500007 -0.041994999999999998 188.27285108100003 22.721067571950005 -0.25105499999999997 22.929105819350003 183.03125707040002 16.485385178400005 191.96565807215003 189.44392401325004 149.55860771285003 140.61735485095002 71.961958777700019
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 11 -9 10 -5 13 -6 15 17 16 -2 -15 -19 24 23 -22 25 -21 -16 -23 -25 -28 -29 -30
right_child=2 -3 3 9 12 -7 -8 8 -10 -11 -12 -13 -14 14 19 -17 -18 18 -20 20 21 22 -24 26 -26 -27 27 28 29 -31
leaf_value=-0.030443704147333096 -0.0045103341221641611 0.018875651112090559 0.0082972609957596664 0.0049249307762149544 0.002154753729080893 -0.027167555874551951 0.010575478819157493 0.00038290078648238831 0.024674255209299337 -0.033939057660324762 -0.020653240227166272 -0.022642748787577889 0.026605897956287677 0.020825930533080517 0.0002929417295430641 -0.018510561348263333 0.0204957450886535 0.01547518639961366 -0.03188929829008872 0.020320456975869747 -0.02441981432678204 -0.0017739267184134465 0.0015733369265176305 0.02209160241861309 -0.0095069085983148054 -0.028239783567534413 -0.04747516225419024 0.03017083884888561 0.025505838830336212 -0.017643158439851432
leaf_weight=1.0741621650231525 2.5139533486217251 0.31628209073096503 2.0123325726017378 2.1683176960796118 2.2766572637483478 1.9248324884101746 10.503160597756503 3.7243003845214844 3.172540768980979 2.2455268152989447 3.3404583293013266 1.6315373957040709 3.0966931972652674 0.46873456210596387 52.086051443242468 1.3978358894819383 5.8044613932725033 0.47241632267832789 3.2746337882708758 8.5971654662862438 2.7799944791477165 4.5563384126871815 145.79740129574202 2.3958754204213601 19.581134401261806 3.2972147255204618 1.0281688533723352 1.4687545746564863 0.94136409461498294 3.0410792219918221
leaf_count=320 41 6 18 20 28 24 72 24 21 57 36 29 21 11 879 73 47 4 144 64 71 36 1882 28 549 25 17 6 5 75
internal_value=0.000409365 -0.0192251 0.000501722 -0.00485348 0.00555284 -0.00904106 0.000829816 0.000447919 0.0115569 -0.0173482 -0.0105854 0.000154519 0.0162461 0.000297849 -1.78579e-05 0.00841408 0.0129385 -0.0207205 -0.0259177 0.000337551 0.00145938 0.000385514 0.000834314 0.0110737 -0.0023846 -0.0128853 0.00211666 -0.00526948 0.00269108 -0.00744366
internal_weight=296.989 1.39044 295.599 17.0648 9.31052 3.93717 278.534 268.031 6.89684 7.7543 5.50878 261.134 5.37335 259.503 249.786 9.71625 8.31841 4.21578 3.74705 245.571 173.903 156.431 153.651 17.4724 71.6672 7.85355 8.87524 6.47937 5.4512 3.98244
internal_count=4633 326 4307 204 91 42 4103 4031 45 113 56 3986 49 3957 3796 161 88 159 148 3637 2209 2014 1943 195 1428 61 131 103 86 80
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=20 2 20 15 20 22 9 8 15 13 7 16 5 8 13 13 23 22 22 22 20 20 7 13 21 23 14 4 12 22
split_gain=0.70925 0.962698 0.705529 1.19825 0.686281 3.10969 1.23081 0.997836 0.889345 0.9719 1.81556 1.33743 1.2193 1.3972 1.07663 1.1539 1.06006 2.23207 1.07147 0.985017 2.4503 3.29606 4.17981 2.92389 2.80153 1.73667 1.43817 1.38614 1.33185 1.2502
threshold=31.914316944300001 111.53582144370002 51.757767929250001 6.8054746905500005 34.515670600900002 0.15915000000000004 118.12141086625002 6.2451263653500009 51.19990836680001 117.97223122220002 20.869210126600006 22.724946859200003 29.741930202000002 8.4434108459500017 117.76521994615001 117.69263157665002 -0.27450499999999994 -0.13006999999999999 0.63131000000000015 0.075080000000000022 38.396531328800009 39.955516828000007 22.870118039000001 112.36141910395001 5.514213733400001 0.099855000000000027 372.14242429555003 143.58239362595003 82.088033630950022 0.048475000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -2 9 11 -11 14 13 -12 15 16 17 -6 19 27 23 -22 -23 25 -24 -21 -26 -18 -29 -30
right_child=2 -3 3 -5 8 -7 -8 -9 -10 10 12 -13 -14 -15 -16 -17 18 -19 -20 20 21 22 24 -25 26 -27 -28 28 29 -31
leaf_value=0.0022955349357440249 -0.02335302574825094 -0.027685932709089658 0.020195692346795604 -0.022322747105157865 0.0016484512737063067 -0.020485939961307764 0.017051178676911773 0.021926089081918326 -0.016205071781229569 0.0079196219483690516 -5.4009302189739341e-05 0.010937832137208279 0.002943754133574734 -0.027113726728417432 -0.018214816085956039 0.009269544746992037 0.01348890981098589 -0.027236511874336886 0.011577218348678968 -0.022543888705940384 -0.024882361336953009 -0.030128566374212774 0.012639601971576941 0.020017162398608988 -0.018069077162576296 0.0060351791402394666 0.0059068736507134128 -0.014874850915177125 0.00026184574460374116 0.0069794301487296588
leaf_weight=1.0073216404707626 0.6940616931533421 0.98468588475952845 0.39414840034441923 1.4126264991937203 3.2796976363752037 1.5900909167248753 5.6198484619962983 0.33574757725000381 1.5116220717318345 2.6852665438782406 1.2444365434348581 5.7003671750426284 1.5488833189010618 3.090102975256741 1.4394875094294537 6.7720920452848068 3.8895488493144503 2.0037090559490016 3.962324525229632 1.7590578485978792 4.2135834121145335 2.1903034163988186 5.8634108541882579 3.7372933253645897 3.1839381445024628 2.2570026037283242 1.8327412401558829 2.5875283812638363 203.74614815789391 13.750110930763183
leaf_count=43 64 179 8 152 74 22 53 7 61 50 9 35 11 65 11 35 25 92 62 34 76 74 66 20 81 18 33 42 2992 139
internal_value=0.000297701 -0.0125249 0.000385087 -0.0130473 0.000468634 0.0066026 0.0130801 -0.00859073 0.000289564 0.000378379 -0.00677182 0.000603489 -0.0134772 -0.0193449 0.000382413 0.000483423 0.00025303 -0.00930605 0.000452674 0.000275657 -0.00378048 -0.00829835 -0.00295206 0.00629088 0.00251892 -0.00648262 -0.00930995 0.000729081 0.000503576 0.000686531
internal_weight=294.287 1.99201 292.295 1.80677 290.488 8.23975 6.64966 1.02981 282.249 280.737 8.56869 272.168 5.88342 4.33454 266.468 265.028 258.256 5.28341 252.973 249.011 25.0373 17.284 13.0704 7.75335 10.8801 4.01606 5.01668 223.973 220.084 217.496
internal_count=4633 222 4411 160 4251 146 124 71 4105 4044 135 3909 85 74 3874 3863 3828 166 3662 3600 402 330 254 72 180 52 114 3198 3173 3131
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=16 16 16 20 17 10 2 9 21 7 17 6 6 2 21 20 15 21 16 16 3 20 12 22 9 8 5 21 2 21
split_gain=3.03938 3.05711 3.53506 3.50627 3.15423 2.9523 4.44423 3.84288 3.2886 5.23781 2.94485 2.71574 2.72023 2.42303 2.51545 2.74225 2.36097 2.38449 3.20084 2.32961 2.29926 2.23287 2.22496 2.21351 2.23299 2.51323 1.90303 2.96823 1.88999 1.88052
threshold=18.594956516900002 15.954962690350003 13.534968349350001 38.238138001450004 246.55589432395001 71.053259929650025 199.01127796720002 191.61296531520003 11.534227923400001 22.557405306150006 236.15709471040003 11.085259005300001 9.1452136764500018 186.79363985910004 7.0919822770000005 42.477827694800006 46.055224235250002 15.294585115650001 22.674946976100003 15.839962959300001 82.605564516150011 42.498713093000006 247.65401887280004 -0.016679999999999997 31.257715529350005 2.8477776226000002 10.726864994700001 18.973429796900003 325.13486840910008 9.5763142249000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 22 19 5 6 8 20 9 -3 -9 12 21 14 -13 -16 29 18 -18 -4 -7 -5 -1 24 -24 28 27 -23 -26 -2
right_child=16 4 3 11 -6 7 -8 10 -10 -11 -12 13 -14 -15 15 -17 17 -19 -20 -21 -22 26 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0013943001291221273 0.00063069756135589888 -0.0032027894846488607 -0.0022458477075093957 -0.0032783056427783089 0.0027419287901158059 0.0016348193921588827 -0.0033933848120832814 -0.0030031695296450921 0.0029776699543952317 0.0017417030464453042 0.00091199536774596722 0.001136256767782007 -0.0037923003147912922 0.0023632946205082717 -0.0041136620259249763 0.00087627580704020586 -0.002181882816870759 0.0015592282499412979 0.00078600257583370467 0.0034491322018066028 -0.0022223994517963346 -0.0031792598592123591 -0.0031605280408243406 -0.002093258462847707 0.0026146830335749822 -0.0017689387540144794 0.0025922979222121373 0.0022089788713483723 -0.00040123966378953225 -1.4076750103066187e-05
leaf_weight=17.134115116670728 168.35621155193076 3.3568805642425996 5.2988893012516192 1.3631604528054575 2.0520502608269444 3.9262364562600878 2.8733271725941441 14.329178097657861 4.0193075435236096 4.5482600163668394 1.9700371623039235 21.294857023749504 1.8470565378665913 12.033448275178669 1.8685640338808291 2.1184872770681977 9.7397107584401983 3.5480465264990917 4.9362288541160515 0.73768120468594123 2.1594077185727656 1.891676275059581 1.2138558560982371 3.1503417396452269 6.8696222919970733 2.2031761743128291 3.2685064077377319 1.7973617687821386 2.5754834399558604 53.812291799113154
leaf_count=821 1132 309 170 41 16 48 114 332 28 32 19 129 28 76 28 15 181 21 41 4 113 99 103 122 64 103 16 12 50 366
internal_value=0.000191372 -0.000186554 0.000128245 0.000605465 -0.000881921 -0.00108192 -4.13438e-05 -0.0017698 0.000766367 -0.000357952 -0.00252996 0.00087948 -0.000496108 0.0012543 0.000726455 -0.0014623 0.000389303 -0.000649628 -0.00118364 -0.00154991 0.000266138 0.000235592 -0.000642292 0.000162393 0.000714873 0.00111872 0.000924054 -0.000554019 0.0017923 0.000474524
internal_weight=366.293 125.901 86.6663 53.5197 39.2347 37.1826 14.7978 22.3849 11.9244 7.90514 16.2992 47.4831 10.1678 37.3154 25.2819 3.98705 240.392 18.224 14.6759 6.03657 6.08564 8.3207 33.1466 16.0125 12.8621 11.6483 6.95754 3.68904 9.44511 222.169
internal_count=4633 2892 1881 618 1011 995 483 512 369 341 351 444 196 248 172 43 1741 243 222 174 161 168 1263 442 320 217 127 111 114 1498
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=16 12 15 10 10 23 12 22 21 18 18 16 7 16 20 16 8 8 9 8 20 9 4 5 7 20 8 20 5 7
split_gain=0.673932 1.61252 1.41589 1.28876 1.91848 1.25821 1.76322 1.2536 1.06535 1.04809 1.44453 1.02567 0.994303 0.990717 2.42541 2.20223 3.15048 2.29414 2.63948 1.92013 2.02393 1.81192 2.07614 3.55078 3.17492 3.22623 2.22098 1.93844 1.86405 4.74477
threshold=13.534968349350001 275.08099959820004 18.019770707250004 73.448676123850007 83.75622459600001 -0.15544999999999998 293.55977308740006 0.23643500000000003 22.923548677750002 17.370891598500005 16.161386252450004 11.949972055800002 19.975862989550006 15.564963602350003 37.232443001650005 17.809958352600002 8.1436447804000007 8.0437227585500022 188.08209940425004 5.1459841250500009 47.079243513300007 223.65407503400004 309.25865594525004 21.363989181350004 23.131311951800004 40.165165956550005 8.6432548896500023 41.685324604100011 22.573811927200005 24.176603375500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 -8 -6 10 11 12 -5 14 -2 16 17 18 19 20 -15 22 -17 27 -25 -26 28 -24 -27 -30
right_child=13 5 -4 4 8 6 7 -9 -10 -11 -12 -13 -14 15 -16 21 -18 -19 -20 -21 -22 -23 23 24 25 26 -28 -29 29 -31
leaf_value=-0.027261366652400587 -0.027692466040616547 0.012976397893178771 -0.026611714450018684 0.024032553119950041 -0.024339961841152849 0.013392146150727917 -0.026619439042384899 0.011140627671574765 0.019593819863191718 0.025122914750293279 -0.029824464169084842 0.013200992751041965 -0.026164082591820768 -0.021676389106602151 0.0057242908935159625 0.0015569458462573315 -0.02660774062611208 0.019479916655173183 -0.023084110139705998 0.017431159015982488 0.0053283310826536421 0.013725119720842496 -0.0074895565621795447 -0.022058671157414333 -0.025346825479828909 0.024527010897860801 -0.016854333357388437 -0.03397983103984957 0.015282881070760715 -0.016011850529119454
leaf_weight=1.4883487070910657 1.4170854008989398 4.9361028112471104 2.426918053359258 0.33471497520804205 2.6796429478272334 1.9758561099879424 2.2133672386989933 0.7356458757421932 0.39811144955456246 1.3321472406387327 0.84344997745938588 3.3242605759296566 0.95445663912687451 3.1278533455915802 36.394789077341557 171.34922349243425 4.3546394566074005 2.4960626456886521 4.2596344044432035 2.9540299214422703 3.9361355651635677 6.6681215325370422 3.3450396899133912 3.8475503982044783 2.319407224655154 3.7957002581097248 2.3708515744656316 3.60346744582057 8.9635667055845243 4.6057502240873864
leaf_count=84 88 63 145 3 466 58 247 17 4 7 26 32 111 301 455 1604 95 20 108 14 121 63 67 124 35 36 38 80 60 61
internal_value=0.000355025 -0.00370185 -0.00923764 -0.0055243 -0.00224539 0.00403518 -0.00492644 -0.0172 -0.0186571 0.00519472 0.000329798 0.00584275 -0.0131312 0.000710524 0.00447192 9.74755e-05 -0.0076158 -0.00268528 -0.00656027 0.000465624 -0.00662905 0.00087032 0.00045055 -0.0053203 -0.0010532 0.00261121 0.00589691 -0.0212273 0.00900314 0.0046607
internal_weight=293.452 23.643 13.7821 11.3551 9.86678 9.86097 4.92487 2.94901 3.07775 6.78903 5.45688 4.61343 1.28917 269.809 37.8119 231.997 21.1284 16.7737 14.2777 10.018 7.06399 210.869 204.201 32.8513 25.9028 22.0553 19.7359 6.94851 17.365 13.5693
internal_count=4633 1263 878 733 649 385 322 264 470 179 172 146 114 3370 543 2827 659 564 544 436 422 2168 2105 501 354 230 195 147 157 121
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=16 20 15 16 16 17 10 6 23 18 2 21 4 2 15 4 4 20 20 5 17 16 20 15 2 9 9 20 0 20
split_gain=4.68035 3.48252 4.0794 3.17451 4.95664 4.06284 5.23111 3.73935 3.61125 3.6549 3.21411 3.59493 3.07595 3.53329 3.21098 3.03207 5.42501 4.01228 4.46168 5.61126 5.13559 5.14502 3.9152 3.55084 2.93328 2.91373 3.01939 2.81645 2.74171 2.83459
threshold=18.594956516900002 38.238138001450004 30.054399297400007 13.534968349350001 15.839962959300001 236.15709471040003 71.830224329350003 11.085259005300001 0.076130000000000017 13.845746551550002 186.79363985910004 7.0919822770000005 195.04069921150003 202.17021369765004 28.298162031900002 309.25865594525004 312.24436677560004 40.165165956550005 41.559097512700014 21.363989181350004 203.09927826650002 22.654947022900004 42.876019054300009 46.723315192750007 305.67240907785003 192.57902085675002 73.466513400400018 42.477827694800006 104.03526427400001 42.498713093000006
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 28 9 -3 11 -9 14 -14 -6 23 -17 -18 -19 -20 21 22 -21 -2 -24 26 -8 -13 -5 -30
right_child=15 2 -4 4 5 -7 25 10 -10 -11 -12 27 13 -15 -16 16 17 18 19 20 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0014542913903814231 0.00066497174193314945 -0.0034127207936160567 -0.0025754850004099344 -0.00276354932997882 -0.003482007084437291 0.0020649892436155172 -0.003235744240492321 0.0012814570407716258 -0.0018203192959853969 0.00069717383311412948 0.0026499482231101858 -0.0042776775945318765 0.0017157959508055812 -0.0023017163372087124 0.0018513324548065347 -0.003530255442285659 -0.0023697022913970393 0.0018877571968236443 -0.0037412215963639711 -0.0045782829785848576 0.0021622739314556983 0.0023539369079795783 0.0016740824608886518 -0.0024230664052954458 -0.0035553588799581508 -0.0036232325674559066 0.0019819449943034306 0.00078408418283576302 -0.0034148091591921013 0.0013632074787048754
leaf_weight=18.977519979933277 200.35726764705032 2.2980898660607663 5.6870941785164169 3.6173424907028657 3.5535569135099712 4.8657811209559432 1.9315221067517976 22.925793083850298 15.292774479137732 16.113653996726498 13.141302615404127 2.1054013557732096 10.122900955379007 2.5466778553090981 1.4889232460409401 4.2702686637639991 5.3992865066975346 12.850410740822552 3.7983072511851814 3.7665548892691749 8.081089183688162 3.0193145787343374 2.6327468436211348 3.5219688387587658 1.6046807300299404 7.6823080014437437 2.2109119556844234 1.9851908069103954 1.4216026775538919 6.1336007872596383
leaf_count=648 1236 70 209 65 216 31 107 127 621 240 69 27 118 55 12 96 61 78 36 52 44 18 13 57 50 123 15 15 38 86
internal_value=0.000200101 -0.000237294 -5.27133e-05 6.74103e-05 0.000379059 -0.000516383 -0.000941629 0.000979202 -0.000725317 0.000184191 0.00141324 0.000811683 0.000106712 0.000908247 -0.0019072 0.000452924 -0.000259409 7.99981e-05 0.000449942 -0.000356798 0.000316088 -0.00103734 -0.00231661 0.000611627 -0.000306266 -0.00251192 -0.000450944 -0.00182117 -0.000580873 0.000464166
internal_weight=393.404 144.102 125.124 119.437 85.7328 34.4026 29.5368 51.3302 33.7045 18.4117 40.1577 27.0164 17.7121 12.6696 5.04248 249.302 45.4227 41.1524 35.7531 22.9027 19.1044 11.0233 8.00398 203.879 4.23743 11.8247 4.14243 4.09059 11.1725 7.5552
internal_count=4633 2892 2244 2035 1104 677 646 427 931 310 238 169 401 173 228 1741 448 352 291 213 177 133 115 1293 63 245 122 42 189 124
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 0 6 5 12 20 18 17 2 8 5 16 7 21 9 2 8 19 19 19 6 10 5 0 0
split_gain=4.23401 3.49086 4.91921 3.55138 2.7534 3.57177 2.62635 3.70493 3.34559 3.24498 2.94045 2.4925 3.47303 2.48164 2.47136 2.39337 2.38869 2.80549 2.38232 2.19829 2.0486 5.01655 2.80156 3.40469 3.22086 3.48061 1.91233 5.67737 4.83331 3.43072
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 98.51854819030001 11.135260173550002 14.47989612135 207.49943573995003 36.772607578000013 14.365787915650001 172.68891404560003 203.29256851545003 2.3481675133500004 23.714185006400005 17.809958352600002 27.973342028250006 18.870920756500002 226.58992707320002 223.32247823975004 1.3489472949000001 11.950964240300001 13.351077205700003 11.450923895500003 11.755274660100001 66.859265246100009 20.769304081650002 91.886121982450007 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 7 -3 10 -9 -8 12 -5 -6 -10 26 17 20 -19 -17 22 -22 24 -24 25 -12 29 28 -28 -2
right_child=15 6 -4 4 13 -7 8 9 14 -11 16 -13 -14 -15 -16 19 -18 18 -20 -21 21 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0024567788128397826 0.00066112197094142955 -0.0034776560169128032 -0.0036869675433820379 0.00069373494491088976 0.0020742851735091722 -0.0036273194171613028 -0.0034255307466972392 0.00047210751595206589 0.001888782181351525 0.0029804248658276775 -0.002726712493893614 0.002963510663319738 -0.0038998638962513708 -0.0020967920037612041 -0.002478767097772699 -0.00036682175202973967 0.0030981750907584649 -0.0024832414444340479 0.0021568649218748517 0.0027476124678244033 -0.0034211250996935539 0.002502678510560697 -0.0032610771588048116 0.0018945055191728068 0.002107795491984147 0.0011096464549515135 -0.0029110130329848905 -0.004119854231227937 0.0007162268265646399 0.0023413029662901373
leaf_weight=7.8326491892803451 131.89645252935588 1.8516797237098241 6.3262420520186415 5.3985423953272385 8.4823280600830895 3.68031501118094 2.3850346637191242 16.763159794732932 1.5925652645528305 8.065957520157097 4.5692652252037131 2.449129743501544 2.5628047310747206 1.8312066267244507 9.6978704370558244 42.575443830341101 2.9606572939082971 6.5791165254777288 1.4205319965258238 2.5354328230023375 1.7832842604257155 9.8282461087219399 4.9142031921073785 1.8660198897123335 8.2515306589193624 5.5058137299492955 4.2826566249132147 3.1756849978119126 41.129586666822433 14.21427560970187
leaf_count=385 762 122 156 92 101 134 282 95 9 46 255 17 86 67 183 532 24 433 20 13 89 63 122 12 60 39 46 49 265 74
internal_value=0.000228827 -0.000251918 -0.00106718 -0.000553063 5.79414e-05 -0.000875826 0.000105201 0.000956287 -0.000264906 0.00128696 9.54314e-05 9.68822e-05 -0.000784972 0.00133369 -0.00186271 0.000482617 0.000271561 8.44184e-05 -0.00165928 -0.000191777 0.000464309 0.00159291 -5.76511e-05 -0.00184218 0.000602565 -0.000630225 0.000638872 8.04291e-05 0.000374156 0.000824577
internal_weight=366.408 126.598 38.5632 32.237 24.4043 14.0908 88.0349 26.6808 61.3541 24.8291 50.0637 10.4105 7.96135 10.3135 11.2904 239.81 47.6787 44.718 7.99965 45.1109 36.7184 11.6115 25.1068 6.78022 18.3266 10.0751 194.699 48.5879 45.4122 146.111
internal_count=4633 2892 1038 882 497 329 1854 263 1591 141 1399 195 178 168 192 1741 1117 1093 453 545 640 152 488 134 354 294 1196 360 311 836
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 20 15 21 15 13 16 6 18 5 23 10 21 23 22 3 17 19 15 0 21 5 5 2 20 10
split_gain=5.17488 3.91442 3.6284 5.41837 4.76594 3.25703 3.21147 3.0914 3.22678 3.04278 2.6872 3.56052 3.26947 3.52399 2.5973 6.10057 5.19423 3.40564 3.89749 3.26049 3.02851 2.80629 3.0901 2.72728 4.00699 5.8114 4.34395 3.69425 2.28881 4.29832
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 46.055224235250002 3.3069203559500004 15.000551226050002 117.97223122220002 23.044946110900003 16.495385412050002 13.164254432300002 24.367802910700004 -0.15544999999999998 74.927328095600004 7.961078016750001 -0.22831499999999999 -0.15962499999999999 68.609451489050016 179.88087463185005 12.651020723000002 24.089489904150003 97.886760529650019 18.870920756500002 12.451585980350002 14.608687763150002 217.42844949650001 42.081757894750005 64.369753017350021
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 9 8 -7 28 11 12 -8 -14 16 -16 -9 18 -18 -17 -21 23 -23 -22 25 -25 -27 -28 29 -2
right_child=6 -3 3 -5 -6 7 10 14 -10 -11 -12 -13 13 -15 15 19 17 -19 -20 20 21 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0014158585351046133 0.0010690758067895278 -0.0021392540093950019 0.0015972749787313805 -0.0024605523049470216 0.0035709842655135592 -0.0017788230084756253 -0.0028764584624886712 -0.0028296268607770551 0.00084581486830346349 -0.00069841372087819454 0.0021014914206950517 -0.0031080110579830796 -0.0023560626372141399 0.0008494168968413079 -0.0021377440877432025 -0.002716645659977676 0.0011449469041217061 0.0022551377482689329 -0.0022656485531217072 -0.0020059589178531168 0.0016272786076595765 -0.0021596835145547368 0.00076210507090266363 -0.0027075401582900152 0.0021612427383180862 0.0012129099009381293 -0.0034487301342090724 0.00087742862801863067 0.00018067675839900988 0.00022427559610813222
leaf_weight=9.9737504847580549 89.728975526057184 6.0624257205054155 2.6930936481803647 8.346255434677003 2.2894395831972352 3.149962425697594 2.5834422716870966 2.4311677925288633 36.28296263795346 12.839007596485315 2.1542560942471018 3.4701396860182276 2.6737010721117249 10.286279113031922 11.011405757628387 2.7936904972884795 6.439092692919079 7.9288148414343569 3.057704146951437 4.0893969316966823 10.25736147072166 5.5899685001932067 3.7370272371917963 4.9615102293901208 4.823305331170558 11.386592896655204 2.8178422562777987 2.1556988060474396 72.010062827728689 63.736282847821712
leaf_count=400 418 371 18 248 6 214 56 60 288 180 10 60 36 81 265 193 49 42 74 115 53 115 49 190 23 70 34 15 502 398
internal_value=0.000183373 -0.000180644 -9.94359e-05 -0.00147063 1.25441e-05 -4.87623e-05 0.000396998 6.217e-05 0.000636155 0.000479473 -0.000531529 -0.000829853 -0.000321244 0.000188112 -0.000208958 -0.000454074 0.000576428 0.00105163 4.68301e-05 -0.000101694 4.49453e-05 0.00022835 -0.000989017 0.000540263 0.000113798 -0.000349367 0.000365792 -0.00157363 0.000546544 0.000718218
internal_weight=411.761 152.278 146.216 11.0393 135.177 132.887 259.482 122.914 39.4329 238.314 21.1678 19.0136 15.5434 12.96 83.4806 63.6238 19.8568 17.4256 9.4968 52.6124 49.8187 45.7293 9.327 36.4023 26.1449 21.3216 16.3601 4.97354 225.475 153.465
internal_count=4633 2892 2521 266 2255 2249 1741 1849 502 1498 243 233 173 117 1347 1122 225 165 123 857 664 549 164 385 332 309 119 49 1318 816
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 16 17 10 9 23 18 6 2 21 20 6 8 21 21 23 20 21 16 3 8 4 16 17 5 17
split_gain=5.15872 3.75598 4.09193 3.1346 2.56802 4.68064 4.58921 4.60811 3.9422 3.531 3.40947 3.40922 2.79958 3.34297 2.69198 2.64694 2.55649 3.36927 2.50388 2.41722 2.84425 2.36949 3.46878 2.34579 2.34133 2.18559 6.20729 5.79937 4.54017 4.34321
threshold=18.594956516900002 38.238138001450004 30.054399297400007 46.055224235250002 13.534968349350001 15.839962959300001 236.15709471040003 71.053259929650025 191.96565807215003 0.076130000000000017 13.845746551550002 11.085259005300001 178.46521675150004 7.0919822770000005 41.808689985400001 9.1452136764500018 5.1459841250500009 12.717166023350002 5.8920528450000011 0.093635000000000024 45.044778924400006 15.294585115650001 22.674946976100003 80.059594666600006 2.1483234697000007 309.77412212245002 22.624947093000003 200.30016490490002 21.363989181350004 209.54662559615002
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 9 11 7 16 23 10 -3 15 13 -13 -15 -6 17 -7 19 20 -11 22 -5 -9 -4 -2 28 -28 -27 -30
right_child=3 2 24 21 5 6 -8 8 -10 18 -12 12 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0012398840712220657 0.00057576524865195829 -0.00276573842431365 0.0022116813030003059 -0.0018108375896189637 9.1104850258467366e-05 -0.002180282191959375 0.0017469512845277172 0.001565499746612451 -0.00251948481149033 -0.0027115292191543963 0.00060816178372440609 0.0010394876967493923 0.0020495891410968231 -0.0035554409161876383 0.00044115071826024996 -0.0032226757017303539 0.0016054981683424651 0.0012177071594533663 -0.0026275421030212695 0.0012080489410889873 0.0013315538551964975 0.0011896468537452916 0.00068040441088567814 -0.0018264720328088247 -0.0026767977358293869 -0.002709403216679842 -0.0014199720589948598 0.0024708070826434001 -0.00099953596398182488 0.001911772718316323
leaf_weight=18.640975132351741 206.47260526521131 2.1266276687383678 0.69816227350383897 10.617551790550353 9.3622700944542867 4.0502547007054108 5.2197300642728797 2.9885151013731983 11.189488708972929 3.8438285957090539 16.015219739638269 21.920442065689716 13.477997351437805 1.9451121501624573 2.3119496768340468 1.801557321101426 5.5276975249871612 3.3349804687313735 6.3226484479382625 3.1153844462241977 1.5225871601141987 3.8994525782763949 5.2282153591513625 2.2326227780431509 5.0998163092881441 6.1985964123159674 3.3617389872670165 8.4038007985800487 11.465897426009176 4.4616406187415114
leaf_count=648 1213 70 9 181 166 256 31 30 177 291 240 125 71 25 17 23 39 41 253 50 27 21 41 103 200 75 37 43 106 24
internal_value=0.000190396 -0.000192031 -3.46424e-05 0.000400272 6.59942e-05 0.000295144 -0.000415924 -0.000800926 -0.00168129 -0.000527725 0.000212666 0.000778477 0.00112253 0.000645219 -0.00138495 -0.000443655 0.000317901 -0.000645838 -0.00143502 -0.000546076 -0.0015644 -0.000558636 -0.000988867 0.000115051 -0.00208815 0.000479043 -0.000110199 0.0013591 -0.000891499 -0.000184017
internal_weight=402.857 142.748 124.107 260.109 118.309 85.3626 34.5433 29.3236 16.4106 32.9463 18.1418 50.8193 39.6555 26.1775 4.25706 11.1638 12.9129 7.38524 14.8044 8.4818 5.36642 19.7452 15.8458 5.22114 5.79798 240.364 33.8917 11.7655 22.1261 15.9275
internal_count=4633 2892 2244 1741 2035 1104 677 646 310 931 310 427 238 167 42 189 336 297 621 368 318 243 222 133 209 1498 285 80 205 130
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=16 15 20 15 15 10 22 21 0 5 6 9 13 10 22 16 7 23 20 18 4 16 2 20 16 8 2 10 21 0
split_gain=5.85486 3.9959 3.77093 4.16725 3.67862 3.01798 3.85376 3.60628 3.09457 3.06429 4.34503 2.98819 2.91338 3.24017 2.79439 2.58402 3.31264 3.90148 3.87157 2.48913 2.48833 3.35795 2.46118 2.42822 3.57939 4.60738 4.01022 3.56316 4.46255 3.97597
threshold=18.594956516900002 46.055224235250002 37.232443001650005 28.444110612900001 28.298162031900002 74.757955233350017 -0.17605999999999999 0.7788365504000001 98.51854819030001 14.47989612135 10.885254332250001 50.208594234450011 118.84598011460001 58.309968391300011 0.70691500000000018 23.044946110900003 23.209106085000005 0.090465000000000031 42.720329370750001 14.032563378150002 195.04069921150003 11.864972254500001 186.79363985910004 42.081757894750005 22.584947186600004 8.543332867800002 108.01392853780001 64.369753017350021 10.899813468900001 88.122280599850015
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 5 6 20 -8 11 -10 -11 -7 23 -14 -9 16 -3 18 -18 -5 -4 -22 -13 27 26 -26 -25 29 -29 -2
right_child=1 15 3 19 -6 8 7 14 9 10 -12 22 13 -15 -16 -17 17 -19 -20 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0015211971329410091 0.00087394577578265805 -0.0024001605509023066 -0.0027581784764617277 0.0006723261954347644 0.0032006887021452145 -0.0021388918449774205 0.00098282470212110841 -0.0027968600220694704 0.00014987066377920787 0.0015064807478714524 -0.0023572397186978839 0.00063585311090231329 0.0002834787818631403 -0.0027353587250453066 0.0014767610906819481 0.0020480387848624297 -0.0030876892610984291 0.001101602080042674 0.00077956595974522196 -0.0023475545362820357 -0.0020104883399784139 0.0010528017542298762 0.0023245059154328703 0.0016380087532988465 -0.0011174862094922146 0.00092911301721472018 7.5048267104225176e-05 0.00045684472489421934 -0.0023596960429379623 0.0025038473386717339
leaf_weight=11.593534763786009 82.417817993089557 5.7780519481748405 1.5920095918700123 2.0947881350293738 2.1562258163467041 1.7668283539824212 2.3577385875396422 8.8981444628443551 49.133360017789528 2.2994223888963443 6.8286979198455811 17.268777037039403 5.6694120946340245 3.3387171803042293 1.006538338959216 1.9868927374482144 3.8508092369884235 6.7253217194229364 2.5385041013360023 7.0152147151529789 2.6269995216280213 10.84948949376121 7.2394749745726577 15.546449087560175 19.812963806092743 9.6759007908403856 25.808591671753675 59.979589084163308 3.5197467505931845 9.9087755456566793
leaf_count=508 402 119 135 34 7 100 32 296 1090 14 118 90 78 61 7 10 51 34 29 235 76 110 40 118 130 43 216 362 36 52
internal_value=0.000214655 0.000430153 -0.000195714 -7.09139e-05 5.55001e-05 -5.12286e-06 -0.000707383 -0.00171933 0.00022192 -9.04404e-05 -0.00138395 0.000914538 0.000520458 -0.000835404 -0.00236256 -0.000589167 -0.000866515 -0.000190821 -0.00155121 -0.00165315 0.000116121 0.000455668 0.00113466 0.000574342 0.000201166 -0.000445955 0.000662606 0.000744001 0.000300725 0.00104887
internal_weight=391.285 256.558 134.727 123.134 114.024 111.867 27.3309 12.2624 84.5366 58.2615 9.12812 26.2751 235.678 9.00813 9.90468 20.8796 18.8927 13.1146 6.38931 9.11 15.0685 13.4765 24.5083 226.67 70.8439 29.4889 41.355 155.826 63.4993 92.3266
internal_count=4633 1741 2892 2384 2115 2108 656 335 1452 1222 132 230 1498 139 303 243 233 114 80 269 321 186 130 1359 507 173 334 852 398 454
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=16 5 2 6 20 5 2 13 8 16 13 21 22 16 17 7 5 21 13 0 17 16 20 5 9 23 0 0 23 4
split_gain=4.59347 4.13307 4.02453 3.32169 5.99332 4.7995 4.66148 3.48823 2.90398 2.87521 3.96916 4.68387 3.16651 2.87285 2.89192 2.72217 4.90467 5.91145 3.66619 4.53925 5.81351 4.19452 4.2245 3.4436 3.21889 2.88771 2.6826 2.78023 2.88812 2.73579
threshold=20.394952307700002 23.714185006400005 325.13486840910008 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 117.67650082785001 2.8477776226000002 22.674946976100003 117.58509325145 8.449163415300001 -0.09280999999999999 20.034953149600003 162.04221493815001 19.052023743050004 20.769304081650002 14.028898926300002 109.34496908160001 95.746747857800017 188.51582982015003 19.224955043700003 36.859113051050009 18.331716563250001 221.38017838285003 -0.25843999999999995 91.625341543800019 85.990333302400003 0.091705000000000023 198.95919911430005
decision_type=2 2 2 2 2 2 2 2 2 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 13 7 -5 6 9 26 -4 10 11 12 -6 14 -1 -16 18 24 19 20 23 -20 -23 -17 -18 -21 27 28 -2 -29
right_child=1 -3 8 4 5 -7 -8 -9 -10 -11 -12 -13 -14 -15 15 16 17 -19 21 25 -22 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0021799611535812235 -0.0017319402998915486 -0.00030312175397034129 -0.00038956961815022121 0.0023806514680151081 0.0016209495669925816 0.0013933724218838676 -0.0034883936639956742 -0.0017611329127491145 -0.003453410771983596 -0.0023022546969346568 0.0014140036351832452 -0.0033801359684315661 -0.0013531839951425777 -0.0028129681846066185 0.0018053954966824038 -0.0014550489840004029 -0.0029575310187100112 0.0024649767230783787 0.0023578228537792208 -0.0033679446886925564 -0.0027720715001872719 0.0017977603444726434 -0.0019023407037165251 0.0021878635866483384 0.0023988623199320317 0.00033173664649655237 -0.0010916390930942198 0.0024771507599693023 0.0012700064356033203 0.0012087233952468533
leaf_weight=5.241927368566393 5.1901776194572431 41.941240680404007 6.1007886920124275 10.344273284077643 6.5847263559699032 13.950347632169722 4.906431943178176 3.766796998679637 5.5411495785228908 5.7156127989292136 12.273216620087622 4.9596836119890204 6.8615964651107868 3.322428233921527 8.6473006368614715 4.6749820392578858 11.639715445227919 2.7678528609685591 14.455177305266263 2.0199727006256571 11.50031544594094 5.6008199080824834 5.9980962537229061 5.0848216135054827 1.1578308148309577 100.75218926300295 4.397164210677146 22.383660841733217 7.155552476644516 55.621737591922283
leaf_count=346 32 401 157 46 23 64 52 24 169 39 44 34 37 41 100 109 395 23 58 90 284 19 38 46 9 1488 33 143 30 259
internal_value=0.000236431 0.000555192 -0.000101253 0.000774548 0.000240385 -0.000160319 -0.000685109 0.00113022 -0.00184785 -0.000307195 6.44891e-05 -0.000835374 0.000103263 9.9431e-06 6.21814e-05 0.000129612 4.21337e-05 -0.00159486 0.000211906 -7.55522e-06 -0.00129619 0.00125666 -0.000115657 0.000442895 -0.00247292 0.00025902 0.00124517 0.00135889 7.98008e-06 0.0015727
internal_weight=400.558 206.052 194.505 164.111 65.5959 55.2516 41.3013 98.5151 11.6419 36.3948 30.6792 18.406 13.4463 182.863 179.541 174.299 165.652 15.5654 150.086 124.032 21.2601 26.0541 11.5989 9.7598 12.7975 102.772 94.7483 90.3511 12.3457 78.0054
internal_count=4633 1261 3372 860 339 293 229 521 326 177 138 94 60 3046 3005 2659 2559 427 2132 2017 439 115 57 155 404 1578 497 464 62 402
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=8 15 10 17 15 20 20 22 2 5 23 16 20 4 20 21 22 22 21 8 22 8 23 20 22 20 10 20 20 15
split_gain=0.846632 1.69788 1.52543 1.21683 1.17115 1.14728 1.63197 1.46921 1.66442 1.42355 1.38559 1.50284 1.2878 1.2352 1.13274 1.04539 1.02267 1.06023 1.52877 1.04864 3.3613 2.47718 2.77778 1.55756 1.52975 3.47746 2.53937 2.51228 2.53613 3.01945
threshold=1.6487133604500002 21.086216674150005 90.937096262400004 201.39543491635001 11.870705757150002 47.927946529500012 49.292797572200008 -0.21563499999999999 253.84121610105004 34.053606374050013 -0.27450499999999994 22.664946999500003 35.771221912400001 222.34787280370003 43.477771593600004 17.123843457500005 0.70681500000000008 0.27394500000000005 0.54612131245000006 8.8430989333000021 -0.0098449999999999979 9.4426310644000022 0.10385500000000002 40.040404835300002 -0.064729999999999996 41.489621506400006 62.111448187750007 39.896141435400004 35.476804824450006 14.212891242700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 10 7 8 -7 -10 11 12 13 -6 -1 -2 17 19 -19 24 21 22 23 -21 27 -26 -27 28 -12 -30
right_child=4 -3 -4 -5 5 6 -8 -9 9 -11 16 -13 -14 -15 -16 -17 -18 18 -20 20 -22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.032117106393263269 -0.033858064027513589 -0.033371659323736855 -0.031160650689228523 -0.032159432214314609 -0.033042128375088214 0.0191405717187744 -0.013304873616155904 0.033110749231772124 -0.041079491087238733 0.011626671884937202 0.0072905635321207259 0.032532415612617466 -0.032265677011500668 0.03053950034636747 0.012948069957915745 0.0078072442595572712 0.018447849091331979 0.0025321110110967842 -0.030462662470022807 0.015729618045629279 -0.032929099024003906 0.016137171802722661 -0.041715201250017452 -0.017986614406929748 0.0084026779554071552 -0.019275931447495894 0.0011815881894360193 0.0019604054314262993 0.028812544279654063 -0.013859241693756907
leaf_weight=0.5644492015708219 1.6289077128749334 1.9362486463505764 1.3502968144020995 0.75286646303720761 0.46479841833934077 3.6623998312279573 2.0618398976512244 3.1610044669359914 0.98210714571177937 0.89940637908875942 8.6327630071900767 0.52866239845752705 2.966446163598448 0.70372734568081796 5.3941588816232979 0.83420493570156384 3.0842019170522681 2.7971509749768293 2.3821107372641563 2.8329306021332723 3.4218234159052363 5.4990460104309022 1.9478752203285692 2.25391233433038 67.672267627203837 7.5157212887425002 21.348250234499574 117.61198123556096 1.6104032085277165 26.811629239469767
leaf_count=81 212 150 282 71 42 29 34 16 20 20 165 3 124 12 127 21 40 39 66 18 52 60 27 30 553 142 246 1507 29 415
internal_value=0.000741052 -0.00792039 -0.00180759 0.00409801 0.00103629 0.00121229 0.010908 0.016643 0.00725355 -0.0158847 0.000839581 -0.0155206 -0.0216642 0.00524897 0.00867912 -0.0197469 0.0011166 0.000920327 -0.0126433 0.00118328 -0.00634097 0.000917817 -0.0109792 0.000790405 0.00166119 0.0046509 -0.00414523 -0.000204854 -0.00707739 -0.0114414
internal_weight=303.314 9.99802 8.06177 6.71147 293.316 290.852 10.7668 8.70492 5.54391 1.88151 280.086 4.66363 4.13497 1.16853 5.95861 2.46311 275.422 272.338 5.17926 267.159 15.9556 12.5338 7.03472 5.08684 251.203 96.5362 28.864 154.667 37.0548 28.422
internal_count=4633 711 561 279 3922 3689 119 85 69 40 3570 181 178 54 208 233 3389 3349 105 3244 187 135 75 48 3057 941 388 2116 609 444
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=6 0 0 20 22 20 0 6 3 18 22 6 0 2 6 20 15 18 5 21 6 18 9 7 23 23 3 6 23 20
split_gain=0.892209 2.08346 2.70857 2.72892 3.57503 2.0318 1.96676 3.5127 1.98744 2.86429 1.81425 1.77371 1.66377 2.73023 1.959 2.24291 3.63022 2.44755 1.6455 1.61921 1.58645 2.32899 1.93696 3.66939 2.03549 1.81238 1.89763 1.78166 1.58539 1.51648
threshold=14.825346391850003 95.44832900530001 93.047535894850014 36.859113051050009 -0.122165 44.701063782750005 93.308316333500017 15.155354102400002 85.589753040950015 14.295312909150001 -0.038374999999999999 7.3551718524000007 86.538778761000017 319.32263744460005 16.455384477450004 37.892416320650007 36.370482311550013 13.317304170000002 20.315138807500002 5.514213733400001 16.335381673600001 13.829007611650001 188.55070358395002 22.929105819350003 0.11636500000000001 0.082855000000000026 90.730084986350008 16.100376182700003 -0.25843999999999995 40.371455563000005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 5 -5 7 10 9 -8 -2 -1 13 18 20 -16 17 -17 -9 -11 22 -22 -14 -24 25 -25 29 -28 -3 -27
right_child=6 28 3 4 -6 -7 8 12 -10 19 -12 -13 14 -15 15 16 -18 -19 -20 -21 21 -23 23 24 -26 26 27 -29 -30 -31
leaf_value=-0.028514034615805223 -0.036983743547863171 -0.021352917793883298 0.0044228006546389847 0.013556591727999908 -0.029496784959581572 -0.027187016923468768 0.023269599546505215 0.015502461751710923 0.017915007928863084 0.0046347648461374938 -0.0075233471393463909 0.0034956272166980699 0.021778932340144646 -0.030459627227528215 0.017644349665854268 -0.0032254179159456795 0.003785841874781053 -0.035913756371245276 -0.00068620123714418092 -0.030455802436986232 0.021350538835880537 0.00055651199992737071 -0.020212291060724301 0.013391788111256551 0.021762051208002252 0.014588983740105831 0.0017796707817696901 -0.025420061645605813 0.0013116909370786312 -0.0048641687449387586
leaf_weight=1.1912373052909995 2.1197361443191767 1.9957645538961504 3.7554842741228631 2.4495553912129249 8.071897591929881 1.1308364020660517 1.8870399147272099 4.1562796086072913 8.8932922538369876 1.4577971845865252 3.5081185712479046 13.439457710599525 3.5622004484757772 1.8928980750497419 2.8641611430794027 2.5400006622076026 8.5233702063560468 3.3675257936120033 88.037621644907631 1.9339072518050668 9.6431584134697896 5.2629408035427323 4.0202409997582462 6.9215410985052648 4.1359136179089537 4.9892998710274714 2.8008108958601943 3.3346806764602661 86.768138503888622 5.1454807445406914
leaf_count=53 28 104 33 29 287 100 7 35 49 16 39 219 20 84 25 12 36 52 1139 31 92 33 28 64 17 25 16 27 1895 38
internal_value=0.000558171 -0.00113476 -0.00685818 -0.014215 -0.0202219 0.000688068 0.00166936 0.000905493 0.0106613 -0.00155936 -0.0186196 0.000889387 0.00158717 -0.000570069 0.00461151 -0.00267872 -0.00671233 -0.0218591 4.3615e-05 -0.0153734 0.00714251 0.0140087 0.00421074 0.00221439 0.00551362 0.00261596 -0.00196819 -0.0130036 0.000802101 0.00471252
internal_weight=299.8 118.802 30.0385 15.4078 11.6523 3.58039 180.998 166.826 14.172 5.27874 5.62785 14.6307 161.198 94.0868 67.1113 17.2951 14.4309 5.90753 92.1939 3.3917 49.8163 14.9061 34.9102 31.348 27.3277 23.1918 16.2703 6.13549 88.7639 10.1348
internal_count=4633 2720 721 449 416 129 1913 1810 103 54 67 272 1743 1258 485 125 100 64 1174 47 360 125 235 215 187 170 106 43 1999 63
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=16 20 15 15 21 16 13 5 22 6 6 19 10 7 16 19 16 22 7 16 13 10 20 22 10 16 20 6 3 23
split_gain=4.56453 3.44339 4.54241 3.4262 2.79108 3.65011 2.5492 3.11906 2.34312 2.02224 2.44918 3.46625 3.20152 2.78235 3.00389 3.59092 4.4697 3.81823 2.52778 2.46851 3.89833 2.73076 2.24096 2.01652 1.98047 4.44954 6.69572 3.62835 3.85098 3.80535
threshold=18.594956516900002 37.232443001650005 30.054399297400007 46.055224235250002 15.294585115650001 22.674946976100003 118.84598011460001 28.543718473100004 0.63131000000000015 15.635365317800002 13.705320222600003 13.051052998800001 78.27445846800002 24.103872582350004 17.874958200600002 11.950964240300001 14.184966829400002 0.20852500000000004 23.727132803250004 9.7049773055000017 98.050756475600011 90.679004281900021 37.500638522700008 0.075080000000000022 66.859265246100009 19.224955043700003 38.171717059500004 14.825346391850003 83.511574906150017 -0.086715
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 23 24 -8 9 10 12 -12 -3 -14 15 16 19 -17 -13 21 22 -15 -21 -5 -2 27 -27 28 -26 -30
right_child=3 2 -4 4 -6 -7 7 -9 -10 -11 11 18 13 14 -16 17 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0017293873376137787 0.00075403080473473972 -0.0012215801191260548 -0.0025424412788962285 -0.002679420995217082 0.0015794832821785553 0.0007034101497066644 -0.0028569229941433814 0.00060534405798456448 0.0018630421812556926 -0.0021495076206328877 0.00097322098141256082 0.0017938182796948825 0.0018643017480597364 0.0018553665249518457 0.003194730048743189 -0.0023433683155973536 0.0019942739527361421 0.0036038647848893384 -0.0033738192588883497 0.0032092120148958393 0.00064421012294003672 -0.001796008173235061 -0.0031053200097830879 0.0012666407521532608 0.0012125797055582044 0.00034083793484005045 -0.0031047280714038865 0.0020011143074370624 0.0023121187908828784 -0.0023999088919358677
leaf_weight=11.634891401743515 169.83634399063885 21.293762188404799 5.9702739282511166 9.4043355714529806 3.6221009101718655 5.3985852114856234 4.0485831261612457 4.7510248767212033 5.6959320819005361 3.7018725080415598 31.367932945489883 1.1077986164018505 6.6793986917473367 5.5371751254424506 2.1371176321990779 9.5570210944861156 8.2790561411529762 1.0019729286432255 2.8181324191391468 0.50678838510066082 4.9687315914779902 2.4964142938842997 6.9070836591999978 1.2302444763481606 10.001545764505869 12.591390438377859 7.5966075211763373 12.481535881757734 1.817528653889896 6.9280305244028533
leaf_count=508 995 401 224 172 21 41 82 57 55 266 232 11 90 61 15 226 47 4 56 3 31 316 346 9 36 65 79 60 10 114
internal_value=0.000212813 -0.000223878 -7.79395e-05 0.000443064 -0.000718455 -0.00123759 0.000542302 -0.000987599 5.10649e-05 -4.41813e-05 3.02862e-05 0.000651877 -0.00028599 0.000128446 -0.000151672 -0.00033386 0.000197915 -0.00177902 -0.00191564 -0.000530535 -0.00134232 0.000720713 -0.00267368 -0.00222293 0.000603149 0.000104763 -0.000955705 0.000790311 -1.58226e-05 -0.00142064
internal_weight=381.369 131.661 120.026 249.708 19.6553 16.0332 230.053 8.79961 114.056 108.36 104.658 35.2939 69.3645 48.0708 41.3914 39.2542 28.6952 10.559 3.92593 20.4162 12.3826 8.03359 7.41387 10.6346 221.253 51.4166 20.188 31.2286 18.7471 8.74556
internal_count=4633 2892 2384 1741 243 222 1498 139 2160 2105 1839 299 1540 1139 1049 1034 804 230 67 757 380 377 349 181 1359 364 144 220 160 124
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=16 23 18 23 10 7 18 7 18 18 16 22 15 10 19 6 6 19 20 7 22 7 9 20 22 12 6 22 5 9
split_gain=0.80797 1.69044 1.83989 1.49176 1.90294 1.23688 1.45105 1.18199 1.42775 1.16498 1.14221 1.03362 1.01051 1.02059 0.925412 1.74777 1.97135 1.59736 2.1374 2.01293 1.88259 2.44209 1.84244 1.72801 1.86278 1.57187 1.56177 1.52998 2.17714 1.75269
threshold=13.534968349350001 0.076130000000000017 13.845746551550002 0.093635000000000024 83.602982482550019 21.034091097450002 16.060787203800004 24.103872582350004 15.917243450850002 17.370891598500005 11.564972956100002 0.70681500000000008 17.480288512750004 90.679004281900021 11.850956171350001 13.665319288000001 13.825323026450002 13.351077205700003 47.309807198350008 21.833224794850004 0.059500000000000011 25.959674155500004 194.29956510785004 49.064150740050003 -0.15962499999999999 206.14208420540004 10.885254332250001 -0.51760499999999998 24.225659292200003 216.07042296730003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -4 10 8 -3 -5 -7 14 13 -8 -2 17 -17 18 20 -20 22 -22 25 -21 -25 -16 -27 28 29 -18
right_child=11 3 5 4 -6 6 12 -9 -10 -11 -12 -13 -14 -15 15 16 27 -19 19 23 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.029724134544596187 0.0085800224471502522 -0.029609556346579611 0.026051389509785829 -0.0026503178518799105 -0.030045731485340434 -0.033077440684741832 0.019819525130759567 -0.029778043329202902 0.02224204001925454 0.030599174543533465 0.0014159587963430364 0.017540463736740796 -0.013472616987067018 -0.0093621346356394623 -0.030520278710324332 0.014537229248048292 -0.029018362027775055 0.0022483785226933644 -0.032943637621955423 0.02848504400064324 -0.030398236957447613 0.015866064339646921 -0.031158752935308589 0.025087864126656242 -0.03024581598433209 -0.018862647962894462 0.021197782891876495 0.001312759474143119 0.0095759818210739891 0.01874917006547595
leaf_weight=1.2468829553108687 11.465740235988049 0.7693828942719827 1.9353749996516842 2.2119537717662756 1.2769138233852571 1.3691552061354726 4.4842747368384153 4.1967984424263705 0.87592770555056632 1.284972086548805 1.6126103582791982 2.8954255403950802 1.2861386793665586 1.1644611614174207 1.5945902991807104 8.4650029540061933 4.2094898479990652 12.759683407843111 0.89382810075767238 2.4119871677830815 1.3081664128694677 2.6890462319133803 6.4139533420093358 0.813934255391359 1.1081617990275845 1.3436110430629926 1.7007784666493533 210.83770392881706 2.4952260465361178 0.68953149206936348
leaf_count=84 167 46 17 47 144 52 61 567 17 6 40 36 46 136 72 52 121 158 24 19 70 23 197 9 102 34 17 2234 28 7
internal_value=0.000609208 -0.00430876 0.00236651 -0.0125453 -0.00102833 0.00574258 0.00177902 -0.0219563 -0.00200489 0.00956746 -0.0144226 0.00103471 0.00874518 0.0138039 0.000858491 0.000517631 0.00138734 -0.00545013 -0.0102943 0.00500434 -0.0156085 0.000725162 -0.0215155 0.0128304 -0.00681412 -0.00818255 0.00351751 0.000877273 -0.0115401 -0.0222951
internal_weight=297.811 23.7148 13.0989 10.6159 4.77384 11.852 9.91664 5.84211 1.64531 3.49693 2.98177 274.096 6.93487 5.64874 271.2 259.735 226.697 33.0377 20.2781 5.22791 15.0501 3.99721 11.0529 4.33408 1.9221 4.63898 3.04439 218.232 7.39425 4.89902
internal_count=4633 1263 436 827 197 352 335 630 63 53 92 3370 243 197 3334 3167 2442 725 567 154 413 93 320 130 111 123 51 2390 156 128
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=16 6 15 15 13 6 16 6 18 6 2 13 21 23 18 17 18 12 10 18 17 13 7 5 22 8 2 5 8 10
split_gain=5.66411 4.30651 4.0336 3.27025 3.1903 3.84553 2.91637 3.8271 3.52457 3.61326 3.73739 2.91554 4.13039 4.71971 2.89158 4.26146 2.72251 2.47349 2.46936 2.77531 4.65036 3.4284 2.66187 2.42979 2.52741 2.3913 2.24528 2.18631 2.18591 2.18243
threshold=18.594956516900002 15.635365317800002 46.055224235250002 31.445204138150004 118.84598011460001 19.835463452400003 23.044946110900003 16.495385412050002 13.164254432300002 16.475384944750001 321.41743964065006 95.937628385050019 18.870920756500002 -0.098985000000000004 17.108018746400003 203.09927826650002 14.693728290050002 216.20511703005005 81.573196594050017 15.454705336800002 191.86029796145002 108.49810477050001 25.139463727750002 11.926356180100003 -0.237895 2.4480895352000007 260.77742537720002 9.2894952960000019 1.3489472949000001 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 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 11 29 -6 7 8 -4 10 -10 12 13 16 15 18 -1 -18 19 20 21 22 23 -13 -25 -5 -16 -22 -19 -2
right_child=2 -3 6 25 5 -7 -8 -9 9 -11 -12 14 -14 -15 26 -17 17 28 -20 -21 27 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0021505333842734443 0.00060682479864068771 -0.0019082692276491209 -0.0025252347968612704 0.0023365972191663844 -0.0020081988878201213 0.00066767461462768603 0.0018391784389884826 -0.0027688355157596913 0.0002508870996952837 0.001923692392015608 -0.002785120585355 -0.0023397776097928589 0.0012010429396844737 -0.0017710901028945081 0.0016709741356984421 -0.0012214487624284936 -0.0022659153799982888 -0.0011255356231646833 -0.0018705907322992897 0.00099398435254510298 0.00047610168188067241 0.0018975492065722913 -0.0025996038029383927 -0.0009742087449141672 0.00060121039409472064 -0.0023315511050804021 -0.00058411927121431383 -0.0026213884160651885 0.0014714373233136084 0.00011080091359562845
leaf_weight=2.2035984527319661 188.46643371321261 6.4801297830417743 2.8580260649323561 0.5877796346321692 5.397557807620613 4.8199399299919605 2.240321483463048 3.7356143854558459 7.109774908050893 3.8404720583930603 2.6347252950072289 1.7373934257775534 5.1761540966108432 14.468074927572163 9.4251984395086748 11.126579481642692 1.3266162769868959 1.9549069073982517 2.5510884495452038 19.825551255606115 1.452727454714476 5.3772982861846677 1.7342058271169651 5.9458880042657212 25.674961613491185 4.5284546250477433 2.6907748077064744 4.214532783254981 7.1815780848264694 54.132796449586749
leaf_count=52 995 371 56 4 110 29 10 60 58 23 36 96 48 902 58 166 107 55 107 149 41 21 31 143 205 179 35 73 49 364
internal_value=0.000187975 -0.000176152 0.000367454 -8.92653e-05 0.000445947 -0.000745899 -0.000517711 -0.000779384 -0.000327408 0.000134973 -0.000569991 -1.89146e-05 -0.000581397 -0.00092141 0.000179157 2.83934e-05 4.91061e-05 0.000512365 0.000231367 0.00031266 1.98878e-05 0.000278575 3.04953e-05 0.000167227 0.000304973 -0.00179525 0.00117015 -0.00182739 0.000915771 0.000496144
internal_weight=410.899 135.663 275.236 129.183 252.817 10.2175 22.4189 20.1786 16.443 13.585 9.7445 124.067 32.3109 27.1348 91.7562 79.6402 12.6667 10.4631 68.5136 65.9626 46.137 40.4697 35.0924 33.3582 31.6208 5.11623 12.116 5.66726 9.13648 242.599
internal_count=4633 2892 1741 2521 1498 139 243 233 173 117 94 2338 1213 1165 1125 1032 263 211 866 759 610 496 475 444 348 183 93 114 104 1359
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=16 20 0 23 6 3 18 17 15 15 20 22 22 0 10 13 7 3 18 2 10 10 16 0 6 2 22 2 20 2
split_gain=3.47389 3.1278 5.22195 4.21363 3.64073 3.55929 3.75982 3.1229 3.09629 3.01044 3.03118 3.03503 4.44117 2.85492 2.52846 5.38879 5.33204 2.70166 2.41093 5.10697 2.38968 2.59963 4.24709 3.09997 2.63176 3.03198 2.38928 4.14395 2.37279 2.36927
threshold=20.394952307700002 42.081757894750005 86.208098410950015 0.10487000000000003 14.355335410100002 94.227769014100019 13.037923179150001 188.51582982015003 46.674706678850008 31.445204138150004 35.119813570500007 -0.070854999999999987 0.075080000000000022 85.882794977150013 68.20618276945001 109.34496908160001 19.902030009200004 108.48197402175002 13.164254432300002 135.87377242040003 61.982402197500001 64.369753017350021 20.904951115100005 87.028078140750011 15.785368822600002 154.46567853970001 -0.10040499999999999 85.298498744850022 47.079243513300007 124.11382646410001
decision_type=2 2 2 2 2 2 2 2 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 8 3 5 -4 6 -3 -7 20 14 -11 -12 -13 -10 16 -16 17 -1 -8 -20 26 23 24 -22 25 -23 27 -2 -18 -6
right_child=1 2 4 -5 29 7 18 -9 13 10 11 12 -14 -15 15 -17 28 -19 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00095435995408837645 0.00098842144648816715 0.00057292766537548798 -0.0023761452084058569 -0.0041298389416435499 0.0022045066391787865 -0.0011069273169148151 -0.0042398365290623819 0.0034214753504127489 0.00028259286074146722 0.0019293233999686573 -0.0031442076964591182 0.00078028166529058398 -0.0029861270200851778 -0.0037703790726116922 -1.8032602796286644e-05 0.0019009853271840954 -0.0033835058551880005 -0.003271025865168772 0.0015500966323359351 -0.0037190273737430905 0.0010323536556648958 0.0013425329704768612 -0.0023645970555442697 0.0025269999263741122 0.0023051614794683704 -0.0023175173051536058 0.0006480756238629921 -0.0036113318233353614 2.3338303936399231e-05 0.00045283159235061669
leaf_weight=11.407245553564282 3.7043876349925986 6.480099596083174 3.3661959916353217 3.7141943015158168 10.452110923826693 2.5357796167954794 4.1404567472636682 3.3548596389591694 4.5419501978904 2.6614933023229268 7.3361140321940246 7.8041817937046236 4.791888739913702 2.5869026184082031 116.37369153252803 15.755539514124392 7.7882953593507391 1.6415065857581783 3.2517270594835281 3.763087272644043 40.039129894226789 5.2537044361233765 4.5612186230719081 19.601829156279564 7.7226549983024588 3.6290043517947197 27.789286975748837 3.7252084389328957 2.5812345426529646 24.456152811646461
leaf_count=168 21 36 31 49 93 44 47 16 41 14 213 71 57 42 2241 69 365 142 14 75 196 27 34 107 35 20 144 57 32 132
internal_value=0.000201348 0.00049255 -5.10794e-05 -0.00108164 0.000682379 -0.000600404 -0.00129267 0.00147211 0.000781744 -0.000107066 -0.00115745 -0.00156962 -0.000652563 -0.00118814 4.55053e-05 0.000210798 -0.000887097 0.000422815 -0.0023764 -0.00127652 0.000902777 0.00119454 0.00026738 0.00152359 0.00099034 -0.00015277 0.000233343 -0.0013179 -0.00253546 0.000977312
internal_weight=366.811 188.67 65.5147 27.2402 38.2745 23.526 17.6354 5.89064 123.155 178.141 22.5937 19.9322 12.5961 7.12885 155.548 132.129 23.4183 13.0488 11.1553 7.01481 116.026 80.8075 21.1666 59.641 16.6054 8.88271 35.2189 7.4296 10.3695 34.9083
internal_count=4633 1261 537 281 256 232 172 60 724 3372 355 341 128 83 3017 2310 707 310 136 89 641 419 116 303 82 47 222 78 397 225
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=16 20 15 15 5 0 5 22 3 13 20 22 9 4 22 21 18 9 5 20 9 23 23 23 22 21 22 23 15 17
split_gain=2.83644 2.7851 3.49464 2.38168 2.28938 3.20673 2.24917 3.29056 2.4743 2.06595 1.92805 1.88379 1.81254 1.81226 2.30234 1.72816 2.95971 4.46759 2.72902 2.71143 3.53231 2.47579 2.32725 3.52777 3.27334 4.2323 5.43041 5.72531 4.46113 3.66391
threshold=18.594956516900002 37.232443001650005 30.054399297400007 46.055224235250002 24.367802910700004 86.692020874450009 24.458659404000002 -0.10290999999999999 94.227769014100019 117.97223122220002 48.823707093150006 0.63131000000000015 27.033907557900005 160.20223982390002 -0.098419999999999994 9.1670574189500034 13.845746551550002 213.52050414910005 19.585698137700003 42.154118731400011 194.57718764590001 0.10385500000000002 0.083395000000000011 1.0000000180025095e-35 -0.094409999999999994 4.7516206878500009 -0.070854999999999987 0.093745000000000023 39.558912554250007 196.81899330385002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -5 6 -6 8 -8 15 -4 12 -3 -11 -15 22 19 18 21 -17 -21 -18 23 -2 -24 26 28 29 -26 -28
right_child=3 2 10 4 5 -7 7 -9 -10 13 -12 -13 -14 14 -16 16 17 -19 -20 20 -22 -23 24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.001886429672274431 0.00018866220416644374 -0.0025621779124418639 -0.0035463364408514862 -0.0034241592660603339 0.0023775981212679205 0.0030679840506166014 -0.0014386632967544738 -0.0027969650864936441 0.0037765515631175638 0.0010054797955128549 0.0030247476248071066 0.0020376520164723457 3.4856920280723188e-05 -0.0040609837279712551 -0.00024342434256585015 0.0010708855808481787 -0.0030773386409078175 0.0025324797744536542 -0.0051695173471186682 -0.0020941834494383124 0.00097084285351615042 0.0020583705544522718 0.001274230575223678 0.0020266691970896571 -0.0051032776546412273 0.00088749035512867246 -0.0049975051816176569 0.0013917514213157647 -0.0007127563269595799 -0.00048011539581002547
leaf_weight=10.432831259095108 18.645849728025496 3.1203383672982445 4.462532188743352 2.9957021828740862 2.0059537179768112 2.7522193137556306 2.2497121570631888 7.4745617192238525 1.8785174936056135 3.6394407395273429 0.56623147567734111 5.1342120547778896 98.104321888182312 3.1350185605697334 4.1062051868066192 28.00429074652493 2.7702202126383764 2.2816958352923393 3.2165879737585783 8.8499274021014589 8.1072843074798566 1.7072845119982956 36.573241528123617 31.778709897771478 5.0031842216849309 32.671106927096844 3.0555532090365904 14.536580432206391 5.4314078763127327 5.9639377817511559
leaf_count=508 126 202 216 44 17 9 47 118 8 37 8 55 1903 101 42 121 47 15 32 99 39 9 204 209 59 181 31 69 34 43
internal_value=0.000187463 -0.000229085 -7.38542e-05 0.000399928 -0.000728069 -0.000234414 -0.000902287 -0.00146933 0.000934478 0.000499411 -0.00280644 5.53455e-05 -4.51989e-05 -0.000925626 -0.0018962 0.000573743 6.3097e-05 -0.0015899 -0.0028124 0.000429855 -0.000628787 -0.00111908 0.000756312 0.00134702 0.000467786 2.53394e-05 -0.000803342 8.9055e-05 -0.00281793 -0.00201048
internal_weight=360.655 121.82 111.388 238.834 19.3567 16.361 13.6087 11.6028 4.12823 219.478 5.02876 106.359 101.225 10.8807 7.24122 208.597 54.9373 9.97579 7.69409 44.9615 16.9572 4.4775 153.66 50.4246 103.235 66.6618 33.9907 23.5561 10.4346 9.01949
internal_count=4633 2892 2384 1741 243 199 190 173 55 1498 224 2160 2105 180 143 1318 362 103 88 259 138 56 956 335 621 417 236 143 93 74
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=17 9 6 21 21 5 15 20 3 14 5 23 23 5 22 13 3 5 22 21 20 2 15 5 21 6 5 17 3 9
split_gain=0.837501 0.899219 1.44866 1.44941 1.44395 1.1603 1.15682 1.25032 1.11722 1.96954 1.10361 2.29026 2.06051 1.67531 1.91727 1.62262 2.673 2.69837 2.50998 1.78935 2.78071 1.57821 2.40475 1.69494 1.9746 1.44838 1.67292 1.42968 2.68456 2.10612
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 18.870920756500002 2.7200266080500004 4.1742484779000009 10.623212892000003 47.927946529500012 73.913779380400015 374.43894273000006 23.605484525250002 -0.25587999999999994 -0.24665999999999999 23.195398057700004 -0.06828999999999999 117.67650082785001 93.82450029455002 23.967536448650005 -0.55200499999999997 5.7328850847000004 41.184662530950007 342.12838825640006 42.33967733730001 20.389142059250002 16.464809133250004 16.565387047600002 27.179953022650004 203.09927826650002 91.80009132230002 208.34925031750001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -3 10 -9 -10 13 -12 -13 21 -15 16 17 -14 -18 20 -19 22 27 24 -23 -17 -27 -8 29 -29
right_child=1 6 4 -5 -6 -7 7 8 9 -11 11 12 15 14 -16 25 18 19 -20 -21 -22 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.020529582517383883 -0.02907044091523683 -0.023047237974647465 0.0029543662954740861 0.02114188713682159 -0.030383877937950891 0.030998071412732944 0.0021822635191338109 0.030020595468044597 0.013362467326103784 -0.019943509987244375 -0.033734744058140607 0.0293030033148458 -0.025030221318582634 0.00056513739482713546 0.024187804262184025 0.018798502047033448 0.021334561060624979 0.0070994053807311597 -0.030539364065068013 0.010487670068656274 -0.037443799997946739 -0.021971086347540553 -0.021076520211017816 0.028632262190556718 0.029756291358995202 -0.015320393315305499 0.0094629600682491471 0.0048314679502738482 -0.029057693424964694 -0.0085021577879364173
leaf_weight=1.4991413269308385 1.1765259982494156 1.6037234756513488 1.604832555807661 2.0060871839523315 3.0584929607575759 0.3346247225999831 175.01948659127811 1.9863986764103163 6.8330064648762328 1.8220133171416817 1.9345131957670663 1.6318252778146405 3.3434730432927671 5.5808181297034025 5.5535027072764915 4.0686575267463914 0.87481582071631958 2.8002121821045867 5.5498192935483539 9.5173037312924844 1.909883997403085 1.5586933139711612 4.0518705551512531 3.4054257944226265 0.96991794416680921 4.0140528911724669 4.9006730881519616 19.813099932274781 3.1257205288857213 18.614572490216233
leaf_count=250 230 159 93 22 228 2 1852 13 54 61 139 12 33 41 36 23 11 35 388 58 30 44 41 28 9 51 64 261 50 315
internal_value=0.000691703 0.000798223 -0.00850853 0.00528342 -0.0189109 -0.015769 0.00106032 0.00119415 0.0107694 0.00635105 0.000827941 -0.00351241 -0.00199818 0.00156831 0.0123475 -0.00337945 -0.00776525 -0.00202079 -0.0234759 0.00338648 -0.0109623 0.00103856 0.000648954 0.015524 -0.00212964 0.00472625 -0.00169629 0.00105542 -0.00369077 -0.00162741
internal_weight=300.163 298.664 8.18056 3.51724 4.66333 1.51115 290.483 288.88 10.6414 8.65502 278.238 40.5452 38.6107 237.693 11.1343 36.9789 23.9955 17.5709 6.42464 14.2274 4.7101 226.559 220.625 5.93404 2.52861 12.9834 8.91473 216.573 41.5534 38.4277
internal_count=4633 4383 575 254 321 232 3808 3649 128 115 3521 844 705 2677 77 693 555 156 399 123 65 2600 2519 81 53 138 115 2478 626 576
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=16 20 16 0 21 16 9 23 23 15 20 15 0 10 13 22 20 0 22 22 2 4 13 12 21 13 3 22 20 5
split_gain=5.97616 4.59218 7.23998 3.93975 7.21787 4.84554 4.5285 4.35617 4.47398 3.85464 4.27833 3.73309 3.94655 3.68699 7.72771 5.76224 3.48336 4.3309 3.25014 5.12005 3.17553 4.28724 3.99097 3.02121 4.86802 5.91126 5.52851 4.68418 4.96181 3.25654
threshold=20.394952307700002 42.081757894750005 22.494947397000004 86.208098410950015 5.4349223666500004 22.664946999500003 202.70031010240004 0.10487000000000003 0.08079500000000002 31.445204138150004 35.119813570500007 46.674706678850008 85.882794977150013 68.20618276945001 109.34496908160001 -0.16262999999999997 43.477771593600004 85.769879735700016 -0.070854999999999987 0.075080000000000022 310.93569142660004 195.04069921150003 101.66942111915002 211.51213392550002 6.9984086918000008 95.937628385050019 84.812788641250009 -0.24150999999999997 49.247968080500009 2.9478561016000007
decision_type=2 2 2 2 2 2 2 2 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 11 -3 7 5 6 -5 8 -4 13 -11 -2 -13 15 23 20 17 -10 -12 -20 21 -1 -23 24 25 -15 -27 -25 -29 -26
right_child=1 2 3 4 -6 -7 -8 -9 16 10 18 12 -14 14 -16 -17 -18 -19 19 -21 -22 22 -24 27 29 26 -28 28 -30 -31
leaf_value=-0.0021632920480329602 0.00077686407564725923 0.0014249255383440489 -0.0030284716145509232 -0.00036120703910417639 0.0009407245219450218 0.0012326974178366052 -0.0038648389243762168 -0.0031777672412659566 2.1782483460990557e-05 0.0016351294851534664 -0.0023305418990594794 0.00040136893697407855 -0.0029259689696396912 -0.0023963124482524554 0.0015626752857397824 -0.0023644083327869565 0.0010522386344266382 -0.0027521738979408641 0.00053313304406683415 -0.0023053543389229924 -0.002570009022464998 -0.00252575282161431 0.0012009473183947838 -0.0016858794763222479 0.0014600549035455228 0.00040671519689860895 -0.0027767687970187568 0.00086179744032686121 -0.0016137764260355869 -0.001538009975763484
leaf_weight=3.1674744188785651 128.80809234641492 14.474349243566392 3.4484054828062716 3.4825274869799632 21.230750560760498 2.7472423054277897 4.2781300842761993 4.0810441374778739 8.6128245051950234 2.9866879237815764 9.0584232918918186 4.9955400787293902 2.9508130606263876 4.8417097290512165 17.755806278437376 8.168551938608287 7.2309080474078646 4.4382524508982888 8.4755952889099664 5.4228737866505972 2.3716245433315626 1.692955033853649 12.816008311696349 5.1039411805104455 2.0887051441241082 51.997183647472411 3.0027392376214257 42.294220458250493 4.679445559391751 19.371907129883766
leaf_count=191 641 121 49 16 87 12 48 49 75 14 213 41 42 390 69 291 36 44 71 57 57 49 119 150 47 448 70 591 176 369
internal_value=0.000165703 0.00043552 -2.2143e-05 -0.00037387 0.000175389 -0.00137094 -0.00229261 -0.00100069 -0.000626285 -0.000111319 -0.000933196 0.00068325 -0.000834211 7.56626e-06 0.000148891 -0.000749406 -0.000217858 -0.000921551 -0.00126733 -0.000574382 -9.13756e-05 0.000241179 0.000766103 -3.93151e-05 -0.000314096 2.01847e-05 0.000232912 0.000389665 0.000615185 -0.00124622
internal_weight=416.075 210.779 74.0244 59.5501 31.7387 10.5079 7.76066 27.8114 23.7304 205.296 25.9436 136.754 7.94635 179.352 151.136 28.2166 20.282 13.0511 22.9569 13.8985 20.0481 17.6764 14.509 133.38 81.3022 59.8416 54.9999 52.0776 46.9737 21.4606
internal_count=4633 1261 537 416 163 76 64 253 204 3372 355 724 83 3017 2310 707 155 119 341 128 416 359 168 2241 1324 908 518 917 767 416
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=16 10 17 4 0 6 5 20 8 2 22 18 19 16 15 13 6 0 10 16 7 19 21 18 6 15 4 8 13 3
split_gain=5.56334 3.931 5.01779 3.87643 3.65738 4.5628 3.32608 3.69053 3.31852 2.87747 2.78984 4.37679 3.22048 2.76873 2.7511 3.05791 2.84509 2.95782 4.46551 2.63982 3.24814 3.88516 3.2962 2.69993 2.77695 2.63207 2.48326 3.44334 2.47135 4.04728
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 98.51854819030001 11.135260173550002 14.47989612135 36.772607578000013 2.3481675133500004 186.79363985910004 -0.095854999999999996 14.349689277800001 12.851036860900001 12.184971506200002 44.732387748900003 117.97223122220002 14.825346391850003 96.082805124100005 70.128430332750014 17.684958644900004 26.826254787300005 10.350835137000002 16.464809133250004 17.267778657600005 12.325287978400002 27.063546193350003 160.20223982390002 10.142085217300002 118.06363879865002 93.82450029455002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -8 -7 11 13 -12 -5 15 16 17 18 -2 20 21 -9 -22 24 -23 -20 -17 -28 29 -16
right_child=14 4 -4 10 6 9 8 19 -10 -11 12 -13 -14 -15 28 26 -18 -19 25 -21 22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0022089531571375096 0.00018298384854192426 -0.0031022542257013578 -0.0032451140728564725 -0.0030946502584393624 -0.0030125254336123082 0.00060521311755382936 0.001970393324240604 -0.0032327545425966616 -0.0022315031959512449 0.002622137462017787 -0.0032322165870282658 0.0028166596602921356 0.00036469949830727425 0.00037191974085285634 2.8642533701417686e-05 0.0008615145902240598 0.00081040781762411768 0.00098920579900350935 0.00093082647263730022 0.0025291434070403422 -0.0014947404929587123 0.00070041512000328554 0.0016053249555633556 0.0025869097989075695 -0.0033306503198619747 -0.0034288865479736638 -0.0030632546091130392 0.0012367213855847901 0.0023584099239739201 -0.0025060197537436863
leaf_weight=8.4998218072578293 14.339535728096964 2.1132552835624692 6.6701705157756797 2.3122529364191022 3.0898720106342799 17.956327871885154 1.7848685700446356 1.9906403492204869 10.587181492708622 8.454504653811453 3.9050912624225038 5.3004815364256492 4.1965625686571002 9.8397903819568437 22.166387868113823 4.4386646673083288 175.50567425042391 12.975458264350889 1.3992764316499222 3.657842591404914 15.020773712894881 19.552113535813994 3.422160238493233 5.9642338920384637 1.494917919859289 5.7475432977080345 5.2955143987201154 2.1188823617994785 2.5742798894643775 6.6567235281690946
leaf_count=385 89 122 156 82 282 95 9 115 183 46 138 33 71 173 160 37 1001 52 8 28 626 234 44 35 35 106 127 12 13 136
internal_value=0.000222396 -0.000243081 -0.000984161 -0.000541307 7.43057e-05 0.000928353 -0.000291668 1.27996e-05 -0.00162531 0.00125086 1.33847e-05 0.000655129 -0.00136906 -0.000287688 0.000472054 0.000583842 0.000663366 -8.54827e-05 -0.000734479 0.000195723 1.58237e-05 0.000610623 -0.000919511 0.000893867 0.000414099 -0.0025753 -0.000824856 -0.00183441 -0.000317726 -0.00055674
internal_weight=389.031 135.813 40.7242 34.054 95.0887 28.5241 66.5646 54.1926 12.3721 26.4108 25.5542 17.4525 8.10165 12.152 253.218 221.821 209.967 34.4618 21.4864 51.1027 47.4448 29.0019 18.4429 27.0113 21.047 7.14682 11.8531 7.4144 31.3974 28.8231
internal_count=4633 2892 1038 882 1854 263 1591 1399 192 141 497 288 209 255 1741 1432 1256 255 203 1117 1089 419 670 304 269 114 176 139 309 296
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=6 0 0 20 22 15 0 6 21 3 20 6 0 17 14 17 9 9 5 8 21 20 20 15 21 13 5 0 10 9
split_gain=0.939716 1.94131 2.57615 2.55019 3.42293 1.84784 1.8136 2.85498 1.93171 2.4484 1.74448 1.58564 1.56357 3.36987 1.77143 1.64302 1.57575 3.18915 1.90005 1.56017 2.93419 1.45228 1.79672 2.25179 1.4954 1.84231 1.8005 1.72399 3.44024 1.6834
threshold=14.825346391850003 95.44832900530001 93.047535894850014 36.859113051050009 -0.122165 22.853312863800003 93.308316333500017 15.155354102400002 1.3367181581500003 85.589753040950015 44.701063782750005 7.3551718524000007 86.681267041950008 200.85989963400002 147.98468416440002 199.89028782265004 201.65416293750005 204.09084027260005 30.133297129900004 8.9430209551500024 0.63092463060000015 37.232443001650005 35.119813570500007 23.241064975550003 5.1185473364500007 107.78028644965002 7.754880527600001 97.722764583650005 78.381996793250025 210.61272793875003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 10 -2 7 -7 -8 -10 -5 -1 13 15 -14 16 -9 -18 19 -19 -21 22 23 -3 26 27 -23 -26 -29 -28
right_child=5 21 3 4 -6 6 8 12 9 -11 -12 -13 14 -15 -16 -17 17 18 -20 20 -22 24 -24 -25 25 -27 29 28 -30 -31
leaf_value=-0.034317151616375843 -0.020300081167423212 -0.032560862666578892 0.0045943951622299129 0.014708307333401749 -0.0355556722501853 -0.020415854713225243 0.03015941603274002 0.0020285903034673817 -0.016434049517296399 0.016566334034687231 -0.032710388785341861 0.0039132033827813523 -0.018185892726067788 -0.039916498746510883 0.0072623423630778037 0.030828967631427368 -0.039406048447737069 0.0036662564288471389 0.023701889981894084 0.0083530586518247209 -0.038456355775474634 -0.031588988698598358 -0.030149017784669403 0.010412753909626938 0.0090277668717276237 -0.035093110535800075 0.011238024444354967 -0.023933300356781283 0.0013525055007428735 -0.0035740022815772044
leaf_weight=1.0958437242079551 3.3626115139340973 1.5509652399923632 3.8314907320309421 2.4770673410966988 7.7856661500409237 5.2869639135897151 4.3223761320114127 78.201366650522687 3.1638776529580337 6.25056360848248 1.0247671544784678 13.514553314074872 2.669346071779727 1.9378200098872174 60.023654639720917 1.6725214873440553 2.6164866285398594 5.5099458042532188 2.1685532592236987 2.0901086032390594 3.1172403306700289 1.1298652418190602 2.9834960245934781 4.2918641924625263 11.95138792786747 1.5058338902890671 28.875872057513334 6.6858416520990458 20.265992509841453 9.5366606496972945
leaf_count=53 218 221 33 29 287 50 19 864 39 37 100 219 16 33 438 11 34 51 13 14 76 177 138 36 86 28 423 172 565 153
internal_value=0.000772336 -0.00134685 -0.00810744 -0.0169527 -0.0242668 0.00214924 0.00257089 0.001684 0.0132428 0.00547601 0.000831831 0.00104576 0.00241422 -1.10463e-05 0.00617881 0.000799738 0.000263745 -0.008639 -0.00239171 -0.00767153 -0.0196681 0.000917097 -0.0108494 -0.000994491 0.00221607 -0.00191923 0.00644201 -0.000635167 -0.00492005 0.00756065
internal_weight=300.901 118.507 29.7294 15.119 11.2875 182.393 179.031 165.294 13.7368 9.41444 3.50183 14.6104 160.007 97.314 62.693 95.3762 93.7037 15.5023 12.8858 10.7173 5.20735 88.7778 8.82633 5.84283 79.9515 40.4091 39.5424 38.9032 26.9518 38.4125
internal_count=4633 2720 721 449 416 1913 1695 1600 95 76 129 272 1550 1096 454 1063 1052 188 154 141 90 1999 395 257 1604 851 753 823 737 576
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=13 0 22 5 0 22 14 23 6 20 10 22 16 21 9 2 8 10 21 23 7 0 23 14 6 13 0 16 20 0
split_gain=6.13286 6.19672 6.91869 4.69693 4.59816 3.442 3.0189 2.86956 2.70449 4.71108 4.49389 3.726 2.67357 4.2313 3.08103 2.66235 2.52299 2.40812 3.19023 3.3643 3.14296 3.69378 3.92356 2.8304 2.75839 2.3814 9.82718 5.51686 4.81409 3.09981
threshold=109.34496908160001 95.550490414250007 -0.16262999999999997 23.714185006400005 98.230883170350012 -0.237895 170.24900367605002 -0.089139999999999997 16.455384477450004 39.427119987250002 62.025417527550012 -0.025719999999999996 22.674946976100003 5.1185473364500007 188.55070358395002 184.20633225945002 5.1459841250500009 78.196493182200015 5.1185473364500007 0.087700000000000014 24.103872582350004 104.22883325935001 0.075320000000000012 327.64162573700008 6.8351597024000013 112.67059178900001 91.886121982450007 19.224955043700003 36.859113051050009 85.990333302400003
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -3 -1 -6 16 25 -10 12 15 14 -14 -11 -12 -4 18 19 -8 23 -22 24 -19 -23 26 -2 -28 -29 -27
right_child=3 4 7 -5 6 -7 17 -9 9 10 11 -13 13 -15 -16 -17 -18 20 -20 -21 21 22 -24 -25 -26 29 27 28 -30 -31
leaf_value=-0.0012620726187387355 -0.0037215907796906362 0.00077253880049300957 -0.0030615743298164199 -0.00025722504484796218 -0.0031562353239854646 0.0014116695326959995 -0.0031905139583528843 -0.0025927161144161256 0.0016744541603570147 0.0026387625584813885 -0.00016642486846473839 -0.0040311869027297859 0.0012881056444687933 -0.0026049266880155521 0.00035122983742734919 -0.0028467557304050956 0.0019331585004735373 -0.0020123837786133148 -0.0024798416173664926 0.0011042740648157135 0.00038863254895589021 0.0009480201131828646 -0.0023203825025275978 0.0025938672089614615 -0.0031906927160933454 -0.00011154173797335847 0.0019244801538120693 0.0012978387477645152 -0.0020115469288438026 0.0013271654620521849
leaf_weight=6.5322469198144963 4.1484978841617695 46.248614246025681 1.20062430109829 52.466048789676279 2.8151427637785664 8.5250445241108519 1.851428615860639 19.110764431301504 13.438714802265165 6.5286752283573213 14.979786739684647 2.9471939839422694 4.0434136055409891 4.5666269175708294 14.720164496451615 3.5144800990819922 2.2008759863674641 1.2469005885068316 7.5903660524636507 5.7593927467241883 30.199274227488786 7.0197318758582714 10.356271936907431 5.7500359492842108 1.5015987111255524 13.34789929538965 16.18580395355821 6.3152700811624509 7.2557060159742832 83.252891063690186
leaf_count=177 49 290 49 833 58 72 51 463 67 19 72 28 21 36 64 40 14 54 152 39 359 200 697 38 48 67 69 24 56 427
internal_value=0.000206895 -0.000219942 -0.00120256 0.000478991 8.68285e-05 0.00025173 -0.000341206 -0.00217526 0.000676827 0.000213694 -0.000168969 -0.00113698 0.000526155 -0.000776696 0.00105407 -0.00067577 0.000170172 -0.000230021 -0.00120846 5.95125e-05 3.5225e-05 -0.000212532 -0.00117424 0.001773 0.000218711 0.000906569 0.000274626 0.000831752 -0.00047152 0.00112837
internal_weight=405.619 157.908 37.5696 247.711 120.339 15.0573 74.0901 22.5123 195.245 64.7391 51.3003 21.4415 29.8589 8.61004 21.2488 18.4943 3.4015 71.275 15.2012 7.61082 56.0738 49.0769 18.8776 6.99694 8.52133 130.506 33.9053 29.7568 13.571 96.6008
internal_count=4633 2761 775 1872 1986 249 1696 526 1039 347 280 140 140 57 83 112 63 1638 242 90 1396 1304 945 92 248 692 198 149 80 494
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 10 23 22 21 10 15 21 16 19 12 7 16 16 6 18 14 15 0 20 4 16 15 9 22 9
split_gain=2.91851 3.29423 3.634 3.40845 3.34649 2.74151 3.69799 3.1201 2.27924 3.33726 2.23617 2.25834 3.39728 2.21593 2.35163 4.3659 3.0164 4.40852 2.57391 2.00897 1.99133 2.19421 1.98893 1.92196 2.04999 1.8924 3.01575 3.09945 4.88315 1.86288
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 74.757955233350017 -0.17949499999999999 -0.57826499999999992 12.156412995750001 70.816675614150014 46.055224235250002 15.294585115650001 22.674946976100003 9.4507625164000029 207.49943573995003 26.093307009050005 17.684958644900004 9.7049773055000017 4.9151148409000003 13.405741979600002 366.02505068985005 20.343341900300004 94.770837556450019 47.927946529500012 256.08338064055005 14.184966829400002 19.926260352100005 204.99169312540002 -0.076544999999999988 235.66332262790004
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 5 6 8 -8 9 -4 -2 12 -12 -7 25 18 17 -17 -16 -14 21 -19 -3 -9 -25 -15 -27 -28 -29 -5
right_child=10 3 4 29 -6 13 7 23 -10 -11 11 -13 19 14 15 16 -18 20 -20 -21 -22 -23 -24 24 -26 26 27 28 -30 -31
leaf_value=-0.0020018814923764461 0.00050561049029958737 -0.0016436735448873778 -0.0031228727244720098 -0.0035768986557440791 0.0042507501678257275 -0.0036263381788062803 0.0017900876735632459 -0.0031657885490715622 0.0022363436037628297 0.0028743881704915773 -0.0023965860144363497 0.0016439322838374482 -0.0012383628390348869 -0.0012753928569276111 -0.001080979706646491 0.0019163734587637328 0.0035117384610689598 0.00097345990879144344 0.0025334777849086183 0.0029145821690480249 -0.00361436777537746 -0.0038617181587152446 0.0040457217810554742 0.0018512008704200001 -0.0035816974729908006 0.0023149813749488153 0.00073571112977302512 -0.0044826322665787004 0.00017086638553113362 0.0025275024094397287
leaf_weight=9.2796950542833638 222.11594963166863 1.3023173888213917 2.8039941678289342 6.9209784646518528 2.0608620760031036 1.4710110317682836 2.123295289464294 10.124520981917156 4.9582309464458376 1.5295886136591432 9.5711147547699529 3.5594266429543486 2.3800771031528702 10.79915349150542 2.399237375007945 4.337377085350453 1.9895628541707981 3.1399317730683816 16.934090491849929 2.5994075983762741 4.5465953326784074 1.4696572963148353 1.3194088935852049 1.9267607741057866 1.2035728492774067 6.3786067529581514 15.282552626682447 3.8651261953637004 6.3681313507258874 0.57774845883250225
leaf_count=489 1498 37 117 242 7 243 17 396 53 9 181 21 30 341 96 97 14 61 107 11 161 26 3 21 43 44 154 52 56 6
internal_value=0.000204975 -0.000199512 -4.22929e-05 -0.00198588 0.000129726 4.77884e-05 -0.000902587 -0.00188548 0.000724124 -0.00100607 0.000415635 -0.000687893 -0.00125831 0.000344641 0.000420004 0.00104995 -0.000242394 -0.000795923 0.00208493 0.000929572 -0.00208077 -0.000568121 0.00121957 -0.00247427 -0.000237678 -9.37168e-05 0.000306388 -0.000195733 -0.00158677 -0.00310658
internal_weight=365.338 125.112 114.992 10.1205 105.712 103.651 24.67 15.3781 9.29181 4.33358 240.226 18.11 14.5506 78.981 77.51 34.8165 15.4831 13.4936 19.3333 4.97948 9.15618 4.60959 2.62173 13.2549 3.13033 42.6936 31.8944 25.5158 10.2333 7.49873
internal_count=4633 2892 2604 288 2115 2108 656 477 179 126 1741 243 222 1452 1209 562 359 345 203 41 248 87 40 460 64 647 306 262 108 248
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=20 15 20 19 23 7 15 2 23 22 13 15 19 2 0 22 5 13 23 13 22 8 10 0 20 13 20 16 21 7
split_gain=0.932037 1.2569 0.96771 1.68879 1.24234 1.65666 0.977992 2.33336 1.89082 1.27695 1.22817 3.29347 3.75347 3.62459 3.23865 2.98504 2.81439 2.75704 3.47438 2.2844 2.03398 1.9452 1.9187 1.94041 1.8433 1.7619 2.23821 2.60958 3.25862 2.47417
threshold=32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 0.11458500000000002 24.176603375500004 46.723315192750007 247.02271001585004 0.086955000000000018 -0.63026499999999996 112.67059178900001 30.054399297400007 13.951125619400001 98.91243606750001 90.321439350550008 0.20852500000000004 19.973460566700002 113.98793627290001 0.10385500000000002 109.40142670235001 0.13747000000000004 8.543332867800002 68.327163385350005 92.168410086200012 38.060777288450005 117.76521994615001 42.206017975500011 22.454947490600002 11.772995266200001 22.435297587800004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -8 -9 -4 11 12 19 -13 15 17 -15 18 -12 -11 24 -18 23 -21 -19 26 -26 28 -28 -29
right_child=2 -3 6 -5 -6 -7 7 8 -10 10 14 13 -14 16 -16 -17 21 20 -20 22 -22 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=-0.024713921190562198 0.0087241155591847169 0.014940103330315648 -0.019096044149032571 0.025431688023315826 0.022956699917746813 -0.032924938445191634 -0.026206526680967096 -0.022515119142328798 0.010024960550245772 0.00066999982841674558 -0.036987474384137131 -0.034424335565571423 -0.031187142239143793 0.00072387143347916788 0.016753594381820544 0.024324157139260703 -0.03276211770673701 0.016502276266425642 0.012306457056413055 -0.038713008292959157 -0.017949666947140813 0.0065848773743620945 0.020154107915201502 0.014139033081947316 0.0055919523422249253 -0.011014808061143981 0.019184701933349004 -0.026478928943448395 -0.032189505686595447 -0.0030619956153068633
leaf_weight=2.2929689878947097 1.5471872945781791 0.8213672637939452 2.388733909232541 3.2750907316803932 1.1592933507636187 1.3556538269622249 3.436872103251515 1.8319911584258077 5.1457871608436108 92.011842629406601 3.0815939168678588 3.8832997595891383 2.6355764910113058 14.742874673334883 11.60795423388481 4.246585118584334 3.828611835371702 6.5253608589991918 1.6669346541166303 0.93692103063221965 3.880633356049656 1.2645329162478445 8.3628018349409086 1.19696619361639 65.960562884807587 7.9566025980748227 6.6989516350440672 3.817066214978694 1.0854394643101839 32.295891261659563
leaf_count=237 37 4 49 19 14 57 88 44 43 2135 78 125 35 162 75 31 130 71 8 49 39 14 42 7 485 110 136 35 48 226
internal_value=0.000713476 -0.0142557 0.000870006 0.0107353 -0.00111356 -0.0107264 0.000620826 -0.00765553 0.00148168 0.000928584 0.00110084 -0.000864987 0.00122355 -0.0101232 0.00280301 0.00162284 -0.00536573 0.000897838 -0.0196832 0.00205686 0.00166004 -0.022993 0.0142138 -0.00906659 0.00227206 0.00148389 0.00238912 -0.00242347 0.0120212 -0.00553712
internal_weight=300.942 3.11434 297.828 7.33723 4.06213 2.90284 290.49 10.4147 6.97778 280.076 277.687 128.863 105.144 23.7193 148.824 137.216 19.836 132.969 4.74853 102.509 128.221 5.09314 10.4967 2.13389 124.34 117.815 109.858 43.8973 7.78439 36.113
internal_count=4633 241 4392 127 108 94 4265 175 87 4090 4041 2699 2268 431 1342 1267 306 1236 86 2233 1150 144 98 56 1111 1040 930 445 184 261
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=6 6 3 3 10 21 3 19 22 16 3 16 10 0 20 12 20 0 15 17 23 15 21 21 22 22 15 0 18 21
split_gain=4.91613 4.65801 3.72647 3.2991 4.68222 5.08745 3.46238 5.07498 4.16132 4.07587 3.56686 3.2471 5.9185 5.9307 5.02456 4.28771 4.45236 7.79073 5.54356 3.46815 3.37014 3.36623 3.05873 2.84878 2.76034 4.02237 3.77905 3.08322 2.69933 2.68796
threshold=13.665319288000001 13.775321858200002 81.355431485500006 93.883646373400012 61.917879202350001 15.004713615700002 85.589753040950015 13.051052998800001 -0.15022499999999997 18.714956236300004 84.812788641250009 19.224955043700003 66.859265246100009 90.321439350550008 38.171717059500004 133.01805689090003 42.206017975500011 86.208098410950015 38.86986296220001 198.58733702675002 0.093325000000000033 46.674706678850008 15.294585115650001 6.9984086918000008 -0.074029999999999999 -0.082275000000000001 37.050691080100002 86.103248543850015 13.122774073950001 16.464809133250004
decision_type=2 2 2 2 2 2 2 2 2 2 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 29 -6 7 8 -4 -9 -11 -8 13 15 -14 19 21 -18 20 28 -19 24 -23 -10 25 -17 -26 -28 -13 -5
right_child=1 2 3 4 5 -7 11 9 23 10 -12 12 14 -15 -16 16 17 18 -20 -21 -22 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.00035218296197124743 0.0022634998039696664 -0.0034465238668025897 -0.0025182914848812157 0.0005440583773503924 -0.0022170912864475025 0.0015160359102644346 0.001957870960179151 -0.0033847932647289311 0.0018028709960112833 0.00068631953107114194 -0.0023816348287564347 0.00082766271879094588 0.00038841600643000604 0.0026038962517239352 -0.0032904660856136743 0.00055578099165915482 -0.0039368278344148249 -0.0036863836012709429 0.0010984909584495861 -0.0013675645847133562 0.00022962706976375921 -0.0035340700555800799 0.0014138682637670761 -0.00061228967228626162 -0.0011992205170275228 -0.002636646848033445 0.00012399294084089696 0.0022311062704196672 0.0024044201403214511 -0.0036336445924319274
leaf_weight=95.706551114562899 11.239767868071793 2.2149433437734833 3.0430399440228966 32.003633101237938 15.188647578004749 3.9500117283314458 16.186931090429425 5.7812386332079795 15.427810951136054 8.7283576931804401 5.1886364426463834 18.485757179558277 6.8232755027711374 13.419030539691446 5.9837360419332981 24.233433827757839 5.3886378984898355 4.3768852725625065 13.996586848050354 3.6566719859838477 3.3176267817616463 3.022393866442143 1.6632765904068945 5.7596044801175585 4.4263045787811341 3.9402124732732693 8.0073357373476046 23.359390094876289 18.811022229492664 1.3795172027312208
leaf_count=2056 58 36 26 515 394 24 100 178 88 47 87 82 36 57 69 108 64 35 60 29 14 51 6 50 25 34 34 107 128 35
internal_value=0.000223458 0.000414087 0.000339251 0.000369682 -0.000291062 -0.00144661 0.000525284 -0.000211951 0.000686101 -0.00131663 -0.000457498 0.00070611 0.000581735 0.000744883 -0.00133044 0.000562376 0.000222911 -0.000783319 9.51047e-08 0.0013559 -0.00199793 0.000619816 -0.0017777 0.00114633 0.000795438 0.000109305 0.00133551 0.0016932 0.00162292 0.00037142
internal_weight=384.71 289.004 277.764 275.549 52.5218 19.1387 223.027 43.9287 24.2305 19.6982 13.917 179.099 162.912 150.105 12.807 136.686 95.7321 27.0797 21.6911 40.9535 7.69451 68.6523 4.68567 21.1874 63.9667 28.1736 35.793 31.3667 37.2968 33.3832
internal_count=4633 2577 2519 2483 968 418 1515 476 164 312 134 1039 939 834 105 777 538 173 109 239 49 365 57 138 308 142 166 141 210 550
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=16 23 18 23 10 7 10 18 15 4 19 7 18 22 20 23 9 23 13 23 5 7 18 17 10 9 22 15 17 7
split_gain=0.90812 1.67728 1.74214 1.56588 1.81226 1.22474 1.21474 1.20849 1.15945 1.9875 1.08985 1.08719 1.3359 1.0225 1.01778 1.01515 3.35936 2.4986 3.10969 2.45573 2.96336 2.03563 1.73351 1.47817 1.37476 1.86143 1.78711 1.75204 1.33704 2.17868
threshold=13.534968349350001 0.076130000000000017 13.845746551550002 0.093635000000000024 83.602982482550019 21.034091097450002 74.927328095600004 17.370891598500005 17.480288512750004 435.14815682455009 9.8507947922000021 24.103872582350004 15.917243450850002 0.70681500000000008 50.427417695700008 1.0000000180025095e-35 210.61272793875003 0.079605000000000023 106.01665791610002 -0.10696499999999999 20.452758643300005 23.567644028800004 18.281462078100002 196.70927211395002 55.782817748650011 191.96565807215003 -0.24150999999999997 40.042228346200012 171.58888147770003 20.797746106000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -4 -7 -5 10 -10 14 12 -3 15 -8 16 19 18 23 24 21 -21 28 -17 -2 26 -26 -27 -19 -30
right_child=13 3 5 4 -6 6 8 -9 9 -11 -12 -13 -14 -15 -16 17 -18 22 -20 20 -22 -23 -24 -25 25 27 -28 -29 29 -31
leaf_value=-0.029275698427073098 -0.029285043102184119 -0.029386455461024454 0.025366901539245791 -0.0029888344054287987 -0.029570064117344197 -0.030065536076735618 -0.031588621465840461 0.030322938784208237 -0.031205567826318763 0.022476280856189485 0.01525810957375617 -0.029426970445214581 0.020629201780318362 0.017378264358200727 0.02278370720514997 0.0030763182626390969 -0.031070501036446263 -0.018100290651207503 0.017887997807149274 0.019725895879567315 -0.029811090160993904 -0.012075030841195352 0.024400514655050803 -0.030203592399447081 -0.028889084891560612 0.0057982409779148113 0.012385449134807731 -0.014866736925373623 0.022551613662879468 0.00048557730754782808
leaf_weight=1.2106811827980006 0.95271277497522788 0.76456111436709562 1.9392896038480092 2.2877888428047304 1.241210109030362 0.84626109851524134 0.79698604266741113 1.2886775434017179 1.4960686970734971 0.8018520139157771 5.5609387959120795 4.2397137158259284 0.85767229786142707 2.9069156527984878 0.38718527718447149 2.8869735159678411 2.9775763694196931 2.8554209381109095 13.849697292782364 2.4075655075721425 4.2889657081104815 4.1498675490729511 2.3417671485804012 1.5540115302428601 0.83595471456647175 6.7368461955338699 15.83872222172795 5.7613175408914685 3.4448856790550044 201.23958003212465
leaf_count=84 120 46 17 47 144 30 79 6 69 4 145 567 17 36 8 119 51 147 166 15 164 38 25 88 48 62 302 43 41 1905
internal_value=0.000702072 -0.00446317 0.00215803 -0.0125473 -0.000926587 0.00537534 0.001455 0.00901411 0.00440474 -0.0124735 0.0101548 -0.0220979 -0.00294325 0.00114753 -0.0138106 0.000974147 -0.0028547 0.00171164 0.0114642 -0.000804155 -0.0120295 -0.000399301 0.000861731 -0.00856915 0.00323743 0.00429953 0.0103162 -0.00372776 0.000596132 0.000856954
internal_weight=298.748 23.7189 13.0393 10.6796 4.81768 11.8286 9.88929 3.57647 9.04303 2.29792 6.74511 5.86195 1.62223 275.029 1.18417 272.122 43.9495 228.172 18.2907 40.972 10.8464 6.55743 209.882 4.44099 30.1256 29.1728 16.6747 12.4982 207.54 204.684
internal_count=4633 1263 436 827 197 352 335 53 305 73 232 630 63 3370 87 3334 843 2491 373 792 217 53 2118 207 575 455 350 105 2093 1946
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=16 2 8 0 20 3 18 5 7 13 10 0 0 9 10 6 20 16 20 20 2 20 17 23 16 21 18 9 7 5
split_gain=3.23876 3.01545 3.05252 2.98246 3.84743 4.26624 4.54007 3.77296 3.55638 3.19272 2.95262 3.72308 3.74656 3.68212 5.28456 3.73752 5.00279 2.77409 2.4394 2.70751 2.42991 2.32617 2.29516 2.2988 2.21873 4.09529 2.52005 2.41712 2.1593 4.31851
threshold=20.394952307700002 325.13486840910008 2.8477776226000002 86.09518316945001 41.965446242000006 94.227769014100019 13.037923179150001 24.800945798900006 22.502236473750006 117.66037007905001 66.859265246100009 90.321439350550008 89.861713010250014 194.57718764590001 64.369753017350021 16.455384477450004 41.289992964000007 20.034953149600003 41.257948413050009 38.804629908750009 152.68195387130001 38.621016321050007 162.04221493815001 0.4149000000000001 22.654947022900004 2.2033311313000001 13.758874730250001 202.70031010240004 19.052023743050004 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=1 17 -3 4 18 6 8 -7 -6 -8 11 12 13 15 21 20 -17 22 19 -2 -5 -15 -1 28 25 27 -26 -23 -24 -30
right_child=3 2 -4 10 5 7 9 -9 -10 -11 -12 -13 -14 14 -16 16 -18 -19 -20 -21 -22 24 23 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0021712818337501967 0.0014132191783704205 -0.00017693506014085741 -0.003549586686024462 0.002868635698506641 -0.0018972750343836365 0.0027221901756811686 -0.003640969966276093 -0.0020491233444010419 0.0024207408705639011 0.0006906920925977562 -0.0020350945295010726 0.0023723100227234901 -0.0022097285697590843 0.0030943109957338906 -0.0031370135773923745 0.0018258359282313241 -0.0025151283903107283 -0.0029890465902944435 0.0016292254527695226 -0.00061539972274436846 0.00037820209943934164 -0.00015814092691857382 0.0017849826156448535 -0.0035973854785122067 0.00036569800023521719 0.0004676114740985665 0.003171500986152335 -0.0042111548987680261 0.00023885126299149736 -0.0016272707863405342
leaf_weight=4.5704393089981741 9.8661770131438988 5.9474593438208085 5.0240273694507778 18.723220810294155 4.0030909255147042 4.9308327287435523 10.332519624382256 2.5526578342542052 3.7481634607538581 2.0733624231070271 3.6409548521041861 14.800296094268559 4.4069847017526618 3.5158120244741431 4.1491085290908805 6.8281464725732786 4.4502946212887764 3.0924694202840319 14.449047079309819 20.6548737809062 5.0479081645607939 2.7460216470062724 7.8547286367975166 1.6735341065796081 7.6006763502955419 37.675673343241215 5.6735472530126572 3.2733399607241154 141.60784048493952 13.812678781338034
leaf_count=346 67 157 169 133 27 20 139 55 18 15 30 74 31 19 27 26 28 41 63 152 25 24 100 44 37 181 35 35 2089 426
internal_value=0.000201834 -0.000101896 -0.00172133 0.000487572 -2.40349e-05 -0.000959386 -0.00172197 0.00109467 0.000190726 -0.00291703 0.000790744 0.000877283 0.00066471 0.000791788 0.000340922 0.00162322 0.00011296 1.03818e-06 0.000550873 4.03678e-05 0.00233978 0.000579498 5.55851e-05 0.000117288 0.000424299 7.77841e-05 0.00156493 -0.00236218 0.000155362 7.30035e-05
internal_weight=378.726 183.583 10.9715 195.143 72.6107 27.6406 20.1571 7.48349 7.75125 12.4059 122.532 118.891 104.091 99.6837 64.6342 35.0496 11.2784 172.612 44.9701 30.5211 23.7711 60.4851 169.519 164.949 56.9693 43.695 13.2742 6.01936 163.275 155.421
internal_count=4633 3372 326 1261 556 274 199 75 45 154 705 675 601 570 358 212 54 3046 282 219 158 331 3005 2659 312 240 72 59 2615 2515
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=6 6 3 5 13 16 10 0 19 17 17 4 7 2 10 5 0 21 17 22 20 17 16 7 19 18 16 23 23 0
split_gain=0.846181 2.55128 1.78098 1.98122 1.68851 1.5454 1.40869 1.66958 2.32991 1.51486 1.97546 1.52663 1.48261 2.40209 2.04958 1.69679 1.7049 2.37278 1.8851 1.96104 1.45479 1.41734 2.47166 1.41318 1.24658 1.2321 1.32898 1.09691 1.94402 1.00936
threshold=13.665319288000001 13.775321858200002 81.80440399325002 15.839549529050002 103.75835308650001 15.839962959300001 78.196493182200015 97.615226258450022 13.351077205700003 213.19841255780003 195.59800312745003 274.81987900165007 24.103872582350004 219.56639384385002 78.728807892050014 14.47989612135 102.65877371115 16.464809133250004 238.05090660085003 -0.086139999999999994 42.670715716450012 204.55825889135002 17.514959042400005 25.412871131150002 12.250988447150002 14.693728290050002 11.864972254500001 -0.222165 0.086955000000000018 107.63242125250001
decision_type=2 2 2 2 2 2 2 2 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 24 -4 -5 -2 7 9 -9 10 25 -12 13 -8 21 16 20 18 -18 -20 23 -14 -23 -16 -3 26 -1 -28 -29 -21
right_child=1 2 3 4 -6 -7 12 8 -10 -11 11 -13 14 -15 15 -17 17 -19 19 29 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.024933053786293798 0.02326310642083837 -0.0013218636425297743 0.024993053559106818 -0.020848605750966205 0.0010170322771826414 0.0029911472211091509 -0.024168817321447874 -0.021257188872115234 0.0021467316497445384 0.016424602448285388 0.0011788327785071243 -0.028154282760884976 0.023223341398304613 0.019592289449219875 -0.0058862867807932626 -0.026016968786252495 -0.01793670600240245 0.0092615952725767121 -0.025685691589458513 0.027122797593587478 -0.012656605558899397 -0.025813194731144126 0.022784715868041178 0.013840136826405376 -0.029089426523323261 0.020399489033761979 0.01437085610693113 -0.022445259924590268 0.0068527254906405842 -0.0043272970196470417
leaf_weight=1.1755236701574228 4.4084342345595342 1.6777797136455768 1.8365687951445568 1.912971157580613 216.27105273352936 3.7252717018127441 0.79886261001229186 6.6731753430794907 3.4721830328926444 2.2356455782428375 1.4881377469282586 2.6472586602903903 2.9604811277240506 4.2906199309509248 2.669871136080479 1.6367741203866888 8.2683262743521464 3.6923937428509808 0.91240840317914296 1.3660916981752955 2.1135186324827364 1.1085915062576535 1.1394353834912179 7.2305105553241447 1.7986666895449159 1.550696562975644 2.4305601739324638 1.9890171005390573 3.1287969560362399 0.91481762356124807
leaf_count=56 33 17 8 66 2393 25 64 215 35 17 20 48 19 65 41 52 879 68 63 6 93 26 14 59 35 25 32 78 39 42
internal_value=0.000571875 0.00123097 0.00076705 0.00102706 0.000825321 0.0139785 -0.00174498 -0.00583804 -0.0132473 -0.00132214 -0.00407546 -0.0175987 0.00105935 0.0127234 -0.000685967 -0.00310469 -0.0017243 -0.00689264 -0.0120968 0.00302435 0.00479492 0.0126903 -0.00118085 0.00852044 -0.0156884 0.00136745 -0.00201554 0.00155345 -0.00453381 0.0145089
internal_weight=297.524 231.631 223.497 220.021 218.184 8.13371 65.8937 26.791 10.1454 16.6456 14.41 4.1354 39.1027 5.08948 34.0132 28.8047 27.1679 15.154 11.4616 3.19332 12.0139 5.20851 2.24803 9.90038 3.47645 10.2746 8.7239 7.54837 5.11781 2.28091
internal_count=4633 2577 2519 2467 2459 58 2056 565 250 315 298 68 1491 129 1362 1303 1251 1058 990 111 193 59 40 100 52 230 205 149 117 48
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=16 15 20 15 18 15 16 20 16 20 2 13 10 23 9 22 16 16 16 20 22 0 5 6 6 9 20 10 16 0
split_gain=6.52356 3.7105 4.38387 3.98413 3.87949 3.42909 2.9019 6.81068 4.81663 3.18161 2.89202 2.73039 3.40597 2.72886 2.70691 2.80288 3.68598 3.31957 2.76623 2.69717 4.25085 2.88818 4.80388 2.75808 3.34338 2.71944 2.58687 4.40344 4.59498 4.54955
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 14.032563378150002 46.055224235250002 16.224962059000003 41.289992964000007 13.534968349350001 39.955516828000007 155.18475231920004 118.84598011460001 58.309968391300011 0.076130000000000017 199.17419511990002 -0.082275000000000001 22.674946976100003 22.604947139800004 22.584947186600004 41.542492784600007 -0.14008999999999996 99.403050915200012 13.713273242250002 11.085259005300001 9.1452136764500018 202.16842692300003 42.081757894750005 64.369753017350021 21.004950881300005 88.122280599850015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 11 8 9 13 -8 -11 26 -13 -4 18 16 -16 -17 -7 20 25 -22 -23 24 -21 -10 27 29 -29 -2
right_child=5 4 3 -5 -6 14 7 -9 19 10 -12 12 -14 -15 15 17 -18 -19 -20 23 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0014488512680951695 0.00079532125368624398 0.00085991993000035939 8.470646003818082e-05 0.0029318652297323062 -0.0021378197951828241 0.00038173248570847558 -0.0015734733123844678 -0.0016528525083893237 -0.00023765762154831545 -0.00039585456870766712 0.0021441502097241357 0.00035051194182294561 -0.0023834203082040853 -0.0011678007169635301 -0.00045436340659775134 0.00080776573076527794 0.0026940246622087463 -0.00277471936879086 -0.0022912226381155971 0.00065884248058490692 0.0011613691272015379 0.00095175924501042606 -0.0026290764834816884 0.0015560268703048831 -0.0027917234037687522 -0.002893849901150076 0.00017755894034194463 0.00036930895190792444 -0.0021661891059959219 0.002286450487093525
leaf_weight=10.25013651861809 84.810961640439928 2.719870224595069 17.882170642726123 2.2132689272984853 8.30861804098822 2.7334120254963654 2.5311610316857722 14.51878441357985 4.489885218441489 3.4098673290573043 5.6584175704047084 5.6390021955594403 3.5087373717688024 15.338526648702098 3.6212215442210436 2.3527967296540719 3.4433628171682358 2.5672994740307331 5.6082183392718434 9.0419610836543161 13.96630551479757 4.3062616549432269 3.0291641280055046 17.645050259772688 1.5632847473025311 3.0876454692333937 73.550709675997496 59.429998917505145 3.5979858785867682 10.968084804713724
leaf_count=489 402 40 331 7 248 25 36 442 61 96 34 78 61 657 37 18 10 33 120 139 63 31 55 105 20 38 507 372 26 52
internal_value=0.000194081 -0.000185616 -8.1868e-05 3.61936e-05 -0.00139851 0.000397046 -1.88333e-05 -0.000658446 0.000166064 0.000586232 0.00118905 0.000469378 -0.000698124 -0.000493596 -0.000462362 0.000200934 0.0010802 -0.00106157 -0.00141534 0.000549655 8.1457e-05 0.000579984 -0.000526947 0.00102828 0.000150206 -0.00131999 0.000515342 0.000671784 0.000224569 0.000966077
internal_weight=401.792 139.96 128.932 118.682 11.0285 261.832 116.468 26.1182 90.3503 11.5994 9.06828 241.505 9.14774 33.2207 20.3263 11.9847 7.06458 4.9201 8.34163 57.1296 28.8793 21.3017 7.33543 28.2503 10.6052 7.57753 232.358 158.807 63.028 95.779
internal_count=4633 2892 2604 2115 288 1741 2108 608 1500 166 130 1498 139 988 243 98 47 51 145 512 248 149 86 264 159 99 1359 852 398 454
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=20 15 20 19 15 15 21 16 22 13 15 0 19 22 10 9 6 22 0 20 16 13 0 20 22 13 3 20 7 9
split_gain=0.837888 1.11246 0.851797 1.49002 1.1602 0.861615 1.55952 1.98413 1.47909 1.14352 2.90332 2.90068 2.37172 2.35944 2.47336 5.88053 1.79153 1.72748 4.63065 4.12465 2.48754 2.40073 1.87437 1.69041 1.85065 1.72194 2.34208 1.64115 3.42789 3.58995
threshold=32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 46.055224235250002 15.294585115650001 22.674946976100003 0.075080000000000022 112.67059178900001 36.136500007950012 90.321439350550008 13.951125619400001 0.20852500000000004 64.953148431650007 193.49750438550004 14.965349663000001 -0.059424999999999999 92.168410086200012 38.238138001450004 12.674970360400001 108.49810477050001 94.940210418650011 38.060777288450005 0.13747000000000004 117.97223122220002 100.48918799990001 42.206017975500011 22.093462376800005 186.70853236170004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 8 -7 10 12 13 17 14 23 -16 -14 19 -19 20 -4 22 -20 -11 25 27 -27 28 -25 -30
right_child=2 -3 5 -5 -6 6 -8 -9 -10 11 -12 -13 16 -15 15 -17 -18 18 21 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.028780048503424992 -0.035553754588819715 0.016994204421135108 0.011630138665443018 0.029984945194517366 0.008535825422377144 -0.02780993711133849 0.014092231146752249 0.0071624194676928434 0.018068133404833809 0.020064979391888966 -0.030623686599609026 0.019486443154527629 -0.0018843383958024279 0.027949485011103694 0.01004577216862323 -0.051779712903346951 -0.040854633011562884 -0.035740929308990275 -0.038044434480606217 -4.5557995112543756e-05 -0.037730074697723472 0.021563916743063835 0.0051394635206206216 -0.027810154425762238 -0.028582585206984763 -0.042326869097064249 0.0036463452306065357 -0.0022658990208765366 0.026675912330902586 0.0044013872428945687
leaf_weight=2.2255627857521172 0.85203544155228828 0.80315196514129628 1.4373037669283792 3.0463912039995193 2.997236461378634 6.8037705072201771 3.0123635847121468 3.7039292086847126 0.88244367949664582 5.5750691341236225 3.6166975772939614 11.158035971224306 2.5113685736432663 3.725161276292055 3.7155754193663588 3.1683139936067164 2.7440449569839984 2.8623277610167852 1.1548223071731616 61.897831218899228 5.3939033572096378 10.995216988027094 34.337913753464818 3.1623662842903277 2.2630818113684645 2.2665704237297168 2.6980116448830813 43.849552676430903 9.4738718420267087 53.247150588780642
leaf_count=237 75 4 107 19 33 172 21 38 9 71 112 75 21 30 19 43 40 124 35 1460 178 56 608 120 28 48 46 452 52 300
internal_value=0.000804362 -0.0166417 0.000984976 0.0125639 -0.00122339 0.000705463 -0.00724098 -0.012883 -0.0225427 0.00112739 -0.00118053 0.0031578 -0.000317136 0.0017894 0.00103641 -0.0184094 -0.0222322 0.000658247 0.00541723 -0.0027589 -0.0273446 0.00795139 0.00373439 0.00212886 0.00127391 0.001863 -0.0173426 0.00273191 0.00605827 0.00776591
internal_weight=295.581 3.02871 292.552 6.89566 3.84927 285.657 14.4025 11.3901 7.68621 271.254 126.951 144.303 123.335 133.145 129.42 6.88389 5.25541 118.079 49.3503 68.729 6.83121 46.488 35.4927 122.536 116.961 114.698 4.96458 109.733 65.8834 62.721
internal_count=4633 241 4392 127 108 4265 240 219 181 4025 2741 1284 2629 1209 1179 62 61 2568 823 1745 285 699 643 1117 1046 1018 94 924 472 352
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=9 21 22 20 23 8 17 9 9 0 9 0 6 13 8 12 23 6 5 23 2 10 20 22 20 9 20 16 22 22
split_gain=0.777658 1.00648 0.849921 0.692833 1.0236 1.454 0.758296 1.00645 0.826386 2.45866 2.43122 2.14064 3.79744 1.98925 1.75788 1.73003 2.16194 1.68268 2.85954 1.60974 2.11575 3.24522 2.37083 1.95534 1.95417 1.75106 3.02909 1.52694 2.51129 2.32837
threshold=28.715052674600006 21.779899400000001 0.63131000000000015 32.724174661450007 0.088565000000000019 7.943800736700001 158.19986339130003 43.730860148300003 186.70853236170004 104.03526427400001 185.98753508445003 85.732241321850012 16.465384711100004 117.60122400020002 8.3434888241000014 148.96091148645004 0.10787500000000003 16.625388449550005 24.650863849000004 -0.15544999999999998 182.22337690155004 75.085947125300024 44.749265482150008 -0.24150999999999997 49.247968080500009 180.48474949425002 47.74983977685001 18.554956610400005 -0.117885 -0.088039999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 10 11 14 12 -10 -14 15 16 27 -15 -19 23 25 -22 -23 -17 -24 26 -21 -8 -29 -30
right_child=3 -3 -4 6 -6 -7 8 -9 9 -11 -12 -13 13 17 -16 19 -18 18 -20 20 21 22 24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.028781398753436688 -0.028162349466309862 0.019550686121252055 0.015797227765279032 0.029526575511003555 -0.032525520757720562 0.023279352344947095 -0.025876410207029587 -0.030981697095736071 -0.035690520915594402 -0.021917070574298116 0.022111275114326943 0.0014048837597694158 -0.026483592349497109 0.011810063049253012 0.021042109132927898 -0.028937901621949636 0.019176432376546298 -0.034693392661896437 0.0042226323044685906 -0.020435832130776349 -0.028995749032594539 -0.023434506955322659 0.022287024829991692 0.013457801884881519 -0.028669044553070504 0.023705896284461635 0.016964788113856565 0.013411194703701109 -0.032911533494287604 -0.0023616202712788085
leaf_weight=1.9729500596877185 0.73792874658829466 0.56409468874335278 0.38918374385684718 0.25736332347150792 1.1734834890812633 0.96208752784878016 3.4869920924538773 1.1102401734096927 3.2066288101486888 3.7566694312263271 5.0593668571673325 199.74290033290163 2.2650545239448538 6.2377015510573965 3.5194629281759253 0.8761521375272413 2.2362905684858552 2.1037298059090972 4.5152519950643182 3.0489895301871019 3.9905701244715583 1.8126917656627481 3.5979110948974267 14.689321363694033 0.68015547120012332 3.5695277380291373 3.5765038372483104 3.7845324017107478 3.0298925526440135 5.0674359239637843
leaf_count=293 147 8 10 4 53 7 297 211 60 308 41 1929 76 49 29 58 17 44 49 138 162 127 55 219 68 23 49 38 32 32
internal_value=0.000605112 -0.0135354 -0.0214367 0.00074874 -0.0127208 0.000949972 0.00088444 -0.0195949 0.000983109 0.000196529 0.00379622 0.000577476 -0.00843963 -0.00266096 0.0021696 0.000926855 -0.00615033 0.00153604 -0.00814616 0.0044031 -0.000715954 -0.00967152 0.00298941 0.0110714 0.0141857 0.00813974 -0.000246624 -0.00983558 -0.00512804 -0.0137929
internal_weight=291.021 2.92623 2.36213 288.095 2.8735 1.70002 285.221 1.3676 283.854 221.828 62.0258 218.071 18.3284 15.1217 56.9664 53.447 17.6051 12.8567 6.61898 35.8418 20.2763 10.0813 6.09076 15.5655 4.27807 10.195 6.62549 15.3689 11.8819 8.09733
internal_count=4633 311 303 4322 207 154 4115 215 3900 2515 1385 2207 278 218 1344 1315 416 142 93 899 622 412 250 277 123 210 187 399 102 64
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=13 0 22 5 0 10 21 23 22 9 23 6 18 20 8 6 20 5 2 16 13 21 10 22 23 21 19 15 0 20
split_gain=5.21278 5.49822 5.96327 5.03163 3.96657 3.44353 3.43164 3.16021 2.87562 2.48162 2.5326 3.82587 2.72809 2.84549 2.45233 2.38731 3.94983 3.94807 4.15852 3.53243 3.59544 4.16743 2.71886 2.55428 2.2769 2.47551 2.8337 2.70747 2.05678 4.57127
threshold=109.34496908160001 95.44832900530001 -0.16262999999999997 23.714185006400005 97.886760529650019 78.196493182200015 5.1185473364500007 -0.089139999999999997 -0.23557500000000001 226.58992707320002 0.091885000000000022 16.405383309150004 13.629518043050002 41.641174900500005 5.1459841250500009 16.455384477450004 39.427119987250002 22.825270530250005 191.54391932205002 22.674946976100003 117.58509325145 8.449163415300001 61.917879202350001 -0.09280999999999999 0.087125000000000022 13.165437349500001 13.251069136700002 46.723315192750007 102.75018128760001 44.749265482150008
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 -3 6 -6 14 -1 10 24 -12 13 -13 -4 22 -17 18 19 20 21 23 -2 -18 25 26 -5 -28 -7 -30
right_child=3 4 7 9 5 28 -8 -9 -10 -11 11 12 -14 -15 -16 16 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0010080675009789192 -0.0014307452719795207 0.00076524810014009105 -0.0029963863158157466 -0.0029011019038969513 -0.00022049162938005845 0.00064249549646070835 -0.0026255587823521198 -0.0025550911437528866 0.0015512823883276374 0.0023161648237566162 -0.0025947288514096434 0.00090495702660570642 0.0028495290567313058 -0.0018464478889503428 0.0021274599320485034 0.0015742052189502238 0.0014310713380680453 0.0012491055726497426 -0.0029816354820531334 -0.002239055157237864 0.001322654339754787 -0.0029596407036648164 0.00095596628898199669 -0.00099979903354304529 -0.0026156192127742544 -0.0032917163535692798 0.00066489947266047157 -0.0018444263885908786 -0.0013675543558278162 0.00085700470003328153
leaf_weight=6.5115615180693567 3.6351466067135325 40.834759381599724 1.034165326040241 2.6994477622211077 9.4145169458352047 23.607618763577193 8.2084906818345171 17.050375754479319 6.4683266878128034 2.5638920888304702 2.9578818902373341 11.149167617317291 3.6267009805887929 3.7004437972791484 2.0772494301199913 13.020206980407236 6.0436196438968155 12.13748645596206 4.5106630325317374 5.3261469677090636 11.826579768210648 4.2532425671815863 119.61946588940918 6.7787264809012493 5.0647974833846083 2.2764918277971438 13.795682237017902 4.1295679630711666 16.477517623687167 11.658981594489886
leaf_count=184 26 276 47 242 116 276 168 451 63 13 33 57 11 54 12 67 21 60 52 38 42 30 666 37 92 55 205 71 875 293
internal_value=0.000210925 -0.000199018 -0.00116997 0.000456676 9.29813e-05 -0.000302766 -0.00134073 -0.00209529 0.000267345 -0.000291773 -0.000427127 0.000276023 0.000735603 0.000219322 0.000424407 0.000664489 0.00023802 -0.000103934 -0.000527861 -0.000204499 0.000170433 -0.000627597 0.000885575 0.000145955 -0.000966047 -0.00060123 -0.000304262 8.68081e-05 5.07437e-05 -0.000445759
internal_weight=382.459 143.344 33.1417 239.115 110.202 69.3671 17.623 20.1618 12.9799 51.9641 49.4002 21.4342 18.4763 14.8496 3.11141 187.151 63.8967 50.8765 38.739 34.2283 28.9022 17.0756 123.255 12.8223 27.966 22.9012 20.6247 17.9253 51.7441 28.1365
internal_count=4633 2761 757 1872 2004 1728 284 510 247 833 820 155 122 111 59 1039 347 280 220 168 130 88 692 58 665 573 518 276 1444 1168
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=6 0 6 3 18 17 0 10 23 21 9 6 7 19 6 15 22 16 13 20 15 15 18 15 22 21 22 22 0 16
split_gain=0.805245 1.72246 2.56892 2.23365 3.74014 1.65134 1.52929 2.36193 2.86799 2.65509 1.86795 1.57624 1.46048 1.4553 1.41547 1.84997 2.50506 2.82565 1.90943 1.76936 2.65144 2.5349 2.13598 4.28515 1.72388 1.92985 1.75511 3.55916 2.20387 2.0216
threshold=14.845346859150002 93.308316333500017 15.155354102400002 85.589753040950015 14.329845562450002 194.75204781875001 95.44832900530001 69.873026810350026 -0.089139999999999997 0.87557407920000008 216.07042296730003 13.345311811050001 19.773504439000003 11.950964240300001 16.455384477450004 44.024213102900006 0.022350000000000005 22.644947046300004 117.67650082785001 38.396531328800009 30.404760455250003 40.42701969085001 13.317304170000002 36.370482311550013 -0.094409999999999994 7.961078016750001 -0.053874999999999999 -0.017745 86.162394622750014 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=6 2 5 4 -3 -2 7 11 9 -9 -10 12 -1 -11 15 18 17 -17 -4 20 -16 22 -21 -24 25 -23 28 -28 29 -26
right_child=1 3 14 -5 -6 -7 -8 8 10 13 -12 -13 -14 -15 19 16 -18 -19 -20 21 -22 24 23 -25 26 -27 27 -29 -30 -31
leaf_value=0.016025660629460196 -0.036978148161924893 0.02296617163380666 0.0062972898212522721 0.019108905100460136 -0.024915223397986516 -0.0063202362094259956 0.00062254452161450695 0.025472914760106106 -0.023783562207443237 0.013850197017530711 0.014589914114157275 0.0061343972130849913 -0.017050028232768404 -0.033073900485662167 -0.019897217269091307 -0.024177232455874928 0.022766176439153667 0.0052543813622342918 -0.014000454676116924 -0.0025843085799405877 0.013911363644948977 -1.1330178534656927e-05 -0.03563125073069779 -0.0044471684098845912 -0.013830905527791506 -0.033963297047597353 -0.024954173633729912 0.0067705746016737799 0.022916128073416815 0.0094709949892313339
leaf_weight=1.0380199141800428 1.6849148371256877 1.8235861957073192 64.581819590297528 7.4444750053808093 2.3125377139076591 3.152508482336998 84.830127763008932 1.9382451889105152 9.2027509976178354 0.63632579008117307 0.86755296681076366 10.650684342719613 4.2522593133617193 1.1773723107762633 1.7225242515560228 4.7850604979321343 1.5721711851656426 3.5521528455428779 3.0325213745236388 24.462673963746056 9.1552685489878041 3.1456720200367263 4.252814657520501 7.8145468477159739 3.041791882831606 1.5677940119057892 3.2394406497478485 6.9557539434172231 5.4744188673794261 9.9009441230446082
leaf_count=8 34 7 492 44 41 28 1999 14 389 23 15 153 104 31 153 74 10 47 23 471 80 48 67 42 46 26 31 55 19 59
internal_value=0.000540365 0.00160871 0.000947196 0.0109251 -0.00380467 -0.0169986 -0.00108812 -0.00596379 -0.0135268 0.00512953 -0.0204777 0.000594026 -0.0105602 -0.0166108 0.00149574 0.00390849 -0.00617928 -0.0116376 0.00538693 -0.000821078 0.00855769 -0.00228152 -0.00683013 -0.0154372 0.00270443 -0.0113044 0.00501219 -0.00330971 0.00961894 0.0039946
internal_weight=289.269 174.675 163.095 11.5806 4.13612 4.83742 114.593 29.7632 13.8222 3.75194 10.0703 15.941 5.29028 1.8137 158.257 77.5237 9.90938 8.33721 67.6143 80.7336 10.8778 69.8559 36.53 12.0674 33.3258 4.71347 28.6123 10.1952 18.4172 12.9427
internal_count=4633 1897 1805 92 48 62 2736 737 472 68 404 265 112 54 1743 646 131 121 515 1097 233 864 580 109 284 74 210 86 124 105
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=16 12 22 5 10 9 8 2 15 22 23 9 23 13 23 2 18 20 12 17 20 17 7 15 19 6 6 9 9 13
split_gain=0.787019 1.3101 1.58598 1.13041 1.72704 1.02628 1.20637 1.09652 0.985341 0.983824 0.962141 2.8148 2.31468 2.58542 1.84644 2.57439 1.38653 1.32574 1.32113 1.27743 1.22944 2.64343 1.8326 1.71101 2.92747 1.88249 1.44818 1.35138 1.51636 1.27025
threshold=13.534968349350001 254.38400358715003 -0.016679999999999997 13.812766882300002 83.75622459600001 31.257715529350005 2.8477776226000002 325.13486840910008 6.8054746905500005 0.70681500000000008 1.0000000180025095e-35 210.61272793875003 0.079605000000000023 106.01665791610002 -0.10696499999999999 126.88362105025001 18.281462078100002 33.036871954450007 82.846568806150017 196.70927211395002 34.515670600900002 172.18378740490002 20.797746106000002 19.846565044850003 12.250988447150002 13.665319288000001 11.215262042800001 215.63980588275004 217.47560379410001 117.97223122220002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 4 -1 -3 7 -7 -6 10 11 14 13 19 -2 18 17 -14 -16 -12 -19 -22 -23 24 -24 26 -25 29 -29 -27
right_child=9 2 -4 -5 8 6 -8 -9 -10 -11 12 -13 16 -15 15 -17 -18 20 -20 -21 21 22 23 25 -26 27 -28 28 -30 -31
leaf_value=0.0049808968577311095 0.002376638679263186 -0.027488239432728909 -0.018181933760140941 -0.022258232792631796 0.019726638621387786 0.023202197618728784 -0.013530928759590164 -0.002137750256528119 -0.027992927733233027 0.017197058265656356 0.002720688913364952 -0.029262841787737835 -0.024538676060937036 0.016675892698022377 -0.019818931771458749 -0.032439751294840433 0.022416631475068876 0.014605446737459076 0.0050090341596503128 -0.029357164528644598 -0.028862027183661997 0.023869191714182794 0.022381900434460693 -0.0017710903682546259 -0.014433996079063718 0.00039688469338732847 -0.016929017209613553 0.025581218685265087 0.0037994227275832712 -0.017379402917001657
leaf_weight=4.8941107018617931 28.479422484815586 0.5347008796816225 2.0492406574194302 3.9163118094438687 0.35837320820428464 4.2723764496040531 1.1996565181761978 1.7223010205780154 2.3543441196670756 2.6446970230899742 2.7087196818320107 2.7367634866386643 1.515657891111913 13.151799865067003 2.2058532075025123 2.8707254617474973 2.0851784084225065 4.4247469995170823 5.1076360155129805 1.330734940478578 2.2069242099532849 2.4122890047729006 5.8103461768478146 10.538647871580908 2.1185593972913921 148.51840340625495 7.9469315083697429 3.0877923239022484 8.9739380497485381 2.9467637287452808
leaf_count=107 575 99 120 251 41 62 99 50 434 36 119 51 42 166 18 141 25 54 58 88 139 20 43 171 31 1257 167 17 99 53
internal_value=0.000526844 -0.00443029 0.00278751 -0.0105552 -0.00452993 0.00834725 0.0110106 0.0159219 -0.0216888 0.000927091 0.00076234 -0.00298691 0.0014686 0.0109137 -0.00112699 -0.0109246 0.000667097 0.000440905 -0.00247944 -0.00784686 0.000631173 0.000313366 0.000648103 0.000353191 0.0125449 -0.000177909 -0.00828747 0.00073882 0.00937554 5.1046e-05
internal_weight=285.124 21.3014 9.77828 11.5231 7.60683 7.72903 7.19433 5.99468 2.71272 263.823 261.178 41.4004 219.777 17.1913 38.6636 10.1842 202.586 200.501 7.31349 4.03945 198.985 194.561 192.354 189.941 7.92891 182.012 18.4856 163.527 12.0617 151.465
internal_count=4633 1263 430 833 582 310 211 112 475 3370 3334 843 2491 373 792 217 2118 2093 76 207 2051 1997 1858 1838 74 1764 338 1426 116 1310
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=16 10 17 4 0 8 5 20 8 19 22 15 10 2 12 23 18 17 13 22 7 0 23 13 10 12 16 19 8 19
split_gain=5.33917 3.23566 5.10592 3.747 3.72475 4.09915 3.43214 3.67545 3.04433 3.01378 3.99086 3.01302 2.99807 2.79207 2.72678 3.14155 2.62013 3.70548 2.61869 3.66905 3.20588 3.08641 2.53585 2.38431 3.4544 2.33228 2.30587 3.5264 6.58819 2.96713
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 98.51854819030001 2.3481675133500004 14.47989612135 36.772607578000013 2.3481675133500004 12.751028791950002 -0.11534 46.055224235250002 90.937096262400004 203.29256851545003 207.49943573995003 0.093745000000000023 14.365787915650001 172.68891404560003 117.61735474900001 0.022350000000000005 23.543468673550006 81.446839061900008 0.11458500000000002 118.84598011460001 58.309968391300011 120.41084184385001 17.684958644900004 11.950964240300001 7.6440346712000009 11.450923895500003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -8 10 16 23 26 -11 15 -7 17 -5 19 -13 21 -20 -10 -2 -25 -17 27 29 -29 -9
right_child=11 4 -4 9 6 14 8 12 22 13 -12 18 -14 -15 -16 25 -18 -19 20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.001632035076420475 0.00050235147542326537 -0.002076940170558136 -0.00250545881866492 0.00051955407772458098 -0.0023417761258696097 0.0010623297399852871 0.0014355644213761619 -6.3984337540530394e-06 -0.0023863084720546633 0.0014673334254273333 -0.0024937504658742301 -0.0019857555621688875 -0.0014808645666873422 -0.0015130754868823008 0.0019957305990969116 0.00052350993786551021 0.0020536374661907311 -0.00268863845936096 0.0015019199355245762 0.0011476186302878629 0.0014290005455860498 -0.0026737357383488426 -6.4201387482545999e-05 0.00036446138995956031 -0.0024769285528652811 -0.0023966032957501494 0.0019854142032726505 0.00045642993538441332 -0.0026246642937850055 0.0014043072158690471
leaf_weight=8.3800493446178717 225.71446623746306 2.3835978461429503 6.391917008906602 5.6031467835418827 3.0857191383838645 13.453143973834818 1.7862118575721968 16.628959417343143 7.7546267220750433 9.1171509958803636 3.9350852118805095 7.7032806249335426 5.0232007781742132 1.8706973211374123 8.6283505037426931 2.688025949522852 2.6211399137973794 2.604160045273602 1.3536736667156204 2.4268566314131021 5.7783716022968292 2.4675694806501269 3.3152434248477221 5.9065000913105887 3.2897917469963431 2.714872132986784 3.7965968558564773 9.0022427565418166 5.5338637270033351 13.21298896614462
leaf_count=385 1359 122 156 92 282 54 9 284 148 101 134 145 445 67 47 15 17 86 6 13 31 48 35 78 61 25 28 118 112 130
internal_value=0.000195658 -0.000153732 -0.000682683 -0.000341325 6.27655e-05 0.000718551 -0.000220531 1.60993e-05 -0.00125649 7.87002e-05 -0.000577149 0.000387107 0.000152867 0.000959914 0.000960992 0.000487505 0.000119349 -0.000498398 -0.000446987 -0.0012351 0.00038468 -0.00119451 -0.00169088 0.000457161 -0.00065199 -0.000943801 0.000323217 0.000181014 -0.000716536 0.000618214
internal_weight=394.172 139.531 40.5233 34.1314 99.0076 29.868 69.1397 56.2836 12.8561 25.7514 14.7635 254.641 53.1979 10.9878 27.4844 18.856 10.8284 8.20731 19.7298 10.1301 9.59961 3.82124 11.0699 234.911 9.19629 5.4029 48.1747 44.3781 14.5361 29.8419
internal_count=4633 2892 1038 882 1854 263 1591 1399 192 497 329 1741 1117 168 141 94 195 178 243 158 85 54 183 1498 139 40 672 644 230 414
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=16 15 6 15 18 15 20 20 16 2 21 16 21 10 5 16 0 4 17 10 19 20 2 16 20 2 19 22 7 23
split_gain=4.57747 3.78756 3.74858 3.6427 5.59171 4.15323 2.58931 2.54978 4.79528 6.84091 3.7137 3.61232 4.72698 4.17844 2.93955 4.30121 4.24573 3.56773 2.82372 2.78716 2.71463 2.56295 3.43875 4.00228 4.48948 3.7847 3.11604 2.62574 2.53331 4.25392
threshold=18.594956516900002 46.055224235250002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 42.081757894750005 22.604947139800004 108.01392853780001 13.468412773100003 21.754949127450004 10.899813468900001 62.154463517850012 21.252944829650001 21.979948601300006 87.842680954300008 376.61861354110005 199.73283952805005 62.068432857650002 14.451165964200003 41.873095646600007 215.60007756200005 18.734956189500004 37.817254840650008 80.759923107050014 13.751109481500002 -0.095074999999999993 23.209106085000005 0.090465000000000031
decision_type=2 2 2 2 2 2 2 2 2 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 3 5 -5 6 -1 11 9 -9 18 12 21 -13 15 -11 17 20 19 -10 -16 22 23 -2 26 -26 -25 -27 -3 -30
right_child=1 28 -4 4 -6 -7 -8 8 10 14 -12 13 -14 -15 16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 27 -28 -29 29 -31
leaf_value=-0.0012807731627050708 0.0016740862265955247 -0.0017227486100351373 -0.0020587725440003105 0.0016255342486165072 -0.0023451376528564249 0.0032440509181483031 6.9883805070572607e-05 0.0016461731041066178 -0.00031406128470904326 7.5580036303528114e-05 -0.0027463668721985535 0.00063301139157258301 -0.0024215027967852856 0.0017827638497691436 0.00064165759513653393 -0.0030460898841150183 0.0023664561296169403 -0.0030571164367942851 0.0013066536154848689 -0.0027751600142838931 -0.0018450335761697175 0.002214754167640302 -0.0019551515669064467 -0.00071180341389571165 -0.0029464295550481151 0.0010924781570041842 0.0011291283543294435 -0.0010967766319918452 -0.0013850872631225638 0.0012599017779505708
leaf_weight=8.4913209376391006 10.590534970164297 7.2401421396061805 5.5751300347037605 2.5871224417351177 8.2292270173784328 2.1933999182656398 108.92208148294594 18.715798575431108 13.036250978708276 6.044315926730631 4.2813170179724684 72.216062312945724 3.623251585289835 23.170699916779995 13.663119473494598 4.1188709735870361 4.5635066255927077 2.1049406565725794 4.5353875383734694 3.1759337894618502 2.965118780732154 3.8251426927745333 3.7590309372171751 6.8535478888079551 3.8429636135697391 4.8277600966393956 19.975194420665503 8.2126473393291199 6.4267521258443576 7.105645764619112
leaf_count=400 49 126 371 18 248 6 1849 124 81 44 32 358 37 118 98 38 20 47 17 25 23 16 46 71 50 27 112 65 82 35
internal_value=0.000182891 0.000366734 -0.000167055 -8.61908e-05 -0.00139541 3.2205e-05 -2.77955e-05 0.000450901 9.89659e-05 0.000505608 -0.000748727 0.000619773 0.000193832 0.000912301 -0.000132368 -0.00118955 0.000328827 -0.00016755 -0.000336508 -0.000796185 0.000198235 0.000346951 0.000223899 0.000374741 5.99363e-05 -0.000891779 0.000658852 -0.000286281 -0.000598008 3.75419e-06
internal_weight=394.872 258.874 135.998 130.423 10.8163 119.607 117.413 238.101 77.2046 52.1757 25.0289 160.897 65.5101 95.3868 33.4599 10.1632 23.2967 18.7332 20.7476 16.2122 16.6282 61.8868 58.0617 54.3026 43.7121 16.8834 26.8287 13.0404 20.7725 13.5324
internal_count=4633 1741 2892 2521 266 2255 2249 1498 549 394 155 949 473 476 270 82 188 168 123 106 121 436 420 374 325 142 183 92 243 117
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=16 15 10 0 20 16 10 17 0 21 15 2 9 0 16 18 17 8 18 9 9 22 16 23 17 15 12 16 20 13
split_gain=5.04262 3.5704 3.67685 5.15188 3.83534 5.69733 3.95503 6.50047 4.96072 3.62248 5.7484 3.50228 3.44741 3.30924 3.14482 3.12982 2.88906 2.80448 2.68643 2.44446 2.96494 5.24903 2.94728 2.42488 2.34971 2.65336 5.0204 3.9772 3.74701 3.18057
threshold=20.394952307700002 46.055224235250002 66.859265246100009 90.321439350550008 42.081757894750005 22.454947490600002 64.369753017350021 191.32023496460002 88.122280599850015 5.4349223666500004 38.86986296220001 325.13486840910008 190.90230715925003 86.208098410950015 20.034953149600003 13.037923179150001 192.44445991605002 2.8477776226000002 13.531614672700002 199.17419511990002 201.65416293750005 -0.082275000000000001 22.584947186600004 0.4149000000000001 162.04221493815001 30.054399297400007 114.82338089645002 18.684956306450005 39.354247760400007 97.873318238950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 4 6 -6 8 -8 -2 10 12 14 -7 15 23 -11 -17 -13 -15 22 -21 -22 -3 24 -1 29 -27 28 -28 -26
right_child=1 19 -4 -5 5 9 7 -9 -10 13 -12 17 -14 18 -16 16 -18 -19 -20 20 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0017828742176614137 0.00074652368147052858 0.00058860050207080019 -0.0019116102319369579 0.001981228283834356 0.0018871497998949136 -0.0010701440994548047 0.00093599314608635621 -0.0028356272798276709 0.002643404547432802 0.0006509837706992896 2.5781999044309783e-05 -0.00019870214573457077 -0.0045435455522660241 0.0019964775517880241 -0.0024564866593395638 -0.0035379293557303943 -0.00048479751101443376 -0.0028324629173868011 -6.1553821354330942e-05 0.002416455774132614 0.00092313409774579859 -0.0031939908895262255 -0.0026846274983628442 -0.002908504786131865 -0.00044768865364291661 -0.0034783353535188131 0.0011247095693489161 0.00052529558176414657 -0.0025161829285507411 0.00046331905648423175
leaf_weight=4.3325256719253948 87.66042473167181 2.6001393394544738 3.7145200930535784 16.425868924707174 8.2146409675478917 3.2830770537257221 7.2050403058528882 4.920048214495182 9.807404696941374 5.6351157724857357 8.7210285589098913 5.0967021852266026 4.1253355070948601 7.5447636470198658 3.3288175798952571 3.493530008941887 4.585620766505599 5.2521052188239992 8.780451372265814 2.8724276386201373 5.5340818818658581 3.0859247092157593 5.4465390164405107 1.7835317599819962 31.946574943256564 3.3953699264675405 2.4690989805385488 16.783953315578401 6.7585502550937235 105.44779141852632
leaf_count=346 449 23 30 73 91 20 33 35 45 27 44 157 40 28 41 35 32 169 40 11 41 44 120 44 1077 56 26 110 195 1151
internal_value=0.000195089 0.000470305 0.000579407 0.000630698 0.000495412 -5.37299e-05 0.000767914 -0.000594433 0.000937392 -0.000399062 -0.00136596 -0.00010529 -0.00300429 0.000120105 -2.13198e-05 -0.000795857 -0.00180501 -0.00153536 0.000889574 -0.000557759 0.000190854 -0.000550779 -0.00162694 2.55594e-05 5.61378e-05 0.000103905 -0.000585658 -0.000208068 -0.00154197 0.000251494
internal_weight=390.251 203.656 184.117 180.402 163.976 54.3836 109.593 12.1251 97.4678 46.1689 16.1294 186.595 7.40841 30.0395 176.246 13.7143 8.07915 10.3488 16.3252 19.5391 11.4924 8.62001 8.04668 172.917 171.134 166.801 29.407 26.0116 9.22765 137.394
internal_count=4633 1261 1022 992 919 357 562 68 494 266 104 3372 60 162 3046 94 67 326 68 239 96 85 143 3005 2961 2615 387 331 221 2228
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=13 5 13 0 7 0 13 23 14 9 10 23 21 7 16 16 10 13 4 4 22 22 23 23 16 19 5 23 6 7
split_gain=3.8194 4.2006 3.84103 2.31867 4.60626 3.93709 3.63575 3.18541 2.6488 2.19611 2.13105 2.9102 2.99543 2.34329 3.31157 2.72938 3.08231 2.40683 3.42468 2.92054 4.26613 2.20403 2.06751 3.0553 2.0087 5.4927 2.78221 2.0042 3.73631 2.55809
threshold=109.34496908160001 23.714185006400005 108.87986582505 95.44832900530001 20.797746106000002 98.230883170350012 108.49810477050001 -0.085394999999999999 170.24900367605002 226.58992707320002 78.196493182200015 0.087700000000000014 5.2921303083500009 26.614251743050001 17.874958200600002 9.7049773055000017 90.937096262400004 83.272302132500002 308.58584608000007 196.82258699960002 -0.15962499999999999 0.063030000000000017 0.094595000000000026 0.12001500000000002 19.224955043700003 13.751109481500002 19.221712148250003 0.091885000000000022 16.405383309150004 23.276000438150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 24 3 4 -1 22 7 -6 -7 27 11 -10 -13 17 15 16 -15 -12 19 -19 -21 -17 -5 -24 26 -26 -2 -3 -29 -30
right_child=1 9 -4 5 6 8 -8 -9 10 -11 13 12 -14 14 -16 21 -18 18 -20 20 -22 -23 23 -25 25 -27 -28 28 29 -31
leaf_value=0.00077186878796068497 0.00228324777915092 -0.00089277851514739587 -0.0031827213366608328 0.0010204563730828056 -0.00022453984453565292 -0.0030818918909105235 0.00070885247451143714 -0.0030355264752729445 -0.0030638987797129845 0.0022340667969047304 -0.0031598073772058435 0.00098333639269843629 -0.0020371318085929293 0.0021179710404435528 0.002549903875989985 -0.0021966815014000537 -0.0017029082311055303 0.0014408259374405379 0.0020288870149388441 0.0012943887671748129 -0.0022770655364467199 0.00021238695123331877 -0.0013782104060760237 0.0021355647220256866 -0.0024455608847024843 0.00061428793787378182 -0.00035777088692142301 -0.0026732983350341009 -0.00018134815698947693 0.0018922475203345637
leaf_weight=9.272299309261145 10.810394689440725 26.45810642815195 2.9659875771030775 35.199815379455686 4.1683819624595371 2.4350528351496896 3.9943504128605118 10.01965527422726 4.0896416702307752 2.4298682734370223 1.202736231964084 5.4428506465628725 4.2850211057811975 3.7562458470929476 2.2173903039656571 10.714868138660675 2.6149852834641933 6.3927799102384659 9.6645082458853704 4.0010296981781774 6.2688387890811939 3.741446374449878 6.6456170175224525 2.4818180948495865 4.4021890498697749 159.3860056232661 3.9869274152442804 2.7974878307431963 10.393829722888769 7.4639739096164694
leaf_count=148 47 665 86 208 92 58 34 400 117 13 73 39 86 53 18 379 388 102 93 58 170 62 73 24 38 917 37 33 94 28
internal_value=0.000208683 0.000425054 -0.000139969 -7.48598e-05 -0.0007781 9.88374e-05 -0.00156852 -0.00220967 -0.00031536 -0.000271126 -0.000210741 -0.00115124 -0.000347147 4.62117e-05 -0.000589537 -0.000923776 0.000549743 0.000578389 0.000749166 6.91452e-06 -0.000885666 -0.00157319 0.000723277 -0.000422789 0.000618188 0.000532047 0.00157166 -0.000400331 0.000230462 0.000685347
internal_weight=369.704 228.129 141.575 138.609 27.4547 111.155 18.1824 14.188 66.8274 49.5433 64.3923 13.8175 9.72787 50.5748 23.0449 20.8275 6.37123 27.5299 26.3272 16.6626 10.2699 14.4563 44.3273 9.12744 178.586 163.788 14.7973 47.1134 20.6553 17.8578
internal_count=4633 1872 2761 2675 674 2001 526 492 1696 833 1638 242 125 1396 900 882 441 496 423 330 228 441 305 97 1039 955 84 820 155 122
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=16 10 17 4 0 8 16 7 2 5 0 21 19 17 23 19 22 12 15 15 23 18 17 22 10 21 4 4 20 20
split_gain=4.08753 3.45909 5.12467 3.81116 3.06716 3.70193 2.91302 3.06518 4.15079 3.40166 3.88657 4.49371 2.92216 3.61771 2.88276 2.83246 3.93388 2.81996 2.76589 2.5976 2.57327 2.44607 3.73142 2.15879 2.15796 3.66689 2.0564 4.71355 4.0195 4.49346
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 98.51854819030001 2.3481675133500004 18.044957803000003 24.103872582350004 219.56639384385002 14.47989612135 102.65877371115 15.004713615700002 12.050972309250001 181.57898176000003 0.11458500000000002 12.751028791950002 -0.11534 207.49943573995003 24.212507723600002 29.171703351550004 0.093745000000000023 14.365787915650001 172.68891404560003 -0.237895 67.254468591300011 12.156412995750001 309.25865594525004 312.24436677560004 40.165165956550005 41.559097512700014
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 10 12 -12 13 -9 -11 16 21 20 -14 24 -7 22 23 -5 25 -17 -2 -28 -29 -30
right_child=26 4 -4 15 6 17 -8 9 -10 14 11 -13 18 -15 -16 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0019745424756675406 0.00050839899058604599 -0.002445354253740858 -0.0030286889147111348 -0.0014965879265924759 -0.0028729492041632172 0.0011405880820214876 0.0025719783628154235 -0.00057508299771636935 0.0020388924496044193 -0.0030822743780103529 -0.0017404650608907897 0.00091969877957863444 -0.002363189696935978 0.0020358717598664283 4.2120236577056044e-05 -0.0030314360300238985 -0.0030076240288906719 0.0023739292850211199 0.0017828037105111591 -0.0015093609389996159 -0.0010897517735171715 0.0023945615139518133 -0.0031565100436203239 0.0018130950134854428 0.0028774086520111579 0.0026300531290930542 -0.0030536575263743772 -0.0020417740927645913 0.0017139841731105112 -0.00027927136094170864
leaf_weight=8.5310275519732368 201.99138020444661 2.2829261929728117 6.4096620557829729 2.2074546627700284 1.495147914160041 13.025665479712194 2.5608460418879977 5.8986205868423047 6.9161462965421379 6.2504994226619583 16.944160639424812 6.1972845604177556 3.9014401542954138 10.618446747306733 3.1856608893722296 1.470087078865616 3.8038504146970853 8.4843917712569219 1.6302443668246267 2.1105162543244651 5.1611020229756823 2.6267494512721905 2.7069790875539184 3.8896883572451761 5.201415398158133 1.8415080488193778 3.6188078578561536 5.2703218962997189 12.891553459689019 21.660301289521158
leaf_count=385 1293 122 156 63 60 54 20 108 47 131 966 99 66 51 34 70 134 47 9 58 40 17 86 29 22 18 96 61 78 213
internal_value=0.000189253 -0.000183694 -0.000834248 -0.000425236 9.70161e-05 0.000821693 -0.000222844 -0.000336382 0.00116579 -0.000567684 -0.000262865 -0.00102807 0.000540265 0.00110344 -0.00202747 8.59043e-05 -0.000652885 0.00110134 -0.00114132 0.00114537 0.000507655 0.000130701 -0.000544731 0.000614833 0.00180352 0.000116798 0.000394926 -0.000132699 0.00013274 0.000464427
internal_weight=380.784 135.352 40.7989 34.3893 94.5526 28.9541 65.5985 63.0377 8.41129 54.6264 45.1902 23.1414 22.0488 16.5171 9.43616 25.8582 15.2347 26.6712 5.53168 10.6235 18.1868 11.4309 8.80412 6.09714 8.51301 3.3116 245.432 43.441 39.8222 34.5519
internal_count=4633 2892 1038 882 1854 263 1591 1571 107 1464 1299 1065 234 159 165 497 329 141 75 168 94 195 178 92 110 88 1741 448 352 291
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=16 16 23 23 10 10 16 6 21 19 22 0 6 23 9 22 10 18 7 7 15 15 10 0 18 2 22 5 3 20
split_gain=0.840952 1.27692 1.24452 1.59292 1.89839 1.4628 1.2542 0.962557 1.71228 1.04501 1.05631 1.31756 2.96308 1.93791 1.86717 1.80497 1.79975 2.96433 1.72497 1.45901 1.26372 1.54886 2.52554 3.27579 3.09852 3.10305 3.61381 3.47478 2.34949 2.31324
threshold=13.534968349350001 12.919969787500003 0.076130000000000017 0.093635000000000024 83.602982482550019 68.20618276945001 12.674970360400001 5.1351199812500008 20.581461612800002 11.850956171350001 0.70681500000000008 98.230883170350012 11.135260173550002 0.11296500000000002 188.08209940425004 -0.081844999999999987 76.279622535200005 15.957401718700002 25.606038725250006 25.959674155500004 21.761438576950002 28.579157549250002 66.859265246100009 90.321439350550008 14.032563378150002 90.828344481500011 -0.074029999999999999 19.973460566700002 89.732667019950014 38.396531328800009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 -5 -1 -4 8 -2 -9 11 16 15 14 -14 18 17 20 -13 -15 -11 -22 23 28 -24 -26 -27 -28 -23 -30
right_child=7 -3 3 4 -6 -7 -8 9 -10 10 -12 12 13 19 -16 -17 -18 -19 -20 -21 21 22 24 -25 25 26 27 -29 29 -31
leaf_value=-0.029919050859917799 -0.02867870474204012 -0.030413345682576809 -0.026460045340133593 0.012202100890097298 -0.029873686945293763 0.0064021601124242683 0.02094122890598598 0.010164564026108538 0.015142196784978267 -0.013114416532503847 0.018554168220883436 0.015262996830099013 0.017318826698609457 -0.015140149901430377 -0.029123941398031553 0.017415296983692853 0.019347360942191014 -0.034393273688221274 -0.01889102820273417 0.021361429733339952 0.0066091214730601344 -0.021416811190731144 0.015114732927140077 0.016523353791278679 -0.033101827472363912 -0.019947217105772339 0.0091989512472872969 -0.027634374176253081 0.01196131568462285 0.00023138106133538844
leaf_weight=0.93342873570509866 2.0853287380305114 1.3781476369476866 4.2342929573787824 3.2907854709774256 1.1062933373323174 10.340964821400119 0.47983563784509886 9.9525586455129069 1.0278422161936758 4.5728045366704455 2.6162736639380446 1.7847714293748138 0.74568463861942103 1.9020287431776526 6.4485834483057261 4.7279254039749521 4.2342431088909498 1.8061013184487809 3.1692756870761514 1.5221616365015505 39.834552759188227 3.5548629239201537 4.3306038696318891 11.161154878325759 3.9074251316487816 9.0109789869748127 11.252138544805339 2.3992252009920785 14.502528032055123 123.74493882758543
leaf_count=64 257 94 586 45 138 328 8 100 18 196 33 14 2 40 173 53 30 37 90 10 589 31 35 81 71 232 65 57 128 1028
internal_value=0.000727748 -0.00452692 -0.00277689 -0.0104142 0.00161594 0.00339506 -0.0216352 0.00115085 -0.0142108 0.00132984 0.000988012 0.00080751 -0.00598347 -0.0161205 -0.0243102 0.00513411 0.00139587 0.0010655 -0.00658652 0.00108596 0.00134605 0.00164165 0.000565436 0.00202916 -0.00668031 -0.0102327 -0.0062896 0.0027255 0.000888333 0.00146188
internal_weight=292.058 21.7637 20.3856 9.11121 4.39708 11.2744 4.71413 270.294 3.11317 267.181 257.228 254.612 20.3004 10.6185 7.19427 9.68197 234.312 230.077 4.95405 3.42419 228.271 223.698 183.864 152.963 30.9004 26.5698 22.6623 13.6514 141.802 138.247
internal_count=4633 1263 1169 777 183 392 594 3370 275 3095 2995 2962 382 225 175 157 2580 2550 104 50 2513 2317 1728 1268 460 425 354 122 1187 1156
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 20 5 16 20 8 20 16 5 23 21 5 18 21 2 23 13 16 4 7 16 21 14 18 21 7
split_gain=2.51095 3.2609 2.62693 3.84419 3.5574 2.30548 2.28038 1.91434 3.63541 3.31412 3.08817 3.01943 1.88462 1.85896 2.83653 2.74939 3.70327 3.08549 2.59169 2.19518 1.76 1.69177 1.67395 6.08963 5.40241 3.67649 1.6246 1.79186 3.40469 2.71525
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 23.714185006400005 15.839962959300001 41.289992964000007 7.2443465838000014 39.955516828000007 15.404963976500001 23.881206071300003 0.091885000000000022 11.772995266200001 28.543718473100004 13.344136431100003 5.7328850847000004 197.03438354685002 0.11458500000000002 103.89008753490002 16.224962059000003 310.44950696480004 24.103872582350004 22.604947139800004 6.4178488307500006 295.47576256845008 13.900697602550002 10.899813468900001 23.822419043000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 22 11 10 21 -9 -7 -8 14 15 16 -14 18 -18 -15 -13 -10 26 -24 25 -25 27 -2 29 -29
right_child=6 -3 3 -5 -6 7 12 8 9 -11 -12 20 13 19 -16 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0018659095258179896 0.00084053168914852453 -0.0028936126827989197 0.0019348353991555471 -0.0032498641402534173 0.0044820513254314647 5.5537619986716134e-05 -0.0027556816314883896 -0.002565302670661939 0.0020824500865065133 -0.0038386616332388062 0.0018571930529085855 -0.00033828625982235941 -0.0040229211368598078 0.0013259207043688061 -0.0038880223852873329 0.001294463791237095 0.0017139118923234886 0.001905481598267144 -0.003519290461352536 -0.0017841391951359563 0.0024691991270973457 -0.0014446552378244938 -0.0051303350295281063 -0.0029285822533631494 0.0023647613886715337 0.0010758205208943271 0.0022084318879264349 -0.0015996151955900558 -0.0034277495373648561 0.00067178337679272876
leaf_weight=7.1000065541011272 114.61989612877369 4.8425582156050941 2.1965514444746059 6.1678540188586339 2.0311459964141241 58.630515125696547 3.2097069919109336 2.34102052729577 2.1724156709387881 5.6267246082425117 7.574912678450346 3.3218431198038152 3.7777420640923145 14.185192966833712 2.7679087608121327 7.9947043424472204 1.5477316714823226 4.5880463672801852 3.4859446119517088 3.1393738444894543 10.597084496170281 5.2928022330161184 2.6074555832892683 6.1607346851378697 8.4355206191539747 4.4889483973383904 7.5918361321091643 7.146176502108573 2.9745678361505261 35.935933296568692
leaf_count=400 618 371 18 248 6 1297 22 34 18 125 59 48 105 88 74 113 9 35 63 36 49 219 24 90 57 31 32 58 51 235
internal_value=0.00021145 -0.000189248 -7.3408e-05 -0.00188833 7.16004e-05 -1.56634e-05 0.000412766 0.000121812 -0.000724046 -0.00188829 0.0008131 0.000390062 -0.000271183 -7.89645e-05 -0.000682198 -0.000267439 -0.00119934 -9.07257e-05 -0.00191021 0.000762349 0.00179917 -0.00041825 0.000573695 -0.000306188 0.000352895 -0.00124069 0.000687126 0.000615246 5.4584e-05 0.000295019
internal_weight=352.553 117.895 113.053 8.36441 104.688 102.657 234.657 95.5573 23.0079 13.0919 9.91593 72.5494 44.6964 41.4866 24.1621 21.3942 13.3995 9.62172 5.03368 17.3246 13.9189 7.46522 189.961 21.6927 19.0852 10.6497 168.268 160.677 46.0567 43.0821
internal_count=4633 2892 2521 266 2255 2249 1741 1849 455 362 93 1394 545 523 399 325 212 107 72 124 97 237 1196 202 178 121 994 962 344 293
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=16 5 15 20 22 22 16 0 22 22 22 20 15 4 2 21 5 20 16 7 7 18 22 23 12 7 15 9 8 6
split_gain=7.58763 4.60019 4.00177 4.67354 3.61471 5.12344 3.34443 3.58521 6.17364 6.03931 5.56196 3.73601 4.87062 3.44992 3.58138 3.24401 3.83655 3.24009 5.52592 3.59577 4.86457 5.01232 3.66038 3.22585 2.86972 2.83495 2.90852 2.90676 2.74452 2.64221
threshold=20.394952307700002 23.714185006400005 31.445204138150004 35.119813570500007 -0.070854999999999987 0.075080000000000022 13.534968349350001 92.168410086200012 -0.059424999999999999 -0.074029999999999999 -0.16262999999999997 39.788107623550012 30.404760455250003 195.04069921150003 319.32263744460005 11.534227923400001 13.340155591900002 42.123054668150012 22.494947397000004 22.435297587800004 22.598495330900004 13.193283301750002 -0.083834999999999993 0.083555000000000032 247.65401887280004 22.093462376800005 31.028113015250003 186.70853236170004 8.4434108459500017 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=2 17 6 -4 -5 -6 24 10 9 11 13 12 -9 -8 -15 -10 -17 25 -19 -20 -21 -22 28 -13 -1 -2 -27 -28 -23 -24
right_child=1 -3 3 4 5 -7 7 8 15 -11 -12 23 -14 14 -16 16 -18 18 19 20 21 22 29 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0011761815579941952 -0.00065024292573950262 -0.00015781592998073896 0.0016841431905691658 -0.0023100422193946656 0.00054259943734233449 -0.0022199936398058597 -0.0020529597348070525 -0.0014815651622580256 0.0011175763812037935 -0.0029958389686763013 -0.0022192158849939419 -0.00057891933764462678 0.0024188108364843067 0.00095926842510854027 -0.0025338722619204822 0.001614179412414377 -0.0027962118223022235 0.0015499014745854818 -0.0019115872781652796 0.0019077195427621586 -0.0026296859777092691 -0.00059662359728283019 3.9560825773281501e-05 0.00071066909917122259 0.00010638967837035133 -0.00063131197860663156 0.0019314584545208104 0.00089617155511883943 0.0015543225471352079 -0.0018601014520271285
leaf_weight=19.041247213725001 5.5938756912946692 41.363534107804298 3.0604701833799508 9.4337224205955916 8.6096560470759815 5.4380247276276341 3.0539928670041325 11.991834444925187 44.731254996731877 3.3973120450973502 7.3261289224028578 13.362165865022687 1.8324025273323048 12.630178528837858 1.6472218511626113 1.6722370767965902 2.3628431111574173 12.498828984796999 4.9775625467300406 6.2143203988671294 3.85267100483179 4.2276106178760502 9.7136369384825247 34.480914616957307 15.887682266766204 5.294363059103488 16.062428988516331 83.238190408796072 9.7082357555627805 5.8088249880820522
leaf_count=821 33 401 14 213 71 57 194 191 273 58 287 273 7 136 48 15 34 96 38 20 30 28 49 238 442 35 65 378 39 49
internal_value=0.000210148 0.000507492 -9.99757e-05 -0.000905694 -0.00124324 -0.000526833 2.33411e-05 0.00017874 0.000345596 -0.000103641 -0.000591548 5.56933e-05 -0.00096457 9.64814e-05 0.000556255 0.000944973 -0.000968437 0.000672091 0.000240826 -0.000126834 9.79266e-05 -0.000239699 7.28729e-05 0.000350498 -0.000592795 0.000895189 0.000977841 0.00106363 0.000901807 -0.000671332
internal_weight=408.513 208.554 199.959 26.5419 23.4814 14.0477 173.417 138.488 113.831 65.0646 24.6575 61.6673 13.8242 17.3314 14.2774 48.7663 4.03508 167.191 57.0017 44.5029 39.5253 33.311 29.4583 47.8431 34.9289 110.189 104.595 99.3006 13.9358 15.5225
internal_count=4633 1261 3372 355 341 128 3017 1754 1089 767 665 709 198 378 184 322 49 860 349 253 215 195 165 511 1263 511 478 443 67 98
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=6 6 10 3 10 21 0 9 22 12 7 9 18 2 12 18 20 22 18 8 3 22 18 18 7 19 8 5 6 21
split_gain=4.67722 4.14464 3.63639 4.89417 4.6496 5.01503 4.47833 4.00568 3.6353 3.40524 4.38309 3.55054 3.10748 3.04228 2.96762 3.06357 3.22337 4.75631 3.15043 2.66139 2.52787 2.29948 2.28463 4.26924 2.48397 2.50926 2.27443 3.19529 2.90475 3.86857
threshold=13.665319288000001 13.775321858200002 70.182199495350019 93.883646373400012 61.917879202350001 15.004713615700002 95.988709089550014 206.50942114985003 -0.047144999999999999 133.01805689090003 23.109894804950002 186.70853236170004 13.956123578150001 319.32263744460005 121.79144674955002 13.405741979600002 36.377496227400009 -0.083004999999999982 13.122774073950001 8.4434108459500017 108.48197402175002 0.11061500000000003 13.317304170000002 13.258241318650002 22.650953015950005 14.351157895250003 8.543332867800002 30.133297129900004 16.575387281250006 0.87557407920000008
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 13 -6 12 -8 19 14 11 -11 -4 20 15 18 -17 -18 -3 -9 26 -22 23 24 -13 -26 -5 28 -28 -30
right_child=1 2 6 4 5 -7 7 8 -10 10 -12 22 -14 -15 -16 16 17 -19 -20 -21 21 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.00029524984005671731 0.0019672955251007766 0.00059576130354857581 0.0015501301419245527 0.0013430257955958332 -0.0020361265634300393 0.0013518058808676462 0.0011335612608442402 -0.0036198712843662443 0.0010934696811639199 0.0010801548870643918 0.00068890635322913765 0.00037243395816125913 -0.0018624122963780687 -0.0029942258065522032 0.0021791820166546594 0.0017009193905066469 0.00055367095246964767 -0.0030528407265189728 0.0024152986927672673 -0.00042011897117687327 -0.0027831337617485502 0.0029808397245867143 -0.0025589956464014637 0.0014700448244278522 -0.0040062347408695359 -0.00098044628560342421 0.0016620791918849191 0.0021119178218778124 0.001133534457694464 -0.0033527242900761923
leaf_weight=93.082478668540716 11.092727571725844 15.849992473609747 2.12500374298543 17.746418578317392 14.525228949263694 3.8512966781854621 16.122370967641476 3.656581077724697 4.0256455242633784 7.5103358821943429 93.817924975417554 3.5946242231875711 14.860584869049488 1.8262419742532063 15.426986947655676 4.6754431501030913 6.1791732460260382 4.3352358341217032 11.397431144490836 3.5883982181549072 2.6109740564133967 0.5914609096944331 5.1600854564458123 5.0653525721281758 3.3470488972961903 4.4461458548903465 2.0951783992350084 3.1134937703609458 1.9589255377650259 4.2331311572343111
leaf_count=2056 58 73 15 211 387 24 70 49 20 49 514 31 327 55 103 18 38 42 61 30 178 2 38 23 29 28 9 14 12 69
internal_value=0.000219303 0.000385131 0.00032194 0.000453652 -0.000255386 -0.00132609 -0.000370647 0.000289625 -0.000917605 0.000659738 0.000411222 -0.000483303 -0.00143548 0.000320339 0.00118775 0.000827339 -0.000122516 -0.000933344 0.00135686 -0.00203505 0.000507458 -0.00171858 -0.00102659 -0.000545987 -0.00144273 -0.00227997 0.000752035 -0.000167903 -0.00102443 -0.00193345
internal_weight=381.912 288.829 277.737 233.358 52.5524 18.3765 44.3786 27.393 11.2706 180.806 122.942 29.1236 16.9856 34.1758 57.8643 42.4373 15.1899 10.5144 27.2474 7.24498 32.3496 3.20243 21.6133 16.4532 11.3878 7.79319 29.1471 11.4007 8.28724 6.19206
internal_count=4633 2577 2519 2008 961 411 511 169 99 1047 712 198 342 550 335 232 98 80 134 79 495 180 149 111 88 57 315 104 90 81
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=16 6 15 15 18 12 20 22 16 21 20 22 6 23 17 6 4 14 5 5 20 23 21 5 17 9 23 16 22 13
split_gain=2.48496 2.55255 2.61995 3.59017 3.57448 2.60517 3.2138 2.31336 2.44387 3.14727 3.69917 2.93037 2.23103 2.68339 2.2142 2.6301 2.45511 2.22083 2.03959 2.25652 2.01027 1.94046 2.84633 2.58236 3.79837 3.12029 2.37856 2.12184 1.82965 1.65747
threshold=18.594956516900002 15.635365317800002 28.444110612900001 28.298162031900002 14.032563378150002 191.62027512645003 49.247968080500009 -0.59496499999999986 12.604970524100002 6.9984086918000008 47.927946529500012 -0.54488499999999995 13.665319288000001 0.096715000000000009 208.52928782745002 11.085259005300001 168.18037996940004 147.98468416440002 23.714185006400005 23.881206071300003 37.500638522700008 0.091885000000000022 11.772995266200001 28.543718473100004 192.00947391610003 192.57902085675002 0.11458500000000002 22.634947069650003 -0.24150999999999997 112.67059178900001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 12 -1 -9 11 20 -10 13 -7 15 28 17 -17 29 -20 -11 22 23 24 -21 -26 -23 -27 -13 -2
right_child=18 -3 4 -5 -6 6 -8 8 9 10 -12 14 -14 -15 -16 16 -18 -19 19 21 -22 26 -24 -25 25 27 -28 -29 -30 -31
leaf_value=0.0018578690809887928 2.1885695329010957e-05 -0.0032031411842191404 0.002168931679239791 0.0051594860313213305 -0.0036936559469169911 0.0007925753829405829 -0.0028439109888914417 -0.0034374153471955346 -0.0036324205523210686 0.0013081182313120618 0.0015745505476513269 0.0046108681914173262 0.0024639811159907314 -0.0024426831197874471 -0.0025915905574303197 0.0026283077714829017 0.0018352989820225867 -0.0026945081442934348 -0.0034786924921810349 -0.0044459517141396373 -0.0047976400781957829 0.0016582691531428473 -0.0045267346630160354 0.0015241819382765711 0.0042744357292109608 -0.0036886966298121378 -0.0021595765642496226 0.00070455892987377671 -0.0046583292753723067 0.00087482763844077681
leaf_weight=5.0617971187457433 45.751701550558209 4.1516039518173775 2.1172573515214008 2.0621371492743483 6.1963230659021065 33.930187891121022 3.8479543511057264 5.1808630911982609 3.0944995041936556 0.94330391846597006 2.4351652185432613 0.38541242480278048 10.296556587796657 4.3937436639098442 3.4269303702749303 1.6967158019542719 18.014083492569625 3.9776341784745455 3.0908997356891623 4.0611382829956773 6.1694856211543083 13.916617939248683 2.6843087682500473 7.6969981389120212 2.0817000754177553 2.9148519625887275 3.0119525957852593 3.9000185038894415 1.9993379330262673 141.43764669075608
leaf_count=67 364 371 18 6 248 700 193 456 96 15 28 1 80 130 53 6 110 56 22 105 152 88 74 113 10 62 36 35 106 832
internal_value=0.000253815 -0.000202353 -9.42377e-05 6.95496e-05 -0.0022006 -3.05532e-05 0.00058296 -0.000645041 -0.000912756 -0.000602383 -0.00256921 -2.62393e-05 0.000854171 0.000421661 0.000352041 0.000738938 0.00113148 -0.00110291 0.000490025 -0.000271241 -0.00398789 -2.50404e-05 -0.0007533 -0.0002629 -0.00132444 0.000100475 0.000978993 -0.00117452 -0.00316028 0.000666357
internal_weight=349.929 119.381 115.229 106.916 8.31358 104.854 52.4684 52.3852 47.3234 42.1426 9.54795 32.5946 48.6205 38.3239 29.5001 26.0732 23.6884 5.67435 230.548 43.3585 7.11279 40.2676 23.339 20.6547 12.9577 8.89657 16.9286 6.81487 2.38475 187.189
internal_count=4633 2892 2521 2255 266 2249 1103 1146 1079 623 195 428 910 830 332 279 172 62 1741 545 167 523 399 325 212 107 124 97 107 1196
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 20 21 16 13 20 17 2 4 7 16 21 15 9 14 20 9 19 9 9 21 16 23 2 13
split_gain=3.59534 3.21118 3.16742 3.79021 3.45071 2.72927 2.35647 2.38902 2.70947 4.07229 3.92517 2.48505 2.43948 1.95497 6.41352 5.42166 3.89161 1.83542 1.82434 1.79714 1.79637 3.71838 1.69209 2.49561 3.49981 2.41074 2.07652 2.47851 2.16057 2.59856
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 37.232443001650005 3.2738626606000003 16.024962526700005 103.39541123890002 41.289992964000007 168.88575108035005 168.84984911130002 310.44950696480004 24.103872582350004 22.604947139800004 6.4178488307500006 15.000551226050002 226.58992707320002 295.47576256845008 39.427119987250002 203.80256579455002 14.551174033150001 201.65416293750005 199.17419511990002 16.027392061700002 22.604947139800004 0.093325000000000033 305.67240907785003 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=1 2 4 -4 6 13 -1 17 9 11 -10 -9 -11 19 -15 16 -16 -8 22 -2 21 -19 23 24 25 26 28 -28 29 -7
right_child=5 -3 3 -5 -6 18 7 8 10 12 -12 -13 -14 14 15 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0019138958961644433 0.000745535470710104 -0.0029894388802654995 0.0019742082576914501 -0.0033283553822699985 0.0044967123553502301 0.0018965666675709631 -0.0022993676814103792 -0.003731241978033888 0.00092731250191599164 0.00034098325448538947 -0.0029218164937232704 -0.00021847392246699047 0.0032677890633966361 -0.005223620154995081 -0.003016658009109443 0.0024582375977244032 0.0011941927227333824 0.0010924288585941997 0.0027321739738597698 0.0024173056156608051 0.0016612535632878807 -0.0041960538036892835 0.00099072281443185408 -0.0023675187746162469 0.002817022942988297 -0.0048332290064823109 -0.004124443582215042 -0.00025695947794296886 -0.0038253200654637695 -0.0022738664636922953
leaf_weight=7.2543000763980663 161.66309814527631 4.7285976186394683 2.0943246521055681 6.7667403377126902 2.0466283289715639 8.3056646902114242 1.9865906798513631 2.5482405552174887 4.7916147559881201 7.0579046010971052 9.1371449113357794 38.322887895978056 6.4816213771700859 2.7149540521204498 6.086515139788391 8.6379435360431653 4.551008976995945 6.3619598299264926 2.3118579462170592 8.0070022884756309 20.994770119083114 2.0974193257279694 8.2347244871780259 8.4870659522712213 3.8453439623117438 1.5886881286278356 3.1949882190674526 5.1108597535640001 1.2253983952105034 2.2535975691862395
leaf_count=400 962 371 18 248 6 53 156 233 40 31 316 763 29 24 90 57 31 53 13 32 191 37 82 106 14 29 75 39 45 89
internal_value=0.000272227 -0.000206183 -9.45948e-05 -0.00207509 6.6288e-05 0.00052067 -1.8427e-05 0.000119379 -0.000242132 0.000104879 -0.00159768 -0.000437489 0.0017421 0.000699189 -0.000267113 0.000431012 -0.00121515 0.000905158 -0.000247208 0.000824429 0.00112129 -0.000218798 -0.00041025 -0.000749446 -0.000211427 -0.000748598 -0.000425599 -0.00174465 0.000504073 0.0010065
internal_weight=358.889 122.671 117.942 8.86106 109.081 236.219 107.034 99.7802 68.3394 54.4107 13.9288 40.8711 13.5395 191.661 21.9904 19.2755 10.6375 31.4407 44.5582 169.67 29.4541 8.45938 42.2463 34.0116 25.5245 21.6792 20.0905 8.30585 11.7847 10.5593
internal_count=4633 2892 2521 266 2255 1741 2249 1849 1412 1056 356 996 60 1196 202 178 121 437 545 994 281 90 532 450 344 330 301 114 187 142
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=6 6 3 5 13 18 16 7 12 22 8 22 13 0 16 16 20 5 5 6 13 7 0 8 22 20 22 6 9 9
split_gain=0.938192 2.58938 1.62713 1.79676 1.54375 1.41641 2.02606 2.26133 1.61711 1.45703 2.25177 2.24518 1.77229 1.67895 1.55859 1.37278 1.28941 1.93349 1.34802 1.40343 1.33205 1.27228 2.15564 1.23391 1.19775 1.16084 1.53581 1.14965 2.01424 1.25249
threshold=13.665319288000001 13.775321858200002 81.80440399325002 15.839549529050002 103.75835308650001 17.232128601400003 17.684958644900004 27.973342028250006 172.53297924300003 -0.15734499999999998 7.7439566930000003 -0.053874999999999999 115.13321943645001 101.11291028615001 12.604970524100002 15.839962959300001 44.202975721700007 20.971847224900007 13.713273242250002 11.545269753400001 92.146902421150017 26.120741156850006 99.647700605050019 0.94925920755000015 -0.122095 47.927946529500012 0.20852500000000004 11.865277230300002 186.70853236170004 38.283670303850009
decision_type=2 2 2 2 2 2 2 2 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 15 -3 -4 -5 9 7 8 -7 10 16 21 13 -13 23 -2 18 20 19 -1 -18 22 -11 -15 -24 26 -9 28 29 -10
right_child=1 2 3 4 -6 6 -8 25 27 11 -12 12 -14 14 -16 -17 17 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.034881541011609105 0.03225411841876228 -0.021035349110155657 0.034484516862254747 -0.028180097825533986 0.0016664402444940606 -0.036833427611157807 0.03491518513862113 -0.034484829913795242 -0.017110060461320714 -0.036378275362586442 -0.025514042247772071 -0.015399267295361773 0.035101576103443111 0.03609433689896311 0.0092475259367716684 0.0057181644137062225 -0.020952308072282509 -0.036154583555038158 0.029813607591102152 0.038786758849077327 0.013690314091224108 -0.036432610257316131 -0.033109670115115244 -0.035023148947631956 0.0062296966410032252 0.0094865557966185739 0.022703439146134364 0.030651261248219284 -0.027877145135379588 0.027919021680335533
leaf_weight=0.7775110892253021 4.3400409482419473 3.3316905610263339 1.7235683873295773 1.8183332165935997 218.13790093339048 0.67458438180620106 2.1661136373877516 3.0756182362674731 0.82526182511355584 2.7653796228114498 2.4765929789282373 8.9364874281454885 1.212121233344077 0.3037711635697623 8.772277827956712 3.8091912493109703 1.4452406936325113 1.2899331706576047 3.9314504032954574 0.41152596473693848 5.7509816058445722 3.5867520582396528 0.99279530649073144 1.5453803358832372 4.2659025208558914 1.3624152975389732 0.58096105433651235 3.0903483834117651 1.3612990586552767 2.9070947504369542
leaf_count=82 33 52 8 66 2393 111 17 394 59 139 78 183 7 2 98 25 56 44 38 1 83 167 110 111 58 95 27 18 44 34
internal_value=0.00103486 0.00198744 0.00134049 0.00167679 0.00141971 -0.00240817 0.00589965 0.00137069 0.0111722 -0.00515841 0.00277795 -0.00910032 -0.00274943 -0.00509528 0.00357411 0.0198504 0.00792747 0.000213833 0.0207112 -0.00938493 0.00673292 -0.0204611 -0.0133219 -0.0233403 -0.00119723 -0.015929 -0.0253987 0.0151291 0.00571178 0.0179626
internal_weight=297.669 233.161 225.011 221.68 219.956 64.5078 16.0437 13.8776 8.85859 48.4641 16.0832 32.3809 20.77 19.5579 10.6214 8.14923 13.6066 8.48616 5.12049 1.18904 7.19622 11.6108 8.02408 1.84915 5.2587 5.01899 3.65658 8.184 5.09366 3.73236
internal_count=4633 2577 2519 2467 2459 2056 799 782 266 1257 382 875 401 394 211 58 304 183 121 83 139 474 307 113 168 516 421 155 137 93
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 15 13 13 3 19 23 20 4 8 15 9 21 15 4 16 10 17 2 4 6 0 15 22 21 23
split_gain=3.97939 3.66399 3.34103 4.38065 3.73839 2.78781 2.85969 2.36598 4.11465 3.03199 3.90419 2.22435 2.20049 3.32983 2.18559 3.76561 2.14309 2.13461 4.65864 5.32185 3.12546 4.86407 4.08203 2.88128 2.38386 6.18861 2.75104 2.12291 3.64993 8.54842
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 44.732387748900003 117.97223122220002 118.06363879865002 93.82450029455002 14.451165964200003 0.086955000000000018 37.232443001650005 160.20223982390002 10.142085217300002 46.674706678850008 206.57490536735003 2.0043664108500008 41.54912092575001 310.44950696480004 22.644947046300004 61.944763783650011 204.04920942250001 173.47633273965002 319.84476747495006 15.885371159150003 88.350799540950007 25.186533201700005 -0.11534 7.3464616447000006 0.093185000000000032
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 6 17 8 9 10 -7 -1 -8 -14 -11 -16 -10 18 27 23 -19 22 -22 -20 -25 26 -26 28 -2 -30
right_child=5 -3 3 -5 -6 7 12 -9 16 14 -12 -13 13 -15 15 -17 -18 20 19 -21 21 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0013996918966808543 0.0015498929248144824 -0.002214411309206292 0.0015285102410955462 -0.0025253797882202095 0.003460405406113256 -0.0034575353658056408 0.00071696317355302171 0.0020166501864262473 0.00026411046117304584 0.0021520870049574763 -6.6439998695497861e-05 7.5163697923275418e-05 -0.0026116921195545599 0.0012159613661265002 -0.0030013525981860034 0.00231957724042191 -0.0030482884311170042 0.0021446236715305348 -0.0034601476002248961 0.0022290091370767277 0.00084763594179606042 0.0025193872532764546 -0.0019623110903207071 -0.0023737328313106435 0.00089217580531392637 0.0026460999524403283 -0.003645453285525201 0.00041031868711804379 0.0013082951898091501 -0.003961732629999104
leaf_weight=7.1734213074669233 28.992560680955648 5.5471380287781349 2.2997777997516078 7.1825387456919998 2.0495605068281284 2.7950117159634891 4.2835147492587549 2.5864558890461913 1.6822739876806725 5.5035862214863283 10.761075323447583 97.711484275874682 5.4988452568650246 2.0349461808800697 1.8028270108625295 1.6783807799220083 5.2916319258511066 12.613890115171669 3.5170053951442268 3.1302572861313811 8.3251308649778384 5.6367812361568204 5.6862179934978476 4.0704956501722318 1.3204082157462838 3.3066247925162315 2.5778072588145733 122.88980813231319 6.7187414001673442 2.8710052408277988
leaf_count=400 134 371 18 248 6 35 37 13 21 19 62 1849 127 12 38 6 115 43 49 23 37 33 39 40 13 16 48 716 38 27
internal_value=0.000195355 -0.000184571 -8.78509e-05 -0.00154218 4.11101e-05 0.00037666 0.000477852 -0.000327792 -0.000533242 -2.32497e-06 -0.00076562 -2.57065e-05 -0.000746004 -0.00157781 0.00114932 -0.000435994 -0.00224926 0.000546183 0.000437312 -0.000799205 0.00115157 0.000514033 -0.000292723 -0.00144002 -0.000809896 7.362e-05 -0.00210846 0.000574559 0.00109769 -0.000269461
internal_weight=377.539 121.964 116.417 9.48232 106.934 255.575 223.474 32.1012 29.5148 22.5409 13.5561 104.885 11.8173 7.53379 8.98479 3.48121 6.97391 211.657 179.395 17.9226 32.262 19.6481 14.0113 14.7923 11.2753 7.20484 3.89822 161.472 38.5823 9.58975
internal_count=4633 2892 2521 266 2255 1741 1432 309 296 160 97 2249 176 139 63 44 136 1256 1104 189 152 109 76 166 117 77 61 915 199 65
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=6 0 6 5 2 23 16 15 18 7 0 14 22 7 3 17 7 9 20 6 23 20 21 2 0 23 19 6 9 2
split_gain=0.8577 1.84072 1.53544 3.47503 2.79384 2.54148 1.85146 4.19764 3.42783 4.16293 2.38991 2.36782 2.68713 2.37088 2.23791 2.80748 1.95569 2.10011 1.61772 1.6166 1.53424 1.93909 1.88976 1.49632 1.49142 2.20243 3.64292 2.12793 1.84811 1.46056
threshold=14.845346859150002 86.09518316945001 16.455384477450004 22.825270530250005 195.72231170465002 0.096095000000000028 22.624947093000003 42.33967733730001 13.552878921100001 23.913271136350005 89.057864029250013 194.51377381215002 -0.077085000000000001 23.393539929150005 85.589753040950015 189.19102531915004 23.131311951800004 193.49750438550004 40.250747516500006 16.285380505300001 0.088565000000000019 41.11191809080001 4.8172533029000011 109.21625436180001 95.550490414250007 0.080545000000000019 13.751109481500002 11.685273024550002 216.07042296730003 314.93386866815007
decision_type=2 2 2 2 2 2 2 2 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 29 6 4 20 -5 7 8 16 11 -11 12 -10 -14 15 -12 17 23 -8 -9 22 -22 -4 -3 25 27 28 -1 -27 -2
right_child=1 2 3 5 -6 -7 18 19 9 10 14 -13 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.029013841599744943 -0.0010679360539288944 0.026006335523507493 -0.0082205780948201856 -0.002595550112166895 -0.032179148171486691 0.02832073248262422 0.00081638221530936511 -0.033520150248383021 0.02094303536668176 -0.011790187564438386 0.021295745675451557 -0.030970744064080524 -0.041355579862044405 0.0035698077543982916 0.017970452941284076 -0.034956047279314319 0.026879511916521978 -0.010934447618628053 0.020926385393200013 -0.0019378328109001827 -0.0026027225307352045 -0.032418103583384289 0.01608299543567215 0.0016665269912827336 0.00096707949333154242 -0.027791083466540557 0.0037796475454580968 0.00686107077858764 0.018485440956368501 -0.03261071894730206
leaf_weight=1.6899723871611083 66.673037080676295 5.5509278578683752 5.480802915990358 4.3354185782372934 3.3690802082419387 5.2684593796730042 4.9639381691813496 3.303697930648922 2.6130739655345678 4.2601961418986347 1.446147747337821 4.4251880366355181 1.9918125942349414 2.2237932756543159 14.929410878568886 1.7587225083261726 8.9363069459795934 3.5428654178977004 12.814548701047896 2.5831828806549311 6.1838452024385315 2.8504064939916134 5.9883956909179688 3.8096080087125301 83.895342714618891 10.126124046510085 6.6611771974712601 11.839266422903163 0.83559910813346583 1.3394132562680159
leaf_count=109 1011 34 28 28 46 22 28 34 16 28 8 30 25 16 98 36 86 19 94 16 41 22 31 22 1981 408 53 173 12 78
internal_value=0.000910455 0.00219591 0.00454192 -0.000827566 -0.00693926 0.0143644 0.00681284 0.00435104 0.00689862 0.000909966 0.00836718 -0.0139294 -0.00288611 -0.0176568 0.0131026 -0.0095733 0.0161253 0.00867747 0.0153115 -0.0196617 -0.0027919 -0.0120098 0.00446901 0.0161004 -0.00110791 -0.00669601 -0.0136636 0.00237984 -0.0242635 -0.00168913
internal_weight=295.69 180.642 112.63 33.4764 23.8725 9.60388 79.1534 61.3749 55.4881 33.6483 22.3945 11.2539 6.82868 4.21561 18.1343 3.20487 21.8397 12.9034 17.7785 5.88688 20.5035 9.03425 11.4692 9.36054 115.047 31.1521 17.6229 13.5292 10.9617 68.0125
internal_count=4633 1897 808 218 168 50 590 468 418 257 170 87 57 41 142 44 161 75 122 50 122 63 59 56 2736 755 473 282 420 1089
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=16 15 20 15 13 21 16 10 17 16 13 21 6 10 20 16 2 8 10 21 0 17 15 7 2 0 0 22 23 21
split_gain=6.47484 3.98364 3.86905 4.14821 3.39573 2.98885 3.6638 2.89092 2.56158 2.65553 3.21793 3.5242 2.95762 2.81522 2.49764 4.9948 5.60292 5.10682 4.72858 5.4685 4.19588 3.0761 5.23158 4.14745 2.91236 2.6512 4.25428 2.46503 2.33398 2.32137
threshold=18.594956516900002 46.055224235250002 38.238138001450004 30.054399297400007 118.84598011460001 15.294585115650001 22.674946976100003 58.309968391300011 166.68115439205005 18.369957043050004 95.937628385050019 16.241109211600005 5.1351199812500008 84.92839234085001 42.081757894750005 22.584947186600004 108.01392853780001 8.543332867800002 64.369753017350021 10.899813468900001 88.122280599850015 190.19286262750003 38.469938489650012 23.822419043000004 84.740378741850009 85.732241321850012 87.380266155850009 0.075080000000000022 -0.222165 8.449163415300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 8 14 6 27 -6 28 10 11 -10 -12 -13 18 16 29 25 20 21 -2 -20 23 24 -23 -17 -27 -3 -4 -16
right_child=1 5 3 -5 7 -7 -8 -9 9 -11 12 13 -14 -15 15 17 -18 -19 19 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0012682632572021651 0.00092677037344210357 -0.0022826253691890122 0.00063719566761883794 -0.0021532167300022929 0.00012921412413210325 0.0013383402394148416 0.00058808870813796869 -0.0027032122208994046 -0.0011230848043940957 -0.0021172426853131297 -0.0026148361644384088 -0.00143732137479417 0.00056968676730468324 0.0017542522430134091 0.0022484336556924129 -0.00017667044855285526 3.1932469824268959e-05 0.00090431855858157833 0.0015454148418514876 -0.0026547982934671827 0.0025630825348548917 -0.00016615810373793653 -0.002532808709271763 0.00077581441033962718 -0.0031609296394192565 -0.0036431138699989703 -0.00071568952829685476 0.0013948706691137849 -0.0020885016338284264 -1.1038655350723516e-05
leaf_weight=18.18929107603617 88.037726670503616 9.8323197867721372 2.7973082489334047 5.4188065947964779 5.9232700848951918 3.933168238028883 5.5266877580434075 3.4714574469253421 17.967817208031196 3.0123726623132816 1.8156752442009736 2.3629813911393267 72.689129114616662 5.7969191716983914 14.465964417904617 8.4864949733018928 26.51969781704247 10.028308734297751 11.936687633395193 3.719231402501463 10.672173447906969 6.5661843717098218 4.0493515692651263 35.621227145195007 2.819201834499836 5.2656139954924566 7.0554143749177456 1.2475764714181412 6.0030896607786399 3.4135747514665118
leaf_count=648 402 172 69 209 78 21 41 61 644 58 118 39 661 55 93 45 216 43 52 36 52 34 42 205 29 45 40 9 391 25
internal_value=0.000227717 0.000449599 -0.000210313 -4.70454e-05 0.000535968 -0.000593444 -0.00105098 -0.000917399 5.44523e-05 0.000162844 0.000231097 -0.000513114 0.00049208 0.000830022 0.000593179 0.000221594 0.000750799 -0.000540386 0.000764247 0.000246481 0.00110368 0.000423396 0.000150377 0.00039179 -0.00106573 -0.00123667 -0.00196678 -0.00186855 -0.00122211 0.00181705
internal_weight=404.645 268.591 136.053 117.864 248.052 20.5398 16.6066 9.39473 112.445 103.645 100.633 26.1277 74.5048 8.1599 238.657 75.2351 44.3992 30.8358 163.422 64.7119 98.7099 60.9927 49.056 45.0066 9.38539 20.8075 12.321 11.0799 8.8004 17.8795
internal_count=4633 1741 2892 2244 1498 243 222 139 2035 1575 1517 738 779 94 1359 507 334 173 852 398 454 362 310 268 63 130 85 181 460 118
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=16 12 15 19 19 16 22 9 2 15 7 3 23 20 6 21 22 9 9 14 23 21 8 17 20 22 0 5 13 19
split_gain=0.882044 1.21026 1.36693 1.12761 1.68113 2.02369 1.09435 0.947623 0.969598 0.9371 1.51949 2.36767 2.21856 2.54759 0.960045 1.66951 0.963542 0.989159 2.59535 2.17632 4.08034 2.16871 3.5904 2.58369 2.26007 1.84548 1.77204 2.8757 1.57457 3.38753
threshold=13.534968349350001 275.08099959820004 18.019770707250004 10.350835137000002 10.550851274900003 11.949972055800002 -0.016679999999999997 31.257715529350005 325.13486840910008 46.055224235250002 23.209106085000005 100.48918799990001 0.090465000000000031 42.720329370750001 5.1351199812500008 20.581461612800002 0.70681500000000008 186.70853236170004 181.33671263215004 223.94567884220001 0.091510000000000022 15.294585115650001 8.6432548896500023 194.19264200700002 44.131787411600008 0.11061500000000003 84.546631286350006 30.133297129900004 115.13321943645001 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 3 -1 -5 -6 7 -3 -9 14 11 -11 13 -12 15 -2 17 18 19 20 25 24 23 -23 26 -16 27 -19 29 -28
right_child=9 6 -4 4 5 -7 -8 8 -10 10 12 -13 -14 -15 16 -17 -18 21 -20 -21 -22 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.023014865379206599 -0.026590756286519277 -0.026469834539269672 -0.027277879496583932 0.017785316516969362 -0.024788183049179211 0.0046396504075605282 -0.01464960570264214 0.016767605658581496 -0.0047564263449846964 -0.024946721586408052 -0.027264070433134075 0.024125590518173617 0.011787617830232862 0.012353859854962431 -0.02559735948223691 0.013643111545043248 0.017150931178577519 -0.025294249872312987 0.01199608069138487 0.0054174826934223208 0.01305676970183021 -0.042720143763520603 0.015732151487025933 -0.0061990722037092568 -0.021505471301530764 0.012958631185256092 0.00079810870932810229 0.017700069941388469 0.0044998061078713094 -0.022369311666464563
leaf_weight=1.9582608563068813 2.0079233124270099 0.50264807819621626 2.3059563538990906 2.2543032206594926 2.7471267674700357 3.5750282861990854 1.8419079857412706 4.5988386884564534 1.9947235662839373 4.0459074387326828 2.9024943830445391 0.77953430637717236 5.4135539066046476 1.7174033802002666 6.2376783031504619 1.0410753609612582 2.65544494614005 3.7155452705919734 19.902800176292658 17.781712505733594 3.6239006584510207 2.5995899783447376 2.0474550267681479 2.5517028314061463 2.8568887421861282 0.95109594706445921 94.950851776637137 1.4330134391784666 88.759041210636497 4.3895644508302203
leaf_count=360 257 81 145 49 244 80 110 108 86 121 53 5 35 29 421 18 33 97 122 314 38 27 12 32 84 13 1038 8 571 42
internal_value=0.000766309 -0.00422664 -0.00929753 -0.0053618 -0.00133107 -0.00814744 0.00305831 0.00765461 0.010256 0.00116556 -0.00513024 -0.0170193 0.0005876 -0.0125365 0.00152884 -0.012853 0.00170117 0.00153824 0.0048469 -0.000129208 -0.00925088 0.000748976 -0.0131498 -0.0246294 0.00125918 -0.0204963 0.00159572 -0.0133275 0.0020042 -0.000225592
internal_weight=294.143 21.7788 12.8407 10.5347 8.57646 6.32216 8.93812 7.09621 6.59356 272.364 14.8589 4.82544 10.0335 4.6199 257.505 3.049 254.456 251.801 48.4972 28.5944 10.8127 203.304 7.19875 5.15129 196.105 7.18877 193.248 5.14856 188.099 99.3404
internal_count=4633 1263 878 733 373 324 385 275 194 3370 243 126 117 82 3127 275 2852 2819 908 786 472 1911 71 59 1840 434 1756 105 1651 1080
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=16 15 6 6 19 5 13 10 0 6 16 7 16 10 14 20 0 17 18 23 16 20 17 10 16 20 20 13 21 0
split_gain=5.2102 3.38433 3.1768 2.95367 5.84133 3.51117 3.11279 3.13185 2.90375 3.04576 2.86595 3.64197 3.27529 3.66904 3.18244 3.81027 3.57293 2.98187 3.9433 3.40968 2.84729 3.06263 3.20016 3.6459 2.84137 2.81553 3.64189 3.51813 2.98076 3.21305
threshold=18.594956516900002 31.445204138150004 15.635365317800002 13.665319288000001 13.051052998800001 23.374630421750002 101.66942111915002 68.20618276945001 86.09518316945001 14.845346859150002 17.874958200600002 26.614251743050001 9.7049773055000017 90.937096262400004 307.75579426815005 49.292797572200008 104.22883325935001 200.37850214585004 15.917243450850002 0.089505000000000015 14.034967180100002 41.11191809080001 190.78889055330004 71.053259929650025 11.864972254500001 41.965446242000006 43.477771593600004 117.67650082785001 3.4893684343500007 85.799452775150016
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 -6 7 -1 25 -10 11 14 13 -13 16 24 17 18 19 -9 -5 -22 23 -23 -16 -2 27 -27 -28 -30
right_child=8 -3 -4 4 5 -7 -8 10 9 -11 -12 12 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.0028539334999969643 0.00041952889355468279 -0.0021386248129676619 -0.0020729741863520293 -0.0018119111820657737 -0.002922721230957655 0.0020920245262320129 -0.001546967709020911 -0.0015829707235674945 -3.35007045563069e-05 0.00077214271922827413 0.0023882306295111531 0.0019886741094642204 -0.0015545664062214404 -0.0016105447788304832 -0.00016778348857051888 -0.0026537876459559705 -0.0026533663274373796 -0.0021150171601539212 0.0017009688298365276 0.001223573509736859 0.00039783620862928078 0.0017492118919831591 0.0028752287702768307 -0.0023959230197757348 0.0020898228019884156 -0.002136371327923341 0.0023501711081233296 0.00046726925589214946 -0.001029617810815249 0.0018316855274634575
leaf_weight=2.5202223798260084 44.6863445173949 5.3095631459727874 4.9298469787463537 2.3615655032917848 4.3577750073745838 1.0877352021634576 10.904369563795624 7.1298724873922854 37.282542265951633 135.87791288644075 2.9491564100608221 4.1791236596182015 16.092315790941939 3.0576928799273446 4.9026505071669879 1.553741174051537 3.3970338557846835 3.3012384376488617 8.8030567746609432 4.3424441553652287 20.768098480068147 4.5511578600853673 8.5866352394223195 1.8649841696023939 11.940143628977237 11.397277453914286 3.4363267421722439 4.5181797016412011 9.2606342653743905 3.3252874612808219
leaf_count=57 332 193 361 50 83 8 193 213 284 763 20 54 446 389 82 84 183 54 59 36 119 72 33 24 79 171 13 36 128 14
internal_value=0.000204032 -0.000183652 -0.000105946 -3.05705e-05 0.000498038 -0.00192103 -0.000301346 -0.000118213 0.0004196 0.000598683 -2.19844e-05 -0.000125451 -0.000927176 0.000467936 0.000286792 0.00108754 -0.000259331 8.56132e-05 0.00044392 -0.000520652 0.000843494 0.0010188 0.00187839 0.000544343 0.00143267 1.48977e-05 -0.000551251 -0.00139723 0.000289093 -0.000273642
internal_weight=388.675 138.89 133.581 128.651 43.578 5.44551 85.0731 74.1687 249.785 173.16 71.6485 68.6993 23.3291 7.23682 45.3702 18.3965 26.9736 23.5766 20.2754 11.4723 38.1324 35.7709 15.0028 6.41614 16.8428 76.6241 31.9377 15.9155 16.0222 12.5859
internal_count=4633 2892 2699 2338 389 91 1949 1756 1741 1047 1699 1679 889 443 790 245 545 362 308 249 298 248 129 96 161 694 362 207 155 142
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=20 19 19 22 23 22 10 7 20 13 23 23 18 20 16 22 8 22 4 22 14 2 18 15 21 23 20 21 0 20
split_gain=0.808902 0.887534 0.827867 0.801598 3.46722 1.96659 1.78815 3.06641 1.34278 4.65009 2.72015 2.56735 2.34251 2.1955 2.48992 3.18668 2.05168 2.02111 2.13271 1.88072 1.84972 2.45345 1.87684 4.38927 2.322 1.72561 2.0454 1.64754 1.63431 1.62422
threshold=31.914316944300001 14.151141757350002 9.4507625164000029 -0.237895 0.088075000000000028 -0.16164499999999998 62.084563606450011 19.164717746300003 42.081757894750005 98.050756475600011 0.087785000000000016 0.070640000000000022 13.317304170000002 43.157831852650006 22.614947116400003 -0.08725999999999999 8.4434108459500017 -0.083330000000000001 251.23262608835003 0.075080000000000022 190.88085073635003 89.519014009800017 14.668863553700001 38.86986296220001 6.6686919569500009 0.086555000000000021 42.283941020600004 5.5614473604500008 87.842680954300008 42.580420142950011
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 9 -7 11 12 -10 14 15 -12 28 -17 -19 -20 21 27 23 25 -25 26 -22 -13 -15 -16
right_child=2 -3 3 5 -6 8 -8 -9 10 -11 13 20 -14 16 29 17 -18 18 19 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.036083426865934694 -0.024265179332206198 0.006819279495593948 -0.017672776613514813 0.010257907800889457 0.0047080496649092151 -0.029623012072034351 0.018892307550832998 -0.039612325591264486 -0.03819626812744744 0.0034782897508842015 -0.033755528672630333 -0.016454476541781931 -0.0026530061109159057 -0.040139852788491408 -0.014576952362684425 0.027914087218485487 0.019391347416540035 0.015569685232979183 -0.029379053445866238 0.018670384968983985 0.015743620701198564 0.028639824654519322 0.0085101458003770773 0.021593280150380128 -0.014843676938673719 0.017517652223626494 -0.041748197190416891 0.013244004081207515 -0.00039320137724806328 -0.041937890354602755
leaf_weight=1.1868828402948555 1.2572974537324615 0.77963429689407338 10.914815101888964 5.201229207217696 17.723085558158346 4.2546469438238992 11.713201329926958 1.5652760523371396 2.5953508913516981 155.72673196450341 3.1744995932094779 2.8132745767943543 5.9758078544400632 1.3087265747599284 4.2067019622772914 2.294827427715064 4.1383020486682653 2.8648247490637013 3.592437598737888 1.0208276733756063 0.69692947715521025 6.4941021027043462 14.120325461612081 4.6706948997452855 2.6894906796514988 0.71996893128380168 4.5229957263218239 5.1778289696667343 4.4157506125047803 4.2626029523089528
leaf_count=212 302 10 426 70 233 315 131 121 108 1401 47 28 126 26 44 8 42 25 79 9 2 80 380 27 38 12 166 37 70 58
internal_value=0.000893094 -0.0190745 0.00102844 0.00113854 -0.003822 0.00168446 0.0115066 -0.00127843 0.000933606 0.00259797 -0.00232324 0.00216228 -0.0134155 -0.00956167 -0.015178 -0.00656329 0.00263403 0.00226946 -0.00560019 -0.0187466 0.00534848 0.0143784 0.000578298 -0.00784272 0.00827883 -0.0278191 -0.0340723 0.00278863 -0.00948006 -0.0283477
internal_weight=292.079 1.96652 290.113 288.855 28.6379 260.217 18.4797 6.76651 241.738 159.981 81.7563 50.4768 8.57116 31.2795 21.4167 12.9474 9.86278 9.77292 7.47809 4.61327 41.9056 14.4852 27.4204 13.3001 7.36019 5.93989 5.21993 7.9911 5.72448 8.4693
internal_count=4633 222 4411 4109 659 3450 322 191 3128 1716 1412 1004 234 408 270 168 138 121 113 88 770 145 625 245 65 180 168 65 96 102
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=16 5 10 17 4 5 21 0 5 22 22 22 18 19 8 20 3 3 7 8 8 16 13 20 9 2 3 13 20 5
split_gain=6.72497 4.3318 4.09845 5.14515 4.19651 3.46997 4.51266 3.52792 4.65271 3.03297 3.82749 2.96523 4.14084 3.22213 2.92593 2.70223 2.37532 5.34397 3.30135 2.90786 3.89017 2.82765 6.38153 4.95565 3.07326 5.10234 3.68455 2.42106 2.32973 2.3129
threshold=18.594956516900002 23.714185006400005 74.757955233350017 195.59800312745003 195.04069921150003 10.36813655115 18.870920756500002 98.51854819030001 14.47989612135 -0.23890999999999998 -0.59238000000000002 -0.095854999999999996 14.349689277800001 12.851036860900001 2.3481675133500004 36.772607578000013 85.589753040950015 84.812788641250009 24.176603375500004 8.8430989333000021 9.4426310644000022 19.224955043700003 112.67059178900001 39.032633164100012 204.99169312540002 222.85070906495002 92.367355987800025 116.99094400460001 37.995872310650007 21.990725385850002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 4 -1 6 -4 9 15 10 -7 12 -6 -13 -10 -9 17 -2 -19 21 -21 -18 23 -23 25 -24 -27 -26 -3 -29
right_child=1 28 5 -5 11 7 -8 8 14 -11 -12 13 -14 -15 -16 -17 19 18 -20 20 -22 22 24 -25 27 26 -28 29 -30 -31
leaf_value=-0.0016173963769520907 0.00053818198958754308 0.0009560916950876894 -0.0012385796354753664 -0.00237425517878992 -0.00014466541386769333 0.0013598781431836248 0.0010306261933515815 -0.0022770465117093446 0.0013544482069418886 0.0012543169750677853 -0.0019782294859927935 -0.002363145953221435 0.002065226262084404 0.00023079653461213079 -0.0015889248706793557 0.00044274392835534122 0.0016229078778420127 0.00035267902156866792 -0.0025902162808302395 -0.0011414207111542325 0.0013725301568439246 0.00011699714575313315 0.00070406331061704521 -0.0025733174490457146 0.0019705508354440756 -0.00011450015762548342 -0.0033234530697463459 -0.00051234928392067153 -0.00032989654240025062 0.0013855775409049248
leaf_weight=8.9696015869267267 18.364963468164209 7.1269665667787185 15.634397121146323 6.7826918517239383 12.099425720050933 2.7875005640089512 5.0292877638712516 1.6632511713542033 1.7061287481337775 20.989463640376925 3.2077540569007423 3.9075476326979715 5.2918635904788962 4.4441260043531656 10.438982800580559 34.219635983463377 12.907795146107672 2.5347444321960202 4.7696741372346878 8.5732434466481191 3.883325643837451 9.1156053170561773 113.56913275644183 4.4118418619036666 14.066825851798059 5.1293853819370261 2.2287085130810738 4.3701170831918699 43.157683938741684 7.7010555937886238
leaf_count=385 95 86 920 156 255 13 52 72 9 100 33 138 33 71 183 472 59 22 80 66 18 52 550 57 70 37 26 29 459 35
internal_value=0.000206372 0.000402128 -0.0001674 -0.000714326 -0.000389982 6.98044e-05 -0.000686283 0.000278083 -6.06451e-05 0.000880959 -0.000426172 3.76845e-05 0.000527766 -0.000982847 -0.00117544 0.000316676 0.000532757 -6.1429e-05 -0.00156899 0.000614778 -0.000357698 0.000684597 0.000609179 -0.000760422 0.000735159 0.000595114 -0.00108647 0.00138307 -0.00014763 0.000698473
internal_weight=399.083 261.911 137.172 41.4953 34.7126 95.6764 20.6637 75.0127 48.028 26.9847 5.99525 25.743 17.3913 8.35167 12.1451 35.8829 211.626 25.6694 7.30442 185.957 12.4566 173.5 160.593 13.5274 147.065 120.927 7.35809 26.138 50.2847 12.0712
internal_count=4633 1741 2892 1038 882 1854 972 882 736 146 46 497 288 209 192 544 1196 197 102 999 84 915 856 109 747 613 63 134 545 64
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=16 6 15 15 13 10 8 3 3 7 20 16 2 8 13 0 0 21 5 9 21 6 20 21 6 19 5 23 17 20
split_gain=5.68461 3.58904 3.41611 3.30132 3.10668 3.06155 2.59606 2.53263 6.52913 2.93641 2.87843 4.97239 5.91706 4.29354 4.18325 2.87522 4.31371 2.78478 2.52981 2.59855 4.54608 4.05135 2.5225 2.83504 2.43055 3.2732 2.68371 3.52873 2.44133 2.71653
threshold=18.594956516900002 15.635365317800002 31.445204138150004 46.055224235250002 118.84598011460001 58.309968391300011 2.4480895352000007 85.589753040950015 84.812788641250009 24.176603375500004 42.081757894750005 22.584947186600004 126.88362105025001 8.543332867800002 117.48293184245001 85.732241321850012 87.380266155850009 7.2436429957500001 21.252944829650001 197.20558004415003 4.1758245803000014 16.575387281250006 37.232443001650005 3.3069203559500004 13.665319288000001 13.051052998800001 14.47989612135 -0.20885999999999996 190.37043331840002 41.11191809080001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 22 4 7 -6 -4 8 -2 -10 -9 12 17 15 18 -13 -17 -12 -14 20 -20 -22 -1 -24 26 28 -25 -28 -26 -30
right_child=3 -3 6 -5 5 -7 -8 10 9 -11 11 13 14 -15 -16 16 -18 -19 19 -21 21 -23 23 24 25 -27 27 -29 29 -31
leaf_value=-0.0011689325947960086 0.00058001217569796635 -0.0019566702515340971 0.0026271184038507292 -0.00049309862107016565 0.00018352866822352745 -0.0025375949436883421 -0.0024488580537863989 0.00078640169938381903 8.766941038183331e-05 -0.0029235400577080411 0.0022475822953795586 -6.8677156126892549e-05 -0.0011733523524030383 0.00075584782652753199 -0.0022405074007442534 -0.0033790755174484834 -0.00058652138095686708 4.4928143975970307e-05 0.0026425143407293136 0.002020708073334359 -0.0031376592474156952 0.00097548569416945293 0.00058621497448189085 -0.00016300602840137581 1.3980896634359123e-05 -0.0018455730615402897 0.00027758678788413616 -0.0022199032544045058 0.00017172357261640536 0.0025878045783330954
leaf_weight=9.3479515137150866 18.481708133593205 5.7362150982953599 0.59074567537754674 20.320140859112144 5.7560866195708495 3.4515912998467684 4.7833088515326381 140.90161859430373 2.5220530182123175 5.1225477159023285 13.356483090668918 8.4253166429698521 3.9900744967162671 9.8237226344645006 3.7470997013151637 5.1660211235284788 6.5425280556082726 3.8613177798688403 2.3102057725191099 5.962574478238821 2.6934290789067745 2.3314149510115385 36.691199736203998 35.702491031144746 12.488733633421367 3.0282418434508136 4.4748863317072383 8.6768879699520749 4.307314455509184 5.5676504094153643
leaf_count=407 95 371 4 243 78 61 179 704 22 80 88 45 28 43 42 45 35 25 8 25 47 27 515 908 150 61 60 190 28 19
internal_value=0.000198868 -0.000189578 -0.000108912 0.000391642 0.000465188 -0.000836512 -0.00189088 0.000516139 -0.000154452 -0.0019301 0.000599922 0.000214713 0.000760541 -0.000482252 -5.23226e-05 -0.00108635 -0.00181865 0.00175361 0.000421965 0.000900655 -9.82254e-06 -0.00122925 -2.92985e-05 6.67309e-05 -0.000189989 0.000383327 -0.00048797 -0.00137013 0.00068514 0.00153395
internal_weight=396.162 131.396 125.659 264.766 244.446 9.20768 5.37405 235.238 26.1263 7.6446 209.112 68.2102 38.2526 29.9576 21.0348 20.1339 11.7085 17.2178 17.2877 13.2976 7.33505 5.02484 120.285 110.937 74.2462 25.3919 48.8543 13.1518 22.3637 9.87496
internal_count=4633 2892 2521 1741 1498 139 183 1359 197 102 1162 458 290 168 177 125 80 113 135 107 82 74 2338 1931 1416 258 1158 250 197 47
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=19 8 22 15 15 22 16 18 16 10 22 23 16 21 6 6 13 22 13 15 22 12 10 4 20 8 13 0 21 13
split_gain=0.816622 1.00793 1.54299 0.914465 1.71041 1.54872 1.45173 3.02793 2.96888 2.01364 1.90977 2.14321 1.83739 2.06672 1.20869 2.16233 2.9579 1.87566 2.46825 1.76391 1.59071 1.61044 1.99146 1.545 1.29709 1.94429 1.44827 1.63171 2.11988 2.14888
threshold=14.651182102100002 8.6432548896500023 -0.089569999999999997 44.732387748900003 42.968808980200009 -0.071969999999999992 22.674946976100003 13.405741979600002 22.614947116400003 61.546871980350012 -0.064729999999999996 0.092185000000000031 22.644947046300004 4.8172533029000011 16.455384477450004 16.425383776450001 117.56896250265002 -0.016014999999999998 117.66037007905001 42.076928760450009 -0.020814999999999997 225.44236677700002 61.950140699950005 376.61861354110005 38.238138001450004 6.2451263653500009 117.97223122220002 85.866664228400012 8.449163415300001 117.60122400020002
decision_type=2 2 2 2 2 2 2 2 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 14 -6 8 9 10 -8 11 -5 -10 -14 15 -1 -17 20 19 -19 21 24 23 -23 25 -16 27 -26 29 -29
right_child=1 2 -4 6 5 -7 7 -9 12 -11 -12 -13 13 -15 17 16 -18 18 -20 -21 -22 22 -24 -25 26 -27 -28 28 -30 -31
leaf_value=0.00063485489082413128 0.014553717326724371 0.014715779198582352 -0.016895194784925845 -0.031488733715435924 -0.00030216345867825454 0.0181072345764005 0.009537914291163508 0.025447639197514339 -0.033545673712537166 -0.033186246636271961 0.01755682292152733 0.0037710151023414994 -0.033458360892688131 0.0031394680575647276 -0.026473466455833261 0.019784516819158049 -0.0044892994026624385 -0.036947727577523209 0.0021868595405135343 0.0089007934097549285 0.024889282006291924 0.013700894928761134 -0.033491139099979562 -0.02916361560185431 0.0060765034218524128 0.018856707673424362 -0.023001928940257571 0.004127937162023863 -0.023232555003697645 -0.018243657091996691
leaf_weight=176.91763062568498 6.2580589950084669 1.9915031511336563 2.2192028565332294 1.7129019540734587 5.4070139778777957 7.2997623453848046 1.5024135466665023 2.9397906363010406 3.5867893164977414 1.4969791057519612 3.3997322679497355 3.7091525681316853 1.5591846955940125 3.2043397100642323 0.75626365770585735 9.4432334471493942 5.3429108485579482 3.2999591693514954 3.0310117704793811 0.68956295400857914 1.5478470437228669 1.7466050121001893 2.3399144322611392 0.84959414415061463 13.989578633336349 4.300752080976963 2.1065021669492117 11.820041034370663 3.7423683032393447 3.8753181248903266
leaf_count=3201 37 13 30 40 39 45 11 14 76 30 26 29 43 28 123 112 25 167 28 4 9 27 50 42 191 41 49 55 27 21
internal_value=0.000767916 0.0079179 -0.00194441 0.000502124 0.000946345 0.0102736 -0.0044666 0.00664426 -0.00830943 -0.0117855 0.00223749 -0.00736803 -0.0194519 -0.00883964 0.000464164 0.00143534 0.0110133 -0.00297752 -0.0155487 -0.0290231 -0.00110271 -0.0019864 -0.0160478 -0.000326318 -0.000276446 0.0120777 -0.00203463 -0.000713328 -0.00560006 -0.0013958
internal_weight=292.086 10.4688 4.21071 281.617 258.506 12.7068 23.1113 5.93918 17.1721 2.99939 8.82179 5.42205 8.35031 4.76352 245.799 191.704 14.7861 54.0953 7.02053 3.98952 47.0748 45.5269 4.93611 2.5962 40.5908 5.05702 35.5338 33.4273 19.4377 15.6954
internal_count=4633 80 43 4553 4256 84 297 55 242 41 95 69 147 71 4172 3338 137 834 199 171 635 626 119 69 507 164 343 294 103 76
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 2 20 22 21 13 20 16 23 7 4 19 23 17 4 16 18 9 15 18 5 9 22 23 2
split_gain=4.9218 3.75667 3.27158 5.04573 3.83377 2.87624 2.57983 3.51836 3.40777 2.96991 4.67582 3.71577 2.63961 3.1725 2.89246 4.15698 2.44654 3.25873 2.39371 2.38523 7.25387 5.68614 2.25251 2.10104 2.6612 4.75111 2.21799 2.01532 1.97497 1.91916
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 185.00267682035005 49.247968080500009 -0.24150999999999997 6.9984086918000008 95.937628385050019 49.960114208400007 11.949972055800002 0.075320000000000012 26.093307009050005 371.16724128940001 12.851036860900001 -0.089139999999999997 162.43086425485004 310.44950696480004 22.614947116400003 15.015859748200002 226.58992707320002 21.086216674150005 14.863842190850002 16.043149448600001 198.73585755510001 -0.083330000000000001 0.083905000000000021 285.01633004880006
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 9 8 28 10 -1 -11 13 29 16 -16 -14 -18 -12 -2 21 27 -7 -20 26 -26 -25 -21 -8 -10
right_child=5 -3 3 -5 -6 22 7 -9 12 11 18 -13 14 -15 15 -17 17 -19 23 20 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0024033808791008673 0.00057018960805343564 -0.0019813814044551169 0.0014521094198366089 -0.0022458107310434766 0.0030278584334237865 -0.0002509428645584418 -0.0024838154458931725 -0.0015992222297461034 -0.0010856472314365003 -0.0016798946861597951 -0.0024662907014757975 0.00129062860898598 0.0018202298186015013 -0.0024135864164927202 0.00089401304147226262 -0.0026951044833518015 0.0015383586129959978 -0.0019972411312249366 0.0008689131084355777 -0.00093022250676002226 0.0013651226766089335 0.00081317276760695665 0.0019343177559863172 -0.00075023698486127114 4.9514874889674705e-05 -0.0030169594903913157 0.0013297297872688926 -0.0030729790452523617 0.0001915271106760604 0.0011581132870960168
leaf_weight=4.1025216582929707 182.21067211776972 5.7769314786419264 2.5690578073263151 7.7985974738840014 2.1651965081691733 46.548732790630311 2.9240714779589316 4.597757391864433 2.9736620616167766 13.681920603150504 1.7528321612626303 2.6291754934936753 19.083860260434452 2.680964234750717 5.8902245054487121 2.3701111429836601 3.3743968419730663 2.2930509783327571 17.425442023202777 3.7849937323480836 9.4048744663596135 4.8176531158387652 2.6088130772113791 4.1348536023870128 8.3376048547215742 3.8764683678746215 7.657526258379221 5.8544146157801178 2.8571761169005185 6.075253355782479
leaf_count=383 994 371 18 248 6 532 110 191 81 308 96 34 120 234 58 46 20 35 194 28 58 38 13 55 82 46 31 78 61 64
internal_value=0.000174607 -0.000175247 -9.57514e-05 -0.00132948 1.006e-05 0.000362437 -4.49787e-05 0.000317392 0.00049181 -0.000359044 -6.85959e-05 -0.00120108 0.000705458 -0.000227049 0.0010368 -0.000135801 0.00142814 0.000107854 0.000153207 0.000481091 -0.000199271 -0.00121697 -0.00013497 0.000264029 -0.000175036 -0.000923714 0.000600415 -0.00223161 -0.00116162 0.000420767
internal_weight=392.259 137.029 131.252 10.3677 120.884 255.23 118.719 55.1205 50.5228 63.5983 47.2872 16.3111 44.7415 11.7299 33.0116 8.26034 24.7513 5.66745 43.1847 206.073 23.8619 14.4571 49.1575 41.4319 24.0065 12.2141 11.7924 9.63941 5.78125 9.04892
internal_count=4633 2892 2521 266 2255 1741 2249 1020 829 1229 887 342 658 379 279 104 175 55 504 1196 202 144 545 408 214 128 86 106 171 145
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=6 0 6 3 18 17 0 2 4 5 0 5 5 0 17 20 7 10 17 3 2 21 5 17 18 21 20 23 23 13
split_gain=0.817916 1.65343 2.59826 2.03887 3.29823 1.72375 1.65929 2.67613 1.74327 1.57955 1.39379 2.05429 2.6361 2.6587 2.94437 2.34316 1.73666 1.35665 3.90874 2.85318 3.80656 2.74363 2.32096 1.85071 1.69009 1.64497 2.00566 1.76182 2.01525 2.42879
threshold=14.845346859150002 93.308316333500017 15.205355270700002 85.589753040950015 14.329845562450002 194.75204781875001 86.538778761000017 319.32263744460005 147.36370056065002 20.315138807500002 95.550490414250007 18.331716563250001 18.428229854150004 93.047535894850014 172.68891404560003 36.558960102350007 20.797746106000002 62.041548276350007 196.70927211395002 93.82450029455002 154.46567853970001 14.202008575100001 20.852055640250004 189.90635174060003 13.141419083100002 17.850008709600004 43.968221017800005 0.085855000000000029 -0.24665999999999999 117.67650082785001
decision_type=2 2 2 2 2 2 2 2 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 5 4 -3 -2 7 9 -8 -4 11 15 -13 -14 -15 -1 -17 22 19 20 24 -21 -11 -22 -19 26 27 28 -24 -30
right_child=1 3 6 -5 -6 -7 8 -9 -10 17 -12 12 13 14 -16 16 -18 18 -20 21 23 -23 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0029094188229669797 -0.039894826962512502 0.024623960072996092 0.017018664704131548 0.020761436956432351 -0.02629997026208095 -0.007092048548834857 -0.016903773640971606 -0.034173750484753546 0.0062966580070026434 -0.030290549449545161 0.00080396264294878403 0.033940571855378042 0.0042527389466050494 0.02029771517294026 -0.025781461917793624 0.01350934165535661 -0.029929080927311998 -0.0010725087238553836 -0.041379155865266914 -0.035361128259614308 -0.00070670740251253762 0.0054074170522132193 0.008493690833480021 -0.034720281705387435 0.019777735222272531 -0.022986129758764989 0.016971863063071305 0.0044381185495752954 -0.029445377218956219 -0.0010554706759708771
leaf_weight=3.3917817212641257 1.7420114798005659 1.7431815862655624 4.1057044491171828 7.4037934225052595 2.2127788420766592 4.1632458320818841 2.5870725959539405 1.7663750777719531 61.683934964239597 1.7010040394961823 84.913531784288352 1.5357732921838785 11.796575375366958 1.3048214549198736 5.7387417773716152 0.7945323041640221 6.3040235252119601 5.0894148796796888 2.1875207498669615 3.3922847413923582 2.4525046832859507 2.0185524825938046 4.3031990830786429 2.4530335124582052 7.1924679577350616 1.8818501741625357 7.231282254215329 38.426435441477224 4.3690618363907632 4.9025364327244461
leaf_count=29 38 7 35 44 41 37 16 84 458 13 1981 6 208 25 228 10 249 27 22 105 22 19 132 25 30 26 86 310 267 53
internal_value=0.000777768 0.00197216 0.0012631 0.012187 -0.0038605 -0.0167686 0.00193813 -0.000416623 0.00536278 0.000233576 -0.00102764 -0.00606641 -0.000941086 -0.0037845 -0.0172453 -0.0160216 -0.0250671 -0.00055311 -0.00603849 -0.00261749 0.00290265 -0.0201521 0.00161132 -0.0177153 0.0111377 0.00249925 0.00330893 0.00140897 -0.00716571 -0.0144337
internal_weight=290.789 175.009 163.649 11.3598 3.95596 5.90526 157.744 93.4732 64.271 91.7069 115.78 30.8662 20.3759 18.8401 7.04356 10.4903 7.09856 87.6011 24.7858 22.5983 17.1874 5.41084 62.8154 4.90554 12.2819 61.1144 59.2325 52.0012 13.5748 9.2716
internal_count=4633 1897 1805 92 48 75 1730 1256 474 1172 2736 755 467 461 253 288 259 1137 250 228 104 124 887 47 57 874 848 762 452 320
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 16 17 9 10 18 23 8 6 20 22 9 20 10 18 21 15 13 13 4 8 21 10 17 7 13
split_gain=3.31376 2.73363 3.3695 3.40563 2.55697 3.34596 2.92826 4.02071 4.33167 2.51068 2.22112 2.18676 2.17531 2.93229 3.69088 2.6027 2.2649 2.78698 2.17093 2.12748 2.02641 1.91926 1.89388 2.31739 2.71881 1.86942 3.12687 2.64649 1.85155 1.76996
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 15.839962959300001 13.534968349350001 236.15709471040003 192.57902085675002 71.053259929650025 14.032563378150002 0.076130000000000017 5.1459841250500009 11.085259005300001 41.037275035300006 -0.10434500000000001 202.49517884540003 42.498713093000006 80.677940036650014 13.845746551550002 3.1113400544000003 44.732387748900003 92.146902421150017 117.97223122220002 160.20223982390002 10.142085217300002 12.717166023350002 70.182199495350019 194.75204781875001 25.024903008400003 118.06363879865002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 11 -9 -4 18 25 16 14 15 -14 -7 -18 -3 28 22 -19 -2 -24 -25 27 -27 -6 -12 -22
right_child=20 2 9 -5 6 12 -8 8 -10 -11 19 -13 13 -15 -16 -17 17 21 -20 -21 29 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0016719291503618716 0.00055243719393888743 -0.0031201334918083802 0.0010593835002043633 0.0037670248663404346 -0.003221574960301335 -0.003230953916596389 0.0016524650455587643 0.0015039862728503689 -0.0033615508352123238 -0.002769023218136225 0.0015033779182285216 0.0019906683602461607 8.2422390296830545e-05 0.0019487845553063821 0.0010367140539654536 -0.0039330662910094264 -0.0022740356341254607 -0.0017513163159373494 0.00054377515201467117 -0.0023895708912863361 -0.00054295734854824761 0.0023431087796410301 0.0010590592176234267 -0.0029208732538080029 0.0013530448418755268 0.0028200997371530543 -0.0031586576371789563 0.0010208015196548905 -0.0020171960990829551 0.0021895537109638476
leaf_weight=9.8161876359954459 193.88218853576109 1.5051560266874755 1.880848930682985 2.0524702291004351 3.7392447690945172 2.0148363355547172 3.5739105716347686 1.8780135698616494 8.6309041492640954 6.2166388407349586 2.9865448854397965 3.2649437971413127 3.0273678191006175 16.794481894467026 15.91833606734872 2.4714854974299669 2.5744986212812364 1.2560483254492281 14.454045150196178 7.7032324426108971 26.474069647490982 4.1655721557326615 3.8418549597263318 4.7401561820879579 1.7063178066164253 2.3146077592391525 1.0821160997729746 1.8541584755294023 2.17728412814904 2.161355083808302
leaf_count=508 1256 75 34 7 290 54 30 22 165 235 26 14 35 111 109 30 55 50 256 477 296 32 37 127 12 21 70 32 154 13
internal_value=0.000182726 -0.00020201 -7.49238e-05 6.36848e-05 -9.83522e-06 0.00025712 -0.000790787 -0.00117437 -0.00249205 -0.00187978 -0.000525426 -4.44484e-05 0.000724907 0.00104054 0.000328324 -0.00172236 -0.000479844 0.000213372 0.000198222 -0.00142298 0.000386579 0.00139454 0.000488023 -0.000725863 -0.00178961 -0.000783542 0.000915409 -0.00181527 1.89581e-05 -0.000336712
internal_weight=356.159 123.353 113.537 105.439 103.387 77.0489 26.3379 22.764 10.5089 8.09749 28.8263 12.2551 48.2226 38.2117 21.4172 5.49885 10.011 7.99612 15.9592 12.8671 232.806 5.42162 204.171 10.2883 6.44647 8.99013 3.39672 5.5934 5.16383 28.6354
internal_count=4633 2892 2384 2115 2108 1464 644 614 187 269 988 427 476 285 174 65 191 137 331 657 1741 82 1432 176 139 413 91 322 180 309
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=13 23 18 12 3 17 6 16 23 18 7 21 9 20 22 19 7 16 10 12 6 3 9 22 6 10 15 4 3 4
split_gain=0.826333 2.09436 1.57404 2.0746 1.7075 2.37222 2.5585 1.93843 1.51892 1.42705 1.28397 1.23441 1.46859 1.45313 1.71949 1.22304 1.19937 1.00656 3.54951 2.27533 1.88307 1.51487 1.54176 1.29557 3.67986 1.66261 1.51427 1.27399 3.1977 2.60666
threshold=95.937628385050019 0.079745000000000024 17.108018746400003 284.29960850000003 80.785478361850011 205.45998821870003 12.255286342800002 12.604970524100002 0.11458500000000002 14.693728290050002 21.350715310200005 18.870920756500002 38.283670303850009 45.321989007550009 -0.11534 12.451004585100002 28.043300357450004 16.024962526700005 73.007768990450018 206.14208420540004 13.665319288000001 82.081315180750025 69.057662079300016 -0.23557500000000001 13.825323026450002 76.621056717750008 21.761438576950002 309.25865594525004 87.130239549750016 312.24436677560004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 6 7 -2 -8 -1 -11 12 -12 14 16 -3 -14 19 27 20 -6 -21 -23 24 -22 26 -25 -19 -29 -30
right_child=2 15 3 -5 17 -7 8 -9 -10 10 11 -13 13 -15 -16 -17 -18 18 -20 21 23 22 -24 25 -26 -27 -28 28 29 -31
leaf_value=-0.030339280765938864 -0.036212095436617145 -0.035802990118495873 0.02391812338016646 -0.017729553352188947 -0.03876172725904125 -0.037651321649006426 -0.03879950233273996 0.0079026905910516941 -0.00042715040170579526 0.034557083279024237 -0.026652982489988267 0.022591084967896607 0.027041704830924031 0.022914386505363891 -0.036849929010841213 0.0017686021722163744 -0.034642332605051764 0.0026882947683490202 -0.032059456669796614 0.036834660762337115 0.025699822218746844 0.020676412934377185 -0.020284916122024838 -0.015001811215161618 -0.043604357650378511 0.037376008360205049 0.012715921670235823 -0.032354431646984212 -0.037238579692851478 0.0020598407730814585
leaf_weight=1.5007475323509449 1.2511285971850217 3.4558536802651352 6.8425432965159398 1.7002135589718816 1.2794418022967935 2.7279633902944616 3.1459861304610959 12.125046774744986 1.8743116557598112 1.4312757365405548 2.5711344769224507 2.2865758053958407 1.3930847297888251 2.5859414550941437 1.5529818448703734 1.3805863977759143 0.48345863685244683 175.66527166799642 3.6450026063248506 4.0614374801516515 1.5204062536358862 3.7920521330088377 1.4449240234680472 3.3523355792276508 2.0465431300690398 1.9774913238361467 6.7890447033569217 4.1072704099351531 2.0625592842698124 28.157922780606896
leaf_count=68 101 556 60 38 59 84 88 137 27 11 295 26 28 34 96 32 67 1819 169 30 7 36 40 99 38 10 28 130 89 331
internal_value=0.000901265 -0.00596943 0.0013764 0.0156292 0.000909937 -0.0082871 -0.00393275 0.00377645 -0.0244733 0.000724957 0.0045138 0.000559089 -0.00530794 0.00381537 -0.0105857 -0.025078 0.0111499 0.00171978 0.00095343 0.00795352 0.000600709 0.021369 0.00937485 0.00381138 -0.0140636 0.00907251 0.00355355 0.00152646 -0.004419 -0.000622291
internal_weight=288.211 18.6416 269.569 8.54276 261.026 21.1244 18.3965 13.3762 5.0203 13.8052 12.3045 10.8732 8.5866 6.01547 3.42953 4.83644 1.87654 239.902 213.638 26.2637 16.9653 9.29841 5.23698 15.6858 3.56695 12.1189 10.1414 209.993 34.3278 30.2205
internal_count=4633 1213 3420 98 3322 437 353 238 115 625 557 546 520 225 191 588 95 2885 2538 347 241 106 76 182 45 137 127 2369 550 420
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=17 13 21 12 23 21 20 10 18 12 3 17 6 16 20 8 16 10 12 6 3 23 4 16 6 12 0 15 19 15
split_gain=0.820977 0.743865 1.72531 2.19563 1.47707 1.96023 1.59076 1.37788 1.30918 1.75417 1.40528 2.20316 2.27153 1.65703 1.52235 1.01362 0.942818 3.09735 2.18171 1.68353 1.27007 1.1361 1.0838 2.87062 3.07721 3.7118 3.55073 2.3525 2.51266 1.91149
threshold=158.19986339130003 95.937628385050019 18.870920756500002 216.20511703005005 -0.098985000000000004 3.2738626606000003 42.498713093000006 78.290589216800015 17.108018746400003 284.29960850000003 80.785478361850011 205.45998821870003 12.255286342800002 12.604970524100002 33.672706184800013 1.3489472949000001 16.024962526700005 73.007768990450018 206.14208420540004 13.665319288000001 82.081315180750025 0.093635000000000024 309.25865594525004 22.664946999500003 15.745367888000002 371.73724940330004 88.729872137350014 41.195083317300011 14.451165964200003 29.712811603950005
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 -6 -5 10 -10 11 12 13 -3 -14 -9 18 22 19 -12 -20 -21 -18 24 25 -24 27 29 -29 -26
right_child=1 8 -4 4 5 -7 -8 15 9 -11 16 -13 14 -15 -16 -17 17 -19 20 21 -22 -23 23 -25 26 -27 -28 28 -30 -31
leaf_value=-0.021298282585457146 -0.029018271958408313 -0.029847120052586617 0.014465495726353309 -0.018394687820139609 -0.029079542340302359 -0.029556871037008492 0.027227606138830726 -0.011464514616137889 0.018598483243386473 -0.013478326816247492 -0.031802914430979976 -0.03087162403897914 0.015146365359911037 0.0062148221004832234 -0.02659384776017797 0.019416469732429709 0.0021098294710735479 -0.025609066583744323 0.030240446820698073 0.007807932414569764 0.0086084286055249492 -0.0091827831994799984 -0.032298835484489988 0.015518997581287207 -0.001272907019630687 0.011481744636601357 0.024272035054667108 -0.011835372557170348 0.01359068788512339 -0.037610411689491217
leaf_weight=1.3205678153899487 3.2654351248929769 1.084626420866704 2.9780885690124697 1.4248758908361194 0.59215586158097533 2.7983066674787551 1.1556220913771538 1.0557309181895105 6.5710508311167342 1.6681196708232162 1.1675881713163168 2.4910146376350886 0.82506616041064162 11.940409914357586 3.9284251383505762 3.8694643836934119 174.64686902752146 3.4120793987531206 3.7041871622204763 10.87309614906553 4.945987693965435 4.2798231560736886 6.0880261516431364 5.3054979229345909 1.8741884423652724 2.0101022338494658 3.559033688157796 6.4838266628794354 5.6985399685800076 2.8437298890203238
leaf_count=250 493 95 45 35 127 282 11 54 60 38 59 84 7 134 108 39 1716 169 30 137 74 37 160 78 58 22 29 85 64 53
internal_value=0.000676107 0.000778813 -0.00486147 -0.0089258 -0.00290435 -0.01506 0.00815046 0.00579801 0.00114306 0.0121041 0.000791884 -0.00626765 -0.00282029 0.00321186 -0.019349 0.012797 0.00139593 0.000790991 0.00652992 0.00051855 0.0178717 0.00300904 0.001223 -0.00335076 -0.00685645 -0.0214317 -0.00108733 -0.00642776 5.81639e-05 -0.0231754
internal_weight=283.862 282.541 17.1397 14.1616 10.8962 4.54608 1.74778 6.35007 265.401 8.23917 257.162 20.2695 17.7785 13.025 4.75349 4.9252 236.893 211.922 24.9707 16.3205 8.65017 15.1529 208.51 33.8629 28.5574 8.09813 20.4593 16.9003 12.1824 4.71792
internal_count=4633 4383 1086 1041 548 420 138 128 3297 98 3199 428 344 229 115 93 2771 2434 337 233 104 174 2265 549 471 182 289 260 149 111
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=16 5 6 15 18 15 9 13 21 23 16 20 20 13 23 12 2 21 13 10 6 8 23 22 6 15 4 3 6 23
split_gain=3.45039 2.92347 2.8962 2.49102 3.84569 3.24497 2.09369 1.95963 2.89386 3.57074 2.80382 4.65264 4.06681 3.16004 2.16278 2.13237 2.0234 2.43655 2.17591 1.89734 1.89353 1.89173 1.79186 2.99479 4.27551 2.83808 3.47797 3.97521 4.24971 2.98531
threshold=18.594956516900002 23.714185006400005 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 226.58992707320002 95.937628385050019 18.870920756500002 -0.098985000000000004 16.094962363000004 41.289992964000007 39.955516828000007 99.865465713650011 -0.089139999999999997 216.20511703005005 186.79363985910004 6.9984086918000008 103.75835308650001 78.290589216800015 7.1451669457000007 1.3489472949000001 0.083395000000000011 -0.08158 15.945372561050002 42.80317728375001 310.44950696480004 91.80009132230002 15.745367888000002 0.085625000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 22 3 5 -5 7 -3 8 9 15 16 12 14 20 -12 -1 17 -9 -19 -17 -13 -21 23 24 -2 26 29 28 -28 -24
right_child=1 6 -4 4 -6 -7 -8 10 -10 -11 11 13 -14 -15 -16 19 -18 18 -20 21 -22 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0029150359147064021 -0.0024006213424536339 -0.00038155772840544987 -0.0023171167656965744 0.0016627289456250579 -0.0026324972721067114 0.0036169568850338714 0.0022683513262142761 0.00047932676433791455 0.0013847145068413718 -0.0022078682362638991 0.0011942465714761138 -0.001546848269575779 0.001824011102813306 -0.0028050040125577229 -0.0032544070379859694 -0.0017678150653989155 0.001288486558275701 -0.0025399470053044881 0.00078163824880519387 -0.0014604869426950414 0.0032235857778703664 0.002028295655773464 -0.0012277955905728435 0.0014594672958082825 0.00074395310251131367 0.0018201460303443051 -0.0022669585116034284 -0.0037830018516238424 0.0021752302830696348 0.00051812089520075267
leaf_weight=1.6133911641081802 4.1481848349794772 43.037952007260174 4.7459478590171775 2.1740250154398364 6.3811993235722184 1.9196249828673888 2.4515679329633704 30.877627765992656 4.3272713120095423 11.257595576229509 1.2894999743439259 1.3601291887462132 7.3009213265031576 8.257715570041908 2.4950778526254016 2.0924347322434169 17.836445196531713 4.3655823282897463 2.3655166113749146 1.551743247779086 1.2350068278610704 5.4746778178960085 8.1839067898690683 35.588404383510351 17.782131351530552 9.8101865015923959 3.3843488059937936 3.3659676760435104 3.3175977319478989 110.29466346092522
leaf_count=128 44 532 371 18 248 6 13 316 48 900 14 42 53 282 61 39 153 101 12 55 4 41 42 228 93 50 37 46 15 641
internal_value=0.000206627 0.000398215 -0.000182225 -9.34834e-05 -0.00154101 2.37659e-05 -0.000238746 -4.27484e-05 -0.000700207 -0.00111049 0.000180844 -0.000663165 0.000607726 -0.0019613 -0.00173864 4.06097e-05 0.000514799 0.000147867 -0.00137264 0.00056355 0.000723367 0.00125782 0.000546141 0.000959878 0.000149147 0.000374139 0.000263786 -0.00131001 -6.79861e-05 0.000397522
internal_weight=360.286 241.365 118.921 114.175 8.55522 105.62 45.4895 103.701 26.3171 21.9898 77.3835 21.9384 11.0855 10.8529 3.78458 10.7322 55.4452 37.6087 6.7311 9.11886 2.59514 7.02642 195.875 57.5187 21.9303 138.357 128.546 10.0679 6.70195 118.479
internal_count=4633 1741 2892 2521 266 2255 545 2249 1211 1163 1038 456 128 328 75 263 582 429 113 135 46 96 1196 365 137 831 781 98 52 683
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=16 20 15 15 6 5 16 20 8 20 16 23 12 18 23 13 2 5 5 23 21 5 18 21 2 7 6 23 10 5
split_gain=4.40213 3.04973 3.45188 3.36744 2.78664 2.61727 2.28317 3.40991 4.10925 3.77034 3.25154 2.79541 2.55596 2.43563 2.2515 2.40321 2.19792 2.72735 2.07524 2.2702 3.50173 3.18404 3.90205 3.06331 2.79606 2.52914 3.42263 2.04005 2.02009 5.14353
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 9.8852309668500009 23.714185006400005 15.839962959300001 41.289992964000007 7.2443465838000014 39.955516828000007 13.534968349350001 0.076130000000000017 194.34319615655002 13.845746551550002 0.093635000000000024 95.937628385050019 186.79363985910004 10.726864994700001 23.881206071300003 0.091885000000000022 11.772995266200001 28.543718473100004 13.344136431100003 5.7328850847000004 197.03438354685002 23.209106085000005 16.525386113000007 0.089505000000000015 66.859265246100009 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=1 -1 3 6 -4 28 10 9 27 -8 11 13 -11 -3 -13 -16 -12 -18 -7 20 21 22 -20 24 -24 26 -21 -9 -2 -30
right_child=5 2 4 -5 -6 18 7 8 -10 12 16 14 -14 -15 15 -17 17 -19 19 25 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00146611460528833 0.0006497615122836633 -0.0026874561022287081 0.0016929609460097431 0.0032145622828411505 -0.0022304607195029781 -0.002121930907399689 -0.0020866025519745437 -0.0010051299212655643 -0.0028711894654158054 -0.00034656213844306216 0.00019078221975888277 -0.0021017026236589916 0.0023604570044371614 0.00057127729521792479 -0.0026968208219121294 0.0010434909671523753 -0.0012316567436137815 0.0016646068836150447 -0.0029455928405321664 -0.0031212224575227288 -0.0029576587631801547 0.0010146135754819175 0.0013335767716867487 0.0013588304001041023 -0.0025929947778707317 0.0015293982756922231 0.00056332805656823305 0.0016757344313917126 0.00027336289838553922 -0.0030805653040182675
leaf_weight=10.736381021328269 148.68520720116794 1.5831097825430394 1.3383268741890768 2.045618516393005 7.1282199299894273 3.0903390273451796 2.897292421199384 6.7030604151077551 6.7155091762542716 3.8188751554116589 30.542600252432749 8.2438506811158714 5.0311085153371096 14.530866336543111 1.4907208817312483 3.7813564362004399 2.3241469771601286 15.655812595039604 4.0634847031906309 2.067712716758253 3.1224049418233326 9.0365357305854541 1.6357693877071122 4.9314696947112679 3.6418194063007832 9.8185255602002126 6.50856664031744 2.3991035069338977 45.453142343088984 3.0361349796876302
leaf_count=508 836 75 21 7 248 22 42 309 138 105 286 535 30 256 90 32 85 105 105 36 74 113 9 35 63 41 47 20 311 49
internal_value=0.000183139 -0.000193903 -7.63863e-05 4.41258e-05 -0.00161028 0.00037846 -1.72218e-05 -0.000634572 -0.00139077 0.000383641 0.000200522 -0.00045069 0.00119235 0.000251125 -0.00128741 -1.41113e-05 0.00059818 0.00129023 -0.00014452 -8.19717e-06 -0.000476574 -0.000144216 -0.000877919 -5.49281e-05 -0.00137597 0.000664813 -0.000325005 -0.000298521 0.000505553 6.33581e-05
internal_weight=372.057 126.966 116.23 107.763 8.46655 245.091 105.717 27.5649 15.8177 11.7473 78.1525 29.6299 8.84998 16.114 13.5159 5.27208 48.5226 17.98 47.9166 44.8263 26.4315 23.3091 14.2725 10.2091 5.27759 18.3948 8.57628 9.10216 197.174 48.4893
internal_count=4633 2892 2384 2115 269 1741 2108 644 467 177 1464 988 135 331 657 122 476 190 545 523 399 325 212 107 72 124 83 329 1196 360
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=5 5 22 8 10 8 2 15 16 10 16 20 13 0 16 19 23 2 5 2 0 3 20 6 23 16 3 17 15 2
split_gain=0.789867 1.72556 1.50442 1.13864 2.1063 1.46724 1.45537 1.44249 1.29141 1.97221 3.64723 1.91144 1.5201 3.48102 2.571 3.33999 2.53636 1.89474 3.00382 2.37754 2.28183 2.26755 2.23978 4.34279 2.95195 2.21017 1.94614 1.79989 2.09168 1.75027
threshold=23.605484525250002 23.195398057700004 -0.06828999999999999 8.8430989333000021 62.425997789000007 8.7431769115000026 71.708303056200009 32.355961258350007 22.724946859200003 61.928633034850002 22.674946976100003 41.11191809080001 109.34496908160001 95.44832900530001 19.224955043700003 13.751109481500002 -0.089139999999999997 106.99702195580001 21.836296031200003 96.242542698950004 86.09518316945001 93.14163192940002 37.892416320650007 16.375382608200002 0.088350000000000026 20.804951349000003 93.776108048150022 188.51582982015003 27.220712026400005 121.36426933400001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 8 -6 -8 9 10 11 -1 13 16 -14 -16 -11 19 21 22 -20 29 -17 25 -25 -24 -26 28 -18 -19
right_child=-2 2 -4 4 6 -7 7 -9 -10 12 -12 -13 14 -15 15 17 27 18 20 -21 -22 -23 23 24 26 -27 -28 -29 -30 -31
leaf_value=0.016030413972072936 -0.0025911409611090678 0.0021043089594744552 0.021442180432504412 -0.028377728289443037 0.013964630222262613 0.012333385197973962 -0.026740116397558047 0.0055365644064501885 0.017246390210308715 0.0040457459841867259 -0.038041000532887975 -0.014854267613576833 0.015495001475337377 0.00072233613589365274 -0.022452419902990246 0.018812115428578097 -0.024991618401015176 -0.023008541657096808 -0.0088703117966677011 0.021052922913637681 0.010211580663176255 -0.024889352575840743 -0.002225753413988315 0.017577576652194372 -0.01636312788542307 -0.03709494141818051 0.0094790647489028986 -0.02936213487119128 0.010671535946401113 -0.00087887829950028258
leaf_weight=2.6054356830427405 43.421922548906878 5.7585858898237348 5.2724172947928292 2.5680595804005844 2.7728009298443794 7.7191101349890223 1.9388701897114518 1.8523758500814436 3.1879544854164115 4.2033164852764466 2.5551654100418091 2.8936111943330616 10.366349939256905 79.475760576693574 3.7385746333748093 5.6155752390623119 2.2926616080803761 2.7057236507535043 5.3673377446830299 7.1614394336938849 21.309966985136271 3.6630823090672484 2.3010957054793861 8.4143435284495371 4.3752698898315412 2.7063280828297138 3.6629386991262436 6.0097019226523116 2.2095232174033299 25.395538415759802
leaf_count=16 973 44 36 29 17 41 33 15 21 106 21 28 73 1986 36 30 168 18 36 83 127 25 27 59 28 28 15 297 35 182
internal_value=0.000655279 0.0012424 0.0113471 0.000755792 -0.00829429 0.00113157 -0.000437029 -0.01097 0.000724115 0.00047213 -0.0122194 -0.000221177 0.000980751 -0.00144135 0.00311722 0.00178642 -0.0131273 0.00276419 -9.83477e-05 0.00765047 0.0063724 -0.00553281 0.00410555 0.000257183 0.00674861 -0.0210713 -0.00458708 -0.0199941 -0.00748932 -0.00300963
internal_weight=283.521 240.099 11.031 229.068 9.13211 219.936 6.56405 3.79125 212.217 209.029 8.05421 5.49905 200.975 94.191 106.784 96.4172 14.7152 92.6786 58.4416 34.237 26.6773 31.7643 27.0756 21.46 16.4526 5.00742 8.03821 10.5119 4.50218 28.1013
internal_count=4633 3660 80 3580 94 3486 65 48 3445 3424 65 44 3359 2592 767 694 606 658 388 270 163 225 187 157 102 55 43 500 203 200
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=20 21 5 15 8 8 21 21 9 7 16 20 8 9 7 7 22 17 7 2 4 5 18 19 5 2 17 2 7 9
split_gain=0.800273 0.809962 1.35986 1.56667 1.51738 3.02426 1.55617 4.1872 3.89782 5.36657 1.45238 2.89696 1.57779 1.41291 2.23464 1.9575 1.50589 1.35756 1.39475 1.51433 1.97058 1.31509 1.28819 1.25026 1.61375 1.22666 1.19787 1.60435 1.33457 2.14234
threshold=31.914316944300001 3.1734339793000008 30.133297129900004 47.836606606600007 8.9430209551500024 9.5425530862500008 1.9176293050000004 1.2219980417000003 194.45262321395003 24.374195395050005 15.404963976500001 41.835830569250014 6.0452823216500002 194.82237869650001 23.853977146050003 25.070284486400002 0.059500000000000011 168.09695031380002 17.566486459500002 216.39684782960003 330.20885572415006 13.713273242250002 16.622853636350005 14.351157895250003 20.315138807500002 316.46407472665004 180.19381692845005 62.357017394150006 23.164713644150002 190.36745536595001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 10 -9 -10 11 21 25 23 -15 -16 -17 18 -3 -20 -21 -2 -11 24 -8 -12 -14 -28 29 -29
right_child=1 17 -4 -5 5 -7 13 8 9 22 12 -13 26 14 15 16 -18 -19 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.017212150299104452 -0.0047663977886953342 0.014932388792640819 0.021910847274863175 -0.024097673835170662 -0.031534657663347038 0.0079411960264940615 0.01883017659340672 -0.043590391136249761 0.022786542416691261 -0.034594893208335628 -0.028868460306008557 0.01802753393970288 0.022832914720709672 -0.019199044926377688 0.016817983203152594 -0.020797387935408695 0.011810592548120186 0.00015133902539791051 -0.031295449678189355 0.02561469751524768 -0.030616655235787903 -0.032037750315901295 0.0022694345354707453 0.028706858026192866 -0.012482448145044676 0.030916222186577129 -0.018373795877598152 0.010968341948889574 0.010836046658939816 -0.022712923164591437
leaf_weight=1.8520886237674847 2.8133128128538365 1.0780091226333741 2.7007037438452235 1.6358739789575327 2.7217105743475249 3.0510000861249864 3.9341396833769995 2.6057031588861701 3.00632518902421 2.9280277397483592 1.4381845914758731 2.5187857530545443 3.7146622985601416 2.5247401408851138 8.0392904859036189 2.3209085583221158 1.9167083436623213 183.11732576257782 2.992763453599764 1.0130784702487288 0.84911395469680417 2.4538697372190654 0.92444393871119235 4.1910254582762718 1.7683016152586786 0.30905169248580922 1.8134543225169206 3.1819478683173683 23.828213665634394 2.4992221724241972
leaf_count=222 197 37 34 44 36 32 48 42 15 65 131 40 23 29 43 102 27 2480 385 15 66 115 20 68 20 1 15 30 227 24
internal_value=0.000624776 0.000743656 0.00288781 0.00229138 0.00280224 -0.0106708 0.00379012 0.00120251 -0.015244 -0.004475 0.00469489 -0.00598748 0.00695595 0.00945206 0.00412796 0.00892515 -0.00604854 -0.000263936 -0.0130811 -0.0193014 -2.54166e-05 -0.0174715 -0.0257489 0.0174175 0.00912027 -0.0182937 0.00821509 0.00648152 0.00800897 -0.00384849
internal_weight=279.742 277.89 88.8396 86.1389 84.503 5.77271 78.7303 54.0352 9.4645 6.8588 44.5707 7.78597 36.7847 24.6951 14.8016 12.2769 4.23762 189.05 5.93297 4.85496 1.86219 5.26718 3.85247 9.89347 5.70244 1.74724 35.0375 31.3228 29.5094 5.68117
internal_count=4633 4411 1428 1394 1350 68 1282 945 142 100 803 352 451 337 201 172 129 2983 503 466 81 312 85 136 68 132 319 296 281 54
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=10 18 16 19 3 6 17 20 23 9 22 22 10 16 9 10 6 5 23 2 8 22 10 10 10 3 21 7 3 19
split_gain=0.757122 0.753794 1.42954 2.36 1.41888 2.09463 2.02935 1.64998 1.39722 1.23405 1.09818 1.56312 1.22501 1.21806 1.29119 1.11085 0.953296 1.44337 1.34765 1.91219 0.934166 0.903802 0.87455 0.857996 1.51292 1.02141 2.17403 3.6193 2.20415 1.76939
threshold=90.937096262400004 17.327266398450003 17.684958644900004 12.651020723000002 80.785478361850011 12.255286342800002 205.28496454895003 33.361153777850006 -0.25843999999999995 201.81004550795004 -0.15734499999999998 -0.093604999999999994 78.27445846800002 12.604970524100002 23.574615469000005 80.13218303615001 6.9201616884500003 16.316541761950003 0.092185000000000031 199.01127796720002 8.3434888241000014 -0.55200499999999997 76.279622535200005 75.629015667650023 75.424692849750016 85.589753040950015 6.9984086918000008 24.040556609400003 84.812788641250009 12.651020723000002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -7 -1 -5 12 20 -10 14 -13 -15 21 18 22 -20 -12 -6 -18 24 25 26 28 -28 -19 -30
right_child=-2 2 -4 9 16 7 -8 -9 10 -11 11 13 -14 15 -16 -17 17 23 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.033639383409141105 -0.015050298376390187 0.011637625439260149 0.029900837575545899 0.008234860451989498 0.029175142660733819 0.017323810589628879 -0.024855670536046402 -0.026898687852348387 -0.011311369456151759 -0.032563746782214291 -0.029199615039176587 0.031591836893367344 0.021824472988877994 -0.010951493503946778 -0.029779883485994356 0.011544809902684139 0.010994855345876183 0.0037380857145761703 -0.015155035183745834 0.023494925531978985 0.0095512892014993824 -0.024767308168902807 0.031019838919564623 -0.014237252663939465 0.019853810577388827 0.0015367378858620177 0.0074059127738505945 -0.032201506177033962 0.018296237820400504 -0.026102178586655509
leaf_weight=0.85699297545944375 2.3851217322226139 7.1768769843038154 1.880302920937537 0.85418157000094685 0.27817021822556887 0.75925558153539796 2.6191086088656439 4.7781302237417549 1.1264442816609612 1.7657973796594886 2.0803772107465295 0.32752727658951641 3.7520789472619072 2.153080459451302 1.4216086370288392 8.1799775010440481 4.8536508716642839 21.704445880837742 2.8194909803569317 1.5352300293743608 0.62916433066129673 1.8143482478335489 2.6010806933045387 2.9124801468569776 3.2514876388013354 179.81402101693675 2.9179988002870223 4.6406821454875171 0.86093367240391572 3.6606629369780421
leaf_count=41 554 160 17 15 3 9 118 146 34 49 190 2 89 31 127 79 54 168 37 24 2 144 11 31 16 2117 64 137 12 152
internal_value=0.000581925 0.000717988 0.00764548 0.00337403 0.000409644 -0.00543943 -0.00175626 -0.0208351 0.00119103 -0.0192623 0.00270852 -0.00107277 0.0141735 0.00321702 -0.018288 0.0068573 0.00112765 0.00129685 0.0107872 -0.00152923 -0.0202015 -0.0175964 0.0179819 0.000786862 0.000988648 0.000701475 -0.00374408 -0.0169112 5.08521e-05 -0.0176485
internal_weight=276.411 274.026 11.6772 9.79686 262.348 28.6837 23.1464 5.53739 20.5273 2.61998 19.6703 14.7917 4.87852 12.0822 1.74914 10.3331 233.665 231.572 11.8095 4.35472 2.70954 2.09252 7.45473 219.763 216.85 213.599 33.7847 7.55868 26.226 4.5216
internal_count=4633 4079 241 224 3838 868 713 155 595 64 554 431 123 239 129 110 2970 2823 126 61 192 147 65 2697 2666 2650 533 201 332 164
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=7 16 16 22 10 18 16 12 7 19 0 0 21 7 9 2 17 9 12 17 16 19 17 17 16 17 8 22 8 9
split_gain=0.747139 1.65864 1.96052 1.39094 1.16579 1.13763 1.74529 1.42999 1.41199 0.914768 0.810411 1.00482 1.83724 0.976509 1.18335 0.905439 0.883745 0.873235 0.918542 2.31093 2.48069 2.00045 1.22348 2.19919 1.16438 1.2203 1.00039 2.61782 1.40238 1.2415
threshold=26.756201080000004 17.684958644900004 9.7049773055000017 0.063030000000000017 90.937096262400004 16.922055371600006 11.949972055800002 178.58312952045003 20.631538035450003 11.050891619700002 105.7585659356 102.65877371115 20.581461612800002 26.366329164100005 208.65287229730004 219.56639384385002 219.10637853515001 223.65407503400004 323.50112601465008 204.04920942250001 22.674946976100003 11.650940033400003 208.35751021765003 210.59174899425003 22.604947139800004 209.54662559615002 8.8430989333000021 -0.084729999999999986 9.3427090425500019 214.18224820805003
decision_type=2 2 2 2 2 2 2 2 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 -2 6 8 -7 -1 -6 11 13 -13 16 -15 -12 17 18 22 20 21 -20 26 -24 25 -21 29 28 -28 -8
right_child=1 -3 3 -5 9 7 10 -9 -10 -11 15 12 -14 14 -16 -17 -18 -19 19 24 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.010763770859850251 0.022950227096772823 0.016260557680464808 -0.025724120756778303 -0.00020586578479626916 -0.030949855573158217 -0.023799394421643666 0.0015780177251074757 0.019571489007679133 -0.028291651632548442 0.024616715917312026 -0.010463440648719917 -0.03285659753829661 0.031627653791427845 0.031272763980798125 -0.0012360992118815287 0.027754204252735917 -0.021402667245435894 0.014647854546971921 0.026224473088108387 -0.023427992844922436 0.010393079518907378 -0.039174940287431653 -0.030247134712702357 0.0015568657936553107 0.024339641278857065 0.016767466777399223 -0.010210925140094607 -0.023399378174954071 0.016196145469038442 0.013949736995901182
leaf_weight=1.1566153159365047 2.136970942956395 2.5819478402845553 6.3690568945021351 2.8709886284195818 0.88647908149869159 0.81084460957208548 191.31496526347473 5.3604021876817569 3.317544374091085 0.39758049382362515 0.79622352030128185 1.8773684096522623 0.52347570657730091 2.1545606766594565 2.0006298017688096 2.060780861414969 1.6587707130238403 4.1994418459944418 0.48566627688705732 1.5500885630026462 1.7709521465003488 4.0199813041836023 3.1851953184232098 5.4795000820886344 2.1760627068579197 1.2755430256947873 3.305162183009088 5.1818741126917285 4.2705016955733299 7.8219152162782839
leaf_count=35 51 42 380 66 366 35 2359 96 274 21 45 106 5 14 38 24 32 41 6 30 21 164 54 57 23 14 36 88 40 70
internal_value=0.00057461 -0.00597328 -0.0105074 -0.0177953 0.00917697 0.000961839 0.000645133 0.013873 -0.0181954 -0.0137449 0.000986261 0.000797741 -0.0187966 0.000992253 0.0156205 0.0171033 0.000736535 0.00089212 0.000642952 -0.00782953 -0.0201288 -0.0321255 0.00107619 -0.0101345 0.00760477 -0.00528301 0.00153461 -0.00672824 0.00467509 0.00206397
internal_weight=272.997 15.243 12.6611 9.24005 3.42103 257.754 251.583 6.17125 4.47416 1.28406 247.109 244.252 2.40084 241.851 4.15519 2.857 237.696 236.037 231.837 11.2783 6.2766 4.50565 220.559 8.6647 5.00169 2.82563 211.894 12.7575 7.57566 199.137
internal_count=4633 926 884 446 438 3707 3576 131 309 387 3267 3198 111 3087 52 69 3035 3003 2962 258 191 170 2704 111 67 44 2593 164 76 2429
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=16 6 5 15 13 9 2 6 23 23 16 18 16 16 20 22 6 13 14 12 17 8 10 17 6 23 23 10 8 8
split_gain=2.74013 2.81828 2.34646 2.30092 1.82701 2.19129 2.57621 2.0179 2.38295 2.92335 2.18467 1.76269 1.71568 2.20614 2.77505 3.5639 3.20944 2.63595 3.4691 2.77614 2.89598 4.7412 2.5682 1.69476 2.36401 1.59521 1.78316 2.24207 1.72007 1.74343
threshold=18.594956516900002 15.635365317800002 23.714185006400005 32.548041893900006 116.60111757565001 189.34276022045003 105.39281967610002 16.405383309150004 0.091885000000000022 0.087125000000000022 22.644947046300004 13.1052958007 13.534968349350001 16.024962526700005 41.037275035300006 -0.10434500000000001 11.085259005300001 108.49810477050001 212.59255576180001 147.16347997815004 236.15709471040003 7.3442686056500008 80.677940036650014 193.44542285585001 13.575317185100001 0.076130000000000017 0.093635000000000024 83.602982482550019 2.8477776226000002 7.8438787148500007
decision_type=2 2 2 2 2 2 2 2 2 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 12 -4 6 -6 10 9 -9 -7 -10 25 14 15 -14 22 18 -15 -20 21 23 -16 24 -21 28 -27 -28 -1 -30
right_child=2 -3 4 -5 5 7 -8 8 11 -11 -12 -13 13 17 16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=0.00052592032495076988 0.00054137074203446523 -0.0024671127862230706 0.0010626395463412149 -0.0031891264870158227 0.00084438035233753755 -0.0038410464159477427 -0.0031054782404639678 2.1704220950513515e-05 -0.00072457847446620767 -0.0036249064912498201 3.01372379461329e-05 0.0016752107643833549 -0.0020256141922633942 -0.0026797288924302371 -0.0026113995347774891 0.00057483021583753775 0.0020833473869671468 0.0015924366464800392 0.0034029723518667243 -0.0032066577028591853 0.0017840853891435825 -0.0032912454922783127 0.0010197083212690142 0.0019481146797490467 0.0021870439287963298 -0.0024147938254473972 0.0010174768358192489 -0.0032060260904810669 -0.003234074080750912 0.0014244725021000232
leaf_weight=11.992185115814211 184.72626441065222 4.5434058979153624 8.1001578690484148 2.0571584748104206 2.0421508550643912 2.4787893192842629 5.0901752943173051 8.3187190257012862 3.6893798764795056 2.530566554516553 2.6754209231585264 10.088753947988151 6.2858414952643242 6.5633632922545138 2.6676149046979871 17.891556714428589 16.014193698763847 4.7006979966536155 1.7524487324990357 1.8567661477718487 3.6131023634225121 5.4418850904330611 4.8355003234464675 3.332244866527617 1.1686120387166736 7.0866460921824892 3.9731525760143995 1.53910974599421 2.410734238568693 1.0044866055250166
leaf_count=293 1196 371 82 106 23 41 160 91 34 52 22 40 111 259 69 177 90 34 12 101 35 136 94 48 7 626 50 144 115 14
internal_value=0.000208126 -0.000175772 0.000393158 -7.77331e-05 -0.000215066 -0.000495438 -0.00197454 -0.000141211 0.000212569 -0.000828858 -0.00183161 0.00103262 -1.62655e-05 0.000215039 0.00060551 -0.000101255 0.00133211 -0.000440043 -0.000842686 -0.00014026 -0.000543134 -0.00125575 -0.000271275 0.000486564 -0.00112323 -0.000644973 -0.00142906 -0.000161791 -3.80958e-06 -0.0018639
internal_weight=340.471 110.731 229.74 106.187 45.0141 36.914 7.13233 29.7816 24.6274 10.8493 5.15421 13.7781 104.13 76.1238 47.6947 24.1774 23.5173 28.4291 23.7284 17.1651 15.4126 11.7995 7.50312 6.35762 3.02538 28.0063 12.5989 5.51226 15.4074 3.41522
internal_count=4633 2892 1741 2521 545 463 183 280 217 143 63 74 2415 1173 541 288 253 632 598 339 327 292 163 156 108 1242 820 194 422 129
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 20 3 21 9 3 6 5 22 21 12 7 18 20 9 22 9 17 2 20 22 6 7 16 21 22
split_gain=3.67845 2.72908 2.83553 3.85431 3.71458 2.37907 2.1653 2.56183 3.44008 3.81726 3.86013 3.6259 2.82952 3.28065 2.4757 3.86625 3.67356 3.10131 3.37114 3.1124 3.00888 4.51913 3.57738 3.07125 2.97268 4.57279 3.94575 3.44423 5.38539 3.34163
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 93.883646373400012 0.49227235280000009 186.16747084260001 94.227769014100019 16.575387281250006 30.922794813800003 -0.074029999999999999 4.4906890396500012 133.01805689090003 23.109894804950002 13.581061237400002 41.444941515100005 195.34352961910002 -0.083834999999999993 194.82237869650001 190.37043331840002 198.08048018110003 42.154118731400011 -0.074029999999999999 15.635365317800002 24.899526511700007 22.514947350300002 7.7895855139500005 0.15684000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 14 -8 12 -10 -11 -12 13 -9 16 20 -2 24 -19 -20 22 -22 23 -16 25 26 -17 -27 -29 -26
right_child=6 -3 3 -5 -6 -7 7 8 9 10 11 -13 -14 -15 15 17 -18 18 19 -21 21 -23 -24 -25 29 27 -28 28 -30 -31
leaf_value=-0.0013849254399496596 0.00134160298695837 -0.0020290452557181998 0.0013201382747575583 -0.0023657669144071681 0.0032387271794997534 4.586657565565203e-05 0.0011030078420342685 0.0019984163179820307 -0.0026466946590409401 0.0016538309821297892 -0.0025853548101995492 0.001355576573438736 0.0020670236999987377 -0.0010634976789836465 0.00096553659088020546 -0.0034608080987580496 0.00016346861157145776 -0.0022345114564164188 0.0010100701460590651 -0.00040060283351948711 -0.0004434351854624999 -0.0045002724507990817 -0.0023101924287764414 -0.0015381232858721332 0.0015741854672377379 0.0019964293794239511 0.00017121502016918756 -0.0027081666169198057 0.0014335179060263154 -0.00053445256989786852
leaf_weight=7.5078289550729087 37.917078338563442 4.5766600584611288 2.2882262598723155 6.6775282772723585 2.0977945001795879 99.507177180727012 7.7412938750348976 2.8290342204272738 6.7842910559847978 3.8810190157964808 4.7271709507331252 1.9940388724207876 4.3042483888566485 8.1800936385989171 12.986250765621671 3.2605013595894006 27.379137028940022 3.7820050548762074 16.165557520464063 22.433571307919919 4.5121575500816098 2.599936755374074 3.549106301739811 3.8058957681059828 31.570001102983952 8.1840591691434366 4.0025459434837103 3.2191006466746321 4.5539914462715387 5.2679935358464709
leaf_count=400 222 371 18 248 6 1849 95 24 114 26 76 11 37 117 57 44 202 34 86 146 32 25 45 31 158 38 33 30 16 42
internal_value=0.000172164 -0.000172047 -0.000100071 -0.00142506 8.8024e-06 -5.45132e-05 0.00035134 -0.000164831 -0.000464976 -0.00121104 -0.000292372 -0.00141616 0.000382088 -0.000276672 0.000458286 0.000262578 0.000847603 0.000481481 -2.618e-05 0.000190196 -0.000554236 -0.00192648 -7.44475e-05 0.000398089 0.000839721 0.00015291 -0.00145926 0.000886704 -0.000281694 0.00127264
internal_weight=358.285 122.655 118.079 8.96575 109.113 107.015 235.63 40.4412 32.6999 17.3865 10.6022 6.72121 15.3134 11.0091 195.189 129.893 65.2962 102.439 42.3811 38.5991 27.4533 7.11209 20.3413 16.7921 60.0582 23.2202 7.26305 15.9572 7.77309 36.838
internal_count=4633 2892 2521 266 2255 2249 1741 500 405 227 113 87 178 141 1241 817 424 627 266 232 190 57 133 88 361 161 77 84 46 200
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=16 6 5 15 18 15 20 6 19 5 10 23 17 7 13 21 15 2 16 15 22 5 23 20 10 6 16 2 6 17
split_gain=5.32694 3.97744 3.9401 2.96103 4.44881 3.85083 2.65537 2.95662 3.79734 3.49863 2.9021 3.01207 2.93056 2.48546 4.21141 4.19175 4.09878 2.68207 2.62828 4.2129 2.56954 2.38784 3.5775 2.28468 2.2508 3.24833 2.14512 2.64739 1.9955 3.49675
threshold=18.594956516900002 15.635365317800002 23.714185006400005 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 13.665319288000001 12.951044929850001 18.331716563250001 78.27445846800002 -0.20885999999999996 174.47088669260003 24.407759398400003 98.255079293500017 18.870920756500002 19.926260352100005 219.56639384385002 9.7049773055000017 11.406933305300003 -0.016679999999999997 13.8160216159 0.087700000000000014 37.995872310650007 59.240174904450008 22.625528641850003 14.504966081100003 168.84984911130002 16.405383309150004 199.05253715360001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 6 -1 10 26 -10 11 12 -8 17 15 18 -16 -12 19 -15 -18 22 -13 24 25 -4 -9 -28 -25 -30
right_child=2 -3 23 4 -6 -7 7 8 9 -11 13 21 -14 14 16 -17 20 -19 -20 -21 -22 -23 -24 28 -26 -27 27 -29 29 -31
leaf_value=-0.0011469381711052809 0.00047831602980666024 -0.0017732384494342044 -0.0023852932382501953 0.0013101263655843566 -0.0019455366149321337 0.0027699820048178152 0.0016111801891977851 -0.00068961874069133468 -0.002416017731854638 0.001304679993114218 -0.00083459938254074983 -0.0022315623722012987 -0.0011270113081021651 -0.0021398392435540911 0.0016262058425850448 0.0012050809839393474 -0.0012584603650244316 0.0018274994592489353 -0.0016000859053695918 0.0011436587468893918 0.00083801549100544952 -0.001967359551413131 0.0009009092857436002 -0.0013200255931843825 0.0018798275243009721 0.0023826645026229624 0.00058698508736095977 0.0019980413253185428 -0.00040619350202955454 0.0013631205409761946
leaf_weight=8.3058916756417585 207.84087727591395 6.0213544750586143 1.5666905380785459 2.3104199948720616 7.306831463938579 2.0869350796565405 3.5738088479265597 3.4691901821643141 3.1181459743529549 1.5989265078678725 2.150886857416479 2.5180264958180478 3.0126387123018503 2.5689840314444217 8.8974366560578364 4.1332280561327925 5.2892796313390136 5.9927883120253682 13.046577569795771 4.4912991083692759 4.5467676110565645 9.0685730059631151 3.8655949328094721 7.1426973994821301 4.1493135169148445 0.96607416868209828 18.031836597248915 8.04021158069372 30.752079490572214 5.5082769989967337
leaf_count=400 1196 371 53 18 248 6 29 50 58 12 52 106 53 307 44 36 77 53 495 65 27 178 33 79 30 3 135 39 344 36
internal_value=0.000182624 -0.000149073 0.000354237 -7.2324e-05 -0.00116341 1.67472e-05 -3.29056e-05 5.32379e-05 0.000549042 -0.00115483 -0.000178943 -0.000799276 0.000358732 8.85062e-05 -0.000107799 -0.000670603 0.000620439 0.00112439 -0.00105617 -5.10885e-05 -0.000289353 -0.00129287 -0.000334698 -0.000160658 0.000952519 -0.000566648 0.000821112 0.00102213 -0.000332036 -0.000137419
internal_weight=391.372 133.446 257.926 127.424 9.61725 117.807 115.72 107.414 34.2583 4.71707 73.1559 22.0386 6.58645 51.1172 42.9736 24.2401 18.7335 8.14368 20.1069 7.06028 9.83605 15.4522 6.38362 50.0851 6.68208 2.53276 29.5412 26.072 43.4031 36.2604
internal_count=4633 2892 1741 2521 266 2255 2249 1849 294 70 1555 399 82 1156 1051 903 148 105 867 372 104 317 139 545 86 56 224 174 459 380
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=10 18 17 13 5 19 16 13 13 15 18 16 21 22 16 7 10 23 7 21 23 23 22 18 20 22 20 21 17 16
split_gain=0.808664 0.902615 1.51008 1.29103 3.48553 1.07391 1.06491 1.92933 1.12257 1.17666 2.40021 1.29731 2.34808 2.41068 1.21042 0.98045 1.82593 1.83366 1.68515 2.89503 1.62112 1.79761 2.3204 2.81407 1.60247 2.57057 2.42764 1.96388 1.91464 1.81084
threshold=54.884872733100003 11.207537862500002 162.04221493815001 118.84598011460001 30.133297129900004 14.651182102100002 22.764946765650006 117.76521994615001 117.69263157665002 44.483611103700007 13.1052958007 22.674946976100003 7.0919822770000005 -0.064729999999999996 22.614947116400003 22.721067571950005 61.917879202350001 0.4369650000000001 22.532843451200005 5.1836832807500004 0.11458500000000002 0.10214000000000002 -0.25224999999999992 13.531614672700002 42.686561923500008 0.22387500000000005 43.157831852650006 3.4316303497500003 190.68993848360003 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 -3 5 -5 6 7 8 9 15 -11 12 13 -12 -14 18 -17 20 -4 -20 21 22 23 -18 25 29 -26 -27 -28 -24
right_child=1 2 3 4 -6 -7 -8 -9 -10 10 11 -13 14 -15 -16 16 17 -19 19 -21 -22 -23 24 -25 26 27 28 -29 -30 -31
leaf_value=-0.03697660518270203 0.027031174029316565 -0.031022886343590531 0.0013679370340045065 -0.042102857307411722 0.01809414628214728 0.013574503006081137 0.018590856511366338 -0.028034246854805978 0.017235237531484246 -0.043425570861831325 -0.04705072809337478 0.023450615483831688 0.013071574267594407 0.0042938662757205709 -0.012974928213068218 -0.035524723482743381 -0.075825305198504667 -0.042704031664117723 -0.0025913399474707306 0.029342903951650168 0.010978687142907916 -0.012276042036727516 0.0043472826998242984 -0.0097592808133884993 -0.025621405714530508 -0.0033291964714735026 -0.0164921057938377 -0.04468304006749918 0.0063218220710098607 0.021428593962276164
leaf_weight=0.74455518112517793 1.7305783513002087 1.9582954671059258 34.952003212994896 3.0304469182156017 2.1778382263146341 9.0920735634863359 4.3965578600764266 3.0680985867511472 5.4377765469253054 2.2323329122737077 3.1168712060898569 2.0807754322886458 6.1512419343925995 1.9636042490601537 3.8040489722043276 1.8841250806581218 0.93427757173775106 1.2903580720012531 6.4914789069443932 8.8230358129367215 18.160780098056421 15.341483113705179 80.918610079039368 9.3459616526379232 6.0811673455173176 4.5690907727985168 6.6934621051768799 2.2617598077049479 17.560446080984548 9.0953266248106939
leaf_count=137 14 290 693 99 21 61 29 41 28 81 78 12 43 21 40 21 7 32 42 74 168 196 1132 291 93 88 320 66 346 69
internal_value=0.000798603 0.000901011 0.000735317 0.000964845 -0.0169316 0.00131559 0.000881315 0.000572659 0.000924875 0.000561014 -0.0080271 -0.00341044 -0.0071277 -0.027206 0.00311886 0.00130151 1.2517e-05 0.000401228 0.00576694 0.0158067 0.00072657 -0.000491915 0.000823274 -0.0157634 0.00216401 0.00444425 -0.00511564 -0.0170218 2.57579e-05 0.00607324
internal_weight=275.388 274.644 272.913 270.955 5.20829 265.747 256.655 252.258 249.19 243.752 19.3489 17.1165 15.0358 5.08048 9.95529 224.403 174.137 172.253 50.2665 15.3145 170.962 152.802 137.46 10.2802 127.18 96.8448 30.3351 6.83085 24.2539 90.0139
internal_count=4633 4496 4482 4192 120 4072 4011 3982 3941 3913 275 194 182 99 83 3638 2829 2808 809 116 2776 2608 2412 298 2114 1355 759 154 666 1201
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=3 3 9 22 0 7 0 19 5 8 23 17 21 0 4 0 20 18 18 19 18 18 7 18 22 8 20 23 23 13
split_gain=0.689879 1.68419 3.59225 1.84504 1.58099 1.66451 1.98411 1.83436 1.9669 2.60567 1.50202 1.50159 1.47021 1.19441 1.66798 1.40111 3.31907 4.22499 1.36264 2.82313 1.65972 4.76853 1.30326 1.29321 1.17971 2.74559 2.18783 2.88644 2.12944 1.88372
threshold=93.883646373400012 94.227769014100019 187.45330412110005 -0.07490999999999999 85.121961326250016 19.627338137150002 71.249517373150013 14.351157895250003 30.133297129900004 8.543332867800002 0.070640000000000022 188.51582982015003 1.4164439961500002 85.823648898300021 197.71977442185002 85.990333302400003 41.685324604100011 13.087929333200002 13.278511569200001 14.351157895250003 13.063922652800002 13.193283301750002 23.156313609200001 12.899561312100003 -0.064729999999999996 9.0429429770000009 39.788107623550012 0.10052500000000002 0.088350000000000026 117.55283175385001
decision_type=2 2 2 2 2 2 2 2 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 -2 5 6 10 -7 9 -9 -3 -6 -4 14 -1 16 17 -15 19 20 23 -22 -16 -17 26 29 27 28 -20 -26
right_child=1 4 12 -5 11 7 -8 8 -10 -11 -12 -13 -14 15 22 18 -18 -19 24 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.021351386993079965 -0.010763733817884497 -0.020964228819540975 0.0055179522073844347 0.024216576324112272 -0.001585782804373978 -0.02983876504284929 0.018734669825268589 0.0091420628921132056 0.026521678519728704 -0.033046851056702214 0.023702433119786048 0.031882391721254053 -0.039469970025374848 -0.031082496108877332 -0.017228894710855293 -0.0047454119106921195 -0.039419719696823785 0.014379559807470068 -0.01517090951098418 0.020702429039519972 -0.04340833960278194 0.0091581137600145503 0.012745942358282743 0.019632010320263793 0.0023146795009997886 -0.039693042658185518 0.00073734989267465142 -0.029659136328924279 0.0054216836672226964 0.017652234150262857
leaf_weight=6.6580069214105588 3.7938544673379511 3.0309511955129036 0.84660077840089787 2.4147883234545571 2.4436932760290793 3.4952937484486011 5.596256343415007 2.9602260664105415 1.7609169855713842 2.7761021330952644 0.97332264040596772 2.8324328949674964 4.433946238597855 2.9759461032226664 2.7434809058904648 3.8162157810293156 2.8115539681166402 6.1029173657298088 9.2110808680881799 10.346274454146622 2.7894054977223268 4.2799639571458101 2.9412159994244576 4.818474461324513 68.127934290590929 1.4283422995358694 80.750401143945055 5.583521381544414 10.534150694147682 8.8547491021454316
leaf_count=29 45 210 6 13 27 355 91 17 12 66 17 20 105 37 28 33 39 25 318 78 27 27 13 33 1092 18 1494 131 170 57
internal_value=0.000624885 -0.00332359 -0.0132903 0.0028415 0.00110288 -0.00281158 0.00670511 -0.0111231 -0.00239773 -0.0112753 -0.0101071 0.0163813 -0.0322573 0.00125319 0.0107253 0.000727578 -0.00971986 -0.000522375 0.0013176 0.00801497 -0.000343875 -0.0115834 -0.00172016 0.00885809 0.000371925 0.00328149 -0.00177875 -0.00980033 -0.00418469 0.00407885
internal_weight=272.132 37.3584 11.4892 6.20864 25.8692 20.5931 9.60053 10.9925 7.49725 5.73633 4.00427 5.27613 5.28055 234.774 12.3427 222.431 11.8904 9.07886 210.541 26.0503 15.7041 7.06937 5.6847 8.63469 184.49 78.411 106.079 25.3288 19.7452 76.9827
internal_count=4633 984 169 58 815 768 318 450 95 83 227 47 111 3649 70 3579 101 62 3478 198 120 54 41 66 3280 1167 2113 619 488 1149
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=16 20 16 7 20 2 8 15 0 16 23 0 2 5 23 7 0 22 23 16 12 15 20 22 20 12 13 15 2 5
split_gain=4.24704 3.31479 5.36179 3.37191 3.45593 2.69663 2.65571 2.52093 2.80314 2.51013 2.44048 4.14808 3.59502 6.84184 3.92428 2.45931 2.56186 2.39832 2.32579 2.30212 3.07437 2.64302 3.35401 4.81268 3.29063 3.8358 2.75929 2.51881 3.16185 4.44061
threshold=20.394952307700002 42.081757894750005 22.494947397000004 22.435297587800004 42.686561923500008 325.13486840910008 2.8477776226000002 46.674706678850008 85.882794977150013 20.034953149600003 0.082025000000000028 86.780739992750014 101.75236940730001 21.757682542950004 0.10990500000000002 23.050081659550006 85.683849075550015 -0.022394999999999998 0.4149000000000001 13.534968349350001 275.08099959820004 28.579157549250002 38.238138001450004 -0.047144999999999999 39.354247760400007 114.82338089645002 107.78028644965002 28.298162031900002 185.00267682035005 11.188452238700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 7 -3 -4 17 9 -7 -2 -9 18 11 -6 -12 14 -14 16 -15 -5 19 20 -1 22 23 -21 25 -23 -26 28 -24 -30
right_child=1 2 3 4 10 6 -8 8 -10 -11 12 -13 13 15 -16 -17 -18 -19 -20 21 -22 24 27 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0010293629452633431 0.00070962925566467523 0.001402850097615352 -0.0019347170978549573 -0.00059982430284471035 -0.0030211512707011248 -0.00013306255321243274 -0.0025001548904335976 0.00034349360766713406 -0.0027242536386100462 -0.0020235861715531783 0.0020026822514933097 0.00077865858258033304 -0.0037497822587941702 0.00091367847573260328 0.00011040530656489044 0.0014176862155270945 -0.0030787267022185805 -0.0029947462236920388 -0.0025614998190579439 -0.001933873640776966 0.00060956216507884113 -0.0020443408384756066 0.00013442254789427268 0.0005988276573480393 0.00012100989499735941 0.0007967126252099219 -0.0016395039101560899 0.0022289990539321181 -0.0019245269635515541 0.0013636253203081544
leaf_weight=19.807974232942801 116.87797771487385 11.492377716116605 5.9360783714801064 10.79245087970048 2.8529249271377912 5.3064320927951467 4.5993949609110132 4.497664942406117 2.3612054204568267 3.1564469719305626 6.8628348931670216 3.1340021565556526 3.1286833770573166 1.9587489822879427 2.4340771660208702 11.334207048639653 1.456975946202874 2.7218171190470448 1.7835593477357168 7.4174162021372458 8.5042216449510288 2.9285047240555313 53.9383384748362 8.2248747958801669 7.389706440735611 15.790673264767973 12.382506532128899 4.3853691872209302 2.3330436721444157 25.153464112430811
leaf_count=871 641 121 61 88 47 157 169 41 42 41 27 18 34 26 11 49 19 36 44 241 236 33 730 80 61 120 265 24 99 201
internal_value=0.000171929 0.000412792 -7.99871e-06 -0.000316175 -0.000110338 -7.51701e-05 -0.00123213 0.000630794 -0.000712596 -8.99848e-06 0.0002857 -0.00103205 0.000576008 9.39924e-05 -0.00206069 0.000906607 -0.00078928 -0.00108217 2.83983e-05 5.58519e-05 -0.000537074 0.000175807 0.000368807 -0.000602154 -0.000332884 0.000352247 -0.000981526 0.000545802 0.000455149 0.00108453
internal_weight=370.944 187.842 64.1052 52.6128 46.6767 183.102 9.90583 123.737 6.85887 173.196 33.1625 5.98693 27.1755 20.3127 5.56276 14.7499 3.41572 13.5143 170.04 168.256 28.3122 139.944 101.453 15.6423 38.4914 18.7192 19.7722 85.8102 81.4248 27.4865
internal_count=4633 1261 537 416 355 3372 326 724 83 3046 231 65 166 139 45 94 45 124 3005 2961 1107 1854 1375 321 479 153 326 1054 1030 300
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=6 0 20 20 16 2 7 13 6 15 20 17 7 10 20 2 6 17 16 0 18 23 0 10 21 23 6 13 0 6
split_gain=3.25864 4.79889 3.61638 4.17816 3.66025 3.13889 2.80332 2.50575 2.45459 3.40275 5.00917 2.45806 4.95903 3.76213 6.90494 3.35118 3.33709 2.9954 2.90199 6.49367 3.19406 2.36065 2.35612 3.71215 3.64124 2.87073 2.61219 2.51542 2.46461 2.42341
threshold=14.845346859150002 86.345209775600011 41.965446242000006 43.477771593600004 21.979948601300006 305.67240907785003 18.737592104000004 117.67650082785001 16.455384477450004 37.882159664350006 37.892416320650007 191.20566072810004 23.209106085000005 66.859265246100009 40.371455563000005 127.74713841330002 14.995350363950001 193.94976740385002 22.624947093000003 90.321439350550008 13.781134552700001 0.094385000000000011 95.550490414250007 69.873026810350026 0.87557407920000008 -0.085394999999999999 14.785345457250001 96.607054459550014 98.230883170350012 13.345311811050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 2 4 7 6 -5 -2 -4 11 10 -10 -3 17 15 16 -14 -15 -13 19 20 -17 -22 23 29 25 -25 -27 -26 -24 -1
right_child=1 8 3 5 -6 -7 -8 -9 9 -11 -12 12 13 14 -16 18 -18 -19 -20 -21 21 -23 28 24 27 26 -28 -29 -30 -31
leaf_value=-0.001198123401011907 0.0015350604524945522 0.0017911489268289064 -0.0020664772492199478 0.00060845415064367323 0.00061658617892080127 -0.0031846796222675753 -0.003008355135325113 0.00033171492584065196 0.0020008220429213182 0.0013094096583188364 -0.001584547684371361 -0.0034879598341802627 0.002805766593182464 0.0017849068063987758 -0.0034114714074048591 0.0007176063137529458 -0.0012470953832434081 0.00034602634100538082 0.0019601246592582389 0.0023498217815595508 -0.0032070191435749009 1.6495093435775905e-05 0.0006199572413928858 0.0026050066624266326 0.002472610570171395 -0.0035753004695595276 0.00069159714241658662 -0.0027694466336443298 -0.00025014974936958165 0.00084075622354801377
leaf_weight=6.6358765312470522 1.3918263525702048 22.960961376316845 15.46732976823114 17.088140452280644 53.873840083368123 1.8102331398986269 3.8027491550892591 4.1448107305914155 3.8498547766357722 10.086954139173029 12.152170611545442 3.1021462529897681 9.9118359386920911 8.6638123057782668 3.7257025502622119 5.629063658416273 3.9722526250407091 3.0147144421935081 14.033681005239485 7.6316632106900206 4.6486270651221275 2.6913217008113861 41.460843208245933 2.229137402959168 0.73086498025804658 1.9478132477961505 2.406406082212925 11.392568560317157 59.442295990127604 12.831610831897704
leaf_count=112 50 104 267 190 331 57 272 36 23 43 90 27 85 43 50 22 33 16 73 32 39 14 289 14 9 29 18 420 1692 153
internal_value=0.0002144 0.000426814 -2.09192e-05 -0.000673989 0.000404859 0.000245118 -0.001791 -0.00155965 0.000803203 6.34419e-05 -0.00072196 0.00101768 0.000752705 0.000988818 -0.000134448 0.00140139 0.000831772 -0.00159837 0.000999482 0.000345069 -0.000834635 -0.00202506 -0.000111914 -0.000691543 -0.0015629 7.70373e-05 -0.00121715 -0.00245343 0.000107375 0.000145764
internal_weight=352.731 213.654 97.5789 38.5105 59.0684 18.8984 5.19458 19.6121 116.075 26.089 16.002 89.9858 67.0248 60.908 16.3618 44.5462 12.6361 6.11686 34.6344 20.6007 12.969 7.33995 139.077 38.1743 18.7068 6.58336 4.35422 12.1234 100.903 19.4675
internal_count=4633 1897 1203 550 653 247 322 303 694 156 113 538 434 391 126 265 76 43 180 107 75 53 2736 755 490 61 47 429 1981 265
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=13 15 22 13 16 19 21 21 6 8 22 9 7 0 21 21 3 15 17 16 10 13 23 13 8 6 21 18 16 10
split_gain=0.785163 0.739852 1.75181 2.00172 1.9641 0.769365 1.03872 1.01113 0.764046 2.16047 1.5398 0.882112 0.849518 1.74138 1.4144 1.08708 0.979033 1.65297 0.84103 0.823394 1.29496 1.01713 1.07465 1.00546 3.02144 3.14087 2.24634 1.29301 2.41426 1.63248
threshold=73.265860971000009 46.723315192750007 -0.082404999999999992 117.61735474900001 22.564947233300003 14.651182102100002 0.15802222800000001 6.4178488307500006 17.435407375500002 9.3427090425500019 -0.075639999999999999 224.20824026050005 19.052023743050004 81.446839061900008 12.842902196200003 14.647131639200001 108.44971252415002 25.716185026400002 162.04221493815001 22.764946765650006 61.821094709650005 117.69263157665002 -0.27450499999999994 117.61735474900001 8.6432548896500023 16.515385879350003 11.007427546000001 13.565012728250002 22.664946999500003 62.165217350350012
decision_type=2 2 2 2 2 2 2 2 2 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 -4 8 -7 -8 12 -10 -11 -12 14 15 16 -14 -2 -18 -15 20 -20 22 -22 27 25 26 -25 -24 29 -29
right_child=1 2 4 -5 -6 6 7 -9 9 10 11 -13 13 18 -16 -17 17 -19 19 -21 21 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0300721850685325 0.02620587477522841 -0.031079345261198075 0.01411825057881419 0.012426869860343784 -0.033652535009592706 0.027207481839392336 -0.0066806398094045169 0.01638865482429918 -0.029820299399742518 0.014991103519434624 -0.035148271744666934 0.0033089910956477495 -0.032403105888740166 -0.021559289091208866 -0.017065212830961855 0.031198306356809605 -0.03213881541270177 0.023683316752410973 -0.019004724195370432 0.014800913301549465 -0.015634009605995289 0.014576263925632294 0.0051494265477663873 -0.015440427143397334 0.018172507083537362 -0.036214986019797495 0.01178300964742965 -0.013086842294648434 0.023076794821916425 0.00028080169536530349
leaf_weight=0.69944932701764528 3.633782470598816 1.1231757849454878 0.95697815716266488 4.2877798837143928 2.979676574934274 2.1107772141695005 3.5317815374583006 2.9217700529843569 2.6021184446290127 3.2154899029992521 1.0836544320918622 0.93512439727783192 1.9426960395649069 1.3901775262202125 1.2194198891520498 0.2559685013256966 0.7707397462800144 1.0609858892858026 2.7300661290064445 3.6198013480752698 3.2929113539867094 4.6143871992826453 61.458559727529064 6.0433335229754466 3.5651934519410124 3.3532410133630028 4.414105013012886 8.1701861768960935 3.7518970929086199 130.40858059760649
leaf_count=208 43 54 4 46 74 16 34 20 215 38 33 10 219 215 31 2 46 8 35 23 85 20 496 47 16 37 18 88 37 2415
internal_value=0.00062477 0.000703869 -0.00731596 0.00339609 -0.0220397 0.000989894 0.0095417 0.00376371 0.000701013 -0.00821635 0.00252365 -0.0173344 0.000985429 0.000700145 0.0111854 -0.0249986 0.0174885 0.0001949 0.000938743 0.00107159 0.000857199 0.00109391 0.000816743 0.00106168 -0.00563709 -0.0117835 -0.00394936 0.00163284 0.000114373 -0.000507314
internal_weight=272.144 271.444 9.34761 5.41096 3.93665 262.097 8.56433 6.45355 253.532 7.83639 5.23427 2.01878 245.696 239.011 6.68493 2.19866 5.46551 1.83173 236.812 235.422 231.802 229.072 224.458 221.165 17.3759 13.8107 10.4574 203.789 142.331 138.579
internal_count=4633 4425 178 100 78 4247 70 54 4177 296 81 43 3881 3753 128 221 97 54 3532 3317 3294 3259 3239 3154 118 102 65 3036 2540 2503
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=8 15 10 15 20 20 5 23 3 7 7 3 6 9 13 22 21 22 22 9 19 22 16 22 17 18 10 17 3 21
split_gain=0.673299 1.19008 1.1784 0.903532 1.00133 1.45761 1.19069 1.15681 1.153 1.4154 1.10844 1.14463 2.74633 1.87837 2.51194 1.62654 1.72909 1.30718 1.22299 1.16518 1.0365 0.900757 2.58481 1.80867 1.79142 2.20043 2.05704 1.89686 1.67645 1.839
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 11.870705757150002 47.927946529500012 49.292797572200008 30.922794813800003 -0.17949499999999999 103.28787291370001 17.566486459500002 19.773504439000003 93.883646373400012 16.395383075500003 186.16747084260001 117.60122400020002 -0.074029999999999999 5.1185473364500007 -0.11963999999999998 -1.0000000180025095e-35 199.17419511990002 14.651182102100002 -0.11534 12.604970524100002 -0.24275499999999997 192.64609805285002 13.531614672700002 63.910026677050006 180.67147619190004 93.394346993650018 3.1734339793000008
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 6 -6 -7 10 -10 -5 20 -13 15 -15 16 -14 -16 19 -19 21 23 -23 24 27 -26 -27 -12 29 -25
right_child=3 -3 -4 4 5 7 -8 -9 9 -11 11 12 13 14 17 -17 -18 18 -20 -21 -22 22 -24 28 25 26 -28 -29 -30 -31
leaf_value=0.0032493837009346304 -0.01732059319248062 -0.028915092669328051 -0.027154752439122312 0.016634402702775976 0.021453359638303689 0.010667833658497624 -0.0020608467835070803 -0.031062924547248207 0.012397553341255755 -0.024871165985038232 -0.024946122847465189 -0.031272933775400684 0.016281196611017772 -0.031677912289612559 -0.024282321122166134 0.025789500858165948 -0.013150216188842427 -0.0037865299275625344 -0.015669421967459591 0.016894408429166615 0.011254228055696548 -0.028002833314391375 0.00031547723429600381 0.015337986844839372 -0.052894295378161142 0.030232296702465578 -0.012441326482794215 0.0095595492212501923 0.028048954266304067 0.0010831728432183377
leaf_weight=5.0117077475297256 1.9257952961197577 1.4408797222713472 1.0867492329562081 3.0497408526716745 5.2658747406676394 0.87787288939580321 2.114540665410459 0.99047610408160813 0.99159531854093019 2.5496176997548901 1.2857617754489208 2.4737424800405305 2.573827504646033 2.519276918610557 1.6591333225369478 2.5432026265189069 3.062577985227108 3.947397113079206 2.3363565248437164 3.6954496121034026 6.9390855096280566 2.2902473176363847 161.38558470027056 9.7052712559234404 0.82097390294074823 0.90207286179065693 6.4500120761222206 8.461143958847968 2.6507285106927148 18.288817255874164
leaf_count=245 238 134 281 48 44 12 41 35 37 368 62 135 29 103 34 23 25 37 42 38 43 222 1656 83 6 4 186 94 14 314
internal_value=0.000518105 -0.0072803 -0.00216865 0.000742721 0.000876602 0.00942946 0.0147164 -0.0114551 0.000560923 -0.0144353 0.000775888 0.000577665 -0.00481073 -0.00188016 -0.00771436 0.00821792 0.000289445 -0.00252712 0.00108988 0.00621306 0.00118763 0.000858505 -8.0769e-05 0.0040241 -0.00265569 -0.0117948 -0.00720544 0.00500774 0.0079302 0.00602517
internal_weight=269.296 7.53934 6.09846 261.756 259.83 9.24876 7.38042 1.86835 250.582 3.54121 247.04 243.991 24.811 22.3372 14.1576 8.17961 5.63641 11.6383 9.9792 7.64285 219.18 212.241 163.676 48.5648 17.92 8.17306 7.35208 9.74691 30.6448 27.9941
internal_count=4633 660 526 3973 3735 132 85 47 3603 405 3198 3150 466 331 254 77 54 151 117 75 2684 2641 1878 763 352 196 190 156 411 397
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=16 0 20 21 6 18 3 7 20 15 23 23 18 12 18 2 20 18 13 13 13 5 14 20 19 2 16 2 19 9
split_gain=4.70272 3.59824 3.44914 3.50357 3.33676 2.86596 5.16779 3.76541 3.38927 2.81163 2.63379 3.13949 2.81638 3.44377 3.25902 3.00605 2.96127 3.93288 2.47154 2.4593 3.30691 2.43781 4.59853 3.71461 2.50837 3.23444 3.32537 2.38386 2.36825 2.33412
threshold=18.594956516900002 86.09518316945001 41.965446242000006 1.1709819147500002 15.635365317800002 13.037923179150001 94.16862293520002 22.532843451200005 44.749265482150008 32.548041893900006 0.08079500000000002 1.0000000180025095e-35 13.278511569200001 114.82338089645002 13.758874730250001 78.110129541750013 41.257948413050009 13.431207332600001 117.51519334005 108.49810477050001 108.06526301150002 21.252944829650001 284.82531865025004 42.759119507950011 14.251149826300002 178.46521675150004 22.624947093000003 84.740378741850009 14.351157895250003 201.81004550795004
decision_type=2 2 2 2 2 2 2 2 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 18 -4 9 7 -7 8 -5 19 11 29 28 14 -14 -16 17 -15 -2 20 -1 22 -18 24 -23 -26 -27 -17 -12 -3
right_child=1 10 3 5 -6 6 -8 -9 -10 -11 12 -13 13 16 15 27 21 -19 -20 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-2.6967994825475325e-05 0.0015487043363235256 0.00065425058326073387 0.0015290425541572344 -0.0016173325812238342 -0.0015300484842141241 -0.0018830819528971932 0.0010429848981727192 0.0014468774820742924 0.00025370500880998899 -0.0019323634460111227 0.00039383754040418583 0.0013302908837724164 0.00069766492625698362 -0.0010380194274467287 -0.0024145731995429223 0.00077064736359615227 -4.8974908318162461e-05 0.00077229834288979201 0.000156739585816484 0.0011349664604174735 -0.0019810764538381849 0.0011339618316422938 -0.0022536913542361829 0.0011792587508155945 0.00049436392236986749 -0.0022599124043047748 0.00025973093440167123 -0.0016482408144020435 0.0015425486135703058 -0.00083735813957372591
leaf_weight=110.66648678272031 4.6128488229587665 16.270383156836036 2.5813298672437694 5.9375594081357175 5.2045889724977306 9.9945762082934362 2.4305913466960183 3.6512287529185405 6.6464663539081812 2.5396045474335542 13.564277082681658 21.15017918497324 4.0321955308318129 4.2437222376465789 4.012548912316559 2.8479205183684826 14.172106493264438 46.271308658644557 39.628361945506185 5.7003196701407424 2.8781470935791722 3.5393875613808694 3.909875873476266 10.255733549594877 5.2821156904101354 4.7059388346970081 2.6533015519380569 2.4594491068273783 10.174160316586493 4.295326590538024
leaf_count=2273 25 81 11 89 371 148 23 22 69 106 60 156 19 21 56 14 80 248 307 34 108 13 53 37 22 50 15 29 60 33
internal_value=0.000163106 0.000306696 -2.14245e-05 -0.000479245 -0.000118808 -0.000660124 -0.00131069 -0.000162232 -0.000629112 -5.84972e-05 0.000449168 0.000843421 0.00032469 0.000201716 -0.000654166 -0.00123903 0.000321966 0.000620215 0.000301874 -1.85887e-05 -7.6501e-05 -1.64564e-05 -0.000525702 0.000331856 -0.000205247 -0.000580205 -0.00135148 -0.000350272 0.000886169 0.000342715
internal_weight=376.312 249.323 75.483 31.2418 126.989 28.6604 12.4252 16.2353 12.584 121.785 173.84 41.7159 132.124 108.386 13.3521 9.31992 95.0335 50.515 44.2412 119.245 113.545 44.5185 18.082 26.4365 16.1807 12.6414 7.35924 5.30737 23.7384 20.5657
internal_count=4633 1741 694 362 2892 351 171 180 158 2521 1047 270 777 657 118 99 539 269 332 2415 2381 270 133 137 100 87 65 43 120 114
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=16 5 6 20 5 2 16 13 21 16 13 0 2 8 22 23 0 22 22 5 23 20 15 9 17 15 20 12 16 20
split_gain=3.34762 3.5869 3.06204 5.44967 4.10831 3.88258 2.84945 3.29339 4.21591 2.78632 2.19625 2.26966 2.14459 2.20653 1.97115 1.85212 1.83892 2.30896 3.55538 4.4246 2.42934 2.20696 2.67831 1.84642 1.81412 1.79509 3.13136 4.09933 2.56192 3.66199
threshold=20.394952307700002 23.714185006400005 16.455384477450004 38.804629908750009 22.825270530250005 191.54391932205002 22.674946976100003 117.58509325145 8.449163415300001 20.034953149600003 117.67650082785001 91.625341543800019 325.13486840910008 2.8477776226000002 -0.09280999999999999 0.4149000000000001 90.321439350550008 -0.080234999999999987 -0.11534 21.556055031700001 0.090850000000000028 42.844429421150004 33.995989817300007 195.46053662500003 162.04221493815001 28.579157549250002 39.354247760400007 114.82338089645002 18.594956516900002 37.232443001650005
decision_type=2 2 2 2 2 2 2 2 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 10 -4 5 6 7 8 14 12 11 16 15 -14 -5 24 17 18 23 -20 -21 22 -19 -2 -1 28 27 -27 29 -26
right_child=1 -3 3 4 -6 -7 -8 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 21 19 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0019215609982997468 0.0022745945631079704 -0.00032318705453765359 0.0021659154987936627 0.0012237873701953018 0.0011716138425169529 -0.0031324425308155331 -0.0022253879432190854 0.0011552545403540006 -0.0030469440112269831 -0.0026550457560962078 -0.0012016828702312214 -0.0010263617677188574 -0.00013030126802149203 -0.0030052178092882073 -0.00099557413660119709 -0.0030614840402840913 0.0021119287615254997 -0.00053440389884422119 -0.0022333061002291297 -0.00087019594228900045 0.0016793627993679945 -0.00045448678747553317 0.0020395724354262345 0.00026184225137597795 -0.0017919276501530523 -0.0026797749953029614 -0.0012291849430380512 0.00096227331891758866 0.0012202244657441123 0.00026529305459901015
leaf_weight=3.4268143072258672 8.8171238675713521 35.987815987784415 8.92019324749708 5.9503600671887371 12.835207832977174 4.2692666389048091 5.1399037092924109 11.575279679149387 4.5421056821942321 3.1781692663207641 3.3982136920094481 3.7851934097707263 4.6251935360487533 3.684162124642171 6.3592428117990574 1.4634139547706571 13.282341733574865 3.5124238580465343 6.3204680681228664 4.8561656847596151 7.0217901617288589 3.9782151877880088 26.784851439297199 5.8065774887800208 7.2222105684340923 2.8085516188293722 18.161735045490786 15.339354982133953 19.017991014290601 83.386989723076113
leaf_count=346 43 401 46 23 64 52 39 44 34 42 24 33 157 168 37 44 68 19 42 30 27 19 187 29 420 33 320 120 134 1588
internal_value=0.000204288 0.000461136 0.000652947 0.000168321 -0.000183336 -0.000642977 -0.00032635 1.70166e-05 -0.000764828 -8.55182e-05 0.000982762 0.00107096 -3.42013e-05 -0.00140497 7.72468e-05 4.13169e-05 0.00116973 0.000983211 0.000457818 -0.000359879 0.000637005 0.00148633 0.00174117 0.0014754 7.17171e-05 0.000118522 -0.000415586 0.000398634 0.000295424 0.000101318
internal_weight=345.457 183.143 147.155 59.5916 50.6714 37.8362 33.5669 28.427 16.8517 162.315 87.5634 84.1652 159.136 8.30936 12.3096 150.827 80.38 67.0976 32.8221 18.1984 11.878 34.2755 30.2973 14.6237 149.364 145.937 36.3096 18.1479 109.627 90.6092
internal_count=4633 1261 860 339 293 229 177 138 94 3372 521 497 3330 325 60 3005 464 396 171 99 57 225 206 72 2961 2615 473 153 2142 2008
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=16 10 17 4 15 13 5 21 22 18 19 0 5 12 23 8 23 20 21 2 16 7 23 20 20 10 16 2 21 0
split_gain=3.32822 2.96603 4.54852 3.32386 2.71802 2.61726 2.61462 3.64984 2.34287 3.52923 2.97904 2.25002 3.82591 2.27132 2.20982 2.19697 2.1709 2.15691 2.13847 2.13324 2.02296 2.89371 3.07898 2.8751 1.97222 4.1974 4.04216 4.76328 3.88062 3.68721
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 46.055224235250002 117.97223122220002 10.36813655115 18.870920756500002 -0.095854999999999996 14.349689277800001 12.851036860900001 98.51854819030001 14.47989612135 207.49943573995003 0.093745000000000023 2.3481675133500004 0.11458500000000002 36.772607578000013 12.265872381800003 97.889449657450015 23.044946110900003 23.209106085000005 0.090465000000000031 42.720329370750001 42.081757894750005 64.369753017350021 22.604947139800004 108.01392853780001 10.899813468900001 88.122280599850015
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 7 -3 9 18 -10 13 17 14 -8 -14 -17 -13 -5 -16 21 -6 23 -23 25 29 27 -26 -27 -2
right_child=4 6 -4 8 20 -7 11 -9 10 -11 -12 12 15 -15 19 16 -18 -19 -20 -21 -22 22 -24 -25 26 28 -28 -29 -30 -31
leaf_value=-0.0019785117013765459 0.000925297003095739 -0.0015743962695659976 -0.0030389399143797517 -0.0010889494728447886 -0.0027134994624122143 -0.00078940503201081281 0.0010826666133920766 0.0013593579959044492 -0.0030594995553698649 0.0026844329544338289 0.00041857252234912557 -0.0029089568605809579 0.0017030059983451824 0.0022622283181485863 0.00072783602982248047 -0.0028571353256199184 -2.1979628151808052e-05 0.00059628635417413828 0.0014954888839723178 -0.0028344291041035529 0.002150582721090795 -0.0033669269908776027 0.001211674911382761 0.00090374465891752997 0.0018327630173288457 0.00034463196835767505 -0.00078165208872323143 -2.6206523848954957e-05 -0.002670535167354493 0.0027796896567447841
leaf_weight=7.3685710192658034 74.16031155642122 12.605047188699247 5.7403525817207983 6.5462342407554406 4.806007923558357 11.435548900626598 12.454961533658212 4.190565458033233 3.2835561025422058 4.7636913955211631 4.1155681314412504 1.3598348249215657 1.4229166833683837 7.4903961941599837 2.4805895788595071 6.1591618442907912 2.9683085987344384 30.580195585731417 3.7259533060714602 2.5065836124122143 1.7229548320174206 3.054830100387333 5.6328480672091246 1.8939343187958 15.902189686894415 54.948823463171721 22.348741911351681 28.621128788683563 3.3592599593102923 8.9073803052306157
leaf_count=385 366 920 156 194 119 180 56 52 138 33 71 72 9 50 15 148 35 472 61 25 10 51 34 29 122 362 138 242 36 52
internal_value=0.00021053 -0.000159438 -0.000819137 -0.000391589 0.000397647 0.000479075 0.000118985 -0.000842414 0.000129621 0.000746974 -0.00112491 0.000358477 -2.26101e-05 0.00100793 0.000469283 -0.00144446 -0.00193513 0.000447052 -0.000151516 -0.00106258 -0.000647805 -0.000961141 -0.000165247 -0.0017325 0.000548731 0.000731003 0.000163386 0.000637753 0.000170921 0.00112414
internal_weight=356.556 119.762 35.5439 29.8036 236.794 219.683 84.2186 16.7956 22.435 15.0359 7.39912 67.4229 42.4904 24.9325 17.4421 10.5504 9.12747 31.94 10.2722 4.98717 17.1106 15.3876 10.5816 4.94876 208.248 141.376 66.8721 44.5233 58.3081 83.0677
internal_count=4633 2892 1038 882 1741 1498 1854 972 497 288 209 882 736 146 96 192 183 544 255 40 243 233 114 80 1318 816 502 364 398 418
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 0 20 20 21 16 20 16 4 0 6 20 20 22 9 23 23 18 12 9 7 18 2 7 18 10
split_gain=4.56743 3.2059 4.08417 3.8265 3.35123 3.09199 3.00748 3.64444 3.0766 2.88252 5.69319 3.44467 2.91837 2.64285 2.58047 3.48461 2.94381 3.41284 3.54428 2.52641 2.92766 2.87613 2.87412 3.21913 4.70465 3.01904 2.82962 2.47486 2.6581 3.97065
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 86.09518316945001 42.081757894750005 43.477771593600004 3.4893684343500007 16.224962059000003 41.289992964000007 13.534968349350001 177.83314668290004 85.769879735700016 11.085259005300001 43.895345911700005 41.037275035300006 -0.054875 204.20786774030003 0.08079500000000002 1.0000000180025095e-35 13.278511569200001 114.82338089645002 192.57902085675002 23.156313609200001 13.758874730250001 78.110129541750013 22.502236473750006 13.037923179150001 61.923256118600001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 6 -2 13 -9 11 12 -6 -11 27 15 -13 17 18 -16 20 -7 -21 25 -24 -25 -23 -27 -8 -29 -30
right_child=5 3 -4 -5 9 19 7 8 -10 10 -12 14 -14 -15 16 -17 -18 -19 -20 21 -22 22 23 24 -26 26 -28 28 29 -31
leaf_value=-0.0015547578102094535 0.00038645045609953362 0.00099406512168656721 0.0032466652646556235 -0.0023981958730901771 -0.0004573244054883257 0.00044915128516736017 -0.0023778146553411193 0.0022970367731137893 -0.0003673512691386606 -0.0030401159470679379 -0.0018216860071280628 -0.002174005687531894 0.0010427293207275737 -0.0031913521365814009 0.00055285142606150241 0.00057933456307811227 0.0015846381519296607 0.0012360303779603531 -0.0021885397975743735 0.0011859274523261735 0.001753983364239952 0.00094505211452577324 -0.00097196167175422888 -0.0021823757633404072 0.00066162055494792596 -0.0031974691031953018 -0.00040980566925748088 0.0024256468193936038 0.0018044294612000302 -0.0028998336337694814
leaf_weight=8.85760218312498 43.410867363680154 2.6824503839015943 2.1696397084742776 7.3307146390434355 28.903628968750127 20.105013428255916 3.8970198915340024 3.2705729007720938 11.773016680963336 1.1636664317920828 13.013916836353017 4.256748191546647 9.2751355310901982 3.9570935564115635 6.2837532050907594 7.4936225228011608 18.713565493701026 11.088403251953425 5.0027765966951847 23.315280813723803 20.52067743614316 3.8493832945823661 9.2313222121447307 3.5886738635599604 80.330284701660275 3.8458044975996 4.8782057352364063 1.9713792726397512 1.7952210772782562 2.5861553866416216
leaf_count=489 347 40 7 248 988 114 59 13 142 31 442 80 135 50 56 127 123 55 71 120 156 19 70 25 444 56 43 12 12 59
internal_value=0.000204821 -0.000170007 -5.63317e-05 -0.00148944 -0.000119165 0.000400081 -1.93931e-05 -0.000621709 0.000211904 1.71423e-06 -0.000749316 0.000217192 0.000587594 -0.00150442 0.000586162 -0.000418104 0.00087336 0.000278473 -0.000662276 0.000579727 0.00110824 0.000413332 0.000242952 0.000390164 0.000540001 -0.00084767 -0.00163869 -0.00085315 8.21375e-05 -0.000972313
internal_weight=368.562 126.236 116.222 10.0132 114.053 242.326 72.6613 29.2505 15.0436 105.195 23.4527 81.7425 10.4388 14.2069 52.8389 11.7504 41.0885 22.3749 11.2865 169.665 40.6257 129.039 105.724 93.1503 83.919 12.5734 8.72401 10.2498 6.35276 4.38138
internal_count=4633 2892 2604 288 2597 1741 694 347 155 2108 608 1500 166 192 512 207 305 182 127 1047 270 777 657 539 469 118 99 142 83 71
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=16 5 6 15 18 15 20 21 16 20 13 2 17 20 9 9 17 6 18 7 16 20 17 19 21 16 15 7 23 23
split_gain=5.23672 3.19507 2.94263 2.66577 3.92447 3.1937 2.32551 2.67997 2.28249 3.68858 3.41279 2.38316 2.28102 1.78605 2.57403 1.77721 1.7902 2.47477 2.1274 2.38035 2.77998 2.79664 2.00169 1.79554 3.18363 1.76386 1.74336 1.65993 1.63765 3.16835
threshold=18.594956516900002 23.714185006400005 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 3.3069203559500004 16.024962526700005 41.289992964000007 103.39541123890002 168.84984911130002 168.88575108035005 47.309807198350008 50.208594234450011 226.58992707320002 196.70927211395002 16.435384010100005 13.471502260950002 23.276000438150003 22.604947139800004 38.110427674550003 192.92322630085002 13.851117550450002 11.772995266200001 22.644947046300004 15.000551226050002 28.347923316400003 0.083395000000000011 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 28 3 5 -5 6 -1 26 10 -10 12 -12 -9 -11 -15 16 18 25 19 20 22 -22 23 24 -3 -18 -8 -6 29 -2
right_child=1 15 -4 4 27 -7 7 8 9 13 11 -13 -14 14 -16 -17 17 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012161452282120691 0.00022723069877266704 0.00098555312211621635 -0.0018814606503582952 0.0012787614415416915 -0.0023994040552215283 0.0027859907728449654 -0.0013858586881405574 -0.002366421648058926 0.00053974730896218823 -0.0024649683447622371 7.2115050475320724e-05 0.002011803044814063 -0.00018592877934586386 -0.0023853811733439427 0.0018369437062170715 0.0017582511768275254 -0.0019810177510024953 0.0013080804191116467 -0.0024726766733039005 0.0010542650964184979 0.00059856617070111647 -0.0019974118124603778 0.0020296434983653406 -0.0016572967523867149 -0.002687203378415957 0.00069445252026810672 0.00067659274280145842 0.0016007630548207452 0.00037992151444962556 0.0012636929774618017
leaf_weight=7.710552107077091 24.795547230169177 5.9962704391218811 4.6355890636332324 2.2208165666088444 6.2190408576279879 1.9320107963867474 2.1027716548414892 2.455382624291814 4.8419776558876029 6.3706834153272194 6.3250174224376661 5.8604914285242558 37.368475950090215 1.4449767090845855 1.3330584987998007 2.2650903463363639 2.5368292238563281 7.1324069146066904 2.4380819834768763 4.8821366038173428 2.5750757157802573 8.8159858128055912 2.1081376168876877 3.2776459325104952 1.3976318524219093 2.2180773541331291 30.76757553149946 0.54157528979703773 137.85063269920647 33.034664396196604
leaf_count=400 147 83 371 18 240 6 214 177 40 221 29 29 756 88 7 13 35 56 40 22 12 151 8 74 39 12 288 8 831 218
internal_value=0.000200857 0.000387988 -0.000168908 -0.000101341 -0.00124871 -6.37556e-06 -5.69932e-05 3.34049e-05 -0.000221215 -0.00100697 -9.84558e-06 0.00100499 -0.000320369 -0.00182557 -0.000359271 -0.000134115 -0.000232929 0.000491668 -0.000506452 -0.000341449 -0.000623363 -0.00141056 7.83007e-05 -0.000307182 0.000291311 -0.00073296 0.000544654 -0.00207896 0.000509771 0.000819295
internal_weight=363.454 241.324 122.13 117.494 8.98143 108.513 106.581 98.8704 66.0001 13.9907 52.0094 12.1855 39.8239 9.14872 2.77804 45.6434 43.3783 11.8873 31.491 29.0529 24.1707 11.3911 12.7797 10.6715 7.3939 4.75491 32.8703 6.76062 195.681 57.8302
internal_count=4633 1741 2892 2521 266 2255 2249 1849 1347 356 991 58 933 316 95 545 532 103 429 389 367 163 204 196 122 47 502 248 1196 365
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=16 15 18 15 20 5 22 16 20 20 16 20 23 0 16 6 10 10 23 12 19 19 10 5 0 18 22 22 0 18
split_gain=3.54848 2.83393 3.90126 3.52738 2.6331 2.5313 2.29498 2.17475 5.17878 2.83155 2.57452 2.64136 3.32181 2.69976 3.60802 2.21706 3.36771 2.1435 2.78461 2.03197 2.0298 2.10102 2.00442 5.16901 4.0791 3.03087 4.1302 3.23502 2.93602 2.77076
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 23.714185006400005 0.63131000000000015 16.224962059000003 41.289992964000007 39.955516828000007 13.534968349350001 41.835830569250014 0.093745000000000023 98.230883170350012 14.274966618900002 11.085259005300001 80.677940036650014 70.348883899450016 0.089505000000000015 247.65401887280004 10.850875481800001 10.350835137000002 66.859265246100009 20.769304081650002 91.886121982450007 13.921859755900002 -0.074029999999999999 -0.092614999999999989 90.321439350550008 14.380989918050002
decision_type=2 2 2 2 2 2 2 2 2 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 22 7 10 9 -9 19 12 13 -12 -15 16 -13 18 -10 20 21 -6 28 24 -24 -26 27 -27 -2 -28
right_child=5 2 -4 -5 6 -7 -8 8 17 -11 11 15 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 25 26 29 -29 -30 -31
leaf_value=-0.0014648448023816319 0.00054286452328518114 0.001205076768886793 -0.0024790068924581432 0.0032644374507220459 -0.0026993010329297395 -0.0001681782303708793 0.0016299616345166192 -0.0020237281880296446 -0.0019115623793489358 0.0013457488803062375 0.0011791704805216362 -0.0021683765825259017 -0.0014981837004037469 0.0010947353950836783 -0.0029014232400284418 0.0017210703936958599 0.0012165484225628628 -0.0025729196629164504 0.002527532113373583 0.00020091951779285756 -0.0027242803540405008 0.00016922487785872781 -0.0020549341341383931 -0.003129200464608164 0.0023392737307023114 -0.0001961926908610984 -0.00075380921453798474 -0.0032683953451502915 0.0017750680320696988 0.0013126940397605708
leaf_weight=8.4426188640063611 130.95906352624297 2.5516446935944241 6.9223746384959668 2.0614502830430856 2.2083164596697333 43.709992479067296 5.4061107560992232 2.0559011464938539 2.5395033603999759 7.5894674845039845 12.428189094178384 2.8672728338278848 7.5775871612131587 2.9102864991873494 2.951919075101614 14.309322586515917 5.6894840318709612 8.5564717729575914 1.4342392804101107 12.755214625853112 4.0564321677666149 6.6240777014754713 4.3911272361874572 3.0799393709748975 5.2277541533112517 8.6992839537560886 5.394494151696569 2.9863552525639525 13.871198143810032 19.141400262713432
leaf_count=489 762 40 248 7 268 545 55 35 174 128 74 64 83 20 68 87 88 255 12 354 212 131 46 49 20 90 31 39 74 85
internal_value=0.000204089 -0.00014906 -0.00148677 -3.63702e-05 -9.80034e-05 0.000385433 1.51758e-05 -7.52373e-05 -0.000775245 0.000627548 0.000133468 0.000477184 -8.02705e-05 0.000507161 -0.000917534 0.00110782 8.22982e-05 -0.00185507 -0.000309364 -0.000519732 -0.00123291 -0.000547977 0.000510328 6.46148e-05 0.000279202 0.00052648 0.000264844 -0.000981318 0.000660879 0.00085835
internal_weight=359.398 121.938 9.47402 112.464 110.402 237.461 101.96 96.5537 22.1756 9.64537 74.3781 48.7341 25.868 18.2904 5.86221 22.8661 8.55676 12.5302 3.97374 25.644 12.8888 8.83239 193.751 48.9204 45.8404 41.4493 36.2215 11.6856 144.83 24.5359
internal_count=4633 2892 288 2604 2597 1741 2108 2053 604 163 1449 484 245 162 88 239 152 441 186 965 611 399 1196 360 311 265 245 129 836 116
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=5 21 17 23 21 15 2 10 22 5 13 4 22 16 21 16 8 13 17 2 21 21 8 17 22 0 5 5 23 7
split_gain=0.750045 1.62816 1.24496 0.965705 1.18653 0.763505 1.67804 1.29227 1.46004 0.898253 0.860396 1.34991 1.37115 1.34196 0.887013 1.75261 1.65251 1.63542 1.59711 1.53525 1.38992 2.2969 2.10424 1.46887 2.01439 1.58276 1.3951 3.75572 1.67873 1.88756
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 0.074735000000000024 20.581461612800002 46.723315192750007 247.02271001585004 61.982402197500001 0.050115000000000014 27.179953022650004 117.97223122220002 160.20223982390002 -0.098419999999999994 22.724946859200003 3.1734339793000008 22.634947069650003 1.7486353823000003 117.57971633515002 168.09695031380002 186.79363985910004 1.9176293050000004 1.2219980417000003 8.2435668022500028 199.89028782265004 0.09450500000000002 86.538778761000017 20.971847224900007 21.990725385850002 -0.091114999999999988 22.995234593000003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 -8 -9 -7 13 -12 -13 14 15 17 -16 20 19 -18 21 26 -23 25 -25 -22 28 -28 -2 -30
right_child=5 2 -4 4 -6 6 7 8 -10 -11 11 12 -14 -15 16 -17 18 -19 -20 -21 23 22 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.027308616881621926 0.017911299472125927 0.01711311625704361 -0.028185944797160495 -0.027700244993051987 0.013285962213168356 -0.030161150239148823 0.011426560994671596 -0.029447350798558786 0.01209220692909381 0.0040633897935340949 0.0084804441171831453 -0.029946656013249497 -0.0031383612806777715 0.014539818183614207 -0.028318170114760365 0.015973416942572195 -0.03069214963786986 -0.021267488466834718 0.00081747486249288614 0.00016104667004116635 -0.013612234706696745 -0.031393113669472165 -0.00035084636809136705 -0.016297523195421267 0.01727080284694239 0.015643426433872159 -0.040996313910674112 0.0021089621938568228 -0.019528372348045213 0.0047253539189018095
leaf_weight=2.1031733184354371 6.0357720188330815 2.4506207358208485 0.90054333180887614 1.0188976218632886 0.9661758339498191 2.3928149091079818 3.6873128688894212 1.5243027405813339 0.97349308151751746 0.69476876314729441 2.5814741272479278 2.3674906759988517 3.0851004905998707 5.4248273484408847 1.4197307211579744 7.2548072747886172 2.2452727736672378 2.0097367670387021 164.14018695859704 2.2845170306973159 1.4327414927538509 2.8319808235391966 3.343065510969609 3.2418156593339509 2.0481053665280342 13.84509650338441 1.777461621328255 7.0408692420460284 2.4920910557266387 23.47743785509374
leaf_count=482 60 56 82 146 22 78 32 52 5 11 37 104 43 32 92 72 346 31 1741 88 26 63 44 81 16 170 33 231 25 332
internal_value=0.000736471 -0.00756334 0.000218872 0.00598567 -0.00775142 0.000965454 -0.00650605 0.00145807 -0.0132577 -0.0224599 0.00123153 -0.00730496 -0.0147784 0.00150331 0.0012169 0.00357988 0.000149521 0.00228759 0.000389139 -0.0151319 0.00298823 0.000474124 -0.0145874 0.00873312 -0.00330083 0.0128999 0.00275235 -0.00657953 0.00532353 0.00239791
internal_weight=277.092 7.43941 5.33624 4.43569 1.98507 269.652 9.27269 6.18511 2.4978 3.08758 260.38 8.03407 5.45259 252.346 246.921 76.831 170.09 69.5762 168.67 4.52979 67.5664 46.9987 6.17505 20.5678 5.28992 15.2778 40.8236 8.81833 32.0053 25.9695
internal_count=4633 788 306 224 168 3845 178 89 57 89 3667 184 147 3483 3451 1184 2267 1112 2175 434 1081 788 107 293 97 196 681 264 417 357
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 21 20 18 3 7 13 18 16 9 6 4 20 20 16 20 15 12 8 22 22 7 8 6 20
split_gain=4.09083 3.31769 3.23709 4.60772 3.61184 3.10932 3.48599 3.44121 3.15666 7.01807 3.52515 3.64075 3.11411 5.4275 4.786 3.05222 3.76497 3.03049 2.93291 3.06811 2.91797 2.64498 4.24823 2.49594 2.44635 3.74695 4.05733 3.8501 3.50147 2.55412
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 86.09518316945001 0.49227235280000009 41.965446242000006 13.037923179150001 94.16862293520002 22.532843451200005 116.60111757565001 13.829007611650001 22.654947022900004 196.40176798710004 16.455384477450004 196.82258699960002 36.654713368950006 41.289992964000007 22.574947209950004 41.257948413050009 28.579157549250002 102.11013250220002 8.543332867800002 -0.095074999999999993 -0.070854999999999987 24.142338514450003 8.543332867800002 15.945372561050002 41.489621506400006
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 6 -2 20 10 -10 11 -9 15 14 17 16 -7 -14 -17 -20 -8 -16 -23 -21 28 27 -27 -26 -24 -28
right_child=5 -3 3 -5 -6 12 7 8 9 -11 -12 -13 13 -15 21 18 -18 -19 19 23 -22 22 24 -25 25 26 29 -29 -30 -31
leaf_value=-2.0865632527459891e-05 0.0011530633214688016 -0.0017948521187235715 0.0013631984743942805 -0.0020532481299025168 0.0028380051399365925 0.0018047780506706441 -0.000225445755074441 0.00069708475230768744 -0.0023029007467427749 0.0014791210325621853 0.0016884494294452093 -0.0016079516112525241 0.00030865302812903614 0.0020131902428185181 0.0012146159795707106 0.00078595328027071011 0.00065082279333761274 -0.0019810817822409222 0.00053958806750064312 -0.0028445030368558959 0.0010160797834610949 -0.0024141281286717449 -0.0006602374012395464 -0.00022408175871818962 -0.0020138738975105644 -0.0016257692313687499 0.0011603580955234965 0.0006831109079689728 0.0015962402545092271 -0.00038117037352462644
leaf_weight=107.52769628050737 10.031507403589783 5.4026753699872634 2.3909545885398966 7.6604304702486843 2.0793121103197327 20.519906707108021 23.721838932484388 5.4049775712192112 10.774774666875599 2.8675531875342122 3.8485600585117927 7.625273123383522 4.0153785981237871 6.9989482685923567 11.202897556126116 18.337314561009411 35.856435772031546 7.9520038887858391 6.1943896189331991 3.4149961918592453 13.834601121023296 3.0038139745593062 4.4851528331637303 3.2984360978007317 7.4654115922748954 4.0951584130525758 16.327718529850248 3.63197922706604 10.861200101673601 7.1269508600234976
leaf_count=2249 111 371 18 248 6 136 163 53 148 24 22 106 25 43 50 81 164 91 26 26 67 40 35 15 84 30 80 27 53 41
internal_value=0.000169853 -0.000147999 -7.36426e-05 -0.00124057 3.33689e-05 0.000327036 -2.93306e-05 -0.000203561 -0.00073939 -0.00150794 -0.00011821 -0.000651817 0.000486288 0.000198766 4.03594e-05 0.000772318 0.00107084 -0.00121281 0.000233688 -0.000550881 0.000231893 0.000260259 7.26789e-05 -0.00155704 0.000211027 -7.71522e-05 0.00034743 -0.0011312 0.000936758 0.000691948
internal_weight=377.958 125.061 119.658 10.0514 109.607 252.897 78.1091 68.0776 30.5211 13.6423 16.8788 13.0303 174.788 87.1666 80.1677 87.6215 56.3763 11.9674 31.2451 12.9078 37.5564 68.2003 56.9974 6.71343 53.9936 38.6472 27.5498 11.0974 15.3464 23.4547
internal_count=4633 2892 2521 266 2255 1741 694 583 353 172 181 159 1047 599 556 448 300 116 148 67 230 440 390 41 350 262 151 111 88 121
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 22 22 21 15 9 9 10 0 0 6 22 2 13 12 7 3 6 5 20 23 21 15 12 15 21
split_gain=0.67216 1.50556 1.15137 0.96716 1.42978 0.770677 0.889452 1.38144 0.810598 0.875764 2.01907 1.9436 1.76828 1.69732 3.18252 1.6891 1.57411 1.48333 1.47542 1.39362 1.28236 1.24651 2.23249 1.18894 2.06485 1.17044 1.37121 1.1429 2.92441 3.18134
threshold=7.754880527600001 8.8671606832000016 5.3654262215500008 0.074735000000000024 92.146902421150017 0.70681500000000008 0.27394500000000005 0.54612131245000006 8.9474656819000007 186.70853236170004 185.98753508445003 77.443724905700023 104.03526427400001 85.732241321850012 16.465384711100004 0.20852500000000004 52.497771754550008 117.60122400020002 99.140885195450011 22.126303133300002 79.47351079420001 16.625388449550005 28.006145904900002 43.521589032450009 -0.20885999999999996 16.027392061700002 36.548474543700003 147.73915704645003 35.293770423450006 11.845349650450002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -8 -2 10 11 16 13 14 -11 -14 -10 -16 19 -18 -20 -19 -23 24 -13 27 -27 28 29 -15
right_child=5 2 -4 4 -6 -7 7 -9 9 12 -12 23 15 25 17 -17 18 21 20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.033071786056933998 -0.036889435315031423 0.021001356993613898 -0.03385272121309605 -0.033615997470112492 0.022052142902424857 0.018586674897731172 0.0029631583437611624 -0.032317198041312237 0.027613706560739901 -0.040726167977275587 0.025119242398481362 0.03286366240433488 -0.03381434649872142 0.0031067703782142676 -0.029015472284474066 0.032993478233190744 -0.042771723675091196 0.012298321657090851 -0.036428728697154272 -0.0061799351264427062 0.0023552397641948089 -0.02993572346432909 0.0095425116964590259 0.032047425490117923 -0.016749584478521845 -0.034887065037937655 0.0017564921813036666 -0.00014721917190056919 0.017367864476752082 -0.03885631009474029
leaf_weight=1.9407925386331033 0.57730402232846145 2.328589842072688 0.8566508232615887 1.1120722073246723 0.83675529831089068 2.5863373801112166 2.5339650732930741 2.1008790343767032 2.0799371376633635 2.76285750162788 4.6908502007136113 1.5739039597101512 2.6240260467166077 57.171787969302386 1.9226799134630699 0.46036660351091985 1.5423989093396802 5.6618684250861389 0.90649764146655698 3.5710595399141312 33.029409704729915 2.7662652535364032 3.1941917324438691 3.4725138033973053 1.9360532900318492 1.9597454159520555 2.2938516139984131 109.76400826009922 15.665157020092009 1.9329360201954831
leaf_count=482 49 41 105 138 22 40 32 71 17 60 41 14 297 606 72 5 72 49 38 25 891 61 32 35 69 30 15 1055 129 40
internal_value=0.000852941 -0.00893488 0.000189405 0.00700712 -0.00971413 0.00111058 0.000940779 -0.0130287 0.00118832 0.00127255 0.00497279 0.00300853 0.000334021 0.000697612 -0.00925971 -0.0238428 0.000344388 -0.00284131 -0.00110809 -0.0172173 0.00131924 0.00148868 -0.00877945 0.0187013 0.00549755 0.00155775 -0.0151262 0.00194232 0.00500981 0.00173443
internal_weight=275.856 7.07486 5.13407 4.27742 1.94883 268.781 266.195 4.63484 261.56 260.982 52.8026 48.1118 208.18 205.095 16.3079 3.08439 41.1293 13.545 39.0494 5.11346 33.9359 11.6223 5.96046 6.98247 3.50996 188.787 4.2536 184.534 74.7699 59.1047
internal_count=4633 788 306 201 160 3845 3805 103 3702 3653 1202 1161 2451 2149 274 302 1043 214 1026 97 929 142 93 118 83 1875 45 1830 775 646
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=16 15 18 15 15 20 16 4 13 12 20 8 16 5 18 7 15 10 7 6 13 21 21 4 18 9 10 3 3 5
split_gain=3.98719 3.35414 3.69347 3.46882 3.24064 3.13847 2.45915 3.56582 3.18807 3.23749 2.96758 3.09657 3.05518 2.93305 2.40985 2.80606 2.30642 2.18336 2.8761 2.1832 2.07601 2.03198 2.41559 2.3233 2.27679 2.56718 1.99839 1.99794 1.99574 2.45621
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 46.055224235250002 37.232443001650005 15.839962959300001 224.75522095420004 97.873318238950006 216.20511703005005 41.319407281650008 7.2443465838000014 17.684958644900004 2.7155367820000005 15.329371696850002 24.899526511700007 23.340124910500005 70.311245485600026 24.103872582350004 13.245309474550002 118.84598011460001 15.294585115650001 9.4810485893500012 404.75570863780007 13.405741979600002 211.92060661890002 58.309968391300011 84.850427055100013 81.80440399325002 13.252098438300001
decision_type=2 2 2 2 2 2 2 2 2 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 27 5 20 -1 8 -8 9 13 12 -12 16 -7 15 -10 -9 -11 -19 -15 -2 22 23 24 25 -6 -22 -3 29 -16
right_child=4 2 -4 -5 21 6 7 10 14 17 11 -13 -14 19 28 -17 -18 18 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0014727050598780263 0.00049347889083324375 0.0030143954393088749 -0.002305285690853337 0.0030641495465844803 -0.0027765601564550403 0.0013313072206945461 -0.0018646604435945573 0.001363831306138317 0.00032867510505618593 -0.0027282125890416681 9.3789636181833307e-05 -0.0027037357964305674 0.0022018918933470449 -0.0026027926703039279 0.0021572256311188035 -0.0028161061840463499 -0.0028838115223703362 0.0015383127448859823 -0.00034815265115015068 0.00049495079837141528 8.1784153255618633e-05 0.0010375367213153017 -0.002919531113942143 -0.0029399585464078165 0.00087339559662500885 0.0018006874894212026 -0.002563794225380106 -0.001173094579524451 0.0024345752669694483 0.0002328036958865458
leaf_weight=8.7493527680053358 218.28449447872117 1.3564065694808944 7.685004485421814 2.0383446430787435 2.6128985248506091 1.8208628213033105 8.6714684350881743 1.4048854093998691 18.429080991074446 1.3623373461887265 6.6669497299008054 3.4576771873980761 5.1480250111781061 6.9678549168165755 5.3902227878570619 1.7914494946598996 1.5440906528383491 7.8023153485264656 11.512747275992295 1.6120853964239357 4.9383954079821697 3.4854282615706316 2.999471557326614 1.8816184643656004 6.0374303814023733 0.96568533964455117 2.4621719890274107 1.2691167495213447 5.555266620591282 13.071916516870258
leaf_count=489 1359 3 248 7 67 71 332 15 195 38 167 72 31 442 24 35 27 69 428 28 78 21 56 34 59 6 61 37 33 101
internal_value=0.000195154 -0.000156341 -0.00146609 -3.68316e-05 0.000373027 -9.37976e-05 2.42401e-05 -0.000598449 0.000246583 -0.000342246 4.12697e-06 -0.000861598 0.00108664 -0.00143391 0.00066025 5.00614e-05 -0.000860244 0.000206867 0.000413885 -0.00202076 0.000451116 -0.00060701 -0.0010024 -0.000502259 -2.52607e-05 -0.00154138 -0.000798401 0.00099026 0.00117397 0.00079466
internal_weight=366.975 123.307 10.3105 112.997 243.668 110.959 102.209 26.8931 75.3161 31.0782 18.2216 10.1246 8.097 10.4008 44.2379 20.2205 2.94898 20.6774 19.3151 8.57994 225.685 17.9825 14.4971 11.4976 9.61601 3.57858 7.40057 2.62552 24.0174 18.4621
internal_count=4633 2892 288 2604 1741 2597 2108 644 1464 1076 312 239 73 541 388 230 42 535 497 470 1498 243 222 166 132 73 139 40 158 125
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 16 10 17 9 21 7 16 20 7 13 13 6 15 15 2 17 20 16 23 23 21 16 16 13 3
split_gain=0.650729 1.8023 2.79074 2.52143 1.66727 1.36162 2.18387 2.91021 2.41865 1.59798 2.37429 1.49959 1.46322 1.28063 1.24537 1.75151 1.18071 1.08446 1.44231 1.54309 1.38502 1.55339 3.43626 2.23013 3.49607 4.72291 2.70612 2.3549 2.18202 2.05312
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 15.839962959300001 69.873026810350026 236.15709471040003 192.57902085675002 12.156412995750001 24.673428656250003 15.404963976500001 39.896141435400004 22.557405306150006 101.51349054760001 101.26615239960002 13.345311811050001 28.579157549250002 29.583625105200003 113.24467684720001 212.38791228795003 42.081757894750005 22.494947397000004 0.082325000000000023 0.083395000000000011 5.514213733400001 22.694946929300002 22.654947022900004 112.67059178900001 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 2 4 -3 14 11 9 8 13 10 -7 -6 -13 -8 15 16 -1 -2 19 -19 21 -20 28 27 -25 26 -26 -24 -23 -27
right_child=17 3 -4 -5 5 6 7 -9 -10 -11 -12 12 -14 -15 -16 -17 -18 18 20 -21 -22 22 23 24 25 29 -28 -29 -30 -31
leaf_value=-0.029739215960971056 0.0083058214574190919 0.012604737418528229 0.035441622984295498 -0.026510606409564756 0.00014193864795708416 -0.030136897783316498 -0.022443029815144153 0.015998468774080028 -0.028798718984487052 0.027927338231807462 0.030824534493051951 -0.0043473136059243335 0.018794760991995722 0.0086967974266748561 -0.031559153365462479 0.029340647435089788 0.015612199734243468 -0.0032326696806583423 0.0028012613987975204 -0.035067731431185432 0.014533829565819476 -0.0092603469952551847 -0.037635449898153095 0.021012885439923024 -0.032039445421441937 0.00746939757793474 0.0042593713038504271 3.6423594876105136e-05 0.022922181589312998 -0.01049171387470833
leaf_weight=1.6984669664379906 17.92475867876783 1.8451368146343146 1.7397542663384218 4.7588820882665459 42.554537868185434 1.3207591826794698 1.6432126518338899 2.472786581143736 6.792085881344974 2.2251221593469381 0.84540043771266926 3.111200522631405 7.5624919137917459 3.0308623337186873 2.3602972822263837 0.89611797779798497 0.63681922375690181 4.0108233056962481 110.0644260388799 1.7707954952493308 6.2795832138508549 2.4058360345661622 3.4973190957680336 3.991654969751834 7.3735785786993819 12.670880790799858 2.137371638789773 2.1691333209164441 5.7918023206293583 8.6333475867286307
leaf_count=321 217 40 7 248 1366 246 66 30 170 24 4 32 66 104 147 4 17 33 890 34 51 31 63 22 95 67 21 18 85 114
internal_value=0.000727952 -0.00132786 -0.000134627 -0.0155819 -0.00093688 0.000230368 -0.00644647 -0.0119494 -0.0179767 0.0110212 -0.0063451 0.00252967 0.0120492 -0.00225069 -0.0158745 -0.00441797 -0.0173721 0.00165927 0.000961728 -0.0129831 0.00145031 0.000932728 -0.00329277 -0.00668946 -0.00399922 -0.00723917 -0.0238821 -0.0232146 0.0134773 0.000190818
internal_weight=274.215 85.4939 78.8899 6.60402 77.1502 71.5585 18.3302 13.9389 11.4662 4.39128 2.16616 53.2282 10.6737 4.67407 5.5917 3.2314 2.33529 188.721 170.797 5.78162 165.015 158.735 48.6709 40.4733 34.8068 30.8152 9.51095 5.66645 8.19764 21.3042
internal_count=4633 2892 2604 288 2597 2108 644 370 340 274 250 1464 98 170 489 342 338 1741 1524 67 1457 1406 516 400 319 297 116 81 116 181
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=16 6 15 10 0 20 20 21 0 7 9 16 18 16 9 0 22 16 10 6 22 22 7 4 6 3 6 2 13 0
split_gain=5.74137 3.68588 3.34741 2.65646 2.65557 2.98024 3.53488 3.52083 3.25984 3.25911 3.45478 3.46957 2.73626 4.89889 4.23852 3.09984 4.94118 3.06451 3.04492 6.57338 4.54103 3.83911 4.06683 2.83256 3.24478 2.53599 2.5466 2.51051 3.24714 3.61551
threshold=18.594956516900002 15.635365317800002 31.445204138150004 90.937096262400004 86.09518316945001 41.965446242000006 43.477771593600004 3.4893684343500007 85.769879735700016 22.502236473750006 188.55070358395002 22.694946929300002 13.829007611650001 22.654947022900004 196.40176798710004 89.711159354950013 -0.083330000000000001 22.614947116400003 66.859265246100009 15.105352934150002 -0.070854999999999987 -0.092614999999999989 24.899526511700007 195.04069921150003 16.455384477450004 93.82450029455002 16.545386580300001 185.00267682035005 108.49810477050001 95.988709089550014
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 5 -2 8 -8 9 -7 -11 -12 23 14 -14 16 -16 -18 -17 20 21 22 -20 24 -6 -9 -27 28 29 -1
right_child=4 -3 -4 -5 12 6 7 25 -10 10 11 -13 13 -15 15 18 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0016066703903920654 0.00039054482025255706 -0.0017727248637492913 -0.0017460989241437218 -0.0013970801423669153 0.0017286672776192619 -0.0020336615054502697 0.0020050643910544735 0.0013006071281588649 -0.0027244300810406619 0.001925279365014766 -0.0023811030729705444 0.0014789040141916948 -0.0010433622085437657 0.0018769348890677348 0.00073144890209681835 0.0013394260352618834 -0.0024158616932509168 -2.3637746026379267e-05 -0.0018124010928670102 -0.00269309531275989 0.0010097158864418633 -0.0025755426488162192 0.0014390343998785904 0.00049456287260468419 0.00030705123960037564 -0.0019806326065298901 0.00020099424629459593 0.00038992504734605167 0.0014771820152315884 -0.00014351162485828713
leaf_weight=8.1410251646302623 44.291256665252149 5.637275311164557 4.8629688397049895 5.5576293009798965 20.624442219734195 4.0707264477387088 3.6390508115291587 3.1134440600872031 3.9846576126292339 3.0015596710145473 2.619006578810513 1.5442235618829725 11.456721920520065 7.0953410863876334 8.0202088914811629 14.721405442804096 5.5699258074164373 3.7299318611621857 2.6012111771851778 2.935587726533412 22.283754333853729 3.0164537150412709 4.1895188838243484 56.333387862890959 9.9192077070474607 4.2676764559000713 4.6797573417425156 50.539756982121617 4.398453837260603 52.348958186805248
leaf_count=262 332 371 183 554 136 61 13 14 50 12 71 13 116 43 39 78 70 21 43 31 101 42 15 262 50 65 63 728 20 774
internal_value=0.000188001 -0.000156957 -8.45799e-05 -1.77959e-05 0.000371108 5.0838e-05 -0.000435772 0.000244192 -0.00113717 -0.000574251 0.000254924 -0.000949351 0.000510751 0.000251625 0.000104765 0.000300891 -0.000443299 -0.0014564 0.000559985 0.000232391 0.000500007 -0.000658148 0.000193561 0.000766128 0.00126699 -0.000287104 -0.000839581 4.86138e-05 -0.000217224 -0.00034043
internal_weight=379.195 131.486 125.849 120.986 247.708 75.2114 30.9201 15.6999 15.2202 11.2355 7.16479 4.16323 172.497 85.6201 78.5247 67.068 17.3201 9.29986 49.7479 35.0265 32.0909 9.80718 6.79073 86.877 30.5436 12.0609 8.94743 115.428 64.8884 60.49
internal_count=4633 2892 2521 2338 1741 694 362 155 207 157 96 84 1047 599 556 440 130 91 310 232 201 100 58 448 186 142 128 1784 1056 1036
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=10 13 0 16 0 13 22 22 16 6 17 2 8 18 22 20 13 16 20 0 14 2 3 17 5 21 15 5 20 6
split_gain=0.69345 0.678358 3.07567 2.1968 2.69726 1.87141 2.15754 1.90637 1.81658 1.52011 1.26509 3.76071 2.51635 2.27835 2.3098 2.0487 1.55904 2.69503 1.85311 2.18693 2.31889 2.23616 2.01149 3.89974 2.43045 3.11211 2.5628 2.16223 2.4775 2.10001
threshold=54.884872733100003 112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 113.89115178020002 0.20852500000000004 0.13747000000000004 22.584947186600004 15.945372561050002 188.27285108100003 72.043920985000014 8.8430989333000021 13.075178189100003 1.0000000180025095e-35 36.772607578000013 116.05804903335002 22.454947490600002 40.574766824850009 85.398872513700013 176.91101184095004 108.01392853780001 93.292185584700022 189.00567661160002 22.533652790000001 13.811848270300002 45.793006327050001 21.701709660250007 42.620627117000005 16.415383542800004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -5 -3 7 10 -9 -4 13 -12 15 -7 -15 -13 -17 -18 -19 -20 -21 -22 27 -24 -25 26 -26 28 29 -23
right_child=1 2 9 4 -6 6 -8 8 -10 -11 11 12 -14 14 -16 16 17 18 19 20 21 22 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.034823834425251471 -5.251528170578526e-06 -0.028846114851625089 0.0029770061178139877 -0.041642830056266317 0.011704220518148196 -0.00041457477589604795 0.026945547736361802 -0.050058889877879702 -0.0023733841783424828 0.029712383386429314 0.032148620574292304 0.036674154154878139 -0.024695751308814719 -0.044219727726756891 0.0045601378893333671 -0.025557587599659495 0.03429800029274975 0.012393962285300706 0.030307747923499766 -0.039398607644321966 0.021443563348741427 0.017714029328630383 0.028451065625574291 -0.054424877907724663 0.0095564486816838747 -0.050589363364577915 -0.038073391446446357 0.0080008470194969442 -0.031127548314883128 -0.01457585079139481
leaf_weight=0.63724255550186981 118.45147363988508 2.4015734931454054 3.8979243729263526 3.2376723680645219 1.6918247677385805 32.348948562052101 3.8399004614911965 1.6463861614465707 2.1726151239126921 6.9195914790034294 5.1783305928111067 2.1115192621946326 3.9216567394323638 2.9872589143924406 1.8385423496365545 2.2557781450450411 3.1574981920421115 15.741647140122948 2.5218128422275177 1.907022289931773 4.7514707148075095 4.3767646551132184 2.083162751980125 2.2450753618031731 4.9544393718242628 2.1357187847606838 1.8077155426144598 21.15882446616888 4.2613759040832511 5.1283265948295593
leaf_count=137 2962 29 32 51 10 413 37 19 25 44 40 15 51 92 7 21 68 116 18 20 26 24 10 23 31 27 77 137 37 34
internal_value=0.000853063 0.000936914 0.00250201 -0.000937311 -0.0233339 0.00111348 0.00164829 0.000905028 -0.0229308 0.0200787 0.00162251 0.00382366 0.00208826 -0.0036886 -0.0256355 0.00339149 0.00249608 0.00332623 0.00198794 -0.000869253 -0.00230371 -0.00096653 -0.00317791 -0.0145503 -0.0225893 -0.0145567 -0.00317636 0.00112877 -0.00943349 0.000292518
internal_weight=271.769 271.132 147.751 123.381 4.9295 136.933 134.532 130.692 3.819 10.8175 126.873 89.6981 84.5198 37.1747 4.8258 80.5982 78.4866 76.2309 73.0734 57.3317 54.8099 52.9029 48.1514 13.2261 11.1429 8.89787 6.76215 34.9253 13.7665 9.50509
internal_count=4633 4496 1473 3023 61 1397 1368 1331 44 76 1287 775 735 512 99 684 669 648 580 464 446 426 400 168 158 135 108 232 95 58
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=15 22 13 19 13 15 20 17 10 4 20 13 15 20 3 21 23 16 15 21 2 13 7 13 15 5 16 17 22 17
split_gain=0.66774 1.49577 1.57661 1.45042 0.757129 3.98158 2.47411 2.43027 2.79627 1.74472 1.85431 2.23438 2.39502 2.17493 2.03616 2.26614 1.74608 1.67448 1.66058 2.9488 2.93786 1.63113 4.36422 1.97284 1.60245 3.60895 2.8005 1.51003 1.50953 1.47952
threshold=46.723315192750007 -0.082404999999999992 117.61735474900001 14.251149826300002 113.98793627290001 40.042228346200012 38.474425342400004 212.38791228795003 63.910026677050006 150.69347026435003 42.206017975500011 117.60660091645001 44.732387748900003 42.477827694800006 91.302726568150021 2.7948066777500005 0.083555000000000032 20.834951278800002 41.29990759910001 14.323584591800001 105.39281967610002 112.67059178900001 23.032419884600003 113.89115178020002 37.261389050600009 20.911722254300006 22.604947139800004 194.36188291790003 -0.064729999999999996 193.82504409230003
decision_type=2 2 2 2 2 2 2 2 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 -3 5 17 29 8 9 -8 11 24 18 -12 -15 16 -16 21 19 20 -13 -1 23 -23 25 -11 -27 -10 -20 -6
right_child=1 3 -4 -5 6 -7 7 -9 27 10 13 12 -14 14 15 -17 -18 -19 28 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00025084478765930211 -0.033715013714202213 0.008598329602382257 0.011557329879097454 -0.03646200371460908 0.007621225316911338 -0.039692334784339714 -0.026245102842573868 0.027893889292120024 0.002802026222797056 0.011611553415312423 -0.025113011351810047 0.0025242222246400206 -0.029522206842615698 -0.027537363648469648 0.030395285689277289 -0.0026206210094359035 -0.0075149931264444558 -0.023212814994110244 -0.0015281360901415379 0.019564477821988731 -0.035017849092231663 -0.058768901259457648 0.026887439974804864 0.0078496737714299405 0.013909107716720784 -0.0030606074441562477 -0.057715856949821356 -0.042513488660927974 0.026226938344136995 0.03004186234828593
leaf_weight=120.94619865628192 0.95503569394350041 1.0039210645481929 4.1443520751781762 2.5557030863128603 7.8142939794342947 2.583207201678305 2.2557188933715215 3.3628270402550688 1.0952632389962667 8.8902675136923772 4.1747920932248226 4.2091518603265339 2.9277462195605031 2.6668875459581605 4.1414045910350969 26.498074629576877 1.7413380872458217 3.0302412379533044 3.9084996115416288 3.2064319839701048 4.2039120644330978 1.0035138555103893 6.3290476240217686 0.81105834315530945 28.528447847813368 2.3671964448876675 1.5755689069628713 2.3002901338040829 4.0015276214107862 4.7902970016002655
leaf_count=2978 54 11 46 67 150 49 32 31 34 77 44 30 35 21 72 308 18 32 22 15 53 48 38 20 161 92 11 29 25 30
internal_value=0.00072549 -0.00795188 0.00307853 -0.0237536 0.00101519 -0.000635839 0.00279924 0.00129836 0.000475528 0.00139046 0.00199544 0.00533607 -0.00273022 -0.00344009 -0.000858471 0.00133881 0.0191735 0.000127792 0.00128627 -0.00635612 -0.0162351 0.000675687 0.0144362 -0.0289924 0.00971567 0.000393473 -0.0249014 -0.0278966 0.0125126 0.0161421
internal_weight=268.022 8.65901 5.09939 3.55962 259.363 134.703 124.66 112.055 108.693 105.297 103.041 63.8188 22.4573 39.2225 35.0477 32.3808 5.88274 132.12 19.5295 11.6195 8.41306 129.09 8.14362 1.81457 41.3615 12.833 3.94277 3.39555 7.91003 12.6046
internal_count=4633 178 100 78 4455 3165 1290 1110 1079 1016 984 521 180 463 419 398 90 3116 145 98 83 3084 106 68 341 180 103 63 47 180
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=16 6 15 21 3 10 23 10 7 10 17 13 12 4 7 23 16 16 14 2 21 17 3 16 17 18 13 9 17 22
split_gain=3.38526 2.62185 2.52486 2.18632 2.96973 2.19443 2.39888 2.13913 2.10848 2.023 4.45993 2.65794 4.04583 2.52644 3.21354 2.64417 2.54944 3.95527 2.70586 2.35519 2.80086 3.08211 2.23674 2.33944 2.87435 2.11657 3.58085 3.13695 1.95063 1.93277
threshold=18.594956516900002 15.635365317800002 32.548041893900006 9.5763142249000008 85.401560971850017 61.821094709650005 -0.225495 90.937096262400004 19.052023743050004 74.757955233350017 195.59800312745003 108.49810477050001 138.67909474840002 309.31594811510007 26.296311413900003 -0.10978499999999999 9.7049773055000017 17.874958200600002 366.02505068985005 122.71527679435002 13.811848270300002 193.44542285585001 75.357481396450012 15.954962690350003 236.15709471040003 15.917243450850002 103.75835308650001 194.43273554075003 172.68891404560003 -0.58835000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -5 6 -6 8 -1 10 11 12 -10 15 -15 -11 -16 18 -18 -14 21 28 -17 25 -25 26 27 -24 -21 -3
right_child=3 29 -4 4 5 -7 -8 -9 9 13 -12 -13 19 14 16 22 17 -19 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0024547491200092942 0.0005011162417972372 0.0021707152048631175 -0.0026354160664694053 -0.0028756339949673475 0.00030198643830572946 0.00020249352425670149 -0.0032967520515226573 -0.001632199358624053 -0.0027264135915589329 -0.0026761283312384202 -0.0027907023128637275 0.0016101222222942328 0.0033055822277288688 0.0014929458006138761 0.00184050076178261 -0.0015661410806239139 0.0002045939302741778 0.0023899303988798425 -0.0027450671926309736 -0.00027118493326216649 0.0012092729644559931 0.0018875426147645744 -3.7483164173355893e-06 -0.0020623479645460684 0.00224820218701064 0.00099255456939702572 0.00066232256616463147 -0.0030085509164649742 -0.0027870256971898053 -0.0025741646647122079
leaf_weight=2.1636655218899241 171.52275845222175 0.59880040399730194 2.2902828645892432 2.1775029469281426 2.1399959828704596 51.45359646435827 2.3722174931317559 4.8136763493530443 4.0335121755488315 2.3570277842227361 4.5928197251632801 4.3213587403297415 1.2352158203721035 16.537184973247353 2.9822243747767052 5.0372319603338829 3.1871902723796648 1.9370131790637968 4.6376761278370395 3.2555948942899686 5.2263924395665518 1.7737939096987245 4.5724073192104715 4.9966797165106973 1.1572133358567951 18.487933471333236 13.158148590475319 3.9190985253080726 4.4041539090685546 4.0359026088844976
leaf_count=11 1300 4 106 43 29 322 47 554 197 109 98 24 3 192 40 223 36 17 143 66 58 11 105 132 6 143 56 75 116 367
internal_value=0.000183153 -0.000141968 -7.23329e-05 0.000361115 -5.18898e-05 5.79757e-05 -0.00158999 -2.29152e-05 4.50529e-05 -1.57781e-06 -0.000563825 -0.000142066 -0.000522013 0.000193883 0.000776215 -0.000123733 -0.000153839 -0.000763104 -0.00154362 3.73696e-05 -0.000238003 -0.00103983 -6.52624e-06 0.000163184 -0.00125177 0.000380124 -0.000142866 -0.00139056 -0.00171773 -0.00196113
internal_weight=355.378 125.712 121.077 229.666 58.1433 55.9658 4.51221 118.787 113.974 111.81 28.8428 24.25 19.9287 82.967 29.2813 53.6857 12.7441 9.76188 7.82487 15.8952 14.6599 9.43354 51.3287 46.2915 6.15389 40.1376 21.6497 8.49151 7.65975 4.6347
internal_count=4633 2892 2521 1741 441 398 76 2415 1861 1850 573 475 451 1277 428 849 236 196 179 254 251 193 740 517 138 379 236 180 182 371
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=13 23 18 18 10 7 19 20 7 21 9 19 15 6 22 22 9 2 15 13 7 22 19 9 23 20 9 22 10 3
split_gain=0.634837 1.67608 1.40659 1.32852 1.31828 1.20503 1.12689 1.1094 1.06868 1.02315 1.16816 1.24668 1.31821 0.833369 0.776124 0.692673 0.716738 1.10655 0.712881 1.21407 1.70301 1.37775 0.799064 1.08449 0.987303 2.11576 0.891404 0.84284 0.986152 1.18936
threshold=95.937628385050019 0.079745000000000024 17.327266398450003 14.693728290050002 81.573196594050017 21.350715310200005 12.451004585100002 42.320906304050006 27.014969757650004 18.870920756500002 38.283670303850009 12.050972309250001 11.406933305300003 7.3551718524000007 0.63131000000000015 0.70681500000000008 223.65407503400004 310.93569142660004 46.674706678850008 117.61735474900001 23.543468673550006 0.050115000000000014 14.651182102100002 219.87257840710004 0.088260000000000019 39.427119987250002 221.38017838285003 0.27394500000000005 81.011308844800013 80.785478361850011
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 -3 -4 15 10 14 12 -12 -14 -7 16 18 -18 22 21 -21 -20 23 27 -24 -26 -25 28 29 -2
right_child=2 6 7 5 -6 9 -8 -9 -10 -11 11 -13 13 -15 -16 -17 17 -19 19 20 -22 -23 24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.027366986530739001 -0.008844219710592063 -0.031514533117890021 0.021729269804282358 0.030327191502879242 -0.025715420674585168 -0.030948434006157297 0.0022651947835203132 -0.0068755266050828752 -0.021627744176112212 0.019006800138188319 -0.032297657216225135 -0.031624048979000799 0.024634776801269093 -0.0060598019111400116 0.015522231398318478 0.017678917800641712 0.0012845626533111254 0.029172699540107101 -0.033009475182414302 -0.023356638245784551 0.013217248371465744 0.009064757207979347 0.022316155593795638 -0.035804013389731743 0.022882926826083221 -0.020631834603691678 -0.0042617369846856606 -0.013414619479391467 0.016139879057507123 0.0013963483219375386
leaf_weight=1.3533057621680225 10.706553075229747 2.931837844211258 4.9500050209462634 1.3662898768670846 1.6813212865963567 1.8564715730317387 1.2648137499927541 1.6069379784166811 1.8756187888793636 2.0474521447904408 0.59436317643849168 0.79225125815719355 2.6880797322373842 1.1216540230670942 0.38893038209062059 2.217606669291853 3.4440970676951101 2.0193833140656352 2.5285894877742963 1.6841171069536356 3.5199728636071086 0.961011467501521 3.4496855139732352 1.2819772828370326 1.9419376067817209 2.0605299025774002 2.139528323430568 3.6199583970010272 3.8509540045633903 194.31973459309665
leaf_count=68 218 556 52 11 128 283 32 25 42 26 74 54 64 33 12 34 43 19 106 48 29 8 22 26 17 26 27 71 29 2450
internal_value=0.00067359 -0.0050264 0.00104784 0.000579094 0.000679411 0.00406301 -0.0213338 0.014719 0.000863079 0.000281394 -0.00487054 0.00291984 0.00913393 0.0155977 -0.0228992 0.00103903 0.00088368 0.0115924 0.000631565 -0.00777196 0.00138142 -0.0214225 0.000958634 0.000626266 0.0105887 0.000480879 -0.0160801 0.000895261 0.00114326 0.000861582
internal_weight=266.265 16.4054 249.86 12.2088 243.303 10.8555 4.19665 6.55694 241.621 9.4892 7.44175 5.19635 4.4041 3.80973 2.2454 239.746 237.528 5.46348 232.065 8.69369 5.20409 3.4896 223.371 215.919 7.45215 4.00247 3.42151 212.497 208.877 205.026
internal_count=4633 1213 3420 625 3343 557 588 77 3215 546 520 225 171 97 295 3173 3139 62 3077 191 77 114 2886 2821 65 43 53 2768 2697 2668
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=16 0 20 3 18 21 18 16 9 20 6 15 18 15 6 4 6 20 0 22 10 5 22 7 7 13 22 23 19 23
split_gain=5.47255 3.80513 3.48446 3.85043 3.77914 3.738 3.47375 5.41449 4.00117 3.45132 3.40604 3.26786 4.63492 3.57204 3.07528 3.01693 3.06432 2.99212 2.87668 6.89109 3.65862 7.15783 5.88531 3.4469 2.84398 2.65289 2.53206 3.45609 3.18508 4.79867
threshold=18.594956516900002 86.09518316945001 41.965446242000006 94.227769014100019 13.037923179150001 11.772995266200001 13.900697602550002 22.624947093000003 196.40176798710004 36.654713368950006 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 16.665389384150004 195.04069921150003 16.455384477450004 37.232443001650005 90.321439350550008 -0.083330000000000001 66.859265246100009 19.973460566700002 -0.070854999999999987 24.673428656250003 22.502236473750006 117.51519334005 -0.08158 0.085855000000000029 14.251149826300002 0.093745000000000023
decision_type=2 2 2 2 2 2 2 2 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 25 4 24 14 15 8 9 -8 11 13 -13 17 -5 16 -3 -1 19 -10 -20 22 23 -22 -4 -2 27 -17 -29 -30
right_child=1 6 3 5 -6 -7 7 -9 18 -11 -12 12 -14 -15 -16 26 -18 -19 20 -21 21 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0011134229481431673 0.001625503127749619 0.0016107988356152698 -0.0010830119686130338 0.0011406618772379653 -0.0017018340795268414 -0.0021505693851036909 0.00034426699850060243 0.0014787517211218596 0.0006633738420248256 -0.0018595500073896915 -0.0015815271340594555 0.0010661734972082183 -0.0018293977155878249 0.0024567447065378866 -0.0012156953093681812 -0.0010326352373147987 0.00037879640572553399 4.4218987109399952e-05 0.0014124217716298096 -0.0019910582190655144 -0.0024131410059810613 -0.0024473926788827144 0.00095100747404739663 -1.5992021818335369e-05 0.0012709534137701213 0.00015775360641885383 0.00081877880593591527 0.0013580340313644752 0.00066837280541168806 -0.0017910153978016009
leaf_weight=8.5220860601402801 4.8637498114258042 20.974978923797611 3.8647242989391115 9.5230330917984229 11.705528454855083 1.9542216970585276 3.9743883199989778 10.035418543964623 7.5522486940026283 6.852419488132 5.6134359226562074 2.6181666627526266 7.7468618287239224 2.0643228292465201 2.4688424263149491 7.4852469190955189 10.839659363031386 108.85199718363583 10.250964310020207 6.392160374671219 3.1943800523877091 3.4288750514388076 21.955858394503601 6.3328099939972162 3.4285344900563359 42.010722297243774 35.352830719202757 8.3578780889511126 8.584548030048607 4.1736775115132323
leaf_count=400 25 138 27 60 154 52 24 59 38 86 371 18 248 6 51 43 54 1849 53 77 47 49 90 44 18 307 153 35 33 24
internal_value=0.000159111 0.000321144 -1.95066e-05 -0.000488403 -0.00103948 0.000262332 0.000475865 0.000186394 9.42856e-07 -0.00105056 -0.000146675 -8.46243e-05 -0.00109799 3.3168e-06 0.000655544 0.000717582 0.00119104 -3.9833e-05 0.000193548 -0.000553426 0.000424182 0.000134012 0.000415157 -0.000819734 2.35786e-05 0.000310049 0.000482055 6.58469e-05 0.000455237 -0.000136182
internal_weight=390.975 255.558 79.8194 32.9449 18.9988 13.9461 175.738 79.9695 69.9341 10.8268 135.417 129.803 10.365 119.438 11.9919 95.7688 31.8146 117.374 59.1073 13.9444 45.1629 34.9119 31.483 9.52719 7.29326 46.8745 63.9542 28.6014 21.1161 12.7582
internal_count=4633 1741 694 362 199 163 1047 567 508 110 2892 2521 266 2255 111 480 192 2249 398 115 283 230 181 91 45 332 288 135 92 57
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=3 22 7 3 21 12 8 8 22 8 21 20 22 20 20 15 6 20 23 23 7 16 19 21 9 12 21 12 2 22
split_gain=0.627331 1.22867 1.01239 1.43052 1.12114 0.86311 0.850281 1.95671 1.71869 1.2009 1.05355 1.72899 0.992453 1.7404 3.57576 1.88729 2.07541 4.03214 2.60459 4.79689 1.85857 2.00503 1.62429 1.73839 3.53241 3.67524 1.53251 1.80407 2.3334 1.81498
threshold=108.48197402175002 0.11061500000000003 19.052023743050004 103.28787291370001 12.944362924650003 58.770113158150004 8.8430989333000021 9.5425530862500008 0.022350000000000005 8.7431769115000026 3.8092755532000004 40.040404835300002 -0.064729999999999996 39.896141435400004 35.476804824450006 18.939493156800005 15.785368822600002 37.892416320650007 0.094780000000000017 0.089345000000000022 23.960918281000001 20.079953044350003 14.651182102100002 12.489184206400003 201.65416293750005 160.67073594290002 1.1709819147500002 90.571070795850019 107.71644982635 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -4 9 10 -9 12 -8 -12 13 14 20 -16 18 -18 19 -17 -7 -22 23 -14 25 -25 -15 -28 -29 -30
right_child=1 -3 3 -5 -6 6 7 8 -10 -11 11 -13 22 26 15 16 17 -19 -20 -21 21 -23 -24 24 -26 -27 27 28 29 -31
leaf_value=0.017852018574685952 -0.02785476275249988 0.025648930284106815 0.019518749428768439 -0.024763120437747102 -0.012987344317928331 0.018980573326555044 -0.024690761030681491 0.017571437819725762 -0.017947117302384748 0.01012077220778705 0.0098173708198377885 -0.023092637920543887 0.0036777325024157773 0.011544783981327652 0.011955606834022477 -0.030406843955607367 0.026808660225528066 -0.015667128261429061 -0.035333345600690957 0.0083005782202435797 -0.032434535438772422 0.014224831843905815 0.023348018329602375 -0.040941446462758137 -0.036991089427495807 0.0043124867806388027 -0.023920531734110247 0.0064740290103621929 -0.00025260614451853429 -0.011065597280123933
leaf_weight=4.4648933120770371 1.3252158483373921 0.3987658955156802 1.7124238573014725 1.5968475728295732 1.0375213092775082 5.0110400684643563 3.6780823562294227 3.414840404642745 1.360618545906618 9.5650882553309184 2.4514913056045771 2.1312757674604654 74.509514209159533 8.4956411949824524 2.2105680262029663 4.6686238446272927 2.3072146326303473 5.1784509886056185 5.0664234999567261 4.4812984615564346 1.2960508981777823 1.3354594744741914 2.6212976314127436 1.4455577979679208 2.2714476982364422 11.30513749073725 2.252983446349389 29.995371194905601 53.898065582179683 13.957075498474309
leaf_count=81 187 2 13 209 27 70 50 50 28 72 20 43 1093 129 130 130 14 48 109 41 143 9 21 20 47 115 51 387 1075 219
internal_value=0.000589195 -0.0154791 0.000694236 0.00045253 0.012037 0.000609437 0.000482408 -0.00616584 0.00745153 0.000840732 -0.0140378 -0.00548786 0.000458632 -0.000957739 -0.00648236 -0.0115681 -0.0139643 -0.00257534 -0.0199611 -0.0114494 0.0094304 -0.00875547 0.00261277 0.00200569 -0.0062876 -0.000817992 0.000647522 -0.000277313 0.000267066 -0.00247672
internal_weight=265.444 1.72398 263.72 258.218 5.50241 256.621 254.909 13.0363 4.77546 241.872 8.26085 4.58277 232.307 140.154 31.5551 23.9126 21.702 7.48567 14.2163 9.14992 7.64255 2.63151 92.153 89.5317 15.0221 12.7507 108.599 100.103 97.8505 67.8551
internal_count=4633 189 4444 4336 108 4127 4114 191 78 3923 113 63 3851 2555 694 472 342 62 280 171 222 152 1296 1275 182 135 1861 1732 1681 1294
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=10 18 16 15 6 6 22 22 6 23 3 3 10 10 3 23 9 9 10 10 3 2 16 22 16 20 10 20 0 19
split_gain=0.614952 0.752846 1.24621 2.18518 1.05893 2.88453 1.28646 2.30494 1.80392 1.37385 1.25771 1.08209 1.0782 1.20886 3.1174 2.09286 1.55222 1.31735 1.15179 1.61404 1.28272 2.3599 2.11376 2.09643 1.83713 2.68525 1.46797 3.91808 3.02581 1.88672
threshold=90.937096262400004 17.327266398450003 17.684958644900004 23.241064975550003 13.665319288000001 13.775321858200002 -0.15734499999999998 -0.045684999999999996 12.625294988000002 -0.25843999999999995 81.80440399325002 90.187016444050016 76.621056717750008 71.053259929650025 83.613736315050019 -0.089139999999999997 206.57490536735003 214.52351813370004 70.816675614150014 70.182199495350019 92.367355987800025 346.74082678410008 22.654947022900004 -0.11334499999999999 19.224955043700003 39.525197829750006 66.859265246100009 38.171717059500004 90.321439350550008 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 4 3 -3 6 -6 8 -8 9 -1 -7 -10 13 18 16 -16 -15 -18 19 20 22 -22 23 -12 25 -25 28 -28 29 -26
right_child=-2 2 -4 -5 5 10 7 -9 11 -11 12 -13 -14 14 15 -17 17 -19 -20 -21 21 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.045730797035538104 -0.020321745045931292 0.012375787836093119 0.041734956820350777 -0.044615754409342886 0.025527986380199687 -0.02525557400828354 -0.024755526170453991 -0.0015373733806424187 -0.042247898404106275 0.013603184655947785 0.017974465259194095 0.018924391640415011 0.03249658309223788 0.0095373412598190686 0.012848454897378844 -0.043553667141618041 -0.033977468777170755 0.0052375140366230453 0.026585520895506577 -0.024271192813176197 0.00021232510268511025 -0.049374560916277087 0.030153541126109427 0.037751616597900078 -0.034746890857091914 -0.0087801270375014104 0.0024410857196922381 -0.0486000678500082 0.025871403521366607 -0.00088218668427774078
leaf_weight=0.63162347686011244 2.101309789082733 8.3845648327842337 1.7022478356957425 1.1770482640713442 7.4926827400922766 2.8084698533639303 10.277932660683293 18.132212374766823 1.7694016275927418 11.486858660704454 13.263032638467847 0.59209529450163234 1.6684132600203145 11.094721328467136 1.2790173795074249 4.7865428710356319 2.9028025902807704 2.4015193451195955 2.8732904851203775 3.6267492952756575 102.28561260737479 1.4939451023237769 5.3590052947401992 4.3451405176892868 3.0092073976993623 3.3848478719592094 6.2187476325780136 3.6684225155040622 5.8836065642535678 15.65389692597091
leaf_count=31 554 194 17 30 57 49 487 396 68 269 106 14 13 51 17 204 31 20 20 103 1461 61 44 31 19 34 35 58 39 120
internal_value=0.000782239 0.000953028 0.0108572 0.00536005 0.000503899 0.00167227 -0.00509411 -0.009937 0.00440779 0.0105107 0.000769554 -0.0269102 0.001144 0.000873708 -0.00766877 -0.0316604 0.00120509 -0.016223 0.00199552 0.00157544 0.00214506 -0.000501496 0.00666351 0.00439235 0.000119972 0.0173761 -0.00375381 -0.0164966 0.00137888 -0.00634247
internal_weight=261.755 259.654 11.2639 9.56161 248.39 205.5 42.8901 28.4101 14.48 12.1185 198.007 2.3615 195.199 193.53 22.4646 6.06556 16.399 5.30432 171.066 168.192 164.565 103.78 60.7859 55.4269 42.1639 7.72999 34.4339 9.88717 24.5467 18.6631
internal_count=4633 4079 241 224 3838 2573 1265 883 382 300 2516 82 2467 2454 323 221 102 51 2131 2111 2008 1522 486 442 336 65 271 93 178 139
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 15 13 17 16 17 9 2 19 13 13 6 22 22 22 20 15 21 18 18 16 5 18 21
split_gain=0.620068 1.05008 0.75896 1.3532 0.95459 1.08655 1.50145 0.709941 0.689234 1.34232 0.944425 0.708144 1.01499 0.686958 0.629732 0.715759 0.719995 0.867905 2.7401 2.66682 2.62757 2.45657 1.90945 1.44516 1.4447 3.96643 2.83289 2.19675 1.99245 1.7367
threshold=32.724174661450007 36.370482311550013 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 51.19990836680001 117.97223122220002 189.5403704096 22.764946765650006 162.04221493815001 58.084576609100004 56.799426908350007 14.651182102100002 117.76521994615001 117.69263157665002 16.455384477450004 -0.051199999999999996 -0.043559999999999995 -0.064729999999999996 41.873095646600007 36.548474543700003 15.678076857950002 13.480563334700001 13.531614672700002 22.664946999500003 23.605484525250002 13.431207332600001 4.6633733285000014
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 6 -2 8 10 -10 11 12 -4 -1 15 16 17 24 20 -20 23 22 -21 -19 28 -26 27 -27 29 -13
right_child=2 -3 7 -5 -6 -7 -8 -9 9 -11 -12 14 -14 -15 -16 -17 -18 18 19 21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0068425679284422692 0.017399436065016687 0.01747012633767436 0.011513567177079508 -0.020907027759829354 0.033267789981465193 0.038305936206188891 -0.035486729939610773 -0.023865675290044384 -0.0027382285852652366 -0.037811904873374692 0.0210827003782115 -0.0064493978355926488 -0.03299595982235453 -0.037200949262034398 0.010037634241049316 -0.016980664022698631 0.012427112727945826 -0.00058748950118530676 -0.053214793505755045 -0.025563021516333117 0.023308305848261462 -0.037631077936119278 0.0078547136547298495 -0.030591321412154763 -0.05169382205442289 0.00022468641328051225 0.025650370894090793 -0.030047011096481405 0.02735852882102955 0.0085934077917652948
leaf_weight=0.44536994094960336 1.2042796544265 0.7115982100367545 0.76416596351191346 1.0262660405132917 2.2227998673915863 0.74551542208064336 0.89766711933771137 1.1448848880827416 6.0568728661164632 1.2634944072924552 2.1899889893829814 10.250229317229239 1.3723863235791212 1.4243574356369206 6.8990020817145696 2.2106952369213095 4.9215789679437867 31.612461138400249 1.6041151881217945 2.3192186355590803 4.4386945883743456 2.4152030180557631 5.5781470071524382 1.6166541669517744 1.410517070442437 124.73205394641263 4.1515022777020922 2.3397714463062576 4.0006678593344978 26.014271667227149
leaf_count=8 33 4 49 16 17 3 58 61 101 34 15 95 291 229 52 14 28 455 13 43 23 96 30 26 20 2461 40 52 33 233
internal_value=0.000563655 -0.0145306 0.000716211 0.0115062 0.0180669 0.00620067 -0.00518637 0.000452354 0.000564544 -0.00879194 0.000848934 0.000663259 -0.0170765 -0.0267098 0.000823511 0.000546665 0.000717055 0.000458015 -0.00315199 -0.0160884 0.000940614 -0.0103135 -0.00195907 -0.00204723 0.0014933 -6.56317e-05 0.000489319 -0.000332706 0.00662845 0.00434153
internal_weight=257.984 2.58133 255.403 6.09653 5.07026 2.84746 2.10195 249.307 248.162 7.32037 240.841 238.651 2.13655 1.86973 236.515 229.616 227.405 222.484 49.5845 11.9167 37.6678 10.3126 7.89737 33.2291 172.899 132.634 131.223 127.072 40.2652 36.2645
internal_count=4633 241 4392 127 111 94 91 4265 4204 135 4069 4054 340 237 3714 3662 3648 3620 686 182 504 169 73 481 2934 2573 2553 2513 361 328
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=16 6 15 5 5 23 21 5 17 9 20 2 21 13 23 18 2 17 18 16 10 15 17 21 12 7 20 10 8 7
split_gain=2.81053 2.38094 2.26591 1.71198 1.97705 1.81587 2.67157 2.4646 3.51636 3.00015 1.96727 4.96496 1.82549 1.66887 2.87843 2.25594 3.00061 2.96844 1.88897 4.53559 3.18484 2.32911 2.25578 1.88303 2.03542 2.17334 2.34967 2.52283 1.80246 1.76269
threshold=18.594956516900002 15.635365317800002 32.548041893900006 23.714185006400005 23.881206071300003 0.091885000000000022 11.772995266200001 28.543718473100004 192.00947391610003 192.57902085675002 41.685324604100011 247.02271001585004 5.7328850847000004 95.937628385050019 0.079745000000000024 17.108018746400003 263.5517324101001 203.09927826650002 15.454705336800002 14.184966829400002 75.629015667650023 18.019770707250004 195.59800312745003 18.220332737300001 216.20511703005005 27.973342028250006 49.407085930050009 78.290589216800015 8.7431769115000026 19.506002767000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -5 6 7 8 -6 -10 -7 -12 -11 14 23 17 -17 18 20 -20 22 -22 29 24 -1 26 27 -26 -23 -15
right_child=3 -3 -4 4 5 10 -8 -9 9 12 11 -13 -14 15 -16 16 -18 -19 19 -21 21 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0025328662922650264 0.00042859366958240375 -0.0019365744732535658 -0.0025971298358031711 -0.0020428649516242006 -0.0027049221063202072 0.001232486129817272 -0.0027826259453527513 0.00091390222115709044 0.0026995554866794053 -0.0020424686101367146 -0.0032387813877541752 0.0015124278755217209 0.00060854828183958768 0.0021533991498252957 -0.0018977658162316101 0.0018078752426742551 -0.0013200367639488429 -0.0012611251115944443 -0.0016567823234911582 0.0013037266972933885 0.00094841027701212852 -0.0026576204249904758 -0.0027800944321650146 0.0014534015359771875 -0.0017220159147796122 -0.0019050018026040834 -0.0025831664733966518 0.0016183469634566676 0.0012186125010450093 0.00016434441472808409
leaf_weight=2.3634796387050363 180.12353243120015 4.2163501752074799 2.0686855735257259 2.9362802542746058 3.9452387895435157 11.023642824962737 2.5143182030878952 8.1222337340004724 1.9807981736958007 3.1396095175296068 2.3213169677183023 2.9674687599763274 3.0156558896414936 2.8933868277817956 7.0176031964365384 8.7989350091665965 2.2885479032993308 9.8129221627023053 3.7295114127919105 17.185898919124156 1.8269484667107443 5.6013563028536737 1.4324039430357505 3.8212857022881499 1.6718834899365882 2.9387182813370591 1.2826785403303791 6.7233065378386527 0.81358361802995194 29.937449206598103
leaf_count=211 1196 371 106 22 105 59 74 113 10 66 49 16 31 17 588 59 36 169 105 132 11 196 36 40 33 204 65 72 5 436
internal_value=0.000164922 -0.000141328 -7.38696e-05 0.000325465 -0.000117171 2.77011e-05 -0.000417079 -0.000122689 -0.000819586 9.46272e-05 0.000647134 -0.00057294 -0.000743653 -2.64769e-05 -0.000567811 0.000139279 0.00116225 -1.55978e-05 0.00017712 0.000775826 -0.000117484 -0.00147565 0.000209217 -7.14054e-05 -0.000460371 -7.21275e-05 0.000484431 0.000953121 -0.00216601 0.00033964
internal_weight=338.515 116.425 112.209 222.09 41.9666 39.0303 22.7179 20.2035 12.0813 8.13606 16.3124 5.28879 6.15527 110.14 25.819 84.3209 11.0875 73.2335 63.4205 20.9154 42.5051 8.24189 34.2632 18.8014 14.9801 12.6166 9.67787 8.39519 6.41494 32.8308
internal_count=4633 2892 2521 1741 545 523 399 325 212 107 124 65 97 2415 1213 1202 95 1107 938 237 701 212 489 625 585 374 170 105 201 453
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 15 20 21 16 20 13 17 15 21 16 17 3 10 8 2 21 9 12 8 13 10 21 16 15 21
split_gain=4.49592 2.69125 2.57425 3.53856 2.99753 2.56698 2.28471 2.27993 2.05567 3.44855 3.14952 2.50627 2.00413 1.93513 2.58366 1.7885 1.74449 1.72186 1.93317 1.71517 2.60735 2.66087 1.95249 2.38822 1.71053 2.50189 1.63757 2.40398 3.13628 4.00078
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 46.055224235250002 37.232443001650005 3.3069203559500004 16.024962526700005 41.289992964000007 104.04332964835001 168.88575108035005 15.000551226050002 15.294585115650001 22.674946976100003 239.41371852120002 93.292185584700022 70.077349628250019 2.9476996444500005 134.46474107450004 1.9176293050000004 192.57902085675002 289.5226792078501 3.0476216663000004 118.84598011460001 58.309968391300011 9.1670574189500034 21.719949209300005 30.404760455250003 11.772995266200001
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 -1 12 10 -10 11 -9 -8 14 16 -5 -7 18 -11 20 21 -14 -21 -24 26 -26 -2 28 29 -28
right_child=5 -3 3 15 -6 13 7 8 9 17 -12 -13 19 -15 -16 -17 -18 -19 -20 22 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0013131761900218564 0.00059320125226323798 -0.0019044506352724558 0.0012031540616328357 -0.0024710195469374295 0.0028300282513220366 -0.00049540303762848675 -0.0015313735237148934 -0.0024459302612720633 0.00060379193052990064 0.0026638676898192355 0.0012269367349514995 -0.00012671981863558165 0.00046369935611730305 0.0010615471234535607 0.00050162649545026678 0.0019915805722458286 -0.0025559356478546675 -0.0023032799759720173 -0.0024001720918884308 0.0014934687807365854 0.00095026334501632358 -0.0026637744842465498 0.0016829319690208203 -0.002682925705621834 0.00030716762738224924 -0.0024553517843887212 0.0012427158935276836 0.00037809179292713985 -0.0023042039645389712 -0.0026569059879690752
leaf_weight=7.0828336777631185 153.06416664924473 4.5080200780648729 2.2110493485815805 6.096970348386094 1.8958113007247437 3.8972382033243793 2.2903577148681498 2.574390845024026 4.5470364801585665 0.84802102856337824 8.86707780882716 40.972694958676584 2.8202611666638422 3.2957157371565691 4.5318900351412585 0.50555976200848807 4.7258265800774097 7.3125857012346387 0.72850373107939959 14.269690145505594 7.4226035014726222 2.8364345822483301 1.2195607684552663 1.3978843833319841 5.0357015426270655 2.575963850133121 4.9337088558822852 42.743552640080452 4.415336174890399 1.892095834482461
leaf_count=400 991 371 18 242 6 40 214 177 40 3 40 774 32 21 41 6 141 243 70 124 44 41 13 34 78 61 35 222 63 48
internal_value=0.000181124 -0.000176108 -0.000108882 -0.0012933 -1.13999e-05 0.00036724 -6.26102e-05 2.76743e-05 -0.000215587 -0.00101123 -1.16283e-05 -0.000263826 0.000524278 -0.000500754 -0.000892158 -0.00212932 -0.00162467 -0.00183735 0.000323802 0.000681393 6.15904e-05 -0.00110451 0.00116144 -0.000648717 0.000433759 -0.000627733 0.000472783 0.000131356 -0.000806836 0.000161751
internal_weight=351.519 120.407 115.899 8.81358 107.086 231.111 105.19 98.1071 65.8503 13.4361 52.4142 43.5471 32.2568 16.4507 13.155 6.60253 8.62306 8.88911 1.57652 29.9664 13.0793 5.6567 16.8871 2.61745 214.661 7.61167 207.049 53.9847 11.2411 6.8258
internal_count=4633 2892 2521 266 2255 1741 2249 1849 1347 356 991 951 502 243 222 248 181 316 73 288 117 73 171 47 1498 139 1359 368 146 83
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=16 6 15 0 23 23 18 12 7 9 18 23 9 18 20 9 22 2 9 10 19 5 22 17 2 7 9 5 22 16
split_gain=3.18141 3.02743 2.56707 1.99361 2.20725 3.23975 2.73182 3.36402 3.16672 4.17446 2.6283 2.50681 2.77387 2.73055 3.75942 2.40538 2.75907 2.367 2.33017 2.20548 2.18045 2.10028 2.05763 2.61375 2.00037 1.96825 1.9135 2.34139 4.00436 2.91909
threshold=18.594956516900002 15.635365317800002 32.548041893900006 86.09518316945001 0.08079500000000002 1.0000000180025095e-35 13.278511569200001 114.82338089645002 23.209106085000005 192.57902085675002 13.758874730250001 0.096480000000000024 204.68881850780005 13.934548574650002 41.319407281650008 201.81004550795004 -0.074029999999999999 78.110129541750013 190.64005357525002 63.452988794850008 14.351157895250003 21.990725385850002 -0.083330000000000001 199.59317753375004 84.740378741850009 29.911984439950004 202.86134752310002 19.079607437300002 -0.013285 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 25 19 5 15 20 10 18 -10 -8 12 13 21 -15 16 -5 -12 -9 -2 -6 -11 -14 -24 -19 -1 -13 -28 29 -29
right_child=3 -3 -4 4 6 -7 7 8 9 11 17 26 22 14 -16 -17 -18 24 -20 -21 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=2.551358838337487e-05 -6.9328121585830743e-05 -0.0019522941410609084 -0.0025363596300875301 -0.00086641383264048186 0.00045747798818001126 0.0016627773703151902 0.00066825961221636846 0.00050031959041113442 -0.0020050492903228652 -0.00047695037737178374 -0.003132442458487936 0.0016151713228048311 0.001430793140564018 -7.0690351695180739e-05 -0.0030366587961364157 -0.0013063898104900111 0.001357574771002825 0.00089246142346079962 -0.001880163431802198 0.0023491827680987487 0.0019755802462294407 0.0016210412373509548 -0.0020231019382020601 0.00069267455949278338 -0.0022163407896748223 -0.0024455495976000085 0.0017868171949340463 -0.0032136469707792223 0.0017864074978690395 0.00030558045217059536
leaf_weight=113.03074040578213 69.926327550783753 4.9648840753361574 2.3096680711023501 4.3762536253780135 12.963677003979685 19.166752997785807 3.6329685226082793 3.7647540494799596 3.6363131683319798 6.2777344435453433 3.7855829298496229 17.861568005755547 12.80793600901961 5.7869719266891462 4.0949194878339767 4.158746324479579 10.99313148856163 2.4036911465227604 5.9608177989721298 2.181823704391717 8.9911878407001478 4.6689370609819889 2.638163454830651 8.0763665512204152 2.2472913637757301 1.8381813912419591 4.5872366055846205 2.8353764638304719 3.1867003887891743 2.4788693897426128
leaf_count=2136 685 371 106 32 60 156 19 19 43 31 56 82 56 39 46 33 49 14 38 9 60 19 24 56 29 279 20 36 17 13
internal_value=0.00016926 -0.000140512 -6.37462e-05 0.000331308 0.000477622 0.000970915 0.00032204 0.000157017 0.000316735 0.000473875 -0.00101627 0.000593584 0.00023253 -0.000397031 -0.00129975 0.000291856 0.00072432 -0.00174167 -0.000958682 3.85035e-06 0.00107919 0.000417878 0.000789991 2.3988e-05 -0.000609669 -1.40294e-05 0.00111097 0.000422892 -0.000313102 -0.00157208
internal_weight=355.634 122.143 117.179 233.49 161.382 38.6949 122.687 100.732 88.6627 78.9371 12.0695 75.3008 44.351 20.8286 9.88189 19.5281 15.3694 8.43657 9.72557 72.1082 21.9549 10.9467 23.5225 10.7145 4.65098 114.869 30.9498 13.0882 8.50095 5.31425
internal_count=4633 2892 2521 1741 1047 270 777 657 539 482 118 439 271 135 85 114 81 99 57 694 120 50 136 80 43 2415 168 86 66 49
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=16 6 15 18 13 21 12 5 15 12 21 5 22 20 23 12 15 10 7 15 9 15 5 23 17 23 15 22 7 12
split_gain=4.15422 3.14731 2.77085 3.64135 2.97508 3.53014 3.04297 2.60057 2.52037 2.92525 3.52178 2.86107 2.85787 2.44704 2.34912 2.31716 2.28563 2.41409 4.03324 4.04713 2.11581 1.92044 3.33491 2.35179 1.94497 2.14254 1.91366 1.89992 1.8564 1.63205
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 95.937628385050019 16.241109211600005 216.20511703005005 23.714185006400005 28.298162031900002 190.46998066150005 6.9984086918000008 12.306951632950001 -0.17605999999999999 37.572218886150004 0.11458500000000002 82.846568806150017 11.870705757150002 78.290589216800015 24.545313225450005 12.38011581135 226.58992707320002 22.354383166800002 17.089764221050004 0.092675000000000021 166.68115439205005 0.097005000000000022 26.912781836550003 -0.58835000000000004 28.961691114250005 58.770113158150004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -1 29 9 10 13 26 -12 14 -6 -14 -8 -18 -19 -20 -9 24 23 -23 25 -15 -11 -3 -5 -2
right_child=7 27 3 28 8 -7 16 20 -10 11 12 -13 15 21 -16 -17 17 18 19 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025685008755653325 0.002511087288746992 0.0019120826359810634 0.0013357175219430549 -0.0026611932214453513 -0.0027212245493128825 0.00077109139847004223 -0.0025802994263999803 -0.00027183762622872885 0.0030657479164605283 -0.0028418409261550329 0.00029025349359738505 0.00096747235160920381 0.0014587465182919984 -0.0026644258243200452 0.0017063890224140114 -0.002977360191296101 -0.0028210336923173325 0.0023598056869327203 0.0022176310438679148 -0.0020014999349708051 0.00197568730631845 -0.00032980100731367837 0.0011625559233953682 -0.0030923171378273114 0.0011377613501061833 0.001127164563142211 0.0020025805735466471 -0.0025625029806675922 0.0020552616765695439 0.00048491830457763957
leaf_weight=6.4135881315451178 2.395152620971202 0.6434185318648814 2.1949155326001328 6.1827336521819234 3.0062484641093756 7.6099737938493481 2.7117740270914501 42.584022992290556 1.8569062864407886 2.0135701312683518 3.5342403678223491 30.113617421127856 0.79828443098813107 1.8423853293061285 0.93442515656352032 5.7160329741891474 1.6736556757241476 3.7452560761012119 1.8882946670055387 4.766454067430459 2.6465812548995009 4.7672110996209067 5.0031823385506868 2.9787247660569847 17.719009764958173 1.7089463025331495 0.63902608584612597 4.6021455756854257 0.53978916397318233 187.33416991867125
leaf_count=565 9 4 18 241 91 104 247 532 6 75 49 277 4 141 8 143 43 23 21 208 13 55 24 39 118 7 7 367 7 1187
internal_value=0.000193796 -0.000164272 -8.36701e-05 -0.00139191 2.10144e-05 -0.000653906 -0.00116545 0.000385211 0.000256321 0.000191736 -0.000191717 0.000753567 -0.00147567 0.000148163 -0.00167133 -0.00243375 -0.000556836 -0.000102362 0.00033515 -0.000804315 -0.000140328 0.000358926 -0.000389589 -0.00139214 0.000807574 -0.000839864 -0.00167479 -0.00201365 -0.00228248 0.000510497
internal_weight=360.564 125.604 120.358 8.91744 111.441 28.809 21.199 234.96 82.6318 80.7749 48.0087 32.7662 10.0486 37.9601 3.94067 6.51432 14.7854 12.0737 10.4 6.65475 45.2306 34.0195 12.7491 7.74594 21.2703 3.55133 2.6526 5.24556 6.72252 189.729
internal_count=4633 2892 2521 266 2255 1211 1107 1741 1044 1038 679 359 196 483 99 147 542 295 252 229 545 384 118 94 266 148 82 371 248 1196
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=5 20 9 21 3 6 5 10 9 21 21 2 20 8 8 5 21 7 12 7 20 9 10 17 7 20 15 23 20 9
split_gain=4.13262 4.33635 4.19312 3.28456 3.24189 3.08273 3.22753 2.71883 4.55417 4.43709 2.70054 2.69124 2.72242 3.62588 3.34649 3.12527 2.86157 2.43336 2.40352 4.2031 3.61589 4.26064 2.62369 2.49917 2.66866 2.44573 3.35992 2.77019 4.82508 3.72762
threshold=12.306951632950001 44.749265482150008 38.283670303850009 18.870920756500002 93.883646373400012 14.845346859150002 13.252098438300001 61.917879202350001 187.45330412110005 7.0919822770000005 16.464809133250004 316.46407472665004 48.393869453650005 5.9453602998000008 8.543332867800002 30.133297129900004 0.87557407920000008 17.566486459500002 133.01805689090003 23.109894804950002 42.154118731400011 194.82237869650001 61.982402197500001 201.61829342215003 23.853977146050003 41.257948413050009 37.050691080100002 0.089965000000000031 39.788107623550012 205.93480238635001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 9 -9 11 12 13 17 -15 16 -16 -6 23 20 21 22 -20 -7 -25 27 -27 28 29 -21
right_child=4 2 -4 -5 7 18 -8 8 -10 -11 -12 -13 -14 14 15 -17 -18 -19 19 25 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0012412095515490099 0.00097444211518018175 -0.0014767688916082343 0.0012592624087038749 0.00067925080212609564 0.00089114426262782982 0.00092409530927087702 -3.1622961629105307e-05 -0.0014533769722089745 -0.0019257047869012799 0.0010317447934613212 -0.0023956385310413436 -0.0021271990625026859 0.0016921769297423672 0.0013184643272150234 0.00082042070144777289 0.0014101165147772626 -0.0015851742650578198 -0.0020148159057154611 -0.00090592842601213038 -0.0027075363216490888 -0.0016835447052978272 -0.0015237631068954222 0.00092219593987329519 -0.0020555041926814347 0.00081976017466370364 -0.0010011494899772231 0.0004418750113883622 0.0012117072753600262 0.00096696517499055413 0.00034516218051437486
leaf_weight=15.043066617101429 13.048186496831475 6.4527656668797153 7.3686877200379959 4.311263941694051 1.4188977240119189 50.664669651538134 109.89402657933533 4.4970658677630144 7.696870661340653 6.3224749080836773 1.5069481385871757 1.6910549015738059 4.6955616883933535 9.4517982602119464 2.6413108482956869 3.140636481344699 5.7376618590205908 4.0981388692744076 3.7364099137485125 2.9217143543064621 5.7962158825248471 4.9851287454366675 12.404446163214741 2.2223724760115138 2.5190212540328503 7.2264198400080195 32.197694130241871 27.149297138676047 11.107084184885023 2.9306217068806291
leaf_count=838 112 315 67 47 35 299 1268 227 154 44 35 50 21 45 15 14 74 269 33 27 64 31 55 23 20 70 168 127 61 25
internal_value=0.000162363 -0.000482078 0.000147705 -0.000613229 0.000224932 0.000304658 7.51534e-05 -0.000210337 -0.000801162 -1.17855e-06 0.000107852 0.000222609 0.000350035 0.000112115 0.000475043 -0.000216982 -0.000826856 -0.00126745 0.000474775 0.000311717 -0.000345437 2.16915e-05 0.000499008 0.000799838 -0.000527925 0.000523515 0.000177369 0.000832898 0.000226485 -0.00117886
internal_weight=374.878 33.1758 18.1327 10.764 341.702 288.803 122.942 52.8984 18.5164 10.8195 34.382 32.8751 31.184 26.4884 20.9714 11.5196 8.37897 5.51704 165.861 110.455 26.9222 21.126 16.1409 55.4061 4.74139 83.5328 39.4241 44.1087 16.9594 5.85234
internal_count=4633 1267 429 362 3366 2383 1380 983 425 271 558 523 473 452 148 103 89 304 1003 661 183 119 88 342 43 478 238 240 113 52
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=16 6 15 16 19 6 19 17 8 5 6 16 8 23 23 10 18 6 21 20 17 10 22 22 0 18 16 9 0 22
split_gain=5.14573 3.43296 2.94259 2.75311 2.83613 4.3635 4.97292 3.63288 4.58849 3.37931 2.9816 2.6909 2.40104 2.39457 2.6783 2.8944 2.43102 2.31396 2.65023 2.29903 3.66328 3.07669 2.38097 2.3112 2.21585 2.7439 5.14205 4.02745 3.31925 6.14301
threshold=18.594956516900002 15.635365317800002 31.445204138150004 13.534968349350001 11.950964240300001 13.665319288000001 13.051052998800001 236.15709471040003 7.6440346712000009 18.678742451450002 5.1351199812500008 17.684958644900004 2.1483234697000007 0.076130000000000017 0.093635000000000024 83.602982482550019 13.845746551550002 11.085259005300001 20.581461612800002 41.11191809080001 190.78889055330004 71.053259929650025 -0.117885 -0.58835000000000004 86.09518316945001 13.900697602550002 22.624947093000003 196.40176798710004 90.321439350550008 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 7 19 8 10 -8 -6 -9 -4 16 -15 -16 -1 18 -5 22 21 -21 23 -7 -2 -26 27 -27 29 -29
right_child=24 -3 12 4 5 6 9 11 -10 -11 -12 -13 -14 14 15 -17 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.0022149822548807037 6.1004289895656594e-05 -0.001758598069754816 0.0023607411641109353 -0.0015001683966002933 -0.0021488187683292555 0.00060072657399227406 -0.0023434170481820577 -0.00057704655406112066 -0.0019052835438036293 0.0017951239182314807 0.000255404385174277 0.0022249605537416357 -0.0021790171470664962 -0.0018088052090202429 0.00081657283427560953 -0.002208250108508314 0.00026743576964392889 0.0013144401256908981 0.0021994660214540562 0.0014041842423226259 0.0023560921688751623 -0.0019586970879255693 0.00077609795610892403 -0.0019753102548911165 0.00071760578534737249 -0.0011725529147434443 0.0016059959893642984 0.0006198325008928778 0.00047406826314859738 -0.0022055597145704256
leaf_weight=1.8445336967706705 76.770872278604656 5.3381230223458251 0.5491317929700007 2.8668455774895878 2.607028359314433 2.7264456991106272 3.852150233462452 2.7194796819239846 10.944721305742858 1.0467583071440456 12.325440180487929 3.0149519070982933 4.2286238446831703 9.2303945909952727 4.4387473626993588 1.8780786781571803 15.268238091492092 13.365722069516776 1.124640882015228 2.8186401762068254 7.3508960157632828 1.900010574609041 14.288372864015399 3.110652985051277 92.047494219616055 10.369477305561302 9.466156702488659 6.8595050238072872 44.626314931549132 6.0343630388379079
leaf_count=70 694 371 3 93 188 13 79 38 216 7 145 18 180 626 50 144 352 69 6 63 32 24 72 33 480 110 59 38 283 77
internal_value=0.000175771 -0.000154946 -8.5631e-05 -2.23848e-05 0.000169219 -1.71435e-05 0.00045803 -0.000574725 -0.000900672 -0.00145913 -0.000164344 0.000896145 -0.00165724 -0.000527282 -0.00110751 -8.27483e-05 -1.3653e-07 0.000906903 -0.00045776 0.000749751 0.00145455 5.00874e-05 0.000327074 -0.000772071 0.000348857 0.000479307 0.00019575 -8.87397e-07 0.000210335 -0.000702458
internal_weight=375.013 128.839 123.501 118.723 86.0628 68.7055 37.0939 31.6116 25.8772 4.89891 14.9325 5.73443 4.77776 32.66 15.5472 6.31683 17.1128 17.3572 3.99149 32.195 12.0695 4.71865 20.1255 5.8371 246.174 169.403 77.3558 67.8897 57.5202 12.8939
internal_count=4633 2892 2521 2338 1096 928 323 605 549 86 333 56 183 1242 820 194 422 168 99 237 119 87 118 46 1741 1047 567 508 398 115
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=5 21 17 5 23 16 15 21 18 7 16 15 9 16 23 23 7 0 0 7 9 17 9 22 23 8 23 22 22 22
split_gain=0.696118 1.39035 1.10137 0.912667 0.853058 1.34544 0.769257 0.915357 0.826079 1.96983 2.0003 2.80247 1.39998 1.1114 0.897941 1.27566 0.879745 1.05438 2.03079 0.958405 1.1454 0.814349 0.784829 2.11404 2.46149 0.82327 2.4363 1.81916 1.04793 2.08787
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 5.3654262215500008 0.074735000000000024 14.184966829400002 11.870705757150002 17.123843457500005 16.884724796650001 26.545218975000001 17.684958644900004 20.937157557000003 219.87257840710004 11.949972055800002 -0.222165 -0.23921499999999998 26.756201080000004 105.7585659356 102.65877371115 26.366329164100005 208.65287229730004 219.10637853515001 216.07042296730003 -0.0057149999999999996 0.094595000000000026 8.8430989333000021 0.10336500000000003 -0.084729999999999986 -0.59087999999999996 -0.54488499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 13 -10 11 12 -11 14 15 -8 17 18 19 21 -21 22 25 -24 -25 28 27 -27 -15 -30
right_child=6 2 -4 -5 5 -7 8 -9 9 10 -12 -13 -14 16 -16 -17 -18 -19 -20 20 -22 -23 23 24 -26 26 -28 -29 29 -31
leaf_value=-0.03301288077918535 -0.035780415112134624 0.025141015263227751 -0.034120123849717757 -0.033444388392674905 -0.034012121828800826 0.02470520442134945 -0.022619688611249158 0.011631199628168486 0.025959313055238534 0.014065077153146205 0.031211979515514649 -0.035338044210785451 -0.034593040160533571 0.014138908370591967 -0.034016733668514695 0.031804127076158671 -0.016470344331023339 0.025794822395585167 -0.034975820266894414 0.032757339917263914 -0.0010299563199779572 -0.022028523581323681 0.016861077389025939 -0.040333421243955281 0.013408386940619944 0.01261497814461696 -0.037952491172313238 -0.024729036643232182 -0.02422136347314207 0.0012040282737013431
leaf_weight=1.8624054837564461 1.2263400540687133 2.1199158014496793 0.8442888224381021 0.52931279127369624 0.843580527231097 0.77591751527506858 1.1616677322890607 0.64281535916961718 4.649893593043088 4.1606998818460834 1.739532299339771 2.4403094756416976 0.71810759848449368 6.2643389073200515 1.6915741922566656 0.72409183904528651 2.9227526024915269 1.8053504340350617 1.6044964543543745 2.1800863221287718 1.9856355967931447 1.5690975273028005 9.4509251210838539 1.6924401170108461 1.8448551148176191 4.4040923551656306 2.2279560398310423 1.9488565837964396 3.4028442157432428 196.84463617869187
leaf_count=482 157 32 82 85 90 17 45 14 48 116 22 81 57 54 173 6 59 27 65 13 38 32 104 29 16 46 39 39 105 2460
internal_value=0.000825981 -0.00920648 -0.000535048 0.00610757 0.0117061 -0.00588007 0.00109586 -0.0194752 0.00124522 0.00893206 0.000191808 -0.00718075 0.00690313 0.000812868 -0.0169929 -0.00172209 0.00107811 0.00129432 0.00110643 0.00135404 0.0166523 0.00107653 0.00123549 0.00891788 -0.0123047 0.000771591 -0.00899582 0.00115918 0.00117744 0.00077197
internal_weight=266.279 6.97542 5.11302 4.26873 3.73941 1.6195 259.303 1.86916 257.434 13.7085 9.05865 7.31912 4.87881 243.726 3.57733 1.88576 240.148 237.226 235.42 233.816 4.16572 229.65 228.081 12.9882 3.5373 215.093 8.5809 6.35295 206.512 200.247
internal_count=4633 788 306 224 139 107 3845 171 3674 324 276 254 173 3350 224 51 3126 3067 3040 2975 51 2924 2892 149 45 2743 124 85 2619 2565
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=9 21 22 3 22 7 3 17 2 12 23 12 23 8 20 8 21 22 20 20 6 20 23 23 19 20 10 13 12 9
split_gain=0.618589 0.743935 0.696871 0.594375 1.19536 1.02046 1.38373 0.74311 1.03487 0.736018 0.725752 1.13415 0.862082 0.747122 1.75522 2.27016 1.53242 1.11798 1.88656 2.09749 1.78252 3.36071 3.35549 3.71539 2.34777 1.74706 3.28365 2.41828 2.57304 1.70857
threshold=28.715052674600006 21.779899400000001 0.63131000000000015 108.48197402175002 0.11061500000000003 19.052023743050004 103.28787291370001 171.19957438235002 241.49325970385004 58.770113158150004 -0.27297999999999994 151.57463967635002 -0.51222499999999993 8.8430989333000021 41.909642283050012 9.5425530862500008 3.8092755532000004 -0.064729999999999996 39.896141435400004 35.476804824450006 15.785368822600002 37.892416320650007 0.095830000000000012 0.089345000000000022 12.250988447150002 41.489621506400006 62.111448187750007 98.255079293500017 189.97915716370002 210.85023439230002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 8 -2 -7 11 -11 -13 17 15 16 -15 18 19 -12 22 -22 23 24 -21 27 -27 -19 -29 -28
right_child=3 -3 -4 4 -6 6 -8 -9 -10 10 13 12 -14 14 -16 -17 -18 25 -20 20 21 -23 -24 -25 -26 26 29 28 -30 -31
leaf_value=-0.028281254207670511 0.014083517179643871 0.01751091174425411 0.012296129634267199 -0.028398318673829564 0.025450172406315776 0.018924214470424125 -0.024940453304793764 0.027653985665439432 -0.018859250345814593 -0.035529370832627777 0.0071615683623582477 0.011277622175234533 -0.01486711094557242 -0.023366506045347693 -0.027905242508724289 0.015538616631456337 0.0029785888565461768 -0.018398172156120114 0.0013641620388300045 0.004780389504649242 0.026908753442875456 -0.010762004159148214 -0.035595927904905435 0.007898343270441999 -0.034715053482297205 -0.020085939955206834 0.0058231043696776175 0.0027605645160592527 0.014176641642083074 -0.014779079722774152
leaf_weight=1.6002529016259353 2.8342295219190414 0.48083182191476215 0.39215259545017023 1.2732371549936932 0.40416835620999325 1.6520124934613694 1.5668391552753735 1.6768084974028168 0.94669277360662807 1.0105427742237214 6.7743426089582526 1.7185910890111697 2.0678669601911683 3.4268831056542677 2.1734767395537338 3.8955569062381983 3.1565400091931224 2.892984260863158 107.82142575350008 1.563230019935874 2.4592404915019852 6.2197458799928427 4.4326491912943302 5.6940961924847215 3.9509257770841941 5.9761910829693106 19.304620869515933 38.510033881291747 23.755853956565261 3.5458769169636062
leaf_count=293 39 8 10 187 2 13 209 20 35 23 174 37 61 45 68 44 33 205 1657 74 17 55 124 65 113 81 368 304 210 59
internal_value=0.000633984 -0.0129447 -0.0202947 0.000762802 -0.0154236 0.000867622 0.00061642 0.0125386 0.00583509 0.000775321 0.00065556 -0.00985314 -0.00300058 0.000860852 -0.00559513 -0.000967717 -0.0107349 0.00121158 -0.000343051 -0.00626293 -0.0100023 -8.77793e-05 -0.0155038 -0.00755781 -0.0235183 0.0035094 -0.00208242 0.00598325 0.00711606 0.00262611
internal_weight=263.178 2.47324 1.99241 260.705 1.67741 259.027 253.57 5.45773 3.78092 252.003 250.351 4.797 3.78646 245.554 12.6525 10.479 6.58342 232.901 138.916 31.0942 24.3199 8.67899 15.6409 11.2083 5.51416 93.9856 28.8267 65.1589 62.2659 22.8505
internal_count=4633 311 303 4322 189 4133 4039 94 74 3830 3817 121 98 3696 190 122 78 3506 2279 622 448 72 376 252 187 1227 508 719 514 427
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=13 23 18 7 18 12 19 10 22 21 9 20 22 7 10 3 22 22 15 9 16 23 12 22 17 20 22 15 7 7
split_gain=0.579435 1.60104 1.1825 1.07121 1.06316 1.48405 1.00718 0.991604 0.868658 0.849994 1.20137 1.26184 1.80121 0.685327 0.66475 1.91274 1.40322 1.51464 0.622828 1.10916 1.45831 1.36109 0.988482 0.832253 0.792881 0.724998 2.50434 2.70472 2.23584 3.74223
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 21.350715310200005 17.108018746400003 284.29960850000003 12.451004585100002 81.573196594050017 -0.21563499999999999 18.870920756500002 38.283670303850009 45.321989007550009 -0.11534 24.209421447000004 81.011308844800013 79.47351079420001 0.063030000000000017 -0.18437499999999998 46.055224235250002 199.17419511990002 22.584947186600004 0.085855000000000029 399.32436702310002 -0.083004999999999982 158.19986339130003 42.154118731400011 -0.11534 39.203018015350004 22.435297587800004 22.598495330900004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 14 -5 10 13 12 -12 -10 15 16 17 -2 22 20 -20 23 24 -21 -17 -26 27 -27 -28 -30
right_child=4 6 3 8 5 -7 -8 -9 9 -11 11 -13 -14 -15 -16 18 -18 -19 19 21 -22 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=-0.024714382860217099 0.0066635322616781746 -0.028963354430668706 0.027632933822645797 -0.020982539542859072 0.017651090532276422 -0.012826689439225209 0.0010000227077738124 -0.022256643405210559 0.013780223359363965 0.020595792662294297 0.021828087072255486 0.023660473310252866 -0.029516330927268877 -0.028488994172070455 0.010210164450268656 -0.031253358987880911 0.002624788586539863 -0.031631025411949468 0.0031868608999004052 0.0018597590998914088 -0.028312320225789205 0.010595543994942776 0.020467057592172797 -0.032434589261010387 0.0022825280159357343 0.0088475378700517051 -0.021030802836639873 -0.032198329158894111 0.02398513111146517 -0.0054662732237298391
leaf_weight=1.2467571832239617 1.0190620864741502 2.7564645601232765 1.2597047723829735 1.2450590447115217 5.8083463376387945 1.5430301120504735 1.2416683625197036 1.4412143400404591 0.3673402336426087 1.7830871473997829 0.91667733201757062 1.8871870925649998 1.2090442038606855 1.4405531633819917 5.508640411309897 0.57644752506166597 2.5729017783887684 3.4783318659756324 1.8721513128839413 1.0316763287410142 2.7975004001054913 4.4704910302534699 2.0304051604471161 1.1330292485654352 144.06006001529749 20.537607815349478 5.8023944658925748 1.3027718178927887 3.6464515663683406 33.893926852149889
leaf_count=68 22 556 11 113 60 38 32 125 17 25 25 28 96 242 42 114 28 113 25 18 120 57 37 23 1561 423 164 16 22 412
internal_value=0.000581026 -0.00462447 0.000668643 0.00379928 0.000907873 0.0112539 -0.0196579 0.000587192 0.0004064 0.00390862 -0.00120316 0.00722032 -0.00737502 -0.0199004 0.000726853 0.000499944 -0.0136457 -0.0229539 0.000948127 -0.00536945 -0.0156837 0.00188941 0.00128525 -0.0160903 0.00109963 0.00118876 -0.00122856 0.00639916 -0.00507217 -0.00260554
internal_weight=259.88 15.3535 11.3554 10.1087 244.526 7.35138 3.99813 237.175 8.84895 7.60389 5.8208 4.01291 2.12572 1.80789 235.734 230.225 7.0703 4.49739 223.155 11.3048 4.66965 6.6352 211.85 2.16471 209.82 209.243 65.1832 21.8404 43.3428 37.5404
internal_count=4633 1213 625 557 3420 98 588 3322 546 433 408 149 121 259 3197 3155 163 135 2992 243 145 98 2749 41 2712 2598 1037 439 598 434
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=20 15 20 19 15 2 22 23 17 12 22 10 2 2 0 20 22 12 23 17 16 0 22 17 20 8 22 7 9 9
split_gain=0.571251 0.952303 0.692445 1.20294 0.9275 0.662564 0.624097 2.19611 1.41911 2.10909 1.3545 1.22917 2.28227 2.26345 1.1115 0.980663 1.2349 1.68775 0.981119 1.21055 0.92666 1.55445 1.02866 1.92001 1.00771 1.14958 0.8743 0.860999 0.844004 2.23119
threshold=32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 56.799426908350007 -0.237895 0.088075000000000028 197.02652249450003 206.14208420540004 -0.16164499999999998 62.084563606450011 305.67240907785003 155.18475231920004 91.109157582800023 44.202975721700007 -0.24150999999999997 209.45123619680001 0.084365000000000009 184.89106522365003 12.604970524100002 109.89341454020003 -0.15022499999999997 191.20566072810004 43.477771593600004 0.84933718570000016 0.70681500000000008 24.407759398400003 181.33671263215004 186.70853236170004
decision_type=2 2 2 2 2 2 2 2 2 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 7 15 -9 -10 11 12 13 -8 -13 16 17 18 19 -4 21 -12 23 -22 -23 -26 28 -11 -24 -30
right_child=2 -3 6 -5 -6 -7 10 8 9 27 20 14 -14 -15 -16 -17 -18 -19 -20 -21 22 24 26 -25 25 -27 -28 -29 29 -31
leaf_value=0.0068712411512097202 -0.03714474430220005 0.01847516933222413 -0.024553040604861139 0.030634505643757529 0.0083719469416861335 -0.042169779378416421 -0.042476754232055616 0.0097484622567552241 -0.045839121714383965 0.036032104535677949 -0.031051692841521643 0.031553123256059898 -0.041344213275392783 0.023281557793375963 0.007710213896412502 -0.037818299035946738 0.029560335696131014 -0.041485262837428802 -0.029058973372892375 0.022210641757336086 0.012224175646813879 -0.036213826145355052 -0.0081828353143879127 -0.045181902876811467 -0.036788630687502891 0.023284106594844634 0.021456891569408103 -0.011309380801035223 0.013555176440124066 0.00020156134646149066
leaf_weight=0.45822119852527921 0.70615889679174815 0.71008440852165211 1.0211022564908492 2.6050214320421219 2.5915941894054413 1.3406091943616045 0.79965116013772686 11.450685609888749 1.5908088207361282 0.82768282666802395 3.0387498028576365 4.5275554032996279 1.3731395248323677 3.4407877253834158 5.2156602223985828 2.2998634586110711 0.80855081730988043 2.2339804763905704 1.3506859880872069 2.0920990898739547 1.2908091512508684 0.63901167339645359 12.035389538068555 1.63955248799175 0.47776923037599806 2.2760262387455441 2.5859177103266111 1.1214187913574276 17.096183640882373 167.19337317696773
leaf_count=8 75 4 42 19 33 229 101 132 47 4 319 41 56 31 111 174 15 135 31 42 62 194 436 116 76 118 39 46 125 1772
internal_value=0.000668704 -0.0160491 0.000833622 0.0127517 -0.00137469 -0.0296774 0.000550441 -0.00474903 0.0037254 -0.0157577 0.00113807 0.011229 -0.00189381 0.010881 0.0187897 -0.0177037 -0.0115408 -0.0165024 -0.00399962 0.00687257 0.000394022 -0.0127622 0.000813236 -0.0198948 0.00361875 0.0128618 0.00111831 0.0087941 0.000850416 0.00144035
internal_weight=256.838 2.50891 254.329 5.90277 3.29775 1.79883 248.426 24.7969 14.9906 3.53991 223.63 15.3568 5.61358 4.24044 9.74322 9.80628 7.50642 6.69787 4.46389 3.1132 208.273 6.43156 201.841 2.93036 3.39281 2.7538 198.911 1.9491 196.325 184.29
internal_count=4633 241 4392 127 108 237 4265 668 229 97 3597 340 188 132 152 439 265 250 115 84 3257 707 2550 178 388 194 2372 50 2333 1897
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=13 0 7 5 13 21 23 23 6 18 22 8 8 16 19 8 20 13 21 18 2 5 6 18 15 20 18 16 23 20
split_gain=2.76716 3.6325 4.31887 3.0973 2.17745 2.44014 2.76484 2.10228 2.38726 3.04009 2.01807 1.83651 2.65995 2.13361 4.44436 1.79281 1.92363 3.54704 5.20673 2.61681 2.96818 4.42118 4.84494 2.07984 1.73038 2.3753 3.37556 3.26533 2.5087 2.96905
threshold=109.34496908160001 95.44832900530001 20.797746106000002 23.714185006400005 95.636521074450016 18.870920756500002 -0.13578999999999999 -0.089139999999999997 14.745344522600002 14.442085364750001 0.70681500000000008 8.8430989333000021 9.4426310644000022 19.224955043700003 13.751109481500002 8.7431769115000026 36.654713368950006 112.67059178900001 1.0000000180025095e-35 14.646070254650002 222.85070906495002 21.363989181350004 16.265380038000004 12.816643511250001 19.846565044850003 40.767054867700004 14.830595894550003 18.714956236300004 0.090665000000000009 33.361153777850006
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 6 -3 -4 -9 -10 24 13 -13 -2 -15 16 -16 18 -18 20 23 -22 -23 -19 -6 26 -26 28 -28 -30
right_child=3 4 7 -5 10 -7 -8 8 9 -11 -12 12 -14 14 15 -17 17 19 -20 -21 21 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.00060826107747776403 0.0017839804481638777 0.00017148859549173591 -8.5021362850944899e-05 -0.00026280451668381536 0.0010414232667603888 0.0014523207944558815 -0.0021269724766237405 -0.0031969490696439461 0.0015918288027456258 -0.0031832154980102785 0.0027423203478369584 -0.0014373941447622246 0.0016639643123037085 -0.0022983217916959257 0.0016784137916800947 0.0018946359843118482 0.0016715005502200009 -0.0013830895471621297 -0.0035931370954820469 0.0028096410880445776 -0.0038460720415132688 0.0016752976357148207 -0.0029572465725481562 0.00075302850531161773 0.00081771773572748526 0.00059070296243632424 -0.00053695521622651107 0.00080168691208154172 0.0022728823912323277 -0.0034230420473035368
leaf_weight=8.4495404986664671 12.706897511146961 7.3723854786367218 4.1337006490211978 42.404229981009848 17.414423973299563 3.522134280530735 9.6665909871226159 9.2425049392040766 2.2765892813913533 2.0030766967684031 2.7049455195665351 7.6015025898814184 3.1160733830183744 4.1763854669407001 11.503058373928068 8.8235691264271718 2.4267845898866645 3.7982525974512091 3.9367237538099289 4.0717176869511595 2.9486871846020213 5.6108756214380247 2.6593667976558208 88.932723253965378 9.7806188920512813 29.822238191962242 6.4251315980218378 4.8495287895202628 0.8085281071253102 7.6627686596475542
leaf_count=157 76 199 93 833 205 46 884 426 25 56 26 66 22 38 57 39 12 25 57 30 46 42 26 503 63 295 100 24 9 153
internal_value=0.000214569 -0.000114798 -0.00105388 0.000417506 0.000130281 -0.000689701 -0.00113248 -0.00184933 -0.00238868 -0.000643107 0.000342439 0.000595238 -0.000535692 0.000675193 0.00057375 0.000662791 0.000576451 0.000465632 -0.00158542 0.000586459 0.000499377 -0.000874003 0.000185664 0.000665533 0.000257873 2.79597e-05 -0.000540419 -0.00121313 -0.00186906 -0.0028794
internal_weight=330.852 126.135 26.1054 204.717 100.029 20.5611 17.039 17.6559 13.5222 4.27967 79.4682 162.313 10.7176 151.595 138.888 134.712 125.888 114.385 6.36351 108.022 103.95 11.2189 8.27024 92.731 76.7632 59.3488 29.5266 19.746 14.8964 8.4713
internal_count=4633 2761 757 1872 2004 1129 1083 600 507 81 875 1039 88 951 875 837 798 741 69 672 642 114 68 528 849 644 349 286 262 162
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=16 10 17 5 20 4 0 5 5 8 0 19 22 18 17 22 2 22 22 20 9 23 23 23 20 4 22 23 18 2
split_gain=3.53985 3.51867 4.43629 2.94831 4.12269 2.80634 2.66642 4.66088 2.65986 2.63465 2.54601 2.52265 3.41726 2.66836 2.95883 2.41204 2.22258 2.20438 3.70739 2.18763 2.04968 2.04077 2.00329 2.85019 3.18151 2.32931 4.19456 2.63973 2.38249 5.46367
threshold=18.594956516900002 74.757955233350017 195.59800312745003 10.36813655115 43.477771593600004 195.04069921150003 98.51854819030001 14.47989612135 23.714185006400005 2.3481675133500004 104.03526427400001 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 -0.24150999999999997 203.29256851545003 -0.23890999999999998 -0.59238000000000002 36.772607578000013 226.58992707320002 0.11458500000000002 0.083395000000000011 1.0000000180025095e-35 42.123054668150012 310.44950696480004 -0.083834999999999993 0.085625000000000021 13.900697602550002 79.152355410850021
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -1 17 19 22 -9 -6 12 13 14 15 -7 -13 18 -5 -8 -10 -11 23 24 -2 27 -27 -24 -29 -30
right_child=8 3 -4 6 10 11 7 9 20 21 -12 16 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 25 -25 -26 26 -28 28 29 -31
leaf_value=-0.0015470963730968273 0.00057134708460486851 -0.0022642490477691344 -0.0024389759698441749 0.0015424197698208223 -0.0023224172559032099 -0.0023401920340294022 -0.0023302952637115058 0.0013595737372594037 -0.00026231415851660656 -0.0023130203579808904 0.00039078022225082237 0.0013236341782065417 -0.0024412732544854968 0.0019790627735542404 -0.0026067075799552568 0.001119221434219406 -0.0013564133792820063 0.0012075734157082384 -0.0019783680908593065 0.00050552439030018034 0.0017928870391261697 -0.0001467905709577888 -0.00080285484684572959 0.0012148371778213873 -0.0015655760489636469 0.00087396037032148432 -0.0017186507056933221 0.00066881032124434389 -0.0028544265229806117 0.00025899218885631762
leaf_weight=7.1727702378993881 20.91681546531618 5.3568508343305465 5.7300031725317231 2.6647724695503712 1.9116851594299067 1.2444322854280478 1.3372284912038583 1.6097530666738737 41.120138273108751 6.6639372450299543 11.272339018527417 8.1261241778265667 3.5305888478178522 2.5242641465738416 2.387176220305264 4.0602344968356201 1.7832892281003285 20.302605804055929 3.0099274525418904 33.290086665889248 2.4287574291229239 2.9718382880091667 8.1493647843599302 32.258654860779643 3.9077449180185786 5.1542929485440254 6.8933143690228444 83.285060718655586 2.9458186253905323 27.819488755427301
leaf_count=385 112 556 156 13 125 44 72 9 532 148 291 101 134 17 86 48 67 100 33 472 13 35 43 218 35 32 83 422 48 203
internal_value=0.000179127 -0.000113348 -0.000682439 0.000116822 -0.000656062 -0.00035596 0.000316265 1.11899e-06 0.000337207 -0.00121484 -2.63375e-06 5.2039e-06 -0.000597528 3.96529e-05 -0.000596811 0.000307671 0.000841335 0.000872775 -0.000325047 0.000396011 -0.000147694 -0.00164492 0.000447576 0.000788707 0.000234964 0.000302524 -0.000609461 0.000392436 0.000477844 -3.91217e-05
internal_weight=361.829 126.95 36.5589 90.391 18.5409 30.8289 71.8501 45.8728 234.879 11.2455 13.184 23.6561 13.7467 10.2161 7.69184 5.30467 9.90941 25.9773 5.6747 34.6273 43.5489 9.63578 191.331 57.0832 24.8246 134.247 12.0476 122.2 114.05 30.7653
internal_count=4633 2892 1038 1854 972 882 882 736 1741 192 416 497 329 195 178 92 168 146 46 544 545 183 1196 365 147 831 115 716 673 251
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=5 21 5 10 23 17 15 21 18 12 7 16 15 16 23 23 7 0 6 2 23 5 3 20 20 5 23 9 23 10
split_gain=0.563902 1.12071 0.897504 0.829327 0.694177 1.04148 0.668934 0.71921 0.699728 1.64523 1.70346 1.45743 2.43797 0.880931 0.766127 1.10036 0.659118 0.957393 0.653083 1.16112 1.19453 0.863537 1.40927 1.97595 1.76116 1.42201 1.61531 1.55134 1.17845 0.908063
threshold=7.754880527600001 8.8671606832000016 5.3654262215500008 90.679004281900021 0.074735000000000024 192.00947391610003 11.870705757150002 17.123843457500005 16.884724796650001 170.40138255105003 26.545218975000001 17.684958644900004 20.937157557000003 11.949972055800002 -0.222165 -0.23921499999999998 26.756201080000004 105.7585659356 10.715250360100002 197.03438354685002 0.086955000000000018 13.252098438300001 80.785478361850011 40.858951393400005 33.361153777850006 16.316541761950003 0.089045000000000027 206.78020849415003 0.097005000000000022 75.629015667650023
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 13 -10 -11 12 -12 14 15 -8 17 18 19 20 -15 -20 23 24 -23 26 -24 -28 -25 -27
right_child=6 2 -4 -5 5 -7 8 -9 9 10 11 -13 -14 16 -16 -17 -18 -19 21 -21 -22 22 25 28 -26 29 27 -29 -30 -31
leaf_value=-0.032784223172595064 -0.035514352129291119 0.025135215356186184 -0.033386065364538586 -0.033375516815407319 0.022805462983128431 -0.033399386810809333 -0.022276455266822089 0.0092707432220465857 -0.037452476171040507 0.028543489836741816 0.0090812527637058101 0.030467320699003479 -0.034752390623395128 -0.02023949251728081 -0.03363486540456747 0.031108187786341647 -0.014550342010243475 0.025324461685695562 0.018143205396432792 -0.027762837550133753 0.010115632309608685 0.025127961175457705 0.030851194183518317 -0.014763079827015543 -0.031907332299278057 0.0012150806552211246 0.01682064658663791 -0.021865132584411407 0.018436130428385759 -0.018978381689255013
leaf_weight=1.5286564590496698 1.0437786086695258 1.7532406076788909 0.72473455170984369 0.48264371557161201 0.67521286651026435 0.68112871842458844 1.0274269965011624 0.5702945030061527 0.75398796313675021 3.9504112980794144 4.2464020353509113 1.5445028264075515 1.8839792101643977 2.057854551356284 1.4249733542092133 0.64726717676967416 2.8206385069061062 1.6585821313783515 3.0502464771270743 2.2320769801735878 3.7868079822510481 0.63650603499263336 3.5624642684124392 1.9049293713178483 4.4471198669634759 198.99789498344762 2.7742083873599768 1.7315137870609758 2.6012100866064429 2.3169539053924373
leaf_count=482 157 21 105 86 18 76 45 14 57 36 135 22 74 62 173 6 59 27 24 76 37 6 24 38 164 2509 42 19 16 23
internal_value=0.000659991 -0.00918688 -0.00083095 0.00573707 0.0118078 -0.00541953 0.000888706 -0.0196906 0.00102154 0.00845498 0.0114324 0.00262502 -0.00438963 0.000634377 -0.0163504 -0.00164336 0.00085881 0.00104635 0.00087135 -0.00808653 -0.000572142 0.00119722 0.000961165 -0.0110605 -0.0247661 0.00151176 0.0147134 0.001954 0.00440147 0.000982672
internal_weight=257.518 5.84562 4.31696 3.59223 3.10958 1.35634 251.672 1.61407 250.058 12.3793 11.6253 7.67488 6.13038 237.679 3.09967 1.67469 234.579 231.758 230.1 8.07674 5.84466 222.023 218.973 9.58977 5.08363 209.383 8.06819 4.50572 4.50614 201.315
internal_count=4633 788 306 201 115 94 3845 171 3674 324 267 231 209 3350 224 51 3126 3067 3040 175 99 2865 2841 224 170 2617 85 61 54 2532
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 2 18 17 0 5 20 6 2 8 23 13 7 19 23 2 5 20 20 7 17 16 19 8 3
split_gain=2.40574 2.80192 4.12578 2.67796 2.22897 3.30247 2.08841 1.94922 2.95775 1.92387 3.32342 2.49633 2.43466 2.65902 1.92074 2.18803 1.81209 3.63214 1.80081 1.79675 1.71036 1.64986 1.89421 1.73926 1.71898 4.14093 1.64485 2.03683 3.00651 1.83052
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 203.29256851545003 14.365787915650001 172.68891404560003 98.51854819030001 14.47989612135 36.772607578000013 11.545269753400001 186.79363985910004 2.3481675133500004 0.11458500000000002 108.64328150955002 23.164713644150002 9.4507625164000029 0.093955000000000025 97.889449657450015 23.714185006400005 37.995872310650007 39.788107623550012 24.209421447000004 199.05253715360001 18.044957803000003 12.050972309250001 7.6440346712000009 76.927540944650019
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 5 7 -6 8 -5 12 11 -11 -3 19 -12 -16 -1 -18 -13 -14 -21 -2 -23 -24 25 -25 27 29 -29 -20
right_child=21 9 -4 4 6 -7 -8 -9 -10 10 14 18 13 -15 15 -17 17 -19 26 20 -22 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0030259584299838823 0.00044808734687846774 -0.0023445818895973971 -0.002997165248034657 0.0006320032418896869 0.0016709141169196559 -0.0030068988480074885 -0.0017181248946852472 0.0024208454973934064 -0.0031799282656097792 -0.0028196779454430971 0.0015552826473310764 -0.0029187530326176716 0.00093743495838811725 0.0023765760719222837 -0.002869347382743056 -4.7872621776006921e-05 -0.0029415835421400961 0.0032706269333787107 -4.1020298770035117e-05 0.00058506213781234489 -0.0026480753559031569 0.0013957530272224268 -0.0022893563232063824 -0.00043994593670041338 -0.0022496963898103566 0.0024126116119486023 0.0027835886354468636 0.00041976050365676016 -0.0025047543458118033 0.0013596371805062407
leaf_weight=4.0064002017024931 178.79497404582798 1.7304716608487094 5.2238695323467246 4.8430820084176975 7.5538394870236498 3.2426123723853371 1.5966190558392552 2.1167899835854769 2.1219543009065092 1.9329105150536623 1.2858010977506626 1.2142213373444963 12.173921982757753 6.863021505996584 6.1794909993186575 2.9403504598885775 1.5416781946551057 1.2237940728664396 13.18667801236734 2.3954638410359612 2.3491719625890255 4.9336087936535469 3.1672797407954922 23.806449047755457 2.6923279892653218 4.3652665363624683 2.0089907832443705 6.6106562139466387 4.1463238364085555 13.8854204704985
leaf_count=188 1196 123 156 92 101 134 67 17 86 282 9 246 55 45 148 35 194 3 484 15 25 86 34 356 43 26 16 125 97 149
internal_value=0.000173583 -0.000146357 -0.0007991 -0.000392596 7.29233e-05 -0.000674481 0.00107958 0.000158294 -0.000529332 0.000130537 -0.000160074 0.000170421 0.000738719 0.000963076 -0.00152533 -0.00195967 -0.00186885 -0.000192517 0.000311207 0.000389689 -0.00101573 0.000338685 -0.000163319 -0.000389342 -0.000194361 2.06385e-06 0.000409653 0.00028358 -0.000707506 0.000677384
internal_weight=330.133 112.374 33.4706 28.2468 21.4749 12.3244 9.15046 9.08183 6.96504 78.9029 53.3908 42.9852 25.5121 23.7816 10.4056 9.11984 6.77187 2.76547 41.0523 16.9186 4.74464 217.76 38.9649 34.0313 30.864 28.1717 39.8381 37.8291 10.757 27.0721
internal_count=4633 2892 1038 882 497 329 168 195 178 1854 1591 1399 263 140 192 183 385 197 1117 95 40 1741 545 459 425 382 871 855 222 633
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=16 10 17 4 5 6 6 22 19 4 19 22 16 7 7 6 23 19 22 18 17 2 22 13 5 16 21 3 0 20
split_gain=4.8977 3.53805 4.73018 3.16462 3.09377 2.62757 3.34051 4.17106 3.04593 3.72318 4.23758 3.97954 3.21944 3.00641 2.51407 3.11182 3.37935 2.50399 3.49011 2.75106 3.23056 2.51541 2.47528 2.46105 5.82135 4.68503 6.47001 4.63989 5.36209 3.84064
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 23.714185006400005 13.665319288000001 13.825323026450002 -0.10434500000000001 11.950964240300001 310.24664133230004 13.351077205700003 -0.081844999999999987 14.184966829400002 24.040556609400003 24.374195395050005 11.805275828400001 0.074735000000000024 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 203.29256851545003 -0.24150999999999997 112.67059178900001 20.769304081650002 18.974955628300005 0.87557407920000008 85.589753040950015 96.082805124100005 36.377496227400009
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 8 -7 -8 12 10 -10 13 14 -11 -3 16 -16 18 19 20 22 -19 -5 24 25 27 -27 28 -2 -28
right_child=4 5 -4 17 -6 6 7 -9 9 11 -12 -13 -14 -15 15 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0013418112135741272 -0.0012099619341656037 0.0008243408597501295 -0.0021113828349152621 -0.002025509623088795 -0.00010810964910035252 0.0015936995068085598 -0.0015629376841037408 0.00065218452194978124 -0.0017157706745392748 0.0011112096207335016 0.00067852188788597001 0.0011316100650912689 0.0011694059241964792 -0.0021009892162281024 4.51196704179746e-05 0.00063488105751510824 -0.0017711044671725399 0.0011280856626607254 -0.0020821131183787786 0.001731077560449916 -0.0022467061528032612 -0.0012682290977756713 0.00099184066920735199 0.0005464188735932816 -0.0023116297709540475 0.00066909467645398751 0.00099050840960417672 0.0018740842535402316 0.0010418718363349741 -0.0017820544241111873
leaf_weight=8.0070335632190091 5.9931896701455143 7.7973965096753117 6.1312786797061554 1.2379052210599137 47.095660811290145 8.0887214913964289 3.9523936789482859 12.452302452176808 12.149677640991287 1.4919498851522801 3.3222618028521529 6.7937967348843795 9.5559392110444588 3.3092600721865892 6.8578135468997079 6.7085810806602231 7.6477726831799373 8.7669869423843902 3.6539754280820533 2.5876909662038097 2.5434932010248303 1.8770117280073453 4.2671365924179545 152.33603511564434 3.3784565646201363 11.228496227413418 2.1322481706738463 9.1101268306374532 9.8921369984745962 10.191383250057696
leaf_count=385 75 100 156 44 545 46 40 61 329 38 31 67 64 109 215 57 697 101 134 17 86 67 48 832 51 52 10 34 32 110
internal_value=0.00017315 -0.000124116 -0.000596276 -0.000314273 0.000325947 8.0576e-05 0.000605667 0.000118494 -0.000115377 -0.00059847 -0.00120165 0.000206389 0.000223661 -0.00110282 -8.78518e-05 -0.000423134 -0.000912447 1.56967e-05 -0.000498107 4.60636e-05 -0.000495687 0.000705508 0.000313337 0.000426025 7.28257e-05 0.000238761 -0.000362458 0.000805265 0.000192304 -0.00130234
internal_weight=380.558 129.2 39.0725 32.9412 251.358 90.1279 24.4934 16.4047 65.6344 27.0669 15.4719 11.595 38.5675 4.80121 29.0116 21.2142 14.5056 24.9342 14.2902 10.6362 8.04854 10.644 5.50504 204.262 51.926 48.5476 23.5521 24.9955 15.8853 12.3236
internal_count=4633 2892 1038 882 1741 1854 147 101 1707 574 360 214 1133 147 1069 969 912 497 329 195 178 168 92 1196 364 313 172 141 107 120
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=16 5 16 2 8 13 0 10 20 16 22 15 21 8 23 16 12 15 12 16 20 6 22 20 0 22 6 22 13 21
split_gain=3.40555 2.76228 2.68876 2.55906 2.81877 2.20054 3.68755 3.01263 2.8975 4.30328 2.39602 3.52719 3.83555 2.50072 2.07091 2.06516 2.96982 2.79811 4.27461 2.83361 2.55169 2.33857 2.37008 7.52365 4.40809 4.13813 2.27408 1.87943 1.8393 2.15972
threshold=20.394952307700002 23.714185006400005 20.034953149600003 325.13486840910008 2.8477776226000002 112.67059178900001 90.321439350550008 65.571493801650021 42.206017975500011 22.454947490600002 -0.11534 39.203018015350004 5.5614473604500008 8.543332867800002 0.4149000000000001 13.534968349350001 275.08099959820004 30.054399297400007 114.82338089645002 18.684956306450005 39.354247760400007 17.435407375500002 -0.059424999999999999 39.788107623550012 92.168410086200012 -0.071969999999999992 7.0651650764500014 -0.084259999999999988 108.18355516925001 5.8920528450000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 14 -5 -2 7 8 -7 -10 -11 12 -12 -13 15 16 -1 21 -19 20 -20 22 23 -17 -24 -25 -22 -14 29 -26
right_child=1 -3 -4 4 -6 6 -8 -9 9 10 11 13 27 -15 -16 17 -18 18 19 -21 26 -23 24 25 28 -27 -28 -29 -30 -31
leaf_value=-0.0010496698440257842 -0.0013452745412090353 -0.00018532801547445197 -0.0022916794235810652 1.7485735932697729e-07 -0.0025675538668704077 0.00081062376943221316 0.0017541011085171498 -0.0011821447474421147 0.0021442090420933134 0.0012785658437521102 -0.0031133623323835805 -0.00052952433724736845 -0.0018061405180499696 0.001319395323171234 -0.0026317564842682434 -0.0016162313114876314 0.0006639479057749298 -0.0030676639805529379 0.00089051255581563808 0.00043828830825221309 0.0024886839051333899 -0.0025011046872914938 -0.0022798646032335026 0.0006281939703813627 0.0011036432304727685 -0.0033200508800462878 -0.0027072723277530111 0.00031290180082746736 0.0018672375556764134 -0.0004345162151518805
leaf_weight=17.822312592703387 3.2481802962720385 34.179536017589271 2.8762451740913084 4.9801613225135934 4.3767574790399522 79.313560096547008 13.57073633931577 5.7181931361556044 4.6768338717520228 4.88758785650134 4.5049506314098862 9.3611801862716693 3.7107574939727774 6.941619422286748 1.5465663081849914 11.024469396565108 7.977188450866378 3.0786110917106297 2.0194963593967286 15.188177953474222 0.50859484681859601 1.5175729183247302 2.2943802447989574 49.099834461929269 20.244181885151196 1.4903323911130488 4.7030113805085421 5.917282246053218 10.780686743557451 6.593988962005823
leaf_count=871 29 401 42 157 168 429 73 36 64 28 48 68 27 30 44 288 236 56 26 112 5 159 89 627 149 29 190 28 45 79
internal_value=0.000183438 0.000410366 -5.41631e-05 -1.52174e-05 -0.0012009 0.000553901 0.000598408 0.000472971 0.000552294 4.00702e-05 -0.000238519 -0.000482143 -0.00133561 0.000257733 5.59504e-05 8.28821e-05 -0.00051982 0.000203849 -0.000488494 -0.000134322 -0.00133703 0.000375164 0.000418156 0.000131108 0.000861278 0.000511883 -0.0022002 -0.000503802 0.00105286 0.000725726
internal_weight=344.153 176.03 168.123 165.246 9.35692 141.851 138.603 125.032 119.314 40.0002 35.3234 30.4358 14.133 16.3028 155.889 154.343 25.7995 128.543 25.4979 22.4193 7.2311 103.045 101.528 61.6146 39.9132 50.5902 5.21161 9.62804 37.6189 26.8382
internal_count=4633 1261 3372 3330 325 860 831 758 722 293 229 201 103 98 3005 2961 1107 1854 389 333 221 1465 1306 944 362 656 195 55 273 228
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=6 6 3 3 22 12 7 9 12 23 10 21 5 20 5 6 23 20 20 23 23 13 6 2 22 3 20 20 22 18
split_gain=2.61601 4.01857 2.55508 3.36137 3.09125 2.70941 3.2278 3.48527 2.80816 3.08414 2.67619 4.24234 2.49166 2.46899 2.78424 4.0933 2.71673 3.89731 2.70612 2.46871 2.40256 2.4674 3.24939 2.16345 2.08737 1.98022 1.92096 1.89497 1.89038 1.88779
threshold=13.665319288000001 13.775321858200002 85.589753040950015 93.883646373400012 -0.054875 133.01805689090003 23.109894804950002 186.70853236170004 121.79144674955002 0.08919500000000001 61.917879202350001 15.004713615700002 20.201591378100002 41.257948413050009 21.252944829650001 16.355382140900002 0.093325000000000033 39.788107623550012 43.022303514600004 0.082685000000000022 0.094595000000000026 108.06526301150002 14.825346391850003 319.32263744460005 -0.11334499999999999 84.737511813600022 40.099856909850011 40.467253020850002 -0.088039999999999993 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 8 7 -7 9 24 23 28 -11 16 15 -15 17 -8 -16 -3 21 -21 -23 -5 -4 -6 -22 -14 -12 -9
right_child=1 2 3 10 25 6 13 29 -10 12 11 -13 27 14 18 -17 -18 -19 -20 20 26 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00023515406812280328 0.0020363419325228104 -0.0033619342083474496 0.0029319888851488049 0.00038139937024748722 0.00096965942976193307 0.0011324985897681935 -0.00098905701961967438 -0.00058840606759252693 0.0021227490835097561 -0.0018110109163165622 -0.0031377224396862799 0.0015526378551140416 0.001504437722084278 -9.2960332818915823e-05 8.7881877312225093e-06 -0.0039380272566298669 0.0017877109135032885 0.0013528728702883889 0.0017846713169092305 0.00093176616570746662 -0.0033427152610901148 -0.0030367649688947864 0.0007519035682827794 -0.0030135557510776968 0.00091896210019655142 -0.0016183448225333351 -0.00040874225612800766 -0.00076725436997583803 -0.00098191307941133802 -0.0025225134847923756
leaf_weight=76.504402409191243 9.7722317762672883 2.7816498391330269 4.7561886124312869 27.742579870857302 13.682999866083266 7.2030114792287376 8.7828442975878733 15.052782577462496 13.81525908410549 4.9337829239666453 5.2671933595556757 3.271367819979786 6.1136596575379354 8.1056497544050199 20.612487335689369 2.7017143443226805 19.709696401841938 12.751110523939131 9.031668543815611 8.2862260388210434 3.6073326580226412 3.5721949222497633 3.0899286102503538 1.4453668005298812 18.181997040286664 2.5703039076179257 2.9844584548845887 4.7955207377672195 6.8464856054633847 4.8943845927715293
leaf_count=2056 58 98 26 495 74 52 79 111 104 39 271 24 26 44 118 39 99 73 45 50 64 124 22 55 117 46 34 29 123 38
internal_value=0.000203871 0.000334886 0.000267459 0.000389671 -0.00035306 0.000571247 0.000327621 -0.000480509 0.00107542 0.00070232 -0.000267989 -0.00118104 -0.000215673 0.000596191 0.0001213 -0.00105418 0.00106196 0.000397693 0.000549846 -0.000963484 -0.000653753 -5.37693e-05 -0.00127956 0.000213284 0.00133636 0.000560391 -0.00201435 0.000505834 -0.00191929 -0.00106297
internal_weight=332.866 256.362 246.59 206.015 40.5751 161.442 108.845 27.1502 52.5964 38.7811 44.573 15.385 15.843 81.6952 40.4515 10.8074 41.2437 21.534 29.6442 24.3218 21.5401 14.9483 6.66212 29.1879 22.9382 16.2533 6.59179 10.9092 12.1137 19.9472
internal_count=4633 2577 2519 2007 512 1039 698 201 341 237 968 418 94 497 246 83 251 152 163 392 294 196 146 550 143 120 98 55 394 149
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=5 21 17 5 23 16 23 5 22 20 7 20 19 20 18 15 2 23 22 8 19 22 0 20 15 21 6 22 23 5
split_gain=0.566021 1.10655 0.905724 0.705713 0.632321 1.09147 0.609235 1.29371 0.820762 0.660301 1.4133 0.756459 0.954115 0.769829 1.48687 0.726699 1.36395 1.09794 0.940008 2.80962 3.13986 2.47932 2.29523 3.14593 4.15326 3.60397 2.89207 2.20061 2.11681 2.11418
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 5.3654262215500008 0.074735000000000024 14.184966829400002 -0.27450499999999994 20.315138807500002 -0.23557500000000001 32.724174661450007 22.703933514050004 34.515670600900002 13.951125619400001 33.361153777850006 13.956123578150001 46.723315192750007 247.02271001585004 0.086955000000000018 -0.078549999999999995 8.9430209551500024 14.351157895250003 -0.083330000000000001 93.308316333500017 41.444941515100005 36.548474543700003 2.7948066777500005 14.865347326450001 0.24901000000000004 0.087700000000000014 20.743195000100005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -9 10 -8 12 13 -11 -15 18 -17 -18 21 20 22 -13 23 24 25 27 29 -20 -22 -24
right_child=6 2 -4 -5 5 -7 9 8 -10 11 -12 15 -14 14 -16 16 17 -19 19 -21 28 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.031167168053677832 -0.037611581650461745 0.022288136949512125 -0.032393403835542928 -0.031367867682296539 -0.031961237727175774 0.022825873674221609 0.010167967639426841 -0.033582590645250252 0.00440493592278324 0.020633057680377383 -0.042467990572050647 0.0010433738812912533 0.02619875851349366 0.019702457191014249 -0.034216516461834573 -0.026671750913926182 -0.023695052810224274 0.0084162624544292415 -0.015760190918899346 -0.020282192441437589 0.021379585322706351 -0.012888098299793926 0.003645516755897749 -0.022197007966114072 0.015482293042190105 -0.038731920999035101 0.028702186828144894 0.025087768395356987 0.0060231882925885017 -0.032943302003328262
leaf_weight=1.5073549271619402 1.1686289499048133 1.8004709839005961 0.70482620599796053 0.4270486203895415 0.69617009264766216 0.65954993478953838 0.92980958544649073 0.62289081723429207 3.542997633456253 1.1622384719084942 0.97160974278813228 109.76397170999553 2.5486437380313873 0.84258424630388606 1.0959443130996076 2.5004790923558167 1.3106649925466625 4.0758640486747026 2.8333702799864167 4.4802973254118106 13.385027314536272 13.344656474073416 40.656978712882847 8.2188286000164208 8.7524504102766496 3.4117556783603504 4.2617115974426261 2.1686027571558952 22.273435082286596 1.5261215805076052
leaf_count=482 38 32 82 85 90 17 44 36 136 14 40 1736 19 19 37 88 44 43 33 90 151 180 574 156 54 63 28 12 143 67
internal_value=0.000756729 -0.00867475 -0.00076814 0.00545258 0.0104346 -0.00530763 0.000970367 -0.00923525 -0.00127502 0.00118769 -0.0167286 0.00132471 0.0123647 0.000993985 -0.0107806 0.00106801 -0.00804423 0.000602849 0.00137373 0.00339734 0.00438435 -0.000466762 0.000709209 -0.00667001 0.000764008 -0.0145468 0.00474242 0.00194942 0.0117875 0.00232179
internal_weight=261.645 5.79542 4.28807 3.58324 3.15619 1.35572 255.85 5.33452 4.16589 250.515 1.90142 248.614 5.64941 3.10077 1.93853 242.964 7.88701 5.38653 235.077 111.969 107.488 123.109 71.8298 25.385 17.1662 8.41373 46.4448 5.00197 35.6585 42.1831
internal_count=4633 788 306 224 139 107 3845 210 172 3635 84 3551 89 70 56 3462 175 87 3287 1371 1281 1916 987 318 162 108 669 45 294 641
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=16 5 2 6 20 10 2 13 8 21 0 15 20 18 13 6 16 12 22 0 20 15 6 21 9 9 16 7 0 6
split_gain=6.00009 3.71873 3.47205 3.02062 5.10434 3.46306 3.43591 3.15595 2.85112 2.83724 2.68653 2.65814 3.34735 5.45538 3.48782 2.90927 3.04859 2.82883 2.72909 8.00166 6.41693 3.82482 2.27317 2.54262 2.25477 2.82627 2.648 2.2358 2.21298 2.56132
threshold=20.394952307700002 23.714185006400005 325.13486840910008 16.455384477450004 38.804629908750009 62.025417527550012 180.42199898520002 117.67650082785001 2.8477776226000002 9.1670574189500034 91.625341543800019 31.445204138150004 37.817254840650008 15.064837217800003 110.65693664925001 17.435407375500002 13.534968349350001 275.08099959820004 -0.059424999999999999 92.168410086200012 39.788107623550012 30.404760455250003 14.745344522600002 5.8920528450000011 206.16422279835004 216.72927494925003 15.404963976500001 24.581118242250003 85.990333302400003 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=2 3 11 7 -5 -6 9 10 -4 -7 28 15 14 -14 -13 16 17 -1 20 -20 21 -18 23 -21 -22 26 -26 -25 29 -2
right_child=1 -3 8 4 5 6 -8 -9 -10 -11 -12 12 13 -15 -16 -17 18 -19 19 22 24 -23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.00091770110692107577 -0.0012213776852869002 -0.0001318173345995671 -9.2725229259521812e-05 0.0016236207095270436 0.00042244369539134162 0.00022926266264433398 -0.0022331445595381912 -0.0010400305150405256 -0.0022897941276573538 -0.001796715932314901 -0.00072644606023952371 -0.00062468018590812338 -0.0021174156880769523 0.00033830246122552307 0.0023404081639532993 -0.0021901562794001605 -0.0014403134843705985 0.00052973131163184942 -0.0022936153660703031 0.00093956387639493766 0.00060599837038193016 0.0017574537205401208 0.0016631292454700208 0.00076695369210088118 -0.0028083866094178156 0.00079310267100779432 -0.00033891661403143879 -0.0015309499072492458 0.001103733676206057 0.0008032393601329652
leaf_weight=19.011176018742848 3.8368721455335608 37.555994562804699 4.6820479050511477 9.3128525242209417 30.197614742442966 12.875710368156438 4.5405527837574473 3.6766249537467948 5.2289281575940549 3.7278622016310683 4.0878231860697261 4.2707736566662815 9.808501289226113 6.1588913090527049 2.7131612943485379 2.2939219046384087 14.648873554659078 8.0330164278857392 3.5329735251143566 23.213113296311352 40.514787021558732 1.7513218233361829 12.004780873656271 3.3222751147113732 2.5688086152076703 5.6413788907229891 6.1966542778536677 3.7920050453394651 73.470871370285749 8.1943411305546743
leaf_count=873 30 401 157 46 151 61 53 24 169 28 33 40 214 53 14 177 334 236 97 165 542 8 47 36 39 50 67 54 402 32
internal_value=0.000193375 0.000445148 -7.53674e-05 0.000585925 0.000230677 -2.19881e-05 -0.000656717 0.000816956 -0.00125188 -0.000225613 0.000893164 -6.56517e-06 -0.000653691 -0.0011702 0.000527215 9.4799e-05 0.00013114 -0.000487766 0.00027397 0.000663142 2.37042e-05 -0.00109883 0.000909908 0.000611753 0.000358907 -0.000335963 -0.00106262 -0.000457859 0.000970596 0.000157569
internal_weight=370.865 191.477 179.387 153.921 60.6546 51.3417 21.1441 93.2665 9.91098 16.6036 89.5899 169.476 22.9513 15.9674 6.98393 146.525 144.231 27.0442 117.187 45.8651 71.3218 16.4002 42.3322 30.3274 54.9216 14.4068 8.76546 7.11428 85.5021 12.0312
internal_count=4633 1261 3372 860 339 293 142 521 326 89 497 3046 321 267 54 2725 2548 1109 1439 399 1040 342 302 255 698 156 106 90 464 62
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=16 15 18 15 10 4 17 0 14 12 16 21 15 6 17 17 10 20 7 13 16 21 19 2 20 13 3 19 23 15
split_gain=3.86807 2.9914 3.87402 3.61932 2.79795 3.50363 3.85607 2.38838 2.60978 2.43559 2.28332 2.69923 2.18673 2.08048 1.91186 2.24404 1.78914 2.3815 2.22008 3.03922 3.72648 2.56846 2.56304 2.19993 1.78893 1.75926 3.02343 1.9964 3.33318 1.84706
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 74.757955233350017 224.75522095420004 195.59800312745003 98.51854819030001 170.24900367605002 211.51213392550002 17.874958200600002 12.156412995750001 44.732387748900003 13.665319288000001 194.75204781875001 172.68891404560003 78.196493182200015 40.300545846000013 24.374195395050005 98.255079293500017 9.7049773055000017 20.581461612800002 9.4507625164000029 219.56639384385002 41.184662530950007 118.06363879865002 93.82450029455002 14.451165964200003 0.086955000000000018 46.674706678850008
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 10 9 -9 13 11 14 -2 -6 15 -7 17 -10 23 20 22 -22 -20 -18 -19 26 27 28 -14 -29
right_child=12 2 -4 -5 7 6 -8 8 16 -11 -12 -13 25 -15 -16 -17 18 24 19 -21 21 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0020945251411871456 0.00043541644239839753 0.0010639041967038833 -0.0022836759677506853 0.002997261405031473 -0.0017211646966894 -6.1751469479970442e-05 -0.0026632773617106696 -0.0026391349040472364 -0.0026882621656707521 0.0018985258460148082 0.0025434446137110604 0.0011444330058330112 -0.0030153600110228267 0.00056745656612194331 0.002538512530482494 -0.0026670111721089798 -0.00081789731362204993 0.0013104566618574293 -0.0025550449501641191 0.00061739298876844746 -0.0018212823990403566 0.0017259796806881921 0.0010806548504279361 0.0021682148524969085 -0.0017426595088361535 0.0017664436070283238 -0.0019632467451296031 0.0017911491761514622 8.3866218688633371e-06 -0.00052220281587173414
leaf_weight=7.7144045296590802 210.28443578421138 2.5558607731945795 7.1620374966878444 2.0811045411974183 2.4966011173091891 3.6502622982952762 2.9624673128128043 2.2361980571877202 3.0995116904377928 6.7435468765906981 2.0413627089001229 5.5522192025091499 2.4855632586404779 16.260280557908118 0.76285908371210087 3.5568821085616946 1.8552991790929798 2.4362724721431732 1.245687668677421 17.331754956394434 11.678876152145675 1.2292769998311985 6.9575179378734902 4.8808613378787413 1.8320599794387815 2.1560962703078976 5.5026353164575985 4.8853067569434634 9.8914021514356119 3.0576675105839968
leaf_count=426 1432 40 248 7 91 94 62 57 69 80 12 78 35 76 3 118 65 16 288 146 611 9 220 39 37 13 136 19 62 44
internal_value=0.000182521 -0.000162471 -0.00140324 -5.14478e-05 -0.000111009 -0.00077273 -0.000222323 0.000105272 -0.000169414 0.00069539 0.000242303 -0.000105085 0.000353847 0.000262834 -0.000975549 -0.0013475 -6.43127e-05 -0.0011309 0.000109627 -0.000106975 -0.000701657 -0.00148347 0.00052856 0.00134577 -6.38486e-09 -0.000259224 -0.00042836 -1.27127e-05 -0.000598847 0.000900619
internal_weight=356.586 118.323 9.7179 108.605 106.524 26.2405 18.5261 80.2837 54.7833 25.5004 15.5636 13.5222 238.263 18.7569 7.97 7.20714 52.5471 7.36784 45.1793 38.4431 21.1114 12.9082 8.20321 6.73616 4.26833 27.9787 25.8226 20.3199 12.377 7.94297
internal_count=4633 2892 288 2604 2597 793 367 1804 1557 247 305 293 1741 167 215 212 1500 122 1378 1274 1128 620 508 104 53 309 296 160 97 63
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=16 5 2 8 16 17 22 0 5 21 20 7 8 13 20 0 20 16 8 19 15 22 22 2 21 7 9 7 4 6
split_gain=4.7174 3.23019 3.00993 2.89749 2.48275 2.36344 2.47688 6.26245 5.49896 3.91905 3.83578 5.64458 3.58438 2.98637 3.11003 2.62528 2.34913 3.76097 3.17457 2.70267 2.31826 4.41289 3.90658 2.23522 2.22203 2.18377 2.74743 2.43965 3.62031 2.15133
threshold=20.394952307700002 23.714185006400005 325.13486840910008 2.8477776226000002 20.034953149600003 162.04221493815001 -0.059424999999999999 92.168410086200012 20.315138807500002 13.917356790500003 38.238138001450004 23.960918281000001 5.1459841250500009 98.050756475600011 42.498713093000006 106.56510337475001 42.123054668150012 22.554947256700004 8.543332867800002 14.451165964200003 31.445204138150004 -0.074029999999999999 -0.070854999999999987 127.74713841330002 3.1734339793000008 22.093462376800005 186.70853236170004 23.109894804950002 230.62319231240002 11.805275828400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 4 -4 5 -1 10 -8 9 13 11 12 -7 14 -9 -16 25 19 -19 23 21 24 -22 -18 -12 -2 -27 28 -28 -26
right_child=1 -3 3 -5 -6 6 7 8 -10 -11 20 -13 -14 -15 15 -17 17 18 -20 -21 22 -23 -24 -25 29 26 27 -29 -30 -31
leaf_value=-0.0015883717189279787 -0.00061060686293344961 -0.00015240928667580503 -7.6985841128639527e-05 -0.0024286885581712792 -0.0019479176636984358 -0.0017191969379593041 -0.0020678753302541043 -0.002315361989431922 -0.0026696230828688089 -0.0019385455978811572 0.00084610021871321022 -0.0022443000950580503 0.0014293241397995073 0.001015852348398966 -0.0023759859826556966 0.0018241212471360052 0.0021756852748585501 -0.00076152900533063756 0.00073597978317047324 -0.00067309881430555301 -0.0024837029842167306 -0.0029052497930318567 0.0016474260148266321 0.00046195484597945228 -0.00060126183586143255 0.0016877020934223123 0.00054767737414284951 0.00095422407986037172 -0.001356064499472593 0.00032457348110593762
leaf_weight=4.1932003453839561 5.3192783668637267 37.983906621579081 5.0178067293018085 4.92997244047001 3.078847366385161 2.6709082797169712 4.5534890634007743 2.7498701559961765 2.3732943981885901 2.5301886056549838 20.402542220195755 9.2132192293647659 4.8015000876039267 49.356461623683572 0.95088116172701154 2.7469531612005085 7.7938086986541766 21.389371188357476 9.7968294657766801 3.8434159383177748 3.8998033832758665 2.1859851009212425 1.5061253271996964 6.7336519546806812 18.400475214235485 14.775010868906973 24.020881636068228 51.4423250220716 5.9074154347181311 33.787546327803284
leaf_count=346 33 401 157 169 41 157 154 197 56 48 269 300 29 281 33 50 80 147 49 27 148 54 6 46 502 71 117 257 33 375
internal_value=0.000175338 0.000415507 -7.77631e-05 -0.00124245 -9.36875e-06 2.65163e-05 6.82827e-05 0.000396357 0.000581191 0.000713448 -0.000152744 -0.00110311 0.000303929 0.000833691 -0.000560734 0.000744083 0.000558345 0.000169545 -0.000291102 0.000951534 4.50233e-05 0.000144628 -0.00133274 0.00138135 0.000236472 0.000748241 0.000823419 0.000666486 0.000171906 -1.85794e-06
internal_weight=368.355 189.006 179.349 9.94778 169.401 166.322 162.129 65.2611 60.7076 58.3344 96.8681 16.6856 7.47241 55.8042 6.4477 3.69783 151.022 49.5571 31.1862 18.3709 80.1825 74.7765 5.40593 14.5275 72.5906 101.465 96.1456 81.3706 29.9283 52.188
internal_count=4633 1261 3372 326 3046 3005 2659 819 665 609 1840 486 186 561 280 83 860 349 196 153 1354 1200 154 126 1146 511 478 407 150 877
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=20 15 15 21 15 16 23 2 19 16 22 5 20 21 7 13 6 6 3 13 17 21 3 15 0 17 20 20 8 23
split_gain=0.579636 0.73649 0.562855 1.61521 0.792835 1.12067 1.21359 1.14251 0.780209 1.76467 1.24752 1.1953 1.93866 0.874164 0.798813 0.757494 0.740868 2.77585 1.45287 2.24026 2.06309 2.16364 1.77017 2.44398 1.50914 1.36981 1.26203 1.65366 1.24104 1.20727
threshold=51.757767929250001 6.8054746905500005 11.870705757150002 17.123843457500005 12.537637863700001 11.949972055800002 -0.222165 292.59177727695004 11.950964240300001 14.594965870600001 0.13747000000000004 13.252098438300001 40.574766824850009 3.1113400544000003 19.907255598950005 98.255079293500017 13.665319288000001 13.825323026450002 85.589753040950015 102.83621194775002 183.32030055335002 6.7841715403000018 84.812788641250009 24.474073043650005 93.843319501450011 205.96542837505004 47.309807198350008 41.243661560350013 5.1459841250500009 0.086555000000000021
decision_type=2 2 2 2 2 2 2 2 2 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 11 10 14 15 -13 -14 -10 -7 26 -18 19 -19 -21 22 23 -22 -20 -25 27 28 -11 -29
right_child=1 -3 4 -5 5 8 -8 -9 9 16 -12 12 13 -15 -16 -17 17 18 24 20 21 -23 -24 25 -26 -27 -28 29 -30 -31
leaf_value=-0.030455497904175725 0.025297934720352643 -0.029343053419866361 0.01760178523204976 0.011663247131594674 -0.018764626047659945 0.0088353703391255804 -0.026180820336170019 0.020841935857098568 0.013506080441047166 -0.030304730142704368 0.0085444554759892787 -0.022953314698194408 0.021795611889939996 0.0018200448364049039 -0.031729170623612656 0.028878119561786771 0.017515518897320795 0.027913010335222165 0.0015553962176246903 0.0076134811379753179 -0.023964662499671587 -0.025168446802033229 -0.022996924737349711 0.0109342448814598 0.018951179486598531 -0.010480749268932922 0.010022912858146995 -0.0054666179645918786 0.0041976792564518608 -0.025446904529987394
leaf_weight=1.6435869658162112 0.25081826793029804 1.0140221327310426 2.3262205980718127 1.3533108918927608 1.1270222245948391 3.9161357838311259 2.5734646469063582 1.2546184561215339 0.3588571476284409 0.93124112969963491 1.1116856858716344 2.1713535292074075 2.4134144727140647 6.8672536495141685 2.8103951497469097 2.5302591249346733 8.547817634418605 1.6452320432290424 159.24645164498361 6.8324434813112047 3.0096105337143007 5.9157226569950572 3.7131138811819246 8.5337825249880535 4.1716879606246939 3.4068452324718228 4.5326583248097441 5.1465046870289353 9.7196631724946183 4.7314716945402324
leaf_count=441 8 152 88 31 74 145 317 14 10 60 30 109 17 81 154 17 66 12 1832 40 29 141 145 61 29 47 67 139 164 113
internal_value=0.000773594 -0.0185077 0.000866485 -0.0114359 0.00100854 0.000858472 -0.012588 0.00209961 0.0011226 0.000683803 -0.0174789 0.00686823 0.00133259 0.00701464 -0.0266071 0.0167023 0.00102174 0.00158817 0.000895239 -0.0045636 -0.00626462 -0.0101224 -0.00535329 -0.00097123 0.00199947 0.00482422 -0.00361214 -0.00662268 0.00118103 -0.015037
internal_weight=263.807 1.26484 262.542 2.9969 259.545 257.219 4.95511 2.38164 252.264 234.365 4.28094 17.8984 11.452 9.28067 3.16925 6.44639 230.084 205.023 196.475 33.0568 31.4115 24.5791 18.6634 14.9502 163.418 11.9406 25.0615 20.5289 10.6509 9.87798
internal_count=4633 160 4473 472 4001 3913 405 88 3508 3139 194 369 207 98 164 162 2945 2402 2336 475 463 423 282 137 1861 108 543 476 224 252
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=16 6 0 23 18 12 9 7 18 23 22 20 20 0 7 18 10 21 0 6 20 22 18 22 2 15 19 13 0 5
split_gain=2.8534 2.80241 2.55015 2.49386 3.18246 3.20953 3.16084 3.99205 3.11665 2.67594 2.4819 2.40725 3.05184 3.19319 2.81653 3.72231 3.70041 2.75485 2.45855 2.48036 2.40072 2.84755 3.7718 4.17797 2.35412 2.33728 2.22079 2.19251 2.3257 2.93081
threshold=18.594956516900002 15.635365317800002 86.09518316945001 0.08079500000000002 13.278511569200001 114.82338089645002 192.57902085675002 23.164713644150002 13.758874730250001 1.0000000180025095e-35 -0.080234999999999987 41.965446242000006 43.477771593600004 85.769879735700016 22.502236473750006 13.037923179150001 61.923256118600001 3.4893684343500007 85.799452775150016 16.545386580300001 41.257948413050009 -0.083834999999999993 13.900697602550002 -0.011849999999999999 78.110129541750013 32.548041893900006 14.351157895250003 117.51519334005 85.931187223550012 22.627560662300002
decision_type=2 2 2 2 2 2 2 2 2 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 11 9 26 8 -7 -8 -6 10 -4 27 13 14 -13 -16 -17 -14 19 -19 -9 -22 -23 -24 -10 -1 -5 -2 -29 -30
right_child=2 -3 3 4 5 6 7 20 24 -11 -12 12 17 -15 15 16 -18 18 -20 -21 21 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-3.2724362301241218e-07 0.0019675537378602988 -0.0019658586094439493 -0.0010220704117789518 0.00050942200595836048 0.00081557660747906958 -0.0010435664582236354 -0.0018604322907763598 0.00099225539236274998 -0.0031788077495508594 0.0016864707116829422 0.00092390611382080581 -0.0022798718384003732 0.0021996484405939847 -0.0031790462897250374 0.0025670003268761839 0.0016814874108297014 -0.0027910486834416661 -0.0022687196818425557 0.001548555110179895 0.00027894513089477755 0.00092935762882312119 0.00047243177764335687 -0.0029719626187703222 0.00034991503035340069 -0.0006608392324803287 -0.0025377366426057322 0.0020224081609912176 0.00038156677760250313 0.00042302704728585918 -0.0031208916555871837
leaf_weight=100.94687999156304 4.1936503536999217 4.5645062553230664 5.0510849878191975 13.167368054389955 3.8118320256471625 8.7819850258529168 3.9928610175847998 39.928661375306547 3.8192086666822416 18.617321204394102 14.447334997355936 3.9302708418108541 3.1281685531139365 3.9080744972452512 2.5253431424498558 1.7206503748893736 2.736089781858027 4.261871603317557 2.982803162187337 4.4719699956476688 14.838129943236707 11.220989994704725 5.2673381529748422 3.6673231944441795 4.7663761135190725 2.1164342556148759 9.5635380037128908 33.628191246185452 2.7137585654854766 2.6181697826832533
leaf_count=2415 25 371 41 60 19 70 27 229 56 156 73 61 13 50 14 12 70 65 14 63 72 51 68 22 43 106 60 262 11 34
internal_value=0.000188385 -0.000133582 0.000336626 0.000504513 0.000338806 0.000155502 0.000316388 0.000467729 -0.000982584 0.00103849 0.000419799 -3.44315e-05 -0.000558461 -0.00132555 -0.000661751 0.000249102 -0.0010643 0.000207369 -0.00032454 -0.000964244 0.000591804 0.000134881 -0.000449994 -0.00160846 -0.00178093 -5.24337e-05 0.00114598 0.000325802 0.000149085 -0.00131717
internal_weight=341.388 107.628 233.76 160.941 122.826 100.095 87.6973 78.9153 12.3974 38.1157 19.4984 72.819 29.6652 14.8204 10.9124 6.98208 4.45674 14.8448 11.7166 8.73384 74.9224 34.9938 20.1557 8.93466 8.58558 103.063 22.7309 43.1538 38.9601 5.33193
internal_count=4633 2892 1741 1047 777 657 539 469 118 270 114 694 362 207 157 96 82 155 142 128 442 213 141 90 99 2521 120 332 307 45
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=16 16 16 10 17 7 20 13 19 10 16 4 20 5 5 23 2 10 21 22 18 20 7 7 18 10 6 20 13 9
split_gain=0.55698 1.97908 1.57314 2.42707 2.03389 1.82941 1.56486 1.72115 1.50038 1.45779 2.41885 1.99235 1.86094 1.78536 1.95816 2.62957 4.10456 2.09856 3.09 3.31222 4.01038 1.86022 1.66164 3.3965 3.01112 1.97114 4.27716 2.05396 1.61008 1.46205
threshold=20.394952307700002 20.034953149600003 20.674951653000004 65.765062787050013 212.38791228795003 24.123805364200006 38.474425342400004 113.98793627290001 14.251149826300002 63.910026677050006 22.454947490600002 150.69347026435003 42.206017975500011 20.315138807500002 21.191508333600002 0.091290000000000024 147.79312796670004 61.987779113750001 11.007427546000001 -0.025719999999999996 12.697414448800002 40.250747516500006 22.435297587800004 22.598495330900004 13.193283301750002 62.041548276350007 16.305380972600002 42.844429421150004 117.69263157665002 201.81004550795004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -5 7 -4 -2 10 -8 -12 13 -13 15 16 -15 18 19 20 -16 -19 -14 -24 -25 27 29 -26 -22 -27
right_child=2 -3 3 5 -6 -7 9 -9 -10 -11 11 12 22 14 17 -17 -18 21 -20 -21 28 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.00021039906491757924 0.034102115871264334 -0.033354087804301283 -0.011408126613014527 -0.047750613735075768 0.030565956313910719 -0.0013523815239042732 0.026560000019306432 0.01817783660495886 -0.00037729555692168985 -0.022571797405322395 -0.035298463185214492 0.023507225428846531 -0.026551179067705939 -0.065858188782754554 0.02651543469277183 0.0052778477499999124 0.0022188710950347143 -0.013227609098483931 0.012841330866654005 0.011808592920397208 -0.055111323010175441 0.014408036339301758 0.025961134861338997 -0.036532828397660505 -0.016419953937856373 0.017348977795346127 -0.037949433145057991 0.018283651719875556 -0.020661321553627682 -0.011294239567913308
leaf_weight=118.56132897635689 3.7217178307473651 2.2975424476899198 3.0676696300506583 2.1383823473006478 3.1454238072037688 2.114164786413312 4.4529681787826112 12.415707528591154 2.7422222699970007 3.3752952981740227 1.9692263044416893 5.491587880998849 4.242168332450091 2.2404151409864408 1.4150923117995242 4.9711672067642212 2.1920333504676819 3.4459411189891425 8.549533066339789 3.9287183238193419 3.6111016874201596 26.329728308133781 4.3807062814012161 3.8611678951419917 2.9626117828302103 4.4428813452832383 4.9781179702840737 7.6245576580986381 3.202281073667109 4.4747983105480671
leaf_count=3330 38 42 18 23 31 20 96 95 24 38 28 45 51 17 12 23 23 30 44 33 50 167 29 58 51 20 65 59 41 32
internal_value=0.000922873 -0.000840465 0.00242912 0.0016131 0.00246824 -0.0246836 0.00177575 0.0123161 0.0194748 0.00032046 0.00103086 -5.89305e-05 0.000619118 0.00420553 0.00243555 -0.0123834 -0.0321912 0.00519595 -0.00345174 -0.0149098 -0.0276666 0.0112098 -0.00572358 -0.00302367 -0.0075034 -0.00292521 -0.0116853 0.00857253 -0.0389199 0.00297611
internal_weight=262.346 120.859 141.487 135.023 130.771 4.25255 127.625 15.4834 6.46394 112.142 108.767 104.314 102.345 65.3776 59.886 9.40362 4.43245 50.4824 20.7067 12.1572 8.22848 29.7757 36.967 32.7248 28.3441 24.483 13.8958 10.5872 6.81338 8.91768
internal_count=4633 3372 1261 1199 1156 43 1125 113 62 1012 974 878 850 485 440 63 40 377 180 136 103 197 365 314 285 227 117 110 91 52
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=16 16 2 8 5 20 16 22 15 21 23 22 23 22 7 9 9 18 21 8 7 18 14 23 23 15 23 22 22 23
split_gain=2.1354 2.43796 2.2476 2.3305 2.24229 1.85838 3.69293 2.12762 3.63406 4.24254 3.28856 3.41109 2.64986 2.30593 1.97213 2.35059 2.33392 2.93283 3.57164 2.08035 1.85314 3.94402 1.90954 1.7386 1.65394 1.65156 1.53426 1.97098 2.99998 2.60438
threshold=20.394952307700002 20.034953149600003 325.13486840910008 2.8477776226000002 23.714185006400005 42.123054668150012 22.494947397000004 -0.11534 39.203018015350004 4.6633733285000014 0.082535000000000011 -0.083834999999999993 0.089345000000000022 -0.084259999999999988 22.093462376800005 186.70853236170004 204.99169312540002 13.900697602550002 2.4659823166500003 8.9430209551500024 23.109894804950002 13.317304170000002 208.36120184010005 0.082535000000000011 0.4149000000000001 38.567335632300008 0.11458500000000002 -0.237895 -0.59238000000000002 0.083905000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 5 14 23 -8 9 -9 -10 -12 -13 -11 -2 -16 17 20 -19 -18 21 22 25 -7 26 -17 27 28 29 -1
right_child=4 -3 3 -5 -6 6 7 8 10 13 11 12 -14 -15 15 16 19 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0038127235212210829 -0.00098235486057924822 -0.0027236990438225081 2.0538241873546957e-05 -0.003131330164223736 -0.00024501597802369541 0.0027194271123375403 0.0014363007084697075 -0.0045657007400468205 -0.0019530634985952919 -0.0024406290682799413 0.0025090769101854238 0.0014079396520948043 -0.0019792069216753912 0.00016590888086333834 0.0020453733876975356 0.00043875608417829465 0.0020006706424125246 0.00047589555993836542 -0.0037341528240250003 -0.00029864528055690133 0.0012335770022449421 -0.0024019195159452524 -0.00055312958653511396 2.3512356817815144e-05 -0.0031441682729427337 0.0025405878302381122 0.0013383077812063847 0.00017524970049343918 -0.0018613729187764211 0.0012031849796269682
leaf_weight=0.97446082357783126 4.7290792800486079 2.7325862892903379 3.9523256415268397 3.7151659687515348 33.670419880189002 5.7052990868687612 5.1640866063535205 3.079287987202405 4.0079798176884678 4.4073134139180175 6.4439110234379733 3.6928941980004328 3.8523361328989267 7.4609868191182604 12.749010752886532 7.4121221993118578 16.197903070598844 3.7614402100443831 2.9234686382114887 4.0067841112613669 23.135288514196873 4.2348693981766692 7.0458536446094504 2.9689617864787579 1.2854819970671076 5.1878888756036758 7.8539918368915087 114.0891595109133 10.146288241143337 6.361749459290877
leaf_count=72 33 42 157 168 401 72 34 35 35 34 23 16 37 39 71 36 83 40 22 36 104 27 35 24 44 24 102 2326 387 74
internal_value=0.00019826 -4.94908e-05 -2.41775e-07 -0.00150665 0.000416129 0.000577246 0.000114133 -0.000268848 -0.00053613 -0.00157737 0.000328677 0.00098241 -0.000321421 -0.000802033 0.000814333 0.000912385 0.00071694 0.000405502 -0.00136526 0.00154469 0.000657275 9.89633e-05 0.000638054 0.00179669 8.1844e-05 0.00130416 0.000111587 3.83599e-05 -0.00085497 0.000536927
internal_weight=322.948 151.111 148.379 7.66749 171.837 138.167 46.7831 38.1088 32.9447 14.9476 17.9971 13.9891 7.54523 11.8683 91.3837 86.6546 73.9056 53.7009 6.68491 20.2047 47.016 23.8807 19.6459 8.67426 140.711 12.6 139.426 131.572 17.4825 7.33621
internal_count=4633 3372 3330 325 1261 860 349 253 219 108 111 76 53 73 511 478 407 288 62 119 226 122 95 96 3005 60 2961 2859 533 146
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=5 5 13 3 7 5 18 0 22 4 15 21 22 22 15 23 19 6 3 20 20 6 5 2 16 10 8 9 3 2
split_gain=0.600381 1.34655 1.21747 2.89618 2.60967 2.59461 2.25081 2.04593 1.78478 3.19278 2.29717 2.59339 2.70902 2.27052 2.19139 1.76175 1.76407 1.62545 1.60161 1.73286 1.43708 1.39452 1.93471 2.33901 2.00101 1.49223 1.36282 1.3331 1.62412 2.16948
threshold=23.714185006400005 23.881206071300003 112.67059178900001 87.399085362750014 20.797746106000002 20.971847224900007 13.546420092050001 90.321439350550008 -0.059424999999999999 168.18037996940004 28.826925781250004 0.87557407920000008 -0.070854999999999987 -0.074029999999999999 28.298162031900002 -0.245505 14.051133688400002 15.945372561050002 89.732667019950014 39.427119987250002 34.823977857500005 16.455384477450004 22.825270530250005 184.20633225945002 22.674946976100003 61.917879202350001 8.4434108459500017 205.73475031020004 77.392644201200014 166.72194812590001
decision_type=2 2 2 2 2 2 2 2 2 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 18 9 -8 13 -12 -13 14 27 -10 -17 -9 -4 26 -6 25 23 24 -23 -21 -20 -11 -29 -30
right_child=1 -3 7 4 20 -7 8 17 15 10 11 12 -14 -15 -16 16 -18 -19 19 21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.02401116485942684 -0.021754125493622909 -0.001093092172120175 -0.017601841269822841 0.0058327600145420388 0.013171871166067214 -0.029021916615956326 -0.02865930882199812 0.00080302421643905564 -0.024588145336748694 0.0056160997450119777 0.0088855911355735298 -0.029412524282212808 0.016470730442609358 -0.036461906492931476 0.029495945138468389 0.0069677869200041225 -0.026729751160173839 0.025699501087602283 0.024086458636266409 -0.016277003291999499 -0.031715642440338032 0.00089318000350679971 0.0092246128308492003 -0.02511863176200195 -0.021152248502617054 0.0060753045011601829 0.0054172365147955081 -0.028865353572317686 -0.012338177891458338 0.013735561853107717
leaf_weight=3.4833635706454507 2.8367216237820676 33.773437703668606 3.2606730535626403 2.9861762316431832 0.66229714127257455 2.4031332824379197 3.7518466112669548 3.4766027983278018 1.6320749385631632 23.361913014465237 3.2282281369261892 6.4694593194872141 1.2784785088151691 1.2298658343497724 2.4779982184991232 41.000174279615749 1.3306453973054875 5.8133932426571846 5.1511786803603163 2.6311551928520194 5.5509311525383964 20.699420986697085 8.6933079389855248 4.5947484672069541 4.0907727088779202 42.505902443081141 8.7604643218219262 2.1337307139183386 6.2989476388320309 4.5667865481227636
leaf_count=27 36 904 29 64 15 97 109 32 66 896 32 238 7 49 11 718 14 42 34 22 196 114 60 61 38 335 69 178 92 48
internal_value=0.000725094 -0.002694 0.0012851 -0.000801326 -0.0162956 0.000560765 0.00125608 0.00345082 0.000453484 -0.00301469 -0.00112981 -0.0128042 -0.0218414 0.00206816 0.00328823 0.00477637 0.00590852 0.0163825 0.0022541 0.00292069 -0.0269309 0.00134767 -0.00271184 -0.00624315 -0.00274466 0.00477233 0.01233 0.00150219 -0.00589109 -0.00137958
internal_weight=260.134 36.6102 223.524 113.846 9.1994 104.647 102.244 109.678 98.7601 54.7973 51.0454 10.9762 7.74794 40.0692 38.8394 43.9629 42.3308 9.29 100.388 97.127 6.21323 83.2153 38.0783 29.3849 24.7902 45.1371 13.9116 36.3614 12.9995 10.8657
internal_count=4633 940 3693 2857 275 2582 2485 836 2458 1660 1551 277 245 1274 1225 798 732 74 762 733 211 630 273 213 152 357 103 1214 318 140
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=8 15 10 9 22 22 22 15 19 22 23 23 9 13 10 23 2 9 22 9 0 18 22 12 20 20 17 5 7 9
split_gain=0.615894 1.20576 0.92784 0.70586 1.67534 1.46707 1.73924 1.00231 0.807555 0.719963 0.72069 2.77512 1.87911 1.54694 1.39359 1.30516 2.07196 1.20432 1.94646 1.26093 1.22308 1.63099 1.27334 1.07956 0.990279 1.09208 1.69578 1.54813 1.24075 1.44905
threshold=1.6487133604500002 21.086216674150005 90.937096262400004 53.996381295800006 0.050115000000000014 -0.24150999999999997 -0.61402999999999996 11.870705757150002 12.451004585100002 0.70681500000000008 1.0000000180025095e-35 0.079605000000000023 210.25104900155003 98.255079293500017 55.782817748650011 -0.10696499999999999 126.88362105025001 191.96565807215003 -0.237895 195.13041324455003 85.990333302400003 12.110793351450001 -0.07490999999999999 82.846568806150017 33.036871954450007 34.515670600900002 172.18378740490002 13.713273242250002 20.714163848350005 179.11733629770001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -5 10 12 13 14 -12 -9 17 23 18 -16 -19 21 -20 -23 -17 -13 -26 27 -27 -28 -30
right_child=3 -3 -4 7 -6 -7 -8 9 -10 -11 11 24 -14 -15 15 16 -18 19 20 -21 -22 22 -24 -25 25 26 28 -29 29 -31
leaf_value=0.0040809873810058565 0.030614147542744611 -0.035289148359603936 -0.033188148841972846 -0.036771980800888913 -0.034004632589021262 0.024409086952285622 -0.037455117189820482 -0.034034662493522098 0.031401783465282662 0.018843899581573037 -0.024746006328516239 -0.026633304190083397 -0.028725854205438228 0.01799804710937284 -0.029571744412512414 -0.021393337411632577 -0.038976563752246375 -0.022803695124833663 0.017006501950000745 0.0018405601761214403 0.022184170813796533 -0.035715882846273597 0.0096518901303955188 0.0063993284119430258 0.017667364660499878 0.0028163148007105312 0.026000431484322808 -0.037716910362064357 -0.021516035796718534 0.00083411777860272146
leaf_weight=4.4421111524570724 0.64805543981492519 1.4305258931417482 0.83039153211575456 1.2017257833504107 0.78599783597746853 5.1469878815696566 0.99940417375182711 1.3170455135405053 0.21445234713610251 2.3084392696619025 0.94948936568107356 1.4074517571716558 2.8287202985957256 13.421290327329187 1.2150941088329954 2.1193757015280443 2.094810486305505 2.8913907762616864 3.5394927158486116 8.7687020748853666 7.2846011572983116 1.5335163203999354 1.1219874960370408 4.7317253556102514 3.8513562668813384 1.7167735014809284 2.0112413307651869 2.3212624341249466 3.0934135091956696 169.95970438560471
leaf_count=279 6 150 282 215 83 62 43 163 6 35 100 45 68 196 72 18 112 30 39 83 78 162 18 55 56 42 20 177 74 1864
internal_value=0.00074237 -0.0089382 -0.00178871 0.00100246 0.0107266 0.0159012 -0.0106789 0.00069774 -0.0264484 0.000857599 0.000683274 0.00147638 -0.00331243 0.0151739 -0.00134924 -0.000129772 -0.0108104 0.00349569 0.00965813 -0.00427056 0.0131944 0.00262354 -0.0165474 -0.00219828 0.000408676 0.000616708 0.000250056 -0.0204842 0.000728312 0.000434597
internal_weight=256.187 6.70303 5.2725 249.484 7.58045 6.79445 1.64746 241.903 1.41618 240.487 238.178 198.732 39.4465 14.3708 36.6177 35.3007 8.94591 26.3548 14.6947 11.6601 13.4796 6.195 2.6555 6.8511 184.361 182.954 179.102 4.03804 175.064 173.053
internal_count=4633 711 561 3922 194 111 49 3728 221 3507 3472 2574 898 296 830 667 185 482 369 113 297 219 180 73 2278 2233 2177 219 1958 1938
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=16 6 5 15 18 15 20 21 16 20 13 17 3 3 16 13 20 0 8 18 20 16 22 15 21 8 10 17 0 15
split_gain=3.1057 2.88525 2.84686 2.82307 3.76473 2.91085 2.25076 2.07466 2.68321 3.27008 3.01357 2.45151 1.72985 4.54691 2.50256 3.62028 4.97 2.8178 2.5918 2.40075 2.24526 4.19052 2.9162 4.18763 3.78564 3.25438 2.44275 5.04551 2.76964 2.63454
threshold=18.594956516900002 15.635365317800002 23.714185006400005 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 3.3069203559500004 16.024962526700005 41.289992964000007 104.04332964835001 168.88575108035005 85.589753040950015 84.812788641250009 18.974955628300005 112.67059178900001 38.171717059500004 90.321439350550008 7.8438787148500007 14.390586827150001 42.206017975500011 22.454947490600002 -0.11534 39.203018015350004 5.5614473604500008 8.543332867800002 64.630533455950015 191.32023496460002 88.122280599850015 41.831907381600011
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 6 -1 -8 10 -10 11 -9 13 -2 -14 16 -16 20 -18 -15 26 -22 -23 24 -24 -25 28 -28 29 -17
right_child=2 -3 -4 4 -6 -7 7 8 9 -11 -12 -13 14 19 15 17 18 -19 -20 -21 21 22 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0013383693895410212 0.00050854606737778826 -0.0019894145211693365 -0.00019245587261193395 0.0012276809090571972 -0.002290951565222714 0.0029486777293397971 0.00060238378440058296 -0.0025512523977360676 0.00057175865660747619 -0.0019521405284222773 0.0013359369658277509 -3.3496121329897469e-05 0.0017584023610075911 0.0001800132096817945 0.00061478480024558177 0.00049834932688115846 0.00019835772675744426 0.0017068580768985662 -0.0029409565076454064 -0.0028796709873675124 0.0020641862526567275 0.0014005389699433897 -0.0031603401635869992 -0.00060917445455055473 -0.00059287306626129371 0.0014621073919165652 0.00097545430734219092 -0.0022603821895870839 0.0021726593875018752 0.0017037338032210715
leaf_weight=6.5066022402024819 16.761809282004837 4.4513690825551739 44.398539994843304 2.3042976995930058 6.3054917482659221 1.8946296572685231 30.137767933891155 2.2746069666463873 4.2732562161982051 8.5480372349265945 8.9449593909084779 38.042650937451981 9.0570432692766172 2.1610672008246175 8.6591820400208217 55.910804957151413 2.0464570894837371 11.793144553899763 5.0888955853879452 4.1684630028903484 5.0787908770143977 5.297457017004489 4.6733093969523933 9.5262961760163325 10.022580385208128 7.5435049422085276 6.7341085672378522 4.4359374418854713 8.096587307751177 12.271887347102163
leaf_count=400 95 371 545 18 248 6 502 177 40 316 40 774 48 19 46 297 14 67 66 83 65 28 48 68 55 30 32 37 47 51
internal_value=0.000189098 -0.000130278 0.000344442 -5.45158e-05 -0.00134924 5.62672e-05 7.60585e-07 9.52419e-05 -0.000150945 -0.00111094 9.891e-05 -0.000175542 0.000470348 -0.000133844 0.000554274 0.000484889 -0.000584807 0.000604389 -0.00204058 -0.00183501 0.000504061 5.73713e-05 -0.000217624 -0.00048748 -0.00140933 0.000306169 0.000719321 -0.000309587 0.000869991 0.000715301
internal_weight=347.41 113.684 233.726 109.232 8.60979 100.623 98.7279 92.2213 62.0835 12.8213 49.2622 40.3173 189.327 23.0913 166.236 157.179 15.7945 141.384 7.13535 6.32953 129.591 42.1419 37.0631 31.7657 14.6959 17.0698 87.4493 11.17 76.2793 68.1827
internal_count=4633 2892 1741 2521 266 2255 2249 1849 1347 356 991 951 1196 197 999 951 126 825 80 102 758 294 229 201 103 98 464 69 395 348
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=16 16 19 6 6 3 23 0 15 3 7 8 23 3 9 16 13 6 18 10 12 0 20 17 21 7 16 6 21 6
split_gain=0.575971 1.1846 0.878895 1.28493 2.32042 1.19516 2.2821 1.54368 2.62582 1.58481 1.53538 1.49796 1.47193 2.13134 1.90417 1.31557 2.02936 1.30158 1.13859 1.37379 2.55507 1.67947 2.15625 1.59919 1.36087 1.08607 1.05115 1.03257 1.29394 1.29267
threshold=13.534968349350001 12.919969787500003 11.950964240300001 13.665319288000001 13.825323026450002 85.589753040950015 0.094595000000000026 93.308316333500017 32.145494189350011 86.821066864700015 23.695207782600004 8.7431769115000026 0.083070000000000019 84.974096129100005 202.49517884540003 18.924955745200005 108.06526301150002 14.825346391850003 18.281462078100002 72.327589083450007 216.20511703005005 105.7585659356 41.243661560350013 199.45200027940004 5.7892729308500011 25.522455861100003 15.839962959300001 11.085259005300001 20.581461612800002 12.625294988000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 27 18 26 6 10 9 -9 -7 -6 -8 14 15 -12 16 -14 -18 19 20 -4 22 23 -21 -25 -11 -5 28 -2 -29
right_child=2 -3 3 4 5 7 11 8 -10 25 12 -13 13 -15 -16 -17 17 -19 -20 21 -22 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.0028339183275547289 -0.025917165275813496 -0.038139893533139721 0.010670222006021475 0.031341221274741461 0.024952493279248179 -0.028862312848897786 -0.031805041067680277 0.026564181270804451 -0.014938998130154587 0.0014001782306596754 -0.0030147848388571621 0.011750030456279875 0.0097090238579440463 -0.029581846964431894 -0.041604231880158951 0.034901483473246786 -0.037879599750332386 0.023944216775568249 0.018253428402127798 -0.037519340547712235 -0.027254810124390801 0.021655918435732977 -0.038645727295129245 0.0096614465159756673 -0.029325660327854049 0.028373987495630096 0.006225748707913749 0.023774595422025823 0.036030620419972917 -0.0054389532476438445
leaf_weight=15.649849259410987 1.6708997179521241 1.2457495851267584 8.129893257049849 4.4437784962356073 2.5761692225933102 2.084349292330443 5.2199630951508871 7.0893513411283475 2.5049717202782631 145.52819453226402 4.2071913890540626 1.1744942776858804 10.552179147489371 2.2472336855716994 2.4606855493038893 1.7836559265851963 1.9991215113550418 0.52129863202571858 2.0932279091211958 1.7796626597410048 2.9358953823102629 1.3059886944101879 4.6433670492842793 4.463320990849752 1.4371187607757745 1.8353008069097985 3.7148188836872578 6.7041764724999648 0.54227738082408894 2.5343631077557802
leaf_count=1169 93 94 86 38 12 16 109 43 38 1771 32 8 59 70 97 5 94 4 44 90 84 38 251 75 42 19 28 38 6 80
internal_value=0.000779855 -0.00543711 0.00122086 0.000745151 0.00170533 0.000931083 -0.00513149 0.00217918 0.0157282 0.00130936 -0.000599465 -0.0238051 -0.0033686 0.00204534 -0.0172557 0.00682943 0.00299921 -0.0250926 -0.00642138 -0.00851287 0.000608225 -0.0159183 -0.0199003 -0.00856682 0.000165696 0.00173612 0.0199055 0.0106393 -0.0107386 0.0157606
internal_weight=255.079 16.8956 238.183 226.731 199.943 191.784 32.742 159.042 9.59432 149.448 26.3475 6.39446 23.7714 17.1035 6.66788 14.8563 13.0726 2.52042 26.7885 24.6952 11.0658 13.6295 12.3235 7.6801 5.90044 147.363 8.1586 11.4517 2.21318 9.23854
internal_count=4633 1263 3370 3153 2443 2377 490 1887 81 1806 373 117 361 232 129 162 157 98 710 666 170 496 458 207 117 1790 66 217 99 118
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=16 2 5 8 15 20 18 13 17 23 5 20 9 2 22 10 22 23 20 17 23 21 22 6 19 16 15 22 17 13
split_gain=3.47434 3.30639 3.01798 2.62125 2.39555 2.99322 4.30357 3.30255 2.43214 2.10625 2.20901 2.69506 2.70644 2.58467 3.41739 4.77138 4.36912 3.23631 3.49135 2.82542 2.82243 3.2454 2.30225 2.25647 2.529 3.3834 2.16524 2.59487 2.88518 2.02494
threshold=20.394952307700002 325.13486840910008 23.714185006400005 2.8477776226000002 31.445204138150004 37.817254840650008 15.064837217800003 110.65693664925001 162.04221493815001 0.4149000000000001 12.306951632950001 45.044778924400006 39.44667418560001 185.00267682035005 -0.059424999999999999 68.20618276945001 -0.07490999999999999 0.083555000000000032 48.109449608500007 192.19686994285004 0.092385000000000023 0.63092463060000015 -0.156745 14.745344522600002 12.651020723000002 18.734956189500004 27.063546193350003 -0.59087999999999996 190.03457182425004 112.67059178900001
decision_type=2 2 2 2 2 2 2 2 2 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 29 -3 8 7 -7 -6 -1 10 11 -10 22 14 16 -16 17 18 -12 26 -21 -22 -13 24 -17 -26 27 -19 -29 -2
right_child=2 3 -4 -5 5 6 -8 -9 9 -11 13 12 -14 -15 15 23 -18 19 -20 20 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.001510394527733556 -0.0011746569945635843 -0.00015880055284492428 -0.00018212387823948766 -0.0023480140955091083 -0.00069807547752869458 -0.002147024224870639 0.00023857597930489885 0.002390178415958582 -0.001223975390098382 -0.0023835319900140971 -0.0017951579063765189 0.00045001531191810133 0.0018072294921339192 0.000813890984341709 -0.0021983291879374765 0.00097335807481910589 -0.0027301477372956035 0.0015386895813172252 0.00088311325784530938 0.00039028059721272514 0.00098149896232194861 -0.0025920433707089761 -0.0018792815913943829 0.0016436521578252206 -0.0020570886069658698 0.00072588673655891046 0.001839950695245851 -0.0012508898111662529 0.0013884508230401289 0.00054308308130788564
leaf_weight=4.0446720923064268 3.1769021824002257 4.9716130440356192 36.20996439550072 4.9322344610700384 3.9203582787886289 8.6363756204955262 5.6711479602381578 2.61199392657727 10.252784497337418 1.4543019203701977 8.2577447434887201 5.2368327055592081 3.5930731277912846 32.81039316765964 2.5516797183081499 14.51019356120378 3.0608213925734225 4.8239882690832045 3.0052551995031527 6.8613046985119563 1.5780951771885154 4.2456512097269297 3.033694618032313 10.360278517007826 3.5724101746454817 4.4298861548304558 5.8422826076857737 5.881744281388821 2.7522907666862011 140.61275980621576
leaf_count=346 29 157 401 169 40 214 53 14 638 41 330 113 27 365 86 75 63 32 22 75 15 74 170 45 54 20 33 88 13 831
internal_value=0.000159971 -5.5429e-05 0.000366878 -0.00124906 1.70959e-05 -0.000656582 -0.00120143 0.000536778 0.000115854 0.000163478 0.000190583 -0.000425031 0.000265433 0.000309447 0.000106947 0.000604377 -0.000273564 -9.97036e-05 -0.00108053 0.000245674 -0.000534344 -0.0016237 -0.000404389 0.000821931 0.000443773 -0.000516498 0.000758337 0.000288796 -0.000409541 0.000505131
internal_weight=352.903 172.903 180 9.90385 162.999 20.8399 14.3075 6.53235 142.159 138.115 136.66 22.1164 11.8636 114.544 81.7336 35.4244 46.3092 43.2484 11.263 31.9854 12.6851 5.82375 8.27053 32.8728 22.5125 8.0023 19.3003 13.458 8.63404 143.79
internal_count=4633 3372 1261 326 3046 321 267 54 2725 2379 2338 948 310 1390 1025 280 745 682 352 330 164 89 283 194 149 74 166 133 101 860
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 20 20 13 16 20 20 16 13 8 6 2 20 23 18 21 23 23 20 18 12 3 23 6 20
split_gain=3.66938 2.96235 2.92165 3.73142 3.2111 2.90272 2.22988 1.92176 1.85247 2.49945 3.457 2.87645 2.80031 2.2337 2.26231 2.15713 2.69046 2.41258 1.81146 1.97969 1.87842 1.7866 2.98172 2.74768 2.54971 5.02297 4.9929 3.93586 2.56232 4.16835
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 37.232443001650005 37.995872310650007 109.64607639220002 16.094962363000004 41.289992964000007 40.300545846000013 13.534968349350001 99.865465713650011 1.6487133604500002 11.085259005300001 186.79363985910004 42.498713093000006 0.076130000000000017 13.845746551550002 3.1113400544000003 0.083395000000000011 1.0000000180025095e-35 42.123054668150012 13.900697602550002 103.28033049195001 91.80009132230002 0.08574500000000003 16.455384477450004 42.081757894750005
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 -1 -7 9 12 11 -11 18 14 -12 17 -17 -14 19 -8 -20 22 23 -2 27 -26 -27 -23 -29 -30
right_child=5 -3 3 -5 -6 7 8 -9 -10 10 13 -13 15 -15 -16 16 -18 -19 20 -21 -22 24 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0012896331410998509 0.00056850485850008976 -0.0020244836098048608 0.0012560209925038251 -0.0022740043992562444 0.0029903808149966183 0.0011158889004581703 -0.0024896658611906763 -0.00036264352275499034 0.0025950496181631798 -0.0016470407585403907 -0.0026359917154111061 0.0014783260416091587 -0.0025808871697907045 -0.0023247252643414582 0.0017878197456128542 0.00042670909569678231 0.001831013927984932 0.00024155760637440413 5.7244268901280287e-05 0.00047984188623568385 -0.0018651480507002804 -0.0014194826313848278 0.0013085108511924487 -0.0015784252396994611 -0.0030873111450591966 0.00039943490739941553 -0.0020615627183743586 0.0010580267269620926 0.00063411727177090029 -0.0013154888191923659
leaf_weight=6.9131341004976994 20.104772698134187 4.387782961362972 2.1910698702558857 6.3902109490009025 1.9800957590341557 5.487748133018612 1.3567507397383476 37.675665568094701 1.5760498363524664 2.374982014764103 0.99660885753109907 4.9463870469480753 2.1322900131344777 7.2451015841215849 1.7117643435485659 23.97022058814764 10.775405848398803 7.2985648021567613 4.7259786555077863 12.435886252671478 6.6901450639707036 5.0699201971292487 32.253448370844126 3.8740012273192397 2.8783654496073714 36.929672066122293 5.1139440089464179 47.25273460522294 29.307383842766285 7.5058261528611174
leaf_count=400 112 371 18 248 6 86 62 459 6 38 41 42 60 281 17 170 77 146 180 256 473 29 218 35 48 269 54 225 146 60
internal_value=0.000206183 -0.000145103 -6.70946e-05 -0.00137268 4.82524e-05 0.000371852 -1.29745e-05 -0.000174665 8.70493e-05 4.14373e-05 -0.000753056 0.000464487 0.000239242 -0.00164863 0.000159976 0.000593484 0.000862216 -0.000396589 -0.000381541 0.000187738 -0.00106933 0.000495818 0.000845046 0.000221648 0.000349329 -0.000104139 0.000100093 0.000577865 0.000698323 0.000236613
internal_weight=343.552 110.098 105.711 8.58128 97.1294 233.453 95.1493 43.1634 88.2361 86.6601 17.2748 7.32137 69.3852 9.95347 2.70837 44.1765 34.7456 9.43085 25.2088 13.7926 11.4161 190.29 56.2322 23.9788 134.058 44.922 42.0436 89.1359 84.0659 36.8132
internal_count=4633 2892 2521 266 2255 1741 2249 545 1849 1843 419 80 1424 339 58 453 247 206 971 318 653 1196 365 147 831 371 323 460 431 206
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=6 3 6 2 20 8 9 10 7 21 15 10 23 12 16 21 19 23 23 10 23 15 21 10 16 15 16 0 17 18
split_gain=4.10036 2.84142 2.49648 2.27168 3.02326 3.20611 3.73658 3.98522 2.84036 2.55997 2.27229 2.22066 2.23777 3.85232 3.63371 4.99385 3.23282 3.36893 3.47338 2.1354 2.04042 1.9993 2.94904 2.61193 5.80362 3.22849 3.85162 3.03491 2.52722 2.44068
threshold=13.115306437050002 93.883646373400012 12.410289964450003 314.93386866815007 48.393869453650005 5.1459841250500009 186.16747084260001 61.993156030000002 17.817961733300006 0.54612131245000006 40.42701969085001 90.937096262400004 -0.20885999999999996 211.51213392550002 12.604970524100002 18.870920756500002 11.950964240300001 0.083905000000000021 0.096715000000000009 78.27445846800002 -0.22831499999999999 46.674706678850008 6.5613067478000007 66.859265246100009 20.034953149600003 28.579157549250002 18.554956610400005 90.321439350550008 203.83164298205003 13.921859755900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 11 4 5 8 -7 9 -3 -8 -11 12 13 -1 15 -14 19 -18 -19 -16 -15 23 -23 27 25 28 -27 -2 -25 -28
right_child=1 3 -4 -5 -6 6 7 -9 -10 10 -12 -13 14 20 16 -17 17 18 -20 -21 -22 22 -24 24 -26 26 29 -29 -30 -31
leaf_value=-0.002081601121152959 0.00047469811200286219 0.00038870146838013983 -0.001572711223270729 -0.0021613875018901729 0.0012942062956064538 0.00087554544899705875 0.0013432129673605381 -0.0023119606687255594 -0.0020887892963135659 -0.0017401122863074723 2.3904426598798032e-05 -0.0013707467983493959 -0.0021137146736204997 0.00033605719603605871 -0.0013156065392575102 0.0013696926357754972 -0.0013784866858884666 0.00053685455728049271 -0.0014582347842470678 0.00093829412809885346 0.0021029047374741929 -0.0022236338128074082 0.00023999649550845002 0.00071186602209728561 -0.002473775441793813 -0.0016610496370302163 0.0018280355030326995 0.0014707900428709783 -0.00054032366344160514 -0.00012488547912556605
leaf_weight=1.6122214939678077 126.29421767778695 2.5686026099137944 5.0298719401471308 2.0699222832918158 5.583471590653061 12.56799374707043 3.802596800029284 3.737956990953534 5.8036645874381065 3.9127928875386706 9.9667239282280189 5.2458259942941359 7.1202904290985298 5.2394488509744406 1.8123432300053561 2.0364702828228474 9.0210579268168676 14.593397712334992 4.3610226501477873 15.036085717147214 4.8364680046215636 2.786463810130952 5.6814790889620781 44.86302775144577 3.1598833948373786 6.034402127377688 2.7354255616664913 12.978907250799237 7.1964942254126063 24.664891019463539
leaf_count=91 714 73 120 73 30 83 19 109 451 50 91 554 361 60 37 19 265 163 75 157 21 62 38 288 44 213 12 67 79 214
internal_value=0.000167903 0.000275352 -0.000237319 -0.000149416 -6.25516e-05 -0.000241384 2.6453e-05 -0.000471743 -0.0013287 -8.2725e-05 -0.000473392 -0.000142602 -4.4494e-05 0.000733683 -0.000212988 -0.001339 1.70371e-05 -0.000391781 7.78255e-05 0.000695848 0.00118415 0.00036522 -0.000570686 0.000399991 0.0001368 0.000233288 -0.000242361 0.000567524 0.000538768 7.00783e-05
internal_weight=362.353 286.409 75.9445 50.0137 47.9438 42.3603 33.9881 21.4201 8.37227 17.6821 13.8795 70.9146 65.6688 11.6881 53.9807 9.15676 44.8239 27.9755 18.9544 16.8484 10.0759 236.395 8.46794 227.927 88.6541 85.4942 33.4347 139.273 52.0595 27.4003
internal_count=4633 2710 1923 979 906 876 352 269 524 160 141 1803 1249 172 1077 380 697 503 238 194 81 1731 100 1631 850 806 439 781 367 226
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=16 15 18 15 20 16 20 16 20 13 8 20 22 5 9 21 21 8 10 6 6 23 23 22 21 20 2 23 22 23
split_gain=1.95316 2.23228 2.942 2.94149 2.24532 1.93998 3.54154 2.45203 2.30017 2.08127 2.33573 2.03307 2.67413 1.83869 1.82595 1.71116 2.06951 2.25087 2.56917 1.68992 2.36218 1.66821 3.24875 2.67755 4.20281 4.9203 5.06941 3.49688 2.95913 2.65649
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 16.094962363000004 41.289992964000007 13.534968349350001 39.955516828000007 99.865465713650011 1.6487133604500002 41.542492784600007 -0.14008999999999996 26.429611911700004 202.16842692300003 9.5763142249000008 9.8787602961000029 8.1436447804000007 62.079186690200011 11.085259005300001 9.1452136764500018 0.083395000000000011 1.0000000180025095e-35 -0.09280999999999999 4.7516206878500009 41.909642283050012 80.759923107050014 0.093325000000000033 -0.070854999999999987 -0.093130000000000004
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 -6 -7 10 -8 12 14 -11 -9 21 -17 18 -18 20 -13 22 29 -23 25 26 -25 -28 -29 -2
right_child=15 2 -4 -5 5 6 9 11 -10 13 -12 19 -14 -15 -16 16 17 -19 -20 -21 -22 23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0019342057442511104 0.00071199330322159384 0.001384855653710382 -0.0031611226412305883 0.004106108785838742 -0.00058774008864951102 -0.0023857504612689604 -0.0036859195636045499 -0.0002983226850362692 0.0017090874427403285 -0.0036916269889243534 0.0027912689051065214 0.0011146325781051579 0.00074548390919893675 0.00051052553060455677 -0.0041622340244352888 -0.0027306978581522088 -0.00019144356002129804 0.00032390594558216089 -0.0042488450538717259 0.0022368858631564986 -0.0039851183613324433 0.0010175613742547992 0.0017267662928301662 -0.0050341738101209758 0.00076131072050333935 -0.0032842122581597569 -0.0013647052869945882 -0.0015832234011827714 0.0019487986460587983 -0.0020855075642993992
leaf_weight=6.8913710538472506 14.816861067898573 2.1747060094494364 5.5672764498740435 1.8498056405223895 22.02805065450957 1.9789721127599493 0.96665473724715356 3.2184431599453118 6.3173529328778386 6.7481930113863182 1.6649609818123279 5.5679707264062044 16.871855741366744 1.3773049118462948 2.306184958666563 3.1378236617892972 4.7902313368394962 44.444258304312825 2.6698471941053867 13.174781821202485 1.2155612781643865 39.303618708625436 30.98433112166822 2.2165407761931446 33.907875709235668 7.3647077539935699 9.6696848217397946 3.3294320628046981 11.98665392026305 4.982780592981725
leaf_count=489 166 40 248 7 988 39 41 60 130 297 17 138 148 90 37 26 70 296 49 103 20 270 246 24 226 95 104 22 63 84
internal_value=0.000207692 -0.000174794 -0.00188417 -3.12234e-05 -0.000115951 3.42266e-05 -0.000894786 0.000309158 0.000732321 -0.00214968 0.000412044 0.000775621 9.01338e-05 -0.00297935 -0.00191126 0.00038661 -0.000116883 4.11321e-05 -0.00164353 0.00154485 0.000200793 0.000561389 0.00105664 0.00032803 -6.77506e-05 -0.000881003 -0.000230362 0.000195794 0.001181 7.97384e-06
internal_weight=313.524 99.9194 7.74198 92.1775 90.3277 83.4363 19.0534 64.3828 8.29633 10.7571 2.63162 42.3548 22.3965 8.1255 5.52463 213.605 55.0422 51.9043 7.46008 19.9583 6.78353 158.562 50.784 107.779 68.4749 34.567 27.2023 24.9858 15.3161 19.7996
internal_count=4633 2892 288 2604 2597 2108 614 1494 169 445 58 506 245 387 97 1741 441 415 119 261 158 1300 496 804 534 308 213 189 85 250
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=16 6 15 18 6 19 0 5 20 17 22 15 21 18 9 16 0 9 23 10 22 22 5 23 16 4 6 17 17 6
split_gain=4.02775 3.47517 3.25455 4.24177 3.25463 3.55227 2.87026 2.66197 2.64739 3.21645 2.83039 3.00356 2.58441 2.45479 4.43244 3.03392 2.55145 3.16782 3.22886 3.16627 4.60786 3.16528 3.03982 3.02294 2.98706 2.46525 2.46679 2.3597 2.93931 3.71985
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 13.665319288000001 13.051052998800001 86.09518316945001 18.678742451450002 40.858951393400005 190.78889055330004 -0.054875 23.949961253350004 0.49227235280000009 13.829007611650001 196.40176798710004 22.654947022900004 90.321439350550008 205.22231928645002 0.10020000000000003 66.859265246100009 -0.070854999999999987 0.075080000000000022 18.513175162200003 0.09721500000000001 22.584947186600004 195.04069921150003 16.455384477450004 193.29780372785004 192.00947391610003 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 4 -4 -1 8 12 -7 10 -10 11 -6 -2 25 -15 16 17 18 -16 -18 22 -22 -21 -23 -19 26 -8 28 29 -14
right_child=6 -3 3 -5 5 7 13 -9 9 -11 -12 -13 27 14 15 -17 19 24 -20 20 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00019063422793993677 0.00093396777844928155 -0.0016163769855806742 0.0011040207350896485 -0.001858019490405767 -0.0014145467652215658 -0.0021597051637319556 0.0015321694896529101 0.0013237323949315657 0.00025854083366100744 0.0020164182680431826 0.0010189971492858829 0.00070548090104290183 -0.0020276165938295974 -0.00092665268844830621 -0.0020373762135610166 0.0016879307712386975 0.0014360896284157955 -0.00066837564926394471 0.00058271469619071664 -0.00013197099246519539 0.0011179544048809332 -0.0016175385520891883 -0.0023729088590787998 0.0011036784554896454 0.0013051141334134066 0.00044240387031078694 0.00034912938251887833 -0.0010489678337235024 0.0012212170569680211 -2.6710404311888606e-06
leaf_weight=71.600968843617011 9.3198571791872364 5.2373907440342 2.283684282563625 6.9227925697341561 5.4168019350618142 2.8322371877729888 18.477504696697 1.0749252545647321 6.376082608010619 8.7991379695013148 8.233531301841138 4.225024402141571 3.4529376048594704 10.541301144286988 5.4199836924672153 5.8216540962457648 10.176596838980911 5.3248666711151582 2.4149866327643394 6.8561170529574103 16.844292540103204 3.4688975401222697 3.132327382452786 2.4913541600108147 5.5776283368468285 54.28142237663269 9.4681113474071008 8.5666033718734962 6.3451659921556702 48.228279368020594
leaf_count=1910 111 371 18 248 64 59 136 10 108 39 40 25 34 118 59 41 60 43 12 64 70 36 51 11 34 262 50 122 29 398
internal_value=0.000162319 -0.000114233 -4.74284e-05 -0.00112328 4.38108e-05 0.000498018 0.000306329 -0.00120135 0.000698914 0.00127782 0.000207453 -0.000485556 4.44097e-06 0.000449296 0.000209943 0.000387367 0.000264667 -0.000315671 -0.00122978 0.000517731 0.000232739 0.000700287 -0.000834718 -0.000480084 0.000341246 0.000676548 0.00113135 -0.000125649 1.06636e-05 -0.000137962
internal_weight=359.212 123.003 117.765 9.20648 108.559 36.9577 236.21 3.90716 33.0506 15.1752 17.8754 9.64183 75.9128 160.297 78.07 67.5287 61.7071 18.7375 7.83497 42.9696 32.793 22.8045 9.98844 5.96025 10.9025 82.227 27.9456 66.593 58.0264 51.6812
internal_count=4633 2892 2521 266 2255 345 1741 69 276 147 129 89 694 1047 599 481 440 148 71 292 232 117 115 47 77 448 186 583 461 432
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=16 10 17 4 5 19 22 0 5 20 7 18 17 9 7 22 2 4 3 13 20 18 12 6 16 23 23 21 20 17
split_gain=2.85782 2.89788 3.72184 3.19168 2.63472 2.54417 2.98496 2.14977 2.62585 2.48104 2.45466 2.1324 2.67276 2.11632 2.04111 1.98 1.90249 1.81548 5.17423 5.81396 2.66519 2.09302 1.71609 2.00907 1.68261 1.56927 1.5534 2.28101 2.57362 3.31877
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 23.714185006400005 12.751028791950002 -0.11534 98.51854819030001 14.47989612135 36.772607578000013 20.558604996750002 14.365787915650001 172.68891404560003 226.58992707320002 29.911984439950004 -0.24150999999999997 203.29256851545003 310.44950696480004 92.367355987800025 115.13321943645001 41.529896397300007 14.619702397600003 211.51213392550002 13.665319288000001 22.624947093000003 0.11458500000000002 0.091885000000000022 11.772995266200001 44.952171034750002 192.00947391610003
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 6 11 22 9 -9 -10 12 15 26 -11 -5 -7 -2 19 -19 -21 24 23 -3 -22 -12 27 28 29 -6
right_child=4 7 -4 5 13 16 -8 8 10 14 25 -13 -14 -15 -16 -17 -18 18 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001817633756250762 0.00055459712723362 -0.0017625637188696311 -0.0026326604548146462 -0.0025400129879382012 -0.002360722661532868 0.001520285527104447 -0.002627755301809441 -0.0024861807691902013 0.0026169687140130187 0.00033616677833777926 -0.002262857084846452 0.0021011122652540757 -0.0028526415695645201 0.0020032262275673511 -0.0024707770589003646 0.0011676187669011307 -0.0013937334918067295 -0.00199981762998448 -0.0035139954275492952 0.0025273687225215512 -0.0017232726545421749 0.0020181356601215177 0.001739669511074545 0.00063321508078140946 0.00083036439191021402 -6.5621231036862196e-05 0.00018383755314376512 -0.0027592876676943755 0.0011302061854415063 -1.9579094960762784e-05
leaf_weight=6.7557893497869399 159.93473865091801 2.3008305102121147 4.9447056544013313 1.0478853988461203 5.7215631729923251 7.5602798378095013 3.1993054342456153 2.0111671662307335 0.85414935648441215 40.248574209748767 6.3956805127672833 2.2098554847761989 2.096587139647454 2.3780538290739051 1.5378580737160508 3.8474356057122359 1.5424191285856066 4.8667263267561855 2.3827608935534945 4.5982199013233176 3.1370900031179172 2.6995929554104805 6.7373459527734658 15.378738149069248 2.7852558344602585 2.6198832960799336 18.915056723169982 2.8201784109696737 4.4769551027566186 8.7676444817334396
leaf_count=385 994 92 156 44 167 101 134 282 4 894 153 17 86 13 223 48 67 65 38 38 31 18 93 78 12 35 139 76 39 111
internal_value=0.000186001 -0.000127079 -0.000718798 -0.000383921 0.000341907 6.65051e-05 -0.000638167 0.000124541 -0.00014308 0.000108006 -0.0012573 5.35809e-05 -0.00059356 -0.000189404 0.000232863 0.000373968 0.00102652 0.00046878 -0.000201729 0.000234628 0.00105719 0.000273124 0.000712762 0.000321427 -0.000522307 -0.00162435 -0.000317512 -0.000752788 -0.000454431 -0.00094406
internal_weight=334.772 111.288 33.2043 28.2596 223.484 21.5038 12.4011 78.0842 53.6673 43.7976 9.86971 9.20176 6.99191 43.0795 41.7864 4.89532 9.1027 180.404 20.4696 18.0869 13.2202 8.62194 24.4169 17.6796 5.92235 9.01556 40.7014 21.7863 18.9662 14.4892
internal_count=4633 2892 1038 882 1741 497 329 1854 1591 1399 192 195 178 545 1117 92 168 1196 202 164 99 61 263 170 43 188 532 393 317 278
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=15 9 16 9 22 6 16 16 2 8 2 4 5 21 21 16 17 9 19 20 10 2 0 20 10 22 22 18 7 17
split_gain=0.640355 1.12195 1.40813 1.36713 2.45908 1.23795 0.788832 1.62653 1.41347 1.77171 1.37049 1.22259 2.45428 2.29744 1.61874 3.4496 1.34565 2.13856 2.512 1.94552 3.31505 1.93414 2.74823 2.92105 1.88286 1.7583 1.61267 2.55275 1.50755 1.97898
threshold=46.055224235250002 199.17419511990002 22.584947186600004 201.65416293750005 -0.082275000000000001 16.475384944750001 20.394952307700002 20.034953149600003 325.13486840910008 2.8477776226000002 340.55256999290003 309.77412212245002 21.363989181350004 10.899813468900001 6.6209860876500004 22.604947139800004 188.27285108100003 188.90361612170003 14.251149826300002 38.474425342400004 63.910026677050006 108.01392853780001 86.538778761000017 42.154118731400011 61.987779113750001 -0.088274999999999992 -0.245055 13.075178189100003 22.532843451200005 186.34046889365004
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 5 -5 7 8 -1 -10 11 16 -13 14 15 -14 26 -18 -19 -20 21 -21 23 24 -23 -24 -8 28 29 -28
right_child=1 3 -4 4 -6 -7 10 -9 9 -11 -12 12 13 -15 -16 -17 17 18 19 20 -22 22 25 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00069408773530652197 0.002844516557535579 0.025974131971969513 -0.032837674509638537 -0.011113427772569115 -0.037177258477824562 0.026883565801443465 0.020556685770739203 -0.028603194220081257 0.0011896851887637512 -0.034625020032431744 0.02316333327275192 -0.030186550506991639 -0.042251566220812831 -0.029275997843666923 0.022743317693703347 0.014756377805638538 0.019073051133236058 0.018637509040972174 0.017492262158956176 0.01428363422295759 -0.025353336004563583 -0.022532288559180408 -0.0082119031301271898 -0.03302193922121445 0.0065610306466169612 0.012610056037247621 -0.00044270192832295918 -0.0291056942881598 0.009412460730738292 -0.026957238798124842
leaf_weight=111.98178996858769 1.9204650120809654 1.800559516996145 2.8479651366360486 1.6788865430280564 1.7972084339708092 1.8907563947141168 3.0381575552746645 2.114454661961644 3.0415177039976689 2.7078716750256717 3.4100582078099242 3.4141533244401208 1.6625627726316432 2.1104669645428649 4.1835857462137938 3.2582039488479495 11.030048562213777 10.025384768843649 6.6769451089203349 10.011851176619528 5.2015906833112231 3.3710590074770135 6.078089281916621 4.7296259934082618 7.3093253523111343 13.656154837459324 12.817293691448876 3.7023661173880091 9.8683357723057252 3.7805547155439845
leaf_count=3003 25 11 120 28 45 14 23 41 157 167 36 60 22 20 21 39 86 54 48 103 57 30 28 54 35 67 126 30 51 32
internal_value=0.000925036 -0.00636176 -0.0184668 0.00169165 -0.00645503 0.00901269 0.00127408 -0.000608254 -0.000105465 -0.0156785 0.00301829 0.00247276 -0.0062797 0.000998322 0.00801617 -0.0045047 0.00362319 0.00593235 0.00377096 0.00115776 -0.00100803 0.00179633 -0.00176103 -0.0119521 -0.00262172 0.00619695 -0.0018071 -0.00405927 -0.00055551 -0.00648202
internal_weight=261.117 11.9358 4.76843 7.16741 5.36685 3.56964 249.181 119.846 117.731 5.74939 129.336 125.926 14.629 11.2148 9.10435 4.92077 111.297 78.0901 67.06 57.0346 50.3577 45.1561 35.1443 15.41 10.6804 19.7342 33.2067 30.1686 26.4662 16.5978
internal_count=4633 243 145 98 87 42 4390 3368 3327 324 1022 986 162 102 82 61 824 562 476 422 374 317 214 119 65 95 262 239 209 158
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=16 15 18 15 20 10 17 4 16 19 2 7 16 14 6 15 12 7 13 10 21 16 3 22 8 6 2 9 9 22
split_gain=2.17218 2.33682 2.96819 2.64463 2.31149 1.79323 2.70002 3.43413 2.3911 1.75221 1.81662 3.55444 2.39431 2.56508 2.20775 1.72503 1.69547 2.07936 1.64957 2.32 1.53683 2.58659 1.55047 1.39926 1.73534 1.39709 1.39256 1.45269 1.38883 1.35789
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 74.757955233350017 195.59800312745003 224.75522095420004 11.864972254500001 9.4507625164000029 186.79363985910004 26.296311413900003 9.7049773055000017 366.02505068985005 4.9151148409000003 46.055224235250002 105.28371344000001 24.545313225450005 118.84598011460001 58.309968391300011 15.294585115650001 22.674946976100003 93.292185584700022 -0.13734499999999997 10.441851282850001 8.5551998908500018 312.25197865035005 210.25104900155003 211.24289424260004 0.63131000000000015
decision_type=2 2 2 2 2 2 2 2 2 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 26 6 7 -6 -9 -7 16 14 -13 25 29 18 -11 -18 -2 23 21 22 -17 24 -20 -14 27 -1 -29 -12
right_child=15 2 -4 -5 5 9 -8 8 -10 10 11 12 13 -15 -16 20 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0032298604900358749 0.00050538485968600381 0.001196920516101904 -0.0028575192191618959 0.0036113450063411405 -0.0024289982935208937 -0.0032864131615718117 -0.0033539973565278806 -0.0024099646712929519 0.0010745844418875239 0.00086088039075233485 -0.0031484228187884235 0.0016792382918417003 -0.0024828129613773385 -0.0032419116150535156 0.0022733083225462275 -0.00067682496548754768 -0.0033701612828849923 -0.00025225276410739293 -0.0034389962723488541 -0.0032794887688261248 0.0012820528096997371 0.00080374871656018669 -0.0033627237773706502 0.0017511201211077056 0.0021718440563467272 0.0014275566647035016 0.0019833381215088597 0.0036430918518405428 -0.0018129645161028174 0.001930022864365426
leaf_weight=4.2142455263528964 189.97506384924054 2.2693687449209374 5.7499571981024928 1.7708352338522662 4.8947892009746345 1.2143865642137814 3.007081786170601 2.1136634116992346 11.063542288029565 11.970352952135725 1.1856999450828904 3.4953928636386973 1.158244158606976 3.4229007177054882 13.970505091128869 3.6202415069565159 2.099078095052394 23.587744769640267 1.4340908075682821 2.5193269862793386 3.103974036872386 4.2243511462584138 4.1650933288037777 2.6305515859276047 0.75998434424400318 2.8476895482745022 0.79479365586303163 0.61350157111883152 1.3359346356010062 0.7909828471019863
leaf_count=400 1359 40 248 7 326 243 71 96 163 104 95 97 53 158 109 40 96 452 55 61 21 41 141 19 4 37 33 2 54 8
internal_value=0.000202768 -0.000153679 -0.00171016 -2.30485e-05 -9.16759e-05 4.17477e-05 -0.000720161 -0.000281905 0.000515652 0.000286037 0.000353269 0.000949529 -0.000369601 -0.00133362 0.00185317 0.000376552 -7.2211e-05 -0.000507042 0.000451419 -0.000944581 -0.000600884 -0.00108754 -0.00211376 0.000274663 -0.00149551 0.000296943 -0.00175642 -0.00223866 -9.59044e-05 -0.00111625
internal_weight=316.003 103.571 8.01933 95.5514 93.7805 86.8221 21.0791 18.072 13.1772 65.743 64.5286 26.8714 10.9242 7.42883 15.9472 212.433 37.6572 25.6868 197.319 7.34395 15.1137 12.0097 7.78533 4.82463 2.19408 4.00593 6.95848 6.16368 1.94944 1.97668
internal_count=4633 2892 288 2604 2597 2108 656 585 259 1452 1209 557 345 248 212 1741 652 548 1498 139 243 222 181 78 59 90 489 456 56 103
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 18 17 22 0 5 20 8 2 7 23 12 23 9 22 19 6 21 4 13 5 20 15 13 4
split_gain=2.8792 2.69424 4.22443 2.83726 2.12309 3.19618 2.22571 2.88336 2.23918 2.10205 2.9461 2.50366 2.23816 2.0847 1.96891 1.96462 1.94485 1.6966 2.24803 1.67105 3.28691 2.31288 2.81566 1.88977 2.95184 2.23497 1.76754 1.6235 1.70257 1.77086
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 -0.24150999999999997 98.51854819030001 14.47989612135 36.772607578000013 2.3481675133500004 203.29256851545003 29.911984439950004 0.11458500000000002 211.51213392550002 0.093745000000000023 192.20980299475005 -0.094409999999999994 11.950964240300001 12.040281319250001 16.464809133250004 310.24664133230004 96.789869612400011 13.713273242250002 42.546237522150008 46.055224235250002 117.97223122220002 160.20223982390002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 16 11 -11 -12 -6 19 -14 17 18 -3 20 21 22 -13 24 -21 -26 -27 28 -2 -30
right_child=27 9 -4 4 13 -7 -8 -9 -10 10 12 14 15 -15 -16 -17 -18 -19 -20 23 -22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0018515678737455849 0.00048094090331493843 -0.0017085085920097701 -0.0028910255772819837 -0.002776009110432489 0.0015697173831954068 -0.0028589228813749854 0.0023572072191093613 -0.0030512618626259832 0.0013865285821866259 -0.0027043838301013096 0.0016967832483133808 -0.002058824339088639 -0.0027121646715032965 -0.0016119063054202518 -0.0026925961770292795 -6.5297916266080554e-05 0.0019188272852241658 -0.0010482718842515335 0.0012178197883259986 -0.0027399029883042121 -0.0023109700438597837 0.0021053265098687143 0.0011051189536186981 0.0015369019779235139 0.0012805698818313769 -0.002932793701825863 0.00061376324529716433 -0.00047395727574815982 0.00091705955839299852 -0.0013510150957083181
leaf_weight=6.6698840102180865 192.58757819235325 2.0965841682627859 5.2720186589285722 1.1095688347704715 7.8569110846146923 3.2031738022342315 2.3138023056089878 2.2041578968055546 4.074983354192228 2.0261975442990652 1.3465495910495509 3.6542281546862743 6.1468196799978596 1.6884233085438607 1.4827495670178894 2.7341210823506117 6.8719704854302099 4.6956567056477061 11.427013273350893 2.0699990584980759 4.1315249269828191 3.6286119436845183 3.9496345659717917 11.557232725201173 9.345690440386532 1.8173186792992049 1.9831765145063398 14.50941140623763 3.4837626907974464 6.9727761796675622
leaf_count=385 1318 79 156 44 101 134 17 86 48 282 9 246 148 67 223 35 93 45 46 183 140 21 52 135 54 52 11 243 37 143
internal_value=0.000189605 -0.000142158 -0.000751283 -0.000363906 7.80579e-05 -0.000608962 0.000133837 -0.00056242 0.000495686 0.00011659 -0.000163906 0.000118451 -0.00142409 0.00100694 0.000249574 -0.00189729 0.000741208 0.000297031 0.000764147 0.000353105 -0.000329798 0.000398916 -0.000415394 0.00074499 0.000143505 0.000597526 -0.00108213 0.000365523 0.000425512 -0.00059537
internal_weight=332.912 115.358 34.3929 29.1209 22.451 12.9057 9.70251 7.38871 5.18455 80.9651 55.8739 45.6464 10.2275 9.54533 43.6202 8.88094 25.0912 18.2193 13.5236 42.1374 15.364 11.2325 7.60386 26.7734 15.2162 13.1462 3.8005 217.554 203.044 10.4565
internal_count=4633 2892 1038 882 497 329 195 178 92 1854 1591 1399 192 168 1117 183 263 170 125 894 459 319 298 435 300 117 63 1741 1498 180
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=17 9 15 0 12 15 16 7 16 2 9 9 0 6 13 18 21 5 6 3 2 8 4 6 23 2 18 20 20 18
split_gain=0.667649 0.6501 1.08965 1.49447 1.13609 0.779137 0.841855 1.61834 1.48559 1.44826 0.948022 1.73521 1.5905 2.71838 1.44481 1.43282 1.41161 1.33114 2.03337 2.34718 2.3833 1.26274 1.66715 2.13501 1.85008 2.76745 1.73162 1.45337 1.55417 1.93666
threshold=158.19986339130003 37.364870866050005 21.086216674150005 113.1679565431 293.55977308740006 10.623212892000003 9.7049773055000017 25.764895874800001 11.949972055800002 292.59177727695004 186.70853236170004 185.98753508445003 85.732241321850012 16.465384711100004 98.050756475600011 19.345059715200005 0.54612131245000006 31.373072367600006 16.605387982250004 94.227769014100019 83.274686722450014 8.3434888241000014 208.25848595475003 16.665389384150004 0.10787500000000003 100.00310400885002 13.122774073950001 44.952171034750002 42.123054668150012 12.880535946600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 11 21 13 -12 15 -14 -15 18 19 20 -18 22 24 -24 25 26 27 28 29 -10
right_child=1 5 -4 -5 -6 6 8 -9 10 -11 12 -13 14 16 -16 -17 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.020491778660180576 0.013739701937405958 -0.021350793631544164 -0.030389662791964322 -0.029182385878190695 -0.028760293398380987 -0.03078210032478022 -0.029043166858196894 0.023436341676979954 -0.026430925815753376 0.0081079822573093176 -0.034133189212313945 0.021553844417116406 -0.030391079827200265 0.016376396600935861 0.001491676141427713 0.024252790651386923 0.02487221599821985 0.022874204882009565 -0.024166724554089754 0.019694980239304737 -0.033517326978695271 0.020264884915707795 0.0081343977603518629 -0.030501795765666119 0.018978617249464595 -0.032847765945296092 0.019560333389977123 0.017360844305373095 -0.029984028574700401 0.015531813733286206
leaf_weight=1.1433848884480529 3.0708256870275359 1.1984438977087837 1.3358213687606619 1.182762883530813 0.58429215475916851 0.50680754985660259 2.4429976071114647 2.8225513485376723 1.4741996120428651 1.2318926657317204 2.5994001240469506 4.4106977991759768 1.9893843773752444 2.4245591387152663 179.71586395567283 0.4613564759492873 0.75810099393129204 1.0408254601061333 4.5168236384633929 2.6936529939994216 1.9461922694463281 3.1164645869284859 23.303334466007076 1.1724074343219388 2.0676440075039855 3.0283961333334437 2.1953678345307708 1.3820954998955128 2.7596970242448151 2.0548159952741116
leaf_count=250 123 159 140 241 71 31 295 71 65 29 60 40 106 18 1844 6 3 8 111 23 56 29 404 131 16 215 31 7 33 17
internal_value=0.00080913 0.000902989 -0.00805403 -0.00188678 0.00694583 0.00112129 0.00122811 0.015183 0.00104136 -0.0165894 0.00130569 0.00487437 0.000459834 -0.00799103 0.00120114 -0.0201043 -0.00291232 -0.00718107 -0.0103362 0.00123675 -0.0171488 0.00314557 0.00179277 0.00628369 -0.00555364 -0.00948739 -0.00231699 -0.00857823 -0.014279 -0.00199757
internal_weight=260.631 259.488 6.1737 4.83788 3.65512 253.314 252.116 3.32936 248.786 3.67489 245.111 46.9651 198.146 15.9796 182.167 2.45074 13.3802 10.9556 9.91477 5.39795 2.70429 42.5544 39.438 24.4757 14.9622 12.8946 9.86618 7.67081 6.28871 3.52902
internal_count=4633 4383 575 435 194 3808 3649 102 3547 324 3223 988 2235 279 1956 112 219 201 193 82 59 948 919 535 384 368 153 122 115 82
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=16 5 16 13 0 10 20 16 22 15 21 8 2 8 23 5 15 20 6 22 10 18 17 6 2 23 5 6 10 17
split_gain=2.67531 2.68397 2.51903 2.35974 3.39602 2.75037 2.51268 4.62187 2.40612 3.26699 4.29348 2.71113 2.24296 2.32665 1.79527 1.72073 1.68002 2.22113 2.51746 2.2154 2.19287 2.18673 2.36165 1.89032 1.6606 2.59629 4.83042 2.4919 3.40471 2.40359
threshold=20.394952307700002 23.714185006400005 20.034953149600003 112.67059178900001 90.321439350550008 65.571493801650021 42.206017975500011 22.454947490600002 -0.11534 39.203018015350004 5.5614473604500008 8.543332867800002 325.13486840910008 2.8477776226000002 0.4149000000000001 23.881206071300003 41.831907381600011 38.474425342400004 16.495385412050002 -0.064729999999999996 61.917879202350001 13.317304170000002 188.27285108100003 16.525386113000007 185.00267682035005 -0.17949499999999999 19.841254985200006 13.665319288000001 76.871083323950003 162.43086425485004
decision_type=2 2 2 2 2 2 2 2 2 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 12 -2 5 6 16 -8 -9 10 -10 -11 14 -14 24 -3 17 -5 20 -18 -19 22 -20 -23 29 -26 27 28 -27 -1
right_child=1 15 -4 4 -6 -7 7 8 9 11 -12 -13 13 -15 -16 -17 19 18 21 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0030329094266622319 -0.0018643021263754186 -0.0023630453705320987 -0.0027131756165031163 0.0019797415022059523 0.0020657468547641703 -0.0014116380583135584 0.0026275145399257656 0.0015320422026078515 -0.0039344837623735392 -0.00075757264053958164 -0.00055245232461220153 0.001584067900215016 -2.8320580794172846e-05 -0.0031051439906190303 -0.0031799179639810451 -7.4638774858940506e-05 3.9760786409577383e-05 -0.0010716426800293796 -0.00056674481893118469 0.0026058196559226201 0.0012356311174861005 3.5898446081277888e-05 0.0018348215211421233 -0.0030828728537025687 0.0015558716229778918 -0.0032212862754881699 -0.0024558846750436553 0.001972805904785619 0.00049246470252917152 -4.3999264498645395e-05
leaf_weight=2.2445569282281204 3.0398366525769225 2.9321963898837557 2.8776227277703574 9.91404105350375 13.011347794905303 5.6556307151913634 4.971014827489852 4.9673129208385935 4.4508041441440609 9.2821440361440199 9.7749773561954481 7.1172615066170684 4.230957684805615 3.8015620248625055 1.3749340973445203 30.777047750074416 3.8803269267082205 3.7680620253086081 8.7726753260940331 9.3377554416656476 30.698938332498074 2.9025387167930594 5.3834943603724232 3.4840229051187634 14.285985749971585 2.311692329123626 5.0924399725627145 7.4867824269458643 15.47835610702168 93.780118618276902
leaf_count=302 29 22 42 57 73 36 64 28 48 68 55 30 157 168 44 379 18 24 49 46 161 23 23 28 195 73 170 59 505 1657
internal_value=0.000207621 0.000449578 -6.78004e-05 0.000623216 0.000678261 0.000533095 0.00062575 4.93559e-05 -0.000310722 -0.000609613 -0.00161058 0.000258688 -1.70806e-05 -0.00148449 6.58945e-05 -0.000273696 0.000924957 0.00073611 0.000511979 0.00185252 0.000983391 -0.000278966 0.000346554 -0.00166547 9.76174e-05 0.000552379 8.03261e-05 0.000591288 9.88875e-06 -0.000113864
internal_weight=327.086 174.121 152.965 140.412 137.372 124.361 118.705 40.5635 35.5925 30.6252 14.2258 16.3994 150.087 8.03252 142.055 33.7092 78.1419 64.9238 55.0097 13.2181 34.467 20.5427 14.1562 6.38656 140.68 44.6553 30.3693 25.2768 17.79 96.0247
internal_count=4633 1261 3372 860 831 758 722 293 229 201 103 98 3330 325 3005 401 429 365 308 64 185 123 72 51 2961 1002 807 637 578 1959
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=16 5 2 16 8 20 16 8 19 23 9 7 18 20 17 21 5 18 8 9 9 22 17 22 0 5 21 4 13 20
split_gain=4.66284 3.91375 2.88762 2.71926 2.40403 2.35839 4.68455 3.13926 3.08269 2.57387 2.42565 3.3737 3.27209 4.90394 4.0791 2.48198 2.17176 2.40843 2.56217 2.23845 2.19422 2.20694 2.09673 2.18106 5.94105 4.75832 3.59007 3.54377 2.75326 2.691
threshold=20.394952307700002 23.714185006400005 325.13486840910008 20.034953149600003 2.8477776226000002 42.123054668150012 22.554947256700004 8.543332867800002 14.451165964200003 0.08674500000000003 186.70853236170004 23.109894804950002 13.317304170000002 39.117456157700005 191.56943241645004 1.8364927951500001 31.794087907800002 13.220529463200002 10.441851282850001 208.17787845895003 193.70978346765003 -0.016014999999999998 162.04221493815001 -0.059424999999999999 92.168410086200012 20.315138807500002 13.917356790500003 191.03149642590003 98.050756475600011 42.498713093000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 22 -4 10 8 -8 9 -7 -2 12 14 -14 15 -12 17 18 20 -19 21 -3 -1 27 -25 26 28 -24 29 -26
right_child=1 16 4 -5 -6 6 7 -9 -10 -11 11 -13 13 -15 -16 -17 -18 19 -20 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0015021055085067223 0.0014490554362637379 -0.0014018014849916979 -0.0001525776176207997 -0.0020326451526168059 -0.0023448579004020937 0.0019194350186158818 -0.00073864032077224247 0.00068924012953813481 -0.00065235137252568902 -2.3542267448820004e-05 -0.0013561721594237805 0.0009472940453138577 0.00047077780796718201 -0.0030968979856406042 0.002409750443878921 0.00043345304686292195 0.002113502744275996 0.00037811624979178557 0.0012785098098946164 -0.0015773612067634614 -0.0026735362463936995 0.0013067275773180811 -0.00093017220167447329 -0.002054340195050111 -0.0022556266880932891 -0.0025035459989920209 -0.0018910547520741196 0.00010121610576657035 0.00098366364202763902 0.00066292236319630455
leaf_weight=3.8110843958565956 19.38568414747715 5.2798001877963534 4.6732343306066451 2.8709649229422203 4.3930036940146238 12.193953596055513 22.045387480407953 10.1930278185755 4.0197627618908873 4.1323714293539515 4.4332219958305421 52.512897539883852 3.6922198310494414 3.3056538552045822 3.9693658202886573 16.812147229909897 1.7860398478806008 20.141626893542711 1.8727818056941021 3.0514713190495959 3.9952212246134877 1.835206327959894 19.034122413257137 4.1530460391659281 2.4623247268027617 2.1797839552164069 2.3182008201256386 72.610112630412914 47.469225767068565 3.4117646702798083
leaf_count=346 91 114 157 41 169 104 147 49 27 22 29 257 18 25 15 76 9 156 10 41 62 9 474 154 197 56 48 1366 281 83
internal_value=0.000211488 0.00043611 -4.66471e-05 1.94148e-05 -0.00121484 0.000584605 0.000217322 -0.000287178 0.0010167 0.00142765 0.000770112 0.000614766 7.26792e-05 -0.00121452 0.000429917 6.00161e-05 -0.000176826 -0.000289902 -0.00102365 0.000120838 -0.00141172 -0.000703178 5.68324e-05 9.55027e-05 0.000403724 0.000580215 0.000700979 -0.000112999 0.000813624 -0.000560487
internal_weight=364.045 194.658 169.387 160.321 9.06624 156.696 52.5845 32.2384 20.3461 16.3263 104.111 84.7255 32.2126 6.99787 25.2147 21.2454 37.9621 36.1761 12.983 23.1931 11.1102 7.11501 157.45 153.639 61.9943 57.8413 55.6615 91.6442 53.3433 5.87409
internal_count=4633 1261 3372 3046 326 860 349 196 153 126 511 420 163 43 120 105 401 392 195 197 185 123 3005 2659 819 665 609 1840 561 280
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=16 10 17 15 0 8 5 4 20 8 13 2 19 22 18 17 22 2 12 7 21 9 23 9 9 22 16 19 15 23
split_gain=4.76532 3.42955 4.28528 3.10499 3.05925 3.5253 3.21354 2.94876 2.78274 2.72101 2.50855 3.40981 2.2911 3.54229 2.52627 2.97848 2.55019 2.28777 2.18254 2.14773 2.36697 2.84843 2.02039 2.00717 2.32832 3.77304 2.19436 1.93633 4.09618 2.75166
threshold=18.594956516900002 74.757955233350017 195.59800312745003 46.055224235250002 98.51854819030001 2.3481675133500004 14.47989612135 195.04069921150003 36.772607578000013 2.3481675133500004 98.050756475600011 145.83272221200002 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 -0.24150999999999997 203.29256851545003 207.49943573995003 24.103872582350004 18.870920756500002 38.283670303850009 0.11458500000000002 199.17419511990002 201.65416293750005 -0.082275000000000001 22.584947186600004 11.950964240300001 24.212507723600002 -0.067414999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 5 -3 8 -1 -6 -8 11 -10 13 14 15 16 -9 -14 -7 -13 21 -21 -11 26 -25 -26 -5 -12 29 -29
right_child=3 4 -4 23 6 18 9 12 10 22 27 19 17 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0013236134301948701 0.00037951263965450073 -0.0016407973168433602 -0.0020603748104878286 0.00022532083388728089 -0.0019249088813548959 0.00042698864892927869 0.0012630654947288938 -0.0019991581672567892 -0.001799491106597026 -0.0019706790237445809 0.0011183341734192374 0.0013577457912198746 0.0010864475196262669 -0.0020648588491667978 0.0016790990254003011 -0.0021612684408692925 0.00098181965412101873 -0.0011276573223783035 0.0016112183621699036 -0.0019316607990912649 0.0012493551916231448 -5.6654429013726884e-05 -0.00013498955903743 0.0016375460345758818 0.00052319015150202293 -0.0022313472761921272 -0.001943588826704613 0.0010631115036753667 0.0012487375872649023 -0.0020866892375934094
leaf_weight=7.687220317078757 220.8059401428327 2.2290308657102313 5.7400711989030233 2.4330267151817706 2.3282118065399109 17.664119566325102 1.5003094412386406 1.2732498170807964 4.0428657652810243 6.7190399719402176 11.713904667645695 3.5742075156886157 8.2119329688139242 3.6333752444479606 2.4860457144677639 2.4264482599683106 4.2502598171122381 1.9767241661902506 7.5987070836126795 3.6623333703028065 3.1383722871541968 11.30236395425163 2.9436528291553259 2.5000841617584211 4.957677991129458 2.5817370302975178 4.6098602823913097 1.3096000328660009 4.4985516052693129 3.418479857966302
leaf_count=385 1498 122 156 25 282 94 9 44 286 148 52 37 101 134 17 86 48 67 47 274 30 309 35 11 42 45 120 10 37 82
internal_value=0.000167184 -0.000124392 -0.00059051 0.000320799 7.60309e-05 0.000586653 -0.000157344 -0.000326398 4.65189e-05 -0.001052 0.000144887 -0.000241679 -1.0387e-05 -0.000493606 5.34373e-05 -0.000454926 0.000294661 0.000656884 0.000783188 4.88572e-05 -0.000209565 -0.000515528 -0.00141145 -0.000438136 9.23412e-05 -0.000420052 -0.00119432 0.000619684 -1.33899e-05 -0.00121425
internal_weight=363.217 125.329 37.6853 237.888 87.6438 27.4919 60.1519 31.9453 48.9889 11.163 46.6607 25.7201 24.258 14.0694 10.436 7.94996 5.52351 10.1887 25.2628 21.6773 18.1031 14.9647 9.66269 17.0824 10.0395 7.53942 7.04289 20.9405 9.22663 4.72808
internal_count=4633 2892 1038 1741 1854 263 1591 882 1399 192 1117 936 497 329 195 178 92 168 141 650 613 583 183 243 98 87 145 181 129 92
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=5 21 17 10 13 21 15 9 16 9 22 6 16 19 16 20 13 3 21 15 21 9 22 16 7 9 17 15 22 21
split_gain=0.65134 1.15385 0.917292 0.706942 0.782576 1.09658 0.652521 1.01187 1.36197 1.26374 2.27706 1.01338 0.660762 2.08636 1.97137 2.40472 2.25295 1.8146 1.63105 3.09575 1.95813 2.52553 2.06642 1.76754 1.7222 1.47582 1.82371 1.25909 1.25524 1.2537
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 90.679004281900021 87.431346860350018 20.581461612800002 46.055224235250002 199.17419511990002 22.584947186600004 201.65416293750005 -0.082275000000000001 16.475384944750001 21.754949127450004 14.551174033150001 22.494947397000004 42.123054668150012 117.22752832010001 92.913112988300014 6.0799633573000014 38.86986296220001 6.7841715403000018 194.57718764590001 -0.083004999999999982 22.634947069650003 22.598495330900004 186.70853236170004 187.63270803470002 42.076928760450009 -0.083004999999999982 15.294585115650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 8 -8 -9 11 -11 13 27 17 16 -16 -14 19 24 -20 22 -22 -21 -17 26 -18 -2 -23 -27
right_child=6 2 -4 -5 5 -7 7 9 -10 10 -12 -13 14 -15 15 18 25 -19 20 23 21 28 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.037337513666248233 0.00098146061796751177 0.028233887576076304 -0.038604207929533098 -0.038039410806905524 -0.037707478984127192 0.027372820646468312 0.0032507798399035266 0.028551096922394128 -0.036660550598086705 -0.010785923123303896 -0.041831099901631606 0.028645263755087629 0.030174023338517906 -0.039105996760997561 0.033264069317531592 -0.015817490061196128 0.0025496926931691012 -0.0039446518638329283 0.022337070748533489 -0.023480252414997117 -0.047892176872204595 0.018997257039983281 -0.0048777701821720856 0.012644065656144106 -0.0574820804398277 0.0034425011210733381 0.031047547950127125 -0.034475486493392014 -0.0059827056654294924 -0.0212161764685696
leaf_weight=1.6040113846684096 133.12325560441241 1.8024176373146481 0.7245416574878617 0.42159263518988144 0.76367916550952919 0.63252628920599818 1.9497910216450671 1.7626842800527809 2.7596417979802936 1.6789267873391507 1.7093660298269244 1.8097604280337689 6.7288163527846319 1.7896564002148796 3.9591570645570746 2.5931295417249185 6.237658489495514 3.0169855169951916 4.4606602471321848 2.8903786987066269 2.6635616943240166 5.0494023188948649 3.3942024689167765 4.8420698195695877 2.7123914696276188 45.350057721603662 5.7825428619980812 1.3518906077370036 5.7480655815452302 2.9334038384258738
leaf_count=482 2724 24 82 73 112 15 25 11 120 28 45 14 92 20 36 30 37 24 28 31 29 31 25 28 34 299 45 27 43 19
internal_value=0.00111699 -0.010841 -0.00105889 0.00645534 0.0123199 -0.008224 0.00139454 -0.00705024 -0.0201365 0.00180357 -0.00726664 0.00966905 0.0017974 0.000103195 0.00392785 0.00237787 0.0065515 0.019612 -0.00542938 -0.0156139 0.00080006 -0.00489961 -0.0237909 -0.000859155 -0.0371181 0.00479772 0.0162591 0.000625009 0.0056991 0.00194439
internal_weight=262.246 5.94877 4.34476 3.62022 3.19862 1.39621 256.297 11.6702 4.70943 6.96074 5.19805 3.48869 244.627 136.265 108.362 98.6167 64.2628 9.7458 34.3539 13.038 21.3159 16.8552 6.05776 7.73245 5.30552 60.3037 12.0202 134.475 10.7975 48.2835
internal_count=4633 788 306 224 151 127 3845 243 145 98 87 42 3602 2771 831 715 436 116 279 123 156 128 54 59 64 400 82 2751 74 318
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=21 17 21 21 9 7 9 0 7 22 7 18 2 4 20 8 16 15 17 20 21 17 7 22 16 19 5 22 18 22
split_gain=0.630262 1.33166 1.29215 2.53114 3.4129 4.15154 1.60067 2.00101 1.50685 1.42638 1.24416 1.24283 1.21478 1.62522 1.20613 2.25975 2.12438 1.76959 1.72094 1.57943 2.12175 1.23709 3.29261 1.18326 2.26568 1.10052 1.20372 1.05972 1.0415 1.03229
threshold=3.1734339793000008 168.09695031380002 1.9176293050000004 1.2219980417000003 194.45262321395003 24.374195395050005 194.82237869650001 86.692020874450009 25.070284486400002 -0.017745 17.566486459500002 16.622853636350005 216.39684782960003 330.20885572415006 40.858951393400005 5.1459841250500009 15.404963976500001 17.480288512750004 180.19381692845005 38.621016321050007 0.37234627945000004 193.82504409230003 22.673598830200003 -0.0309 19.134955254150004 14.351157895250003 12.451585980350002 -0.013285 13.934548574650002 0.059500000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 3 14 -5 -6 25 9 -9 -8 -2 -7 -12 -14 15 -1 17 -17 -18 21 -21 22 -20 24 -23 26 -4 -16 -29 -10
right_child=1 -3 6 4 5 11 7 8 29 -11 12 -13 13 -15 27 16 18 -19 19 20 -22 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.031189765874734914 0.019376743395435495 0.00035420041331179705 0.036003962424484691 -0.054414058651316544 0.023202129822385703 -0.045851653007560167 -0.039318511702833632 0.019705148577976232 -0.026416537602162775 0.0091617375471691187 -0.042502073711590503 0.0063494168603040425 0.032223994306943039 -0.040900038875998718 0.019186523358191432 0.0082814772544987959 0.027346810831610165 -0.044049359660093983 0.015590516198123029 -0.035608805970670475 0.015200274565573241 -0.034718026036990327 -0.037986394672522725 0.023980252675855091 0.016260916708070769 0.039048501394312866 0.00026038892092973299 -0.045579712790428009 0.015651541213783537 0.012658992039829941
leaf_weight=2.8424333112925515 0.99267785769188677 170.60068730797502 2.0343768047168869 2.4998833765857835 3.8174756402149796 2.648098958190531 2.2432844094000761 8.3194223958998901 2.0860980140860188 1.3678204026073206 2.720091714116279 0.84151453129015852 0.90297714062035062 0.80488742931629531 10.00359597726492 1.5157424416975112 4.8267439827322987 2.2444531513610855 4.0695236064493718 3.008616790175437 1.8635040414519606 1.7102058706805161 2.6530419178307056 7.5116069391369749 4.2639441806823015 3.6573815755546093 3.7522114010062069 0.75403571757487842 0.80327926157042384 1.7329117420595137
leaf_count=459 37 2491 31 48 33 66 42 53 102 11 385 20 15 68 155 74 34 81 27 51 23 43 28 39 29 68 47 16 30 27
internal_value=0.00104189 -0.00022594 0.00372831 0.000649356 -0.0166751 -0.00376388 0.0108017 0.00349813 0.0107728 -0.0209551 -0.0184844 -0.0332635 -0.0269722 -0.00223811 0.00418373 0.000848456 0.00355334 -0.0229547 0.00688617 0.00294851 -0.0161752 0.00755913 -0.00555346 0.0140957 0.00166729 0.0229816 0.0128267 0.0147167 -0.013996 -0.00868565
internal_weight=259.093 176.021 83.0712 57.8777 9.80697 7.30709 25.1935 15.7495 12.1384 3.6111 5.42063 3.48961 4.42796 1.70786 48.0707 36.5098 33.6674 3.7602 29.9072 25.0804 4.87212 20.2083 6.72257 13.4858 5.97415 9.44397 5.78659 11.5609 1.55731 3.81901
internal_count=4633 2996 1637 1256 167 119 381 235 182 53 505 86 468 83 1089 888 429 155 274 240 74 166 55 111 72 146 78 201 46 129
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=20 20 10 21 22 17 15 3 7 7 3 5 9 13 16 8 15 18 5 23 6 7 7 18 22 19 16 10 0 15
split_gain=0.588339 1.1463 1.2748 1.08871 1.02995 1.03088 1.02768 0.98217 1.30928 1.02329 1.20194 1.91413 1.29433 1.4344 1.11193 1.14903 0.978065 1.50775 1.5323 0.92984 1.74324 0.858278 1.88067 1.9397 4.22591 2.82788 2.2497 1.81386 2.59886 2.16829
threshold=49.292797572200008 47.927946529500012 89.541786492700012 16.464809133250004 -0.15734499999999998 171.90167533095004 19.077611477100003 103.28787291370001 17.566486459500002 19.627338137150002 95.002044955650021 30.133297129900004 186.70853236170004 118.06363879865002 22.724946859200003 8.4434108459500017 46.055224235250002 13.164254432300002 24.367802910700004 0.090465000000000031 16.265380038000004 22.721067571950005 23.109894804950002 13.317304170000002 -0.085550000000000001 14.351157895250003 22.584947186600004 66.859265246100009 91.886121982450007 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 7 6 5 -2 -3 9 -9 -1 14 12 13 -12 16 -16 21 -18 -19 20 -20 -11 23 25 -25 26 -23 -24 -29 -30
right_child=4 3 -4 -5 -6 -7 -8 8 -10 10 11 -13 -14 -15 15 -17 17 18 19 -21 -22 22 27 24 -26 -27 -28 28 29 -31
leaf_value=0.019853157858690792 -0.035615486007527862 -0.0085428660696866172 -0.025304629805113481 -0.01448362117941903 -0.025868229111840054 0.010433448229532891 0.022142083447485469 0.01371816644494616 -0.027866842398829438 0.0053972422636124869 -0.020339410116207463 0.016812311326210728 -0.034580255895162761 0.026081558527611046 0.029927301139329107 0.0019229293378341787 -0.033716107556355145 -0.035411589434656901 0.024560030105057619 0.011474813251676893 -0.032769555958286394 0.0026266081506460441 0.0057102864459154289 -0.001968278104215725 -0.046185272003106501 0.0090135309345731399 -0.037115923819714403 -0.027287718757469964 0.00060743713205968638 -0.032966779986784683
leaf_weight=2.6386554650962344 0.55113105778582427 1.2238963227719049 1.7447243964852521 1.2093396927230058 2.0883984255196983 2.4435772491851822 5.7673966363072395 0.99526809493545387 2.3635021455120295 38.464019067585468 1.9090540653560304 1.7139499923214314 2.7938805583398789 0.90890124440193165 2.5020444542169562 2.9571292772889137 1.8090751226991395 1.12895340193063 0.74758087471127543 4.1602018610574305 1.4274824569001792 2.444903937168422 60.125881047919393 5.0722054273355752 3.3003694416256604 9.3513652645051462 2.8574572093784809 3.3747557683382174 85.824516394524835 1.8170312896836538
leaf_count=37 24 54 531 32 214 76 61 37 374 409 124 16 98 8 16 26 86 35 5 33 64 16 476 48 41 55 26 61 1465 85
internal_value=0.000770035 0.000977793 0.000599493 0.0121614 -0.00947394 0.00195883 0.0167704 0.00078727 -0.0155444 0.0010184 0.00080664 -0.0113191 -0.0199109 -0.00536682 0.00119733 0.0147579 0.000863728 -0.00880516 -0.00276758 0.00304962 -0.0130651 0.00128541 0.000377333 -0.0077198 -0.0193981 -0.00104728 -0.0187908 0.00161092 -0.00109714 -8.86414e-05
internal_weight=255.717 250.634 242.433 8.20063 5.08311 2.99471 6.99129 240.688 3.35877 237.329 234.691 7.32579 5.61184 2.81796 227.365 5.45917 221.906 9.27329 7.46422 6.33527 2.17506 212.633 174.168 23.0263 8.37257 14.6537 5.30236 151.142 91.0163 87.6415
internal_count=4633 4319 4172 147 314 100 115 3641 411 3230 3193 246 230 132 2947 42 2905 223 137 102 69 2682 2273 186 89 97 42 2087 1611 1550
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 12 13 20 22 3 7 3 0 21 20 20 20 0 20 20 23 18 23 12 9 7 18 2 20 5
split_gain=3.49295 3.18982 2.56885 3.5884 2.94112 2.38182 2.70211 2.47279 2.62062 2.30359 2.90036 2.61832 2.26258 2.48215 2.41553 2.39375 3.25168 2.76612 2.31488 2.25918 2.19932 3.01778 2.92014 2.56514 3.00411 3.1496 2.61534 2.33199 2.2779 2.61956
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 108.79383516485002 49.247968080500009 -0.24150999999999997 82.912048743050008 19.506002767000002 74.346621139400014 86.09518316945001 0.49227235280000009 41.965446242000006 43.477771593600004 42.759119507950011 85.769879735700016 41.257948413050009 42.686561923500008 0.08079500000000002 13.278511569200001 1.0000000180025095e-35 114.82338089645002 192.57902085675002 23.209106085000005 13.758874730250001 78.110129541750013 41.257948413050009 21.252944829650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 9 8 -7 11 -11 -1 13 -2 18 16 17 19 -15 -16 22 -22 -14 26 -25 -26 -23 -28 -27 -30
right_child=12 -3 3 -5 -6 7 -8 -9 -10 10 -12 -13 20 14 15 -17 -18 -19 -20 -21 21 23 -24 24 25 28 27 -29 29 -31
leaf_value=-0.0018773694808787021 0.0010657793548212939 -0.001861270882733431 0.0011661634172688321 -0.0020675334330416714 0.0026972311873111839 -0.00096341346703875922 0.0023257832616333423 -0.0014399367205777665 0.00071125490557291194 0.0018112741083148825 -0.0019354683522112182 -4.3665620855021097e-05 0.0003400132276413885 -0.00018667169136230526 -0.00059410099980304707 1.8511085526947215e-05 -0.0026917272999598661 -0.0028118112059513627 0.00096317499290869398 0.0021868042604684915 0.0010529391233990281 0.00074193714118644147 0.0015430513946388439 -0.0009247668514351118 -0.0013062577933706304 0.00090785975348676702 -0.002833038116681071 -0.00046368493083175761 -0.00058239224238082889 0.00063718338411965984
leaf_weight=4.0623652817448592 9.319747581612317 4.8602526229806235 2.2181649473495764 6.1968665536260232 1.9430314786732186 5.0638444619253269 1.7929568253457535 3.3534363635117179 36.566646444378421 1.1341548673808555 7.4010277737397701 42.31941156659741 19.516318144276738 22.707136674784124 5.3090089885517973 13.994917276315389 4.8940404122695318 1.9224413884803651 13.166429737582801 1.8840181296691296 22.529167011380196 3.6492886915802947 18.90926756337285 8.6207270566374046 4.6619164831936351 38.586465097032487 3.4729611389338952 4.5913953185081482 14.207395760342477 20.450709722936153
leaf_count=423 111 371 18 248 6 160 9 183 632 8 273 561 114 163 69 149 98 29 67 8 120 19 156 70 30 227 56 43 103 109
internal_value=0.000176688 -0.000130907 -5.58528e-05 -0.00121515 3.82786e-05 -1.25251e-05 -0.000309904 0.000362372 0.000507552 -0.000395955 -0.0014376 -0.000204271 0.000331432 1.39564e-05 -0.000139504 -0.000619688 -0.00125722 -0.000487046 0.000235349 0.000134282 0.000477406 0.000332758 0.000932029 0.000167602 0.000297315 0.000432544 -0.000790569 -0.00148406 0.000543217 0.000137243
internal_weight=349.306 116.912 112.052 8.41503 103.637 101.694 56.7099 44.9839 41.6305 54.917 8.53518 46.3818 232.393 73.1977 63.878 28.0044 14.0095 9.11547 35.8736 7.19303 159.196 120.77 38.4256 98.2409 86.5272 77.9065 11.7136 8.06436 73.2446 34.6581
internal_count=4633 2892 2521 266 2255 2249 1274 975 792 1265 281 984 1741 694 583 353 204 106 230 77 1047 777 270 657 539 469 118 99 439 212
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=21 23 17 13 2 4 21 21 9 7 9 0 7 22 19 5 16 7 22 20 16 8 23 22 16 23 5 21 21 13
split_gain=0.586428 1.19936 1.23214 1.09028 1.25273 1.10575 1.047 2.25328 2.89686 3.66573 1.37238 1.68646 1.26227 1.2001 1.07716 1.07016 1.06057 1.00398 1.33216 0.997987 1.95697 2.04456 1.55911 1.52501 2.21165 1.63379 1.35346 0.925991 1.77656 1.66533
threshold=3.1734339793000008 0.4369650000000001 168.09695031380002 120.78166996855002 186.79363985910004 330.20885572415006 1.9176293050000004 1.2219980417000003 194.45262321395003 23.960918281000001 194.82237869650001 86.692020874450009 25.070284486400002 -0.017745 14.351157895250003 12.451585980350002 15.564963602350003 25.221560561650005 -0.016679999999999997 41.11191809080001 15.404963976500001 5.1459841250500009 -0.10696499999999999 -0.083834999999999993 22.624947093000003 0.18642000000000006 13.713273242250002 3.8092755532000004 3.7295944789000006 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=6 2 3 4 -2 -6 7 19 -9 -10 14 13 -13 -12 15 -8 -11 -14 -19 20 26 -22 -23 -21 25 -25 -1 28 29 -4
right_child=1 -3 27 -5 5 -7 10 8 9 16 11 12 17 -15 -16 -17 -18 18 -20 23 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029674160360823928 -0.038888759645025243 -0.03359982723219028 0.0013480986431802385 0.040195156002684231 0.013929308698112182 -0.037129545470846528 0.031753169545205781 -0.047663921898432549 0.022714903500331719 0.0090919524098440965 -0.034326214520645208 0.0167348420824073 -0.042168753553513696 0.0073758108458877002 0.035482091782178891 0.00010141128014268089 -0.03665773876606241 -0.027142410711155723 0.019965314520458372 0.025939515864224907 -0.035668103067367757 0.026762564883674466 0.0031742526144065914 -0.044434732931475984 0.021827000027457154 0.018503070534823075 -0.039789698546592076 0.0011820432065717708 -0.04545307756878697 -0.037281093925230831
leaf_weight=2.6392995874775798 2.3595529109006739 1.2648332994431246 9.5258180082309973 0.36575752496719349 1.5015801663976165 0.75009780842810858 1.9019402638077751 2.3547871054033731 3.2896389830857515 0.75235588924260843 2.1066009458154444 8.1141276471316797 0.7748542651534075 1.3262113723903883 3.305726757273078 3.7312884123530239 2.9051524391397834 1.1560465549118806 1.826598680811004 5.3313055785838515 1.4448332264728403 3.7834438774734727 26.113675274886194 1.5854352205642483 2.4513069987297058 0.70172206684947003 2.12517902511172 155.652025518968 1.3696829545078788 1.527183397207408
leaf_count=286 383 22 163 1 49 72 31 48 29 16 42 53 13 11 68 47 74 78 38 70 202 36 264 52 33 17 129 2227 61 18
internal_value=0.000835573 -0.000280258 -3.67256e-05 -0.0168763 -0.0214032 -0.00307984 0.00327541 0.000673793 -0.0147464 -0.00358883 0.00922891 0.00298443 0.00911457 -0.0182153 0.0199201 0.010788 -0.0272469 -0.00734103 0.00170678 0.00378011 0.00111391 0.00423112 0.00615932 0.0133401 -0.00083565 -0.0251248 -0.0193919 0.000461924 -0.00856092 -0.00398926
internal_weight=254.038 174.317 173.052 4.97699 4.61123 2.25168 79.7215 55.4781 9.30193 6.94715 24.2434 15.3044 11.8716 3.43281 8.93896 5.63323 3.65751 3.7575 2.98265 46.1762 36.1064 31.342 29.8971 10.0698 4.73846 2.28716 4.76448 168.075 12.4227 11.053
internal_count=4633 2996 2974 505 504 121 1637 1256 167 119 381 235 182 53 146 78 90 129 116 1089 917 502 300 172 102 69 415 2469 242 181
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=16 15 18 20 15 5 12 20 22 23 20 20 22 21 5 22 19 16 7 15 16 13 9 2 15 6 23 23 2 23
split_gain=3.64826 2.65569 3.11128 3.10321 2.62648 2.42051 2.3039 2.72392 2.41953 3.15595 3.45426 5.22634 2.65071 2.70929 2.62937 2.34593 2.18015 2.55883 2.91906 2.25182 1.95616 1.90203 1.92922 2.05002 1.87608 1.85066 2.26736 2.23304 1.75773 1.69956
threshold=18.594956516900002 28.444110612900001 14.032563378150002 37.232443001650005 28.298162031900002 23.714185006400005 206.14208420540004 49.247968080500009 -0.59238000000000002 0.10487000000000003 42.620627117000005 47.927946529500012 -0.14510999999999999 7.1419463046500011 16.810410538500005 -0.15734499999999998 12.851036860900001 11.949972055800002 26.093307009050005 21.132409465200002 12.644970430600003 116.60111757565001 189.34276022045003 105.39281967610002 20.538897842700003 16.405383309150004 0.091885000000000022 0.087125000000000022 238.63425815445001 0.075320000000000012
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 8 16 -5 10 12 -12 -10 20 -15 -13 17 29 -19 -18 -14 -7 23 -23 -20 -24 27 -27 -21 -8
right_child=5 2 -4 4 -6 21 7 -9 9 -11 11 15 13 14 -16 -17 19 18 24 28 -22 22 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0012662336338076733 0.00042927890597722575 0.00082115441391506275 -0.0019264370057751013 0.00095391692109309564 0.0024483593119691894 0.00080777652473695827 0.00041878018648877342 -0.0013375277433598062 -0.0013302819981811953 -0.0025117248199955609 -0.0021086368194908334 0.0011412410509670978 -0.0011906967394932338 -0.002484375463908789 0.00051693826602525357 -0.0022282893700014102 -0.0023444713160698165 0.0014973355258300885 0.00059049303005104931 0.00097187224801854215 0.00081523078800389696 0.00050708098560935816 -0.0012838987298336569 -0.0021396834998159558 -0.0023045648658296227 -6.9914280318921241e-05 0.00069740529124809358 -0.0024017493881093119 -0.0013320291324995937 -0.0014751058955929386
leaf_weight=7.8744298539822912 183.95348572917283 2.3558042505756003 6.4857505813706666 6.1851232475601128 1.9073011856526125 7.5230006161145857 7.2234055071603489 3.5886220443062475 4.7364446555729947 2.8108152665663502 8.6872790555935335 4.2883756509982049 2.259237705729908 2.5717284337151787 2.3354624442290515 1.0857402721885581 1.9485303077381084 18.278689644765112 2.7375818146392694 4.0456145871430635 20.863873205846176 1.7186176432296623 4.6072067795321372 4.2900354000739753 1.428268566727638 7.3952798503451067 13.012314120307563 2.2447024947032332 2.1141747841611505 2.740696870489046
leaf_count=489 1196 40 248 65 7 82 118 183 185 57 461 51 77 65 37 71 56 143 32 43 168 23 63 160 34 91 74 52 41 221
internal_value=0.000175893 -0.000114753 -0.00119435 -2.77493e-05 6.80152e-05 0.000329208 2.25829e-05 0.00037238 -0.000253785 -0.000404268 -0.00027777 -0.00112674 8.65557e-05 0.000325967 -0.00105597 0.00046049 0.000523828 0.000761418 0.00114479 -0.000425809 0.000619242 -0.000122073 -0.000332342 -0.00138265 -0.000402082 -0.00010083 0.000139792 -0.00061289 0.000181123 -0.000102147
internal_weight=343.298 118.553 8.84155 109.711 101.837 224.745 99.9297 44.1056 55.8241 49.639 46.8281 14.0614 32.7667 28.0303 4.90719 5.37412 40.517 32.4086 22.4445 8.10832 23.1231 40.7912 33.2682 6.00865 4.16585 27.2595 22.6523 9.63998 6.15979 9.9641
internal_count=4633 2892 288 2604 2115 1741 2108 871 1237 1172 1115 583 532 347 102 122 688 548 209 140 245 545 463 183 66 280 217 143 84 339
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=5 5 6 20 9 8 15 5 0 18 10 23 23 9 22 9 10 3 15 5 22 9 2 22 22 22 20 6 12 23
split_gain=0.564144 1.40017 1.31307 1.27949 1.42552 1.18687 1.13125 0.991 1.45856 1.45847 1.21685 1.02258 1.76996 0.964219 1.846 1.35042 1.00855 2.68874 3.11165 1.82424 1.58988 1.42154 1.16604 1.70571 3.31918 4.35738 3.25917 2.25112 1.98144 2.47055
threshold=12.306951632950001 13.252098438300001 13.115306437050002 44.749265482150008 38.283670303850009 2.0484014478500003 6.8054746905500005 16.316541761950003 97.886760529650019 17.108018746400003 75.981203682750007 0.089045000000000027 0.11458500000000002 214.52351813370004 1.0000000180025095e-35 219.19610828025003 70.182199495350019 83.613736315050019 28.444110612900001 18.160071980500003 -0.033594999999999993 206.57490536735003 121.84632764400003 -0.064729999999999996 -0.057599999999999998 -0.040509999999999997 41.489621506400006 16.415383542800004 189.97915716370002 0.096480000000000024
decision_type=2 2 2 2 2 2 2 2 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 -1 6 -3 -5 8 -4 11 13 -10 -13 16 -15 -16 22 21 19 20 -19 -18 -9 -24 -25 -26 28 -28 29 -27
right_child=1 2 7 4 -6 -7 -8 10 9 -11 -12 12 -14 14 15 -17 17 18 -20 -21 -22 -23 23 24 25 26 27 -29 -30 -31
leaf_value=-0.01782712796836515 0.01658304519921501 0.031620874717670965 0.028710392228797985 0.032454154509744586 0.020512544459928256 -0.0093666657756187842 -0.01840527137377972 0.0056395196423540067 0.015275714661657887 0.029477132140826229 -0.031969984932180624 -0.045737101954474405 0.010706815660197874 0.016962677255268978 0.0066252198169077488 -0.033959955177833942 0.0086809515878967739 -0.041798257917503828 -0.041527035332441481 0.024087005794878848 0.015546466926845467 -0.017549556694018743 -0.0050944538610954064 0.035299444889363596 -0.042378853096834888 -0.027679941243796555 0.002271387028663602 -0.032966922200655009 0.022290340296658755 0.021052685949497732
leaf_weight=6.7962467235047361 7.8254813284147522 0.99699021782726305 4.4353392589837295 0.70149807765846883 3.7228636674117297 21.845623858622275 3.7212384492740966 61.059255968371872 1.4835847597569225 1.7760211371351031 1.4895550212822843 1.7728522988036277 1.2992920810356734 12.546146431006493 2.6438579105306408 1.9028356503695247 13.00829915888608 1.7514329282566907 5.0106734000146389 2.2379306165967137 1.0399440638720969 3.5491799581795922 53.719517673249349 4.3553293673321596 2.8333260572981116 2.862558685941635 6.4054813804104906 3.9588112342171371 13.136372898239641 2.7554270774126053
leaf_count=838 112 8 42 37 67 538 325 793 15 16 45 33 16 143 25 23 69 47 241 19 7 42 713 23 31 31 58 149 110 17
internal_value=0.000866144 0.00130139 0.000781165 -0.00605789 0.00376173 -0.00757772 -0.0103384 0.00170343 0.012555 0.00123836 0.00110811 -0.00977034 -0.0218655 0.00136108 0.00969483 -0.0103601 0.000559384 -0.00603723 -0.0210372 -0.000623215 -0.0204341 0.00305831 0.00172066 -0.000937238 0.00521369 0.00111274 0.0053446 -0.0111885 0.0144813 -0.00377828
internal_weight=252.643 237.701 229.876 14.9418 8.1456 22.8426 4.42274 207.033 10.7671 6.33175 196.266 4.55573 3.07214 194.776 17.0928 4.54669 177.684 26.5975 10.04 5.02931 2.79138 16.5575 151.086 90.0268 36.3073 31.952 29.1187 10.3643 18.7544 5.61799
internal_count=4633 3366 3254 1267 429 546 362 2708 122 80 2586 64 49 2541 191 48 2350 425 314 73 54 111 1925 1132 419 396 365 207 158 48
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=22 23 17 2 12 15 21 22 12 22 2 18 16 23 9 9 0 20 5 23 5 21 19 15 12 23 17 17 9 13
split_gain=0.52893 2.91046 1.44652 1.69685 1.39053 1.04291 1.10313 0.865814 1.326 1.99115 1.61525 1.3589 0.939376 1.60648 0.895774 1.88601 1.48901 1.5269 1.44361 1.28591 1.77293 1.27514 1.26029 2.98738 1.79146 1.50146 1.48961 2.08169 1.22753 1.21589
threshold=-0.24023999999999998 0.091705000000000023 188.51582982015003 134.46474107450004 221.15890037120002 37.491361913600009 6.4653354687000002 -0.16164499999999998 144.66294237600002 -0.18437499999999998 325.13486840910008 14.804191144800003 12.604970524100002 0.078655000000000017 181.33671263215004 186.70853236170004 104.03526427400001 44.749265482150008 13.153721664750002 0.089505000000000015 21.556055031700001 16.027392061700002 12.851036860900001 24.673905035600004 84.828830943350013 0.08574500000000003 182.02915412410002 183.93802912725002 53.996381295800006 118.59595350850002
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 8 9 -2 -10 -12 13 -9 16 19 18 -18 -14 -16 -21 22 -17 -24 25 -25 -26 -28 -20 -30
right_child=7 2 3 -5 -6 -7 -8 12 10 -11 11 -13 14 -15 15 21 17 -19 28 20 -22 -23 23 24 26 -27 27 -29 29 -31
leaf_value=-0.0075360107212597656 -0.042995908808143794 0.020473493664139936 -0.030561662378900692 0.0085165705800686071 -0.043620300098523551 0.020221409850191573 -0.046510552688002242 0.00086478674217840964 0.021543576571105408 0.027595041349152482 -0.045330155977102146 0.010406495942784194 -0.042437974045068494 -0.041250025976386669 0.026537402626320469 0.009063873240126117 -0.041516293316743419 0.028268925994680748 0.041770384575422419 -0.012212425366767003 0.022518857539675221 -0.022591010481307985 -0.039189949148320261 -0.0037874867934579444 0.025514942159622921 -0.049553027273653225 -0.031193395406090306 0.0014608539100233826 -0.016598143773894312 0.037316541033293467
leaf_weight=3.8713488451030589 1.6146459770388903 6.4865273622854129 2.6398320413427427 5.0748691168264486 3.016657921456499 1.3168029240332542 1.605673364450922 3.8722709554567691 11.339342962513909 1.0183141618035758 1.1337408586405211 1.7218772384221663 2.3599530857172786 2.2310989543184405 7.6532774791121509 26.772000297671184 0.6007745400856942 2.6573447189293802 0.72063119849190016 4.744118068367241 4.4530226411297917 3.5954281752929083 3.0198477637022725 2.5585192646831265 3.8846676195971659 1.9930540826171634 3.1268833978101602 125.74649752280675 7.6627430609078129 0.71468527987599362
leaf_count=192 171 80 47 83 191 11 100 275 190 16 51 38 213 515 62 296 66 87 5 34 33 38 76 23 45 27 51 1317 293 7
internal_value=0.00085189 -0.00472563 0.00671383 -0.0048553 -0.0212849 -0.0113673 -0.018962 0.0014466 0.0100721 -0.0156944 0.0148515 -0.0117221 0.000749993 -0.0145304 0.00121108 0.00194803 -0.00818082 0.015401 -0.0148864 0.0145657 0.00460358 0.000702473 0.00120367 -0.000295901 0.000559495 -0.0238274 0.00139559 0.000668557 -0.00773975 -0.0119986
internal_weight=249.206 24.0117 14.2012 7.7147 9.81048 6.79383 5.47702 225.195 16.8279 2.63296 14.195 2.85562 208.367 6.10337 202.263 187.547 14.7161 3.25812 11.458 16.8504 9.19714 170.697 167.101 140.329 137.31 4.55157 132.758 128.873 9.09806 8.37743
internal_count=4633 704 210 130 494 303 292 3929 466 187 279 89 3463 790 2673 2002 671 153 518 129 67 1873 1835 1539 1463 50 1413 1368 305 300
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=16 5 10 0 15 22 22 7 2 20 16 2 6 6 8 3 20 6 5 2 16 13 22 23 20 21 22 22 8 23
split_gain=3.49326 3.70324 2.72493 3.88776 2.41855 2.61446 5.37735 5.21157 2.7271 2.57364 2.56366 2.36866 2.35183 2.26624 2.26487 2.19605 3.27242 2.99875 2.73458 3.43427 3.39679 2.61336 3.42686 2.22096 2.15846 2.14307 2.09647 2.80382 2.84902 2.57542
threshold=20.394952307700002 23.714185006400005 67.031326566450005 90.321439350550008 28.579157549250002 -0.074029999999999999 0.075080000000000022 23.960918281000001 100.00310400885002 40.767054867700004 13.534968349350001 219.56639384385002 17.435407375500002 5.1351199812500008 2.8477776226000002 89.732667019950014 39.427119987250002 16.455384477450004 22.825270530250005 191.54391932205002 22.674946976100003 117.58509325145 -0.09280999999999999 0.083555000000000032 38.171717059500004 20.581461612800002 -0.078549999999999995 -0.11534 8.543332867800002 0.087700000000000014
decision_type=2 2 2 2 2 2 2 2 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 15 10 7 8 9 -7 -6 11 -1 13 25 -13 -2 -17 26 19 20 21 22 -19 -24 -8 -12 27 -18 -29 -28
right_child=1 -3 -4 -5 5 6 24 -9 -10 -11 12 14 -14 -15 -16 16 17 18 -20 -21 -22 -23 23 -25 -26 -27 29 28 -30 -31
leaf_value=-0.00095804372543562249 -0.00096334270044706792 -0.00022319281290093018 -0.0012637920853209189 0.0014971632973345933 0.0014742329602410083 -0.0010836890721483093 -0.00012644492510993299 -0.0016647406757553671 0.0010102284088452605 -0.0010611430951994942 -0.0019991787868578722 0.00050229985081117314 -0.0020799703077310013 0.00034423362016628459 -0.0013513939537430296 0.001162419016427737 0.00099082271059366673 0.00081298913465413752 0.00081352109283445442 -0.0020350895941587122 -0.0015499187522702287 0.00090146350515922405 6.7510892036371672e-05 -0.0018142845151978121 -0.0024054614592743219 0.00099021030359598087 0.001648998246870122 -0.00084599632930052479 0.00073596256397195068 0.0004797773332797048
leaf_weight=14.517907054047102 4.122673697769641 34.096853067167103 3.2342221438884726 13.620390169322489 3.7738336515612927 2.8152265697717693 2.5923954658210269 12.852525515248997 12.522257516626267 2.4336212538182735 2.9408700612839302 12.087360097211784 1.5852354089729477 91.50851661991328 3.0504036599304518 20.600932493805885 11.548273488879206 6.0074269175529471 10.581502284854649 3.7682796083390704 4.9794561751186839 10.922709625214337 3.9400955066084915 5.628611296415329 3.7675636694766581 1.2684257021173833 12.318027377128606 10.756094403564928 6.9092578217387191 16.009837001562119
leaf_count=776 29 401 29 73 33 26 16 302 100 39 243 327 156 1115 160 103 58 23 56 51 38 42 16 43 61 18 119 73 29 78
internal_value=0.000160085 0.000346825 0.000480914 0.000520732 -3.92682e-05 -0.000446693 9.63181e-06 -0.000966162 0.000625886 0.000480243 9.15269e-05 -0.000403282 0.000242333 0.000280794 0.000128763 0.000416906 0.000462806 0.000323378 -4.35054e-05 -0.000300796 -9.31835e-05 0.000180555 -0.00032498 -0.00103942 -0.00147651 -0.00109836 0.000615577 0.000254252 -0.000227262 0.000988199
internal_weight=346.761 179.045 144.948 141.714 167.716 40.7574 21.6974 19.06 15.3375 6.20745 126.959 29.6557 97.303 95.7178 15.1378 128.093 123.971 103.37 45.8281 35.2466 31.4783 26.4988 15.5761 9.56871 6.35996 4.2093 57.5415 29.2136 17.6654 28.3279
internal_count=4633 1261 860 831 3372 577 203 374 126 72 2795 1263 1532 1376 487 758 729 626 269 213 162 124 82 59 77 261 357 160 102 197
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 0 5 20 16 10 12 18 17 22 15 8 23 15 6 10 21 9 16 9 22 13 4 22 20
split_gain=2.85331 2.94301 3.93686 2.59441 2.26477 2.69346 2.06611 3.03254 2.21758 2.18831 1.9982 1.97477 1.93262 2.75946 2.22609 1.89649 1.86441 1.97108 1.69135 1.95433 1.63015 2.75409 1.6277 1.8638 1.73308 3.42283 1.5887 1.51688 2.23679 1.51145
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 98.51854819030001 14.47989612135 36.772607578000013 15.839962959300001 90.937096262400004 211.51213392550002 14.365787915650001 172.68891404560003 -0.24150999999999997 46.055224235250002 2.3481675133500004 0.11458500000000002 29.171703351550004 7.0651650764500014 67.254468591300011 12.156412995750001 199.17419511990002 22.584947186600004 201.65416293750005 -0.082275000000000001 117.97223122220002 160.20223982390002 -0.098419999999999994 42.123054668150012
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 9 8 -8 11 -10 -3 13 14 -5 26 -9 -18 20 -20 21 -6 23 -17 -24 -26 29 -28 -29 -2
right_child=15 6 -4 4 18 -7 7 16 10 -11 -12 -13 -14 -15 -16 22 17 -19 19 -21 -22 -23 24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0017776507990100248 0.00061332414872789344 0.00049681450710978899 -0.0027339432517779088 -0.0026417015335452451 -0.0027219663420226781 -0.0027064477585098876 -0.0025606161921625935 0.0014740718099232276 0.00041348946819615216 -0.0017460455677523938 -0.0015842719505291306 0.0021394513509691198 0.0021265586445378352 -0.0029373189871143711 0.0013658756806610396 0.00033593422696329383 -0.0025510163471355483 -7.9314738622069737e-05 0.0029947326755634645 -0.002676613232218576 0.0024279654735846119 0.0022768182089965274 0.0020548888361212902 -0.0024976045368741394 0.00080844206288870925 -0.002927712344544706 0.00082192838585972924 -0.0029198994224629671 3.3027693231294818e-05 0.00014227101986902767
leaf_weight=6.235490312799814 132.43209747318178 17.010374599602081 5.1481127729639402 1.0965839833952493 1.2294506418984368 2.9678949692752203 1.7736707404837933 1.2404854837805022 38.00947771477513 2.0252040941268197 3.3055086426902553 6.0180258601903907 2.0166519582271576 2.1426483960822225 3.6245007356628784 2.2112108999863258 6.0470479279756528 2.8992158863693476 0.5076844785362481 1.3515867902897296 4.4460457707755268 1.4697521412745116 2.2436506636440736 3.8911809646524489 4.4249442229047418 2.2450285330414772 3.1827787421643716 2.778556605335325 3.5471343258395791 60.172568149399012
leaf_count=385 823 101 156 44 70 134 282 9 672 119 445 43 17 86 48 25 148 35 3 55 22 18 11 120 42 45 37 101 42 495
internal_value=0.000190723 -0.00013155 -0.000758322 -0.000382857 3.42203e-05 -0.000673836 0.000126399 -0.000148089 0.000137809 0.000710084 0.000253654 0.000926086 5.47912e-06 -0.000617721 0.000435021 0.00035483 -0.0013574 -0.00175001 0.000965891 -0.00112802 0.00151075 -6.10656e-08 -0.0004902 -0.00147087 0.00018118 -0.0004491 0.000417611 -0.000565805 -0.00126404 0.00046616
internal_weight=327.695 110.565 32.2364 27.0883 20.8528 11.8483 78.329 53.2754 43.0887 25.0536 41.315 23.0284 8.88039 6.86373 4.72108 217.129 10.1867 8.94626 9.00452 1.85927 7.14525 2.6992 15.016 6.10239 8.91362 6.66997 202.113 9.50847 6.32569 192.605
internal_count=4633 2892 1038 882 497 329 1854 1591 1399 263 1117 144 195 178 92 1741 192 183 168 58 110 88 243 145 98 87 1498 180 143 1318
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=3 9 13 4 0 4 0 20 7 6 0 20 0 22 22 7 21 0 6 3 18 6 2 16 13 12 5 2 6 18
split_gain=0.559105 1.21298 2.37637 1.8696 1.12894 1.44152 1.13313 2.90911 2.82023 1.20489 1.55345 1.72924 2.34188 2.34683 2.07399 1.87722 1.47392 1.31549 2.74637 1.88077 2.75411 1.38265 2.00605 2.33026 2.43961 2.16712 1.88206 1.96752 1.87251 1.81337
threshold=93.883646373400012 186.16747084260001 117.60122400020002 376.61861354110005 85.823648898300021 197.71977442185002 85.990333302400003 40.518963363600001 22.958251375150002 14.845346859150002 95.44832900530001 36.859113051050009 92.464140480550014 -0.101255 -0.02903 23.960918281000001 3.2705789058000003 93.308316333500017 15.155354102400002 85.589753040950015 14.329845562450002 16.455384477450004 109.21625436180001 22.624947093000003 117.55820867010002 79.204428604100016 22.825270530250005 195.72231170465002 15.785368822600002 13.480563334700001
decision_type=2 2 2 2 2 2 2 2 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 -1 7 -6 -9 10 11 14 -13 16 15 -8 -14 18 -11 20 -19 22 25 24 28 -20 27 -23 -24 -30
right_child=1 2 -4 -5 6 -7 9 8 -10 17 -12 12 13 -15 -16 -17 -18 19 21 -21 -22 26 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.02318051911277403 0.0057306988810270536 -0.039846806629617079 -0.0041150643427233964 -0.038753999896490574 0.008863233755389591 -0.0015279517992714162 0.019280173345699796 -0.048680606145527834 -0.00010708489312233219 -0.024410456674011843 0.0011524979154965503 -0.00080038489862578513 0.019457522008184791 -0.040939106268984254 0.03518366934619243 -0.041483598234820021 -0.021138757855912137 0.031687740069392546 -0.017265368206414868 0.026434088946861299 -0.031323251713979372 -0.0030541419830829131 -0.015093606952692467 0.015499614771852681 -0.031648712932465621 0.022787322589259418 0.012125452618060887 -0.033683752048652212 0.021538267430847257 -0.0015332604468898453
leaf_weight=6.1803695894777757 16.06924978754251 2.7258229062426826 11.573882314376531 1.2037739256629709 5.1088944338262063 5.1152596585452557 1.1841936208074915 3.1558379833586514 2.5712945219129324 4.2082672975957385 72.54549399856478 8.9445534290280211 1.5937586294021482 5.2417825793381736 2.0952904447913197 1.2271957136690614 3.1659473459003493 1.409758754074572 1.8186667636036862 6.6948044719174504 1.97290320135653 19.649099268019206 6.1510010967031183 12.5185170173645 3.0208125114440909 13.39545609615743 8.453280187211929 2.8459291625767937 6.4178502205759314 10.890286322683094
leaf_count=29 636 117 162 69 29 41 16 55 17 48 1999 154 21 181 8 28 235 7 12 44 41 128 44 96 32 158 56 49 38 83
internal_value=0.000771896 -0.00350954 -0.0109263 0.00263052 0.00139318 0.0119912 0.000812846 -0.0100242 -0.0268727 0.00141368 -0.00133768 -0.00904047 -0.0136 -0.025047 0.0101278 -0.0116435 -0.00754534 0.00406964 0.00273994 0.0158617 -0.00506278 0.00408159 0.00739616 0.00325957 -0.00252696 0.0179995 -0.00172458 -0.00692921 0.00122302 0.00702165
internal_weight=249.149 31.5727 14.2997 17.273 217.577 11.2956 206.281 10.836 5.72713 195.445 95.9982 23.4527 18.946 10.0015 4.50668 2.41139 4.75971 99.4466 89.3692 10.0775 3.38266 85.1609 54.2126 38.9985 26.48 15.2141 30.9483 22.495 23.4591 17.3081
internal_count=4633 984 279 705 3649 70 3579 101 72 3478 2642 643 591 437 52 44 256 836 744 92 48 696 463 293 197 170 233 177 165 121
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=23 22 22 17 22 15 20 7 20 22 13 17 16 13 15 18 21 8 13 22 22 22 5 17 21 21 12 16 10 16
split_gain=0.536158 1.05427 0.786303 1.02165 0.860479 0.897671 0.735291 1.21202 0.88251 1.09044 0.841851 1.27759 0.961359 0.969057 0.854753 1.33573 1.20259 2.13359 0.865358 0.807792 0.899266 1.95308 1.93722 1.10019 1.02191 2.95025 2.04182 1.64191 1.55789 1.32664
threshold=-0.27297999999999994 -0.066979999999999998 -0.23557500000000001 168.88575108035005 -0.07490999999999999 13.699258176050002 32.724174661450007 22.532843451200005 34.515670600900002 0.18839000000000003 117.97223122220002 189.5403704096 22.724946859200003 117.76521994615001 45.793006327050001 13.164254432300002 14.028898926300002 8.543332867800002 117.69263157665002 -0.63026499999999996 -0.59614999999999996 -0.54488499999999995 24.225659292200003 194.75204781875001 3.4893684343500007 3.9632429946000003 195.51336019310003 22.654947022900004 55.887667615750004 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 -1 -4 5 -5 7 -2 9 -8 12 -12 13 14 18 -16 17 -17 19 -10 23 22 -22 -21 27 26 -26 29 -27 -23
right_child=6 -3 3 4 -6 -7 8 -9 10 -11 11 -13 -14 -15 15 16 -18 -19 -20 20 21 24 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.042726444229293961 0.011951614548044555 -0.048761903759854321 0.037416811105034496 0.030235159662066306 0.022887993000122918 -0.033939540143147824 0.025946104809755999 -0.052843709085698173 -0.025127024001684699 -0.022940923170887688 -0.0045750855547810635 -0.049540571350841209 0.018891139727696779 -0.03400764791119084 -0.044048956947110293 0.0019911226841796896 0.018509867777366695 -0.049644569585510646 0.018967794149152482 0.031980742439304252 -0.03604717981098899 0.0067939830310945843 0.036240291676060035 -0.0080975167542006246 -0.051767806065717646 -0.046017430367897905 0.0026639005025139526 0.031454517230494611 0.0014007345288641272 -0.011589808688829936
leaf_weight=0.71972678072051977 0.85449739958858018 1.0096835677395564 1.0626978399232037 0.44029192812740836 1.0170226544141772 1.8764410940930245 4.4000710920081465 1.0560268568078752 1.8671748165506858 0.89900923636741925 5.3804982535075387 1.2797030396759508 5.0134432557970277 1.2877340726554383 1.6047703016083676 4.2749588447622937 2.709741126280278 1.8872252881992606 4.6689619389362624 3.3327326673024791 3.9034686201484865 49.171336797138792 0.71813271939754475 1.6883129865163935 2.9998306108172974 1.1438771425164294 1.8065158526878802 3.9225809872150412 126.07392285736569 7.3872159440070382
leaf_count=60 45 90 16 15 4 74 105 145 35 15 87 34 35 12 87 82 14 51 23 29 194 1105 6 35 61 111 40 39 1895 89
internal_value=0.000827055 -0.0109892 -0.00353472 0.00288121 -0.00812766 -0.0217432 0.0011295 -0.0238635 0.00133062 0.0176522 0.000958015 -0.0132148 0.00137668 0.00097837 0.00118394 -0.01009 -0.00394746 -0.0138228 0.00174993 0.0013559 0.00160051 0.00116994 -0.0248147 0.0185045 0.00179378 -0.000200906 -0.0313091 0.00614796 0.000974375 0.00439284
internal_weight=245.458 6.12586 5.11618 4.39645 3.33376 2.31673 239.332 1.91052 237.421 5.29908 232.122 6.6602 225.462 220.448 219.161 10.4767 8.87193 6.16218 208.684 204.015 202.148 197.127 4.6216 5.02105 192.505 132.024 4.80635 60.4811 127.218 56.5586
internal_count=4633 259 169 109 93 89 4374 190 4184 120 4064 121 3943 3908 3896 234 147 133 3662 3639 3604 3540 200 64 3340 2107 101 1233 2006 1194
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=16 5 15 22 22 7 23 2 15 10 0 20 20 16 23 23 6 13 15 15 10 17 0 15 5 18 9 5 13 21
split_gain=3.42146 3.17394 2.49454 2.43023 4.43511 3.98761 2.94827 2.49678 2.32557 2.23051 3.26336 2.21189 1.91253 3.19487 2.39804 2.89935 2.67356 2.61538 2.25958 3.31167 2.17375 4.71204 2.2835 1.85023 1.81564 1.73536 2.48586 2.36199 1.73275 2.38672
threshold=20.394952307700002 23.714185006400005 28.579157549250002 -0.074029999999999999 0.075080000000000022 23.960918281000001 0.10453000000000003 100.00310400885002 28.298162031900002 67.031326566450005 90.321439350550008 40.767054867700004 42.154118731400011 22.454947490600002 0.082325000000000023 0.083395000000000011 16.455384477450004 117.58509325145 38.992510055900006 36.548474543700003 64.630533455950015 191.32023496460002 88.122280599850015 42.80317728375001 23.881206071300003 13.278511569200001 208.17787845895003 30.133297129900004 95.636521074450016 16.241109211600005
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 7 11 -6 -5 28 10 12 -4 20 -14 -15 -16 18 -18 19 -17 22 -22 23 -2 -3 27 -27 -26 29 -1
right_child=1 24 3 4 6 -7 -8 -9 -10 -11 -12 -13 13 14 15 16 17 -19 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.001124011787853789 0.00060743484176451965 -0.0020203920530103242 0.001755772980939711 -0.0014628161156989207 -0.0027336879415916374 -0.0020403892980617767 0.001098117681371077 0.0011455040910652464 0.0017405463870434409 -0.001410773134488092 0.0018128947968189064 -0.0013650220270103564 0.0019673212291891834 -0.00167350969106724 0.0019359855173423552 0.00074156715046343126 -0.0030563255806884395 -0.00019236651662105339 0.0011364289407336157 -0.0021303020937131112 0.00099451882858938678 -0.0022885843389909466 0.0021490608054864553 0.0019953708495085926 -0.001277674853220332 0.00078122670052050607 -0.0018280765107908058 0.0013229138741096328 0.00018735977821297665 0.00069984420434303135
leaf_weight=14.070474811946044 56.647604072466493 2.9421480856835833 3.1119084130041328 2.5488126836717155 4.4994787005707613 11.692430390627122 1.5414724294096229 11.874745577108113 4.8424894227646282 3.0844159647822371 12.425442880019544 2.2285029981285334 4.6200063601136199 5.0450858175754538 4.2590747252106693 5.1623411029577309 3.1506888605654231 4.3272098805755377 9.1877721473574621 4.134764276444912 6.4654375612735731 4.0750802308320999 7.3695938289165488 6.08144836872816 9.7362085273489374 15.329132389277222 2.4168033720925441 2.5122179137542835 90.958029809175059 5.7910319443326435
leaf_count=1075 314 22 33 26 66 302 11 100 33 29 73 39 67 43 15 26 43 31 46 29 32 35 47 30 184 131 41 23 1585 102
internal_value=0.000203605 0.000438227 -5.52411e-05 -0.000591204 -3.58341e-05 -0.00125847 -0.00175592 0.000684583 0.000118517 0.000599484 0.000646121 0.000453495 0.000525835 9.75452e-05 -0.000147398 0.000107364 -0.000192613 -0.00139905 0.00029544 -0.000535659 0.000737681 -0.000274765 0.00088992 0.000741992 -0.000227806 -5.19709e-05 0.000425868 -0.00074428 4.76389e-05 -0.000592229
internal_weight=322.132 168.972 153.159 37.4974 20.4645 17.0328 6.04095 14.4236 115.662 136.036 132.952 5.34041 120.526 39.8869 35.2669 30.2219 25.9628 7.4779 18.4849 9.29711 80.6392 10.5405 70.0986 62.7291 32.9365 29.9944 17.7459 12.2484 110.82 19.8615
internal_count=4633 1261 3372 577 203 374 77 126 2795 860 831 72 758 300 233 190 175 74 101 55 458 67 391 344 401 379 172 207 2762 1177
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=16 16 23 23 10 18 7 22 19 6 6 19 0 10 20 3 23 3 21 16 5 10 0 20 14 22 3 20 22 13
split_gain=0.498596 1.11876 1.01407 1.28584 1.43503 1.23392 0.847089 0.819649 0.792942 1.57539 1.96983 1.63468 1.83816 1.55597 1.42527 1.22503 2.10548 1.69665 2.69787 1.48737 2.50979 2.37375 3.48636 2.83349 1.72069 1.54151 1.43273 1.66136 1.79447 2.09989
threshold=13.534968349350001 12.919969787500003 0.076130000000000017 0.093635000000000024 83.602982482550019 13.845746551550002 24.103872582350004 0.70681500000000008 11.950964240300001 13.665319288000001 13.825323026450002 13.351077205700003 105.7585659356 72.327589083450007 33.361153777850006 85.589753040950015 0.098510000000000028 83.613736315050019 0.87557407920000008 19.224955043700003 19.221712148250003 66.859265246100009 90.321439350550008 38.171717059500004 193.55017375590003 0.15684000000000003 89.732667019950014 36.772607578000013 0.20852500000000004 114.57939706160001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 -5 -1 -4 8 -2 11 -11 12 13 -10 -15 16 17 -12 -19 20 -17 22 26 -23 -22 -26 -21 -28 29 -29
right_child=7 -3 3 4 -6 -7 -8 -9 9 10 15 -13 -14 14 -16 19 -18 18 -20 21 24 23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.03870027120230192 0.010568802312728016 -0.039992063361954877 0.0030481138134503178 0.015834856699610402 -0.039221209270733789 0.0096175839414191153 -0.039047915679728422 0.023423169659873112 -0.0024911396088643499 0.019884602531825852 0.0046516041481099923 0.0027558523076263971 0.016649504052965888 0.023425901460575601 -0.034919025057947015 0.032689362844250641 -0.032137412392361633 0.0083139730650332866 -0.030363310465239952 -0.025338096245677746 -0.039888821780754521 0.0015230395913524322 0.025995426031986599 -0.038439405616665472 0.014142861956740525 -0.044605634174166409 0.021046699997845201 -0.038220112292245353 0.031975573660055781 0.0004960988497768415
leaf_weight=0.77789451589342462 11.019188553327693 1.1637490864377458 0.84675997518934254 2.6401122349780057 0.83813262631883834 8.1649080740025948 2.6609287448809482 2.2078670947812489 3.86836451571435 7.6128009594976893 17.212064642924823 10.418350006453691 1.9500982073222974 0.60707701789215018 7.682972218724899 5.5629278291016799 3.6046127863228312 4.1373215881176275 5.8502729523461312 2.7411282211542121 1.2072340772720052 5.2980620325542969 7.9014446437358847 4.335038872435689 5.6321190789458342 0.67175868246704329 5.5511701342184088 1.9158547371625889 2.3829185161739579 108.13701336830854
leaf_count=74 216 94 52 45 138 318 542 36 92 50 114 158 54 21 368 38 79 34 262 25 241 36 57 69 197 17 93 16 21 1076
internal_value=0.000742949 -0.00529521 -0.00276026 -0.0132251 0.00256831 0.00541463 -0.0288859 0.00119659 0.000978778 0.00048562 0.00161565 -0.00825697 -0.0163893 -0.0216885 -0.0306464 0.000852082 -0.00581138 -0.00232254 -0.0143414 0.00220842 0.0140265 0.0010909 0.00240534 -0.0164607 0.000204353 0.00788246 0.000861411 0.00147009 0.000503555 -0.000177892
internal_weight=244.6 17.0925 15.9287 6.98593 3.47824 8.9428 3.50769 227.508 225.3 214.281 189.754 24.5269 14.1085 12.1584 8.29005 182.141 30.8043 27.1997 9.98759 151.337 13.074 138.263 128.63 9.6331 7.51111 6.30388 120.728 117.987 112.436 110.053
internal_count=4633 1263 1169 777 183 392 594 3370 3334 3118 2425 693 535 481 389 2375 489 410 296 1886 493 1393 1288 105 455 214 1231 1206 1113 1092
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=6 3 3 9 0 3 7 5 0 23 21 0 22 0 9 20 19 18 19 23 20 22 9 5 23 22 23 12 22 22
split_gain=0.523895 0.491009 1.01167 2.49237 1.31215 1.17996 1.51238 1.83876 1.48867 1.07656 0.909419 0.904839 1.41764 1.00415 2.59014 1.49324 1.39138 1.0148 2.10654 1.24564 1.22693 1.89911 1.04801 0.900373 0.8321 0.802824 2.12031 1.78701 2.93257 1.32042
threshold=1.8500432259500001 93.883646373400012 94.227769014100019 187.45330412110005 85.619326080400015 95.002044955650021 19.627338137150002 30.133297129900004 71.249517373150013 -1.0000000180025095e-35 1.6974749567000003 85.823648898300021 -0.074029999999999999 85.990333302400003 191.61296531520003 40.621691032550004 14.451165964200003 13.278511569200001 14.351157895250003 0.43380000000000013 40.250747516500006 -0.084729999999999986 193.70978346765003 38.836801683000012 0.096715000000000009 -0.24275499999999997 0.083905000000000021 179.47323713510005 -0.59496499999999986 -0.160525
decision_type=2 2 2 2 2 2 2 2 2 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 4 -3 -4 8 24 9 23 -5 12 -2 14 16 -16 -13 18 20 25 -15 -22 -20 -7 -8 26 -19 28 -28 -27
right_child=1 2 5 10 -6 6 7 -9 -10 -11 -12 13 -14 17 15 -17 -18 19 22 -21 21 -23 -24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.03382776930294875 0.018099066189122187 -0.018516719543824004 0.013528948908747026 0.0022803708245177825 0.014889815777975692 -0.028787631732713304 -0.035633105603187262 0.014391051191374219 0.01881567075359708 0.023447104766710952 -0.039001017494016237 -0.049889555883405594 -0.0077167291445546992 0.0088675019429132248 0.020260436344232784 -0.011289531560111357 -0.010467459017552362 -0.032163641119036072 0.030184067539303992 -0.026274278854494463 0.0047553923181256098 -0.030642087644511269 0.007776475185778519 0.027064118259572122 -0.010645811966230745 0.013007799972367276 0.010953058845971799 0.012128063499239181 -0.034732712324510306 0.00058003047721222312
leaf_weight=0.47754660600912657 7.7421944236848503 2.0369575003860536 5.7291577763389823 0.69965374469757069 3.3956219619140029 2.1734451795928189 2.9700560444034636 1.8259783269604666 4.4065688665723428 0.77995577559340556 3.3199497398454696 1.9726791903376564 3.2789506800472719 7.5827298178337532 3.0465429024770856 3.4800521852448583 1.9064024835824964 2.8426535417092955 4.9953992143273336 1.8781513329595316 3.8179461734835058 2.8788570528849959 4.1279451139271259 0.36505001550540317 2.8071579081006348 9.9224004190764372 2.8855085278628385 6.0234913933963981 3.2185325507307416 138.18601917420165
leaf_count=188 44 37 63 8 21 199 345 37 91 17 103 25 26 56 17 32 27 194 51 37 32 32 27 11 52 211 35 106 86 2423
internal_value=0.000604926 0.000673355 -0.00322723 -0.0121711 0.00236396 0.000787473 -0.00397485 -0.0143938 0.00627981 -0.0103665 -0.0318156 0.00124062 0.0104185 0.000731729 -0.0092195 0.00343765 -0.0305153 0.00128147 0.00769409 0.000371695 -0.000197379 -0.0104615 0.0200455 -0.0207558 -0.0234917 0.000678573 -0.00658375 -0.000587913 -0.0131361 0.00141262
internal_weight=240.774 240.296 30.5096 9.45218 5.43258 21.0574 15.3282 7.60319 7.72502 3.31845 4.0196 209.786 11.0211 198.765 10.4057 6.5266 3.87908 188.36 23.4029 164.957 14.2795 6.6968 9.12334 2.5385 5.77721 163.079 14.9702 12.1275 6.10404 148.108
internal_count=4633 4445 984 169 58 815 752 434 318 227 111 3461 70 3391 101 49 52 3290 198 3092 120 64 78 210 397 3055 421 227 121 2634
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=17 13 9 10 7 18 22 5 21 7 2 23 5 22 5 3 9 17 10 2 17 8 19 17 0 16 18 6 13 18
split_gain=0.552629 0.526851 1.36344 1.36759 1.31439 1.25431 1.25329 1.24597 1.0568 1.04129 0.908042 0.732068 0.643028 1.25682 0.754825 1.16034 1.68929 1.0925 1.09177 1.32199 0.900893 1.3393 0.746839 1.00761 0.743045 0.695216 2.90643 1.40382 1.20644 1.18072
threshold=158.19986339130003 95.811270852950017 70.238863950400017 82.299080289250014 21.034091097450002 17.327266398450003 0.20852500000000004 7.754880527600001 18.870920756500002 27.014969757650004 260.77742537720002 -0.20885999999999996 11.926356180100003 -0.16533 13.252098438300001 80.785478361850011 186.70853236170004 199.59317753375004 75.424692849750016 168.84984911130002 189.90635174060003 7.7439566930000003 12.350996516100002 190.78889055330004 97.491557184450016 18.594956516900002 14.863842190850002 15.635365317800002 104.19926021995002 14.741741751300003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 8 11 12 -7 -5 13 -3 22 16 -16 20 25 24 21 -18 -14 -24 -20 26 27 29 -28 -17
right_child=1 5 6 7 -6 10 -8 -9 -10 -11 -12 -13 14 -15 15 18 17 -19 19 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.023778544177556021 0.013770588408936951 0.0092208555675189485 -0.033198693110723564 0.0025322723585956999 -0.02920677080186684 0.023158474033830815 0.022734574449831731 0.025633412177869731 0.019429454354871679 -0.022936753695768072 -0.0054185910727292102 -0.032273655235699764 0.02332912162588123 -0.033525257190927513 0.019811807784367402 0.0010746661228195216 0.0025872415593527357 -0.034888068910783249 0.013315007908546258 0.026439917945738727 0.00094051504037564613 -0.035272466017308213 0.022834748239221943 -0.019869857013658003 -0.0082532203985544728 0.0014847886693029175 0.005234582728001637 -0.024692840361584728 -0.034425880345889386 0.02772740818873231
leaf_weight=0.92960273566131846 1.0182763491757199 1.246070694876835 2.511550730647286 1.170530709350714 2.3435522469226271 4.1932465042918912 0.47521478473208834 2.5803498129826039 1.3590119713917372 1.8600381108117279 1.50803483184427 1.2427768429552097 2.9497020049020639 1.5268221787991922 1.7568075712770213 16.213467898545797 1.5707342613022759 1.9639116264879692 3.2362841889262182 3.6948899235576391 4.4755516685545444 2.2922546912450343 0.99225329980254207 1.2397496448829768 3.1385214496403933 162.0680547991069 0.95870721805840631 1.9069867047946889 3.7881460243370384 1.8468498848378647
leaf_count=250 22 23 337 79 160 44 16 49 24 52 38 382 21 172 11 317 73 72 18 39 73 82 8 32 31 1702 13 327 151 15
internal_value=0.000525459 0.000620737 -0.00563712 0.000100659 -0.0161892 0.000974895 -0.0242993 0.00872124 -0.00284705 0.000593689 0.0155996 -0.0153917 0.000795508 -0.0143162 0.000991232 0.000695882 -0.00881413 -0.0136955 0.00127847 0.0114086 -0.00870419 -0.0198783 0.0128989 -0.000885211 0.00269628 0.000732342 -0.00420198 0.00107894 -0.0264158 0.00380018
internal_weight=238.058 237.128 12.7013 9.7145 3.36183 224.427 2.98677 6.35267 3.77232 218.726 5.70128 2.41331 216.866 2.77289 214.093 208.911 12.0593 10.3025 196.852 10.0697 8.33854 3.86299 5.1817 2.232 6.37481 186.782 24.7142 19.9673 4.74685 18.0603
internal_count=4633 4383 1069 716 182 3314 353 534 485 3232 82 461 3180 195 2985 2924 311 300 2613 88 228 155 61 40 49 2525 823 659 164 332
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=20 15 20 19 15 22 20 15 20 3 10 22 22 20 16 19 5 21 7 7 23 23 9 4 16 15 23 16 0 7
split_gain=0.475757 0.925355 0.606964 0.96791 0.769002 0.599144 1.01249 0.72403 1.16107 0.958347 1.21196 0.680215 1.36364 1.00634 0.874606 1.51446 1.3901 0.676758 1.32824 1.60395 1.32072 3.27805 2.42374 1.91053 1.16605 1.49379 1.21943 1.20512 1.27004 2.56077
threshold=32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 -0.63026499999999996 40.574766824850009 46.723315192750007 41.257948413050009 93.14163192940002 61.86411003975001 -0.59614999999999996 -0.51760499999999998 39.955516828000007 15.484963789400002 12.751028791950002 24.225659292200003 3.1734339793000008 25.070284486400002 25.221560561650005 0.083395000000000011 0.092485000000000026 208.89909802210005 191.03149642590003 14.224966735800002 20.734744936600006 0.079395000000000021 17.684958644900004 96.870523356300012 25.522455861100003
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -9 -10 -11 13 14 -7 -13 -16 -17 18 20 -20 -14 22 -22 -23 -21 -26 -27 -28 29 -29
right_child=2 -3 5 -5 -6 7 -8 8 9 10 -12 12 17 -15 15 16 -18 -19 19 24 21 23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.030407587863313608 -0.0365252824251747 0.019967284454260586 0.0067960016640652692 0.029612576413454401 0.0084173657571517176 -0.010901564811968929 -0.037298836504981482 -0.039579296391835342 0.015752586869650021 0.026062176312621532 -0.02754679888953103 -0.039057455403225604 0.014288523834206141 0.02525569332887409 0.031213868437842844 -0.03979249653595817 0.015743324011505275 -0.0001558615936796579 -0.043341983367162773 -0.037443093413707981 -0.020727828134307423 -0.0025970003449216619 0.019837576690627662 0.021374473917585474 0.030475673158407029 -0.043442421438553494 -0.029559808784916083 0.029835155565621111 0.023115173638182222 -0.040180662240254808
leaf_weight=1.5527725343636114 0.59832821346935761 0.63475557416677464 1.22162220661994 2.2932591661810875 2.2006355063058436 1.3580721414182324 1.3594179593492297 1.3821697831153859 1.9897932969033716 0.66942708566784892 2.3511847127228975 1.5833744091796678 18.438498958945274 3.1739904306305107 0.91650882107205722 1.6945893135853114 0.82951341103762377 150.58288099402853 1.2793851520400483 1.0208405241573917 8.9913743963697943 6.8030882314778891 2.2817765995860091 10.370532822329549 1.8494210494682173 0.88751604314893473 1.3475411706604061 1.1250637667253616 2.9940231153741479 1.5140434750355778
leaf_count=237 75 4 29 19 33 23 23 46 21 7 98 88 390 42 61 81 11 2602 32 210 146 56 21 94 17 22 35 21 27 62
internal_value=0.000526224 -0.0157903 0.000679341 0.0126818 -0.00118992 0.000411292 -0.0164285 0.000604094 -0.0110569 -0.00318866 -0.015666 0.00094441 0.000659686 0.0144209 -0.0174378 -0.00748845 -0.0215414 0.00109371 0.00428817 -0.00613776 0.00696059 0.00221081 -0.0125171 0.0118785 -0.00170522 0.00204906 -0.00463262 0.000301617 0.00744498 -0.0103326
internal_weight=235.295 2.18753 233.108 5.09222 2.79896 228.016 2.58104 225.435 6.39257 5.01041 3.02061 219.042 214.51 4.53206 5.02399 3.44061 2.5241 209.486 58.9031 12.0178 46.8853 28.4468 11.2732 17.1736 10.7384 9.71761 7.86819 6.98067 5.63313 2.63911
internal_count=4633 241 4392 127 108 4265 52 4213 172 126 105 4041 3976 65 241 153 92 3735 1133 426 707 317 167 150 394 184 167 145 110 83
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=8 22 8 3 8 21 22 19 22 23 16 13 22 13 13 6 21 15 18 4 18 16 18 18 18 2 10 6 3 17
split_gain=0.447656 2.03284 1.22752 1.34619 1.10044 0.808982 0.825385 0.66497 1.20503 0.925034 0.694743 0.961766 0.999896 0.792047 0.93223 3.1505 1.36534 2.14856 1.05821 1.9395 1.84399 1.77273 1.35206 1.32706 1.74563 1.98245 1.80324 1.96601 1.4693 1.59279
threshold=8.8430989333000021 -0.088039999999999993 9.3427090425500019 92.238309997550019 8.7431769115000026 4.4218562789000009 -0.0098449999999999979 14.651182102100002 -0.064729999999999996 0.4369650000000001 22.764946765650006 117.76521994615001 -0.08725999999999999 117.69263157665002 117.61735474900001 16.515385879350003 6.5280300271500007 41.54912092575001 13.480563334700001 376.61861354110005 13.531614672700002 22.654947022900004 13.405741979600002 13.552878921100001 14.349689277800001 302.29361977965004 62.425997789000007 15.975373262050001 93.292185584700022 201.39543491635001
decision_type=2 2 2 2 2 2 2 2 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 6 -3 9 -9 10 11 13 -13 14 18 16 17 -16 19 22 -20 23 -1 -22 25 28 -26 -28 29 -25
right_child=1 5 -4 -5 -6 -7 -8 8 -10 -11 -12 12 -14 -15 15 -17 -18 -19 20 -21 21 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=0.0040947061622533271 0.01160272306491638 0.0065545018071580374 0.018706607846419539 -0.032552590908209951 0.012541158170418709 -0.040351037070398083 -0.024978402103721712 -0.0023480305138529919 0.030009977975601558 -0.028582189894676844 0.015490492620020582 -0.039398970481504113 -0.002006347370454499 0.015792114359936327 -0.044168590650847807 -0.037055538435832105 0.0088578021424355283 0.0050093289619841273 -0.03328511576730353 -0.037592530370572357 0.021994096138095397 0.021873965700536867 0.024828693879823404 -0.001488212256748826 -0.044126835553554004 -0.041735916019247303 0.00064742343452704125 0.033536823058215454 -0.039396235414051857 -0.022289795248842594
leaf_weight=47.812864875188097 1.6707308352924886 1.5895039038732646 4.0481745875440538 1.5244452147744594 8.8781537590548378 1.7144262521760536 2.4133619714993966 2.9699473842047155 2.4043036326766005 1.2970688757850428 3.3750485852360717 1.4461978676263245 1.9239001143723715 3.7156115132383993 1.7451255843043307 3.3792307190597048 7.5212154716718942 2.4876541804987937 2.016766437329351 1.2246896972064849 2.7651863605715326 3.9466090854257336 3.9292878706473848 27.910384146030992 1.0109725762158621 1.9062475491082285 77.410389071475947 2.1567110707983366 1.4681278065545473 5.0128728169947854
leaf_count=834 18 20 49 24 72 57 36 24 21 32 30 90 14 22 23 52 52 21 25 74 70 45 42 392 21 60 2299 22 40 52
internal_value=0.000461074 -0.00567521 0.00627997 -0.00946415 0.000823045 -0.0208215 -0.012457 0.000329604 0.0121281 2.09919e-05 0.000202709 -5.4261e-05 -0.0180525 0.000252982 -4.50878e-05 -0.00814209 0.000170425 -0.0152662 0.000641102 0.00466895 -0.00105743 -0.000531517 0.00566924 -0.00127061 -0.00182103 -0.00800797 0.000965964 0.00153891 -0.00613849 -0.00465545
internal_weight=232.675 12.9606 7.24335 3.19518 219.715 5.71729 4.00287 210.836 5.37425 205.462 204.165 200.79 3.3701 197.42 193.704 15.1332 11.754 4.23278 178.571 52.9668 125.604 123.588 51.7422 119.641 116.876 36.2976 80.5781 79.5671 34.3914 32.9233
internal_count=4633 204 91 42 4429 113 56 4357 45 4312 4280 4250 104 4146 4124 148 96 44 3976 950 3026 3001 876 2956 2886 544 2342 2321 484 444
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=17 7 12 4 22 20 20 21 13 15 21 9 12 6 20 21 23 22 8 22 19 22 13 23 15 16 4 18 7 23
split_gain=0.472154 1.45377 1.86983 1.22547 1.17842 2.14136 3.14159 2.01624 1.29525 1.72663 1.30726 1.16228 1.32322 1.17818 1.15084 1.13802 1.10466 1.04669 1.47856 1.27391 0.986658 0.929172 0.912917 0.971168 2.46516 1.35472 0.900314 0.934508 0.888638 1.39018
threshold=188.27285108100003 22.721067571950005 82.088033630950022 158.55438663830003 -0.10771499999999999 42.455548714850003 44.279556297950009 21.089366969400004 117.50981642375002 22.853312863800003 5.4349223666500004 195.34352961910002 102.11013250220002 16.495385412050002 45.458122212500008 13.291307514850002 1.0000000180025095e-35 -0.25105499999999997 9.1428649988500013 -0.47573499999999996 14.351157895250003 -0.23059499999999997 98.050756475600011 0.10385500000000002 36.548474543700003 18.664956353200004 164.41789168470004 14.804191144800003 22.929105819350003 0.10131500000000003
decision_type=2 2 2 2 2 2 2 2 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 8 22 7 -7 9 14 20 12 -5 -14 21 -11 -16 19 28 -4 -10 -1 -6 -24 25 -25 -8 -28 29 -19
right_child=1 2 17 11 5 6 26 -9 10 15 -12 -13 13 -15 16 -17 -18 18 -20 -21 -22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.0138887725967491 0.026014154256626072 -0.038651836581958504 -0.0048581252130682154 -0.025615217834280692 -0.033048511470164146 -0.038341097068046379 0.032863020737406282 0.026618779889719557 -0.017908318713810087 0.017951291448597643 -0.039602510323950839 -0.018615230790491544 0.0050943253333186403 0.028097980442336679 -0.030484769842230839 -0.014140689107116326 0.0026287464958590526 0.00064960882482584692 -0.030459293571461547 -0.038529712045760459 0.017955623490210397 -0.01394748141846254 0.0022969325608879197 -0.014905002631850434 0.0021985490938504623 -0.064729310384221181 -0.019179324908757619 0.019620794311059477 0.0023809678536627658 -0.026896114451548297
leaf_weight=4.1866456456627956 3.8116463124752071 1.2294071833603073 7.5963583281263709 0.99469885835423966 0.8876869477899153 5.3760733490926196 0.89328444935381446 0.52831077016890038 1.6632290404522785 10.87058453937061 1.2574939387850461 1.7363425199873734 6.7438653800054436 3.3575181603664532 2.3190567473648116 1.2392813976621244 1.8026708309480453 5.6966038479004037 1.4550432697869826 1.329128716737612 1.441723881755024 1.6964586551912386 26.417467414168641 1.1483220730442547 4.5206777825951576 1.0534020187333224 1.599034662882332 1.0259048521693328 123.60466082717903 2.7278064065612853
leaf_count=143 39 42 232 15 155 283 5 4 65 258 44 22 126 41 114 53 133 59 24 65 27 169 293 32 29 11 63 56 2009 22
internal_value=0.000390556 0.00133968 0.000311047 0.0102168 -0.00178497 -0.00500033 -0.0183861 -0.0325286 0.00349158 0.00660853 -0.0123093 0.00552453 0.00930198 0.0127403 -0.00314559 0.0146671 -0.0160023 0.000647409 0.00135081 -0.00987229 -0.0012556 0.00586188 -0.00129367 -0.000443081 -0.0112107 -0.0387432 0.00534835 -0.00401508 0.00170138 -0.00826964
internal_weight=230.21 160.283 143.639 16.6441 69.9273 43.4502 9.42261 5.90438 26.4771 22.1147 4.36245 12.8324 11.0961 10.1014 10.0048 12.1099 4.12173 142.41 133.484 8.92549 3.10495 5.8831 34.0276 33.1399 6.7224 2.20172 3.51822 2.62494 132.029 8.42441
internal_count=4633 2696 2453 243 1937 931 411 287 1006 870 136 204 182 167 559 311 247 2411 2114 297 92 312 520 365 72 43 124 119 2090 81
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=13 0 17 0 0 5 21 20 20 21 10 6 2 20 16 10 20 23 0 0 9 10 16 20 20 18 18 17 9 0
split_gain=2.40103 3.25918 4.43916 2.88125 2.64165 3.15856 2.58862 2.50163 2.33735 2.46355 2.54008 2.32863 2.19684 2.1392 2.1024 4.88096 4.67242 2.48787 2.43445 2.12351 2.20729 3.3306 2.48176 4.80516 2.03234 2.90503 3.02096 2.14323 4.08602 1.97928
threshold=109.34496908160001 95.44832900530001 191.20566072810004 86.09518316945001 98.230883170350012 14.47989612135 11.534227923400001 36.772607578000013 48.109449608500007 3.1734339793000008 70.816675614150014 13.400313096150002 201.25557642380002 36.016191615950007 19.224955043700003 66.859265246100009 36.859113051050009 0.11296500000000002 90.321439350550008 89.861713010250014 194.57718764590001 64.369753017350021 22.554947256700004 41.835830569250014 41.289992964000007 13.531614672700002 13.278511569200001 204.55825889135002 215.63980588275004 99.647700605050019
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 7 8 -6 9 10 -1 -8 13 -7 -5 18 -17 -18 19 20 22 24 -16 -24 25 26 -22 -26 -29 -14
right_child=3 4 -4 14 5 12 11 -9 -10 -11 -12 -13 29 -15 15 16 17 -19 -20 -21 21 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=-0.0025007641689317873 -8.0825371941402807e-05 0.00050087436471521766 -0.0021243686740841932 0.0012957489074093848 -0.0022988898466724727 -2.5420526230084617e-05 -0.0007685296236121914 0.00018785478253143485 0.0012200966382904909 -0.0023554871748438472 0.0014573380282202637 0.0019988750237908341 0.001202103617246408 -0.0025610051803585509 0.0016796988157116108 0.00073058135297402783 -0.0023716191168522828 0.00051517449946817111 0.0014578142586092462 -0.0011370744856000559 0.0011641625641976537 -0.0017760040766002061 0.001115893505868675 -0.0016654320190922327 0.00025758856925886059 0.0015247938942723653 -0.0013813175542204672 -0.0028514689246265964 0.0017671094951915193 -0.001293481792117227
leaf_weight=1.1899604587815757 65.195933086797595 41.826935704797506 8.1400689452420902 13.547462802380322 2.025143569771898 2.1820195913314802 2.3190451355185351 41.276507013652008 2.124065122799947 4.8175144458655268 2.2116842919494957 3.8760216520167887 2.840745040215551 5.8301774295978248 13.469084553420545 5.8082264559343448 7.0758431050926429 1.7837085016071794 12.511189743876455 3.9468605667352668 4.5565393939614314 3.6108895093202582 11.470450874418018 3.9970312267541876 27.702080523595217 13.665283147245644 4.3477270156145096 2.9242086820304385 1.329718582332134 3.2534055137075484
leaf_count=62 993 308 250 78 289 25 96 1167 26 270 22 31 26 121 118 26 87 10 75 31 21 27 68 28 141 81 26 55 7 68
internal_value=0.000144883 -9.33494e-05 -0.000803771 0.000294776 8.33226e-05 -0.000220902 -0.000153779 7.1554e-05 -0.000822632 -0.00135053 7.27181e-05 0.000962932 -0.00111864 -0.00187047 0.000480646 0.000387222 -0.000792138 -0.00179042 0.000554308 0.000430116 0.000501154 0.000255777 0.000994141 0.000397157 0.000390329 0.000892162 -7.87307e-05 3.58996e-05 -0.00140777 -0.000130182
internal_weight=320.856 123.913 24.6784 196.942 99.2349 57.408 16.5383 43.3017 10.3432 8.21916 3.40164 6.19507 14.1063 8.0122 131.746 118.199 14.6678 8.85955 103.531 91.0199 87.073 58.1364 28.9366 15.4675 54.5256 22.5695 8.90427 31.956 4.25393 6.09415
internal_count=4633 2761 757 1872 2004 1696 507 1456 380 354 84 127 240 146 879 801 123 97 678 603 572 358 214 96 331 128 47 203 62 94
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=17 9 12 8 20 8 21 8 22 23 23 22 22 23 7 20 16 17 6 0 23 2 17 10 5 2 20 4 15 12
split_gain=0.475757 0.481743 0.459996 0.636533 1.36553 1.71688 1.43236 0.934196 0.654057 1.38545 1.94068 1.86373 3.25584 2.83973 1.62164 1.52639 1.52013 1.49679 1.46725 1.64436 1.41499 1.38925 1.32437 1.40545 2.12905 1.36881 1.35376 1.30946 1.14688 1.46492
threshold=158.19986339130003 43.730860148300003 58.770113158150004 8.8430989333000021 41.909642283050012 9.5425530862500008 3.8092755532000004 8.7431769115000026 -0.064729999999999996 0.08326500000000002 0.086375000000000021 -0.054875 -0.036264999999999999 0.096915000000000015 25.257178691350003 41.489621506400006 19.794953710800005 192.44445991605002 16.415383542800004 86.036037090600004 -0.27118499999999995 223.66947801700005 205.09306577200002 62.425997789000007 21.757682542950004 355.90084126225003 41.11191809080001 202.67232305910002 13.699258176050002 157.18216850795002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -5 8 22 16 14 27 13 -13 -11 -14 20 -18 21 -20 -10 -17 25 -24 -25 26 28 -12 -4 -30
right_child=2 -3 3 4 -6 -7 -8 -9 9 10 11 12 15 -15 -16 18 17 -19 19 -21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.019750205270644795 0.019355889200023787 -0.03768853118608647 0.023144686779666242 -0.027898946251215188 -0.032841498230013859 0.016726421709806569 0.0041168737126763815 0.01136616356629361 -0.040122637090199031 -0.036535867518440561 -0.0069995944858223203 0.0011220489235502056 0.0068040432458386681 -0.052095039680158689 0.0069938722531753227 0.005721946770507887 0.0041417940244366938 0.029496073495033234 -0.0019095801453909212 -0.050570017086347285 0.0047282800061551021 -0.024345666297146382 -0.040265929293808136 -0.012477205115202339 0.02625009698603907 -0.037412569322685982 0.0031379217487888349 0.025985310868097092 -0.00044026117634862229 -0.013715248894276614
leaf_weight=0.20860170613741402 1.3971100095659483 0.6612374041142175 1.5685690774698731 3.1715358563233149 1.8839557043975208 3.3763102132361382 2.910050512291491 8.7017867583781463 0.79696168092778563 2.8018919283058485 1.7721925107762206 1.9804047187790264 23.696425840622396 2.4191179189365357 1.3907556821941396 7.3918899748532549 4.4482335653156024 5.8595844253432006 1.4392647068016224 1.5844351844862101 18.418761627552158 2.1554670931072906 1.5469312835484732 10.888954084846771 1.7958931231405575 1.0484916512796179 71.074773917091079 4.9799308530054986 23.180197303503519 14.786343708299681
leaf_count=32 17 218 127 46 68 42 33 72 76 94 37 22 309 28 32 101 30 67 23 21 368 49 45 445 24 70 1348 42 443 304
internal_value=0.000411807 -0.0239138 0.000504421 0.000388432 -0.00722109 -0.00211766 -0.0125793 0.000788502 0.000343897 0.00265119 -0.000605799 0.00129434 -0.00136779 -0.0281399 -0.0220965 0.00187986 0.00834491 0.0185547 -0.00740221 -0.0274079 0.00286811 -0.00106629 -0.00114313 -0.0106108 -0.00699428 6.35924e-05 0.000418836 0.0173279 -0.00446944 -0.0056103
internal_weight=229.336 0.869839 228.466 227.069 11.3419 9.4579 6.08159 215.727 207.025 81.1353 51.6118 47.4191 40.667 4.39952 4.19265 36.2675 29.5235 10.3078 12.5711 3.0237 19.2157 9.54736 125.89 14.2318 12.6848 111.658 110.61 6.75212 39.5351 37.9665
internal_count=4633 250 4383 4366 189 121 79 4177 4105 1299 758 632 553 50 126 503 541 97 194 44 444 150 2806 514 469 2292 2222 79 874 747
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=20 15 3 4 13 9 12 3 0 7 0 18 17 19 22 7 20 0 4 5 7 0 20 18 18 19 2 23 7 20
split_gain=0.420503 0.589865 0.429055 0.988274 1.54329 1.71338 1.00928 1.41898 0.884 1.12247 1.07558 1.07772 0.867225 0.842029 0.80182 1.41005 1.06867 0.768919 1.2925 0.759777 0.723044 0.703668 2.12982 2.31064 0.802653 1.71165 1.06952 0.873822 1.20517 0.859521
threshold=51.757767929250001 6.8054746905500005 93.883646373400012 195.04069921150003 117.54207792135001 187.55294863440002 185.45355711640005 94.227769014100019 71.249517373150013 19.052023743050004 85.121961326250016 13.023955459300002 164.30394926590003 14.451165964200003 -0.059424999999999999 19.506002767000002 41.243661560350013 85.823648898300021 197.71977442185002 22.382820633700003 23.156313609200001 85.990333302400003 41.685324604100011 13.087929333200002 13.278511569200001 14.351157895250003 143.79541367925003 0.43380000000000013 23.883283491600004 40.250747516500006
decision_type=2 2 2 2 2 2 2 2 2 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 17 4 -4 13 12 -8 -9 -10 11 -11 -5 -6 15 -14 -17 18 -1 -7 -20 22 23 -19 25 29 -27 -26 -29 -23
right_child=1 -3 3 6 5 19 7 8 9 10 -12 -13 14 -15 -16 16 -18 21 20 -21 -22 24 -24 -25 27 26 -28 28 -30 -31
leaf_value=0.023092019367528336 0.031052833336182854 -0.037990723318404689 -0.042860020091737047 -0.03871147049041071 -0.010444620300650199 -0.046867489765868492 -0.036174791070753241 -0.023842738300329368 0.033305284719314543 0.006974247790333267 0.025276967223073935 -0.041057714290867589 0.03581159315430333 0.021609191734604925 0.033018958319083289 -0.045548599761349035 0.0040761326048721885 -0.028802589589989606 -0.017981572293445495 -0.012648337536827351 0.010809015205925223 0.0084847913607879206 -0.043413020342816348 0.013723940233551587 0.00048446166480098878 0.031240983305112324 0.0036291088892700164 0.008203720667030857 -0.053761254427591949 -0.010197172196008393
leaf_weight=5.6146817766129953 0.21723625011509173 0.80737430421868339 1.9168664505123185 0.44948718190426262 1.8576429690001512 1.3222185261547563 1.8099934190977345 1.5721844884683376 1.6623761949595062 1.2976737912977121 1.2326606826391069 1.2872826833045108 1.5817747849505392 2.9092878364026546 2.2549234752077609 0.75784432585351202 2.8883863406954333 2.6487960417289269 2.3421451752074063 2.7951720263808966 2.4892053045332432 7.225103805772962 1.9937239000573752 5.3121460843831301 153.9438157573677 5.2623433172702772 3.0743430871516466 0.78867560625076183 0.9660929406672949 6.446638303110376
leaf_count=29 8 152 288 73 51 19 102 79 26 42 23 67 26 21 40 47 39 37 28 41 13 56 39 25 3077 55 23 5 38 64
internal_value=0.000421259 -0.0233522 0.000529182 -0.0038158 -0.0125926 -0.00606218 0.00182889 -0.00679744 0.000742475 0.00779586 -0.00331219 -0.0169452 0.0114663 0.00911802 0.0144804 0.00648442 -0.00623803 0.00113442 0.0109558 -0.0236371 -0.0031481 0.000587724 -0.00903518 -0.000425654 0.00112677 0.00777538 0.0210585 0.000186974 -0.0259113 -0.000324317
internal_weight=226.728 1.02461 225.703 27.5958 10.8012 8.88432 16.7946 8.86217 7.05218 5.47999 3.81762 2.58496 7.93242 4.76693 7.48293 5.22801 3.64623 198.108 10.446 4.11739 4.83135 187.662 9.95467 7.96094 177.707 22.0084 8.33669 155.699 1.75477 13.6717
internal_count=4633 160 4473 984 420 132 564 339 237 158 132 109 225 72 152 112 86 3489 70 60 41 3419 101 62 3318 198 78 3120 43 120
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=16 5 2 8 13 13 0 20 16 10 9 0 23 15 22 15 23 15 8 8 17 15 13 23 18 2 16 23 2 10
split_gain=2.89532 3.39767 2.12726 2.29948 1.9908 1.98176 2.67949 1.67274 3.10736 2.6578 4.96776 2.68652 2.29141 2.97594 4.63043 3.14256 2.92639 1.99592 1.62763 1.84784 1.62067 1.87797 2.32615 3.53631 2.25811 3.60409 4.69946 2.02837 2.10103 2.00614
threshold=20.394952307700002 23.714185006400005 325.13486840910008 2.8477776226000002 116.67639440335002 112.67059178900001 90.321439350550008 42.154118731400011 22.454947490600002 64.630533455950015 193.49750438550004 88.122280599850015 0.082325000000000023 38.86986296220001 -0.099379999999999996 36.776646943950006 0.098085000000000019 42.80317728375001 8.8430989333000021 9.2427870207000016 162.04221493815001 28.579157549250002 95.937628385050019 0.079745000000000024 14.032563378150002 90.828344481500011 18.684956306450005 -0.22831499999999999 312.25197865035005 67.181880221750006
decision_type=2 2 2 2 2 2 2 2 2 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 20 -2 7 9 -9 11 -11 17 -10 14 -14 -16 -15 18 -7 -20 -1 22 23 27 29 -26 -27 28 -22 -23
right_child=1 -3 3 -5 -6 6 -8 8 12 10 -12 -13 13 16 15 -17 -18 -19 19 -21 21 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.001280200559767225 -0.0010533021873591762 -0.00022395335923465666 -6.0603360418157683e-05 -0.0021311521930515204 -0.0020342676295698582 0.00057380543167284725 0.00141308534760739 0.0016091529035115826 -0.0013361659546039465 0.00081338555345416956 -0.0018839250452799469 0.0018025680628337578 0.0017553272996969223 0.0012142098633470353 -0.00026115493544562259 -0.0023686087982338366 -0.00070519595084480853 0.0016613787466838365 -0.0020030967991717477 0.000539536498616296 -0.0021248164126475965 -0.00086725115460327049 0.00034247421720745146 -0.0017193657294563634 -0.0022460857644618745 -0.0016180384526992744 0.00028950127388545463 0.00050021894028257497 0.0021189196442328861 0.001513613447861082
leaf_weight=3.4369067944353437 3.1682130508124819 32.840753564145416 4.5815270616440085 3.7500267931027338 1.7824381394311775 52.037034917622805 11.66866231895983 4.6024832464754573 4.9815346375107756 6.2632070556282979 4.5194764882326126 7.9392924383282653 2.7016056403517714 11.284606160596011 6.8269135449081677 4.5224658064544201 4.1870532855391493 6.0564844757318488 2.0916261393576852 2.3153087012469769 2.3904114674078314 2.0027480807621023 89.576835758751258 5.6023585587972766 4.125245212577286 6.9895202430780072 17.146940285339952 11.235595421050675 0.55213669408112753 4.2441060212440789
leaf_count=335 29 401 157 169 157 273 73 67 43 33 34 47 15 51 48 38 38 30 20 21 136 41 1156 429 68 234 130 335 3 22
internal_value=0.000162718 0.000341744 -2.83516e-05 -0.000992556 2.55325e-05 0.000479189 0.000515972 0.000428977 9.5802e-05 0.000589392 -0.000317171 0.000728166 -0.000106063 0.0001015 -0.00055175 -0.00110093 0.000694766 0.000591687 0.000476908 -0.000667252 5.04571e-05 8.22461e-05 0.000208091 -0.00040047 -0.000316555 -0.00055237 -0.000262891 0.000120679 -0.00132853 0.000750306
internal_weight=325.424 168.007 157.417 8.33155 149.085 135.166 131.998 120.329 39.1067 81.2224 10.7827 70.4397 34.5042 29.5226 14.051 11.3494 15.4717 62.5005 56.444 4.40693 147.303 143.866 109.357 19.7805 34.5086 28.2617 24.1365 14.1781 2.94255 6.24685
internal_count=4633 1261 3372 326 3046 860 831 758 300 458 67 391 233 190 101 86 89 344 314 41 2889 2554 2059 903 495 432 364 474 139 63
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=16 16 12 10 5 8 2 9 8 19 6 21 6 6 6 6 17 16 22 19 21 3 21 3 12 16 6 10 0 20
split_gain=0.411936 0.949407 0.860785 0.724003 1.17665 0.756583 0.686629 0.717435 0.746054 0.658414 0.996567 1.17114 0.888222 1.21219 0.877917 2.00625 1.02572 1.09095 1.00258 1.18222 1.16541 1.1002 1.79013 2.16607 1.48764 1.25889 2.18512 2.09292 2.90106 2.55573
threshold=13.534968349350001 12.919969787500003 275.08099959820004 83.75622459600001 13.812766882300002 2.4480895352000007 325.13486840910008 31.257715529350005 2.9476996444500005 11.950964240300001 11.085259005300001 20.581461612800002 12.625294988000002 13.855323727400002 13.665319288000001 13.825323026450002 243.29790314680005 14.684965660200001 -0.51760499999999998 12.250988447150002 5.2472773321000004 85.589753040950015 5.0750534271500012 84.812788641250009 84.828830943350013 19.224955043700003 15.635365317800002 66.859265246100009 90.321439350550008 39.032633164100012
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 11 -2 -12 -14 16 -16 17 -11 20 -20 -17 22 23 -21 -24 26 -23 28 -27 -29
right_child=9 -3 6 -5 5 -7 -8 8 -10 14 12 -13 13 -15 15 18 -18 -19 19 21 -22 25 24 -25 -26 27 -28 29 -30 -31
leaf_value=0.0086685334692552449 -0.026017988520548513 -0.036137436440988324 -0.033749495198608502 -0.026258104817085126 0.017362152350233601 -0.028355052614756262 -0.0088724614832021344 0.026581644738753341 -0.012891001881178215 -0.035528156167006629 0.02059480739070594 0.034120644120821261 -0.037140613694345008 0.014429422975240937 0.017917838162209893 -0.025215075786440781 0.018062638292289393 -0.0056824017693519278 0.029780153404104115 0.0059471018754953895 0.0068614176530479801 0.021928859735116175 0.011888425999609122 -0.025293647675627525 -0.023484427663275565 0.00077990660295454883 -0.015160760588843065 -0.0020377466888256636 0.022565084098420913 -0.039452348394158884
leaf_weight=3.5835517790983378 1.5328957535093639 0.99832264130236659 0.3027770135086042 2.1125907847526832 0.48414777964353595 2.2435835092328489 1.9543168781528946 2.9099857367982627 0.6431640967784914 1.4428522135131121 6.0666406452655774 0.46406777203083027 0.78250786382705007 1.3958356522489337 7.5251972265541545 3.4535108513664445 1.8503489587455977 20.342194999320782 1.5423714942298818 14.494052655762067 1.9493432198651133 7.4944174014963192 1.5793182905763368 2.9360366687178603 7.6108699939213693 109.75453270378057 2.2787037564557977 6.065963270608334 7.1633052602410308 3.0025447281077504
leaf_count=92 93 94 77 485 9 213 145 83 65 102 38 6 21 59 66 128 35 573 24 119 27 73 9 140 187 1192 317 48 57 56
internal_value=0.000396523 -0.00487075 -0.00267783 -0.00945166 -0.003826 -0.0202407 0.00714307 0.0152603 0.0194366 0.000777268 0.00897984 -0.0120426 0.0140715 -0.00409564 0.000358234 0.0011606 -0.00564544 -0.00765913 0.000415873 0.000879216 -0.0136419 0.000604699 -0.00556068 0.000684709 -0.0174057 0.00181363 0.013281 0.000924073 0.00211464 -0.0144256
internal_weight=225.96 15.2324 14.2341 8.42387 6.31128 2.72773 5.81024 3.85593 3.55315 210.728 10.2419 1.99696 8.24498 2.17834 200.486 176.85 23.6354 21.785 169.325 163.922 5.40285 162.38 26.6203 17.4301 9.19019 135.759 9.77312 125.986 116.918 9.06851
internal_count=4633 1263 1169 799 314 222 370 225 148 3370 217 99 118 80 3153 2443 710 675 2377 2222 155 2198 455 259 196 1743 390 1353 1249 104
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=20 2 21 20 17 5 17 20 21 8 10 9 2 7 18 18 22 22 7 18 23 23 2 7 20 22 5 17 16 2
split_gain=0.435639 0.543386 0.408031 0.938785 0.804347 1.01963 0.791828 0.772178 0.744265 0.6804 1.86077 1.51863 1.11762 1.10374 2.19537 1.90461 1.5765 2.79193 1.89737 2.48835 1.3208 1.1082 0.954543 0.920328 0.770366 1.35425 1.53187 1.05763 0.750016 0.729139
threshold=31.914316944300001 111.53582144370002 3.1734339793000008 47.74983977685001 168.62011096010002 29.110986871100003 169.38704859920003 48.96897326980001 21.089366969400004 5.1459841250500009 73.448676123850007 184.83999455315004 206.22726210890002 23.209106085000005 13.453871405300001 13.565012728250002 -0.047144999999999999 -0.093604999999999994 25.070284486400002 15.534793034950003 0.10526500000000003 0.083905000000000021 130.18547167755003 24.040556609400003 41.11191809080001 -0.13006999999999999 15.188638235750002 187.63270803470002 22.594947163200004 134.46474107450004
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 -7 -4 10 -2 -11 -12 14 20 28 17 21 29 -20 -13 22 -17 -19 25 26 -23 -28 -15 -18
right_child=2 -3 4 -5 6 7 -8 -9 -10 11 12 13 -14 15 -16 16 18 23 19 -21 -22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0031175498480648239 -0.038338314434898255 -0.042462926693180587 -0.038908719006802095 0.029456478257515722 0.027194503863160892 0.014596413655456676 -0.00030424600588974289 -0.03792492473771384 0.032113271037805431 0.024176018711975042 -0.03655651015413388 0.0039839949344048003 0.023943403759551424 0.034485311480582377 -0.04076905851793839 0.0062672467203439266 0.011110789117101852 -0.0084226594000168173 -0.03018434999363015 0.012260128029510476 -0.02777365416670791 0.029137058843860225 -0.041211615192991602 -0.031671973687897141 0.02791773108765281 0.02094339722958382 0.0038701273768944949 -0.040500430795849661 0.005984545007375333 0.029744680107894713
leaf_weight=0.63730461686645756 1.7982090538134792 0.65375194462103536 1.9715034380496939 1.5916981333866704 1.3032632027752686 1.5117116287001406 149.74633263831493 0.44767272192984808 0.20057867467403401 3.9330951374140559 0.48812442499911446 9.8588072503916901 1.6511074242589527 3.3050407394766799 2.0300709735602132 1.0581948191393125 6.4981161791365682 4.0479143904522044 2.8553100607823572 4.227558658021735 1.9326177136972535 0.9406878887384601 1.0320013011223634 4.3674530728603713 2.4787962504342431 3.4788317170459826 1.1043249741196635 1.6580201135948298 1.738533728290349 4.3092118194326758
leaf_count=43 215 179 422 18 34 71 2431 21 4 52 80 127 92 77 24 14 50 40 79 101 21 37 51 163 26 35 7 44 20 55
internal_value=0.000382138 -0.019963 0.000500689 0.0028054 -0.000485226 -0.0157764 -6.69855e-05 0.00259654 -0.0323503 0.00215068 -0.0120005 0.0030663 0.0101387 0.00160769 -0.00702981 0.0043776 0.00168946 -0.00504434 0.00927995 -0.00485047 -0.00122109 0.00601613 -0.0171747 -0.0204887 0.0110337 0.00520628 -0.00957803 -0.0227621 0.024661 0.0185407
internal_weight=222.856 1.29106 221.565 66.3837 155.181 4.13147 151.05 1.95938 2.17208 64.792 3.93744 60.8546 2.13923 56.9215 13.8215 43.1 38.0564 20.1662 17.8902 7.08287 11.7914 11.7509 2.0902 8.41537 9.66066 7.18186 3.70303 2.76235 5.04357 10.8073
internal_count=4633 222 4411 1428 2983 518 2465 92 426 1410 387 1023 172 971 172 799 702 417 285 180 148 214 65 203 149 123 88 51 97 105
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=16 15 15 18 10 22 21 5 0 14 12 23 5 5 9 6 23 13 16 19 9 19 16 6 5 22 2 2 6 21
split_gain=2.16352 2.48844 3.21775 2.94611 2.24569 3.33287 2.26702 1.99879 1.95496 2.04948 1.91961 1.88125 1.79782 2.0565 1.61352 1.58603 1.56626 1.54143 1.50046 2.1297 2.61955 1.56337 1.49264 1.44818 1.54455 1.51429 1.48682 1.42034 2.46233 2.91951
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 74.757955233350017 -0.17605999999999999 12.265872381800003 17.687678651600006 98.51854819030001 170.24900367605002 211.51213392550002 -0.20885999999999996 23.714185006400005 23.881206071300003 235.66332262790004 13.400313096150002 -0.22831499999999999 113.62230596715001 18.044957803000003 12.651020723000002 192.57902085675002 9.4507625164000029 17.684958644900004 13.665319288000001 16.222050829800004 -0.60414999999999985 85.298498744850022 203.29256851545003 11.085259005300001 20.581461612800002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 10 -10 23 16 -2 -14 -5 -8 -7 -15 19 21 -21 -11 -22 25 -25 -6 -26 28 29 -23
right_child=12 3 -4 14 8 11 15 -9 9 18 -12 -13 13 17 -16 -17 -18 -19 -20 20 22 27 -24 24 26 -27 -28 -29 -30 -31
leaf_value=0.0012131567861274097 0.0003641261585228216 0.00090403379152480051 0.0026968441866389542 -0.0023154625709867712 0.0024905983498403894 -0.0014376040534179893 -9.6986022019156974e-05 -0.0013183389690035595 -0.0023699133084972247 -0.0023469124303805832 0.0016949339799574633 -0.0020314711296768027 -0.0018492581941279914 0.0020528010069256549 0.001694477342699589 0.0023532394199599072 0.002263059174607872 -9.9764936486825033e-05 0.0020496568067530259 0.00058796133420239375 -0.0024098063174946473 -0.0023641555444634346 0.00053973557926537455 0.0015787603550764823 0.00063063677138148935 -0.0023715530307310364 -0.0010785644255505667 0.00070994871734254698 0.00028101800604760411 0.0016870663356172305
leaf_weight=1.9321532323956505 174.85825863853097 2.1793084933888149 1.9656044645234931 5.6136745215044357 0.35901075601578103 1.1531359320506456 2.2244241612497717 5.3992478414438665 1.7847124570980657 1.1261585683096189 5.8499464655760667 8.0191296107368526 2.9847627878189078 1.5892007201910008 0.49844530783593644 2.6304867463186383 0.95297304471023281 33.732071832288057 1.520566384308039 2.8848780563566816 4.6764739030040801 3.7814747882657711 0.94009637273848046 4.2927685976028434 6.9064731374382955 1.5710371579043592 3.4978872956708074 14.613004197482949 13.698094509076325 1.0333024077117441
leaf_count=24 1196 40 7 242 1 70 52 306 57 308 80 320 22 15 6 13 8 508 16 46 125 374 13 19 27 90 30 383 225 10
internal_value=0.000150263 -0.000107066 -6.9105e-06 -0.00122819 -6.54098e-05 -0.000653982 9.85034e-05 -0.000651176 0.000126197 -0.000125809 0.000642594 -0.00155964 0.000272315 -0.00014678 -0.00198845 0.00123059 0.000236874 -2.9151e-06 -3.53481e-05 -0.000109503 -0.00106638 0.000127997 -0.00191611 0.000272348 0.00050078 -0.00146714 5.6013e-05 0.000212135 -0.000180811 -0.00149472
internal_weight=314.269 101.104 92.813 8.29143 90.8474 22.3116 12.1863 7.3314 68.5359 46.0588 22.4771 10.1252 213.164 38.306 6.11212 4.85491 2.10611 35.3213 44.274 42.7535 8.50145 34.252 5.61657 16.6272 14.6971 1.93005 10.4044 33.1259 18.5129 4.81478
internal_count=4633 2892 2604 288 2597 793 395 330 1804 1557 247 398 1741 545 248 65 78 523 1500 1484 184 1300 138 167 76 91 57 992 609 384
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 5 2 20 21 13 22 7 16 20 20 16 15 20 17 10 0 15 5 2 15 0 22 21 23
split_gain=2.56646 2.3527 2.34899 2.8701 2.3061 2.26277 2.16598 1.67656 2.31485 2.17043 3.03632 2.56777 1.9204 2.55413 1.6679 1.97285 1.58942 2.775 1.47667 1.50499 1.44698 4.73452 2.72691 2.31605 2.73652 2.45687 2.10685 1.87599 3.23036 1.81958
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 23.881206071300003 185.00267682035005 49.247968080500009 6.9984086918000008 95.937628385050019 -0.15617999999999999 26.093307009050005 11.949972055800002 37.995872310650007 39.788107623550012 17.684958644900004 20.343341900300004 45.711398460000005 177.73379099395004 66.859265246100009 91.886121982450007 28.579157549250002 20.743195000100005 90.828344481500011 29.326787846200002 90.321439350550008 -0.074029999999999999 6.7841715403000018 0.091385000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 20 -7 9 12 10 -1 -11 13 18 -8 -16 17 -14 19 -9 26 -22 -23 24 25 -24 -2 28 -26 -29
right_child=5 -3 3 -5 -6 6 14 8 -10 11 -12 -13 16 -15 15 -17 -18 -19 -20 -21 21 22 23 -25 27 -27 -28 29 -30 -31
leaf_value=-0.0020020618773121191 0.0003858117051805323 -0.0016182860011075884 0.00091697695318009335 -0.0017970140135534151 0.0022662553848086155 -0.0017330788898570803 0.0010369866617931706 0.0014858912025020774 -0.0013580911936837332 0.00019154205321305877 0.0001520696067706785 -0.0016146750016730045 0.00013025969603322964 0.0010235969689872876 -0.0020488936641012549 -5.8801204780205253e-05 0.0017732091161681992 -0.002137511911577311 -0.002162182912445995 -0.0010440957973833062 -0.001800207731663018 0.0010084234239721437 0.00035505594942692858 -0.0019005962910681306 0.00057524356642341156 -0.002449944907603406 0.0012507064322228418 0.00023104493105879364 -0.0023042615745261083 0.0017039130786684544
leaf_weight=2.609679832996334 120.34794134087861 3.6629673353163517 1.9530785540118802 5.4971326915547252 1.6859882939606894 2.9634603634476653 4.7657470088452092 1.6522500703576981 2.9148666984401634 4.6578439138829708 33.289501744089648 7.7610859380220045 7.2378273705835436 20.125604703556746 1.9669504957273627 29.065140163060278 1.2900532707571972 2.7552634048042819 1.4369107023812828 1.8356751023093236 4.5507305003702632 12.595144929364322 2.0603328030556503 2.3538828780874601 4.1159638315439269 2.6277125244960189 11.403296347707508 7.4076482430100405 2.2169320993125439 5.3370015807449818
leaf_count=383 762 371 18 248 6 22 85 23 191 99 504 243 382 211 28 410 15 86 59 53 53 71 11 43 29 50 74 40 43 20
internal_value=0.000148252 -0.000105433 -4.81283e-05 -0.00108554 3.84679e-05 0.000267354 -0.000153066 -4.42545e-06 0.000290823 -0.000244254 -4.52431e-06 -0.000937235 0.000423107 0.000719831 -2.22673e-05 -0.000184942 -0.000235668 -0.000495003 -0.000521524 0.000154373 0.000360465 5.53227e-05 0.000273432 -8.09902e-05 9.92342e-05 -0.00121718 0.00046067 0.000422726 -0.000432774 0.000847829
internal_weight=314.144 100.366 96.7028 7.45021 89.2526 213.778 38.7613 87.5666 39.2485 48.3181 35.8992 12.4189 36.3336 25.0504 35.7978 31.0321 11.2831 9.99309 4.92484 3.48793 175.017 43.2653 38.7146 26.1195 23.7656 4.68805 131.751 19.0775 6.3329 12.7446
internal_count=4633 2892 2521 266 2255 1741 545 2249 1020 1229 887 342 829 346 523 438 483 468 135 76 1196 360 307 236 193 61 836 132 72 60
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=22 8 23 9 23 13 13 18 23 9 22 2 9 18 23 16 10 2 8 6 3 22 22 7 22 21 23 20 23 15
split_gain=0.417822 0.566856 0.451149 1.64591 1.35732 1.49628 1.1141 1.26837 1.05398 1.78291 1.08804 1.27184 1.25742 1.30434 1.16493 1.03218 0.991596 1.14794 0.969673 0.94399 0.776741 1.72276 0.832111 0.811135 0.7877 1.24883 2.15996 1.62704 1.5719 1.48466
threshold=0.70681500000000008 5.1459841250500009 1.0000000180025095e-35 206.78020849415003 0.079605000000000023 106.01665791610002 95.937628385050019 17.370891598500005 -0.10696499999999999 190.64005357525002 -0.24150999999999997 100.92170827030002 191.96565807215003 13.220529463200002 -0.25587999999999994 13.854967601050001 80.677940036650014 54.465024697200008 8.4434108459500017 14.865347326450001 79.47351079420001 0.059500000000000011 0.15915000000000004 25.024903008400003 -0.11534 8.1054293463000011 0.092675000000000021 40.986363433950011 0.11458500000000002 29.712811603950005
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 16 15 20 10 -10 11 -1 14 -14 -12 -6 17 -4 -15 -11 21 -8 -23 -24 25 27 -27 28 -22 -28
right_child=1 -3 4 -5 6 -7 7 -9 9 19 12 -13 13 18 -16 -17 -18 -19 -20 -21 24 22 23 -25 -26 26 29 -29 -30 -31
leaf_value=0.032459324951721893 -0.0037192906860363819 0.028285800168907926 0.037164267224308753 -0.02556986291309073 -0.034487061755276542 0.018923696597642273 -0.023309958667577416 0.018319647974907864 -0.033755055130615601 -0.010604778148720894 -0.0031474547529620313 -0.036088294756214702 -0.025546683084769505 -0.0064055495566164179 0.015867334997383596 0.0025513550507273962 0.0065364633219799342 -0.036077746736574344 0.020421016163315975 0.018434611433487708 -0.0048036098156305565 0.016659603843133655 0.0050567500505623759 -0.036088971082535809 -0.00068608886931831141 0.011333984338424211 -0.0008036179458653013 0.016832868079105636 0.023384072264275899 -0.042687924785661482
leaf_weight=0.37261541560292144 1.0993101226631545 1.3648950103670356 0.28195229172706504 3.2500255716731763 1.943730297032743 9.0889973016455752 4.7641760559054074 4.285598791204392 2.6478500604571291 3.5657005130778998 5.2767056948505369 1.4836973483616018 2.6128716608509404 4.7489106561988592 10.802592537424067 1.4420647480001205 3.7080812150379643 1.4276981212897224 2.1554113514721394 1.8816613594535736 11.456663538818249 2.7801157142966986 1.3941861904459076 0.84770683990791429 115.84614344104193 3.6037197620607904 1.6437836911063644 12.926283684326334 2.6873756954446426 2.1479798438958824
leaf_count=5 32 27 1 95 538 166 153 65 181 35 238 138 21 58 366 50 331 150 15 37 146 15 16 38 1353 41 33 223 30 36
internal_value=0.000424694 0.014008 0.000273288 -0.00297463 0.000964617 0.0106989 0.000122914 0.000510851 -0.00090883 -0.011427 0.00219275 -0.0223288 0.0039711 -0.00558504 0.0096273 -0.0187118 -0.00309942 -0.0239988 0.00196925 -0.000573813 3.41348e-05 -0.00902087 0.0045346 -0.0105013 0.000623669 0.00502601 -0.00705421 0.00832627 0.000552066 -0.0245305
internal_weight=223.539 2.46421 221.074 38.798 182.276 14.5067 167.77 164.384 35.548 8.09521 27.4528 1.85631 25.5965 9.51719 16.0793 3.3858 5.41773 1.70965 6.90432 5.44736 160.098 9.78618 5.02201 2.24189 150.312 34.4658 7.39548 27.0703 14.144 3.79176
internal_count=4633 59 4574 1189 3385 648 2737 2149 1094 253 841 143 698 94 604 588 482 151 73 72 2084 222 69 54 1862 509 110 399 176 69
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=17 18 15 12 7 9 2 16 0 2 22 18 16 22 20 20 21 5 5 5 22 20 21 4 7 22 22 2 9 6
split_gain=0.404358 1.30001 1.82537 1.13407 1.09463 2.21593 1.86408 1.09675 1.08279 1.39258 2.6411 1.05455 1.68514 0.990855 1.92857 2.76039 1.71848 1.01634 1.4231 1.36042 0.975552 1.00053 1.00766 0.974704 0.907165 0.920133 1.22058 0.878148 0.948138 1.82418
threshold=188.27285108100003 13.278511569200001 41.831907381600011 82.088033630950022 23.109894804950002 195.34352961910002 138.85176757315003 22.694946929300002 86.345209775600011 72.043920985000014 -0.085550000000000001 13.328768336950002 22.554947256700004 -0.10771499999999999 42.455548714850003 44.279556297950009 21.089366969400004 21.482549112100006 13.477720021600001 22.533652790000001 -0.23557500000000001 35.887362732750006 12.265872381800003 228.67830428740004 22.907491544400003 -0.22573999999999997 -0.088880000000000001 323.30468295165002 66.544071737050004 18.460431325050003
decision_type=2 2 2 2 2 2 2 2 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 8 -3 5 11 -7 -6 9 -2 -11 -5 24 17 -15 16 -16 18 23 -19 21 -21 -23 -1 25 -13 -27 28 -22 -30
right_child=1 3 -4 4 7 6 -8 -9 -10 10 -12 12 -14 14 15 -17 -18 19 -20 20 27 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.012142086046682744 0.03776381102790459 -0.035633668178321892 -0.014002192133514077 0.023223751454385936 0.0011769915693339043 -0.0076214824208795167 -0.064692144809186516 0.02463527297459938 0.034731476286872814 0.021133086221501299 -0.025225569468083808 0.028551076933228933 -0.045671945026150053 -0.0015593555157080495 -0.049220980909064516 0.006485221206983448 0.032884229317934804 -0.050391712942924945 0.018421823575473152 0.028281156792329044 0.028999502537582121 -0.04683096606038066 0.011413453894811689 -0.03866137888666573 0.026289724529761506 -0.044955463157905051 0.0055262637852828657 -0.043954604028203205 -0.026513373940242658 0.043438707285955412
leaf_weight=1.1874888026504806 2.5653407759964528 1.5000514478888352 3.8706356715410939 2.5021275538019818 116.32380173101774 1.9236883213743561 2.0057567749172449 3.5230480735190204 4.5727415904402724 5.4245292192790684 3.4490917080547616 0.90427957323845332 1.5923291449435053 32.8348181766778 4.8778999474307039 3.2587564590066904 0.48044517822563637 1.0305325525696378 11.010939593310466 0.61240298033226226 3.1263226883020243 1.8391878256807106 0.70496415719389904 1.4260096196812808 1.860390839865431 1.5752282193279814 1.7179687694297197 0.50028137071058143 1.9722687253961342 0.94657107442617405
leaf_count=46 34 43 80 18 2172 20 27 57 36 36 35 17 25 520 283 124 4 91 215 23 29 102 22 195 16 41 39 45 228 10
internal_value=0.000480828 0.00163384 0.0115243 0.000181816 0.000582963 -0.0103416 -0.0367528 0.00186658 0.017695 0.0108846 0.00311392 -0.000119168 -0.00775387 -0.0022403 -0.00613635 -0.0235766 -0.0418592 0.00439018 0.0118998 -0.00514298 -0.000336729 -0.0192505 -0.0306919 -0.0155779 0.00221302 -0.00845818 -0.0186206 0.0087845 0.013149 -0.00382812
internal_weight=221.12 155.311 19.8823 135.429 133.929 14.0818 3.92945 119.847 16.0117 11.439 8.87362 10.1523 7.6502 65.8089 41.4519 8.6171 5.35835 24.357 13.6244 10.7325 9.702 3.15655 2.54415 2.6135 6.05787 4.19748 3.2932 6.54544 6.04516 2.91884
internal_count=4633 2696 221 2475 2432 203 47 2229 141 105 71 156 138 1937 931 411 287 1006 456 550 459 147 124 241 113 97 80 312 267 238
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=13 21 23 12 5 13 0 5 13 22 15 22 21 21 22 15 0 14 6 9 8 13 20 16 23 23 21 22 9 10
split_gain=1.78367 1.94943 2.38711 1.51255 1.50212 2.13195 3.97564 2.94231 2.91595 2.43477 2.51583 3.75278 3.71523 2.4049 2.38491 2.24281 2.1036 1.91227 2.35097 1.91747 1.96211 1.84156 2.02364 3.68016 2.27471 2.77633 3.93619 3.16155 2.15998 1.80051
threshold=95.937628385050019 18.870920756500002 -0.098985000000000004 216.20511703005005 23.714185006400005 112.67059178900001 92.168410086200012 20.971847224900007 111.12203990580001 -0.059424999999999999 28.579157549250002 -0.074029999999999999 0.87557407920000008 11.845349650450002 -0.070854999999999987 28.298162031900002 90.321439350550008 267.17386634195003 11.545269753400001 206.50942114985003 8.4434108459500017 113.89115178020002 42.206017975500011 22.454947490600002 0.082325000000000023 0.083395000000000011 6.0799633573000014 -0.084729999999999986 192.20980299475005 69.165962322050021
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 9 29 10 11 15 -12 -11 -14 17 21 19 -19 -8 -21 -7 -23 -24 -25 -26 27 -27 -28 -2
right_child=4 -3 -4 -5 -6 16 7 -9 -10 13 12 -13 14 -15 -16 -17 -18 18 -20 20 -22 22 23 24 25 26 28 -29 -30 -31
leaf_value=-0.002391013014121258 0.00028692949877003515 0.0011027345140131053 -0.0017602307096620524 0.00045758532775031619 -0.00018874704483495659 -0.0016990244827378557 0.00032106521451586833 -0.0023334010852569219 -0.0029786700410055437 0.00075823186977150411 0.0009042661999445578 -0.0028789895782836798 -0.0021157048678685552 -0.0015219504940892322 0.00096667659489401445 0.0025516949930230993 0.001461885231395317 -0.00061938245443365588 0.0015049803005013124 -0.0024972340820142171 -7.9338129734431062e-05 0.00065787762702149122 0.002102259209366433 -0.0016778324972895611 0.0017925963376908911 2.641590511481456e-05 -0.0011735243996148163 -0.002988952988223376 0.00077695077729629113 -0.0026357176663463159
leaf_weight=1.1544693378382369 4.817151125520466 3.2475463584996751 7.741237757320051 6.6936078235739842 41.661362519254908 2.1679838672280303 12.675041873706499 2.3854997921735039 3.6244052946567535 44.023480317788199 4.2561880974099031 1.9541318910196483 8.7430429512169194 2.5869515766389659 1.5630002990365017 2.3714100918732575 10.763994984328745 3.8381365453824392 9.7227207995019835 3.2213310673832884 3.9428761512972414 74.728839386254549 3.9427987299859515 4.9838359504938117 3.9533625766634968 3.2577697820961475 3.8933884575963047 4.2108656670898226 13.058159191161392 1.4481994169764218
leaf_count=128 130 48 902 135 930 19 239 85 49 351 36 51 270 49 10 9 74 118 83 65 42 447 67 43 15 22 31 52 66 67
internal_value=0.000167207 -0.000517211 -0.000854676 3.85503e-05 0.000213616 0.000284605 5.30732e-05 0.000188886 -0.00133783 0.000249726 -9.07545e-05 0.000222467 -0.000902201 0.000631678 -0.00164824 0.000391893 0.000490591 0.000238547 0.000903721 -0.000216123 -0.00116653 0.000399039 0.000439641 2.41458e-06 -0.000245784 5.75611e-06 -0.000283514 -0.00167367 0.000328971 -0.000388623
internal_weight=296.633 18.8369 15.5893 7.84808 277.796 236.135 111.174 101.284 9.88976 98.8983 52.2879 37.7256 14.5622 46.6104 10.306 35.7715 124.961 33.4001 13.5609 19.8392 7.16421 114.197 112.029 37.3002 33.3574 28.3735 24.4202 7.46864 16.9515 6.26535
internal_count=4633 1213 1165 263 3420 2490 1654 1408 246 1323 923 607 316 400 280 556 836 547 201 346 107 762 743 296 229 186 171 74 97 197
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=20 19 20 22 9 8 13 7 19 15 14 15 15 13 17 2 15 15 16 7 10 6 21 20 23 17 22 22 22 18
split_gain=0.401422 0.511062 0.427332 1.82623 0.698861 0.552711 0.529091 1.01581 0.759254 0.581536 1.35509 1.07808 1.81756 1.33828 2.19318 2.59455 1.0391 1.19947 0.952402 1.8227 1.5115 1.5181 0.70719 0.699435 0.656444 0.649488 1.55267 1.19581 1.77722 1.59622
threshold=31.914316944300001 14.151141757350002 34.515670600900002 0.15915000000000004 118.12141086625002 6.2451263653500009 117.97223122220002 22.773029501100002 14.651182102100002 44.732387748900003 267.69469468855004 41.29990759910001 40.957632625650007 117.64961624655002 204.04920942250001 173.47633273965002 40.42701969085001 39.864684991950007 22.674946976100003 24.209421447000004 61.971648364950006 16.435384010100005 7.0919822770000005 41.067148236900003 0.18642000000000006 206.93298589035004 -0.047144999999999999 0.075080000000000022 0.20852500000000004 15.957401718700002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -11 12 16 14 15 -13 17 24 19 20 21 -12 23 -22 25 27 -27 -4 29 -29
right_child=2 -3 6 -5 -6 -7 7 -9 -10 10 18 13 -14 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.033476297917973838 -0.031539211965094495 0.0059205314555126152 0.0015297892437570399 -0.024331152032478119 0.023139604357056018 0.030484779639970282 -0.0028295269371267783 -0.03568066135609689 0.010859182985228769 -0.035994910136143095 0.0069368737308732669 0.0074161420568034349 -0.024575357319623937 0.016627740368220487 0.027602927895908982 -0.023364911458283472 0.013683514828659156 -0.01729813110813979 0.017798894974035959 -0.035350384887054512 0.0083294176527091163 -0.03734164326803957 0.010898728310013843 -0.033158802938185239 0.0096158924036800989 -0.014014298196620711 0.0038082114263655632 -0.032429824572508488 -0.00038551909454886718 0.014160719146481891
leaf_weight=0.71078506728372193 0.41392189223552023 0.51989746815524995 116.12505538594269 1.1825698509346692 3.6229160814546049 0.19169916026294231 4.7864408644381902 1.045936159789562 6.2592622172087422 1.2245028614997853 1.183401614427565 6.2178443707525748 2.7383469459600738 8.1829898431897146 2.306919937953352 4.1732627777382731 5.0746008090209207 3.6546267326921216 1.7750635500997294 1.6519440370611835 0.73956556641496696 1.7507371830288319 5.8383373972028494 0.74267614539712667 6.4765698211267582 9.4432736548187695 8.4430059982987569 3.5805332101881495 9.2144350366725103 0.82512513337132976
leaf_count=212 64 10 2515 22 53 7 105 33 57 46 5 41 35 41 32 46 39 39 24 41 13 49 46 55 90 391 165 112 201 44
internal_value=0.000365218 -0.0168332 0.000461925 0.00884268 0.0181202 -0.0119066 0.000249472 -0.00872081 0.000501459 0.000179494 -0.00556013 0.000638346 -0.000177097 0.00710439 0.000967256 -0.0049461 0.000233195 -0.000199448 -0.00283624 -0.00591256 -0.00117038 -0.0194832 0.00616951 -0.0124582 0.000206042 -0.000206767 -0.00560139 0.00053692 -0.00792829 -0.023704
internal_weight=220.096 1.23068 218.866 5.41111 4.22854 0.605621 213.454 5.83238 207.622 201.363 14.9062 186.457 165.576 20.881 12.698 10.3911 162.837 157.763 13.6817 11.9067 10.2547 2.93414 7.32058 1.48224 154.108 147.631 17.8863 129.745 13.6201 4.40566
internal_count=4633 222 4411 146 124 71 4265 138 4127 4070 279 3791 3631 160 119 87 3596 3557 233 209 168 54 114 68 3518 3428 556 2872 357 156
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=16 20 15 6 15 22 10 22 21 4 16 21 16 15 21 3 8 22 0 5 2 22 22 17 16 20 17 5 20 23
split_gain=3.30532 2.53527 2.8282 2.39214 2.35128 1.93978 1.6904 3.26055 3.91558 1.70322 2.145 1.66539 2.46792 2.45151 3.25168 1.59574 1.75479 1.6944 1.56047 2.17374 3.38602 1.71554 2.3943 2.14366 1.78602 2.30355 1.5226 1.51192 1.42065 1.37517
threshold=18.594956516900002 37.232443001650005 28.444110612900001 9.8852309668500009 28.298162031900002 0.63131000000000015 74.757955233350017 -0.17605999999999999 0.7788365504000001 195.04069921150003 11.864972254500001 9.5763142249000008 21.754949127450004 30.404760455250003 11.772995266200001 93.915907870950022 8.543332867800002 -0.085550000000000001 98.230883170350012 14.47989612135 201.25557642380002 -0.094409999999999994 -0.156745 201.39543491635001 12.644970430600003 45.044778924400006 180.67147619190004 21.950234501100002 37.500638522700008 0.093635000000000024
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 -9 -3 -11 -2 13 14 -13 16 -14 -17 29 21 -21 22 23 26 25 -23 -20 -18 -25 -8
right_child=11 2 3 -5 -6 -7 18 8 -10 10 -12 12 15 -15 -16 17 27 -19 19 20 -22 24 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012571117315209105 0.00041633523534277456 -0.0023521388397355768 0.0013771430245156598 -0.0018852312492106602 0.0024606592493902034 0.0013128929115091726 0.00088648764900055039 0.0011666373521139134 -0.0023456812389863902 -0.0015664028164655097 0.00083114794560517995 0.00096145408196876255 4.452105042642942e-05 -0.0021830743138942766 -0.0024515412863536849 -0.0024635785174631488 0.0022048209559845555 0.00016531600647521139 -0.0022837507437305183 -0.0023990343974533796 0.00033770114945029159 -0.0015747050573143011 -0.0019010007163100557 0.0022779627695291276 0.00074643289653970575 0.0014186980008720734 0.00093950265444197819 0.00054115739778968163 -0.0022193146158256231 -0.00038066191836031923
leaf_weight=8.2361493426433281 154.55165240680799 1.1052697822451616 1.1769879302009929 5.783461763523519 1.7215080079622556 4.6379835722036651 15.113138037035243 1.7509875926189105 6.5369629693450406 2.0096842083148649 8.4530465565621835 4.004098570905624 26.937540553510189 4.1138670574873686 1.7434973397757856 1.914187893271446 3.3132421225309363 2.4097200678661457 0.70655816281213457 4.2055077254772177 3.6957886889576912 3.5866912862984561 3.8193480839254326 0.354837259743363 17.888840655214153 1.6255561664002014 6.5411389496875927 8.4100070055574161 2.2038046640809625 4.9461287795566014
leaf_count=508 1300 135 21 248 7 55 162 29 295 76 110 37 157 65 53 41 14 25 44 96 42 275 220 4 167 64 134 49 156 44
internal_value=0.000153838 -0.000145621 -5.20786e-05 -0.00133358 4.60459e-05 -5.64515e-07 -7.26198e-05 -0.000605 -0.00160364 0.000110478 0.000370626 0.000307033 -1.26259e-05 -0.000953751 -7.38568e-05 0.000203285 0.000337694 -0.000998492 9.07957e-05 -0.000126411 -0.00111894 8.71194e-05 -0.000499894 4.58056e-05 0.000433357 -0.000641145 0.000625276 0.00101134 -0.00159562 0.000574039
internal_weight=313.497 106.099 97.8632 6.96045 90.9028 89.1813 84.5433 19.856 8.28795 11.568 10.4627 207.398 52.8462 9.86146 5.7476 42.9847 38.6608 4.32391 64.6873 44.6281 7.9013 36.7268 13.6257 9.80634 23.1011 5.21225 7.2477 11.7232 2.55864 20.0593
internal_count=4633 2892 2384 269 2115 2108 2053 645 324 321 186 1741 441 155 90 286 220 66 1408 1202 138 1064 558 338 506 339 178 63 160 206
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=20 20 10 21 21 21 18 3 17 6 6 5 23 23 2 16 15 23 7 22 0 15 19 23 20 9 8 16 7 7
split_gain=0.4009 0.964558 0.878154 0.828054 0.998739 0.796225 0.714322 0.982903 1.35739 1.37955 1.23384 1.45786 1.2334 1.15855 1.01658 0.958735 1.58076 0.862143 0.768949 0.97139 0.756909 0.69902 0.68827 0.643978 0.603636 0.804758 1.50641 1.7164 0.909456 1.04147
threshold=49.292797572200008 47.927946529500012 89.541786492700012 21.779899400000001 3.4893684343500007 16.464809133250004 17.327266398450003 80.785478361850011 205.28496454895003 12.255286342800002 10.715250360100002 16.316541761950003 0.089045000000000027 0.11458500000000002 199.01127796720002 17.684958644900004 23.241064975550003 -0.25843999999999995 27.797744888150003 0.12616000000000002 95.746747857800017 19.077611477100003 12.451004585100002 -0.17949499999999999 45.921757303800007 63.05903418350001 5.1459841250500009 21.074950717600004 20.714163848350005 22.093462376800005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 21 7 8 9 17 20 12 -12 -11 22 16 18 -1 -8 -20 -9 -3 -14 -6 25 -13 27 -27 -28 -30
right_child=3 5 -4 -5 23 -7 15 10 -10 13 11 24 14 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.037510055407136977 0.022697594858329388 -0.0078642101477944207 -0.026724631527660608 0.023693566344953246 0.0012608376424310015 -0.013462356103541111 0.017969626172907035 -0.035212871549273092 -0.030364083579197246 -0.036436826830428558 0.030311073633622111 0.018239320345600267 0.010055284476635689 0.0024379953118177588 0.02887281737110875 0.034713891337896957 -0.036210832267202848 0.0030334796986552131 -0.034403239509281952 0.029292946289798991 0.0034071517279202104 0.023539928993993372 -0.02258750894208858 -0.033314607445249618 -0.021200737291267865 -0.034674035677961602 0.021952665100068866 0.032658354768599157 -0.012878850539369324 0.00099486114175794944
leaf_weight=0.59099984157365248 0.59541301452554707 0.91915891916141745 1.292656966834328 0.67279955628328014 0.79605038918089155 1.0170612436486406 4.1610915334313168 1.6364175115013488 2.362645907647674 2.2135611395351584 3.2901460016146293 2.7473310544155529 1.2858155220747001 1.3134267246350644 1.1657613720744846 1.4052419662475584 0.87194302538409818 12.327518734935438 0.74640725657809504 0.39298845885787159 0.81866074679419387 4.4611276830546558 1.5103867221623657 2.1266014743014239 1.372165260487235 2.384929376392392 2.1485651483526444 0.49087013537064184 6.0432962681516065 156.07520306331571
leaf_count=38 19 54 531 17 34 32 65 91 125 97 26 57 10 28 23 17 29 393 55 7 32 61 30 244 73 531 50 5 88 1771
internal_value=0.0004075 0.000603251 0.000218705 -0.00963709 -0.0160113 0.0131452 0.00038667 1.18343e-05 -0.00712275 -0.00378378 0.000753331 0.00107086 0.0154714 -0.0219601 0.00314798 0.0102688 0.00470357 0.00117868 0.0114341 -0.0124338 -0.0223348 0.0181749 -0.00757693 -0.0238972 0.000461068 0.000636026 0.00034668 -0.0231811 0.000758577 0.00047769
internal_weight=219.236 215.045 208.648 4.19086 3.51806 6.39735 207.355 199.778 18.8082 16.4455 180.97 178.514 7.25211 3.52699 3.96196 7.57767 6.17243 12.9185 5.30049 1.1394 2.45508 5.38029 2.7962 2.92265 171.262 169.89 167.143 2.8758 164.267 162.118
internal_count=4633 4319 4172 314 297 147 3641 3468 681 556 2787 2664 89 125 63 173 156 431 127 62 123 115 40 278 2575 2502 2445 536 1909 1859
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=16 6 15 15 13 8 9 16 22 20 10 0 21 16 2 8 0 0 5 16 0 10 20 17 5 4 20 21 5 3
split_gain=1.85572 2.33879 1.93093 1.48808 1.8694 1.51117 1.58575 2.03054 2.07768 1.49838 2.8266 3.64222 3.18529 2.2932 3.18264 2.7532 2.25141 2.66296 1.95758 2.65809 2.5223 2.96414 1.85231 2.15977 3.87158 2.61952 2.46724 1.62916 1.48111 3.25547
threshold=18.594956516900002 15.635365317800002 32.548041893900006 46.055224235250002 117.97223122220002 10.441851282850001 191.20686769655003 22.834946602000002 0.11061500000000003 42.081757894750005 64.369753017350021 88.122280599850015 10.899813468900001 22.594947163200004 108.01392853780001 8.543332867800002 85.732241321850012 87.380266155850009 21.252944829650001 21.979948601300006 86.393602021950016 62.036171360100006 41.873095646600007 190.19286262750003 21.072048321250005 161.08698257945002 36.257608591500009 8.449163415300001 20.315138807500002 87.130239549750016
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 6 7 8 -6 10 11 -2 22 14 27 16 -15 -18 19 -16 21 -20 23 -12 25 26 -25 -11 29 -27
right_child=3 -3 -4 -5 5 -7 -8 -9 -10 13 12 -13 -14 15 18 -17 17 -19 20 -21 -22 -23 -24 24 -26 28 -28 -29 -30 -31
leaf_value=1.4020370215162034e-05 0.00053943109493694626 -0.0016205174297703002 -0.0020457644999593602 -0.0003589008262659027 -0.0022334728950741001 0.0012285521972155305 -0.0017756441703984471 0.0015009214375566453 0.0013524668632513917 0.001554429159769702 0.0009658979204084856 0.0019260519177940584 -0.0018043138424115404 1.4860680163003974e-05 7.4676171954708544e-05 0.00064852907197546629 -0.0026236853346897626 -0.00053935923073870949 0.00020374801796150337 -0.0022096504967263082 0.0011970691667963743 -0.002665689852702153 0.0017065420763501722 0.00031796919951593489 -0.0019526399577798074 0.0005032526824844131 -0.0028319106418329084 -0.00016829715443823738 0.0015493698020666029 -0.0012855364740100193
leaf_weight=86.881875675404444 67.044393543154001 3.5342661854811004 1.715025815181433 14.232196072116492 1.921582768671213 1.5276073962450016 3.7640212085098028 1.797849118709564 0.86624083667993534 9.3987218923866731 8.9079943317919952 7.8162921592593184 3.0656625060364595 6.5722970608621862 4.8474938459694412 6.4282756317406884 4.0526439473032934 5.1354796774685383 6.9670184028800559 3.0774565171450377 7.2086212262511244 1.6443247217684982 2.8989229798316947 1.6908958554267912 3.7043615505099288 19.947966019622989 2.0128010734915733 2.5869277492165557 3.2371839657425872 4.6329071931540957
leaf_count=2415 366 371 106 243 85 10 68 11 6 93 52 52 36 44 44 35 42 34 94 33 39 19 14 9 52 130 36 25 20 49
internal_value=0.000139926 -8.70255e-05 -2.58522e-05 0.000240943 0.000285232 -0.000529358 -0.000850974 -9.19845e-05 -0.00111924 0.000329228 0.000447692 0.00068421 9.42723e-05 7.36456e-05 0.000375075 -0.000411747 -0.000844207 -0.0014587 -3.2539e-05 -0.000812385 0.000358122 -0.000344167 0.000218024 0.000120252 -9.35957e-05 0.000124875 -0.00139386 0.0011826 0.000327079 0.000166109
internal_weight=299.119 92.1312 88.5969 206.988 192.756 9.8773 8.34969 4.58567 2.78782 182.879 124.959 74.8607 50.0987 57.9193 35.7306 22.1887 15.7604 9.18812 23.7449 7.92495 15.82 8.61134 47.033 44.1341 35.2261 31.5218 3.7037 11.9856 27.8181 24.5809
internal_count=4633 2892 2521 1741 1498 180 170 102 91 1318 816 418 398 502 347 155 120 76 229 77 152 113 362 348 296 244 45 118 199 179
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=6 0 6 17 20 0 10 21 23 8 13 6 20 0 23 0 2 4 6 22 5 23 23 20 20 22 10 6 5 5
split_gain=0.358894 1.42474 1.7693 1.29073 1.21249 1.15592 1.53142 1.77539 1.87705 1.2217 1.11322 1.03068 1.04296 0.94211 0.897964 0.860546 1.2951 1.21569 1.14038 2.76693 0.905478 0.874873 1.56383 1.18949 1.32268 1.46835 2.02625 1.58236 1.02707 0.896601
threshold=14.845346859150002 93.308316333500017 15.155354102400002 200.37850214585004 37.817254840650008 95.44832900530001 69.873026810350026 0.87557407920000008 -0.085394999999999999 8.2435668022500028 95.937628385050019 13.345311811050001 37.041406607950009 91.625341543800019 -0.25843999999999995 86.345209775600011 314.93386866815007 147.36370056065002 16.375382608200002 -0.102645 20.315138807500002 0.070640000000000022 -0.10978499999999999 43.477771593600004 41.873095646600007 -0.082654999999999992 61.982402197500001 16.435384010100005 21.191508333600002 21.950234501100002
decision_type=2 2 2 2 2 2 2 2 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 6 11 8 -8 -10 -9 -1 -13 -14 -7 16 18 -17 19 -4 -20 22 -22 24 28 26 -26 -27 -23 -30
right_child=1 3 15 -5 -6 14 7 10 9 -11 -12 12 13 -15 -16 17 -18 -19 20 -21 21 23 -24 -25 25 27 -28 -29 29 -31
leaf_value=-0.014672417492136004 0.0029594943877852939 0.022355682192951205 0.0099275928866308268 -0.0066793035249954058 -0.03526244953865508 -0.027187812664012177 0.031390607260461861 0.033779035316510719 -0.039831251383009809 0.0052259005957218168 -0.032322312407265893 0.03438133134360407 0.0068861684046584229 -0.026543849035914592 0.0015493078962924706 -0.020475860300880205 -0.039065131906003102 0.0049398972445520595 0.018038800453678224 -0.041283109901408252 -0.0033281441411716567 -0.012545677696268329 -0.039392094760354691 0.016603016375693735 0.0183501519653885 0.0044744195286907746 -0.025279850467951372 -0.038740919888157511 0.023651003618601497 0.0032587435600169752
leaf_weight=3.5746908728033331 1.4367352488916361 6.2666851561516506 2.2316119982860982 2.2983147380873561 2.4937233253149316 1.2176817378785916 1.3493714680662381 0.29451826075091947 1.2841145475395008 1.3619469869881866 5.6095237933332101 1.2604082268662731 5.8853763102088124 1.0987362843006847 62.100819643397699 2.1417398154735556 0.99359175344579753 59.242693457286805 3.0355534106492987 2.4104396146722129 6.7894197381101549 4.0322365481406477 1.6394960266770775 4.9569267762126392 2.9340110598132014 1.3426278652623276 1.9435236901044843 3.0322970713023096 2.666322601959112 21.170964894001372
leaf_count=112 10 52 46 40 52 104 14 4 32 11 411 14 124 15 1895 16 81 539 35 53 345 27 123 56 39 13 43 83 17 227
internal_value=0.00041538 0.00149013 0.000590628 0.0145645 -0.0212908 -0.00126629 -0.00786369 -0.0174794 -0.000418703 -0.01664 -0.0290249 0.000190212 0.00663441 0.00162698 0.000996663 0.00130398 -0.00154762 0.00405313 -0.000906957 -0.0166642 0.000459146 -0.000597403 -0.0103429 0.00135474 -0.000681379 -0.0115384 0.000965152 -0.0254785 0.00292308 0.00553972
internal_weight=218.096 133.059 124.494 8.565 3.93046 85.0372 21.7187 9.89948 3.99543 2.64606 5.90404 11.8192 8.24452 6.98411 63.3185 120.563 59.179 61.3844 58.1854 4.64205 53.5434 50.5078 8.42892 42.0789 37.122 9.25246 4.87753 4.37492 27.8695 23.8373
internal_count=4633 1897 1805 92 62 2736 737 472 57 43 415 265 153 139 1999 1743 1188 555 1107 99 1008 973 468 505 449 178 82 96 271 244
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=22 8 6 0 6 3 18 20 18 23 7 21 21 9 17 23 23 17 0 3 8 2 16 22 3 22 22 22 22 17
split_gain=0.364583 0.438443 0.4116 1.19302 1.48871 1.35587 2.31067 1.06187 0.985132 1.13392 1.08837 1.14434 1.83964 0.985914 1.52179 1.64702 2.44532 1.15639 0.902896 1.41494 1.37675 1.24271 1.24442 1.24009 0.901339 0.875284 1.01605 0.845606 1.2466 0.832515
threshold=0.70681500000000008 5.1459841250500009 14.845346859150002 93.308316333500017 15.155354102400002 85.589753040950015 14.329845562450002 37.817254840650008 15.105469479800002 0.092185000000000031 24.068567769550004 3.3335862513000003 4.1758245803000014 212.80230024750003 188.06121519230001 0.08376500000000002 0.083070000000000019 207.11089388870002 98.230883170350012 82.705037467000025 8.1436447804000007 73.064159960350011 18.804956025800003 -0.24023999999999998 81.93344998355002 0.05642500000000001 -0.237895 -0.16533 -0.079369999999999996 236.15709471040003
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 7 6 -5 -4 10 18 11 -1 -13 14 -12 16 17 -16 19 -10 23 -21 -23 -20 -14 26 -26 -28 -29 -25
right_child=1 -3 3 5 -6 -7 -8 -9 9 -11 13 12 24 -15 15 -17 -18 -19 20 21 -22 22 -24 29 25 -27 27 28 -30 -31
leaf_value=0.011174839122344842 -0.0023666323572537618 0.028726654152349103 0.0028476115396437866 0.031901756434344987 0.0012943397503819042 0.025048519975590405 -0.031414135859760932 -0.035703627567955441 0.023819627543372877 -0.0075534110167365005 -0.0023871012172941406 -0.074881314260572679 -0.038065208157873572 0.0023664154418019689 -0.037812840046588476 -0.040825154051088872 0.041743015135704289 0.025494702964463618 -0.036568924519598582 0.033031353971089514 -0.038815202810930614 -0.03402805385815607 0.0034818683143774693 0.0012134218199447669 -0.022478763240398672 -0.041815457964179195 0.022665596880561859 -0.03885419197376172 0.0067212908985665783 0.022371390495564518
leaf_weight=6.9660454203840372 1.0489857476204627 1.2358531504869459 1.4344362834235647 1.24472054094076 118.92554209934315 5.3601005761884153 1.7143289209343491 2.3722540969611146 6.5976411157753301 12.165125057319527 5.1943396155838872 0.47835075901821156 0.89569677342660625 4.232068456709384 2.0139725988847212 4.5732079348526895 0.89834827557206143 0.43982327915728081 0.96925536073103913 1.2896918430924413 1.0734407248673949 1.4343680999008936 4.8419405780732632 14.862644901288158 1.7897375402972073 0.61945236433530304 2.7940727118402719 0.91868605779018242 4.1106530621182165 2.7585774475010103
leaf_count=92 32 27 10 7 1741 44 41 52 47 415 96 13 55 46 107 163 4 10 169 9 58 67 30 885 143 48 34 72 37 79
internal_value=0.000397385 0.0144515 0.000246605 0.00147602 0.000597371 0.0144386 -0.00478038 -0.0211768 -0.00172021 0.00170795 -0.00610915 -0.000158315 -0.00696021 -0.0124787 -0.0172674 -0.02702 -0.00818613 -0.0264655 0.00503853 0.0118475 0.000134125 0.00140768 -0.00509053 0.00238311 -0.00404062 -0.00106233 0.00156373 0.00706385 -0.00160377 0.00452567
internal_weight=215.253 2.28484 212.969 131.051 122.732 8.31915 2.95905 3.80669 81.9171 45.9927 35.9245 18.5727 11.6066 17.3518 13.1197 7.92535 3.35214 2.4538 33.8276 14.1636 19.6639 7.566 6.27631 18.5905 11.1283 10.2326 9.61315 7.82341 5.02934 17.6212
internal_count=4633 59 4574 1895 1803 92 48 62 2679 1759 920 494 402 426 380 284 121 117 1344 153 1191 106 97 1133 389 334 286 143 109 964
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 13 17 19 2 7 15 14 15 13 17 2 6 22 4 9 16 16 17 17 20 6 13 22
split_gain=0.364715 0.651302 0.576841 0.835154 0.713697 0.748269 0.914325 0.468603 0.977055 0.613561 0.571565 1.21433 0.50763 1.177 0.962655 1.16624 2.20513 1.89358 0.894642 2.36437 1.4461 1.38026 1.25711 1.14906 1.53427 1.14214 1.12677 1.03095 1.32347 0.948431
threshold=32.724174661450007 36.370482311550013 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 117.97223122220002 189.5403704096 14.651182102100002 146.87900114440004 20.869210126600006 44.732387748900003 267.69469468855004 41.54912092575001 117.64961624655002 204.04920942250001 173.47633273965002 16.455384477450004 -0.016014999999999998 270.14719820550005 66.544071737050004 22.674946976100003 21.719949209300005 179.33099108465004 168.62011096010002 40.518963363600001 16.425383776450001 117.56896250265002 -0.08725999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 10 12 11 -9 14 -14 18 16 17 -16 27 20 22 -22 23 24 25 -20 -25 -4 29 -29
right_child=2 -3 7 -5 -6 -7 -8 8 -10 -11 -12 -13 13 -15 15 -17 -18 -19 19 -21 21 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.031822056666831175 0.019019243990287642 0.018143288530974331 0.00020512707928118656 -0.020230087238121246 0.040099886255290734 0.043389182584444817 -0.042116542960533 0.014049954997113909 -0.04463847969818649 0.012279892166972778 0.017784505898266006 -0.031329390888405563 -0.044155241018244536 -0.0035497817146364257 0.0094456124823726652 0.02167862990326079 0.036298681854492192 -0.025888325472799317 -0.041205784065407057 -0.038788801887107198 0.011802857322566506 -0.036983744757062759 -0.021485885727942904 0.022049565709083462 -0.049365268859633424 0.019921169031518714 0.0016477417759018108 0.0088334889586534401 -0.002332062532049279 0.039401880328715319
leaf_weight=1.2320513957674837 0.7846256502089084 0.53378085792064656 120.15105439015315 0.82958957349183027 1.6539156436920164 0.56071035435888905 0.62933597771916538 1.4973429122474038 0.9862063000909983 6.1584238577634087 1.3228183437604455 1.9228625865653155 1.1044181692413975 13.187225276487878 4.6933186240494269 6.594400141388177 2.0973193477839223 4.0195537828840315 0.60303812613711816 2.834186557593056 1.1471628192812193 2.9742748710559681 3.1778017953038207 5.4690117537975338 1.258007710566744 1.5788541552610693 13.172516068443654 2.8051370041212067 4.7119784727692604 2.9970816373825055
leaf_count=237 33 4 2883 16 17 3 58 36 34 57 26 42 46 233 35 36 31 44 87 172 33 77 28 32 21 108 71 26 24 83
internal_value=0.000381401 -0.0167184 0.00052456 0.0139711 0.0217903 0.00645489 -0.0081915 0.00023421 -0.0104205 0.00053831 -0.00330566 -0.0114626 0.000166684 -0.00668766 0.000710046 0.00915616 0.00151724 -0.00685517 -0.000192466 -0.00583198 -0.00265282 -0.0234045 0.000733135 0.00393074 -0.0161336 0.00302671 0.00763319 0.00119793 0.0125432 0.0246233
internal_weight=212.688 1.76583 210.922 4.45818 3.62859 1.97467 1.41396 206.464 5.72923 200.735 4.74302 3.42021 194.576 14.2916 180.285 17.4046 10.8102 8.71287 162.88 32.2149 29.3807 4.12144 25.2592 22.0814 3.4399 2.18189 18.6415 130.665 10.5142 5.80222
internal_count=4633 241 4392 127 111 94 91 4265 138 4127 104 78 4070 279 3791 146 110 79 3645 629 457 110 347 319 216 195 103 3016 133 109
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=10 18 16 17 8 7 15 21 22 21 0 6 18 19 20 9 22 9 9 22 17 9 9 18 21 20 19 7 23 6
split_gain=0.361393 0.572286 0.870577 1.44195 1.30958 0.735948 1.06679 0.905394 0.935939 0.64919 0.607216 1.28029 0.539198 0.461964 0.452998 0.434333 0.568878 0.56333 0.988882 0.739914 0.564265 1.29587 1.2578 0.862484 1.37115 2.40438 0.822764 0.643914 1.02558 0.761492
threshold=90.937096262400004 17.327266398450003 17.684958644900004 220.65822113860003 7.2443465838000014 26.756201080000004 14.882823222300003 16.464809133250004 0.063030000000000017 15.004713615700002 102.90611185915002 6.5151522255000005 16.922055371600006 10.850875481800001 48.109449608500007 223.65407503400004 -0.020814999999999997 219.46060697480002 216.07042296730003 -0.13006999999999999 208.35751021765003 200.95377551580003 209.03603029655002 15.917243450850002 6.5613067478000007 42.546237522150008 13.751109481500002 25.522455861100003 0.086955000000000018 5.1351199812500008
decision_type=2 2 2 2 2 2 2 2 2 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 10 -5 6 9 8 -7 -1 -3 -12 15 -2 -15 17 -17 18 20 -19 23 -22 26 27 -25 -26 -23 29 -29 -8
right_child=13 2 -4 4 -6 7 12 -9 -10 -11 11 -13 -14 14 -16 16 -18 19 -20 -21 21 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.039499498384044048 -0.037459675542290162 0.030997347450171686 0.038635370672842326 0.012860149807891621 -0.04046864943530732 -0.039838216692250343 -0.037746344209559184 0.020500924711886307 -0.0033312885127651428 -0.00048673218929825256 0.021550154646099769 -0.038477849749147232 0.02471778302441022 -0.03717788701068489 0.027984118804101166 0.023370858182281715 -0.0060269100648977459 0.0078705927413793824 0.017510669444532147 -0.027844053398138367 -0.041531997261807896 -0.0067462405662907544 -0.024936238269745146 0.027954236163827698 -0.043915158331823301 0.022403018153412304 0.023463614525545313 -0.0017953525768733668 -0.039701148469990649 0.000634036025804964
leaf_weight=1.4463694809237488 0.76813997192220884 2.241072488948701 1.219256520271301 1.1032589243259283 1.4327779263257978 1.9459527247017825 0.70281902502756466 0.82550819963216771 1.8583920738310551 0.96096804965054605 1.6643021269410385 0.67640506126917888 1.2588102361769404 0.22311241367424373 0.40939269121736288 2.4709014445543294 1.3935157610103477 1.2476508715189996 4.5553787536919108 2.1184157463721922 1.3923856487963329 2.5249257083050907 2.3425101693719625 3.8504625047207801 1.2633650231291542 1.7863030239823272 2.3617666056379676 3.0885905399918547 1.4059787952573968 159.97954563621897
leaf_count=175 436 23 17 28 61 165 162 26 33 33 57 55 28 111 7 40 18 17 70 44 46 30 46 83 33 27 34 52 77 2599
internal_value=0.000339813 0.000464568 0.00990978 0.00498919 -0.0172689 7.23717e-05 0.000414586 -0.014426 -0.0220049 -0.0239263 0.0173091 0.00420358 0.000717031 -0.0182863 0.00499861 0.00056007 0.01277 0.000309916 0.000580942 -0.0146062 0.000154147 -0.00903083 -0.00277092 0.000614343 0.0133584 -0.00507016 0.00785436 8.19719e-05 -0.0136529 0.000466162
internal_weight=210.518 209.118 8.33707 7.11782 2.53604 200.781 196.151 4.62985 3.80434 2.40734 4.58178 2.34071 193.743 1.40065 0.632505 192.485 3.86442 188.62 185.254 3.36607 180.699 8.62159 7.2292 172.077 6.90013 3.04967 4.88669 165.177 4.49457 160.682
internal_count=4633 4079 241 224 89 3838 3614 224 198 208 135 112 3406 554 118 3378 58 3320 3259 61 3189 156 110 3033 143 60 64 2890 129 2761
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=15 2 23 22 22 23 22 17 22 17 5 22 20 8 23 9 17 21 13 2 22 21 9 22 20 20 23 9 22 12
split_gain=0.338652 0.953209 0.655447 0.544603 0.512895 1.03073 0.500742 1.55049 0.889128 0.869979 0.767114 0.730205 0.52993 1.13034 1.43838 1.3407 1.25481 1.06572 1.29762 1.24258 1.72112 2.61525 1.76899 1.48877 1.44569 1.93909 1.67753 1.36661 1.08991 0.959611
threshold=46.723315192750007 247.02271001585004 0.086955000000000018 -0.10040499999999999 -0.63026499999999996 0.09721500000000001 -0.59238000000000002 197.02652249450003 -0.51760499999999998 190.37043331840002 12.451585980350002 -0.58319500000000002 42.123054668150012 5.1459841250500009 -0.222165 186.70853236170004 184.89106522365003 15.191342547400001 117.60660091645001 189.32640726775003 -0.064729999999999996 4.1356549245000007 212.49340169810003 -0.0025899999999999999 41.835830569250014 41.444941515100005 0.086075000000000026 206.50942114985003 -0.087660000000000002 194.34319615655002
decision_type=2 2 2 2 2 2 2 2 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 -1 7 -6 9 -8 -9 -11 13 14 29 16 -15 19 -19 24 21 22 -21 -22 25 -17 -27 -25 -23 -10
right_child=1 2 -4 -5 6 -7 8 10 12 11 -12 -13 -14 15 -16 17 -18 18 -20 20 23 28 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.066893549691084353 0.0070903942086401441 -0.028478492146175358 0.0097579946974333358 -0.04600185718181319 0.029337959884436812 -0.00043214414637674365 -0.046898186021989696 0.027763120241148014 -0.042307378331391914 0.017659384397707249 -0.046949383997317781 -0.027198486943806915 -0.0021523195948099762 -0.0024618331348353795 -0.042958620738968181 -0.00035079476821353649 0.024152538995102772 -0.041254110945782976 0.008214346731031939 -0.047519297748319062 0.033081207709192033 0.02317415292331566 0.011781138042268248 0.016668816411168241 0.01627898544614477 -0.0020639104878852157 -0.055182905705018576 -0.026326937719970783 -0.010282496006555356 0.025790146560281911
leaf_weight=0.57752979267388482 0.4291106869932263 0.98508722719270725 3.4792455893475562 1.4449622121173877 3.2478779744997146 1.2970719933509824 1.2919994867406779 0.3259599381854057 0.48432503491494605 1.2282132412947251 0.84651353536173701 1.2578444816172121 64.092918055495829 4.5323414810118257 2.0817455602846158 68.527081491542049 9.1745227879146096 2.1299838833510871 1.5828678226098416 2.7160364550072722 7.2569731477415189 5.2754607091192156 1.2615950752515344 5.2047794423997384 8.2508704855572415 1.9555785870179523 2.1237781123491004 1.6728279956732874 2.4380221499013714 1.3206629514461381
leaf_count=42 22 46 43 67 47 27 118 33 121 45 39 54 1791 49 506 814 90 39 11 98 83 50 54 62 62 22 36 66 43 53
internal_value=0.000342082 -0.00907669 0.00132084 -0.0338452 0.0006374 -0.0209077 0.000839059 0.0146125 0.000528207 -0.0193524 -0.0261785 -0.00503688 0.000919237 0.00245737 -0.0195175 0.0031456 0.0153522 0.00163001 -0.0201647 0.00238853 0.0102909 -0.00145544 -0.0287108 0.0200067 -0.000135492 -0.00200081 -0.0297185 0.00621104 0.0125994 0.00751782
internal_weight=208.494 6.33841 4.46433 1.87407 202.155 1.8746 200.281 4.42035 195.86 3.77806 1.17247 2.48606 192.082 127.989 3.88673 124.103 13.7069 110.396 3.71285 106.683 25.8257 11.6911 3.97763 14.1346 80.8573 72.6064 4.07936 6.87761 7.71348 1.80499
internal_count=4633 178 89 89 4455 69 4386 119 4267 217 72 99 4050 2259 680 1579 139 1440 50 1390 456 245 152 211 934 872 58 128 93 174
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=16 12 23 12 15 10 10 12 23 8 22 22 2 22 7 19 15 0 20 13 23 4 21 21 23 22 3 23 4 17
split_gain=1.82956 1.57651 1.74325 2.16347 1.61541 1.61881 2.81896 1.34433 1.65773 1.17336 2.90289 1.69899 2.51064 1.59162 2.64044 2.49894 2.62075 2.2483 3.20087 3.85576 4.03551 2.64051 2.41853 1.96841 1.91256 1.76038 2.40343 2.23039 1.85988 2.94522
threshold=13.534968349350001 275.08099959820004 -0.15544999999999998 293.55977308740006 18.019770707250004 83.75622459600001 74.927328095600004 183.01001782225003 0.097005000000000022 8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 -0.079369999999999996 27.797744888150003 14.351157895250003 46.055224235250002 93.501885318850015 41.444941515100005 113.98793627290001 0.078385000000000024 239.38000160390004 5.4349223666500004 13.917356790500003 0.087700000000000014 -0.083330000000000001 92.738363209800013 0.08326500000000002 161.08698257945002 182.37451917730002
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -1 8 -8 13 11 12 -11 14 25 17 24 18 19 20 -15 -22 -21 -19 -17 27 -27 -2 29 -29
right_child=9 2 3 -5 -6 -7 7 -9 -10 10 -12 -13 -14 15 -16 16 -18 23 -20 22 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0019375003763910932 -0.00026504365779787917 0.0010971808988581796 0.0010751080316698789 -0.0015310681752278973 -0.0021684462915342192 -0.0015798830959394671 -0.0021840462703214968 0.0015074352596285061 0.00085387849641951885 0.0010862521880121887 -0.0013084624041373716 0.0012917106866618328 -0.0018763449188841234 0.0007878543148337043 -0.0021873454825334414 0.001479644890465204 -0.0011454094311489174 0.00053249318702907082 -0.0012351842570151779 0.0016606512264233009 -0.0028357566094531794 0.0003558896165268675 -0.00015437129708551734 -0.0013660975235316581 0.00055800293848467966 -0.0015928938190327428 0.00014089353377196479 0.0017942012838060933 0.00043008856967257568 -0.0018532189967501108
leaf_weight=2.2766529060900229 33.045406155404635 4.8720350041985512 2.0555231723701564 3.4263819117913954 2.8055418410804114 3.7995955364604006 1.1779442719416695 3.4954511234536767 1.8821446057409046 2.2293885271064937 7.1027114712633184 4.4499192489311117 2.391398677136749 3.6661054831929558 2.0811636574508148 14.812974119558929 2.6643653120845547 45.392009794828482 9.3650165752042067 7.1492138926405442 3.8041407708078623 1.4418157255277035 5.055005353409797 2.3149303663521996 23.473450165241957 5.6405128617770952 7.5305173066444695 1.2147065352182824 75.708897071424872 3.3711510663852096
leaf_count=115 832 63 58 264 145 470 101 33 14 19 109 34 37 32 86 152 54 457 227 63 62 12 24 41 142 95 60 11 749 72
internal_value=0.000127287 -0.000383254 0.000223044 -0.000553843 -0.000789903 -0.000483726 -1.21614e-05 0.000656484 -0.000315534 0.000177182 -0.000346929 0.000405988 -0.000446982 0.0002114 5.645e-05 0.000378644 0.000780557 0.000168144 -0.000257917 0.000175498 -0.000828779 -0.00195855 0.000908866 0.000440366 0.000914585 9.33614e-05 -0.000601603 0.000174122 0.000354861 -0.000887087
internal_weight=289.696 25.7913 10.3539 5.48191 15.4373 12.6318 8.83219 6.55554 3.06009 263.905 16.1734 9.07071 4.62079 247.731 128.592 119.139 40.9508 78.1882 30.4813 21.1163 8.91206 5.24596 12.2042 47.7069 38.2864 126.511 13.171 113.34 80.2948 4.58586
internal_count=4633 1263 385 322 878 733 263 148 115 3370 199 90 56 3171 1905 1266 348 918 420 193 106 74 87 498 294 1819 155 1664 832 83
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=9 23 9 16 7 2 22 13 10 17 9 22 20 12 8 20 8 21 16 7 13 20 13 13 6 21 13 19 5 7
split_gain=0.320874 0.526229 0.496443 0.714742 0.890137 0.493622 1.07307 0.469069 0.848844 0.513603 0.562774 0.486242 0.614669 0.468151 0.516131 1.99399 0.865666 0.820336 0.598372 0.488122 0.485755 0.586725 0.565667 0.821876 2.32477 1.10735 1.08057 1.68073 1.24937 1.05293
threshold=233.77854820110002 0.089835000000000012 223.65407503400004 17.684958644900004 26.614251743050001 361.99740083035005 -0.038374999999999999 118.84598011460001 58.309968391300011 162.04221493815001 58.084576609100004 -0.13734499999999997 36.558960102350007 58.770113158150004 8.8430989333000021 40.040404835300002 8.7431769115000026 2.6652760371500004 22.764946765650006 23.756021375100005 117.76521994615001 39.955516828000007 117.69263157665002 117.61735474900001 16.515385879350003 6.4178488307500006 117.55283175385001 14.351157895250003 22.958759589950002 23.164713644150002
decision_type=2 2 2 2 2 2 2 2 2 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 7 -7 9 11 10 -1 12 -9 -11 16 -16 18 -17 20 -18 22 -22 23 26 25 29 -15 28 -28 -25
right_child=1 -3 3 -5 -6 6 -8 8 -10 13 -12 -13 -14 14 15 17 19 -19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.010379805235894206 -0.042764050779025287 0.009246424781304002 0.022783194631770108 0.021355803573991212 -0.041329076589222448 -0.040536826550422282 0.014050626725442024 0.021455738338505032 -0.041771785409316066 0.028190403102968199 -0.041202061264777691 0.017902912620412562 -0.042947960244689012 -0.00032947628295630768 0.0067261956238274185 -0.0020913390763735154 0.0041438826810014096 -0.052724912660869851 0.016486492850080428 0.02374693945308114 0.00040152363304119421 -0.037828423087897682 0.014203871020091106 -0.040442515889132731 -0.039286978261231661 0.0078454817234950344 -0.0391796808111331 0.01634985007110959 0.0033682055135668037 7.0166580498573505e-05
leaf_weight=0.48744024986080947 0.65414588776184135 0.51838260260410607 0.59342865599319228 3.6217225585132837 0.70373605750501156 1.2950011768261904 0.91267843189416353 0.34404847573023323 1.09740432043327 0.92097068298607965 0.88601905539690051 1.0875969743356102 0.6125381060410291 137.09514755221608 3.858259209431707 0.66384916193783317 3.8406116547994307 1.6782874380587598 3.3981655798852435 3.7149959690868855 1.3068831096170463 1.0984227601438759 4.2979714497923842 1.6889108759351059 2.9522731585893771 7.4359434142243117 1.5136098908260489 13.844896583585067 3.184749171603471 2.1909758988767862
leaf_count=54 61 20 12 56 46 93 40 25 57 9 299 17 34 3202 39 8 26 57 33 29 28 15 25 21 49 55 25 135 39 24
internal_value=0.000343248 -0.0197699 0.000457548 0.0125598 -0.0119989 0.000161981 -0.0179698 0.00036293 -0.0144178 0.000599773 -0.0228957 0.000266955 -0.0197844 0.000765528 0.000635176 -0.0103097 0.000996989 -0.0383735 0.000460335 0.0137825 0.000151974 -0.0170568 0.000389582 4.01345e-05 -0.00881669 -0.000867061 0.000852081 0.00958764 -0.0103389 -0.017565
internal_weight=207.499 1.17253 206.327 4.91889 1.29716 201.408 2.20768 199.2 3.14159 196.058 1.37346 2.04418 0.956587 194.685 193.764 6.2004 187.564 2.34214 180.008 7.55561 176.61 2.40531 174.204 169.907 14.2681 11.3158 155.638 18.5433 4.69836 3.87989
internal_count=4633 81 4552 114 58 4438 133 4305 133 4172 353 76 59 3819 3810 104 3706 65 3651 55 3618 43 3575 3550 149 100 3401 199 64 45
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 18 17 22 15 20 19 2 7 16 16 6 16 15 9 22 22 13 7 14 10 21 5 5 5
split_gain=2.1286 2.47174 3.35812 2.29167 1.70363 2.24868 1.69843 2.04816 1.89744 1.60967 1.5973 1.40202 1.71756 3.09922 2.03163 2.17995 1.49901 1.41793 1.69757 1.5036 2.84297 1.41015 1.39439 2.50705 1.36352 1.36323 1.99788 1.31608 1.31137 1.2833
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 -0.24150999999999997 29.171703351550004 37.232443001650005 9.4507625164000029 186.79363985910004 26.296311413900003 9.7049773055000017 17.874958200600002 4.9151148409000003 14.184966829400002 19.926260352100005 204.99169312540002 -0.076544999999999988 0.63131000000000015 108.64328150955002 23.164713644150002 366.02505068985005 67.254468591300011 12.156412995750001 23.714185006400005 23.881206071300003 17.352342178450005
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 5 6 7 8 -5 25 -3 -12 17 16 -15 24 21 -13 -19 -20 -21 -14 -1 -24 -16 26 -6 -2 -29 -11
right_child=27 10 -4 4 9 -7 -8 -9 -10 29 11 12 13 14 15 -17 -18 18 19 20 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.002462467970647181 0.00038234678580595057 -0.0012717795282861254 -0.0024267165579111303 -0.0023695310490391103 -0.0024649273835810562 -0.0024166283078818677 0.0019754225316995929 -0.0025652861943593376 0.0012721853923382551 0.0019784380272548901 -0.0023607684695580227 -0.00089352749024750511 -0.0022937011816627855 0.0012662090669522746 -0.00028261957829354371 0.0019817430790131508 0.0015886050719913932 0.0013817013725482359 0.00038973858999150513 -0.0024390126368271851 0.00018437760614375276 0.0017152849438509014 -0.0024089975144734287 0.002546607494123377 -0.002375669498842966 0.0021820437082515844 0.0019974647631176815 -0.0016075475958235792 2.466394528364701e-05 -0.002393313407453804
leaf_weight=3.3266042046016144 160.39687623549253 3.7551342986116643 4.4443381156306705 0.92676994227804854 0.91595595807302643 2.3496974883601025 1.734037580899894 1.6749337359797207 2.8219918953254823 0.46413495833985496 1.0150562263443124 7.7967601523268959 1.0045945998281265 3.0576626124093291 2.847404009080492 1.0980259347707031 13.216009544441475 4.6981701650656786 13.044881924986841 3.223994298838079 5.3685700912028533 0.74521033652126778 1.0828457257011908 0.92135728895664204 3.2499810778535903 3.8150266157463193 1.0501349883852524 2.6161110922694233 29.08969190530479 1.1115075703710315
leaf_count=188 1196 355 156 44 70 134 17 86 48 5 243 340 100 97 79 18 124 45 156 58 57 8 194 3 174 22 18 22 523 53
internal_value=0.000169416 -0.000109272 -0.000674643 -0.000323807 7.51289e-05 -0.000542259 7.30482e-05 -0.00053517 0.000371879 0.000873003 0.000125613 0.000212539 0.000256549 0.00069357 -0.00024168 -0.000882452 0.00133431 -6.63469e-05 0.000178543 -8.27004e-05 -0.000799938 -0.000586346 -0.00158586 -0.000130844 -0.00139824 0.00141225 -8.14598e-05 0.000301085 -0.000110013 -0.00110553
internal_weight=282.863 90.7608 26.6393 22.195 16.8642 9.50743 7.15773 5.4237 3.74876 7.35676 64.1215 60.3663 59.3513 25.2189 10.2531 7.19541 14.9658 34.1324 26.3356 21.6374 8.59256 1.7498 5.33081 2.0042 6.09739 5.78112 1.96609 192.103 31.7058 1.57564
internal_count=4633 2892 1038 882 497 329 195 178 92 168 1854 1499 1256 600 368 271 232 656 316 271 115 108 385 197 253 110 88 1741 545 58
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 20 18 17 22 6 6 19 6 23 6 23 19 22 16 8 15 6 10 21 13 7 7 21 15
split_gain=3.42129 2.63772 3.87591 2.41984 2.19991 2.49417 1.84123 1.75474 2.20677 1.75416 1.73807 2.00085 1.88591 3.52 2.11425 2.28606 1.81208 1.77994 1.73405 1.60996 3.83729 1.60489 1.83689 1.62597 2.52068 1.58301 3.09745 1.57307 1.57788 1.54315
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 37.232443001650005 14.365787915650001 172.68891404560003 -0.24150999999999997 13.665319288000001 13.825323026450002 12.050972309250001 11.630271739450002 0.097005000000000022 5.5651300283500005 0.093955000000000025 9.4507625164000029 -0.076544999999999988 17.684958644900004 7.6440346712000009 29.171703351550004 7.0651650764500014 67.254468591300011 12.156412995750001 108.64328150955002 23.164713644150002 26.614251743050001 3.3686516035500005 44.732387748900003
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 5 7 -3 8 9 -5 12 -12 17 14 15 -14 -13 -8 -18 20 27 23 -23 24 -6 -1 -27 -17 -29 -2
right_child=29 6 -4 4 21 -7 10 -9 -10 -11 11 16 13 -15 -16 19 18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.002201574211040766 0.00039104040415809078 -0.0010920950513468408 -0.0021731102954134162 -0.0020943273212148642 -0.0022038718549868184 -0.0021339173821916823 -0.0020762955023718617 0.001678708781753722 -0.0022736359747501829 0.00094374463858424109 0.0016264498773012246 0.00065450904349438599 -0.0020419868526706073 -0.0020497893908191286 -0.0022258232624464322 0.0016761423918471667 -0.0023983543773170471 0.00036859854205593013 0.00046224734497926141 0.0019598278898226716 -0.0021913350846888371 0.002365229287427037 -0.0021175924111693726 0.0019626449001115512 0.0018130323113636365 -0.0021214501882215121 0.0023315477979026417 0.0011349682825399297 -0.0022237995126481564 -0.00013778096265666575
leaf_weight=3.5647086282260778 184.01682759518735 4.6965464569511814 4.9865677030757061 0.93257362209260852 1.1186938472092136 2.7704852838069156 1.1912770898197802 1.8848561416380105 1.8514466243796048 3.3752806521952166 5.8765102848410633 10.598477598279713 1.4748663739301289 4.4062445061281315 1.4995261719450343 3.8663906166329962 1.6867170399054887 29.368417583871633 1.5759183489717532 2.4416620675474396 2.0273788068443537 0.48718217574059952 1.2612162395380435 4.3060221485793591 1.2969069362152366 1.3567576350178572 1.0775243341922758 1.1679028547368946 0.99662261176854361 23.979954983107746
leaf_count=188 1432 355 156 44 70 134 243 17 86 48 43 48 149 96 41 24 26 695 15 21 55 3 55 22 18 194 3 12 31 309
internal_value=0.000185282 -0.000106696 -0.000593216 -0.000281622 5.67049e-05 -0.000529383 9.53919e-05 2.32339e-05 -0.000483371 0.000286056 0.000177194 0.000667647 -2.26477e-05 -0.000528437 -3.09404e-05 0.00024391 0.000261156 0.000273292 -0.00101663 0.000564996 0.000142362 0.00080503 -0.000868477 0.00124034 -4.72444e-05 -0.00136922 -0.00015035 0.000926868 -0.000411525 0.000330073
internal_weight=311.141 103.145 30.2702 25.2837 19.2847 10.8146 72.8745 8.04416 6.1593 4.30785 68.1779 19.7376 48.4403 17.8806 13.4743 11.9748 13.8611 30.5597 3.26264 10.5 8.05829 8.47002 1.7484 6.72162 2.4156 5.99899 2.43428 6.03092 2.16453 207.997
internal_count=4633 2892 1038 882 497 329 1854 195 178 92 1499 132 1367 429 333 292 89 938 41 143 122 168 58 110 88 385 197 67 43 1741
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=16 15 15 18 10 4 17 19 12 7 16 14 23 3 6 0 10 6 9 0 8 16 21 17 17 12 15 7 7 9
split_gain=2.06375 2.62355 2.84802 2.66791 2.27148 2.98265 3.14984 1.79022 2.03876 2.3498 2.18795 2.84934 1.98169 1.72071 1.61665 1.61485 1.93714 1.9442 2.86481 1.71845 1.91157 1.59742 2.17219 1.64006 1.68167 1.55761 1.48222 1.3617 1.5229 1.95078
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 74.757955233350017 224.75522095420004 195.59800312745003 9.4507625164000029 216.20511703005005 26.296311413900003 9.7049773055000017 366.02505068985005 -0.10978499999999999 74.346621139400014 4.9151148409000003 86.09518316945001 63.452988794850008 16.375382608200002 194.03220695150003 85.931187223550012 8.543332867800002 17.874958200600002 12.156412995750001 194.75204781875001 172.68891404560003 235.88806624395002 7.0363378272500006 22.721067571950005 23.109894804950002 189.34276022045003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 21 -6 12 14 -11 -12 -9 26 25 16 17 18 -2 -19 -21 22 23 24 -7 -10 -14 -17 29 -29
right_child=15 3 -4 -5 7 6 -8 8 9 10 11 -13 13 -15 -16 27 -18 19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0018294957560967722 -0.0026496156725207714 0.00076922149342675925 0.0024701150387247683 -0.0019476516227724134 -0.0021790709287432446 -8.4573997874518996e-05 -0.0022268763289542185 -0.0021383187969657939 0.001787565422751007 0.0012061655687749231 0.00045133500986810018 -0.0021588688076754512 0.0021551198701145456 0.00012156852839923566 0.0014344751269849923 0.00091732847536077084 0.0020209461645237445 0.00016312895562146338 0.00056462237688342462 -0.0020494875864868821 0.00028665991065832081 0.0021024009330933156 0.0010188973422544472 0.0021471813127612394 -0.0022253983674619042 -0.0021230581080639434 -0.0021089904043189237 0.0007655276505272755 0.00040172315974273639 -0.00076691708173645657
leaf_weight=5.8727286618668613 2.691288727335631 1.9762064155656833 1.8508502095937718 5.4867370913852938 1.3143278927891504 3.0914524255786073 2.4664243236184111 1.8077917910995882 0.66158891818486409 3.4882504699053225 3.6571835118811578 3.1113107875862624 0.38013280928134863 37.070561483618803 12.297301731072364 17.265035409480333 1.8437126483768214 48.285809017485008 1.9027130920439956 3.1389501281082621 2.5531909689307213 1.6277920361608256 4.7080939606530592 0.69631587341427792 2.8207909429911524 1.0741647419054059 2.3751401720801368 4.9169228151440612 104.26864527352154 10.406488787382839
leaf_count=426 37 40 7 248 310 94 62 128 10 117 71 170 2 550 106 113 9 571 17 43 17 12 78 3 118 91 249 25 832 77
internal_value=0.000152379 -8.57032e-05 8.64562e-06 -0.00122822 -4.28201e-05 -0.000613662 -0.000150336 0.000137876 0.000184069 0.000645679 -8.3739e-05 -0.000748512 -8.52421e-05 7.95206e-06 0.00117881 0.000270453 -2.5664e-06 -6.6262e-05 -0.00131836 4.0303e-05 -0.00100162 0.000245326 -2.17961e-05 -0.000763211 -0.00110598 -0.00063251 -0.00152069 0.000390977 0.00031499 -0.000275192
internal_weight=295.108 97.8351 90.3722 7.46294 88.5214 21.2836 15.4109 67.2378 65.9234 24.2898 10.2567 6.76849 41.6336 39.8258 14.0331 197.273 60.4157 58.572 4.594 53.978 5.69214 12.9444 11.3167 6.60856 5.91224 1.73575 2.75527 136.857 119.592 15.3234
internal_count=4633 2892 2604 288 2597 793 367 1804 1494 565 358 241 929 801 207 1741 694 685 54 631 60 305 293 215 212 101 251 1047 934 102
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=6 0 20 20 16 21 12 3 7 13 0 10 21 23 6 8 2 2 13 0 7 18 10 16 17 7 19 10 6 8
split_gain=2.08942 3.37535 2.77003 3.53286 2.75694 2.15019 2.37147 2.49622 1.85374 1.72886 1.71364 2.4123 2.89808 2.55145 1.86986 1.82795 1.70768 1.866 1.70691 1.66331 2.70571 2.89119 3.32811 1.84351 1.55292 2.84925 3.20209 2.65136 5.20342 2.89665
threshold=14.845346859150002 86.345209775600011 41.965446242000006 43.477771593600004 21.979948601300006 3.4893684343500007 125.34039073870001 93.862138708350017 18.737592104000004 117.45067034490002 95.44832900530001 69.873026810350026 0.87557407920000008 -0.085394999999999999 13.345311811050001 8.2435668022500028 189.32640726775003 305.67240907785003 95.937628385050019 85.769879735700016 22.502236473750006 13.037923179150001 61.923256118600001 22.584947186600004 191.20566072810004 23.209106085000005 14.451165964200003 66.859265246100009 14.995350363950001 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=10 2 4 19 8 -5 7 -7 -2 -6 11 14 13 -13 -1 -15 -8 -18 -14 20 -4 -22 -23 -21 -3 26 -26 -27 -29 -30
right_child=1 24 3 5 9 6 16 -9 -10 -11 -12 12 18 15 -16 -17 17 -19 -20 23 21 22 -24 -25 25 27 -28 28 29 -31
leaf_value=-0.00086626788588906132 0.0010919681679362975 0.00093134236714966813 -0.0018102950690669925 0.0017517142247872961 0.0016615218488302563 0.0018228175478238683 -0.002197808018877995 -0.00059018055727336595 -0.0020452296858037532 0.00029618306100862707 9.5176955143899057e-05 0.0018547719418746627 0.0019502243038647374 -0.0023007747456941312 0.0005282685811596274 0.00049553070583178646 0.00063663884546999482 -0.0020666251997226064 -0.0018400546670871243 -0.0004415140500207485 0.0019765325982947063 0.0014919424085076927 -0.0021888938321276883 -0.0024727698657395223 -0.0018075683243575227 0.0007355312875225625 0.00030996023163713939 0.00084242479795967851 0.00044116177307389844 -0.0023511139369221242
leaf_weight=5.0408372669480768 0.87944121425971333 24.324057867750525 3.6279719603480824 2.6684985656756899 3.5687162978574625 3.3720033466815931 2.3151126794982702 2.7766363662667572 2.7957161086378619 42.80959085887298 83.485265561233973 1.9070891144219784 0.44419832620769639 1.6344088660553091 10.589352066395803 1.6877858508378265 2.9719741360750049 1.3053201981820164 8.449661832652053 2.4697314188815644 2.1865595299750566 1.4257802711799743 2.2483786894008517 4.4400897771120071 4.1710609626024944 49.949677515774965 6.4726082198321819 7.6345281302928907 1.9128363002091644 4.2547952374443412
leaf_count=112 50 130 126 14 32 13 92 33 272 299 1999 14 4 32 153 11 38 57 411 23 14 12 71 57 39 358 36 58 13 60
internal_value=0.000157468 0.00028332 3.67343e-07 -0.000434523 0.000276732 0.000213411 -0.000108773 0.000733143 -0.00129452 0.000401243 -4.32292e-05 -0.000431585 -0.000996123 0.000117255 7.85215e-05 -0.000880158 -0.000894014 -0.000188328 -0.00165075 -0.00104338 -0.000531177 0.000260638 -0.000760522 -0.00174675 0.000517954 0.000382795 -0.000519861 0.000533497 -0.000197659 -0.00148511
internal_weight=293.82 180.581 81.8615 31.8081 50.0535 15.4095 12.741 6.14864 3.67516 46.3783 113.239 29.7533 14.1231 5.22928 15.6302 3.32219 6.59241 4.27729 8.89386 16.3985 9.48869 5.86072 3.67416 6.90982 98.7196 74.3955 10.6437 63.7518 13.8022 6.16763
internal_count=4633 1897 1203 550 653 247 233 46 322 331 2736 737 472 57 265 43 187 95 415 303 223 97 83 80 694 564 75 489 131 73
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=10 18 16 17 8 16 7 12 9 20 0 0 21 22 21 2 5 22 5 0 10 23 10 20 23 19 20 21 23 23
split_gain=0.344003 0.509328 0.796872 1.254 1.21608 0.682053 0.928858 0.76005 0.855453 0.809608 0.673186 0.648713 1.15912 0.606291 0.706606 0.580623 0.566947 0.898939 0.820666 0.565156 1.01412 0.609152 0.587992 1.16698 1.36807 0.812737 0.740011 0.555141 1.08522 2.03577
threshold=90.937096262400004 17.327266398450003 17.684958644900004 220.65822113860003 7.2443465838000014 11.949972055800002 26.756201080000004 302.29409891075005 34.606214986650009 44.749265482150008 105.7585659356 102.65877371115 20.581461612800002 0.063030000000000017 19.318974336450001 219.56639384385002 11.926356180100003 -0.16533 13.252098438300001 100.01333091085002 78.196493182200015 0.097005000000000022 75.424692849750016 41.11191809080001 0.093955000000000025 12.551012654050002 39.065416244600009 1.0000000180025095e-35 0.083395000000000011 0.091885000000000022
decision_type=2 2 2 2 2 2 2 2 2 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 7 10 8 -1 -9 11 16 -13 14 -8 -12 17 -7 -18 22 -21 -22 27 24 25 -24 -26 28 -20 -30
right_child=-2 2 -4 4 -6 6 13 9 -10 -11 15 12 -14 -15 -16 -17 18 -19 19 20 21 -23 23 -25 26 -27 -28 -29 29 -31
leaf_value=0.014811952573506242 -0.017242772535389389 0.016134345951724072 0.037219389537614965 0.011336810511140267 -0.038807435681857703 0.007680574718186341 -0.03841273370801674 0.029227351578217067 -0.037113370024950028 -0.021080145100027543 -0.0087077124725240401 -0.037608716033062331 0.036456609974340609 -0.0021569851982259397 0.023996303977635268 0.033037108268213801 0.016989636174306717 -0.037460690803543438 0.017273698307666459 -0.039129618722058127 -0.020904523805240414 0.0098779715018571836 -0.0047245020561806315 0.023647796280200587 0.0053128940456878843 0.02509405420885736 -0.039022043477299637 -0.00011271869782418467 -0.023271961606446494 0.010961755878472217
leaf_weight=0.50451135321054552 1.3705144487175847 4.4692185578460322 1.1221852414309976 1.143925909069367 1.3160653896629808 1.0272656828747133 1.7454009164503075 0.83503300679149084 1.9657842692686243 0.78563215234316885 0.59002202237024848 1.2576729058637273 0.33956128731369961 1.8946590451814698 0.26432935427874316 1.4770722780376671 4.0320666003972283 1.2225527869304631 7.0948334826389354 1.2319827880710352 1.2955898150103169 2.185978205408901 2.2386640235781652 4.2528999412897974 0.72442001476883922 2.3930305452086031 1.3914225138723848 151.7223175886611 3.3866120794555155 6.2630955553613603
leaf_count=38 554 135 17 28 61 22 142 14 282 37 47 113 5 29 8 21 41 181 272 43 46 24 20 54 22 23 31 2174 75 74
internal_value=0.000521121 0.000636957 0.00941083 0.00490724 -0.0154898 0.000287456 0.000584457 -0.0140895 -0.0265086 0.00484034 0.00092996 0.000712641 -0.0218629 -0.016594 -0.0302044 0.0211217 0.000901962 -0.0168492 0.00111415 0.000766607 -0.0113922 -0.00157706 0.00108595 0.00905406 -0.000144218 0.0106817 -0.0238427 0.000565651 0.00671236 -0.00105273
internal_weight=211.544 210.174 8.0514 6.92921 2.45999 202.122 198.031 4.09096 2.4703 1.62067 194.127 192.06 1.59723 3.90439 2.00973 2.06709 190.463 2.24982 188.213 184.181 4.71355 3.48157 179.467 11.0004 6.74754 4.63169 2.11584 168.467 16.7445 9.64971
internal_count=4633 4079 241 224 89 3838 3467 371 320 51 3288 3220 118 179 150 68 3102 203 2899 2858 113 70 2745 150 96 43 53 2595 421 149
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=3 4 6 8 21 16 17 12 0 21 22 21 21 2 7 13 0 0 22 23 5 5 16 10 21 7 18 21 18 16
split_gain=0.329056 0.887117 1.377 1.25771 1.13623 0.981586 0.890772 0.856209 1.26069 0.801101 0.795075 1.13797 1.2342 0.737635 1.04404 1.2782 0.864181 0.638421 1.04343 1.14748 0.664536 0.93012 0.654413 0.794625 1.95523 1.84874 0.937506 1.81673 1.44369 1.60969
threshold=93.883646373400012 195.04069921150003 16.575387281250006 8.4434108459500017 0.91803327455000017 21.074950717600004 188.51582982015003 185.45355711640005 85.495657006400009 14.731151610350002 -0.059424999999999999 3.8811533507500005 11.241604453150002 319.32263744460005 19.164717746300003 117.67650082785001 85.121961326250016 85.823648898300021 -0.092084999999999986 0.089505000000000015 25.704065249550002 24.458659404000002 22.724946859200003 61.987779113750001 11.007427546000001 23.276000438150003 13.480563334700001 10.581646629650001 13.531614672700002 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=17 2 6 5 -5 -4 -2 10 9 13 11 -3 -13 14 -9 -16 -17 18 -1 -20 21 22 23 24 25 -19 27 -25 -28 -30
right_child=1 7 3 4 -6 -7 -8 8 -10 -11 -12 12 -14 -15 15 16 -18 20 19 -21 -22 -23 -24 26 -26 -27 28 -29 29 -31
leaf_value=0.02523091084816452 -0.041312659930402944 0.021995167214224429 -0.035824176096957434 0.0066525206943567772 -0.033932506328283013 0.029952760104444226 -0.0065834169445156687 0.027456200392285916 -0.039066860451977541 -0.039471828925895992 0.028431844531713185 -0.041904399802767264 0.0071571294176115807 -0.036824486691167176 -0.040536411560098434 -0.0094438976626496987 0.033134841617912567 -0.036658651423355726 0.015873346197839033 -0.014667485197724482 0.019263423017127482 -0.021026824482818722 0.023731867283527719 0.010784928643503951 0.012809391759149477 -0.0031499545784229271 -0.031609256760499492 -0.0074785278416145849 -0.00059833927289630736 0.0280537332970545
leaf_weight=3.5416297800838947 2.4248462267569288 2.1773943993030116 0.33725491678342256 1.7109992504119875 1.7763607799424788 1.9097157306969164 1.5167422518134115 2.1033530867425725 1.2332825692137701 0.58845138101605687 2.249554814770816 1.0829222779721024 1.6123308960814027 0.51150232832878817 0.9067995218210857 1.4025799562223258 1.0554056530818341 3.7170442466158402 3.2051848331466299 3.017624325118959 2.3503827429376534 2.5609083580784491 1.5253954362124194 26.643963429844007 3.7959620207548133 4.7239656187593937 1.8526038867421437 9.2774490970186871 116.27795014954609 2.5312327910214654
leaf_count=23 166 75 145 16 68 10 15 46 61 38 80 49 21 56 85 42 11 34 19 28 40 55 16 233 21 38 20 86 3002 34
internal_value=0.000469813 -0.00339243 -0.0117753 -0.000658235 -0.0140203 0.0200801 -0.0279487 0.00204272 -0.00609213 9.94962e-05 0.0109533 0.00288398 -0.0125552 0.00399368 0.0078119 -0.0044679 0.00883849 0.000983317 0.00982899 0.00106319 0.00049048 0.000235292 0.000554939 0.000345521 -0.00837774 -0.0179057 0.00102724 0.00606801 -0.000473411 1.20939e-05
internal_weight=209.621 24.5995 9.67592 5.73433 3.48736 2.24697 3.94159 14.9236 7.80137 6.56809 7.1222 4.87265 2.69525 5.97964 5.46814 3.36479 2.45799 185.021 9.76444 6.22281 175.257 172.906 170.346 168.82 12.237 8.44101 156.583 35.9214 120.662 118.809
internal_count=4633 984 420 239 84 155 181 564 339 278 225 145 70 240 184 138 53 3649 70 47 3579 3539 3484 3468 93 72 3375 319 3056 3036
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=13 23 21 12 7 18 8 18 10 2 5 22 5 13 17 0 5 3 5 0 6 13 13 17 20 16 23 5 22 23
split_gain=1.85597 2.98464 1.64295 1.99108 1.98433 1.52421 1.80522 1.47544 1.749 1.3965 1.2278 1.57242 1.29802 1.57644 3.09979 2.68804 2.55264 2.51776 1.96289 2.15408 2.10757 1.93161 2.4275 2.03082 2.54407 3.0672 2.66366 2.96184 4.33553 3.15875
threshold=95.937628385050019 0.079745000000000024 18.870920756500002 216.20511703005005 27.973342028250006 14.693728290050002 1.3489472949000001 17.327266398450003 81.573196594050017 260.77742537720002 11.926356180100003 -0.16533 23.714185006400005 112.67059178900001 205.96542837505004 96.324766355850002 13.252098438300001 80.785478361850011 20.971847224900007 91.886121982450007 14.845346859150002 113.19215266625001 113.89115178020002 212.38791228795003 42.206017975500011 22.454947490600002 0.082325000000000023 21.836296031200003 -0.101255 0.098085000000000019
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -7 8 10 -9 11 -2 13 14 16 -16 -12 -17 19 -18 -21 -15 -23 24 -24 -26 -27 28 -28 -29
right_child=7 -3 -4 4 -6 6 -8 9 -10 -11 12 -13 -14 21 15 17 18 -19 -20 20 -22 22 23 -25 25 26 27 29 -30 -31
leaf_value=-0.0019215545775742025 0.00050326493295384765 -0.0014793787569736545 0.0013375128514529629 -0.0015448442032839373 -0.0013979213599910963 -0.00099187687375320698 0.0012664680659032798 0.0015214426546272192 -0.0015294142168388789 -0.00038631308737506405 0.0014202576983746457 -0.0019785337775526067 -0.0001219441814495492 0.0014391976801918429 -0.0021242282943674646 -0.0016579985962289678 -0.0014958939351877117 0.00032807970270823302 -0.0010102381266604225 8.1725136830557648e-05 0.00084902520521900682 -0.0012190267292579537 0.00053667330395483969 0.0018054695675181159 0.0016117532690268226 -0.0015146157259387117 0.0012585794738287635 0.0012268094825405808 -0.0011130259970932638 -0.00087794576161799619
leaf_weight=2.0075808941037421 1.5350361636374148 6.0718728350475422 2.7705028876662245 1.0835677778813968 2.4113366326200767 1.5215460592880843 5.8713433775119483 5.073586029931902 2.0765919326804569 1.7658729180693624 5.5057762768119565 2.0164424547692752 39.048240737058222 5.6648972481489173 3.5518451654352239 3.1025160416029376 2.4839546228758982 7.3215886410325766 4.9277571723796418 54.102630297653377 15.787211739458142 3.3364457339048377 71.678240836597979 3.3126769363880149 3.355685523711144 4.7963583115488282 3.407530151307582 8.9125075321644527 11.556370241567494 3.3490010127425185
leaf_count=215 20 588 31 35 204 88 52 41 128 36 34 160 930 33 74 78 47 62 196 676 102 28 446 28 67 45 21 40 91 37
internal_value=0.000139567 -0.000379653 4.65845e-05 -0.000230765 8.09971e-05 0.000501712 0.000801673 0.000181734 0.00015952 0.00102888 0.000173074 -0.00090584 0.000188089 0.000244097 6.88562e-05 -0.000736038 0.000204704 -0.000263035 0.000118126 0.000194954 0.000255048 0.00038618 0.000333717 0.000380657 0.000336568 -6.88656e-05 -0.000244984 -2.13104e-05 -0.000572972 0.000651935
internal_weight=289.407 21.7378 15.6659 12.8954 10.8878 8.47646 7.39289 267.669 260.829 6.83946 258.753 3.55148 255.201 216.153 96.7833 13.9759 82.8073 10.4241 77.3016 72.3738 69.8898 119.37 113.705 110.368 107.056 35.3775 32.0218 27.2254 14.9639 12.2615
internal_count=4633 1213 625 594 379 175 140 3420 3343 77 3215 180 3035 2105 1269 214 1055 140 1021 825 778 836 803 775 747 301 234 189 112 77
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=13 0 17 0 21 6 20 21 10 20 20 0 21 3 6 0 10 21 7 18 10 7 0 23 20 16 10 20 23 0
split_gain=2.11639 2.801 3.69302 2.58546 2.00261 2.01967 1.98082 2.07751 2.10128 1.94799 2.30216 2.38624 2.00594 2.18128 1.85014 1.84466 2.00812 2.43854 1.79211 2.70122 2.87347 1.69219 2.10156 1.97199 1.59547 1.55349 4.06887 3.83003 2.40979 2.03867
threshold=109.34496908160001 95.44832900530001 191.20566072810004 86.09518316945001 11.534227923400001 13.400313096150002 48.109449608500007 3.1734339793000008 70.816675614150014 41.965446242000006 43.477771593600004 85.769879735700016 3.4893684343500007 93.82450029455002 16.545386580300001 97.886760529650019 78.196493182200015 5.1185473364500007 22.502236473750006 13.037923179150001 61.923256118600001 24.103872582350004 102.75018128760001 0.090850000000000028 44.131787411600008 19.224955043700003 66.859265246100009 36.859113051050009 0.11296500000000002 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 6 24 7 8 -1 -2 11 18 -12 -14 -15 -3 17 -17 -11 -20 -21 -18 -23 -24 -6 -5 29 -28 -29 -27
right_child=3 15 -4 25 5 -7 -8 -9 -10 10 12 -13 13 14 -16 16 21 -19 19 20 -22 22 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.0024389549501980736 0.00025555472964074822 0.000486711630460662 -0.0020400534209466989 0.0012285479715958615 0.0016433810280514272 0.0018983804821239313 0.0011929404403849633 -0.0022820987556267103 0.0014482617414763113 -0.0018524230804594815 0.0018973128885522042 -0.0027047447401397666 0.0014177773720815839 -0.0019796553374368188 0.0002251398737073568 -2.0715899905200824e-05 0.0013532054341194397 -0.0018595486306488369 0.0021921739018482948 0.0016409153468951842 -0.0024516225415406549 0.00044891990988754729 -0.00028082042608014072 -0.0022603953067134772 -0.0022658241574071251 0.00045011865225311659 0.00070777859258679956 -0.0022662529422990828 0.00064227374987676003 0.0014311284752851481
leaf_weight=0.96801495086401912 36.745271427906118 33.814596732612699 6.9823207240551701 11.701206117868422 0.76234608050435726 3.3614178011193871 1.8405571042094377 4.0474969067145139 1.8409920993726698 3.1948438473045844 2.3664584646467111 3.3997782757505766 2.479977108538149 3.5972453313879669 3.3565512370551005 7.100901222554965 4.3199832109967238 6.1309162746183574 1.9255565619096158 1.2245064843446019 2.1693256576545537 17.046998486795928 12.78500987702864 2.7983033001946742 1.2694423433858899 84.352925574406981 5.2189636901020986 6.1799490116536617 1.6456631049513815 10.914938721805809
leaf_count=62 527 276 250 78 8 31 26 270 22 119 14 50 14 72 101 116 92 168 14 12 70 263 842 247 88 603 26 87 10 75
internal_value=0.000167437 -7.35635e-05 -0.000769834 0.000307745 -0.000140386 0.000882173 -0.000774494 -0.00130263 0.000108684 -5.24459e-05 -0.000529694 -0.00119201 0.00013901 -0.000302059 -0.000915415 0.000101112 -0.000158719 -0.000872733 -0.000587969 0.000171467 -0.000975021 9.69681e-05 -6.93474e-05 -0.000636294 -0.000799054 0.000489199 0.000409325 -0.000709451 -0.00165461 0.000562514
internal_weight=285.542 105.069 21.0726 180.473 14.0903 5.39321 8.69706 6.8565 2.80901 60.4595 23.7142 11.914 11.8002 9.43377 6.9538 83.9967 50.1821 13.2318 8.51423 5.31939 3.39383 36.9503 32.6303 15.5833 2.03179 120.014 108.312 13.0446 7.82561 95.2679
internal_count=4633 2761 757 1872 507 127 380 354 84 993 466 265 201 187 173 2004 1728 284 215 96 82 1444 1352 1089 96 879 801 123 97 678
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=9 18 6 20 2 4 3 7 7 3 5 20 6 0 12 15 2 21 16 0 20 16 10 0 20 5 7 22 2 13
split_gain=0.336188 0.478261 0.695263 0.383523 0.870822 0.727641 0.593568 0.750221 0.526402 0.636366 1.2937 0.58683 0.568032 1.56855 2.22354 1.12995 1.76785 1.11398 1.06455 1.7354 1.16157 1.05142 1.96316 2.56393 2.34523 1.59886 1.40649 1.38939 1.38359 1.30106
threshold=27.033907557900005 16.115468395400004 2.7350639043000005 47.927946529500012 323.30468295165002 208.25848595475003 103.28787291370001 17.566486459500002 19.627338137150002 95.346167596350014 30.133297129900004 38.171717059500004 14.745344522600002 95.746747857800017 201.10642606785004 38.469938489650012 344.91334945730006 5.9607024329000007 16.294961895300002 97.886760529650019 41.11191809080001 19.224955043700003 66.859265246100009 90.321439350550008 39.032633164100012 17.977320987800002 23.913271136350005 0.20852500000000004 161.07012613040004 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -8 -2 12 11 -11 13 14 -10 -16 -17 -15 19 -19 -21 28 23 27 25 -24 -25 29 -14 -23
right_child=3 -3 -4 4 -6 -7 7 -9 9 10 -12 -13 21 17 15 16 -18 18 -20 20 -22 22 24 26 -26 -27 -28 -29 -30 -31
leaf_value=0.036267774701530184 0.020846437755267511 -0.037167283126498279 -0.037733963975111036 -0.022172408961364472 -0.028342489112282876 0.014879061380618274 0.01566967259127372 -0.033273365952100856 -0.028880777131383862 -0.0098716707692419019 0.018816643824213868 -0.039710558763782877 0.019577066690753982 0.0046057086179656075 0.0075241683767658697 -0.045513555104863566 0.022743409310354856 0.016895184370802039 -0.022241637803882219 -0.029691480932220782 -0.0015391003866797022 -0.021837542789887199 0.017432887804476559 0.0037540357781311686 -0.042176249216851404 -0.018348415347902144 0.038065585108245314 0.026977632269276911 -0.011679123130871206 0.0011585244358066646
leaf_weight=0.39246147657104191 1.6588758272118855 0.73976480445708148 0.28910214081406593 0.76613702648318938 0.7906677520368256 7.4847628677962348 0.57558911060914342 1.4331932290515395 6.2245607086806549 1.802361702313646 1.2484414861537514 1.6603404016350394 8.614918628940357 35.471729330005473 6.2435123584000376 1.4768551664892586 0.75031839543953527 4.4582534614019123 4.2883967615198335 2.8813724177307432 5.7700960867659887 3.3450100161135188 2.8811814300715906 2.5934607684612265 2.8429101882502437 3.7933747600764036 3.9560466632246971 2.6396654183045021 2.3672765424707896 90.684533908264711
leaf_count=9 37 221 43 13 102 205 37 374 321 48 16 167 86 1024 130 46 13 40 116 181 171 29 16 19 59 40 35 26 70 939
internal_value=0.000545841 -0.0170054 0.0048781 0.00066537 0.00795986 0.0114386 0.000335044 -0.0192494 0.000534084 0.000362162 -0.0127854 -0.0241792 0.000685975 -0.00198421 -0.0124493 -0.000374809 -0.0225183 0.000924563 -0.00658065 -0.00145769 -0.0109153 0.00214422 0.00110233 0.00255332 -0.014634 -0.00290283 0.024479 0.00106782 0.0128396 0.000340462
internal_weight=210.125 1.42133 0.681564 208.704 9.04157 8.2509 199.662 2.00878 197.653 195.995 4.71114 3.4627 191.283 67.5651 14.6952 8.47069 2.22717 52.8698 17.3981 13.1097 8.65147 123.718 112.736 103.219 9.51747 6.67456 6.54951 96.6692 10.9822 94.0295
internal_count=4633 273 52 4360 320 218 4040 411 3629 3592 231 215 3361 2042 510 189 59 1532 508 392 352 1319 1163 1048 115 56 54 994 156 968
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 15 18 17 22 13 10 19 12 7 13 21 19 15 16 14 6 5 9 22 21 16 23 15 10
split_gain=2.91366 2.34136 3.36103 2.16341 1.91172 2.40147 1.90925 1.6236 2.12863 1.67581 1.61226 1.70933 1.58417 1.92902 2.50218 2.21303 2.00586 1.91158 2.35989 1.90389 2.39659 1.87144 1.79862 1.83699 3.92614 1.51446 1.71661 1.47063 1.46739 1.4267
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 46.055224235250002 14.365787915650001 172.68891404560003 -0.24150999999999997 118.84598011460001 58.309968391300011 9.4507625164000029 216.20511703005005 26.296311413900003 98.050756475600011 21.779899400000001 12.651020723000002 24.212507723600002 9.7049773055000017 366.02505068985005 13.245309474550002 13.252098438300001 205.93480238635001 -0.047144999999999999 15.551195696050002 22.674946976100003 0.072890000000000024 29.171703351550004 67.254468591300011
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 10 8 9 -5 -2 -12 -3 15 -15 16 21 22 -19 27 -21 -14 -17 -24 -25 26 -8 -16 29 -6
right_child=6 12 -4 4 28 -7 25 -9 -10 -11 11 -13 13 14 19 17 -18 18 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013618969024790715 0.00038656257442677656 -0.0020401077567017861 -0.0021096631328459308 -0.0020336739977546755 -3.4501771760762841e-05 -0.0020922266293441215 -0.0012024123252941032 0.0016482552683242768 -0.0022206810757296096 0.00099341524355378141 0.00013140163674515718 -0.0020770792128650922 -0.0017143785362179137 0.0010550833264976814 0.0018001601604476134 0.001676308383689071 0.0017376893951298296 -0.0016286795921283074 0.00038680605090575044 0.00043391619913943548 -0.0017561281494231408 0.0010408357399574442 0.00062076826089847009 -0.0020574728582496023 0.00062082527905038412 0.0011128299037122197 0.00043899072232319285 -0.0010299439796063882 -0.00089635701160137966 0.0018925255689726304
leaf_weight=5.3014053720980945 177.04452977702022 1.2715848556545086 4.4444343883078536 0.86658113868907705 2.2421613143524146 2.6303037484176413 7.5509900888428074 1.7761792764067648 1.7507529724389312 3.0702057194430386 3.625845822505652 2.0147043175529689 6.5044725097250176 14.768792439601386 2.479463123832828 3.3601704877801266 0.88018317893147457 4.5754456239519623 4.0444590371334925 3.535936930187745 3.8646159484633245 1.0593875003978608 12.64953530393541 3.5845055188983688 4.6417166478931877 2.0408124262467018 3.421328847296536 0.93414527736604203 1.5726930156815795 3.8707809746265411
leaf_count=385 1359 310 156 44 88 134 188 17 86 48 78 61 542 229 29 25 8 122 54 72 193 13 76 63 30 13 42 88 58 22
internal_value=0.00016924 -0.000105678 -0.000578865 -0.000284098 3.72721e-05 -0.00051276 0.000303652 4.38626e-05 -0.000457178 0.00032708 0.000354329 -0.000657428 8.54276e-05 0.000125839 0.00054064 -0.000131108 -0.00100888 9.44816e-05 -0.000683014 -0.000161931 -0.000709739 -0.00132849 0.000371011 0.000160909 -0.00054622 -0.000407772 -0.000690599 0.00102569 0.000759664 0.00118571
internal_weight=291.378 95.6799 27.5255 23.0811 17.7797 10.094 195.698 7.46372 5.68754 3.93679 182.685 5.64055 68.1544 66.8828 25.583 41.2999 8.44404 32.8558 8.6199 10.8142 7.40055 7.56386 24.2359 20.8758 8.22622 13.0131 10.9723 3.41361 7.68564 6.11294
internal_count=4633 2892 1038 882 497 329 1741 195 178 92 1498 139 1854 1544 611 933 563 370 176 382 265 555 194 169 93 243 230 117 168 110
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=15 2 23 5 22 22 20 22 17 22 16 23 15 20 5 13 16 0 20 21 5 22 8 17 23 23 20 15 6 23
split_gain=0.327813 0.890308 0.591222 0.497798 0.444736 0.902511 0.412784 0.384424 1.42187 0.853098 1.22244 0.89119 0.676073 0.479089 1.27464 0.940839 2.58141 1.73014 1.01457 1.02662 1.06695 1.65115 0.986281 1.07202 0.980351 0.937507 1.53568 1.86151 1.43095 1.3734
threshold=46.723315192750007 247.02271001585004 0.086955000000000018 28.006145904900002 -0.63026499999999996 -0.69416999999999995 42.409092016550012 -0.59238000000000002 197.02652249450003 -0.54488499999999995 20.079953044350003 -0.061414999999999997 19.077611477100003 42.206017975500011 10.36813655115 113.98793627290001 20.834951278800002 87.261973998100004 41.873095646600007 14.202008575100001 21.363989181350004 -0.087660000000000002 8.543332867800002 189.44392401325004 0.081235000000000016 0.087700000000000014 43.663128814500006 39.203018015350004 7.6151779274000004 0.087475000000000011
decision_type=2 2 2 2 2 2 2 2 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 -1 -4 8 -6 10 11 -9 -10 14 -11 16 18 -17 19 20 -16 22 23 -22 -19 29 -27 28 -28 -15
right_child=1 2 6 -5 7 -7 -8 9 12 13 -12 -13 -14 25 15 17 -18 24 -20 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.013923602701422514 -0.038678407254602823 -0.023303291928830197 -0.003868900919446925 0.0065347389311346989 0.0233477156728445 -0.036827118172250359 0.020483618416977066 0.026104292412409025 0.020399236232468899 -0.035963411915703056 0.022489073271108349 -0.039209219799936024 -0.039933960810621512 0.00011993432800052146 0.0019282566811816757 0.0025335899174960342 -0.035578371973007158 0.034604089308663502 0.018948759503321543 -0.026333483345363971 0.0044856498277630929 -0.046874920439520261 0.036690652517762032 -0.068797663208684426 0.011704316398968585 -0.012819154215003431 0.02017152427191227 0.037548478552958682 -0.025505913530110787 0.029385579459171782
leaf_weight=0.73011385323479761 1.3792518486734469 0.98155999637674529 1.8220248504076155 0.39150755666196335 3.2227571452385737 1.0997699416475359 1.6710480286274103 0.30128795700147826 0.3258851889404466 1.0836514744369186 0.71188034629449237 1.9868684917455528 0.8123907201224938 40.548910645506112 50.635341497370973 51.541018773947144 2.5265593193471423 2.9684445746242991 3.6765875984565346 1.8268350765574712 0.89540065138135128 1.4660406805633091 0.69418920204043377 0.34678852465003729 11.077526837587355 16.442002869036518 1.4882474202167935 1.8641449213027952 2.030841477739159 2.1127054020762435
leaf_count=19 83 46 25 6 47 50 18 7 33 423 6 163 39 1330 809 607 29 46 77 49 82 76 7 9 101 255 39 8 125 19
internal_value=0.000542486 -0.0074427 0.00096238 -0.028682 0.000788862 -0.0165779 0.00778108 0.000947293 0.011339 0.000716341 -0.0180095 -0.0306092 -0.0226607 0.00100708 0.0022542 0.00257863 -0.000544327 0.00553401 0.000942301 -0.000242749 0.000639291 -0.0185433 0.0029067 -0.0159732 0.0165439 -0.00148261 -0.00744803 0.00895699 -0.0061886 0.00156924
internal_weight=208.662 6.24539 4.47463 1.77076 202.416 1.82988 3.49307 200.586 4.36103 196.225 3.00004 2.28816 1.13828 193.225 128.738 127.655 62.0677 65.587 59.5412 55.8646 54.0378 3.40242 1.93638 1.24219 14.046 64.4869 21.8252 5.38323 3.51909 42.6616
internal_count=4633 178 89 89 4455 69 43 4386 119 4267 176 170 72 4091 2315 1892 1138 754 1109 1032 983 174 98 91 147 1776 427 172 164 1349
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 16 16 4 20 8 23 16 7 21 18 2 5 15 21 16 21 20 7 2 20 20 20 3 17 6
split_gain=2.24065 2.30479 2.56514 2.47082 2.29426 1.87041 2.29451 2.03499 2.1344 2.69208 1.79875 1.76307 1.75748 1.6261 1.61322 1.56669 1.99308 1.46793 1.51317 1.89994 1.30304 1.33933 1.28919 1.22226 1.21429 1.16985 1.12177 1.08204 1.07663 1.09549
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 15.839962959300001 13.534968349350001 177.83314668290004 41.289992964000007 7.2443465838000014 0.076130000000000017 17.154959884200004 29.808425272250002 3.1113400544000003 13.845746551550002 186.79363985910004 10.726864994700001 46.055224235250002 15.294585115650001 22.674946976100003 6.9984086918000008 42.477827694800006 25.024903008400003 312.25197865035005 39.198779702000003 38.171717059500004 41.772405911750006 93.292185584700022 168.62011096010002 5.1351199812500008
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 6 10 -7 11 28 14 -9 -5 22 -6 20 -17 -2 19 27 -8 25 -12 -1 -15 -22 -21 -19 -10 -30
right_child=17 3 -4 12 5 7 15 8 9 -11 13 -13 -14 24 -16 16 -18 18 -20 26 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0014975934955305989 0.00032611251094195382 0.00071295988026273867 0.0022903851447730146 -0.002056346273733215 -0.002041274663784265 -0.002220829977711902 0.00043920055144542215 -0.0012280418915328593 -0.0021133206399282542 -0.0021291447069555569 0.00087407817219047057 0.0010186983943083919 0.0020224899352425467 0.00064851127769536122 0.00042097219357045397 -0.00093647548304574282 0.0013008005107189703 -0.00054987520430836983 0.00087227943507265141 -0.00077159045659430507 0.00016736916387605214 0.00037639556202908046 -0.001403794572758739 0.0013513929457415203 -0.0019357975215798871 -0.0024317231830506187 0.0015182670317875205 -0.0021169837141274722 -0.001965933927936485 0.0006650486879561197
leaf_weight=5.2272058116068356 182.69582761381753 2.0504912291653445 1.7803080081939686 5.1614899509586394 1.0739545444957936 2.1762458703597103 19.924459581263367 1.6528082173317695 0.78639297466724922 3.7067855624482036 2.4814751403173418 5.7761616935022175 0.42032659257529292 0.7771879348438232 11.077574846567584 1.6730712994467456 11.783506314270197 3.3405451178550702 2.8646608931012443 1.4194863568991425 0.97206496167927925 2.5775492419488728 1.4473752934136426 0.61974491554428812 4.8039817770477384 1.8494552876800296 1.7669890164397655 3.1495230488944799 0.67494056827854354 4.2418980514630675
leaf_count=456 1498 40 7 244 75 100 195 26 118 92 26 120 4 20 256 85 105 40 21 19 12 37 154 33 457 42 22 141 113 75
internal_value=0.000165089 -7.70004e-05 1.15816e-05 -0.00108772 -3.59774e-05 4.93563e-05 0.000214427 -0.000475336 -0.000249751 -0.000856534 -0.000285631 0.00051884 -0.0017492 -0.000910443 0.000203358 0.000493747 0.00102264 0.000282535 -0.000352286 -0.000714808 0.000212701 -0.000623161 3.49175e-05 -0.00119562 -0.00157593 -0.00153629 0.000498199 -0.00131037 -2.94079e-05 0.00030389
internal_weight=289.953 94.7165 87.0841 7.63231 85.3038 79.4569 60.4417 19.0152 16.839 9.41002 21.6615 7.42897 5.58182 9.51002 12.1515 38.7801 13.4566 195.237 12.5412 9.67654 25.3235 5.39907 3.92885 5.84695 5.58117 2.82152 3.18648 6.49007 5.70323 4.91684
internal_count=4633 2892 2604 288 2597 2108 1464 644 544 398 988 146 248 657 331 476 190 1741 243 222 286 91 180 489 477 54 41 181 306 188
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=6 5 0 10 23 21 6 19 6 5 19 7 23 6 5 18 7 16 7 7 18 21 20 0 15 22 21 18 6 6
split_gain=1.62265 2.42201 1.95794 1.79919 2.78014 2.18487 1.9212 1.4145 1.35823 1.66554 1.35022 1.32782 1.2768 2.85469 1.57093 2.15901 1.54409 1.31605 1.25807 1.19444 1.82673 1.55913 1.17618 2.01844 1.90639 1.50952 1.52417 1.3829 1.30135 1.53213
threshold=14.845346859150002 23.714185006400005 95.44832900530001 69.873026810350026 -0.089139999999999997 0.87557407920000008 13.345311811050001 9.4507625164000029 14.745344522600002 18.428229854150004 11.950964240300001 19.773504439000003 0.091885000000000022 16.405383309150004 28.543718473100004 13.344136431100003 23.209106085000005 22.634947069650003 23.276000438150003 21.833224794850004 11.890615410500002 16.639784844150004 40.722669576350008 103.37390357390002 19.314972497650004 -0.122095 7.1419463046500011 15.957401718700002 13.665319288000001 13.915325129350002
decision_type=2 2 2 2 2 2 2 2 2 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 11 -4 -6 -10 -7 -1 14 -14 15 -3 -17 -18 -15 20 21 -16 23 24 27 -26 -27 -9 -24 -30
right_child=1 12 7 4 8 10 -8 22 9 -11 -12 -13 13 18 19 16 17 -19 -20 -21 -22 -23 28 -25 25 26 -28 -29 29 -31
leaf_value=0.0012828189009440147 0.0004382902306346348 -0.0022663574138212096 -0.0023858791237169373 0.0021589301592592762 -0.0024365922297331453 0.0011076593849475866 0.00054457880817450214 -0.00071011958097094144 0.00062708586713949507 -0.0025093234512224144 -0.0028529375945930326 -0.0017324840650144026 -0.0022084517670091994 1.1229880851391163e-05 0.0012062838262476075 0.0015527320258135653 -0.0019871016582656306 5.799926703603071e-05 0.0013166642949492822 0.0023405026663496226 -0.0018957106549200133 -0.0025699336097242589 0.00015853591295068999 -0.0018377638801297942 -0.0013123211627170232 0.00029125005901724016 -0.0013807148786995423 0.0017651554804312868 0.0016490179540432938 6.084052283218007e-05
leaf_weight=0.8892496638000037 131.42283064150251 4.6771456230198982 1.1003474754979823 1.8843525778502237 6.031271922285665 0.70860043843276788 9.7425837232731265 1.4894788886886114 2.0101153412833814 1.4447604385204611 1.0766583010554311 3.9268734275829047 2.0673809172585633 8.3260634071193618 3.7477230570511884 1.6600058212643487 2.8404698274098337 3.471406189724803 6.5472417455166569 1.1228105123154817 2.0339962355792522 0.63477191235870112 31.434627774811815 3.1861156956729237 5.2107773888856199 17.348482451634485 3.2073496207594863 4.5243332289392129 7.4695803336799127 5.0576963163912296
leaf_count=8 992 338 318 14 345 23 153 29 14 45 31 104 33 98 127 20 66 41 31 11 116 24 811 383 90 154 69 50 50 45
internal_value=0.000159801 0.000296323 -5.37709e-05 -0.000564184 -0.00116141 0.000485456 -2.45142e-05 0.000122988 -0.00179848 -0.000684498 -0.00128091 -0.00117574 -0.00020619 0.000244873 -0.000584691 -0.00106455 -0.000359441 -0.000862337 0.000585883 0.000220388 -0.000150608 0.000659327 0.000157965 -0.00014702 2.24837e-05 -0.000241161 3.03715e-05 0.00115209 0.000400545 0.00100782
internal_weight=276.295 168.552 107.743 27.7145 13.1558 3.66961 14.5587 80.0288 9.48615 3.45488 1.78526 4.81612 37.129 16.9407 20.1883 12.649 7.97188 6.31188 14.8733 7.5393 6.41649 4.38249 78.9284 34.9665 31.7804 25.7666 20.5558 6.01381 43.9619 12.5273
internal_count=4633 1897 2736 737 472 68 265 1999 404 59 54 112 905 162 743 465 127 107 129 278 267 151 1681 775 392 313 223 79 906 95
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=17 9 6 21 18 20 20 23 6 7 22 22 17 20 0 9 9 5 21 16 19 22 6 20 3 5 16 5 7 18
split_gain=0.354016 0.348918 0.828636 1.0101 0.689779 0.526285 0.755397 1.06453 0.806678 0.571851 0.47521 0.503438 0.853106 0.422862 1.15689 1.21489 1.81743 1.49393 1.39877 1.50487 2.03484 1.18977 1.53609 1.99063 1.52273 0.975237 2.00752 1.5542 0.961664 2.0654
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 2.7200266080500004 17.370891598500005 47.927946529500012 49.292797572200008 -0.17949499999999999 10.510245570250001 19.164717746300003 0.70681500000000008 0.36215000000000008 196.58703564235003 42.081757894750005 86.208098410950015 201.65416293750005 192.39832633775004 21.990725385850002 4.6112647835500011 22.664946999500003 12.651020723000002 -0.11692 16.375382608200002 43.847983878700006 98.513171274050009 21.252944829650001 20.804951349000003 22.327062271350005 22.502236473750006 13.037923179150001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 8 -8 -7 -10 11 13 -13 -3 21 16 17 -16 19 20 -17 24 -23 28 -15 26 -20 -27 -24 -30
right_child=1 5 3 -5 -6 6 7 -9 9 -11 -12 12 -14 14 15 18 -18 -19 25 -21 -22 22 23 -25 -26 27 -28 -29 29 -31
leaf_value=-0.026470978445975055 0.020329959307284887 0.00173871676301562 0.0095869836757822673 -0.039948227363230032 -0.038615043328152618 0.035902679783120506 0.019534356122115328 -0.042600986237033248 0.015881518454330588 -0.021118990272998048 0.01855142963126731 -0.047169074946030724 0.02578146574794624 0.023730088520373633 0.0018580139594944036 0.031630168233826188 0.018656892570061548 -0.041577852964523355 -0.0009161154774890006 0.023318859598123805 -0.040359762914751872 -0.043620776726347309 -0.043254437682701832 0.014275346824201141 -0.04001214628872813 0.034009890149874662 -0.052798201080580837 -0.0036807426093946865 0.029656017951871387 -0.025900684734240099
leaf_weight=0.68601422954816271 1.5395008964987926 133.71114478727395 0.88498547489143708 1.7534291959600521 0.34769486948061956 2.1694676848128429 0.78784674918279052 0.78790256666252367 2.1448117448017006 0.82684064377099264 2.0851509044878176 0.76120276714209356 0.32759629350039177 2.4843126338673787 8.6982110406388546 0.65351848502178 10.631810168910304 1.3004388886038203 10.369377972965596 0.89793007075786579 3.9606720739975572 2.3332718079909673 1.9962823953828754 3.3625982966623269 0.68255429033888493 2.6922497805207959 1.1875747367739666 3.7269026592839509 1.2633285073097793 3.9304736715275794
leaf_count=250 91 2197 93 228 163 24 13 41 46 24 47 43 26 33 293 21 151 36 191 8 148 55 96 58 76 16 15 34 16 100
internal_value=0.000637393 0.000726672 -0.00965401 -0.023333 0.00947 0.000957217 0.0113617 -0.0115344 0.0183794 0.0055864 0.000602569 0.000410612 -0.0252198 0.000554547 -0.00207688 0.00108458 0.00777726 -0.00379132 -0.00479381 -0.0214513 -0.0301637 -0.0107657 -0.015867 -0.00973046 0.00999174 0.000313972 -0.00624744 0.012127 -0.0209573 -0.0123872
internal_weight=208.985 208.299 4.52561 2.63841 1.8872 203.773 6.71687 1.57575 5.14112 2.97165 197.057 194.971 1.0888 193.883 60.1715 44.1187 20.6305 9.99865 23.4882 5.51212 4.61419 16.0528 12.886 10.5527 3.16687 17.9761 11.557 6.41915 7.19008 5.1938
internal_count=4633 4383 575 321 254 3808 148 54 94 70 3660 3613 69 3544 1347 913 480 329 433 177 169 434 325 270 109 256 206 50 212 116
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 2 22 8 20 6 20 19 16 20 17 23 16 13 22 6 6 22 20 16 16 20 4 2
split_gain=0.336752 0.540715 0.503151 0.792377 0.651614 0.650264 0.80567 0.394768 0.364878 1.81195 1.16039 1.54975 2.22092 1.65724 1.47018 1.81223 1.40469 1.24642 1.1265 1.0558 1.2802 2.70419 1.54634 1.57128 1.55938 1.28378 1.1066 1.02122 1.01323 1.53114
threshold=32.724174661450007 36.370482311550013 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 56.799426908350007 -0.064729999999999996 8.9430209551500024 39.788107623550012 15.785368822600002 37.892416320650007 14.251149826300002 15.124964631250002 35.374259656300005 193.82504409230003 0.096095000000000028 22.664946999500003 117.76521994615001 -0.053874999999999999 14.865347326450001 16.445384243750002 -0.043559999999999995 41.362929270750008 22.624947093000003 22.644947046300004 40.467253020850002 244.71629622840001 120.31044416595002
decision_type=2 2 2 2 2 2 2 2 2 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 10 19 11 14 13 -13 17 -16 -17 -4 -14 20 21 -10 26 -24 -25 -26 -22 -28 29 -18
right_child=2 -3 8 -5 -6 -7 -8 -9 9 -11 -12 12 18 -15 15 16 28 -19 -20 -21 22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=0.0071473711132758848 0.018859368837359881 0.016387203912974858 0.020094365684733349 -0.020476297429131804 0.041340852944625812 0.044336818733047019 -0.042870513042600568 -0.045230700756620681 -0.026328415433592718 -0.025183399440463786 0.0010004858603957793 -0.0140499752533373 0.0032524998929888103 0.039608730539096193 0.013960982560863226 -0.054490137597747255 -0.027872478524484545 -0.041298034597737468 -0.031785797125646977 0.029831468722345371 0.0023151898891650086 0.026919077221686884 -0.044081727799410886 0.0054973535161637783 -0.049272501619161205 -0.00062863622283331855 0.00049374969945268764 0.041488381115585192 -0.044947667442711225 0.019987740021775183
leaf_weight=0.29885214113164582 0.75830493372632124 0.52059541642665852 2.3809229277685549 0.82031994446879242 1.5489867851138113 0.51349567342549551 0.57300140504958108 0.86518459802027792 1.8288072485593128 3.4786980542121446 97.991531192848925 1.2456519671832191 3.0391058585373685 3.0989149212837219 1.6397437234409142 2.729801193578167 2.8622670123586431 0.64982428993971542 2.6528877494856715 2.3341114688664666 47.831656546666636 7.5523998700082302 1.9396483502932813 6.7071805810555798 1.8483020410640167 1.5314463509712366 1.6209535598754876 2.2265280727297068 1.8866739092627538 1.6135563282296059
leaf_count=8 33 4 147 16 17 3 58 229 52 88 2181 76 49 25 12 57 72 65 32 23 933 56 15 75 143 23 17 31 81 12
internal_value=0.00059718 -0.0168973 0.000741011 0.0141768 0.0225528 0.00677745 -0.0077095 -0.0317833 0.000458887 0.0025403 -0.000889512 -0.0086714 0.0030691 0.024224 -0.0172332 -0.0240573 -0.0309136 0.00693119 -0.0130779 0.00381902 0.00298828 0.0165388 0.000992851 -0.0116961 -0.00546861 -0.0272308 0.00394578 0.0242172 -0.0207982 -0.0106186
internal_weight=206.589 1.68463 204.905 4.21411 3.39379 1.8448 1.33131 1.16404 200.691 78.8997 121.791 23.7993 10.0366 4.34457 13.7628 10.732 9.0923 3.03075 5.69199 75.421 73.0869 9.38121 63.7057 12.0266 10.0869 3.37975 51.6791 3.84748 6.3625 4.47582
internal_count=4633 241 4392 127 111 94 91 237 4265 1456 2809 628 182 101 446 234 222 212 81 1368 1345 108 1237 256 241 166 981 48 165 84
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=16 23 23 18 10 19 15 23 6 6 16 21 20 19 22 17 2 21 10 3 8 12 6 2 13 13 16 3 5 13
split_gain=0.322732 0.955379 0.882444 0.813721 0.808225 0.613499 0.806795 0.745855 0.733241 1.56323 0.842236 0.805431 1.06896 1.02392 2.2338 0.876726 1.55785 0.802938 0.79907 2.03259 1.50789 1.04796 1.27737 1.17741 0.940938 1.14623 1.03739 1.73811 1.44241 1.3876
threshold=13.534968349350001 0.076130000000000017 0.093635000000000024 13.845746551550002 83.602982482550019 11.950964240300001 19.935988437250003 0.077990000000000018 13.665319288000001 13.825323026450002 15.839962959300001 13.917356790500003 47.309807198350008 13.351077205700003 0.067985000000000018 213.19841255780003 186.79363985910004 12.315862460400002 71.053259929650025 83.613736315050019 7.943800736700001 171.52228777160002 13.955326063950002 109.80045057370002 108.79383516485002 109.34496908160001 19.224955043700003 87.399085362750014 26.429611911700004 109.64607639220002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 7 -2 11 10 -10 12 13 14 17 16 -15 -7 24 21 -21 23 -23 -20 -11 -26 27 -27 -29 -28
right_child=5 2 4 -5 -6 8 -8 -9 9 18 -12 -13 -14 15 -16 -17 -18 -19 19 20 -22 22 -24 -25 25 26 29 28 -30 -31
leaf_value=-0.039093651415532553 -0.0054847397491544743 -0.030610911683342366 0.0088430827514462945 0.0073808509730501487 -0.03971114103285997 -0.036429688880029225 -0.0010440413218461811 0.029990063414074484 0.032951886538679268 0.021650278080603731 0.0056463083273651819 -0.027426612957766414 0.019244633178946539 0.007020556391092652 0.010211259553319363 0.016573606618526616 -0.04408892100869622 0.015784762714827091 -0.0031641874613563643 0.013409540404724602 -0.040962660193826467 0.00886880700408791 -0.045165505262061409 0.021281018261594627 -0.028627651070271359 0.023073338876338403 -0.031258102220138959 -0.052097895168469875 0.0083552968415183827 0.0010823140404996681
leaf_weight=0.58032581821316664 1.1076068729162196 3.0416284864513727 2.2793735775630926 6.951034551304474 0.61995871443286876 4.6287581141514291 4.4023455701535568 3.5215083146467805 3.2623916789889327 3.2434370868140823 3.16296630166471 2.2869183258735566 2.4915347988717249 2.6121932235546415 2.8027707906148862 3.4514916208572686 1.2553063081577418 0.46034056972712267 9.7374055078253203 0.92163186147808929 3.4010326166171581 1.0731059722602361 1.4795460021123288 3.9324651199858627 1.8193404730409373 6.9981049466878158 1.916675894986837 0.8924696622998457 1.5113161478366235 118.38901677716058
leaf_count=84 97 630 53 352 144 255 66 54 38 124 28 141 75 28 90 74 34 13 69 22 194 20 35 22 93 67 29 78 244 1380
internal_value=0.000521987 -0.00511806 -0.0164232 0.00379978 -0.00153917 0.000920308 0.010512 0.021502 0.000443627 0.0012856 0.0195104 -0.00636911 -0.00364876 -0.00739869 -0.0168196 0.00275962 -0.00956847 -0.0317066 0.000531651 -0.00639508 -0.02937 -0.000273163 -0.0224501 0.00386806 0.0015876 0.00109286 0.00150973 0.0135719 -0.0140896 0.000567076
internal_weight=204.234 13.4723 5.94096 7.53136 2.89933 190.762 9.03146 4.62912 181.73 161.741 6.42536 19.9893 17.7024 15.2109 7.89187 7.31899 3.8675 5.0891 155.316 20.5452 4.32266 16.2225 2.55265 13.6699 134.77 131.527 129.708 9.40189 2.40379 120.306
internal_count=4633 1263 827 436 197 3370 217 151 3153 2443 66 710 569 494 358 136 62 268 2377 362 216 146 55 91 2015 1891 1798 389 322 1409
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=20 23 15 20 22 19 22 7 7 7 7 9 4 6 18 7 18 18 4 9 17 22 13 22 21 17 10 0 0 5
split_gain=0.321337 0.49428 0.59454 0.433008 0.685382 0.598516 0.565329 0.680536 0.376444 1.39587 1.39435 1.12917 1.4115 1.96488 1.00933 0.889129 0.846181 1.2996 0.839822 0.794174 0.79025 1.43918 1.29723 1.18226 1.09053 1.02214 0.778974 2.59045 1.80592 1.68275
threshold=32.724174661450007 0.088565000000000019 27.874116299000004 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 22.721067571950005 22.502236473750006 23.109894804950002 186.70853236170004 195.04069921150003 16.385382841850003 14.693728290050002 22.870118039000001 13.344136431100003 13.258241318650002 396.73263321595005 199.39609444495002 188.70679832985002 -0.11051999999999999 117.60122400020002 -0.23381499999999997 0.63092463060000015 189.72816303425 66.859265246100009 92.464140480550014 90.321439350550008 20.315138807500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 14 11 -10 15 -14 18 -13 17 -15 20 -11 21 23 24 -5 -23 -22 28 -28 -12 -29
right_child=3 -3 -4 8 -6 -7 -8 -9 10 19 26 12 13 16 -16 -17 -18 -19 -20 -21 25 22 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.041376286123680828 0.017275738995902755 -0.040812573542412606 0.030090542169336265 -0.007853610337265348 -0.018823840686951664 0.041958329645818609 0.044529913027684317 -0.043409357369562085 0.0095727672556995599 0.017346051352987706 0.0018123122990745459 -0.015849654769810574 -0.059792947751481577 -0.021489974102222011 0.027085678665952913 0.018021683887732162 -0.037436210378154811 0.013112347253571187 -0.042272856278979844 -0.01135649566372187 0.031057316624067337 0.0023761632111710513 -0.0045822011512319299 0.018648857430138024 -0.043346440673135228 -0.005604589965186711 -0.03605461417958572 0.00073983169513565058 0.023743019170969853 -0.043757827584872573
leaf_weight=0.29361139830507343 0.72122552563087061 0.76003759205559618 0.51722305006114766 5.3370379239786478 0.81511661398690183 1.3961435109376905 0.4568356096278875 0.50587356340838596 3.7397152600460712 12.728027833742088 52.184135982650332 2.2538834335282472 1.9029273528140027 4.7944947252981347 1.8964364056009788 2.7910937629640102 2.1454527843743563 2.747025947086513 0.85554704815149207 1.7662720717489708 2.4449309753254047 1.1235281365807201 7.7367174685932696 5.4982674486818732 3.3178302637825254 2.4493379197083414 3.397909822757355 66.854555928955961 6.8324190054554483 1.3959358896827314
leaf_count=135 33 69 37 279 16 17 3 58 51 152 546 20 33 60 46 27 28 19 81 18 29 32 86 202 209 67 77 2021 75 107
internal_value=0.000498632 -0.0175725 0.00421168 0.000640506 0.0138835 0.0225393 0.00643903 -0.00774179 0.00037758 0.00359108 -0.00058311 -0.0103431 -0.0148204 -0.0225293 -0.00125804 0.0028894 -0.0152092 -0.00888595 -0.00312682 0.0138484 -0.00192674 -0.00503951 -0.0145013 0.0055948 -0.03178 0.0127099 0.000938766 -0.00187209 0.00435126 -0.000170285
internal_weight=201.66 1.57087 0.810834 200.089 3.89519 3.08008 1.68393 1.2271 196.193 45.1539 151.04 20.3746 16.6349 11.5899 30.6596 5.04498 9.68697 7.54152 28.7632 14.4943 27.9077 23.0134 12.1781 10.8353 4.44136 4.89427 130.665 71.6484 59.0166 68.2505
internal_count=4633 241 172 4392 127 111 94 91 4265 1201 3064 238 187 140 1031 47 107 79 985 170 904 808 327 481 241 96 2826 2205 621 2128
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=6 6 3 15 9 3 3 10 21 16 10 20 0 3 12 20 0 15 23 23 10 20 21 0 15 12 16 9 20 18
split_gain=2.11973 2.77278 1.88595 3.05723 2.54453 2.40953 2.29402 2.65976 3.40917 2.27522 3.37699 3.77044 3.03467 2.17958 2.25482 2.75917 4.77705 3.47897 2.42533 2.19751 2.0663 2.10087 3.30988 2.06137 1.93308 1.88774 1.8563 1.65972 2.48554 2.55255
threshold=13.665319288000001 13.775321858200002 85.589753040950015 28.826925781250004 206.39860865795001 84.812788641250009 93.883646373400012 61.917879202350001 15.004713615700002 19.224955043700003 66.859265246100009 38.171717059500004 90.321439350550008 89.732667019950014 133.01805689090003 42.206017975500011 86.208098410950015 38.86986296220001 0.093325000000000033 0.088350000000000026 61.987779113750001 40.250747516500006 9.9821454294500018 86.538778761000017 41.831907381600011 130.71263173160003 19.134955254150004 193.70978346765003 40.250747516500006 13.602243858600003
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 26 9 -8 -9 -4 12 -12 13 -11 19 20 -17 18 -18 -15 21 -16 23 -23 -19 -3 -5 -22 29 -29
right_child=1 2 6 5 -6 -7 7 8 -10 10 11 -13 -14 14 15 16 17 24 -20 -21 27 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00016061287257859602 0.0013473167089593377 0.00021659351026697969 0.0012046873869847805 -0.00079337157835668087 -0.00072469060765541411 -0.0022202321055968181 0.00023696154455404378 -0.0014137524572904307 0.0010417530792079799 -0.001310980476783054 0.00029635323633309292 -0.0020328387530296663 0.0014702996351840911 0.0013875636112772056 0.00083008795019656875 -0.002414629358082765 -0.0021162899510383647 0.0016173138350838853 0.00020330305033271245 0.00033594807934087223 0.0012318614925104921 -0.0032601647020750646 0.00026867573753286395 -0.00053741108097319723 -2.9510391534760912e-05 0.0016889202295687676 0.0018376146912211149 -0.0021443911596233643 0.00068045044701875207 0.00045519953547198944
leaf_weight=64.868631640623789 8.3957047984004003 12.452913682907825 12.131664458196608 6.4210447273217124 8.0614195670932514 4.1938670733943582 22.858286043163389 10.000744293094611 2.7775915856473139 3.0628280565142623 6.0567030664533359 4.7814572472125292 9.5791172012686712 14.034582264721395 5.000483062118291 3.7558697238564518 3.8345853798091438 4.9035924226045591 3.1621706299483776 16.766540925949812 12.832573927007614 2.3466372564434987 5.5700773261487484 1.9636164978146551 6.2120331507176161 4.5792300470639011 1.2282471582293508 2.7236394165083793 22.107858117669821 3.1108256354928017
leaf_count=2056 58 92 100 124 86 181 550 394 24 25 36 69 57 134 30 64 35 19 14 92 67 32 27 19 41 25 4 21 133 24
internal_value=0.000151652 0.000241717 0.000198845 -0.000204659 0.000182881 -0.00102579 0.000281842 -0.000163553 -0.000880006 0.000392115 0.000317324 -0.000731213 0.000411269 0.000320194 0.000366315 0.000188 -0.000402132 1.51892e-05 -0.00106795 0.000815118 0.000419875 -0.00020552 -0.000729646 -0.00201976 0.000696976 0.00061244 -0.000370914 0.000648113 0.000380026 -0.000758339
internal_weight=289.775 224.906 216.51 36.9367 25.0936 11.8432 179.573 35.6366 12.7783 143.937 131.805 10.8382 120.967 111.388 108.325 77.524 21.8683 18.1124 6.99676 30.8011 55.6557 14.8808 9.88033 4.31025 11.1156 17.0321 7.64929 40.7749 27.9423 5.83447
internal_count=4633 2577 2519 512 203 309 2007 968 418 1039 939 105 834 777 752 526 173 109 49 226 353 108 78 51 60 117 128 245 178 45
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=20 20 10 22 16 2 23 8 22 18 0 21 20 6 5 14 9 10 7 16 15 23 17 0 15 3 7 9 17 22
split_gain=0.324734 0.672096 0.706033 0.704645 0.668536 0.655961 0.62933 0.859509 0.538631 0.527098 0.780993 1.21392 1.03191 0.870999 1.43345 0.797937 0.846039 0.779886 0.766756 1.2677 1.55311 0.651927 0.872541 0.600389 0.530955 0.509828 0.654155 0.577503 1.15955 1.59985
threshold=49.292797572200008 47.927946529500012 89.541786492700012 -0.23557500000000001 19.304954856600002 296.32908460740003 -0.17949499999999999 1.3489472949000001 -0.15734499999999998 17.108018746400003 97.886760529650019 5.9607024329000007 41.11191809080001 10.715250360100002 16.316541761950003 170.24900367605002 210.61272793875003 75.806453904250006 26.545218975000001 17.684958644900004 20.343341900300004 0.11296500000000002 205.28496454895003 95.746747857800017 24.673905035600004 103.28787291370001 17.566486459500002 186.70853236170004 190.37043331840002 -0.043559999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -5 6 -2 8 -8 10 13 15 -13 23 -15 -12 21 -14 -11 20 -20 22 -17 -1 -18 27 -27 28 29 -16
right_child=5 3 -4 4 -6 -7 7 -9 -10 18 11 12 17 14 25 16 24 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.038252680446875145 0.029730490962395231 -0.019841203515546694 -0.027829214467221357 0.025909553299001787 -0.004451720280427277 -0.039210751143688556 0.01890166039512494 -0.040177161861274222 -0.037170649637197746 0.025586206119145007 -0.037846065077438928 -0.039755982650935412 -0.039025374243444232 0.024490527354786552 -0.0022680971171722191 0.006899784455490509 -0.031036425913517223 -0.00125930508556825 0.0086041271227930254 0.037567541268710869 -0.03837041914623799 0.034033375081932431 -0.039419167752911488 0.0033897598512022324 -0.001382804006080762 0.014878440298657175 -0.032805636339492725 2.5532019749459059e-05 0.024016992049253307 0.027587768868955163
leaf_weight=1.2432551301899355 0.63054575561545867 0.74348569085123006 1.1599812402710075 3.6115951820684122 1.2858287412673233 0.79884735395899031 1.0353235330258037 0.83028015814488743 0.28582484250364215 2.6270120046101502 0.70685033628251659 2.1877138475538223 0.90647333743982006 3.3796287528239182 14.938721901271496 7.7870014459476788 1.40793870948255 3.3831556256627664 2.692798988398863 1.02228628762532 1.3980144190718418 1.044709961162879 0.57070951286004845 0.71187891531735648 1.7971855835057793 0.53747445193584908 1.2532183603616429 134.1386642116413 3.9811938820639616 2.7839751915889801
leaf_count=91 15 23 531 95 29 131 45 53 70 39 50 140 38 47 323 281 43 84 91 18 74 11 32 29 22 37 373 1688 66 64
internal_value=0.000461401 0.000657257 0.000295201 0.0129587 0.0179381 -0.0103301 -0.00203698 -0.0113475 0.00677065 0.000466455 7.50314e-05 -0.00670774 -0.0195467 0.000898769 0.00119006 -0.000461703 0.00163428 -0.00923993 0.00970875 0.00155122 -0.00744918 0.00710314 0.00373688 -0.0230904 -0.014409 0.000690505 -0.0184933 0.000910934 0.00638307 0.00242182
internal_weight=200.882 197.301 191.66 5.64091 4.89742 3.58082 2.78197 2.15143 1.32115 190.5 182.76 19.7917 6.47734 162.968 161.013 13.3144 12.6075 4.28963 7.74011 5.1131 4.09081 9.40242 8.35771 1.95513 3.20512 157.633 1.79069 155.843 21.7039 17.7227
internal_count=4633 4319 4172 147 124 314 183 168 115 3641 3419 701 262 2718 2598 439 389 122 222 183 165 324 313 120 65 2551 410 2141 453 387
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 15 16 20 8 16 23 12 21 16 13 5 20 16 2 8 15 13 21 7 9 2 22 22 16 6
split_gain=2.82612 2.39996 2.62213 2.27032 2.26134 1.69753 1.68121 2.38426 2.67956 2.24586 1.80397 1.73502 1.6391 1.91871 1.45708 2.17323 1.43109 2.76786 3.22816 1.7996 1.76415 2.46398 2.36674 1.48535 1.44598 2.07877 1.58401 4.58764 3.26691 2.6179
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 46.055224235250002 15.839962959300001 41.289992964000007 7.2443465838000014 14.184966829400002 0.098950000000000024 216.20511703005005 15.294585115650001 22.674946976100003 98.050756475600011 13.713273242250002 42.081757894750005 22.594947163200004 108.01392853780001 8.543332867800002 39.203018015350004 117.39690118230001 11.772995266200001 23.602039070650005 186.70853236170004 54.465024697200008 -0.074029999999999999 -0.085550000000000001 22.624947093000003 15.205355270700002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 16 9 10 -9 11 -8 14 13 -7 -4 -16 24 18 -18 -19 21 22 -20 -22 -2 -26 27 29 -29 -27
right_child=5 3 4 -5 -6 12 7 8 -10 -11 -12 -13 -14 -15 15 -17 17 19 20 -21 23 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.001260460783770742 0.00099981750375783759 0.00068291809331859029 -0.0014523428351906143 -0.0018148924593002519 0.002279687454074043 -0.001324367443903237 0.00061952841581239878 -0.00019268569350946394 -0.0021373926200824829 0.00054416567490534872 -0.0022486105322564957 0.00020041888312310563 0.0009246734108493271 0.00046304998849301091 0.0010678504101547697 -0.0015034440795236022 0.0012529768839645242 -0.00084156818221922387 0.00037751323588171515 0.00041359836210217577 -0.00040868088257196524 -0.0018868658193830757 -0.0021536752800542223 0.0013601570197869645 -0.0011612213658856484 -0.00070318358946151358 0.00065099322324573201 -0.0021263065406528017 0.0011032103125642222 0.00061700177550971975
leaf_weight=5.7835750819067462 16.542396323289722 1.8052281368290994 5.9036997674847971 5.2712087515974417 1.6913097957149137 6.6896609026007336 7.4006538209505397 5.7999376862426271 4.7729007240850478 31.198545121005736 0.91002773866057385 15.090239251148885 2.8337464854121199 3.3210818064399064 2.8228600975126028 2.1321413656696677 11.623234448954461 14.167064838111402 9.8557448554784077 6.012678218074142 2.6873111035674802 3.1762503907084456 1.5845586543437082 5.0531405173242092 3.102296780794858 6.5888691237196317 57.402287014760077 4.8003546576946965 1.525291860103607 35.225911535322666
leaf_count=489 175 40 516 248 7 181 161 329 138 363 16 506 21 41 11 68 120 120 84 52 25 63 56 29 29 80 378 71 8 208
internal_value=0.000177124 -0.000102807 -1.17194e-05 -0.00117769 8.12036e-05 0.000309059 3.22984e-05 -0.000464983 -0.00107059 0.000196617 0.000305464 -0.000221242 -0.000366029 -0.000731389 -0.00080722 -3.85798e-05 0.000357407 9.63374e-05 0.000431231 -0.000467584 4.0123e-06 -0.00038895 2.69267e-05 0.000746056 0.000470354 0.000389737 0.000435326 0.000178165 -0.00134758 0.000408977
internal_weight=282.774 90.5823 83.5059 7.07644 77.7223 192.192 76.031 18.8835 10.5728 57.1475 8.31068 25.9489 12.8445 10.0107 10.8587 4.955 179.347 54.16 33.9802 20.1797 22.357 14.6166 11.4403 7.74045 125.187 108.645 105.543 48.1404 6.32565 41.8148
internal_count=4633 2892 2604 288 2115 1741 2108 644 467 1464 177 1101 243 222 595 79 1498 549 377 172 257 203 140 54 949 774 745 367 79 288
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=6 0 0 10 23 6 0 10 21 21 13 9 23 5 0 0 10 9 7 0 21 17 22 2 7 5 5 9 9 18
split_gain=2.11293 2.51954 2.328 2.7207 2.98555 1.94552 1.87043 2.13951 2.54904 1.742 2.27691 1.65488 1.64823 1.54393 1.66547 2.59127 2.02106 1.75559 1.50818 2.32774 2.33093 2.17621 1.739 1.45209 1.42909 1.36943 1.54081 1.41741 2.09113 1.50069
threshold=14.845346859150002 86.09518316945001 95.550490414250007 69.873026810350026 0.080375000000000016 13.345311811050001 97.886760529650019 78.196493182200015 5.1185473364500007 0.87557407920000008 96.607054459550014 216.07042296730003 0.091510000000000022 20.093158056800004 85.823648898300021 85.732241321850012 62.00390986255001 194.45262321395003 24.103872582350004 102.75018128760001 16.464809133250004 238.05090660085003 -0.086139999999999994 223.87650328090004 19.773504439000003 16.316541761950003 13.153721664750002 206.57490536735003 214.52351813370004 14.741741751300003
decision_type=2 2 2 2 2 2 2 2 2 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 3 5 9 24 25 8 -8 -5 -11 -6 13 -2 15 16 -15 -16 23 -20 21 -21 -23 -9 -1 26 -4 29 -29 -27
right_child=1 -3 6 4 11 -7 7 18 -10 10 -12 -13 -14 14 17 -17 -18 -19 19 20 -22 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.0011732866576819258 0.002154396587768725 0.00046537372972336473 -0.0004314791298644912 0.00098707625978681872 -0.0020667751455678719 0.00056062717853618547 -3.8844932774322093e-05 -0.00091612434859486211 -0.001747660497968113 0.0019875903823028448 -0.002039076428490526 0.00089845359758136244 0.00030443124136973927 -0.00019143528963866472 -0.0025278914467656349 0.0013834254268887014 -0.0017847930134781969 -0.00025675198127877362 0.00046882942325736761 -0.0014856133034957264 0.00079021141654962398 -0.0021395987114696409 0.0012850527934573171 0.0017424096661297829 -0.00145736698230046 -7.6183010900372292e-05 0.0016233638645736707 -0.0014905531666362388 0.00048157175898481746 0.0011286817544577921
leaf_weight=1.0300871208310152 0.94385558366775768 108.56267665373161 1.8745915810577551 3.2199441185221067 8.7914496324956382 10.46084467275068 7.8857112317346019 1.0517449151957396 6.2666281217243522 0.73147983197122846 2.4202623490709811 0.82336281845346171 27.983797008288093 17.367968402744747 2.8508396716788402 3.4570013629272571 3.8991856547072521 2.6058859792537987 17.595280350651592 9.3093211288942275 3.8038308296818277 0.78968179086223278 2.3824707546737036 3.7589587536640465 4.1696324897930026 7.5848908037878635 6.5944169703871012 3.9478936828672868 4.7242551995441318 9.0910988263785821
leaf_count=8 5 808 37 25 311 153 117 56 165 8 134 12 257 601 45 17 138 26 262 907 68 64 50 36 104 53 50 42 31 43
internal_value=0.000140065 0.000284471 -6.45925e-05 -0.00052885 -0.00110925 6.36335e-05 0.000104947 -0.000130104 -0.000795505 -4.75364e-05 -0.00110454 -0.00181285 -4.7788e-05 -0.000364463 -0.000443236 -0.000222518 -0.000483566 -0.0014433 0.000113283 -3.55082e-05 -0.000580414 -0.000998124 0.000432513 0.00116119 -0.000936223 0.000472244 0.00116853 0.000239609 -0.000416215 0.000580662
internal_weight=285.979 167.671 118.308 31.6471 15.9865 15.6606 86.6608 52.8436 14.1523 6.37169 3.15174 9.61481 59.1085 31.1247 30.1809 24.7242 21.2672 5.45673 38.6913 33.8806 16.2853 12.4815 3.17215 4.8107 5.19972 33.8171 8.46901 25.3481 8.67215 16.676
internal_count=4633 1897 2736 755 490 265 1981 1725 282 167 142 323 1089 832 827 756 739 71 1443 1351 1089 1021 114 92 112 256 87 169 73 96
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=6 6 3 3 15 9 3 16 10 21 16 10 20 0 5 12 7 20 12 0 23 20 3 9 20 20 7 9 3 22
split_gain=2.10462 2.51478 2.00748 2.84365 3.31754 3.19847 2.75488 2.3079 1.93661 2.686 1.84025 2.71704 4.11392 3.03375 2.36889 2.26212 1.94565 2.86361 1.79558 1.78808 1.72887 1.77207 2.13148 1.72269 1.65832 2.49083 2.19672 1.96991 2.21512 1.54187
threshold=13.665319288000001 13.775321858200002 93.883646373400012 85.589753040950015 28.826925781250004 206.39860865795001 84.812788641250009 19.134955254150004 61.917879202350001 15.004713615700002 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008 17.977320987800002 133.01805689090003 23.109894804950002 41.444941515100005 130.71263173160003 96.082805124100005 0.088350000000000026 38.911218973650008 93.733092718100025 211.24289424260004 42.154118731400011 41.32819714970001 23.050081659550006 194.82237869650001 93.499196860750018 0.022350000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 7 19 -4 -10 29 13 14 15 -13 20 24 -18 -3 -6 -12 -22 -23 -7 25 27 -26 28 -17 -5
right_child=1 2 8 10 6 23 -8 -9 9 -11 11 12 -14 -15 -16 16 17 -19 -20 -21 21 22 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.00016525161444064826 0.0013069620350337008 0.00031513223355993211 0.00010088865608824855 0.0015053740356861644 -0.0018854983171568242 -0.0022408403500365453 -0.0022415218118950865 0.0020342773987199114 -0.0013501567545160047 0.00093753017470412996 0.0012826206022411085 0.0015025282172723606 -0.0023491160210260776 0.00149266296435824 -0.00071339115341354333 0.00057188226694406257 0.00077952474191572696 -0.00010111872866969285 0.0017503003728414894 0.000110298097857665 0.0014924212331235422 -0.00047390814541140692 0.0012807059094033491 -0.00023655831583974622 -0.0023739534621706679 0.00092933194228080605 0.00058836017531249609 -0.0020522299186315433 -0.0015808593282002669 -0.00017357519287014426
leaf_weight=64.433521585175185 8.1369683761149627 12.747466765344148 22.685067101498134 9.5166418943554145 3.1415440021082741 2.2826140802353603 4.5152177126146844 1.3246573805809019 9.4783456989098323 2.4919875669293097 14.241463564336302 3.2048130631446821 3.4979832544922829 9.4213098585605604 4.4031434487551451 5.5062624216079765 28.796554338186979 27.999596168287098 4.5472413916140786 3.830020859837532 4.0701293796300915 9.5833161659538728 3.6854691281914702 5.9370393706485629 2.98608408961445 6.1492641922086468 1.4201682321727274 2.7894922699779263 2.7582466099411249 2.6994873695075503
leaf_count=2056 58 92 550 72 87 34 181 4 394 24 141 12 56 57 37 32 181 178 25 37 23 58 17 52 53 28 9 23 34 28
internal_value=0.000147018 0.000236903 0.000196539 0.000279295 -0.000194919 0.00021387 -0.00100903 -0.000338252 -0.000235815 -0.000873905 0.000406631 0.000338514 -0.000589145 0.000424795 0.000220054 0.000333322 0.000154857 0.000345382 0.000692476 -0.000789053 0.000776404 0.000360619 1.34444e-05 -0.000793151 -0.000345898 -7.10004e-05 -0.00141918 -0.000627478 -0.000146587 0.00113436
internal_weight=288.281 223.848 215.711 181.055 38.3258 25.5144 12.8114 8.29622 34.6554 11.9703 142.729 130.513 11.1059 119.407 7.60796 109.986 78.4057 56.7962 17.2947 6.97156 31.5804 17.3389 13.2688 8.21965 21.6095 17.2033 4.40625 11.054 8.26451 12.2161
internal_count=4633 2577 2519 1551 512 203 309 128 968 418 1039 939 105 834 49 777 538 359 117 124 239 98 75 86 179 117 62 89 66 100
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=16 5 6 15 18 15 6 3 20 23 19 18 23 17 12 23 22 6 15 22 20 21 22 21 16 21 6 23 2 22
split_gain=2.06177 1.94598 1.9122 1.95675 2.18621 2.06365 1.67898 2.5392 1.53957 1.39087 2.17256 2.28946 1.81813 1.3436 1.93127 1.30262 2.20569 2.42871 1.93099 2.30214 4.22048 3.34001 4.28363 3.14228 4.60014 3.11021 2.7882 2.74846 2.12305 1.99018
threshold=18.594956516900002 23.714185006400005 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 16.405383309150004 93.292185584700022 37.232443001650005 -0.17949499999999999 10.250827068050002 14.194363735100003 -0.22831499999999999 172.18378740490002 270.40131768760006 0.083395000000000011 -0.08158 15.945372561050002 42.80317728375001 -0.094409999999999994 42.876019054300009 4.7516206878500009 -0.070854999999999987 6.7841715403000018 22.624947093000003 6.0799633573000014 15.785368822600002 0.092385000000000023 150.09415187510004 -0.053874999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 5 -5 8 -3 -8 -1 12 -11 -12 13 -10 -15 16 17 -2 19 23 21 22 -21 -17 26 -22 -25 -24 -29 -23
right_child=1 6 -4 4 -6 -7 7 -9 9 10 11 -13 -14 14 -16 18 -18 -19 -20 20 25 29 27 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0010922289562603034 -0.0013794779912429619 -0.0010566404882477569 -0.0015819182799342831 0.00077563841930235265 -0.0018124384147529984 0.0022029554480755653 0.0013874395155360592 -0.00016786834468542121 0.0010070977765870757 -0.0019794233818812169 -0.0012283253029861476 0.00014958335147941508 0.0016385217744396214 -0.0020199598949903726 0.00059605178529502541 0.00093994371151201895 0.00093467527343447465 0.00042162084084624836 0.0011692713876768587 -0.0018300089180936128 -0.0026538025623038773 0.00085963377358533734 -0.00091698219528789664 -0.0011649457175995142 -0.0022958011823639313 -0.00036533562391703305 0.001042797635694488 -8.4729738744041574e-05 0.0016562703150023103 1.5663958235830869e-05
leaf_weight=4.248351954491226 3.2309578014537719 5.7642974909394971 2.9261192330159238 1.6102403718978155 4.1397257400676608 1.5542737608775485 4.3414372578263309 26.404075568076223 3.1883755666203797 1.9925275422865585 4.7063496339833355 47.616595207771752 4.3261789893731386 1.8874981410335747 2.1374590371269733 25.608898309990764 29.815984479151666 15.02855024859309 7.5980188287794581 5.7284425552934435 3.3623050674796087 22.340580317191776 6.2765604984015253 2.8543235417455417 2.8900841884315005 5.6608147211372852 7.0510405302047729 5.7376440111547691 4.3923608772456646 17.856642589904371
leaf_count=400 44 83 371 18 248 6 21 441 51 341 219 1053 46 106 33 156 228 93 50 66 44 131 63 43 27 41 37 40 20 113
internal_value=0.000168978 0.000270567 -8.63961e-05 -2.98632e-05 -0.00108766 5.50172e-05 -0.000123247 5.17498e-05 7.39484e-06 7.83324e-05 -4.79115e-05 2.56431e-05 0.000672551 9.32123e-05 -0.000630723 0.000357479 0.000618768 0.000102923 0.000250442 0.000186837 -1.3403e-05 0.000160986 -0.000426917 0.000558883 -0.000203774 -0.00121809 0.000406616 6.29805e-05 0.000670166 0.000484721
internal_weight=282.277 201.943 80.3337 77.4076 5.74997 71.6576 36.5098 30.7455 70.1033 65.855 54.3155 52.3229 11.5395 7.21333 4.02496 165.433 48.0755 18.2595 117.358 109.76 71.3554 62.3322 22.135 38.4043 12.7954 9.02312 9.90536 16.4066 10.13 40.1972
internal_count=4633 1741 2892 2521 266 2255 545 462 2249 1849 1613 1272 236 190 139 1196 365 137 831 781 518 433 189 263 107 85 80 123 60 244
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=16 15 6 5 6 3 13 21 4 21 23 15 16 10 17 9 2 2 6 3 10 22 5 5 17 3 16 22 4 3
split_gain=2.26603 1.70784 1.64359 1.60931 1.559 2.11647 1.32272 2.30627 1.78313 1.48507 1.90073 1.50166 1.43721 2.19267 3.08487 4.03723 2.51741 1.72409 1.74656 1.36677 1.25601 1.24319 1.23486 1.21616 1.25099 1.19686 1.14729 2.04171 1.10561 4.02597
threshold=18.594956516900002 32.548041893900006 15.635365317800002 23.714185006400005 16.405383309150004 93.292185584700022 95.811270852950017 16.241109211600005 310.6261364962001 3.2738626606000003 -0.15544999999999998 15.166667628900003 15.954962690350003 71.053259929650025 236.15709471040003 191.61296531520003 202.17021369765004 186.79363985910004 11.085259005300001 82.605564516150011 84.92839234085001 -0.045684999999999996 24.367802910700004 13.252098438300001 172.18378740490002 83.17551763980002 13.534968349350001 -0.102645 310.44950696480004 92.367355987800025
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 22 -6 7 8 -1 11 21 -10 17 16 15 19 -14 18 -8 -15 25 -11 -5 -20 -25 -9 27 -19 -2 -30
right_child=3 -3 -4 4 5 -7 12 20 9 10 -12 -13 13 14 -16 -17 -18 26 23 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.001977907547751049 0.00040923433678966242 -0.0019957996291704587 -0.0015196767419535461 -0.0020890579936936335 0.0013490126784353107 -0.00013851857758675668 -0.0021152348978544125 -0.0021452580750968165 -0.0019906745311817089 -0.0012709049609395855 -0.0019928595425081088 0.0012198581681027068 0.0010432467919001568 0.0012529134666751042 0.0012598167117477649 -0.0017449460168159994 -0.0020504099282678263 0.0010628298917091438 0.0013885787510674943 -0.0011467231792663653 0.0012732729068497867 0.0013506540599290736 -0.00022710424597504936 -0.001107877837769742 0.00018793751839231597 0.0010600327614189401 0.0011614439336471861 -0.0021870703022066635 0.00025004729596211293 -0.0025730656374119867
leaf_weight=3.7735073164076338 139.10771592799574 1.6435777940787364 2.6416356581612481 2.2868229099549344 3.9590034298598793 23.946932439110242 1.2548090958734999 0.93158373702317365 0.64552131155505632 1.1585354739800098 3.1566883425693959 2.6083413857559208 6.2491643845569369 2.8048696275800458 2.4692071462050071 8.9228977141901833 1.0984874065034089 1.80525478720665 2.585674915462735 1.2053748351754618 3.3858374649425969 1.4424980168696491 2.831768520642072 3.0128871059278053 21.743465952109545 0.74443136621266603 10.650378857739268 1.1080517545342434 13.889543556608258 2.0603608051314941
leaf_count=530 994 111 366 33 21 441 51 34 148 43 297 58 119 32 33 290 44 24 16 111 60 18 50 146 206 8 118 29 164 38
internal_value=0.000158537 -9.2886e-05 -5.62628e-05 0.000274893 -0.000102856 7.25169e-05 -9.55036e-06 -0.000463947 -0.000890238 -0.000434788 -0.00100993 0.000582933 0.000115385 -0.000266379 -0.000670495 -0.00103903 0.000580739 0.000321386 5.89121e-05 0.000531645 0.000612766 0.000182976 -0.00105897 0.00015869 3.02348e-05 -0.000721572 0.00087477 -0.000173242 0.000355347 -0.000114634
internal_weight=275.125 87.0427 85.3991 188.082 33.0245 27.9059 82.7575 17.8469 12.7851 9.01158 5.75772 3.25386 64.9105 22.75 15.4023 12.9331 7.34765 42.1605 28.5968 4.01024 5.06185 2.60103 5.11859 27.342 24.7564 1.67602 13.5637 2.91331 155.058 15.9499
internal_count=4633 2892 2781 1741 545 462 2415 1196 1094 564 358 206 1219 629 466 433 163 590 419 143 102 61 83 368 352 42 171 53 1196 202
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=16 15 20 18 5 15 16 20 8 16 12 20 3 0 21 18 16 13 20 0 20 16 10 9 0 23 23 21 22 5
split_gain=2.96347 2.56138 3.00117 2.43076 2.33026 2.237 1.73032 2.22255 2.72653 2.16138 2.18087 2.04224 1.62801 4.12838 2.4017 2.31622 1.97267 4.29052 4.13362 3.01078 2.04247 3.48145 2.44944 4.71646 2.3071 2.26683 2.48953 2.90815 3.28494 1.92539
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 23.714185006400005 28.298162031900002 15.839962959300001 41.289992964000007 7.2443465838000014 14.184966829400002 216.20511703005005 39.955516828000007 85.589753040950015 96.082805124100005 0.15802222800000001 14.319708078400001 19.224955043700003 112.67059178900001 39.032633164100012 90.321439350550008 42.206017975500011 22.454947490600002 64.630533455950015 193.49750438550004 88.122280599850015 0.082325000000000023 0.083395000000000011 6.0799633573000014 -0.090369999999999992 17.977320987800002
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 6 9 11 -9 10 -4 -8 13 14 -2 -16 -14 18 29 20 22 -22 24 -24 -19 -23 -27 28 -28 -18
right_child=4 3 5 -5 -6 -7 7 8 -10 -11 -12 -13 16 -15 15 -17 17 19 -20 -21 21 25 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0012842311051734839 0.00022400523683860986 0.00066367528787142761 -0.00084047321408695856 -0.0018068674392849268 -0.00013250584776407329 0.0022251072887939116 -0.0013890437618366057 -0.00016588296802921864 -0.0020905153254115096 0.00054032826252325419 0.00024931507414059119 0.00078499065715839926 0.0012821948960423889 0.00066746204514809236 0.00096190967102027433 -0.002198409402462775 0.0012270561831840422 0.00059157222105460545 -0.0022690189558227116 0.0014188819146242972 0.0016249535572270587 -0.0013283534638502839 0.00080472273350641946 -0.0017707555319976288 0.0017105630553834034 0.0014326034969667041 0.00042561238737390256 0.00025325026758629671 -0.0022253216727024152 -0.00066576293128831499
leaf_weight=6.1328110638714852 3.6490138322114962 1.9051317831035692 10.909157771791799 5.4931524427956901 36.609162290813401 1.6967421206645656 2.0170751190744358 5.8076724669663218 4.754910955671221 30.854527565767057 16.219834802323021 6.4180486877448857 9.7219741940498334 11.629350639879702 0.97724413871765126 5.2431565122678876 3.2066982015967351 62.016386512666941 3.9040562640875578 11.632024966180323 4.3456541113555422 5.0737609751522568 6.0413419306278211 4.339819997549057 7.3165384382009497 3.9228580519557026 2.7014705985784531 15.919143384322522 4.3079409357160356 4.7160059623420238
leaf_count=489 27 40 595 248 545 7 42 329 138 363 506 135 63 52 10 108 16 348 58 67 65 43 33 36 47 15 17 97 57 37
internal_value=0.000173907 -0.000107172 -1.43997e-05 -0.00117068 0.00029895 8.45814e-05 3.74021e-05 -0.000456229 -0.00103229 0.000199135 -0.000188912 0.000265118 0.000391502 -9.33559e-05 -0.000989845 -0.00170191 0.000461382 0.000404156 -0.000681786 0.000504794 0.000413121 4.23589e-05 0.000581822 -0.00027195 0.000709657 -0.000173064 4.52361e-05 -0.000192129 -0.00120364 0.000100352
internal_weight=299.483 92.2091 84.8108 7.39828 207.274 78.678 76.9812 18.9977 10.5626 57.9835 27.129 8.43512 170.664 21.4988 9.86941 6.2204 149.166 139.444 11.8268 127.617 115.985 36.2708 79.7141 10.3812 69.3329 31.9252 26.8514 22.9286 7.00941 7.9227
internal_count=4633 2892 2604 288 1741 2115 2108 644 467 1464 1101 177 1196 197 145 118 999 936 111 825 758 294 464 69 395 229 186 171 74 53
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=16 15 20 15 15 18 21 16 16 20 8 16 20 23 21 6 2 20 10 18 20 16 2 8 0 7 20 15 13 21
split_gain=2.38651 2.54037 2.50332 2.14931 2.07451 2.01728 1.67509 1.80821 1.54349 2.35353 2.7037 2.17895 2.12683 1.73417 1.78081 1.71464 2.26895 1.76967 1.74428 1.65615 1.42066 2.58859 3.26977 1.87009 1.82699 1.94473 1.77788 1.70188 2.47654 1.9752
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 46.055224235250002 14.032563378150002 15.294585115650001 22.674946976100003 15.839962959300001 41.289992964000007 7.2443465838000014 13.534968349350001 39.955516828000007 0.076130000000000017 3.1113400544000003 11.085259005300001 186.79363985910004 42.498713093000006 80.677940036650014 13.845746551550002 42.081757894750005 22.594947163200004 108.01392853780001 8.543332867800002 85.732241321850012 23.473156321500003 43.735142172100005 39.203018015350004 117.39690118230001 6.6209860876500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 -3 7 -6 11 12 -11 13 -10 19 -15 17 -17 -13 -19 -4 -2 22 -22 24 -23 -26 -25 28 29 -24
right_child=4 5 3 -5 6 -7 -8 -9 9 10 -12 15 -14 14 -16 16 -18 18 -20 -21 21 23 27 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0012045596395116646 0.0004185089793092228 0.00049458985555766945 -0.0019422985342988756 0.002165729520885402 -0.0013183469834652205 -0.0017697139907075935 0.0008045720114920632 0.00034743643833237123 -0.0013941888097619387 -0.00018273707267228454 -0.0020411708124877994 -0.0020252483995655771 0.00080122125042929922 4.5838508052638476e-05 -0.001559059312099293 0.00031531022370280076 0.0014267173477798007 -0.0012940469241094035 0.00089769814098680995 0.00039171803767906852 0.0011723371251430273 -1.7258791762275524e-05 0.00073074336499376856 -0.00038148684471480087 -0.0024252106750635477 -0.00063800612184195145 0.0016429178143236845 0.00067905302549602922 -0.0018384188638251005 -0.00078261771436880607
leaf_weight=5.6266464662912758 127.10689521348104 1.8218588875606645 1.1460507907904709 1.6367742265574623 7.0750771043822152 5.1131113157898653 2.8549459474161258 3.2450724896043539 1.9531439933925883 6.0967489801114407 4.7583877858705819 1.6969241611659516 6.587269744137302 4.1024460286134836 5.5585316245560534 22.458392083062794 8.7003829572349769 1.9013925655744968 3.5617923578247428 10.996874266304074 11.608086187392471 5.8252945505082634 6.0616492237895745 3.8845361787825814 3.4739928133785707 5.1748690754175186 2.3936624620109797 7.5780203621834508 3.1946665653958908 5.7251946730539203
leaf_count=489 949 40 75 7 181 248 21 41 42 329 138 54 135 180 477 210 75 55 82 256 120 44 36 40 40 36 12 54 63 104
internal_value=0.000143611 -9.87467e-05 -1.27509e-05 6.98796e-05 0.000259967 -0.00117487 -0.000448038 -0.000794557 2.67394e-05 -0.000426488 -0.000997388 0.00017295 0.000299143 -0.000293357 -0.000877554 0.000438285 0.000625646 -0.000377057 0.000134889 0.000171433 0.000311212 6.28841e-05 0.000375508 -0.000451833 -0.000817132 -0.00135587 0.000390349 -3.45037e-05 -0.000395438 -4.33779e-06
internal_weight=288.919 93.7167 86.7818 81.1551 195.202 6.93497 13.1751 10.3201 79.5183 19.3956 10.8551 60.1228 8.54041 21.8039 9.66098 38.3189 31.1588 7.16011 5.46318 12.1429 182.027 54.92 34.1676 20.7524 14.4742 8.64886 6.2782 22.5595 14.9815 11.7868
internal_count=4633 2892 2604 2115 1741 288 243 222 2108 644 467 1464 177 988 657 476 285 191 137 331 1498 549 377 172 120 76 52 257 203 140
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=16 10 17 4 0 5 5 19 22 9 18 17 22 8 13 2 7 16 19 15 19 8 10 21 13 7 23 21 20 17
split_gain=3.13524 2.04259 3.24341 2.01615 2.00345 2.08827 1.94203 1.76695 2.17758 1.72454 1.7222 2.22817 1.6429 1.62749 1.60456 2.26254 1.5433 1.78464 1.7725 1.49675 1.4894 1.53829 1.39742 2.17976 1.38062 2.54755 1.3619 1.76737 1.51991 2.26163
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 98.51854819030001 14.47989612135 23.714185006400005 12.751028791950002 -0.11534 226.58992707320002 14.365787915650001 172.68891404560003 -0.24150999999999997 2.3481675133500004 98.050756475600011 145.83272221200002 24.103872582350004 9.7049773055000017 9.4507625164000029 29.171703351550004 11.750948102400001 7.2443465838000014 67.254468591300011 12.156412995750001 108.64328150955002 23.164713644150002 0.091885000000000022 11.772995266200001 48.393869453650005 192.00947391610003
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 -3 14 -2 8 10 26 11 12 -5 -7 15 -6 -17 18 -18 22 -19 -22 23 -9 -1 -26 27 28 29 -8
right_child=6 4 -4 7 5 13 9 19 -10 -11 -12 -13 -14 -15 -16 16 17 20 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.001964381903494817 0.00037142928623259882 0.00051038511592316768 -0.0019442252058621244 -0.0018828793812346869 -0.0017326031221503602 0.0010713220178901824 -0.0015012025656446879 -0.0019326709152781255 -0.0019155887571228024 0.0014778310819285466 0.0015064324727491936 -0.0020906028495794194 0.0009043630496347729 -0.0012928233092348565 0.00043463860699868552 0.0011699107648758581 -0.0019188663152897444 -0.0018818297281933633 0.00080049740142291396 -0.00088251706746402285 0.00039216596226335795 -0.0019497983731794264 0.0017420424184366658 0.0015921761671358363 -0.0018962716177402944 0.0020629820380006288 0.0001797429943314058 -0.0020032219299478127 0.00092344721737257272 6.0148598999789651e-05
leaf_weight=3.134821468498564 165.46042075008154 21.391504300525412 4.229679725598543 0.85461612022482469 3.0133363062632297 1.0599594395607699 4.943459963891657 1.0255341148003929 2.4280546737136275 2.0916905775666228 1.850547924172133 1.8142158701084552 3.038113889517263 6.876205537468195 16.576861509587616 2.696664500632326 0.88375881305546311 2.8997466954024276 5.228532348992303 1.5289685705211011 3.2424589302681852 1.2164336177520452 3.7858257880434394 1.2017375712748615 1.1264672888210046 0.94054371118545521 16.436828531790525 2.250806327443569 2.5832285210490218 7.1698778602294624
leaf_count=188 1196 263 156 44 364 9 178 70 134 13 17 86 48 183 202 53 205 214 190 58 126 45 22 18 194 3 139 76 26 113
internal_value=0.000166244 -0.000105196 -0.00051626 -0.000250533 6.50713e-05 -0.000152944 0.000290585 3.76133e-05 -0.000452435 -8.64727e-05 1.76433e-05 -0.000465115 0.000292447 -0.000977066 2.99641e-05 -0.00031977 -5.6445e-05 -0.000301942 0.000407312 0.000686428 -0.000891068 -0.000246747 0.00108537 -3.08189e-05 -0.00122144 -9.47083e-05 -0.000184484 -0.000537739 -0.000313298 -0.00057704
internal_weight=292.981 92.0446 26.9591 22.7294 65.0855 43.694 200.936 17.5276 9.98555 35.4759 7.55749 5.70695 3.89273 7.93616 35.7578 19.1809 16.1676 13.4709 6.11229 7.54207 7.35864 4.45889 6.0131 2.22727 5.20183 2.06701 33.3842 16.9474 14.6966 12.1133
internal_count=4633 2892 1038 882 1854 1591 1741 497 329 545 195 178 92 192 1399 1197 833 780 395 168 385 171 110 88 385 197 532 393 317 291
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=16 20 15 15 0 20 21 18 3 7 23 18 13 23 13 12 18 9 7 9 19 20 22 18 22 3 0 21 23 10
split_gain=3.20289 2.2221 2.63865 2.01764 1.86151 2.27624 2.21024 2.19638 3.68057 2.41995 2.08786 2.16166 1.97323 1.9357 1.84161 1.79003 1.99909 1.95526 2.75191 2.00403 1.7807 1.73401 2.25175 2.70467 4.12564 1.63695 1.59556 2.12339 1.46825 2.98548
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 86.09518316945001 41.965446242000006 1.1709819147500002 13.037923179150001 94.16862293520002 22.532843451200005 0.08079500000000002 13.278511569200001 116.60111757565001 0.079220000000000027 117.51519334005 114.82338089645002 13.900697602550002 192.57902085675002 23.164713644150002 190.36745536595001 14.351157895250003 41.257948413050009 -0.083834999999999993 13.900697602550002 -0.011849999999999999 85.923121849150007 85.931187223550012 5.2921303083500009 -0.17949499999999999 74.757955233350017
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -7 9 -9 12 13 20 -8 25 -2 16 -13 19 -19 -17 -12 -20 -23 -24 -25 -6 -16 -28 -3 -30
right_child=4 2 -4 -5 10 6 7 8 -10 -11 11 15 -14 -15 26 17 -18 18 21 -21 -22 22 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.0011921686148774118 0.0016073353386474884 0.00059672393889948817 -0.0012825673483724282 0.0021957915340531241 -0.00060967427561413963 0.0016481362278519521 0.00053147601017180255 -0.0018611895012502697 0.0013118140475550733 0.0015047830790977069 0.00042684857022870553 0.00040760723462699198 -0.0012736521456905344 0.0016182608238289138 0.00036867217197061744 0.00013610578442778976 -0.0012605611156569843 -0.0012640746457505978 0.00077900483961257057 -0.0018978083237534118 0.0015989763449784492 0.00074845221086644522 0.00035777718891808754 -0.0023375804931108882 0.00044075672972920479 0.00079334139027813677 0.00056078010280891674 -0.0020723068731300057 -0.00099874815994458192 9.5856473662191661e-05
leaf_weight=6.4494098392169681 3.8190609184093764 13.680323537904767 5.7145563720259807 1.6165412422269572 3.6129512032493976 1.7517711445689226 3.7992015052586812 7.6466325712390226 1.6408121455460785 2.8119692709296933 12.080809671431782 4.6715138331055623 5.4450329088140279 9.2359328567981702 27.790642963955179 4.741651900112628 6.1489397482946515 3.5190613307058802 34.691166937351227 2.8760168310254812 7.9359518699347964 13.895856250077484 10.752090433612468 4.4969901330769044 3.5218423921614885 20.564270604401827 2.099292365834116 2.455682659521699 11.187686403980477 52.032308796071447
leaf_count=508 25 324 269 7 39 11 53 148 23 22 60 29 105 101 262 42 89 27 229 28 60 72 51 68 22 130 24 21 477 1307
internal_value=0.000195474 -0.000104666 -2.1398e-05 7.03915e-05 0.000330208 4.38025e-05 -0.000427649 -0.000598018 -0.00130062 -5.67749e-05 0.000449108 0.000320584 -0.000531779 0.000869655 0.00034488 0.000192621 -0.000540363 0.000293662 0.000393127 -0.000631789 0.000891557 0.000479706 0.00016186 -0.000272387 -0.00111734 0.00058368 0.000195821 -0.000858772 2.57129e-05 -9.78495e-05
internal_weight=292.686 90.6808 84.2314 78.5169 202.005 59.2601 23.0954 21.3436 9.28744 12.0562 142.745 109.332 9.24423 33.4132 36.1647 89.3151 10.8205 78.4947 70.877 7.61767 20.0168 67.3579 32.6668 18.7709 8.01883 24.1772 32.3456 4.55498 76.9003 63.22
internal_count=4633 2892 2384 2115 1741 694 362 351 171 180 1047 777 158 270 332 657 118 539 469 70 120 442 213 141 90 169 307 45 2108 1784
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 22 18 17 5 20 15 22 13 7 10 21 19 16 17 9 16 7 17 20 12 18 7 23 22 6
split_gain=1.96822 2.25414 3.36529 1.88046 1.95639 2.69324 1.73082 2.3164 1.69777 1.69021 1.60667 1.59818 1.59092 2.63607 1.57809 2.03024 1.56818 1.41021 3.31309 1.99018 1.55516 1.37164 1.91762 1.67937 1.36018 1.43746 1.61823 1.31342 2.20067 2.9575
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 -0.11534 14.365787915650001 172.68891404560003 23.714185006400005 38.238138001450004 29.171703351550004 -0.24150999999999997 108.64328150955002 23.164713644150002 67.254468591300011 12.156412995750001 9.4507625164000029 15.839962959300001 236.15709471040003 192.57902085675002 15.404963976500001 24.374195395050005 199.05253715360001 37.995872310650007 94.177001085000015 16.922055371600006 26.545218975000001 0.083395000000000011 -0.08158 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 6 7 11 27 24 14 -5 -1 -14 15 -6 -11 20 19 -19 -18 22 23 -10 -3 -26 -27 28 29 -2
right_child=8 9 -4 4 10 -7 -8 -9 21 16 -12 -13 13 -15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0021733730386985077 -0.0015433811684780901 0.00039746473135245406 -0.0021360031877816939 -0.0020701786835466761 -0.002150353702911942 -0.0021600312452492052 0.0017011750345054069 -0.0022854297392116535 0.00093953044582349384 -0.0021078037698810106 -0.00096967189277099046 0.0010519046103788325 -0.0021912368069698556 0.0023058242481537794 0.0019540929641423755 0.0017269549308422776 0.0002219283511848609 0.00012916963916272529 0.0011925516627454336 -0.0021607684403983974 0.0010397923560447049 -0.0019623078216480785 0.0010259973407547938 -0.00043178305488767116 -0.0021184700135746665 0.0013393149627825797 -0.0020278260128774768 0.00024721076178994009 0.00094990647276232097 0.00046805165532454987
leaf_weight=3.1042991166468772 3.4491535676643279 2.8307682687882316 4.2780984402634195 0.79382109758444741 1.0028790358919644 2.7688791383989111 1.9326405096799133 1.799064540537074 3.9954687412828234 1.0774325843085524 1.5758663099259136 3.0614774986170237 0.99774254194926504 1.0068615823984144 4.0993927889503539 1.0765885591972617 39.542942219180986 2.3938448769040388 3.2084019929170609 3.7371384799480438 11.549351899884639 1.4796491228044022 5.5003464510664335 24.409503712551668 3.2152089838637039 1.3057417274685579 0.94655424344819028 120.03342307079583 30.696100853383541 15.176535420119761
leaf_count=188 44 44 156 44 70 134 17 86 86 231 58 48 194 3 22 18 827 115 35 102 87 32 42 385 195 38 180 831 228 93
internal_value=0.000167164 -6.24317e-05 -0.000537937 -0.0002435 5.28688e-05 -0.000504806 9.92691e-05 -0.000448256 0.000276282 0.000124873 0.000797603 0.000409055 -0.0012941 6.75224e-05 0.00124833 -0.000142981 0.000236939 0.000278743 -0.000421837 -0.00126666 0.000406806 -0.00011434 -3.3694e-05 -0.000238893 -0.00070579 -0.00127699 -7.57662e-05 0.000357899 0.000627278 9.55693e-05
internal_weight=302.045 97.305 27.4976 23.2195 18.1106 10.3559 7.587 5.65436 204.74 69.8074 7.75473 3.8553 5.1089 2.0046 6.17886 2.07947 61.5091 60.4317 9.33939 6.13098 51.0923 35.385 33.9053 28.405 8.29827 5.4675 2.2523 169.355 49.3218 18.6257
internal_count=4633 2892 1038 882 497 329 195 178 1741 1854 168 92 385 197 110 88 1397 1166 252 217 914 545 513 471 457 413 218 1196 365 137
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=16 23 21 18 23 20 22 21 19 6 6 2 10 3 23 23 5 10 3 22 5 22 22 22 0 10 3 7 22 22
split_gain=0.417082 0.887654 0.862846 0.78859 0.689005 0.908418 0.626679 0.739081 0.523366 0.8043 1.41889 0.805663 0.791955 2.08456 1.54833 0.917725 0.887852 1.36052 0.918008 1.50128 1.29949 0.878662 0.869161 1.85356 0.833832 1.83359 2.40336 1.4968 0.93052 1.28143
threshold=13.534968349350001 0.076130000000000017 5.8920528450000011 13.845746551550002 0.093635000000000024 45.044778924400006 -0.022394999999999998 12.944362924650003 11.950964240300001 13.665319288000001 13.825323026450002 189.32640726775003 71.053259929650025 83.613736315050019 -0.089139999999999997 0.094595000000000026 18.513175162200003 68.20618276945001 86.821066864700015 -0.074029999999999999 19.841254985200006 -0.076544999999999988 -0.105535 -0.059424999999999999 90.321439350550008 66.859265246100009 87.684061924550022 23.913271136350005 0.20852500000000004 0.13747000000000004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 -8 -2 -10 11 -11 16 15 -15 -14 17 -12 19 -18 -21 -17 -19 -24 28 27 -27 -26 29 -20
right_child=8 2 -4 6 -6 -7 7 -9 9 10 12 -13 13 14 -16 21 18 22 24 20 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.043974642620467193 0.011498319895025557 -0.044364794723300807 -0.041448251539803131 0.014197791912452337 0.0084741646539362135 0.019721927445039065 -0.045561091272378 0.0093565268647933485 -0.006905589662601146 0.0089194456440093387 -0.015512007205603938 0.039312867768707731 0.0048808751576567069 0.015668552731047655 -0.045886305023075287 -0.047144590817646742 -0.041266821954792893 0.042089255069970619 0.00131309040155246 0.018595649666415866 -0.035336234784341974 0.0015982106351261525 -0.019268548996036677 0.025638218214057904 0.0019144029054755517 0.019861628324138739 -0.049284715689050268 0.044503543333076816 0.025400107084450421 -0.026082241644954686
leaf_weight=0.58760880294721385 9.2362751716864278 1.3860049061731841 1.9463747337140374 5.6081901840952924 2.3024612763911136 0.56181750012910914 0.78641504552069807 1.0140679532196371 20.095410199988692 3.7800909988582125 2.4560952708125106 2.7039525099098682 13.860700344666844 0.94241807656362908 3.4148020814172888 1.312412918545306 2.3599903077119961 2.4029399836435905 105.5655083109159 2.6150311902165408 1.1682413644157348 1.3622721629217256 2.3101972341537458 5.9143913611769676 2.4390516802668554 2.1224872134625916 1.5884943380951879 3.8393088728189468 2.7847902858629814 3.178989036474376
leaf_count=84 217 404 275 225 121 27 105 22 710 30 26 36 89 15 201 39 81 16 1563 20 49 18 30 41 17 15 35 36 41 45
internal_value=0.00111176 -0.00592758 -0.0180052 0.00343188 -0.00726969 -0.02588 0.00719186 -0.0146304 0.00161775 0.00113288 0.00209371 0.021594 0.00131146 -0.00641231 -0.0325727 0.000481173 0.002458 0.0130055 0.00137702 -0.0146571 0.00194196 -0.0223189 0.0195961 0.0130244 0.00218761 0.0139548 -0.00973663 0.0279583 0.00113366 0.000512227
internal_weight=211.647 14.1929 6.19666 7.99628 4.25028 1.94782 7.40867 1.80048 197.454 188.218 168.122 6.48404 161.638 20.8926 4.35722 16.5354 140.746 13.0836 127.662 6.14326 3.78327 2.67469 10.6275 8.22459 121.519 9.98934 3.71098 6.27836 111.529 108.744
internal_count=4633 1263 827 436 552 431 352 127 3370 3153 2443 66 2377 362 216 146 2015 113 1902 150 69 57 87 71 1752 103 50 53 1649 1608
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=6 6 3 3 19 16 10 21 3 9 7 16 10 20 0 12 7 20 20 9 21 5 23 20 3 22 9 7 16 22
split_gain=2.69356 2.58075 2.18044 3.23192 3.13769 3.39558 2.68284 3.76896 2.55799 2.33151 2.2642 2.08109 3.32687 3.35228 2.93707 2.5792 2.3798 3.01464 2.12846 2.85382 1.99695 1.98123 1.97475 1.84292 2.20486 1.82908 1.81535 1.90829 3.02972 3.0876
threshold=13.665319288000001 13.775321858200002 85.589753040950015 93.883646373400012 13.051052998800001 18.714956236300004 61.917879202350001 15.004713615700002 84.812788641250009 206.39860865795001 23.960918281000001 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008 133.01805689090003 23.109894804950002 41.444941515100005 42.154118731400011 194.82237869650001 16.464809133250004 17.977320987800002 0.088350000000000026 38.911218973650008 93.733092718100025 -0.047144999999999999 195.46053662500003 24.068567769550004 22.624947093000003 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 -6 20 -8 -7 -3 -10 -4 14 21 15 22 18 -18 19 -17 -5 -14 -13 -24 -25 -11 -19 -28 29 -29
right_child=1 2 3 6 5 8 7 -9 10 25 -12 12 13 -15 -16 16 17 26 -20 -21 -22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.00017466429633635811 0.0013232636563389264 0.00076085885902555002 0.0012005478199059848 0.00031653869015014471 -0.002157254648939397 0.00044749610577085526 -0.0014425820922362791 0.001095346193674516 0.00076925468584908199 -0.0013942834069337964 -0.0022682830742482979 0.0013211295702371135 0.0012961144164310057 -0.0022886613219237194 0.0014932424793917222 0.00039499132383139407 0.00082629380304539198 -0.0014048386645283317 -0.001523405826734941 -0.0014338996090760892 -0.0023109346114608287 -0.0007842046915165357 0.0015026091897589638 -0.00044790391065157117 0.001268737853883717 0.00070755396254839362 0.00052416559150668971 1.0962925627478707e-05 0.00096732585371594364 -0.0027015547420268975
leaf_weight=66.166686723721796 8.2264003194868547 13.690035583917053 12.231351141817866 22.129392291186381 4.9245364163070944 7.2718743076547963 10.171020304085685 2.7461522342637172 1.268171891570091 4.2044121543876836 3.1827689157798886 15.617377392947672 2.8731096312403661 3.2634413028135896 9.3864680975675565 13.063463267870253 29.052618397399783 3.2531897276639965 4.5604515112936488 4.1559558962471774 1.1231851838529099 4.1143544372171164 4.1639384478330639 9.7135483138263208 3.8650973886251441 2.4053160753101093 15.980703113600613 3.0938996430486467 3.1461696326732635 3.1090413420461074
leaf_count=2056 58 84 100 515 192 47 394 24 7 77 80 141 12 56 57 86 181 23 62 31 35 37 23 58 17 25 74 21 14 46
internal_value=0.000166458 0.000266334 0.000226407 0.00031336 -0.00019913 -0.000817741 -0.000200591 -0.000903026 -0.000255036 0.000308178 -0.00140282 0.000441879 0.000371798 -0.000680089 0.000460065 0.000374072 0.000185652 0.000390216 -0.000355681 -4.64167e-05 0.000189622 7.11822e-05 0.000822615 0.000383813 4.07301e-05 -0.000629413 -5.30255e-05 0.000120592 -0.000569247 -0.00134861
internal_weight=292.154 225.987 217.761 180.814 36.9471 16.6474 36.1698 12.9172 11.7228 20.2998 4.45094 144.644 132.413 10.2509 122.162 112.775 79.4155 57.6356 21.7799 17.2194 23.2526 6.98746 33.36 17.7426 13.5786 6.60973 28.583 25.3298 9.34911 6.20294
internal_count=4633 2577 2519 2007 512 326 968 418 134 186 87 1039 939 105 834 777 538 359 179 117 550 49 239 98 75 102 178 155 81 67
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 15 13 18 23 23 15 4 3 6 23 17 20 3 23 20 6 18 21 7 5 3 6 23 23 19
split_gain=2.11305 1.81914 2.31272 2.24695 2.11265 1.69834 1.63084 2.28948 1.61899 3.39316 1.94389 2.95459 2.61586 3.54655 2.59413 2.37562 1.90204 2.10697 1.97246 1.58248 2.81091 3.06305 2.82354 2.45189 2.15492 3.35542 2.38383 2.14062 2.50214 1.80416
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 44.732387748900003 118.06363879865002 13.1052958007 0.083395000000000011 1.0000000180025095e-35 42.968808980200009 309.77412212245002 91.80009132230002 15.745367888000002 0.085625000000000021 198.90226058785004 41.444941515100005 85.923121849150007 -0.15544999999999998 39.427119987250002 16.635388683200002 13.900697602550002 8.9448347342500032 23.960918281000001 19.897785533950003 86.092494711350014 14.775345223550003 0.087795000000000026 0.090235000000000024 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 4 -3 -1 8 7 -7 9 16 11 14 13 -13 15 -10 17 -2 -18 24 21 27 23 -23 25 26 29 -21 -29 -16
right_child=5 3 -4 -5 -6 6 -8 -9 10 -11 -12 12 -14 -15 19 -17 18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0011913636032402166 -0.0013124143801211043 0.00070331391339800524 0.0022550011799692656 -0.0017772334786048047 2.9982710266935956e-05 -0.0021722220224542339 0.0015583241654425158 -0.00014403519247627758 -0.0017532889389022771 0.0010549167587833605 0.0010595981973961033 -0.0016064835285399934 -0.0021902192939876612 0.0014679018442502959 -0.0014138606059151905 0.0004015809506059579 6.6193813713143844e-05 0.00073170549116057567 -0.0017915653770101674 0.0012301168457398426 -0.0013901190576550177 -0.0018631423070191468 -0.0024138010781162554 0.00036267773755138617 0.0011316521664684314 -0.0014339713165338408 0.0017284055642816491 -0.0010137464539647588 0.0004330732714857536 0.00093933802777279194
leaf_weight=5.6157689342653603 2.1245185760781231 1.8992208035197098 1.6360323419794429 4.6617860586266033 76.926428098755423 2.2901164437644246 1.7849789671599854 20.183118648827076 4.4589840816333881 29.289492523297668 9.249818889424203 2.793763265013693 3.5700836982578039 2.7529075480997562 2.3762813294306415 3.2822006717324257 5.8644341740291583 15.160439885454251 3.3006334286183083 10.575362779200075 4.0858159391209474 2.369448732584714 2.5189974438399068 8.0160678774118406 17.137061952613294 3.771672695875167 4.4635163843631744 4.9994053691625586 37.927039761096239 2.4404629021883011
leaf_count=489 24 40 7 248 2108 85 13 211 31 229 46 37 60 15 35 15 73 124 79 69 59 28 44 64 119 29 22 30 189 11
internal_value=0.000160319 -8.42418e-05 -8.25279e-06 -0.00105919 -5.31117e-05 0.000267633 -0.000210244 -0.000350716 0.000331144 0.000604196 0.000211103 0.00014433 -0.000906726 -8.06135e-05 0.000232709 -0.000839641 0.000105089 0.00048046 -0.000602845 0.00031516 0.000157443 0.000252661 -0.00058799 -0.000145142 0.000683434 9.49273e-05 0.000716301 0.000455424 0.00026457 -0.000221583
internal_weight=297.526 90.7392 84.1782 6.56101 82.5422 206.787 24.2582 22.4732 182.528 55.7395 126.789 117.539 9.11675 5.54667 108.422 7.74118 26.45 17.285 9.16507 100.681 70.4921 66.4063 12.9045 10.3855 30.189 13.0519 9.28026 53.5018 42.9264 4.81674
internal_count=4633 2892 2604 288 2597 1741 309 296 1432 529 903 857 112 52 745 46 300 148 152 699 483 424 136 92 216 97 68 288 219 46
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 0 9 6 21 5 3 3 5 16 20 16 20 8 23 21 2 5 8 18 22 21 20 9 12 18
split_gain=2.16426 2.02956 2.53497 2.35494 2.14401 1.88204 2.21344 3.02871 1.71455 1.67917 2.33664 2.57507 1.48984 1.40028 2.99531 2.11928 1.73199 1.67374 1.61655 1.57432 1.57393 1.848 1.46963 1.39247 1.34069 2.53245 1.24097 1.2217 1.66914 2.9142
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 85.732241321850012 186.16747084260001 16.465384711100004 0.54612131245000006 30.922794813800003 95.002044955650021 94.227769014100019 21.482549112100006 16.094962363000004 41.289992964000007 13.534968349350001 39.955516828000007 7.2443465838000014 0.076130000000000017 3.1113400544000003 186.79363985910004 11.188452238700002 5.9453602998000008 13.845746551550002 -0.074029999999999999 4.4906890396500012 39.198779702000003 181.33671263215004 133.01805689090003 13.581061237400002
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 6 24 -8 -9 10 11 12 -10 15 16 18 -15 22 23 -20 -17 -22 -16 -4 25 -2 -21 -7 29 -29
right_child=5 3 4 -5 -6 27 7 8 9 -11 -12 -13 -14 14 17 20 -18 -19 19 26 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0013621659680662138 0.0012153355684028505 0.0007877759952408099 -0.0021890127934931078 -0.0019770349438441664 0.0024373409263948875 -0.00057548015373258001 -0.002563547035678257 0.0012084091892141896 0.00064187929792679178 0.0013301149173186558 -0.0024194822633739461 0.00097723104161929596 -0.0024740285427249857 -0.0013659106844302355 -0.00093933899654909038 0.00018360079956997107 0.0010462040418815833 -0.0022976991713519494 3.1630347289305712e-05 0.0008367442787736777 -0.00085426495278180536 0.0013839581171152361 0.0024036424493016455 0.00038881621388197544 0.0016003802774109492 -0.00066388705080594078 -0.0020930398657028879 0.0011989570449758089 0.00028411306993657851 0.00019858413051959212
leaf_weight=5.5358753122854969 5.3188305888324994 1.874478970421477 0.99743376346305268 4.762047684402205 1.678042001556604 5.4322693739086381 3.0156060392037061 2.7948119901120654 0.93730026483535622 1.6648342674598087 3.1699067167937756 3.574105310253799 2.34900838509202 1.6868821051903093 4.165800928603856 25.556787201086991 5.6620429016184062 4.0671376322861761 3.9113631300278922 0.72791543533094216 1.8740525422617782 11.455329386517404 0.66592794656753529 11.052916523767633 3.3050119983963659 7.6111231013201177 4.7512810550979339 27.863226555287838 107.31636562850326 23.383960152976215
leaf_count=489 95 40 75 248 7 58 61 20 5 13 69 27 60 39 311 304 130 132 180 20 94 108 2 256 43 122 457 194 780 194
internal_value=0.000183958 -8.38209e-05 4.27904e-06 -0.00119612 0.000100946 0.000306414 -0.000143007 -0.000658398 -0.000261905 -0.000613268 -0.000935831 -0.000250299 -0.00158533 4.97468e-05 -0.000494712 0.000196385 0.000492524 -0.00131 -0.000331034 -0.000980966 0.000487191 0.00106927 -0.000478596 0.000175444 0.000412721 0.000109145 -0.00170382 0.000398878 0.000432259 0.000742489
internal_weight=288.162 90.4253 83.7888 6.63653 78.2529 197.736 33.7405 17.5056 14.49 11.6952 10.0303 6.86041 3.28631 76.5749 16.2478 60.3271 7.34893 8.89887 21.4409 9.39056 38.8862 13.3294 4.83173 12.0504 16.235 12.93 5.4792 163.996 158.564 51.2472
internal_count=4633 2892 2604 288 2115 1741 515 255 194 174 161 92 65 2108 614 1494 169 445 988 657 506 202 313 331 260 217 477 1226 1168 388
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 9 20 23 19 18 23 16 16 16 21 16 9 7 20 17 12 23 21 23 20 2 22 23 22
split_gain=2.68426 2.22282 2.03377 2.21346 2.13179 1.94075 1.84142 1.70619 1.59863 2.60598 2.52489 2.09509 1.57842 3.63538 1.86736 2.292 1.7897 2.30123 1.63045 1.5781 1.47247 2.22176 1.4295 2.0868 1.639 1.37722 2.6672 1.28772 1.81442 1.2674
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 226.58992707320002 37.232443001650005 -0.17949499999999999 10.250827068050002 14.194363735100003 -0.22831499999999999 9.7049773055000017 12.604970524100002 15.839962959300001 8.0448977205000016 17.874958200600002 188.08209940425004 26.614251743050001 41.542492784600007 172.18378740490002 270.40131768760006 0.091885000000000022 11.772995266200001 0.087125000000000022 41.685324604100011 247.02271001585004 -0.14008999999999996 0.092385000000000023 0.063030000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -2 22 -1 11 -10 -11 20 -12 -14 18 16 17 -16 19 27 -9 -22 23 24 -7 -24 -27 28 -15 -20
right_child=5 -3 3 -5 -6 6 -8 8 9 10 12 -13 13 14 15 -17 -18 -19 29 -21 21 -23 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0011419182786991651 0.00038967903732888199 -0.0016354300253692046 0.00082361448091037789 -0.0017909285137163414 0.0022469284810349485 -2.0621839515754308e-07 0.0016653952453311632 0.001049196137580662 -0.0020309342841243216 -0.0012630743535268084 0.0014308661190149488 0.0016762762925373661 -0.0017512275208923249 0.00072768910100209059 0.00089946372722815669 -0.002099725392516346 0.0011986437087836625 -0.0017435621225669886 -0.0013122184989432172 0.0012174579066490962 -0.0020757461418881387 0.00065235892377384281 0.00057322795301633517 -0.0022192563202033332 -0.0015774986462505996 -0.0024671628784989435 0.00040996457137467942 0.0005322388388408403 -0.0018907943733025578 0.00051617885956903049
leaf_weight=4.579158175882184 162.73751570098102 3.3607107710558912 1.6230865195393551 4.5535410042793956 1.5870814989320923 11.933859778800981 2.0504461601376525 3.2409761133603752 2.3858742897282417 5.1698121834779149 3.3047667883802196 4.8828743514604778 3.7871679788222528 1.7948312372900468 2.0260812025517208 2.521993219619616 2.9281686702743173 3.0497846063226461 3.23134443553863 10.140555424150078 2.120789187727496 2.2989989444613457 11.270916305482389 2.4994295884389421 3.0584459444507948 1.8597686020657409 3.3095781886950135 15.392537024337811 2.1485126242041588 2.4733075210824609
leaf_count=400 1196 371 18 248 6 250 13 51 341 219 72 46 280 19 40 118 30 82 121 116 106 33 67 76 67 50 22 120 36 19
internal_value=0.000176282 -0.000101982 -4.15242e-05 -0.00110388 4.14685e-05 0.000300349 -0.000103661 -3.70904e-06 6.77883e-05 -6.19895e-05 1.9048e-05 0.000692225 0.000144587 5.87011e-05 0.000208667 -0.000501686 1.84014e-06 -0.000688573 0.000421202 0.000603258 6.50029e-05 -0.000656694 -0.000210561 -0.000593082 -0.000321976 0.000196424 -0.000625136 0.000281145 -0.000698979 -0.000519499
internal_weight=287.322 88.602 85.2412 6.17663 79.0646 198.72 35.9824 77.4775 72.8984 60.3547 57.9689 12.5436 52.7991 49.4943 45.7071 10.526 8.00403 5.07587 35.1811 29.4764 7.66076 4.41979 33.932 17.4917 14.9923 16.4403 5.16935 19.3359 3.94334 5.70465
internal_count=4633 2892 2521 266 2255 1741 545 2249 1849 1613 1272 236 1053 981 701 270 152 122 431 291 190 139 532 393 317 139 72 175 55 140
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=13 21 4 21 23 10 22 7 15 18 10 20 7 3 3 9 22 3 18 21 2 5 9 15 21 6 8 0 8 0
split_gain=0.433407 1.16461 1.17431 0.932804 1.36854 0.854004 0.829081 0.823969 0.823022 0.795819 0.993406 0.624052 0.526763 0.459029 1.02832 2.08968 1.06762 0.894861 0.882081 1.00219 0.680097 0.745677 0.713494 0.834765 0.652009 0.618698 1.24472 1.57866 0.941217 0.855782
threshold=95.636521074450016 16.241109211600005 310.6261364962001 3.2738626606000003 -0.15544999999999998 84.92839234085001 -0.045684999999999996 22.435297587800004 15.166667628900003 17.327266398450003 81.573196594050017 42.320906304050006 27.014969757650004 93.883646373400012 94.227769014100019 187.45330412110005 -0.07490999999999999 95.002044955650021 12.678381831100001 15.551195696050002 319.32263744460005 30.133297129900004 187.55294863440002 23.180824130700003 2.0043664108500008 18.055421862050004 8.8430989333000021 87.525442894850016 8.7431769115000026 85.823648898300021
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 -5 -3 -4 10 12 -11 13 25 15 16 -15 -16 19 20 21 22 23 -19 -17 26 28 -28 29 -2
right_child=9 5 3 4 -6 -7 -8 -9 -10 11 -12 -13 -14 14 17 24 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.046583446264391731 0.017120951966266767 0.024507819921123886 -0.047097577707858884 -0.028208598556552271 -0.047341175696675432 0.031337507354914237 0.03460827109054699 -0.050409260682035835 0.030214361997905823 0.030245129783929074 -0.038012375267156943 -0.0084311582839800923 -0.026238928255072118 -0.01392044068178947 0.018745060729045759 -0.0054262524917190955 0.030875670743769127 -0.034255599765497656 -0.025314114428672062 -0.051704530641749159 -0.047090384456029304 0.026948212243884773 -0.033288522737990829 0.019221856580647862 -0.052455375997554676 0.025490173930762611 -0.045896398000784384 0.0040338959094680391 0.018103570486011373 0.0014894909769357838
leaf_weight=2.0325677891305514 7.5262247580103567 0.55584907066077016 0.33604236786050057 0.74100006971275423 1.8673209441039942 2.2087919588084333 1.0218871139222758 0.65235780656803399 1.734161201995448 3.3936952194198957 1.3011541303712864 1.1391522129997609 1.3773183673620213 2.8343210332095623 4.9168770734686431 0.7625484969466928 1.7649216554127649 0.74979204722330584 3.0163842437905251 0.63843327370705161 0.44902439709403541 3.2093396807904355 1.0943523608148096 2.9230583623866551 2.8742229454219341 2.3934975527226916 2.443542380584403 2.7530083977617323 8.0543712116777879 147.16570866195252
leaf_count=516 52 7 148 43 295 60 18 35 57 57 142 28 42 43 60 10 13 128 321 32 39 92 43 92 101 21 31 37 54 2016
internal_value=0.00131597 -0.00736292 -0.0170765 -0.00655535 -0.0203674 0.0146198 0.00820425 -0.0159428 0.0176648 0.00179318 0.00136488 0.0205254 0.00162503 0.00182126 -0.00387005 -0.0169825 0.0032697 0.00248358 -0.00413506 0.00291306 0.00705162 0.0100994 -0.00124336 0.00830473 -0.0425944 0.00266436 0.00233905 -0.0194445 0.00303461 0.00225001
internal_weight=213.931 11.15 7.73298 5.70041 3.63021 3.417 1.76289 1.20821 2.0702 202.781 198.248 4.53285 196.947 195.57 25.2333 8.23601 4.59924 16.9973 12.0804 9.064 8.42557 7.97654 4.7672 3.67285 3.63677 170.336 167.943 5.19655 162.746 154.692
internal_count=4633 1179 1077 561 356 102 61 42 205 3454 3369 85 3227 3185 974 167 56 807 747 426 394 355 263 220 111 2211 2190 68 2122 2068
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=9 15 21 16 20 23 7 18 6 13 10 19 23 22 20 10 7 16 21 23 23 23 20 20 23 23 16 5 22 23
split_gain=0.422002 0.425849 0.98358 0.917508 0.786952 0.507439 0.923256 0.419816 0.644381 0.376637 1.72492 1.62074 1.28326 1.10207 1.22035 1.31006 1.09481 1.07555 1.76221 1.64099 1.7632 3.18521 1.72879 1.28199 1.26012 0.940752 0.91251 0.898986 1.30395 1.98765
threshold=27.033907557900005 46.055224235250002 15.551195696050002 22.674946976100003 41.772405911750006 0.090465000000000031 23.543468673550006 16.115468395400004 2.7350639043000005 115.13321943645001 62.907231794400012 14.451165964200003 0.090665000000000009 -0.27494999999999997 42.206017975500011 62.154463517850012 23.883283491600004 22.454947490600002 11.772995266200001 0.082325000000000023 0.083395000000000011 0.08574500000000003 43.426369480700011 43.067541470150012 0.087795000000000026 0.10876000000000002 22.604947139800004 21.191508333600002 -0.095074999999999993 0.10249000000000003
decision_type=2 2 2 2 2 2 2 2 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 9 3 5 -5 -3 -7 8 -1 11 13 -2 -12 -11 15 27 -17 18 -16 -19 -21 -22 23 24 -23 -13 -26 -15 29 -29
right_child=1 2 -4 4 -6 6 -8 -9 -10 10 12 25 -14 14 17 16 -18 19 -20 20 21 22 -24 -25 26 -27 -28 28 -30 -31
leaf_value=0.038209519363902031 0.00083793491370750899 -0.036566941343777221 0.021016383991851389 -0.017681292952481571 0.028863748400110006 -0.04370962433223418 0.0022918298293379239 -0.040320594120983336 -0.040785593499418647 -0.027682144419789195 0.037435565996598016 -0.04469350980314226 0.0031460872208095903 -0.0061447665514146122 0.024193176417566079 0.039963731778644082 0.0087855638641639554 -0.029872371731618982 -0.04336731413935549 0.024809077171417837 -0.058523697656295677 0.020254953576285518 0.021217397184027376 -0.030969445296844492 0.0029643747439531136 -0.0039835439942588254 -0.02293678608774841 0.00071253745500306687 0.010035398118167359 -0.055360474202435395
leaf_weight=0.35508724329701979 101.43300582106167 2.1564961958210898 1.5843382009770719 1.0156506984494629 1.2450253975111989 0.97053790721111033 2.1828977996483445 0.75424054080212954 0.28796103340573609 1.9010845609009255 3.8198899812996379 1.9265412543900304 3.0009969528764486 11.044228885322807 3.8966171055799377 2.9587552435696116 4.1906239725649357 3.9910860061645534 0.70153819484403346 3.1203858777880695 1.6855974905192876 2.8491915222257402 3.8475536135956636 3.0522627234458914 4.1991113647818548 1.6000509113073347 4.1789745716378093 5.6941124571021566 30.793980750546332 1.1741884537041185
leaf_count=9 2960 125 13 19 23 39 24 221 43 39 48 32 33 76 126 41 24 48 47 16 24 27 25 34 26 13 47 185 235 11
internal_value=0.0010341 0.00117696 -0.00710002 -0.0129841 0.00795252 -0.0218977 -0.0118661 -0.0204599 0.00283501 0.00155384 0.00332881 -7.12989e-05 0.0223492 0.00187566 0.00251875 0.00600258 0.0216886 -0.0036544 0.0138855 -0.00664989 -0.00260844 -0.00692654 -0.00212864 -0.00841912 -0.00228856 -0.026223 -0.00995508 0.00370011 0.00658705 -0.00887357
internal_weight=211.612 210.215 9.15495 7.57061 2.26068 5.30993 3.15344 1.39729 0.643048 201.06 96.1002 104.96 6.82089 89.2793 87.3782 55.8559 7.14938 31.5223 4.59816 26.9242 22.9331 19.8127 18.1271 14.2795 11.2273 3.52659 8.37809 48.7065 37.6623 6.8683
internal_count=4633 4360 243 230 42 188 63 273 52 4117 1112 3005 81 1031 992 572 65 420 173 247 199 183 159 134 100 45 73 507 431 196
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=5 5 22 5 23 23 23 2 0 14 22 17 17 15 20 15 17 17 18 17 7 6 6 23 7 22 16 13 16 18
split_gain=0.388679 0.965682 1.36112 0.917846 0.688395 1.02227 1.01755 0.981503 0.902217 0.867687 0.845765 0.688674 0.632687 0.640084 0.953147 0.72935 0.683508 1.89987 1.22713 1.00515 0.870732 1.05122 1.66784 1.39046 0.971872 1.21653 0.704578 0.889042 2.15882 0.626525
threshold=23.714185006400005 23.195398057700004 -0.06828999999999999 23.881206071300003 0.091885000000000022 0.087125000000000022 0.11458500000000002 323.30468295165002 86.692020874450009 224.80015388680002 -0.237895 160.51990292375004 162.04221493815001 42.33967733730001 41.808689985400001 41.54912092575001 204.55825889135002 204.73764675200002 14.152310743200003 205.96542837505004 23.445318439400001 16.425383776450001 15.975373262050001 0.092185000000000031 25.412871131150002 -0.14510999999999999 22.674946976100003 117.61735474900001 22.714946882600003 12.722397935550001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 -3 -2 5 7 -6 9 -7 11 -11 -5 -1 15 -15 16 26 -18 -19 -20 -21 22 23 24 -22 -26 29 -28 -29 -14
right_child=3 2 -4 4 6 8 -8 -9 -10 10 -12 -13 13 14 -16 -17 17 18 19 20 21 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.031381768506432428 -0.027033425311025629 0.00071754971256861896 0.031696494588791792 0.0083562584610924126 0.011769796000186683 -0.045844907018396976 -0.02082322536961817 -0.036258375828877455 0.0061796108078347421 -0.026752732088938736 0.011841287362606293 -0.042570338099673796 0.02507791476530271 0.006548250560818804 -0.035197288947194615 0.015764640171354097 -0.067931379454730254 -0.052748661569546981 0.018402272631594056 0.036107020692701421 -0.023092010839711765 -0.045122638662284949 0.03049238899570493 -0.027980353748058826 -0.041160500567337686 0.0088892691519552123 0.0037646721971284621 -0.057522440379506504 0.0057881231995915161 0.0024406635715095442
leaf_weight=0.96294514385954144 2.4136758738895905 5.2006619446910918 4.0290038980310765 0.6841203418152898 9.1486215039622021 1.7627364100771949 1.8419692105380807 1.2018620609596826 0.76521805673837651 1.0327452197670934 7.5796320545487088 1.1223689726903101 1.9873869718867343 1.6390514201484614 1.8792893666541202 5.5427044797688714 0.74616066506132739 0.77259377576411026 3.4650128701177918 0.79581844806671398 2.6292242873460152 1.0709388814866532 1.9648036956787098 4.3265628849730993 0.85412264845946673 8.6507474119134535 3.5757979340851298 1.6628056801855566 1.7904359162785111 128.15839527277058
leaf_count=257 36 69 44 70 109 90 38 89 5 83 179 241 26 33 21 39 16 12 42 9 55 35 20 181 148 241 34 18 28 2365
internal_value=0.000960913 0.00163236 0.0142407 -0.00346709 -0.00120444 -0.00703955 0.00630737 -0.00202368 -0.030097 0.00192544 0.00721332 -0.0232844 0.000957646 0.00113921 -0.0157497 0.00149292 0.00100598 -0.00503974 -0.00312667 -0.00151295 -0.00491358 -0.00658799 -0.00434825 -0.00850696 -0.00156348 0.00439172 0.00211998 -0.0102181 -0.0246972 0.00278634
internal_weight=209.257 181.704 9.22967 27.5529 25.1393 14.1487 10.9906 11.6207 2.52795 10.4189 8.61238 1.80649 172.475 171.512 3.51834 167.994 162.451 25.276 24.5298 23.7572 20.2922 19.4964 18.4255 16.4607 12.1341 9.50487 137.175 7.02904 3.45324 130.146
internal_count=4633 3693 113 940 904 757 147 662 95 573 262 311 3580 3323 54 3269 3230 759 743 731 689 680 645 625 444 389 2471 80 46 2391
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 15 20 21 16 13 20 10 21 0 2 16 20 20 2 4 20 15 19 22 16 5 21 12 2 21
split_gain=2.0387 2.17807 1.9777 2.25152 2.16093 1.80587 1.69138 1.66383 1.4245 1.41913 1.46328 2.32531 2.8523 2.78081 2.10957 3.45309 1.67754 1.74041 1.90377 1.64308 1.67604 1.82448 2.65955 1.5354 1.42646 1.88263 3.63177 2.04902 1.62885 1.39829
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 46.055224235250002 37.232443001650005 15.551195696050002 22.674946976100003 117.97223122220002 42.123054668150012 64.369753017350021 10.899813468900001 88.122280599850015 108.01392853780001 22.604947139800004 41.873095646600007 40.679780036550007 216.39684782960003 205.83748347565003 43.157831852650006 38.86986296220001 14.251149826300002 -0.088039999999999993 18.734956189500004 19.897785533950003 0.54612131245000006 96.720516239650024 108.63443756215001 3.3069203559500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -1 8 -7 10 11 13 16 -2 15 -12 17 18 24 -16 21 22 -21 -17 -13 26 -26 -28 -29 -8
right_child=5 -3 3 -5 -6 7 29 -9 -10 -11 14 12 -14 -15 19 23 -18 -19 -20 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0012473019013943978 0.00064006016257766164 -0.0018619537167389941 0.00086797622220445743 -0.0020921970284701096 0.0026110815080948799 -0.0013719755294945236 0.00052079300415492171 0.0013341632647240534 0.00036714765721888583 -0.00052769747105039697 0.0013702684462289542 0.0013865534521966757 -0.0020231344484452078 0.0020845644174699945 -0.0022129187207642386 -0.0020233556843123625 0.0019717258517707266 -0.0014792159422353385 -0.0015643068711844892 0.00024045090251528602 0.00042173552861242631 -3.1879571323264052e-05 -0.002675002807492036 0.00028078305879476756 0.00071862364378615486 0.0010231402636936325 -0.0032514340659434817 6.3915502269506816e-05 -0.002197491672194565 -0.00012297776373869685
leaf_weight=4.9906875416490939 65.977140316739678 3.3440845519071436 1.778213784797116 4.42981797788525 1.6033204640261818 7.6371318390592915 24.808018424140755 2.0597959998995057 3.3442939640954137 8.5252211317419988 12.41043306514621 6.3785656988620749 2.8031522687524548 7.3104699775576583 1.9385935470927496 2.4905438795685768 2.7425063177943221 2.9124836158007374 2.5206874813884488 2.5610604989342418 15.598956653848289 11.060757387429474 3.8952375389635563 3.3480527549982062 10.576845243573194 9.8121689101681095 1.8946089502423982 4.9412920475006104 2.3073595482856035 50.736483196727931
leaf_count=400 371 371 18 248 6 188 502 13 42 180 122 39 37 53 28 26 14 27 41 24 146 83 46 20 59 67 41 47 27 1347
internal_value=0.000171765 -0.000101529 -3.48934e-05 -0.00124429 5.6513e-05 0.000300239 5.65578e-06 -0.000498573 -0.000842341 0.000357476 0.000400975 0.000536898 0.000150448 0.00078415 9.45255e-05 0.00070724 0.00028865 0.000177006 0.00030252 -0.000224447 -0.000108043 -0.000579811 -0.00151851 -0.000702083 0.000433558 0.000227724 -0.000168052 -0.00119375 -0.000655926 8.84298e-05
internal_weight=286.738 91.6906 88.3465 6.20803 82.1385 195.047 80.5352 13.0412 10.9814 182.006 173.481 120.177 46.8897 73.2876 53.3036 18.249 44.0865 41.344 38.4315 35.0546 33.116 17.5171 6.4563 5.8386 35.9108 29.5323 19.7201 9.14326 7.24865 75.5445
internal_count=4633 2892 2521 266 2255 1741 2249 243 230 1498 1318 823 399 424 495 168 362 348 321 327 299 153 70 46 280 241 174 115 74 1849
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=16 10 17 21 10 5 21 18 15 20 19 20 7 22 16 16 0 9 9 22 22 13 2 8 13 18 3 19 9 16
split_gain=2.04775 2.07914 3.14136 1.75039 2.56769 1.56328 2.71351 1.99133 1.55088 1.52461 1.51913 1.39693 1.37163 1.55925 2.10374 1.99758 2.75381 1.67566 2.83583 1.77644 1.69483 1.25446 1.41696 1.82696 1.24806 2.11837 1.36183 1.65763 2.25906 1.17766
threshold=18.594956516900002 74.757955233350017 195.59800312745003 11.534227923400001 70.940344688150006 19.426367441400004 3.1734339793000008 14.741741751300003 44.732387748900003 37.232443001650005 9.4507625164000029 48.109449608500007 24.176603375500004 0.059500000000000011 12.604970524100002 9.7049773055000017 104.22883325935001 205.73475031020004 213.52050414910005 -0.071969999999999992 -0.088274999999999992 117.97223122220002 94.087390192850009 10.242007239150002 118.06363879865002 13.1052958007 93.82450029455002 14.451165964200003 202.38851837455002 15.839962959300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 -8 21 29 -11 -7 -12 15 -15 -14 17 19 -19 -17 -20 -2 -23 -24 25 -10 27 28 -27 -3
right_child=8 9 -4 4 -6 11 7 -9 24 10 12 -13 13 14 -16 16 -18 18 20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0010999004777027652 0.00035836604404095891 -0.0016501728223533112 -0.0020066443580291716 0.0011412370691170734 -0.0015269227633953465 -0.0016666348570572118 -0.0016508788219780348 0.0011794127242247957 -0.0020778157164705936 -0.0019944013236981844 0.00077276206708467405 0.0007839547587766999 0.0010345026235299461 -0.0014085627804699939 0.00092968231804923737 0.00067028923175168969 -0.0014711853544240314 -0.0015629016420082591 -0.001113332457274103 -0.0011277718275564622 0.0008998297871465863 0.00042184193744381079 -0.0017560619629982976 0.0014309158445910933 0.0013857218554831374 0.00026108733940783367 -0.001306356736131343 0.00087194871760575563 -0.0015865762178985336 0.00054754706595909735
leaf_weight=3.7302847015671485 164.82824395061471 2.8184474952286105 4.0607992094010106 5.3575735473423256 1.5987924579530952 5.3000039860489769 3.6965333009138703 1.1015783525072036 2.0877318927086952 1.0815023724571791 12.050622483249752 0.93408812186680723 4.5027130894595748 1.495766874286345 10.787249334156511 12.145755871431897 5.4850374021334565 5.2276306403800827 2.0930441133677959 2.2185012311674752 4.4909564722329378 3.7108832690864793 3.2823332040570676 0.75541410595178593 1.5906660947948683 6.7019387781620043 2.7928892723284653 5.8813873743638387 3.4078628895804286 1.1812801134656181
leaf_count=37 1256 317 156 89 57 521 152 11 85 243 179 15 144 75 100 200 338 87 50 35 48 50 121 5 13 43 86 45 37 38
internal_value=0.000157839 -7.04419e-05 -0.000515011 -0.000236119 0.00052801 -0.000596191 -8.21222e-05 -0.00100108 0.000264768 0.000104323 0.000176124 -0.00129945 0.000214926 7.61698e-05 0.000644942 -0.000117014 -0.000280779 -3.13351e-05 -0.00054687 0.000392586 0.000259848 0.00032421 -0.000402347 -0.00115982 -0.000191919 -0.000312153 -0.000115911 9.20022e-05 -0.000361732 -0.0010011
internal_weight=286.398 91.3582 25.7797 21.7189 6.95637 14.7625 8.5284 4.79811 195.039 65.5785 61.5788 6.23409 60.4973 48.4467 12.283 36.1636 31.6609 26.1759 11.8116 14.3643 6.584 172.577 7.74863 4.03775 22.4625 20.8718 18.7841 15.9912 10.1098 3.99973
internal_count=4633 2892 1038 882 146 736 200 163 1741 1854 1499 536 1256 1077 175 902 758 420 185 235 98 1432 176 126 309 296 211 125 80 355
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=9 18 6 0 7 7 20 3 13 21 6 8 21 22 22 19 20 17 4 4 22 22 3 10 23 4 22 16 20 6
split_gain=0.386721 0.382956 0.589514 0.373157 0.875586 0.758072 0.791686 0.546887 1.37955 1.83466 0.649478 0.607173 1.35503 1.01977 0.85085 0.562751 0.553135 0.488713 0.456142 1.10955 0.428139 1.18487 1.49543 1.71665 1.42908 1.43088 0.934436 0.937518 1.40781 0.849476
threshold=27.033907557900005 16.115468395400004 2.7350639043000005 71.249517373150013 19.250086031950001 18.276616214250001 44.952171034750002 93.883646373400012 117.59047016770002 15.399605826300002 16.465384711100004 8.543332867800002 4.3143180605000007 0.022350000000000005 -0.017745 14.651182102100002 39.571921479100006 187.63270803470002 209.52275111965002 210.68108846220002 -0.11534 -0.24275499999999997 93.394346993650018 62.036171360100006 0.088075000000000028 215.30949546175 -0.11051999999999999 12.604970524100002 45.044778924400006 15.205355270700002
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 9 18 -10 14 13 16 17 20 -13 -12 -9 -20 21 24 23 -23 25 -6 -22 28 -28 -25
right_child=3 -3 -4 4 7 -7 -8 8 10 -11 11 12 -14 -15 -16 -17 -18 -19 19 -21 26 22 -24 29 -26 -27 27 -29 -30 -31
leaf_value=0.033881308288737123 -0.036210221309987689 -0.036486968718394505 -0.036893221996814565 0.021217202817809082 0.016496502895675391 -0.036709992525441097 0.021740895447846451 -0.041106327059558308 -0.025071163375425413 0.026583833863958801 -0.0099042598779063018 -0.0048062393130901054 -0.035635091137268801 -0.023538431366333712 0.033209476042404693 0.012972207394678029 0.025137869090138917 0.012755223123347308 0.03823662839901891 -0.029383258796755699 -0.028711572104110926 -0.052621351066192257 0.036322700954526665 0.0013416299328983204 0.0033892886977201614 -0.031982591446122373 -0.037349511449778959 0.00090473250278336626 0.015386847570175602 0.014345633067935069
leaf_weight=0.3337295330420591 0.4314572662697167 0.69571723294211552 0.26948154444107786 2.7186188152991226 0.99753004452213545 0.99613049867912185 0.97009954508394003 2.1956474429462132 1.104437269270419 0.8836586822872049 2.0302176219411194 1.2151355431415143 1.3883817740716038 1.2143404814414678 1.6236048832070062 5.241749692708253 2.1898377216421068 2.9692913144826889 0.36782570183277163 1.8714099778444504 1.4049026356078673 0.61654765461572125 2.2469619698822489 13.477916800446112 9.9171967765723803 3.4004287785210181 1.9096037525887362 131.9720078491664 0.96549094596412022 12.056147064547984
leaf_count=9 123 221 43 73 36 86 21 274 30 16 36 19 44 24 21 43 32 30 2 158 28 9 16 589 202 223 385 1691 52 97
internal_value=0.000868639 -0.0184918 0.00226314 0.000989323 0.00115183 -0.0129709 0.00390114 0.000883451 -0.00485694 -0.0202476 0.0011026 0.00339124 -0.00480237 0.00446472 0.0108235 0.00147722 0.0144517 0.00355358 -0.0295788 -0.0182757 0.00114054 0.00424981 0.00845874 0.00606456 -0.00409961 -0.0209867 0.000165836 0.000466695 -0.01964 0.00748159
internal_weight=209.676 1.29893 0.603211 208.377 205.979 2.39769 1.40156 203.26 19.0538 5.31854 13.7352 12.6308 6.0077 4.61931 6.62311 184.206 3.40497 4.99951 4.43488 2.23924 178.965 42.7127 28.3976 26.1506 14.3152 4.39796 136.252 134.847 2.87509 25.5341
internal_count=4633 273 52 4360 4130 230 144 4057 686 450 236 206 119 75 87 3371 51 66 434 160 3328 1172 711 695 461 259 2156 2128 437 686
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 5 10 17 4 16 20 19 2 7 16 14 6 13 21 22 9 21 16 22 10 6 6 17 17 7
split_gain=2.00478 2.18319 2.519 2.33007 2.07105 1.77998 1.77269 2.21787 2.81222 2.01553 1.58975 1.33853 1.65854 3.01917 2.57794 1.88965 1.56388 1.53466 2.00622 1.44793 4.02057 1.48006 1.42455 1.28942 1.28564 1.92302 1.25123 2.43364 1.82267 1.92191
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 23.714185006400005 74.757955233350017 195.59800312745003 224.75522095420004 11.864972254500001 37.995872310650007 9.4507625164000029 186.79363985910004 26.296311413900003 9.7049773055000017 366.02505068985005 4.9151148409000003 98.050756475600011 20.581461612800002 -0.054875 205.73475031020004 2.3083050893000006 13.534968349350001 0.63131000000000015 59.240174904450008 22.625528641850003 16.395383075500003 199.05253715360001 193.94976740385002 23.276000438150003
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -2 7 8 -4 -10 24 -8 17 16 -15 22 23 18 -13 20 -19 -22 -16 -14 25 -7 -12 28 29 -28
right_child=5 3 4 -5 -6 10 11 -9 9 -11 26 12 13 14 15 -17 -18 19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0012332661792965902 0.00035404029807278175 0.00068538808329788497 -0.0015985877744434684 -0.001820295839881695 0.0022352539257142669 -0.0021461284831786982 -0.0020423215876382629 -0.0021207205953178076 -0.0014883221109519571 0.00069035259780829015 -0.0012941014290713709 -0.0013367518806681059 -0.0020020094800154522 0.001215412650433454 -0.0021153817095372388 -0.0020595957620091871 0.0014573876427606 0.00057695449625291123 0.0018846945493830088 0.00060210797092722496 -0.00029584706224457903 -0.002323390031673095 0.00077684509525552717 0.0014414579066609329 0.0017701471872937535 0.0021075657935404968 -0.00048404924388507816 0.0011128202175903802 -0.0017701941386220989 0.0010540442575839395
leaf_weight=5.6206981329160035 162.96401414275169 1.901308380300178 3.8917783173965317 4.9210691688058432 1.6423402903601516 0.95243552932515629 0.95611564998398435 2.6078217502217731 1.904334982857107 8.9150759364711103 3.9134073359891799 5.2261912776157251 0.94631076510995871 3.1875895229168218 0.8356148112798113 2.860072210081853 12.16979150730185 8.3168783775763604 0.82750664278864849 14.212068726774303 2.1834268700331441 3.4056201260536909 2.5491043105721474 0.69843301735818386 2.7242455545347184 0.66834162175655365 15.013827587943533 4.7778380694799116 3.0883017107844344 3.752444325014948
leaf_count=489 1196 40 326 248 7 53 243 71 96 163 63 347 95 97 55 158 109 84 8 115 20 78 35 8 30 3 273 44 61 18
internal_value=0.000161565 -7.66823e-05 9.28435e-06 -0.00112199 9.95915e-05 0.000269673 5.32537e-05 -0.000486837 -0.000197201 0.000306882 -0.00012438 0.000213491 0.000251054 0.000647165 -0.000191229 -0.000909234 0.00121961 -1.8419e-05 -0.000896398 0.000170607 -0.000270394 -0.00153131 6.28161e-05 -0.000539757 0.000963595 -0.00039208 -0.00027914 -0.00013 -0.000401705 -0.000176497
internal_weight=287.634 89.7792 82.9568 6.82238 77.3361 197.855 75.6937 17.319 14.7112 10.8194 34.8908 58.3747 57.4186 23.2469 9.43238 6.24479 13.8145 34.1717 6.0537 28.118 13.9059 5.58905 3.38472 1.64474 4.34502 1.62078 30.5458 26.6324 21.8546 18.7663
internal_count=4633 2892 2604 288 2115 1741 2108 656 585 259 545 1452 1209 557 345 248 212 652 355 297 182 98 90 103 86 56 459 396 352 291
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=13 15 22 16 9 7 21 21 21 9 7 6 17 16 5 5 5 3 6 2 23 4 5 21 18 20 17 21 13 16
split_gain=0.449829 0.375422 0.903726 1.13288 0.566589 0.478371 0.403171 1.03919 1.68482 2.17996 3.08136 1.09627 0.885532 0.83362 0.903927 2.26395 0.95309 1.78032 1.28251 1.08982 1.1184 1.01878 0.883345 1.03517 1.42704 0.861652 0.791065 0.944775 0.780963 1.05376
threshold=73.265860971000009 46.723315192750007 -0.082404999999999992 22.564947233300003 199.17419511990002 23.543468673550006 3.1734339793000008 1.9176293050000004 1.2219980417000003 194.45262321395003 23.960918281000001 16.545386580300001 168.09695031380002 22.634947069650003 20.971847224900007 21.990725385850002 19.768819263000005 87.399085362750014 14.815346158200002 202.17021369765004 0.094385000000000011 163.62029285410003 22.327062271350005 1.0853204796000002 13.258241318650002 41.16018805045001 209.18283600905002 2.8426267373000003 117.97223122220002 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 6 4 -4 5 -3 7 8 13 -10 -11 26 -8 14 16 -16 17 18 19 20 21 -2 -17 24 -24 -15 -9 -28 29 -14
right_child=1 2 3 -5 -6 -7 12 11 9 10 -12 -13 28 25 15 22 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.047228937619015691 0.0014730899618117979 -0.048069805526430032 0.016282172238002574 -0.050569228583128366 0.018901642922290594 0.0065179839847269144 -0.024163386084954191 0.021723859657303588 -0.061318051169274641 0.034128174646472255 -0.036615545416219829 -0.011273980340155001 0.00064673482713167114 0.0067776561261214084 -0.064701278589221783 0.040269496124045769 0.026923594403392523 -0.035847299968318758 0.027771348949130421 0.021249738241559561 0.0071241711700591494 -0.042631023567799256 0.005894192695323288 0.043140227827846399 -0.054682204394986778 0.045840303253971891 -0.040524439480972056 0.032374061884067738 -0.030103819188789661 0.037983291536437529
leaf_weight=0.40876068264333199 1.8634010062087449 0.63145686057396255 0.76459456048905794 1.822119800141081 2.2778805319685489 0.74176801973953843 3.1120268539234521 14.557615433936013 1.9512200147728425 2.4089640974998474 2.862755795562407 3.1768214341718695 133.88143162595225 3.0557787101715794 1.4252567859366525 0.98309335496742267 3.8803241780260569 2.3364456169074392 4.6371476990170768 3.5397514670330557 4.6625196627937839 2.7625712698572897 2.0315252757864077 0.69004637748002995 1.3927388266893101 1.9753813957795499 0.98137466405751073 0.61410829308442771 1.7264680874068279 1.6255949288606633
leaf_count=208 17 60 4 74 31 9 462 248 44 23 87 45 2204 52 34 12 50 27 36 150 100 214 234 5 36 29 62 9 51 16
internal_value=0.00107824 0.001173 -0.00996461 -0.0308089 0.00480307 -0.0185834 0.00151671 0.00461924 0.000585834 -0.0196946 -0.00428851 0.0134788 0.000150777 0.00474307 0.00184949 -0.0133446 0.00603433 0.00194091 0.00699606 -0.000513781 -0.00880764 -0.0248653 0.00101495 -0.00836472 -0.0187438 0.0221148 0.0183469 -0.0124655 0.000702146 0.00109464
internal_weight=208.781 208.372 6.23782 2.58671 3.65111 1.37322 202.134 61.7888 42.4589 7.22294 5.27172 19.3299 140.346 35.236 30.2048 6.52266 23.6822 19.8018 17.4654 12.8282 9.28849 4.62597 5.0974 4.11431 3.42426 5.03116 16.1531 1.59548 137.233 135.507
internal_count=4633 4425 178 78 100 69 4247 1514 1150 154 110 364 2733 996 915 321 594 544 517 481 331 231 287 275 270 81 319 71 2271 2220
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=20 21 21 20 10 22 16 8 15 7 3 7 7 23 18 6 6 22 21 19 20 23 21 16 20 23 4 20 7 16
split_gain=0.346157 0.674381 0.709753 0.661613 0.686515 0.591006 0.555454 0.569764 0.840842 0.540835 0.532793 0.599851 0.512625 0.50915 0.485836 0.846316 1.41361 1.03101 1.21175 0.957511 1.0236 1.02007 0.880221 0.841648 0.872705 0.802537 0.780619 0.753938 0.734029 1.26297
threshold=49.292797572200008 21.779899400000001 3.4893684343500007 47.927946529500012 89.541786492700012 -0.23557500000000001 19.304954856600002 1.7486353823000003 5.1773271655500013 23.209106085000005 103.28787291370001 17.566486459500002 19.627338137150002 -0.17949499999999999 17.108018746400003 13.665319288000001 13.775321858200002 -0.51760499999999998 5.2472773321000004 11.950964240300001 35.119813570500007 0.088755000000000014 2.4659823166500003 11.949972055800002 43.477771593600004 0.13026500000000005 264.81529982115006 42.320906304050006 26.545218975000001 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 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 10 -5 7 8 -7 -6 12 -12 -1 -4 15 19 27 18 -18 23 -21 22 -22 -14 26 -23 -25 -17 -16 -30
right_child=1 -3 13 5 9 6 -8 -9 -10 -11 11 -13 14 -15 28 16 17 -19 -20 20 21 25 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.023909499940052675 0.023955833231566546 0.029729632971955539 0.00068950676921034212 -0.018061358773773521 0.03987397586780636 0.041129386265436649 -0.0036180102953711321 0.035834951594575823 -0.045362603337344584 -0.041720609254915254 0.014434036408900151 -0.035816791281399814 -0.019137393415915659 -0.040260432844602359 0.028075468138590666 0.034373248815853789 -0.034339723278848926 0.0014361694758581449 0.0081398355649916609 0.011923870637955348 -0.044248647977691152 -0.041092996810478448 -0.0018162441579624897 0.006625455651001917 0.031108457815024766 0.0022612902605251891 -0.029560046721293424 0.0037784772206279128 -0.0081723864605756074 0.042390584917019532
leaf_weight=1.6293073999695469 0.5206934546586125 0.55202513048425306 0.71069355797954004 0.79266347529483017 0.1568885424931058 0.35999224951956366 1.2531694704666732 2.9830459048971534 0.39210811685188673 1.0017529963843115 0.56687160022556682 1.3210256561578715 2.526360899704744 1.7688207071914794 2.7052667793468563 3.2770070768892756 2.9045198078965759 148.93843773036497 1.8263264931738374 2.1280650329717892 0.96226524520898049 3.9269379145698622 5.3819518192321993 6.3689858635188994 2.0372015119064599 0.87110703717917193 1.1798924347967839 2.2811590908095241 4.1700235019670799 1.0282785567687822
leaf_count=37 19 17 34 23 8 11 29 45 39 523 37 374 245 244 39 42 122 1854 28 53 53 172 175 89 43 20 60 15 165 18
internal_value=0.000867841 -0.011778 -0.0194153 0.00108916 0.000689699 0.0147148 0.0199231 0.0278213 -0.00396328 -0.0306721 0.000875063 -0.0207282 0.00108514 -0.0285231 0.000891968 0.000467223 0.00157188 0.000839637 -0.0179406 -0.00646237 -0.0140448 -0.0190046 -0.00825222 0.00184488 0.00737465 -0.0332218 0.000969648 0.0218167 0.0108131 0.0018295
internal_weight=206.523 3.55223 3.00021 202.971 197.19 5.78098 4.98832 3.73515 0.7521 1.15864 196.031 1.8879 194.143 2.47951 192.514 184.61 159.227 153.669 4.73085 25.3828 13.2703 11.1423 6.34422 12.1124 9.58608 4.79804 7.54888 5.55817 7.90357 5.1983
internal_count=4633 314 297 4319 4172 147 124 95 50 531 3641 411 3230 278 3193 2971 2061 2004 150 910 473 420 228 437 192 192 149 57 222 183
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=9 9 0 20 2 22 22 8 23 6 15 0 3 5 4 7 18 17 20 23 22 20 17 0 0 15 17 17 18 7
split_gain=0.33638 0.466079 0.757996 0.992098 0.537793 0.964909 0.424607 0.443994 0.410035 0.388598 1.20458 1.13582 1.57362 1.17719 0.799319 0.73663 1.98474 2.14381 1.92931 1.4892 1.23525 1.1316 1.0966 2.22291 1.20376 1.06538 1.00653 1.73157 2.02459 1.13053
threshold=233.77854820110002 223.65407503400004 94.354126546200021 41.741384785950011 361.99740083035005 -0.038374999999999999 0.70681500000000008 5.1459841250500009 0.089835000000000012 14.825346391850003 38.469938489650012 93.308316333500017 86.821066864700015 18.280220412300004 203.05109110260003 23.109894804950002 13.317304170000002 191.56943241645004 38.474425342400004 0.086955000000000018 -0.091149999999999995 41.257948413050009 204.55825889135002 90.321439350550008 89.057864029250013 46.055224235250002 191.06791329340004 188.27285108100003 13.075178189100003 22.532843451200005
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 9 -8 -2 10 -1 12 -11 -13 -15 16 17 25 20 -20 -18 -17 24 -24 -23 26 27 28 29 -14
right_child=8 2 3 -5 5 -7 7 -9 -10 11 -12 13 15 14 -16 21 18 -19 19 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00093800463351848451 -0.044749863105472229 0.028965212898277248 0.014594191860419789 -0.044353321425195595 -0.043361261195565132 0.01285617616987223 0.00035265273619924351 0.038701670616629984 0.0071685862860115732 -0.046101981203482419 -0.035010211113701575 0.031585743151882256 -0.0062136419106970566 -0.020689323319497143 0.014770349071126452 0.010798115816637827 -0.018794838759309065 0.028778557600687614 -0.0067050827348032237 -0.049638335897256379 0.034993742452024926 -0.00040432811953424136 -0.050572285873021636 0.008428598851741612 0.028755348779156507 -0.035305027779972985 -0.031381680499925929 0.014691650329866867 -0.035796471067696733 0.012353594638825117
leaf_weight=68.448646840726724 0.59097629401367047 2.5103706312365821 1.5269093468377835 0.69323726522270579 1.2255242070823444 0.87304130474512831 1.0109025556594127 1.0057063475251196 0.44551585242152214 1.1762328916229297 1.7777105858549465 4.259083279874174 17.778195070335649 1.6802367866039274 2.8829724669922143 26.784803528338671 1.4583759050583469 4.3213946972973636 2.154764979146421 3.6084608713863418 1.3948768798727522 24.649647406418815 2.0494435240980229 2.2229514885693789 2.6148776561021796 1.4949755056295533 1.6591930976137508 11.248421255033461 3.0331209998112163 7.9138938942924133
leaf_count=2359 61 31 51 32 93 40 32 25 20 12 67 40 586 16 37 246 23 57 24 54 18 251 50 30 25 96 19 93 96 49
internal_value=0.000786868 0.000905162 0.013582 -0.00381208 0.000603401 -0.0199738 0.000823016 0.0194778 -0.0224337 0.000629712 -0.00180051 0.00200178 0.000922842 0.0161348 0.00171361 0.00140639 -0.00193823 0.00133818 -0.0199808 -0.0335864 0.00750092 0.00462164 -0.000624142 -0.0198738 0.00239231 -0.00141134 -0.000194263 0.00110024 -0.00422198 -0.000494405
internal_weight=204.494 203.458 4.73052 2.22015 198.727 2.09857 196.629 2.01661 1.03649 194.612 70.2264 124.386 115.564 8.82229 4.56321 114.387 56.0657 47.4492 8.61648 5.76323 2.85325 58.3217 31.5369 4.2724 27.2645 43.1278 41.6328 39.9736 28.7252 25.6921
internal_count=4633 4552 114 83 4438 133 4305 57 81 4248 2426 1822 1729 93 53 1717 1115 996 119 78 41 602 356 80 276 939 843 824 731 635
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=21 5 9 3 18 2 20 6 0 20 18 8 9 22 22 4 12 23 23 5 5 12 6 12 17 10 18 0 21 6
split_gain=0.347165 0.747067 0.891351 1.40764 1.32284 1.30374 1.06832 1.11204 1.78861 1.01399 1.55215 1.22154 1.04131 1.72408 2.02137 1.60026 1.47902 1.27078 1.11516 1.02149 1.56094 0.991418 0.811823 0.801652 0.722399 0.664549 0.658534 0.751344 0.65822 0.608909
threshold=3.1734339793000008 30.133297129900004 202.70031010240004 92.238309997550019 13.431207332600001 68.96170560420002 42.546237522150008 14.825346391850003 96.631250582750013 42.546237522150008 13.141419083100002 5.1459841250500009 184.83999455315004 -0.070854999999999987 -0.094409999999999994 218.45625741980004 159.85579765120002 0.081235000000000016 0.090665000000000009 20.201591378100002 17.687678651600006 122.54271974380002 16.475384944750001 328.37985594320008 168.09695031380002 67.031326566450005 15.502113896900001 102.75018128760001 2.0976681454000006 14.415336812050002
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 -4 7 8 28 11 -11 23 -13 14 15 21 17 -15 -16 20 -19 -14 29 -1 25 -2 -10 -28 -7 -17
right_child=24 -3 3 4 -6 6 -8 -9 26 10 -12 12 13 16 18 22 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.040337263479602412 -0.0059589262910227925 0.029521094555616106 -0.04754124579219432 -0.0023345622122466626 -0.04774187325201483 -0.045116172912731567 -0.027228139038044673 0.022037741265973045 -0.0072334423931624085 -0.033740852607596246 0.026454247064915913 0.027035336930290501 0.00093015811509714074 0.017978818314143493 -0.011281523936877367 -0.0050020517471904245 0.028647510678729858 0.0020124732524200461 -0.054628520356649467 0.018397943311574481 -0.045118487484484167 0.037866036906024816 0.015152607668164363 0.02510055732908455 4.0645951239531515e-05 -0.044793046715023592 0.024708068070269176 -0.020049496258057395 -0.001884804738099074 -0.052533669383226636
leaf_weight=1.5096217045629625 1.962632608105195 1.6216780728427682 0.81731314305216685 1.9740293598733836 1.9948891294188795 1.5869064193684592 1.5865718175482459 4.8730071252211919 2.5003827000036836 0.74426475435029615 6.0267557287588716 2.9823146821581785 2.6884685414843288 4.645896844565863 1.8105539188836712 0.63773306529037688 4.9506077202968308 2.4258705793763511 1.8614842421375213 1.5092510432004926 1.9686103016138075 1.9310822803527115 0.6466510361060499 0.35821643121744262 139.05626097312779 1.0439515686302909 3.8281809631735086 0.68361041083699081 0.82927215751260508 1.2031539995223282
leaf_count=484 266 46 19 36 59 62 37 64 27 15 133 45 36 35 38 24 61 49 27 15 15 20 21 27 2491 239 70 101 40 31
internal_value=0.00068885 0.00319174 0.0024628 -0.00410548 -0.0251575 0.000896183 0.00338792 0.00678442 -0.0010992 0.00604569 0.0198377 0.00304578 0.00501394 0.00251484 -0.00956389 0.00267698 0.0109146 0.00259309 -0.0332556 -0.00951459 -0.0191009 0.0163702 -0.0227525 -0.0277875 -0.000371701 -0.019443 0.00895507 0.0179266 -0.0302785 -0.0360674
internal_weight=202.259 60.1964 58.5747 20.6742 3.96892 16.7052 15.8879 14.3014 9.42835 37.9005 6.77102 31.1295 29.2617 26.2794 10.7791 7.10709 15.5002 10.5496 3.67204 5.90373 4.39448 4.61955 2.48754 1.86784 142.063 3.00658 7.01217 4.51179 2.41618 1.84089
internal_count=4633 1637 1591 515 95 420 401 364 300 1076 148 928 417 372 197 132 175 114 65 79 64 56 76 511 2996 505 198 171 102 55
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 2 21 17 20 13 8 22 3 2 21 13 23 16 7 21 15 20 16 2 8 3 6 15 21 20
split_gain=2.00847 2.12331 2.12549 2.02322 3.2426 2.6818 2.24948 1.91509 1.80078 1.87929 2.01113 1.86416 1.63028 1.54893 2.03315 1.44986 1.43751 1.43472 1.36017 2.07889 1.23789 1.30475 2.30077 2.63495 1.50108 1.28527 1.62961 1.5674 1.25611 1.24666
threshold=18.594956516900002 15.954962690350003 246.55589432395001 71.053259929650025 191.61296531520003 199.01127796720002 0.54612131245000006 236.15709471040003 37.232443001650005 95.636521074450016 2.5480115570500002 0.20852500000000004 82.605564516150011 186.79363985910004 6.9984086918000008 103.75835308650001 0.075320000000000012 15.839962959300001 22.375171215700004 12.156412995750001 46.055224235250002 42.081757894750005 22.594947163200004 108.01392853780001 8.543332867800002 93.969677033550013 16.415383542800004 38.133874083650007 15.294585115650001 43.426369480700011
decision_type=2 2 2 2 2 2 2 2 2 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 5 12 6 -3 -6 17 10 16 -12 -5 14 -11 -16 -10 -1 19 -8 21 -2 23 -23 25 26 27 -24 -22 -26
right_child=20 2 -4 4 7 -7 18 -9 9 13 11 -13 -14 -15 15 -17 -18 -19 -20 -21 28 22 24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.0014407426043214113 0.00041004891985044656 -0.0021834894633481015 0.0017030488500919024 0.001042806518896203 -0.0017662107640603083 -0.0019890978787516552 -0.0019432534290099437 0.0006389895536365 0.00056190785506752237 0.00038777075622049286 -0.0017549704035149021 0.0015450873705426173 -0.0013253876197273843 0.0008885426970465266 -0.0016156456283008755 0.0003221234706012162 -0.00077100155654455805 0.0017298376565917041 0.0014802888273810252 0.0012914857164747287 -0.0006874274130625682 0.0011144908397237774 0.00025683093642841001 -1.417132118737507e-05 -0.00041985841443837078 0.00032434477257222121 -0.0023308326862708614 -0.0014003472001058528 0.00077329547847863314 0.0013143219292137318
leaf_weight=3.8059703203616655 116.67205312033184 0.94422501325607822 1.4230250827968109 3.1888508779229623 10.770851865410803 1.810000629571731 1.2408212731243113 1.2626642370596517 7.6968714186223242 23.482331987994261 4.3349271023180327 0.6754389569396152 1.4407878848724065 14.579471874749286 3.3678051859606049 2.166001845151186 4.308532768744044 0.55878005432896305 4.4504293822683394 1.4961280819261444 8.3769634873606247 10.558084757998587 3.5113335344940442 21.323342757183127 3.2385983141139141 2.7903345748782149 2.6782715171575546 4.3778617102652788 2.64416998066008 2.5135697163641453
leaf_count=381 949 117 16 48 332 114 197 19 176 292 373 13 113 185 97 21 339 4 34 21 222 120 15 257 36 22 33 50 21 16
internal_value=0.000148251 -7.195e-05 -0.000497028 -0.000614705 -0.00100827 4.4957e-05 0.000497714 -0.00151384 0.000111409 0.000193953 -0.000326815 -0.0013101 0.000305802 0.000397214 0.000150341 -0.000857178 8.35496e-05 -0.00103484 0.000849951 -0.000175013 0.000262864 0.000302293 5.57411e-05 0.000359605 -0.000451199 -0.000791019 -0.00108553 -0.000662768 -0.000336973 0.00033794
internal_weight=271.688 93.0039 28.0278 26.6048 16.6632 9.9416 8.1316 12.0335 64.9761 60.6114 17.0158 5.01037 4.62964 43.5956 29.0161 5.53381 12.0054 4.36475 7.18738 2.73695 178.685 167.663 50.9914 31.8814 19.11 13.3578 10.5675 7.8892 11.0211 5.75217
internal_count=4633 2892 1011 995 512 483 369 351 1881 1496 901 386 161 595 410 118 515 385 252 218 1741 1498 549 377 172 120 98 65 243 52
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=9 5 15 7 16 18 16 23 19 22 6 9 9 21 8 21 23 23 13 0 6 13 21 9 13 18 15 0 6 7
split_gain=0.31964 0.338382 0.580415 0.61605 0.50441 0.986156 0.838247 0.941504 0.643321 0.471514 0.587717 0.629101 1.12643 1.22324 0.962543 0.976799 0.928979 1.35044 0.984036 0.806458 1.78109 0.876677 0.811353 1.63381 0.782081 1.05305 0.783489 0.86329 1.27038 0.924976
threshold=27.033907557900005 1.6209823962500003 10.623212892000003 20.253927392100007 9.7049773055000017 17.232128601400003 11.949972055800002 -0.222165 10.650859343850001 0.70681500000000008 4.9151148409000003 186.70853236170004 185.98753508445003 4.8814716696000007 8.3434888241000014 6.3374497763500015 -0.15849499999999997 0.070640000000000022 116.51508691550002 85.732241321850012 16.465384711100004 117.60122400020002 16.027392061700002 199.89081775665002 98.050756475600011 19.345059715200005 18.939493156800005 97.886760529650019 11.215262042800001 25.959674155500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 8 -6 10 -8 12 13 -12 15 -15 18 -18 -17 20 -13 -22 24 -24 25 -21 -26 -28 -29 -30
right_child=1 2 4 -5 6 -7 9 -9 -10 -11 11 19 -14 14 -16 16 17 -19 -20 22 21 -23 23 -25 26 -27 27 28 29 -31
leaf_value=-0.019467426581322365 0.029543744033408582 0.039168289671032301 -0.040051710880626541 -0.040044212442120766 0.026247382077104992 0.028507967027865354 -0.025032053919487478 -0.039373446146298209 -0.026243489200405062 0.020188436191372106 0.013908300492108399 -0.043888975393217365 0.026518601694938509 -0.027350153971570652 0.038017255169722534 0.025291582468156385 -0.043608994403488997 -0.0017909965944809935 -0.019032340943602302 -0.040144103382004567 -0.033319033663113881 0.0017592703884463737 -0.049468276104356335 0.0043687224177395116 0.017551287401762379 0.033400143308818755 0.001891084237916791 0.0039771276350203198 -0.031851235732498151 -0.0046700183760050923
leaf_weight=1.1245265711622767 0.58368670979689241 0.16735628596506902 0.35353564625256639 0.88120244425226701 0.77477563975844554 2.0049948140149354 1.2585793058242405 1.5749973768834014 0.58854340785183012 1.8038015265483398 10.217605866375381 1.8518756857374672 3.3391852546483269 2.2649302311765558 0.81268436089157958 3.0811755365284705 1.2308701406000118 10.924626977299338 0.93532560055609781 1.3220062238397066 1.1811073444550837 7.5106207298813388 1.3732143212109797 1.9600711667444555 4.1668326626531771 0.35347209381870914 123.80554352747276 6.5297787082381529 3.8159179338254035 3.383820544462651
leaf_count=273 43 2 57 283 13 101 226 295 44 42 456 60 43 146 8 93 93 158 35 109 79 145 19 29 42 6 1403 94 129 107
internal_value=0.000654833 0.000767944 0.00068374 -0.0274014 0.000832157 0.0182311 0.000622856 -0.0194406 0.00358713 0.000928116 0.000746525 0.000917231 0.00568466 0.00332379 -0.00229442 -0.00407133 -0.000811069 -0.0060255 0.0149698 -7.73511e-05 -0.0101879 -0.00300747 0.000649259 -0.0178105 0.00107842 -0.0246286 0.00138238 0.000892516 -0.00811204 -0.0190763
internal_weight=201.177 200.052 199.468 1.04856 198.42 2.35853 196.061 2.93832 1.36332 193.123 191.319 190.061 32.8064 29.4672 19.2496 18.4369 16.172 12.1555 4.0165 157.254 10.5436 8.69173 146.711 3.33329 143.377 1.67548 141.702 137.535 13.7295 7.19974
internal_count=4633 4360 4317 285 4032 158 3874 352 57 3522 3480 3254 1032 989 533 525 379 251 128 2222 284 224 1938 48 1890 115 1775 1733 330 236
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 16 16 17 10 9 9 2 5 21 7 2 22 6 5 23 20 21 22 13 15 8 8 21 20 20
split_gain=2.1966 2.04747 2.54413 2.5406 2.11611 1.71909 2.15314 2.00678 2.97388 2.43416 1.63298 1.52386 1.84686 1.50373 2.46253 1.47049 1.50859 1.44834 1.86766 1.39087 1.31856 1.28775 1.28259 1.28005 1.22899 1.19648 1.18613 1.57858 1.17689 1.80576
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 15.839962959300001 13.534968349350001 236.15709471040003 69.873026810350026 192.57902085675002 73.466513400400018 186.79363985910004 11.188452238700002 12.156412995750001 24.673428656250003 233.38240125640002 0.26597500000000007 11.085259005300001 2.7155367820000005 0.091885000000000022 39.427119987250002 7.0919822770000005 -0.016679999999999997 103.75835308650001 19.926260352100005 2.8477776226000002 1.3489472949000001 18.870920756500002 36.558960102350007 37.041406607950009
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 8 13 10 19 17 -13 14 -7 16 20 18 -8 -10 -4 24 25 -23 -19 26 27 -17 -2 -30
right_child=28 3 4 -5 -6 7 11 -9 9 -11 -12 12 -14 -15 -16 22 -18 21 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.001351597242975014 0.00077239704141202276 0.00083625714848896936 0.00035055869446092784 -0.0019002473602771517 0.0023745471143988214 -0.0021601144176086381 0.0018805407360196408 0.001291815936856398 -0.0022581472196222777 -0.0020431428775992328 0.00099980680421776292 -0.00084145033314050389 0.0013768746411027589 0.0019492354354651673 0.0022287086530192158 -0.0021164071783444194 0.00039490157354243557 0.0015704724685281263 -0.0022755993049218036 0.00073644543552455063 -0.0017147064780882462 -0.0019079861319589051 -0.0012781647163690908 0.00039982295679686969 0.00030666246137922381 -0.0012587056561208369 0.0014758696786381421 0.0020575758221246464 -0.0011162339762128949 0.00026383101571745004
leaf_weight=5.5434551891521542 18.555368447676301 1.9464645027182985 1.6154712415300325 5.1869837719714269 1.6416287166066457 1.3722651157295396 0.59275485482067169 2.2917539924383155 1.936167793697676 7.0563411042094231 2.4751120433211327 1.822887182701378 11.095769506413488 2.1032209272962064 0.8724021017551421 1.0046603048685936 3.0247497989330432 4.1513641068013447 1.8869411658961324 0.97179330512881268 6.3938721930026077 1.8883154075592745 1.821381727932019 2.1376966775860637 14.155259430408476 1.184833903738763 4.8716287278803065 0.60598840564489354 4.0557787101715794 159.61821566382423
leaf_count=489 180 40 73 248 7 246 7 30 139 170 19 91 99 24 4 112 52 56 69 12 495 34 105 20 100 98 45 8 39 1522
internal_value=0.000155178 -0.000102747 -1.40573e-05 -0.00115355 7.98289e-05 3.11163e-05 0.000205395 -0.000501004 -0.000745754 -0.00125399 -0.000219548 0.000494996 0.00106386 0.000708333 -0.000454375 -0.00032704 -0.000834035 0.000198816 -0.0012821 -0.0012574 -0.00129815 0.000363249 0.000262539 -0.000682606 0.000593255 0.000628546 0.000973498 -0.000545993 0.0002849 0.000229634
internal_weight=273.881 91.6512 84.5177 7.13345 78.9743 77.3326 58.2536 19.0791 16.7873 12.4394 5.38307 37.731 12.9187 4.34789 2.24467 20.5226 11.0341 24.8123 2.4797 2.90796 8.00934 22.3326 9.48849 4.02601 18.3066 7.66711 6.48228 1.61065 182.229 163.674
internal_count=4633 2892 2604 288 2115 2108 1464 644 614 340 170 476 190 274 250 988 620 286 76 151 568 210 368 54 156 263 165 120 1741 1561
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 5 23 10 13 20 23 19 4 22 4 3 13 20 14 5 23 21 5 18 21 2 23 16 16 22
split_gain=1.75176 2.18406 2.08383 2.48221 2.24094 1.69248 1.47317 2.8676 2.52175 2.43884 2.38891 2.17063 1.55441 1.50666 1.39377 4.25313 3.78452 2.31071 1.36407 1.27924 1.39131 2.19259 1.57408 2.51308 1.68877 1.67051 1.5191 1.23993 2.96766 1.7111
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 23.714185006400005 -0.17949499999999999 74.757955233350017 108.79383516485002 47.74983977685001 -0.22831499999999999 10.250827068050002 256.08338064055005 -0.16262999999999997 310.44950696480004 92.367355987800025 115.13321943645001 41.529896397300007 295.47576256845008 23.881206071300003 0.091885000000000022 11.772995266200001 28.543718473100004 13.344136431100003 5.7328850847000004 197.03438354685002 0.11458500000000002 9.7049773055000017 12.604970524100002 -0.094409999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 10 8 9 -8 13 -9 -11 -1 18 16 -16 -18 -2 -7 21 22 23 -21 25 -25 -22 -13 -29 -30
right_child=5 -3 3 -5 -6 19 7 11 -10 12 -12 27 -14 -15 15 -17 17 -19 -20 20 26 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0005848755499525915 0.00038912695782099467 -0.0018362166967503574 0.00099321375861771894 -0.002045050353994827 0.0025894892225425009 -0.0015824975919956172 -0.0023911459863539758 -0.0022695618393556499 0.0014725493431679817 0.0011597408675310277 0.0018746754619816826 0.0015121439998196421 -0.0023467372604773543 -0.00134818741145736 -0.0016639457458797779 -0.003039297285063186 0.002278802154415394 0.00012873186132271222 0.0014079306110037001 -0.0024868274743869907 0.0008107962288260908 -0.0024986400174379897 0.00075831944761513617 0.0010333946243805342 0.0010038955072557722 -0.0021639212581365309 -0.0010594806331281909 -0.0019683786548022469 -0.00042285253964728631 0.00050626333027891269
leaf_weight=6.1394785371376193 135.89692687289789 3.2907745378324753 1.7440749139059324 4.6828086308378261 1.6300949100404967 2.7694529108703128 6.0410799494711664 1.7963948396791227 1.4562278632074583 1.9181140640284868 4.9020791311631902 3.0230575556051908 0.86774738202802826 2.7630673159728749 3.7640138808637884 2.2095620594918719 3.631682872772215 6.7580502610653639 6.5081236343830815 2.6651585400104576 11.376590015832333 2.1595710066612801 5.6162421645130953 1.1556843109428885 3.7147547509521246 2.3276795782148838 2.5041402950882903 3.132893092086305 13.510083536733864 30.548831541731495
leaf_count=134 962 371 18 248 6 22 257 410 11 23 53 86 48 140 65 38 38 61 32 105 88 74 113 9 35 63 36 342 379 366
internal_value=0.000156429 -9.88299e-05 -3.08925e-05 -0.00122055 6.74721e-05 0.000272051 1.34488e-05 -0.000128937 -0.00117791 -0.00161516 0.000655976 7.84547e-05 6.75339e-05 -1.50858e-05 0.000366643 -0.000234229 0.000203674 0.000880279 0.000435688 -0.000165939 -4.14748e-05 -0.000446638 -0.00016036 -0.000683465 -1.57558e-05 -0.00110314 0.000473391 0.000162453 7.59933e-05 0.000221362
internal_weight=280.504 87.4468 84.156 6.42688 77.7291 193.058 76.0991 62.2944 10.2832 8.82694 13.8046 52.0113 2.78586 8.90255 158.768 16.3633 14.1537 10.3897 142.405 34.2893 31.5198 17.6391 15.4795 9.86328 7.19812 3.48336 13.8807 50.2149 47.1918 44.0589
internal_count=4633 2892 2521 266 2255 1741 2249 1922 339 328 327 1583 71 274 1196 202 164 99 994 545 523 399 325 212 107 72 124 1173 1087 745
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=5 5 6 17 3 23 5 22 2 22 0 21 23 8 10 2 15 10 8 6 20 6 20 8 4 15 7 9 21 5
split_gain=0.310505 0.827782 1.49963 1.10196 0.990696 0.971102 0.814464 1.17966 0.797851 0.77302 0.66441 0.616904 0.58891 0.527574 1.07719 0.787974 0.694515 0.651054 0.62278 0.700606 1.36152 1.30005 1.60052 2.44886 1.28028 1.18168 1.44186 1.7182 0.880871 0.829641
threshold=23.714185006400005 25.704065249550002 16.395383075500003 199.05253715360001 92.913112988300014 0.091885000000000022 23.195398057700004 -0.06828999999999999 319.32263744460005 0.11873000000000002 85.866664228400012 2.3223121640500004 -0.24665999999999999 8.8430989333000021 62.425997789000007 71.708303056200009 32.355961258350007 61.740440965750004 8.7431769115000026 16.455384477450004 40.636252116050009 16.335381673600001 42.720329370750001 8.4434108459500017 274.12249728105002 40.42701969085001 23.666491602800004 189.34276022045003 7.8791617619000007 22.825270530250005
decision_type=2 2 2 2 2 2 2 2 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 -2 5 -3 12 13 -8 9 -6 11 -7 -4 17 -15 -16 -17 -1 19 21 -21 29 28 -24 25 26 27 -22 -23 -19
right_child=1 4 3 -5 8 10 7 -9 -10 -11 -12 -13 -14 14 15 16 -18 18 -20 20 24 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.036358146416450472 -0.039267262528970052 0.037749234533868921 0.0023793759628333959 0.021399674749463776 0.0080007928333579482 0.006144673933841438 0.00064309351864019044 0.031863370117500803 -0.043386599704753892 -0.045176175697232215 0.0079993995056935555 -0.032307891716233293 -0.037953928806638851 -0.03700415507293453 0.019874582443947519 -0.037495569424317587 0.0074823309391282818 0.00032645735730338024 0.014167907849853809 0.010658390440953989 -0.0035260450624878216 0.029287017237711155 -0.036509369947691481 0.015328243757298816 -0.037496416441282834 0.013100941239688489 0.0089127815522445104 -0.039077818621011284 0.0086665054989778171 -0.032716938868682426
leaf_weight=0.91199180809780855 2.4565091329859632 1.4673543092794705 0.83511070255190167 2.4628000152297309 7.0068692291097232 1.2149326791986825 4.9608542101923376 3.6597387898946163 0.66177139498176973 0.51034231088124205 4.9461964941583574 1.804176941688638 2.5642327207606268 1.9346144082956005 1.9766455404460428 1.2339155783411118 1.1581066846847532 104.78502271343859 6.0254042996093622 6.6732962587848332 4.6638629361987167 7.2587515935301798 2.6766451857984057 3.8913615271449089 2.7571633337065569 3.9647704102098933 3.7821760401129714 4.8004132471978664 7.1616868078708649 1.3391250718850631
leaf_count=22 78 20 13 35 471 7 69 44 75 24 24 41 152 29 17 33 15 2966 40 50 35 120 22 33 53 23 15 38 39 30
internal_value=0.000764552 -0.00349651 -0.00923302 -0.0038973 0.00618729 -0.00937933 0.00139371 0.0138972 0.000524904 0.00439062 -0.00141328 -0.016834 -0.0280453 0.000748261 -0.0110902 0.000385466 -0.0157193 0.00121264 0.00101203 0.000496474 -0.00565429 0.00178562 0.0112719 -0.00579702 -0.0111059 -0.00687823 -0.0128582 -0.0215584 0.0190462 -9.05e-05
internal_weight=201.546 25.9303 16.284 13.8274 9.64634 11.3646 175.616 8.62059 8.17898 7.51721 7.96531 3.01911 3.39934 166.995 6.30328 4.36867 2.39202 160.692 159.78 153.754 26.6417 127.113 20.9884 6.56801 19.9684 17.2112 13.2465 9.46428 14.4204 106.124
internal_count=4633 940 350 272 590 237 3693 113 570 495 72 48 165 3580 94 65 48 3486 3464 3424 214 3210 214 55 164 111 88 73 159 2996
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=23 22 20 7 20 15 21 9 2 19 22 17 22 15 13 17 2 7 19 22 22 23 18 6 23 22 23 20 2 19
split_gain=0.311841 0.814275 0.461269 0.744411 0.621046 0.855158 0.799605 0.871232 0.531629 0.662339 0.436403 0.551868 0.565848 0.607604 0.40537 0.948666 0.674031 0.865348 0.535879 0.432373 0.584532 1.29224 1.46975 1.79454 1.10144 0.889592 0.957147 1.25419 0.787841 0.75067
threshold=-0.27297999999999994 -0.066979999999999998 32.724174661450007 22.532843451200005 35.374259656300005 35.645792850250011 0.54612131245000006 200.15236065845002 121.36426933400001 13.551093343600002 -0.23557500000000001 168.88575108035005 -0.07490999999999999 13.699258176050002 117.97223122220002 187.63270803470002 146.87900114440004 20.869210126600006 14.651182102100002 0.63131000000000015 0.075080000000000022 0.09557000000000003 15.835505265150003 15.345358541850002 0.070640000000000022 0.20852500000000004 0.10602000000000002 41.873095646600007 45.979371440700014 13.251069136700002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 8 -8 -4 -10 -1 -12 13 -13 18 16 17 -16 19 20 28 22 23 -22 -24 26 -23 -28 -6 -27
right_child=2 -3 4 -5 14 -7 7 -9 9 -11 11 12 -14 -15 15 -17 -18 -19 -20 -21 21 25 24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.043139258242971955 0.013910940815662935 -0.050127773455134805 0.024596425319974111 -0.050992390141032518 0.033115179250752032 0.03112669175955593 -0.058678566454720714 0.0074611224076738848 -0.044810131236947257 0.013666600129671252 0.037329270376062235 0.030828576124690584 0.02104326451722079 -0.030729049505861514 0.015857107769255221 -0.047880085596051815 0.027329225710889853 -0.034242056431533378 0.013734426815410644 0.019474187417891621 -0.048667947905986837 0.017809979958610424 -0.04542304928607107 -0.00070435268415840874 0.023605658252524853 -0.00080260446335319484 -0.05487061320956832 0.0063616950426748165 0.00078507365736466038 0.038538277725870776
leaf_weight=0.40867923141922835 0.52739314675272797 0.74439290535519731 2.3737532079685466 0.74685269883593719 1.3296291232109059 2.8056164227891713 0.67636183399008565 0.71840554475784302 0.52975112439889904 0.93997367098927498 0.64797868859022889 0.34599382430315095 0.92714927345514242 1.4811471179709768 1.0377216534689067 0.9926057388074695 1.0064655635505912 1.4398142872378228 5.5426357779651871 2.0815727742156005 3.5634285305277427 1.4818506315350526 0.51564828766277093 2.2111608762061223 1.8730056312415397 1.5419624717469562 1.2050193659961226 1.1373767792174474 156.73832185202627 1.8861839845776556
leaf_count=60 45 90 45 145 10 24 27 24 61 7 16 15 4 74 19 38 21 39 57 60 156 19 38 30 68 33 22 18 3352 16
internal_value=0.000698395 -0.0101186 0.000951215 -0.0241298 0.00111627 0.0124935 0.00251344 -0.0246119 0.012357 -0.00741089 -0.00230364 0.00260152 -0.00556858 -0.0190723 0.000623144 -0.0118096 -0.00153301 -0.0132579 0.000930456 0.000526231 0.000298881 -0.00747495 -0.0188884 -0.0303021 0.00870415 0.00537201 -0.00849652 -0.0251386 0.00105703 0.020843
internal_weight=199.458 4.55534 194.903 1.27425 193.628 8.04386 5.23825 1.39477 3.84348 1.46972 3.81095 3.40227 2.75429 1.82714 185.584 4.47661 3.484 2.47754 181.108 175.565 173.484 15.4156 8.16324 5.77459 2.38865 7.25239 3.82425 2.3424 158.068 3.42815
internal_count=4633 259 4374 190 4184 188 164 51 113 68 169 109 93 89 3996 117 79 58 3879 3822 3762 400 292 186 106 108 59 40 3362 49
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=10 18 16 15 18 0 10 21 7 16 23 9 19 5 6 5 23 10 10 3 21 7 3 19 3 10 0 19 20 17
split_gain=0.29324 0.377483 0.661977 1.04333 0.767527 0.556343 1.13861 1.28598 0.958468 0.882473 0.660649 0.697189 0.631357 0.738718 0.563245 1.03784 0.946111 0.576779 1.07419 0.701494 1.43049 2.56852 1.18361 1.18618 1.15473 0.910634 1.74893 1.68175 1.21172 2.08286
threshold=90.937096262400004 17.327266398450003 17.684958644900004 23.241064975550003 17.479796446900004 98.230883170350012 80.13218303615001 5.2921303083500009 24.103872582350004 14.184966829400002 0.08846500000000003 210.85023439230002 11.250907757600002 13.713273242250002 6.9201616884500003 16.316541761950003 0.092185000000000031 75.629015667650023 75.424692849750016 85.589753040950015 6.9984086918000008 24.040556609400003 84.812788641250009 12.651020723000002 86.092494711350014 66.859265246100009 90.321439350550008 14.051133688400002 37.817254840650008 192.19686994285004
decision_type=2 2 2 2 2 2 2 2 2 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 14 7 10 -8 12 -7 -12 13 -10 -1 16 -16 18 19 20 22 -22 -17 -24 -21 26 -26 28 -27 -30
right_child=-2 2 -4 -5 -6 6 8 -9 9 -11 11 -13 -14 -15 15 17 -18 -19 -20 24 21 -23 23 -25 25 27 -28 -29 29 -31
leaf_value=-0.024094902222205856 -0.018451303804893904 0.032014926434524915 0.039185174808479661 -0.040291316532060223 0.0011349394092688794 -0.024903181410005585 0.028682167302209793 -0.028726033387777131 0.0019625708717078074 0.010557535501480794 0.018398563621583215 -0.016949964167404297 -0.039283950870224044 -0.039638608717060798 0.025012316626948975 0.0033958777477690336 -0.0048906116658500179 -0.01864217775971478 0.025751311978545029 0.017669182011852334 0.009878656460954904 -0.042351404540485693 0.026226759646323854 -0.031809390702331117 0.00066547653369007469 0.01545204646614291 0.020580520365092468 -0.046521747302210703 0.0040152249129788448 -0.044042001131189702
leaf_weight=1.2596399559406553 1.1504331961277774 1.6184480990050349 0.9163946360349654 0.65566697344183911 3.9613301640492864 1.2521940110018492 1.7271422962949134 4.8331605778075755 3.197225103009258 4.301579154918727 2.453070478397422 1.1794898291118441 1.0219371219282036 0.75279551243875165 4.7640115660615256 17.606971145840369 2.2116091521456838 2.1833147382712914 2.4466989152133456 6.1345737911760798 2.205884763156063 3.4403112430591136 0.61624127964023445 2.7293352264678106 106.37854640142177 3.0847310255339817 6.6909078113967544 1.5276082097552706 3.4046926689334214 2.0702852704562247
leaf_count=147 554 39 17 30 155 79 56 210 137 115 41 28 130 108 56 161 45 29 16 79 64 135 12 152 1792 29 78 30 64 45
internal_value=0.000568485 0.000679767 0.00920068 0.00479399 0.0100919 0.000358139 -0.00548488 -0.0149086 0.00283997 -0.00197299 -0.0012371 0.00692092 -0.012814 -0.00596579 0.0010755 0.0012648 0.0155316 0.00064481 0.000910759 0.000520886 -0.00506701 -0.0219459 -0.00051857 -0.0211194 0.00167047 0.000873556 0.00184395 -0.0100037 -0.00348651 -0.0141569
internal_weight=197.776 196.626 7.15184 6.23545 5.57978 189.474 20.7186 9.71791 11.0007 9.27354 4.88475 3.63256 4.97196 3.95002 168.755 167.496 6.97562 160.52 158.337 155.89 26.5987 5.6462 20.9525 3.34558 129.291 123.157 113.069 10.0873 8.55971 5.47498
internal_count=4633 4079 241 224 194 3838 904 358 546 490 148 69 375 245 2934 2787 101 2686 2657 2641 524 199 325 164 2117 2038 1870 168 138 109
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=15 22 16 5 7 17 22 23 22 17 22 5 22 10 9 9 21 22 21 7 7 23 9 23 4 22 22 16 8 20
split_gain=0.286501 0.76371 0.926663 0.488841 0.543666 0.616374 0.349335 0.719907 0.495069 1.06638 0.915971 0.735144 0.629116 1.21104 0.742451 0.39598 0.472544 0.442036 0.337693 0.902997 1.08793 0.918122 1.24433 1.53537 1.56013 1.30406 1.35759 1.12267 1.59995 1.01437
threshold=46.723315192750007 -0.082404999999999992 22.564947233300003 25.704065249550002 23.623818563000004 183.93802912725002 -0.63026499999999996 0.09721500000000001 -0.59238000000000002 197.02652249450003 -0.51760499999999998 12.451585980350002 -0.58319500000000002 75.629015667650023 32.885003060500004 31.023622952750003 21.779899400000001 0.63131000000000015 3.1734339793000008 25.070284486400002 25.221560561650005 0.081235000000000016 208.89909802210005 0.092485000000000026 208.59314974615003 -0.101255 -0.070854999999999987 17.379959358100002 2.9476996444500005 42.670715716450012
decision_type=2 2 2 2 2 2 2 2 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 -2 5 -5 7 -1 9 -8 12 -11 13 -10 -14 16 17 -12 19 21 -21 27 23 29 25 -25 -27 28 -17 -23
right_child=1 2 -4 4 -6 -7 8 -9 10 11 15 -13 14 -15 -16 18 -18 -19 -20 20 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.066717294889563905 -0.010637822346236822 0.013623972692596877 -0.050935302867373126 0.049013538620026456 0.050230127363383774 -0.049203301030531485 0.031606170415071737 -0.00011164088878549035 0.040449628956053217 0.033933281669820868 -0.048188396589731411 -0.051791206112117752 0.036373615155078039 -0.0512580500316836 -0.051608195218098188 0.032961639614788443 0.028818458062190449 0.02811331725221684 0.00015062915178416255 -0.054548323021170735 -0.0029355574539680108 -0.022150606711333322 0.025610633277313586 0.02703012111261344 0.031456973659084009 -0.042518191819955031 0.0031809065365483798 0.026280564115575642 -0.028139856959527462 0.01487089295500083
leaf_weight=0.51412319049995758 1.9833324066130447 0.71447361446917002 1.5718864250229669 0.23868104070425011 0.82200298085808754 0.34552382258698344 2.9911805111623826 1.1845603419933466 0.74750649649649881 0.32591242165653944 1.0248912814422499 0.68667975813150406 0.2417529376980373 0.55383688154688571 1.7162932735227512 1.5865143178962164 0.31533874850720156 0.20057179204013653 128.31324700485857 1.0121579243714212 8.3121210910430801 8.4224015760701203 4.4301435756497076 2.3517107143998137 4.54105768125737 2.3153755334205917 3.7822860792512074 9.6638175572152232 2.34813736169599 2.0290261171758166
leaf_count=42 49 4 74 3 8 40 47 27 7 33 349 39 5 45 160 42 12 10 2371 36 422 164 52 18 67 25 40 306 117 19
internal_value=0.000637731 -0.00976794 -0.0307609 0.00439253 0.0255915 -0.00907611 0.000949219 -0.0202705 0.00114104 0.0174923 0.000785066 -0.0242 -0.0239105 0.00141989 -0.0407454 0.00123064 -0.0224958 -0.0357001 0.00143475 0.00467859 -0.00853816 0.00765026 0.00276519 -0.00155224 0.00923761 -0.00270404 -0.0141717 0.0176629 -0.00350276 -0.0149633
internal_weight=195.287 5.6759 2.28636 3.38954 1.40621 0.584205 189.611 1.69868 187.912 4.00377 183.908 1.01259 3.25939 1.30134 1.95805 180.649 1.5408 1.22546 179.108 50.7947 9.32428 41.4705 27.872 23.4419 12.9904 8.44937 6.09766 13.5985 3.93465 10.4514
internal_count=4633 178 78 100 51 43 4455 69 4386 119 4267 72 217 52 165 4050 371 359 3679 1308 458 850 385 333 150 83 65 465 159 183
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=8 22 22 2 7 7 8 2 5 16 0 23 13 22 13 6 18 18 16 5 7 2 18 9 4 2 20 22 15 6
split_gain=0.306915 1.43531 1.11184 1.21764 0.570325 0.863929 0.552522 0.560797 0.991764 0.458402 0.436998 0.435187 0.471504 0.704737 0.427056 0.533797 1.26331 2.60797 1.69238 1.60241 1.29594 1.24409 2.09139 1.73893 1.35866 1.28009 1.16073 1.86803 1.69779 1.42318
threshold=8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 22.650953015950005 22.435297587800004 8.7431769115000026 74.766480717350007 21.990725385850002 22.764946765650006 88.729872137350014 0.4369650000000001 117.76521994615001 -0.08725999999999999 117.69263157665002 16.455384477450004 13.480563334700001 13.531614672700002 22.654947022900004 23.605484525250002 23.109894804950002 108.54085696455002 13.122774073950001 193.00469145105004 208.25848595475003 202.17021369765004 40.621691032550004 -0.059424999999999999 40.42701969085001 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 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 9 -8 -9 11 -6 12 14 -14 15 16 20 -18 19 -19 21 22 -1 24 -23 -26 -17 28 29 -28
right_child=1 4 -4 -5 10 -7 7 8 -10 -11 -12 -13 13 -15 -16 26 17 18 -20 -21 -22 23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.00081838793180938829 0.017255614825092021 -0.03026706487741394 0.02628037740489484 -0.040452162699658616 -0.050608940806248566 0.032076118793731345 -0.0069802951380507272 0.038311300257362624 0.0019781740244149094 0.017182456216741856 -0.014752297255164941 -0.024990083015681272 -0.046680479713613408 -0.0012677371410712423 0.014058993151651041 0.010211771730980264 -0.063409049898059303 -0.00039706765945053538 0.028268255072483209 -0.040772874156460789 0.02248140586657954 -0.029247823537022617 0.042157173082291256 -0.039694448429183536 0.017750847137253476 -0.025332439548292372 -0.023144034139921187 -0.028128266895473767 0.01286439702073278 0.0057977096897985116
leaf_weight=6.6232174223987439 1.301876559504308 1.0248815654194894 2.8216909170150757 1.3490330926142631 1.6749291359446945 0.66350878495722998 2.0066946651786557 2.606725993566215 2.8492031116038561 2.9125802852213374 0.97400751267559815 1.2383401786173625 0.95605789724504608 1.7572564994916309 4.1768978643231085 7.7627186761819749 1.192272541578858 91.432697501115399 3.6745738405734292 1.816448428784496 9.1246205923380312 2.0334755219519129 3.3336619082838297 2.2182785132899872 6.633459465345366 1.5396295884856952 7.8910271974746156 6.6271989400556803 8.2435710921417904 5.0481240530498326
leaf_count=76 19 49 34 38 38 8 12 23 37 36 18 34 90 15 28 174 23 2808 48 67 63 82 51 37 105 65 120 207 104 124
internal_value=0.000524006 -0.00681189 0.00768345 -0.0121116 -0.0251013 -0.00576725 0.00091576 0.0122606 0.0193374 0.00043537 -0.0374245 0.000153947 0.000334886 -0.0172693 0.000616902 0.000277023 0.00154462 -0.000836702 -6.69908e-05 -0.00118357 0.00896046 0.00344822 0.014659 -0.00553577 0.00188822 0.00963491 -0.00434195 -0.0084044 -0.00223362 -0.0118526
internal_weight=193.509 9.80993 5.4726 2.65091 4.33733 1.68839 183.699 7.46262 5.45593 176.236 2.64894 173.324 172.085 2.71331 169.372 165.195 129.622 98.116 96.9237 93.2491 31.5063 22.3817 9.95688 12.4248 10.2066 8.17309 35.5726 27.8099 21.1827 12.9392
internal_count=4633 204 91 57 113 57 4429 72 60 4357 56 4321 4287 105 4182 4154 3425 2946 2923 2875 479 416 127 289 252 170 729 555 348 244
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 15 20 16 21 17 6 20 10 23 6 16 10 6 21 13 12 5 10 23 17 2 21 16 10 0
split_gain=1.80039 1.88988 2.35419 2.19334 1.98065 1.4509 1.44156 1.96823 3.21125 2.74924 2.03289 2.02359 1.85902 1.72609 1.56065 1.38541 1.9175 2.6826 2.30425 1.59341 2.46732 1.72095 1.54223 1.60189 1.53556 1.35025 1.33447 1.30688 1.29337 3.26925
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 46.055224235250002 42.123054668150012 22.554947256700004 7.3938557349000016 199.05253715360001 16.345381907250005 43.384297312450009 67.031326566450005 0.085910000000000028 16.575387281250006 15.839962959300001 69.873026810350026 11.630271739450002 0.67704941750000014 97.873318238950006 216.20511703005005 2.7155367820000005 70.311245485600026 -0.11595499999999999 194.75204781875001 186.79363985910004 15.551195696050002 22.674946976100003 64.369753017350021 87.261973998100004
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 6 28 8 9 -8 12 -9 -10 -13 -12 19 -17 24 -19 20 21 -4 -22 -24 -18 -21 27 -7 29 -2
right_child=5 3 4 -5 -6 26 7 11 10 -11 14 13 -14 -15 -16 16 17 18 -20 25 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001238909302006617 0.00037799937254363365 0.00077160790019417994 0.0010742495843396359 -0.0018292904370340165 0.0022124000448364494 -0.0011243772515764938 0.0016712912507932133 -0.00067845480268853055 0.0014786589119307389 -3.5994429644529651e-05 -0.0021929648489608343 -0.00035856747909743123 -0.0012120677410632126 0.0013005568326047128 0.00010473338036316427 0.00072156153040090604 -0.0020792167980467368 0.0010619931032176658 -0.0021561644159468671 0.00022494890683653006 -0.002121631807412021 -0.0016251138450685972 0.0011002200995229349 -0.00023715825782359153 0.00047983799306299598 0.0011240398880172529 0.0010737632993777575 0.00037408450023955302 0.00015409466005198238 0.0014174639663464912
leaf_weight=5.3418208724178831 60.798075756756589 1.6449372954666603 1.0358100246521669 4.4114937609119806 1.5799436052329827 7.0784346603322756 8.7985938857309538 18.722107891924683 2.634932389482854 5.7719286810606709 2.9489535265602171 4.9485308891162259 1.4828517343848941 4.3577802013605833 1.7351530340965835 3.9960006523760994 1.030312885181045 0.96629915852099646 5.5132470112293959 24.180263423826545 0.96647034329362114 5.5452083959244192 6.2632297574309623 7.0183387392316936 5.4498709032777697 8.2883870243094844 1.9320088615640987 3.0896022967062891 44.202567785046995 13.700867652893065
leaf_count=489 446 40 71 248 7 188 112 158 21 48 60 39 32 22 49 274 102 10 142 280 38 470 91 406 116 108 13 42 399 112
internal_value=0.00014539 -8.88533e-05 -7.70651e-06 -0.00112288 8.38507e-05 0.000252395 0.000298147 2.92201e-05 0.000441156 0.000994972 -0.000475622 -0.000314286 0.000509704 0.000418335 -0.00134182 3.59813e-05 -0.000442629 -0.000801595 -0.00167624 0.000188243 -0.000226746 -0.00120025 0.000222906 0.000393513 7.29626e-05 0.000454463 -0.000390787 -0.000669063 0.000414599 0.000569164
internal_weight=265.434 83.2316 77.1752 6.05643 71.8334 182.202 170.102 51.4008 23.3724 14.5705 8.80189 28.0284 4.11778 9.30631 4.68411 70.2534 16.9557 12.9597 6.47955 53.2977 20.8291 6.58102 14.248 13.2816 6.48018 32.4687 12.1 10.168 118.702 74.4989
internal_count=4633 2892 2604 288 2115 1741 1498 541 322 160 162 219 53 61 109 2108 644 370 152 1464 1076 541 535 497 218 388 243 230 957 558
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=23 22 23 23 16 20 7 20 22 19 22 7 8 22 23 8 22 19 23 0 13 6 20 23 15 21 0 22 3 20
split_gain=0.282674 0.73622 0.374326 0.452169 0.384492 0.364758 0.622501 0.53785 0.611731 0.467798 0.434042 0.687658 0.383914 1.07142 1.5909 0.831988 0.618605 1.53679 1.55447 1.50458 1.73931 1.70668 1.65341 1.37375 1.36514 2.51822 1.28072 1.27298 1.69013 1.08177
threshold=-0.27297999999999994 -0.066979999999999998 -0.51222499999999993 -0.57039999999999991 22.554947256700004 32.724174661450007 22.532843451200005 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 8.8430989333000021 -0.0098449999999999979 0.10249000000000003 9.3427090425500019 -0.079369999999999996 14.351157895250003 0.087700000000000014 93.308316333500017 111.12203990580001 14.845346859150002 41.489621506400006 0.093185000000000032 36.548474543700003 2.7948066777500005 87.028078140750011 -0.083330000000000001 92.738363209800013 40.250747516500006
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 9 10 11 -7 16 14 15 -14 27 19 -19 20 -18 -21 24 -20 25 -22 -24 29 -29 -9
right_child=5 -3 4 -5 -6 7 -8 12 -10 -11 -12 -13 13 -15 -16 -17 17 18 23 21 22 -23 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.030213780283222184 0.014985744459167666 -0.059967296529572965 -0.052722347220000583 0.028603565773726809 -0.0034078553909313385 0.028313951636861883 -0.059048447051033105 -0.010551640745334366 -0.021800867849610075 0.052163988980232674 0.054625296547662454 -0.053516591636056751 -0.0020886885524106806 -0.039766394848988119 -0.038269327495507412 0.039254352539269607 -0.056129040449482338 0.030198187189886722 -0.029749273846660564 0.001882873488158079 0.014388988490324274 0.036951282593772151 -0.056082424019923229 0.010745851438602816 0.020331062070788268 -0.056596253995614028 -0.00948369745192508 -0.043233877456188383 -0.00086464161863021192 0.0034986573035190732
leaf_weight=0.43757745512994017 0.49953849888697621 0.67559248342877154 0.57271107393899012 1.2867623833590185 1.2728004232048986 0.61798541643656768 0.6567943698973977 17.536740568059031 0.68658992502605531 1.3420361950993536 0.4158053541323169 0.43866916984552518 2.9027221784926951 2.1881488095677906 1.9231042937026357 2.0928011903306469 1.9696206445805753 9.6229600778315234 2.4164800962898907 33.688249574639485 3.0860813877079654 3.8648021640256038 2.3877184302837113 15.628238092642276 6.2772548487409949 2.0968380709527992 3.84836152382195 4.0814630442764592 5.5512727573513985 62.412137372899451
leaf_count=38 45 90 77 44 10 29 145 508 15 17 3 56 46 65 38 48 107 168 42 814 30 38 88 132 55 49 28 131 59 1618
internal_value=0.000632991 -0.0121214 -0.00306653 0.0136778 -0.0187114 0.000920655 -0.0270655 0.00109364 0.0205001 0.0308194 0.0113653 -0.00565792 0.000723526 -0.00928122 0.000360298 0.0152314 0.00124575 0.00430319 0.0139747 -0.000373353 -0.0115735 0.00549197 -0.0066144 0.0053229 0.00465575 -0.0143293 -0.0273258 -0.00165146 -0.0188168 0.000416732
internal_weight=192.478 4.24544 3.56985 1.72434 1.84551 188.232 1.15633 187.076 3.50109 2.8145 1.47246 1.05665 183.575 9.10678 6.91863 4.99552 174.468 84.8866 27.6677 57.2189 19.6659 37.5531 17.6963 18.0447 11.4602 5.18292 6.23608 89.5816 9.63274 79.9489
internal_count=4633 259 169 82 87 4374 190 4184 120 105 88 85 4064 197 132 94 3867 1551 342 1209 357 852 250 174 134 79 116 2316 190 2126
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 2 21 16 20 6 2 21 6 12 20 22 20 12 0 6 22 2 5 22 21 22 18 16 21 2
split_gain=1.48009 2.17739 1.91821 1.9638 2.37979 2.27162 1.90303 1.69112 2.03506 1.85728 1.79806 1.7261 1.51966 1.50389 1.42602 1.39143 1.3657 1.31116 1.25864 2.1706 2.45168 2.25577 3.16284 1.79423 3.82186 2.83008 1.45531 2.62766 2.54576 2.04531
threshold=18.594956516900002 15.954962690350003 246.55589432395001 71.053259929650025 191.61296531520003 199.01127796720002 0.54612131245000006 13.534968349350001 38.238138001450004 11.085259005300001 186.79363985910004 7.0919822770000005 9.1452136764500018 254.38400358715003 42.477827694800006 -0.016679999999999997 42.498713093000006 94.177001085000015 86.345209775600011 16.375382608200002 -0.102645 100.92170827030002 22.382820633700003 -0.017745 15.399605826300002 -0.051199999999999996 13.900697602550002 22.624947093000003 11.155580190950003 307.53611814620007
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -3 13 17 12 11 -11 16 -1 -13 -15 -10 -9 19 20 -2 -21 -23 24 25 -24 -20 28 -28 -30
right_child=18 2 -4 4 -6 -7 -8 8 9 10 -12 14 -14 15 -16 -17 -18 -19 26 21 -22 22 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00080315566207594025 0.0004889469785773592 -0.0021907692034053355 0.001788294858519386 0.00019382673859039433 -0.0016008612581090717 -0.0020495239384702535 0.00083811295864637692 0.00035701734248891651 -0.0020509003113081876 0.0006468377188216754 0.0015019641567777142 -0.0024008375484423756 -0.0022401238745360474 0.00066277935805388293 0.00032931647808970781 -0.0013233480155673491 0.00056151615807621734 -0.0018684320788694066 0.00058278798941734295 0.00060714043618044142 -0.0024290613778938631 -0.0017992123381266809 0.00021880202445420701 0.00083404989331765337 -0.0028213546194881299 -0.0017834546117363142 0.00013229543651190978 0.0013847382946905148 -0.0023514660256726029 0.00048737570955019108
leaf_weight=10.94873919824022 1.7675987053662536 0.87000535009429381 1.223451152909546 3.704741586581803 10.381170681212096 1.6018089671269988 6.4461459410958923 1.6891805548220862 0.91285303211770852 17.436328429495923 7.8969218581914893 1.3495918177068227 1.3541775802150366 6.751737652659358 1.4847966257948426 1.6153472816222327 3.893725551199168 2.3247262373042759 55.944571781903505 22.658206337597221 2.6731424827594301 3.8913230150938025 22.865810714894909 7.9033270252402898 1.9192754290997971 2.9445985343772909 43.726578284986317 5.6073541305959216 2.8703462751582256 1.3930102996528146
leaf_count=833 17 117 16 161 351 114 252 25 41 129 76 28 28 310 15 120 127 149 369 181 50 40 344 95 39 42 434 59 55 16
internal_value=0.000139935 -7.36042e-05 -0.000557188 -0.000681931 -0.00112884 2.39597e-05 0.000477931 0.000129592 0.000363263 0.000514702 0.000723816 0.00042067 -0.000441392 -0.000334249 -0.000970644 0.000279338 6.53727e-05 -0.000931892 0.000239193 3.08417e-05 -0.00126757 0.000123567 -0.000153652 2.60528e-05 -0.000204237 -9.62682e-06 0.000365913 0.00013954 -5.95491e-06 -0.0014239
internal_weight=258.051 81.8854 24.2273 23.0039 14.0859 8.91796 7.31615 57.6581 38.3423 34.3284 28.1676 20.2707 6.16076 19.3158 2.83439 8.36708 4.80658 4.01391 176.165 66.6233 4.44074 62.1825 39.5243 35.633 27.7297 25.8104 109.542 53.5973 47.9899 4.26336
internal_count=4633 2892 1011 995 512 483 369 1881 618 444 248 172 196 1263 43 430 168 174 1741 808 67 741 560 520 425 386 933 564 505 71
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 16 16 10 17 9 12 9 0 20 23 23 19 16 16 21 16 15 21 20 9 20 21 23 13 5
split_gain=1.62727 2.74406 2.45111 2.32373 2.02721 1.76593 2.16519 2.13903 2.51964 2.36857 1.74169 1.40412 1.32115 1.31875 1.55762 1.29435 1.44856 1.28429 1.44936 1.2511 1.7635 2.27939 2.18085 1.42313 3.36356 1.46723 1.43075 1.24432 1.16476 1.83242
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 15.839962959300001 14.184966829400002 69.873026810350026 236.15709471040003 192.57902085675002 216.20511703005005 73.466513400400018 81.446839061900008 41.037275035300006 0.093745000000000023 -0.20885999999999996 10.250827068050002 9.5099777615500027 12.674970360400001 9.5763142249000008 21.754949127450004 30.404760455250003 11.772995266200001 42.154118731400011 192.57902085675002 42.759119507950011 13.367933388000003 0.091885000000000022 98.050756475600011 13.713273242250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 6 10 12 9 11 28 27 -7 14 -8 -12 -17 -18 -19 -2 21 22 -21 -22 -25 -26 -27 -9 -6 -30
right_child=19 3 -4 -5 5 7 13 8 -10 -11 15 -13 -14 -15 -16 16 17 18 -20 20 23 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.0011751923047133984 0.00033413391731731908 0.0007091385886579002 0.0022391339356440778 -0.0018172535733604253 -0.001397670334488686 -0.0011221154843428216 0.00054474230348184466 -0.0020664670941500144 0.0010828315494937201 -0.0018708280039084245 0.00090305674243918463 0.00095141519980559714 0.0013203485439134924 0.00099258828089630576 -0.00078748588006404615 -0.0019946837497849053 0.0014312476507669725 -0.0016915652377729067 0.00042498848587766851 0.00087614605497258395 0.00040878675999377317 -0.0018618497976432521 -0.0020979660844789813 -0.0018550928123957876 -0.00081195037972002038 7.7897063183873799e-06 0.0017346526707128853 0.0008494578780341923 0.00090804730830331814 -0.0014590921689619416
leaf_weight=5.0682533781218799 134.72540114622097 1.7089238438056771 1.7395150503143657 5.3148533091298304 5.3207087154150958 1.0459942580782833 12.073992311954504 1.6178387776017173 2.0866389125585547 6.8594710538163781 5.9413456488400689 2.228066096547991 3.1719109481200576 13.811155590636188 4.202064547687768 1.4052240757737289 1.879729749751277 1.8910207335138691 2.9291755640879273 3.3695050682872516 25.91262012347579 3.8866955041885376 1.1832591262646017 3.7848698003217569 3.3308558599092049 4.2216851813718677 2.8577112145721912 0.76586901396512974 2.6936401277780533 2.0421714428812265
leaf_count=489 1300 40 7 248 516 186 124 139 30 170 91 19 88 174 65 180 55 107 73 37 140 65 53 56 40 29 21 12 11 68
internal_value=0.000140381 -7.38279e-05 2.6815e-05 -0.00120257 -2.31415e-05 5.79924e-05 0.000227078 -0.000457472 -0.000822122 -0.00116864 -0.000193815 -0.000124208 0.000714644 0.000564258 0.000200795 0.000234851 -0.000254966 0.000109918 -0.000405361 0.000240661 -1.87388e-05 -0.000801793 0.000103177 0.000146031 -0.000333618 0.000219546 0.000704865 -0.0011296 -0.000792556 -0.000112708
internal_weight=269.07 85.7976 78.7738 7.02378 77.0343 71.966 54.1902 17.7758 13.5579 11.4712 24.103 4.61177 4.21791 30.0872 16.2761 14.0465 8.10515 6.69993 4.8202 183.273 48.5472 8.43946 4.55276 40.1077 14.1951 10.4103 7.0794 2.38371 10.0565 4.73581
internal_count=4633 2892 2604 288 2597 2108 1464 644 370 340 1101 170 274 363 189 506 415 235 180 1741 441 155 90 286 146 90 50 151 595 79
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=15 12 16 21 7 10 22 20 7 15 22 6 3 4 3 3 6 13 22 16 6 19 15 12 20 7 13 22 6 18
split_gain=0.285929 0.528967 0.555125 1.19802 0.799159 0.675271 0.638569 0.622793 0.461092 0.433648 0.993664 0.496473 0.999627 1.11457 0.877928 1.0309 0.848885 1.17706 0.80311 0.760779 1.4625 0.795869 0.861664 1.11071 1.38991 0.907242 0.817012 1.11479 0.823343 0.781231
threshold=44.732387748900003 202.20743612260003 22.674946976100003 4.8172533029000011 24.227986230350002 61.971648364950006 -0.064729999999999996 41.772405911750006 23.131311951800004 42.968808980200009 -0.071969999999999992 16.455384477450004 90.461239173300015 228.08113677860004 92.316275283350009 92.738363209800013 16.425383776450001 117.56896250265002 -0.08725999999999999 22.674946976100003 16.555386813950005 14.451165964200003 40.42701969085001 160.67073594290002 40.300545846000013 22.093462376800005 117.67112391160002 -0.079369999999999996 16.515385879350003 12.880535946600002
decision_type=2 2 2 2 2 2 2 2 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 6 5 -5 -3 -4 -7 11 -11 16 -13 19 -15 -16 -1 18 -18 21 -21 22 23 24 25 -14 27 28 -26 -22
right_child=1 2 7 4 -6 8 -8 -9 -10 10 -12 12 13 14 15 -17 17 -19 -20 20 29 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00096186628140896701 -0.037314873023626988 -0.055585042107822488 -0.0093015482169880731 -0.018455370284824444 -0.0315399299698454 -0.0062394121793233103 -0.0029096169249474284 0.040067338760320981 0.022374180572081865 -0.0047498769018917922 0.027121195352970109 -0.044218125747368428 -0.033303525786010375 0.023494461587488143 -0.060350823623470183 -0.012706679185907324 0.012388081809726847 -0.0020314199260951797 0.048312667297835198 -0.055210808678125854 -0.013102367092952353 0.021036354895859723 0.038978498890098218 0.035409455118834532 -0.064689260641767013 0.028490621542145517 0.031733611519532925 -0.063136005212485788 -0.0057070457551639054 0.026752203668852191
leaf_weight=118.59065411634765 1.0792749151587475 1.5140735039021822 1.0211143386550241 1.8786011950578521 1.4800739078782497 1.7730239520315079 0.76838190807029505 1.2695787838893009 4.2066314673284069 4.2604524206835777 4.4084244307596219 1.3178336066193868 0.66536162333796367 1.3223599726334203 1.099611299112438 11.794246106321223 2.8337138496572152 4.7870537787675858 2.6833063960075361 1.2988022528588761 3.0450013400986791 6.8256794307380906 1.1775112859904755 1.4083470394834865 0.62550131231546258 2.5160852335393429 0.54755211807787407 1.4942172544542716 3.2354455519816838 1.6960622556507585
leaf_count=3211 42 86 24 30 28 40 13 19 27 41 49 23 136 11 32 257 28 27 84 17 62 47 7 10 8 17 19 116 109 13
internal_value=0.000665254 -0.00557625 -0.00311392 -0.0072878 0.000182645 0.00615748 -0.037852 0.0180603 0.01389 0.00119199 0.0114577 0.000665294 -0.00391006 -0.00253931 -0.0130246 -0.0167699 0.00208764 0.0150443 0.0298607 0.00353598 -0.0109657 0.00827158 0.000805587 -0.00347833 -0.00950723 0.0155671 -0.0230218 -0.0286204 -0.0152626 0.00115516
internal_weight=192.624 14.9908 13.9115 11.6208 9.33833 7.85826 2.28246 2.29069 5.97966 177.633 8.66888 168.964 40.0696 38.7518 14.2162 12.8939 128.895 10.3041 5.51702 24.5356 6.03987 18.4957 11.67 10.4925 9.08416 3.18145 5.90272 5.35516 3.86095 4.74106
internal_count=4633 309 267 224 125 97 99 43 67 4324 90 4234 884 861 300 289 3350 139 112 561 92 469 422 415 405 153 252 233 117 75
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=16 0 20 2 13 15 22 7 2 5 15 20 20 0 10 10 0 7 13 13 21 22 22 4 6 6 23 22 12 13
split_gain=2.09286 2.26808 2.83427 2.09014 2.28453 1.96613 2.1954 3.04298 2.88352 2.41729 2.17958 1.71286 1.65755 1.64207 1.48171 1.46586 1.4479 1.4287 1.41947 1.39205 2.5307 1.74726 2.42121 1.68819 1.65317 1.72248 1.7356 2.15746 1.70473 1.47198
threshold=20.394952307700002 86.345209775600011 41.965446242000006 133.24279810655003 117.64961624655002 28.579157549250002 -0.074029999999999999 23.960918281000001 100.00310400885002 19.973460566700002 28.298162031900002 40.767054867700004 43.276780833950006 85.799452775150016 71.104340634100012 66.859265246100009 90.321439350550008 22.502236473750006 113.98793627290001 95.811270852950017 16.241109211600005 -0.59614999999999996 -0.237895 310.6261364962001 16.665389384150004 5.5651300283500005 0.093745000000000023 0.11061500000000003 243.44243106745003 96.357027853400012
decision_type=2 2 2 2 2 2 2 2 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 12 -5 10 7 11 -8 14 19 -7 17 -14 -10 16 18 -4 -3 20 23 -21 29 -1 25 -24 -27 28 -28 -23
right_child=1 15 3 4 -6 6 8 -9 9 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 21 -22 22 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0019696982296936155 0.00031558748545190826 -0.00051965257218719444 -0.0017592434237781447 -0.0019263701754597521 8.4926390198824877e-05 0.0013926850849397133 -0.001543509676731659 -0.0015650015155949898 0.0014202964478215196 -0.0012693969203730988 0.0014213791207895682 -0.001032453830199787 -0.00022148207402080636 0.0017248403534594868 3.9795489749547219e-05 -0.00083339433703463772 0.0012539532628538443 0.00012288380805015577 0.00054526479206614721 0.0011703952480642918 0.00070705387087684473 0.0015179318279371567 -0.0019771835991734665 -0.00044194965863495909 -0.0019315237017096169 0.00044772754164980604 -0.0013995995293409247 0.00072483472456133741 0.00098928364418354015 -0.0012371358357519055
leaf_weight=3.6837148069025742 42.528512027580291 4.7989101186394683 2.6668788753449935 5.774264613632111 3.0735755059868097 2.3985154572874334 3.3899701104965088 9.8972959216625878 5.9272800758481008 2.5145048331469289 4.2460495810955754 1.8189168623648582 3.4201504145748913 2.8002294301986694 5.1704179299995303 2.7523080129176369 9.5133841503411514 3.095028349198401 60.428936447948217 5.5363371879793695 4.8382124788477077 0.76895116548985143 1.2196290858555574 8.4903778098232561 1.272775797464418 46.526664531324059 6.0681101274676603 4.095905594760552 1.2858616029843686 6.6087104931939393
leaf_count=529 356 35 38 153 54 33 47 302 33 82 33 39 36 14 41 30 74 19 452 57 102 9 142 563 228 677 113 57 15 270
internal_value=0.00014333 0.000301109 3.66202e-05 -0.000532942 -0.00122768 -3.33852e-05 -0.000444355 -0.000993774 1.17572e-05 0.000399079 0.000101737 0.000346758 -1.99389e-05 0.000654694 0.000777121 0.000517354 0.000567095 -0.000748252 0.000466917 3.97504e-05 -0.000445986 0.000152358 6.92857e-05 -0.000904226 0.000193644 0.000239337 0.000285965 -0.000371357 -0.000981897 -0.000949984
internal_weight=266.61 140.852 63.3586 20.8301 8.84784 125.758 31.1169 14.1147 17.0022 13.6122 94.6413 4.21743 11.9823 6.22038 11.0977 77.4935 74.7412 5.76191 65.2278 90.3953 17.0123 73.3829 67.8466 12.1741 60.4689 59.1962 57.9765 11.4499 7.35397 7.37766
internal_count=4633 1261 670 314 207 3372 577 374 203 156 2795 72 107 50 74 591 561 57 487 2762 1194 1568 1511 1092 1232 1004 862 185 128 279
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=13 0 7 0 20 20 13 0 10 21 21 2 6 16 7 21 17 22 3 16 10 20 0 0 5 5 9 10 16 22
split_gain=1.57879 2.60398 3.42659 1.88189 1.83309 2.03394 1.93316 1.7324 2.26343 2.27407 1.70736 2.16013 1.96224 1.55962 1.57173 1.4637 1.61084 3.08507 1.45281 2.24717 3.17499 2.8982 2.02274 2.12916 1.77845 1.71659 1.46939 2.87466 2.00138 1.65465
threshold=109.40142670235001 95.44832900530001 20.253927392100007 86.345209775600011 41.965446242000006 43.276780833950006 117.67650082785001 97.886760529650019 78.196493182200015 5.1185473364500007 3.4893684343500007 100.00310400885002 16.545386580300001 21.979948601300006 18.737592104000004 7.2436429957500001 189.00567661160002 -0.086800000000000002 85.589753040950015 19.224955043700003 66.859265246100009 39.032633164100012 90.321439350550008 89.861713010250014 17.977320987800002 19.221712148250003 194.57718764590001 64.369753017350021 22.494947397000004 -0.071969999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 -3 9 -9 -7 -12 -13 14 -2 -6 17 -17 -5 25 22 24 23 26 -22 -20 28 -28 -21 -30
right_child=3 7 -4 18 5 10 -8 8 -10 -11 11 12 -14 -15 -16 16 -18 -19 19 20 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.00089154141520913599 0.0011818558579359904 0.00046838082292046762 -0.0011068233853610808 -0.00074172325557219114 -0.0024252536767674668 0.0017504013362114744 0.00046806212996742169 -9.1721060752637795e-05 0.00012422946192947813 -0.0018097157032022221 0.00076813166838174049 -0.0024443711788268594 0.000125278267248779 0.00035033088654966494 -0.0021888179480854144 -0.0025159895117715329 -0.0018623281616477567 0.0015682885961937831 0.0020689293405039503 0.0017460044244468002 0.0012785842265103328 -0.0024142698244346253 0.0014240543192934536 -0.0012024225910483249 -0.00087903651031691235 0.00025606569304421824 0.00043133182297027642 -0.0015588366904567129 -0.00034668116911548686 0.0012347854262591397
leaf_weight=4.5140753833111402 0.80881315912119989 32.785603042691946 17.155308700166643 4.1251387167721978 3.7197910359827819 2.3096851864829651 2.9659296316094688 7.0880983092356455 36.306765001769236 5.8635963450651616 4.8486834883224201 2.4538643164560199 2.4972864423762076 42.249733098782599 2.0031618811190128 1.1785399578511717 3.208297539036721 2.2235127327730879 6.205662474036215 7.8958697244524982 2.7519501447677595 2.9229910857975483 9.2410498298704606 3.2655925154685965 3.7719437852501869 3.3496582116931677 39.200362581759691 3.2754050791263571 5.8301801383495331 5.2248104996979219
leaf_count=102 50 276 671 35 121 16 32 116 1444 168 38 75 102 332 213 26 57 37 33 97 12 55 68 31 33 32 268 27 37 29
internal_value=0.000136577 -6.1308e-05 -0.000690532 0.000259085 5.23008e-06 -0.00043314 -0.000984214 0.000104882 -0.000137057 -0.000869506 0.000171931 -0.000200092 -0.00114828 0.000252381 -0.00121931 -0.00140118 -0.000824917 0.000153412 0.000443386 0.00049599 0.000388561 -0.000725527 0.000530914 0.000403332 3.11047e-05 0.00143342 0.000488698 0.000277865 0.000961251 0.000400752
internal_weight=271.241 103.713 21.6694 167.528 70.4673 25.4056 13.2961 82.0441 49.2585 12.9517 12.1095 9.79983 4.95115 45.0617 2.81198 10.3301 6.61035 3.40205 97.0606 92.9355 83.3802 9.44689 73.9333 64.6922 6.52389 9.55532 61.4266 42.4758 18.9509 11.055
internal_count=4633 2777 773 1856 1099 504 273 2004 1728 284 231 215 177 595 263 241 120 63 757 722 657 100 557 489 45 65 458 295 163 66
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=16 15 20 15 10 4 17 18 16 19 2 7 16 14 6 16 0 20 20 22 18 9 21 22 22 17 7 20 3 13
split_gain=2.19418 2.50867 2.4672 2.13028 1.83086 2.16448 2.55152 1.73817 1.6577 1.37348 1.39498 2.72886 1.97298 2.09924 1.47813 1.47344 1.32863 1.95746 2.10974 1.66758 1.49333 2.75732 3.32084 2.6651 3.70151 2.32267 2.31752 5.10319 1.59162 1.48314
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 74.757955233350017 224.75522095420004 195.59800312745003 14.032563378150002 11.864972254500001 9.4507625164000029 186.79363985910004 26.296311413900003 9.7049773055000017 366.02505068985005 4.9151148409000003 13.534968349350001 86.09518316945001 42.081757894750005 43.847983878700006 -0.11534 13.900697602550002 204.68881850780005 11.155580190950003 -0.074029999999999999 -0.11334499999999999 197.78839148195001 24.142338514450003 36.772607578000013 85.589753040950015 117.51519334005
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -3 -7 -6 -11 14 -13 15 -12 -14 17 29 19 -19 -18 22 23 24 -22 -23 27 -25 -28 -2
right_child=16 7 3 -5 9 6 -8 -9 -10 10 11 12 13 -15 -16 -17 20 18 -20 -21 21 25 -24 26 -26 -27 28 -29 -30 -31
leaf_value=-0.0013203909613393016 0.0015766638131256817 0.00048396311493458492 -0.0017362660450079104 0.0022807330130749153 -0.0021014074452261585 -0.0015264256135875925 -0.0021332425809979217 -0.001879832516833751 0.00064599239422443626 -3.5455508053648511e-06 -0.00060673676728414407 0.0011414883486046995 -0.002142234924475463 -0.0020859461174692227 0.0014751156685468946 0.00095779874583471055 0.00058127387734705806 0.00074519757095552772 0.00027657667867374812 -0.0013706443777008628 0.00050645754006043125 -0.0013027556654354611 -0.0024531241338673366 0.0012146368976619652 -0.0022378977889321683 0.0007225843665060426 0.00014381835609415054 -0.0025147692558841078 0.0017355443098224985 0.00017640817672401541
leaf_weight=5.0812657066198872 3.2137163588777176 1.6002654023468483 4.2654637785162803 1.6716529363766301 0.96860640103113738 1.6104186589363951 1.996080070035531 4.7343091384100262 8.3656776874558982 32.270071009930689 1.4867888577282453 2.9050674896570836 0.76931292063090984 2.7588763718958944 11.103569421800783 2.5215448960661888 72.268553394824266 1.6962473355233658 8.1777661070227605 9.1971114997286367 3.3776535643264687 2.3664960414171246 2.5269529968500128 2.8815502896904936 4.2888337960466769 27.181857155635953 4.6541493944823724 2.7635560557246208 5.0207338035106659 30.593368214322254
leaf_count=489 25 40 335 7 243 96 62 248 163 652 103 97 55 158 109 35 480 29 128 190 35 39 49 13 93 233 28 37 40 322
internal_value=0.000165378 -9.61205e-05 5.22515e-07 9.28547e-05 4.13579e-05 -0.000536908 -0.000109599 -0.00128268 0.000295304 0.000212753 0.000254405 0.00064076 -0.00018668 -0.000824463 0.00122927 0.000233095 0.000287427 2.61681e-05 -0.00047612 -0.00104118 0.000395924 0.000152653 -0.000319552 -8.50041e-05 -0.00102881 0.000560377 0.000387297 -0.00061109 0.000969837 0.000309517
internal_weight=264.318 84.109 77.7744 72.6931 71.0215 16.2376 11.9722 6.33457 9.9761 54.7838 53.8152 21.5452 8.9548 6.04973 12.5904 3.29086 180.209 52.8782 19.0711 10.8934 127.33 55.0618 25.5134 22.9865 7.66649 29.5484 15.32 5.64511 9.67488 33.8071
internal_count=4633 2892 2604 2115 2108 656 321 288 259 1452 1209 557 345 248 212 90 1741 694 347 219 1047 567 295 246 128 272 118 50 68 347
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=13 0 15 0 16 10 20 0 21 5 20 3 20 20 0 21 23 0 10 21 7 18 10 23 9 16 4 0 10 23
split_gain=1.94245 3.35822 3.57789 2.79921 1.98109 4.21339 4.05983 2.25318 1.81287 2.2045 2.04213 2.0692 1.79957 1.98876 1.82314 1.66334 1.59434 1.56363 1.69822 1.75054 1.53384 1.61379 2.09911 1.43822 1.42773 4.34395 1.86037 1.39547 1.31641 1.26768
threshold=109.34496908160001 95.44832900530001 29.171703351550004 86.09518316945001 19.224955043700003 66.859265246100009 36.859113051050009 90.321439350550008 11.534227923400001 18.160071980500003 48.109449608500007 84.850427055100013 42.081757894750005 43.477771593600004 85.769879735700016 3.4893684343500007 0.093325000000000033 97.886760529650019 78.196493182200015 5.1185473364500007 22.502236473750006 13.037923179150001 61.923256118600001 -1.0000000180025095e-35 194.57718764590001 21.374950016100005 285.22127102665007 85.799452775150016 61.950140699950005 0.080960000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -5 7 -7 24 10 -10 11 23 -2 14 20 -15 -8 -3 19 -19 -14 -22 -23 -1 26 -26 29 28 -17 -6
right_child=3 17 -4 4 5 6 16 -9 9 -11 -12 -13 13 15 -16 27 -18 18 -20 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0018288459014403503 0.00018051011554534753 0.00044465216320929739 -0.0021260508815038577 0.0012055762369765355 0.0018432096693970924 0.00064204139075369686 -0.0023156994973026709 0.0013656586205332251 -0.0021685205066514007 0.0012088326651423819 0.0011462757281237642 -0.0019315471301551697 -0.0017587481964630048 0.0016788121686207172 -0.0024459898135474438 -0.00028553942378008157 -0.00048391604469583084 -8.3047641362433004e-05 0.00010116486211075928 -0.0016343501172782797 0.0019540335633496829 0.0014344601976041323 -0.002183479170836312 -0.00092713965333643021 -0.0021660842339574732 0.00034270092908895262 -0.00068829060387093344 0.0010425199019685495 -0.0023971235081296145 0.00071912968512226458
leaf_weight=1.1493213470093908 32.649273186339997 32.339740331750363 5.5070255445316425 11.869441499933599 4.8379659727215829 5.2406120756641013 4.6586346058174968 10.463279651477931 0.89299487485550244 4.4251624967437238 1.7621348835527886 5.2282817120430991 2.6811957886093314 1.9302847548387925 3.0941796344704926 4.3625336611876264 3.0052871890366077 6.2419354635057953 33.353681026484992 5.0667955717071891 1.2970676315017047 1.0307393809780481 1.5343591154087333 1.985912354663016 2.8055989295244208 48.943389380350709 3.0122519172728053 2.051589485257864 1.5343248259741811 19.027802247554064
leaf_count=15 545 276 245 78 71 26 69 75 70 69 29 285 114 14 50 139 28 116 1444 168 12 12 59 44 30 348 29 14 34 125
internal_value=0.000145896 -7.30822e-05 -0.000769109 0.000275088 0.000447414 0.000359185 -0.000687945 0.000510859 -0.000285245 0.000641727 -0.000772105 -0.00117629 -0.000101058 -0.000572101 -0.00120581 4.61362e-05 -0.00159739 0.000116294 -0.000121468 -0.000778098 -0.000619364 0.000171621 -0.000729674 8.3156e-05 0.000397107 0.000206686 0.00076373 -0.00035036 -0.00083496 0.000946998
internal_weight=263.983 97.953 20.9508 166.03 113.864 101.995 12.9045 89.0903 15.4438 5.31816 10.1257 8.36352 52.1655 19.5163 9.63754 9.87873 7.66392 77.0022 44.6624 11.3087 6.54336 3.86217 2.5651 3.13523 78.627 51.749 26.878 7.94845 5.89686 23.8658
internal_count=4633 2761 757 1872 879 801 123 678 512 139 373 344 993 448 247 201 97 2004 1728 284 197 83 71 59 603 378 225 187 173 196
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=8 15 10 15 5 6 20 6 23 13 17 0 9 6 4 10 3 6 0 23 9 2 22 8 0 12 14 5 3 17
split_gain=0.293446 0.722867 0.606598 0.500657 0.607543 0.806497 0.747538 0.694344 0.790429 0.935049 0.740256 0.679562 0.691225 0.654928 0.910092 0.692465 1.57363 1.19063 1.7298 1.26588 1.18858 1.09726 1.0712 1.30846 0.849508 1.02404 0.959492 0.907633 1.07878 0.844216
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 11.870705757150002 13.252098438300001 13.115306437050002 37.232443001650005 12.410289964450003 -0.21029499999999998 96.975373223400013 205.09306577200002 95.550490414250007 183.62474066035003 13.775321858200002 296.43037955425007 70.182199495350019 83.613736315050019 14.745344522600002 94.625660817400004 -0.086715 206.50942114985003 109.80045057370002 -0.047144999999999999 8.4434108459500017 86.345209775600011 323.50112601465008 147.98468416440002 20.389142059250002 93.345954747300013 191.20566072810004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 -5 8 -6 -10 11 -11 -13 14 -7 24 20 19 -19 -18 21 -17 23 -22 25 27 -26 -15 -29 -28
right_child=3 -3 -4 4 5 13 -8 -9 9 10 -12 12 -14 15 -16 16 17 18 -20 -21 22 -23 -24 -25 26 -27 29 28 -30 -31
leaf_value=0.0056101623534262988 -0.024308346801362627 -0.042664427779598738 -0.040713202171781683 -0.040860534199102433 0.017383906865899384 0.003676102008390374 0.012340813764265837 -0.029506424690266184 -0.042977494047626609 -0.027778080043729586 -0.029868390725996747 0.029595011773312675 -0.0017621202849819027 0.02173133576300694 0.029668641248609743 1.7324298761265837e-05 0.0094566513113395635 -0.032240401563474207 0.022776317445398677 -0.043269317714299552 -0.04824829411879912 0.026034833494812983 0.0095528377763722666 -0.0035154852972551927 -0.020217622453981177 -0.037173059037831253 0.014511587988725278 -0.032911029251791034 -0.0010424268490587757 0.0034891208421102128
leaf_weight=2.9587046044325684 1.2510927695911949 0.85223892470821727 0.536368516864968 0.44180168423917976 2.216141740325841 7.6340529979206604 10.662624747201333 2.0641516799805677 1.152399371145292 1.3237336666788895 1.6670165578834701 1.3336008042097072 7.3655769997276366 2.6874539181590071 3.0194945202674717 7.1563637051731401 0.90853627026081252 1.6996536438819023 1.9958406705409286 3.7511884449049795 1.9403987205587334 4.0927004013210535 2.3850697465240938 2.2896417747251689 2.3687620013952246 1.2845500217226788 13.998542231507598 1.769633064046501 47.556524852116127 55.061223509022966
leaf_count=245 238 134 281 126 55 115 400 117 125 45 65 12 107 35 72 43 15 58 24 245 47 27 20 30 18 104 116 18 1107 589
internal_value=0.000727252 -0.00956884 -0.00149881 0.000961504 0.00112805 0.00056289 0.0102241 -0.00770798 -0.00471994 -0.0085343 -0.00513887 -0.00102584 0.00304499 0.00143925 0.0110431 0.000761423 -0.0051591 -0.0195159 -0.0025273 -0.032989 0.00155567 0.00948317 -0.0119251 -0.0240353 0.002006 -0.00182301 0.00486312 -0.000949995 -0.00218575 0.0057234
internal_weight=195.425 4.34731 3.49507 191.078 189.827 178.722 11.1044 17.1226 15.0585 12.8423 11.6899 10.0229 8.69918 161.6 10.6535 150.946 26.2194 8.35522 3.69549 4.65972 17.8642 11.2491 6.61511 4.23004 124.727 53.2982 71.4285 52.0136 49.3262 69.0598
internal_count=4633 660 526 3973 3735 3209 526 526 409 354 229 164 119 2683 187 2496 509 342 82 260 167 70 97 77 1987 1264 723 1160 1125 705
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=9 18 6 9 9 0 20 2 22 23 17 7 12 8 16 22 20 20 21 5 7 22 13 12 17 18 5 4 0 21
split_gain=0.270161 0.316511 0.497652 0.258971 0.39115 0.680224 0.888485 0.392354 0.833553 0.37196 0.364822 1.09637 1.94094 0.967289 1.08521 0.941714 1.69264 2.02805 1.13944 0.969858 1.3894 0.972317 0.959031 1.01836 0.854544 0.952329 0.761026 0.745275 1.09007 0.710481
threshold=27.033907557900005 16.115468395400004 2.7350639043000005 233.77854820110002 223.65407503400004 94.354126546200021 41.741384785950011 361.99740083035005 -0.038374999999999999 0.089835000000000012 188.27285108100003 22.598495330900004 82.088033630950022 8.0437227585500022 15.954962690350003 -0.10771499999999999 42.455548714850003 44.279556297950009 21.089366969400004 21.482549112100006 20.714163848350005 -0.11692 105.40368946235002 247.65401887280004 188.70679832985002 13.1052958007 21.072048321250005 169.78554988275002 109.30464220965001 5.1185473364500007
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -9 -5 15 13 -13 14 -12 19 -17 18 -18 22 -21 -22 23 -2 -14 -26 -15 -19 -29 -28
right_child=3 -3 -4 9 5 6 -8 8 -10 -11 11 12 24 26 -16 16 17 27 -20 20 21 -23 -24 -25 25 -27 29 28 -30 -31
leaf_value=0.037989266673135527 -0.011185365652359953 -0.040975438343505741 -0.041277597334630718 -0.043480821754504274 0.028568075449837693 0.013491046610033888 -0.043422655541276882 -0.040668370230558054 0.012628332155475139 0.0076150705019568058 0.022079058655031694 -0.049921645105460537 0.028645002836094342 0.041130178772105251 -0.032860859515829823 -0.0015908042201918857 -0.046782951751602443 0.026024952584330085 0.030983404797203257 0.0044880530224005264 -0.046357787775819219 0.024153593010972692 0.02376684121711797 0.026452989110941065 -0.029946165036563714 0.0014729869059259071 0.028490150005954607 -0.044033216553062214 0.035368613590027784 -0.0062601083921212664
leaf_weight=0.28898393209965323 3.7473892123707646 0.54364038439962314 0.22941513353725895 0.50922612112481047 2.1871446622535577 1.4965754963777729 0.62906768941320468 1.08729558205232 0.83980450811213714 0.41960319963982329 1.1200285032391533 1.1982633138541121 1.8404727165761858 2.50428606569767 1.2052322510862721 29.658363449038006 3.9307997902797061 1.2897407347336414 0.3297485690563916 5.9204442448681203 1.7270146799855868 0.38643280416727055 6.0166354505345225 1.6815757191507144 1.578954811207949 115.78107269902102 2.083110168576241 0.83476252420223296 0.41946284630103037 1.7464936869218943
leaf_count=9 257 221 43 61 31 51 32 83 37 20 20 43 18 16 50 486 273 7 4 373 148 3 49 70 22 2059 36 63 13 35
internal_value=0.000656861 -0.0195542 0.00291008 0.000768559 0.000871362 0.0128356 -0.00335212 0.000595324 -0.0174424 -0.020398 0.000783218 0.00195805 0.000964806 0.0157684 -0.00639747 -0.0019271 -0.00573774 -0.0238127 -0.0407642 0.00520587 -0.00549616 -0.0334652 0.0127178 0.000472795 0.00147634 0.00105028 0.0239058 0.0045771 -0.0174781 0.0126423
internal_weight=193.231 1.06204 0.518399 192.169 191.24 4.31279 2.12564 186.927 1.9271 0.928829 185 129.058 120.399 8.65915 2.32526 55.9424 36.4629 6.80451 4.26055 19.4795 8.03389 2.11345 11.4456 5.42896 119.201 117.36 6.33389 2.54397 1.25423 3.8296
internal_count=4633 273 52 4360 4279 114 83 4165 120 81 4045 2299 2142 157 70 1746 846 360 277 900 524 151 376 327 2099 2081 87 83 76 71
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=13 21 4 10 7 22 18 10 19 16 9 10 7 20 10 3 22 22 15 16 18 15 9 18 21 23 22 2 20 3
split_gain=0.267766 1.15678 1.07234 0.797885 1.13319 0.799096 0.770694 0.717776 0.630663 1.08406 1.16628 0.594138 0.920565 0.551768 0.44888 1.2358 0.930413 0.95265 0.414897 1.67625 2.02836 1.11336 0.825668 1.65714 1.7414 2.02117 0.961158 1.8739 2.22527 1.69695
threshold=95.811270852950017 16.241109211600005 310.6261364962001 78.290589216800015 25.806080957700004 -0.045684999999999996 17.327266398450003 81.573196594050017 11.850956171350001 17.684958644900004 207.52229237540004 84.92839234085001 21.034091097450002 42.498713093000006 81.011308844800013 79.47351079420001 0.063030000000000017 -0.18437499999999998 28.579157549250002 18.684956306450005 14.032563378150002 28.298162031900002 204.68881850780005 13.900697602550002 11.155580190950003 0.11458500000000002 -0.08158 131.42729508740004 40.986363433950011 93.292185584700022
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -8 10 -10 12 -3 -7 15 16 17 -2 21 20 -20 -17 23 26 25 -25 27 -21 -29 -28
right_child=6 11 3 4 5 13 8 -9 9 -11 -12 -13 -14 -15 -16 18 -18 -19 19 22 -22 -23 -24 24 -26 -27 29 28 -30 -31
leaf_value=-0.04865454420724611 0.012793902336090244 0.042817738610674477 -0.049816233975129361 0.030322603125194896 -0.048446878433992285 -0.048639822165967038 0.045279302560358878 -0.038005226366796228 0.032426611992058853 0.048668402530041011 -0.050955725667755476 0.03353640436172977 -0.050422877699487327 0.02641595368225606 0.015340434658529125 0.0031064388971710393 0.0025066670675168239 -0.051462434603352182 0.018351687842643231 0.00594470929526644 -0.042499687566828911 0.032708258711223515 0.0077505543961490135 -0.015597285852974043 -0.058371404924121545 0.047338691227749488 0.017116647853336588 -0.045689330793966268 -0.0057450627412720034 -0.0026808484972532334
leaf_weight=1.8102494282084061 0.64239472907502237 0.39946980215609107 0.77750705165090028 1.7773263179697094 1.1061560048165116 0.28956943217781417 1.5313372202217572 1.0571808306267474 0.625487005338073 0.86895069479942311 0.91305512492544949 1.8745920140645465 0.56674225896131247 0.86177673163911095 4.6207814235240212 37.553203615825623 2.0474795571062714 2.488032408989965 1.7127915988385201 20.01266531646251 4.1470252987928689 3.0391123008448622 30.428612107294612 11.685532323317601 1.8446735255420197 1.2499472508206952 18.43438193388284 4.0586261716671315 12.881234759581274 19.948598502669483
leaf_count=530 24 4 58 62 323 65 16 132 6 17 43 60 38 56 42 1186 32 124 43 202 253 33 392 201 50 11 172 62 175 221
internal_value=0.00069475 -0.00701981 -0.0177915 -0.00618184 0.00222646 -0.0198936 0.00109634 0.000640531 0.0216778 0.00666564 -0.017057 0.0180916 -0.0118736 0.00753904 0.000871621 0.000483309 -0.0221497 -0.0382764 0.00118507 -0.000143652 -0.0247132 0.0053227 0.0010507 -0.00121158 -0.0156134 -0.00951582 0.00161392 -0.00380136 -0.0153153 0.00682739
internal_weight=191.254 9.46339 6.62258 4.81234 4.03483 2.2575 181.791 177.852 3.93883 2.40749 1.53854 2.8408 0.966212 1.15135 176.795 172.174 5.17791 3.13043 166.996 126.404 5.85982 40.5923 120.544 90.1157 14.7802 12.9355 75.3355 36.9525 16.9399 38.383
internal_count=4633 1196 1094 564 506 444 3437 3355 82 66 49 102 42 121 3223 3181 180 148 3001 1782 296 1219 1486 1094 262 212 832 439 237 393
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=16 15 20 15 18 16 10 6 21 16 23 2 5 17 4 23 10 0 20 20 21 2 6 13 23 12 18 2 23 20
split_gain=1.79948 2.17805 2.33766 1.73522 1.6679 1.37966 1.89875 2.8635 2.46908 1.77576 1.61464 1.51484 1.60931 1.45925 1.42623 1.35036 1.36557 1.30475 2.78945 2.36701 1.98849 2.21061 2.41819 1.66399 1.4624 1.80753 2.7151 1.74755 1.7359 1.53362
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 14.032563378150002 15.839962959300001 69.873026810350026 11.630271739450002 0.67704941750000014 13.534968349350001 0.076130000000000017 186.79363985910004 11.188452238700002 194.75204781875001 195.04069921150003 0.093635000000000024 83.602982482550019 86.345209775600011 41.965446242000006 43.276780833950006 3.4893684343500007 100.92170827030002 16.545386580300001 117.67650082785001 0.081775000000000028 114.82338089645002 13.758874730250001 79.152355410850021 1.0000000180025095e-35 41.257948413050009
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 9 14 13 -9 10 -4 -11 -13 -8 -7 -12 -17 18 -2 23 -21 -22 -23 -20 28 26 -26 -28 -19 -27
right_child=17 4 3 -5 -6 6 7 8 -10 11 15 12 -14 -15 -16 16 -18 24 19 20 21 22 -24 -25 25 29 27 -29 -30 -31
leaf_value=-0.0012177197738659376 0.00032012927348743425 0.00050123086697992608 0.00023173969320115369 0.0021097298968486642 -0.0017634164718983445 -0.0019025210292422665 -0.0020492897999905718 0.0010417074803956686 -0.0021226289880661147 0.00016740341914472389 -0.0015607157342849677 -0.00082437613023779422 0.001278259183452911 0.000483328886265865 0.0011415263941282627 0.00056865887394577555 -0.002050141538745151 0.00023756585445389622 -0.0013684038963227968 0.0016035640341027935 0.0006980036578461494 -0.0023031529692587767 0.00022956371850268843 0.00024381434497094498 0.0005645646741478346 0.00060403204423952243 -0.0023144769729783938 -0.00037442527374716362 0.0011471729440740036 6.2769523988976728e-05
leaf_weight=5.2692545885947757 45.950013132067397 1.5556056292261917 10.133777045644822 1.4691869018133719 4.4869013353891205 0.64471762184985237 0.94448619498871078 1.0355526003986595 5.6792322248220444 23.345396817312576 4.686041980981825 1.4861817678902287 9.9422648111358267 5.5947030503302813 3.5958179803565145 2.9554081012029205 0.92973119192174625 13.945999127812685 10.282817277824508 2.5851545296609393 4.668413292616604 2.7631599297747016 2.5978749110363424 2.919433861039578 5.3323459774255735 39.569497558288276 2.9751918539404869 3.7001705355942249 16.003631411120296 35.075002478435636
leaf_count=489 406 40 331 7 248 175 102 10 142 286 535 91 99 116 99 45 77 102 193 15 29 69 64 32 30 274 58 40 172 257
internal_value=0.000139361 -9.04771e-05 -5.72996e-06 8.24266e-05 -0.0011804 4.04603e-05 -0.000418958 -0.000770154 -0.00163463 0.00019075 -0.000277501 0.000442623 0.00100483 0.000117531 0.000678719 -0.00087958 -5.80318e-05 0.000241553 4.16226e-05 -0.000454076 0.000129725 -0.000250167 -0.00107584 -0.00101189 0.000364608 0.000240523 -0.000438135 -0.0012391 0.000723616 0.000349696
internal_weight=272.123 83.7543 77.7118 72.4425 6.04251 70.9733 17.4945 13.254 6.71478 53.4788 18.705 34.7738 11.4284 6.53919 4.24054 8.57118 3.88514 188.369 71.7669 25.8169 12.6146 10.0294 5.36103 13.2023 116.602 86.6522 12.0077 6.67536 29.9496 74.6445
internal_count=4633 2892 2604 2115 288 2108 644 370 152 1464 988 476 190 218 274 657 122 1741 808 402 177 162 133 225 933 659 128 98 274 531
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=9 17 9 18 6 9 9 0 23 23 0 23 23 17 0 6 16 16 20 9 20 0 4 8 2 23 21 9 23 9
split_gain=0.254614 0.288059 0.421409 0.280935 0.42255 0.275404 1.06453 0.986972 0.816183 1.24603 0.814195 0.779075 0.762651 0.743931 0.70387 1.59567 0.794272 0.690197 0.814783 1.46776 1.07256 0.809052 0.922654 0.766872 0.755534 0.709821 0.684296 1.20394 0.67682 0.619446
threshold=27.033907557900005 158.19986339130003 43.730860148300003 16.115468395400004 2.7350639043000005 186.70853236170004 185.98753508445003 103.37390357390002 -0.17949499999999999 -0.23921499999999998 71.249517373150013 -0.245505 0.18642000000000006 240.41195881570002 85.732241321850012 16.465384711100004 22.624947093000003 22.764946765650006 47.309807198350008 181.33671263215004 49.247968080500009 85.705356740550016 438.85830169510001 1.3489472949000001 174.51290495925002 -1.0000000180025095e-35 16.027392061700002 199.89081775665002 -0.25843999999999995 185.00606802455005
decision_type=2 2 2 2 2 2 2 2 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 8 14 9 10 -3 28 17 -9 15 -7 -17 18 19 21 -20 25 -23 24 -22 -10 -16 -28 -12 -21
right_child=1 5 -4 -5 -6 7 -8 13 12 -11 11 -13 -14 -15 26 16 -18 -19 20 29 23 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.041595451901319559 0.04477348358995533 -0.050337792812768782 -0.050554034776684152 -0.046004267664532895 -0.046180875559060267 -0.051481829109503954 0.030416997213103047 -0.046551253037991125 -0.046378496402805447 0.037669887045744456 -0.0037666799346639393 -0.047412925473034183 0.030026929570390225 0.0057817510449754295 0.001772817875609751 -0.049596145397015047 0.0014911961717530323 0.033350332915265804 0.020765730469686761 0.0097382451852118732 0.033997859359046728 -0.042777715173201045 0.010162048522761357 -0.049071457906229556 -0.046331710683038776 0.0076234059561333329 -0.054177085728418818 0.0034137970255178158 0.02950133761769945 -0.018251191738868036
leaf_weight=0.25439578619261638 0.1187473778554694 0.55027585895732034 0.4601898821128998 0.49825504146065214 0.19891798030585051 1.6658036297885681 2.9377090221387325 1.5966688525950297 0.64471253634837955 2.9740656305220892 2.5382865054125427 0.48392666538711626 1.4226597757951811 0.84576902164553747 136.17454716621432 0.67757909616921086 7.2203342909924686 0.9669271856546392 4.3397708159172899 6.1515288619557378 0.70762567024212308 4.512198566517327 0.78696631139609952 0.93205695878714312 0.35934788576560095 2.1398497566697312 1.2362391264177852 1.8364237744826821 2.4425435171579015 2.1797413853928447
leaf_count=9 6 95 218 221 43 60 41 270 187 56 148 32 15 68 1870 60 159 10 102 76 27 413 43 85 73 103 19 27 69 28
internal_value=0.000656849 0.000774113 -0.0310012 -0.022622 0.00307844 0.000871795 0.0043568 1.76665e-05 0.00211386 0.0137818 0.00197062 0.00723784 -0.00205759 -0.0284293 0.000484568 -0.0113551 -0.0028917 -0.00398188 -0.00556831 -0.0108736 0.00817026 -0.0245694 -0.0349158 -0.0191737 0.00694352 -0.00487971 0.00129774 -0.019757 0.0125476 0.00241526
internal_weight=189.854 188.902 0.578937 0.951569 0.453314 188.324 37.0702 151.253 34.1325 8.9891 6.01503 5.46476 25.1434 2.44244 148.811 9.56372 7.89791 23.7207 22.7538 16.415 6.3388 8.08373 5.29916 1.99903 1.06697 2.78456 139.247 3.07266 4.98083 8.33127
internal_count=4633 4360 224 273 52 4136 1603 2533 1562 400 344 249 1162 338 2195 279 219 1147 1137 850 287 746 456 185 100 290 1916 46 217 104
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 2 21 13 21 20 12 2 21 15 4 21 23 0 15 9 10 0 21 7 0 3 22 15 13 7
split_gain=2.08188 2.5768 1.95835 2.47016 3.02772 2.26846 1.93872 1.79457 2.24348 1.79872 1.82611 1.70259 2.60469 1.77058 1.42438 1.51266 1.44018 1.2056 1.16268 1.10126 1.05029 0.994669 1.3441 1.03228 0.980765 0.971297 0.95881 0.956553 1.20004 1.31079
threshold=18.594956516900002 15.954962690350003 236.15709471040003 71.053259929650025 191.61296531520003 199.01127796720002 0.54612131245000006 95.811270852950017 16.241109211600005 38.238138001450004 94.177001085000015 186.79363985910004 6.9984086918000008 23.949961253350004 310.6261364962001 3.2738626606000003 -0.15544999999999998 97.32487278035002 15.166667628900003 38.283670303850009 84.92839234085001 94.743952975150009 14.028898926300002 26.614251743050001 81.446839061900008 80.785478361850011 -0.045684999999999996 44.732387748900003 117.97223122220002 20.869210126600006
decision_type=2 2 2 2 2 2 2 2 2 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 17 6 -3 8 14 10 -9 12 -11 -14 -1 18 26 -5 -16 -8 25 22 -13 -23 -21 -10 -17 28 -2 -30
right_child=27 2 -4 4 -6 -7 19 9 20 11 -12 21 13 -15 15 16 -18 -19 -20 24 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.002034772519110618 0.00038335401113126385 -0.0022743851551648834 0.001069638113713895 -0.0013773921014560771 -0.0018603648263057118 -0.0020874333615951944 -0.0021737227164524229 0.00058153649716368566 -0.0021732865746259059 0.00049711044289395951 -0.0017030305381894476 -0.0012774347543601612 -0.0019342124033582344 0.00098534851647473368 -0.0020426064011514673 -0.0013104782435233266 -0.0020669946483214932 0.0010166898923707503 0.0012902947018443519 -0.0010006073750009243 0.0013505241201971245 0.0016658393876806091 0.0017502094154600815 7.6101543251561962e-05 0.001368505306212656 0.0010198057490496989 0.0013246065275468346 -0.00011722536268021923 0.0004972731622438991 -0.0012654417404322309
leaf_weight=3.1209957783721602 151.50087584508583 0.86565188260283843 2.4297844571992746 1.2090083651710295 10.064874007366596 1.6119402206386437 0.43214239948429156 2.4028754644095889 0.77090346254408249 20.716684749699201 3.0559654161334038 1.3959605693817132 3.14736084640026 1.0701638166792689 0.48930411614856018 1.0018038686830553 2.7181873218796708 2.4423915078514256 2.2662098150321981 0.76999000005889673 3.1605040474096313 8.2339716476853919 0.94562013261020172 1.9404705418273795 5.2694189278408885 0.69777505379170179 1.1293857732089208 19.055651144590229 2.9448984682094297 3.6103108087554574
leaf_count=517 1256 117 39 111 332 114 18 30 31 255 161 44 84 12 148 43 295 46 57 127 60 76 9 30 107 11 18 309 101 75
internal_value=0.000177518 -7.8002e-05 -0.000603291 -0.000782633 -0.00130549 1.87469e-05 0.000481462 0.000148247 -0.000427005 0.000354102 -0.000697409 0.000507373 0.000211168 -0.0011934 -0.000919385 -0.000461638 -0.00112083 0.00022399 0.000698462 0.000850092 0.000713849 0.00109747 -5.47559e-05 0.00136264 0.00106646 -0.000656236 8.59377e-05 0.000297781 0.000347815 -0.00047355
internal_weight=260.471 83.3593 25.0952 22.6654 13.7163 8.94914 7.3372 58.2641 15.3551 42.9091 5.45884 37.4502 24.9342 4.21752 10.7259 7.60489 4.84938 3.6514 2.75551 6.47155 4.62918 12.516 2.34158 10.1744 6.03941 1.46868 2.13119 177.112 158.056 6.55521
internal_count=4633 2892 1011 972 489 483 369 1881 1180 701 191 510 351 96 1078 561 356 157 205 252 102 159 53 106 234 42 61 1741 1432 176
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=16 15 18 15 20 16 16 10 6 21 20 23 21 18 6 20 22 9 20 0 13 23 13 22 4 15 21 21 16 21
split_gain=1.64249 2.09459 2.13588 1.99081 1.8342 1.74689 2.11966 1.97751 2.63624 2.45139 1.60768 1.54103 1.42891 1.25948 1.24685 1.79275 2.06347 1.66738 1.47325 1.55548 1.23583 1.20031 1.1341 1.07548 1.06361 1.05744 1.1443 1.32833 1.14898 1.36296
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 15.839962959300001 13.534968349350001 69.873026810350026 11.630271739450002 0.67704941750000014 41.243661560350013 0.076130000000000017 3.3335862513000003 13.845746551550002 11.085259005300001 41.037275035300006 -0.10434500000000001 202.49517884540003 42.498713093000006 104.03526427400001 92.146902421150017 0.093635000000000024 95.937628385050019 0.12419000000000002 195.04069921150003 46.055224235250002 15.294585115650001 9.4810485893500012 22.674946976100003 9.1670574189500034
decision_type=2 2 2 2 2 2 2 2 2 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 11 24 10 -10 -9 13 -12 -6 18 16 17 -16 -8 -20 -21 -13 -23 -14 -7 -2 27 28 29 -27
right_child=25 2 -4 -5 5 7 14 8 9 -11 12 21 23 -15 15 -17 -18 -19 19 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0013303063111552514 0.00032901293391364493 0.00084559440415622766 -0.0020338323537561335 0.0024818541503384317 -0.0022694269337095738 -0.0021903359094577256 -0.002340595850699575 0.0012364495349603964 0.0011707043296893759 -0.0024580459280833049 0.00093727305282848255 -0.0018256256844658785 -0.0023468175371550858 0.00046222997201233432 0.0001736262722656176 0.0013770589450783635 0.00070325118214761167 -0.0026187124972259124 -0.0014756113273582687 -0.0014123021394115923 0.0018888386949491489 -0.00231451243125428 0.00055733363504542881 0.0018713462350435726 0.0012715211174957927 -0.0015958537358226881 0.00089359105533213406 -0.0024706921127802465 0.00087822309698513631 0.0013686665066415804
leaf_weight=4.8282844326458862 168.30026501184329 1.645100557245313 4.6832083712215535 1.5164163513109077 0.87672085454687732 0.47948644729331436 1.3568209579680104 2.927802818361668 1.0404962571337817 5.696563858538866 1.341046240180731 4.4438146672910062 2.2946767109679063 8.8463129227748123 2.2903035869821933 12.190819680225102 13.455793460365387 1.8087018458172677 1.6448668076191095 0.69198232190683517 2.3766639609821141 0.8550618359295189 2.7077069191727787 0.32626915990840633 3.3479248307994567 3.5208554586861265 2.6309352316893628 1.6925832778215406 2.4380997628904879 0.92560032010078419
leaf_count=489 1498 40 248 7 75 175 54 38 10 142 18 535 153 256 35 111 109 30 51 57 29 90 32 9 99 133 21 56 30 3
internal_value=0.000168704 -8.28406e-05 -0.0012853 1.55443e-05 -3.37771e-05 5.43922e-05 0.000249078 -0.000542859 -0.000930656 -0.00189761 1.48599e-05 -0.000365677 -0.000887861 0.000215918 0.000553395 0.000736628 0.000291885 -0.0010585 -0.00034448 0.000230118 0.00114443 -0.00107196 -0.000131907 -0.00182172 0.00083783 0.000285955 -0.000360598 -0.000745306 -0.000321115 -0.000978742
internal_weight=263.181 83.6728 6.32831 77.3445 75.8281 70.9998 53.5456 17.4543 13.6269 6.73706 6.88979 17.7296 3.96199 9.72303 35.816 29.7456 17.5548 4.09901 6.07033 4.71351 3.06865 8.00658 3.56277 2.62095 3.82741 179.508 11.2081 8.57714 6.88456 4.44646
internal_count=4633 2892 288 2604 2597 2108 1464 644 370 152 218 988 180 331 476 285 174 65 191 137 86 657 122 162 274 1741 243 222 166 136
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=9 22 13 0 20 20 23 6 18 7 21 16 22 10 2 3 7 7 22 9 0 18 16 7 7 22 22 23 16 15
split_gain=0.254255 0.610339 0.540712 0.55312 0.43232 0.568842 0.75865 0.622885 0.514152 0.443645 1.3187 1.20401 0.79513 0.831065 1.05581 0.974326 0.719673 1.12634 0.883747 1.32692 1.92014 0.813641 1.47679 1.38119 1.66715 1.3537 1.31256 1.2505 1.19422 1.16529
threshold=37.364870866050005 -0.156745 96.607054459550014 110.98492854115001 47.927946529500012 49.292797572200008 -0.17949499999999999 10.395242883200002 11.890615410500002 22.093462376800005 12.156412995750001 22.744946812400002 -0.61402999999999996 71.658163008950012 52.497771754550008 112.7969493211 22.721067571950005 23.109894804950002 -0.051199999999999996 195.46053662500003 86.345209775600011 13.956123578150001 22.454947490600002 23.822419043000004 23.695207782600004 -0.088880000000000001 -0.02903 0.097645000000000023 22.654947022900004 37.882159664350006
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -6 -9 10 11 12 -2 14 -14 -16 -11 18 -18 20 -20 22 -19 24 26 27 -23 -24 -25 -27
right_child=4 -3 -4 -5 5 6 -8 8 -10 16 -12 -13 13 -15 15 -17 17 21 19 -21 -22 23 25 28 -26 29 -28 -29 -30 -31
leaf_value=0.027624616804504426 0.049714403603734601 -0.035541501050055692 -0.054981263058130385 -0.051473716717369875 0.047073755114427129 0.021832165124229412 -0.055365637168925994 0.024444093277977096 -0.020989890332463512 0.0092589299444957029 0.022268737634470948 0.00601712103883231 0.0057705518118969529 0.013502801039997733 -0.057071957936345667 0.047968520830468764 -0.0046680086812791368 0.027102874826637896 -0.056851755069461753 -0.070672182887903695 0.014715213866407277 0.011376361027008624 -0.0030021202016665468 -0.00034464451704296597 -0.061001697074716137 -0.0062363042571384622 -0.048274780285568863 -0.044061745034085352 0.042393106157546795 0.016766211909654063
leaf_weight=1.5236575558083139 0.30000530043616791 1.5888154220865534 0.31356051750481118 0.25806601341901103 1.6803566031157959 0.67064027208834887 0.60396169015439205 1.75904599390924 0.96168069983832527 24.40311096777441 2.7705240504001258 3.7162420055828989 0.99007140751927991 0.81158131570555259 4.0966768940415932 0.23297259677201498 13.841280799824746 7.63790237403009 1.5546010638354339 1.3860302427783606 2.351240779098589 3.1106916750431992 9.573667689226566 71.386983108961431 2.02762533177156 8.0401059351861495 1.3080168442684215 2.2955722268670788 1.6703228093683709 17.385135008371435
leaf_count=100 9 381 16 110 22 16 42 38 37 320 95 53 12 31 606 6 151 135 30 21 29 45 91 1919 35 44 35 18 30 156
internal_value=0.000809737 -0.0121881 0.00552044 0.016168 0.0010664 0.0146443 -0.0147475 0.0231564 0.00838479 0.000640378 -0.00828192 -0.016623 -0.0297052 -0.0335913 -0.040776 -0.0514199 0.00132656 -2.17457e-05 -0.0113075 -0.0286735 -0.0137698 0.00171354 0.00708761 -0.00132368 -0.0234931 0.00298849 -0.00628144 -0.0109433 0.000632477 0.00949223
internal_weight=190.25 3.6841 2.09528 1.78172 186.566 5.67569 1.2746 4.40108 2.72073 180.89 12.9181 10.1475 6.43131 6.1313 5.31972 4.32965 167.972 143.569 19.1332 5.29187 3.90584 124.436 44.9324 79.5036 6.44633 37.2945 4.41871 11.8692 73.0573 25.4252
internal_count=4633 607 226 210 4026 155 58 97 75 3871 812 717 664 655 624 612 3059 2739 231 80 59 2508 444 2064 115 309 80 109 1949 200
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 16 2 12 21 23 20 6 20 12 5 13 5 16 20 22 23 19 16 16 0 19 7 17 20 22
split_gain=2.2898 2.66861 2.19628 2.27114 3.11262 2.12399 2.10443 1.92776 1.91565 1.78863 1.60245 1.55507 2.64461 1.50197 1.43095 1.38099 2.44337 1.56307 1.34128 1.65728 1.83182 1.33313 1.44985 1.515 1.30928 1.28733 1.2076 1.36456 1.34369 1.15806
threshold=18.594956516900002 15.954962690350003 236.15709471040003 71.053259929650025 191.61296531520003 14.184966829400002 199.01127796720002 216.20511703005005 0.54612131245000006 -0.20885999999999996 38.238138001450004 11.085259005300001 43.895345911700005 94.177001085000015 23.714185006400005 98.050756475600011 13.713273242250002 9.7049773055000017 41.037275035300006 0.059500000000000011 0.093745000000000023 10.250827068050002 9.5099777615500027 12.674970360400001 97.32487278035002 10.350835137000002 24.374195395050005 199.05253715360001 37.995872310650007 -0.09280999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 24 7 8 15 -3 -9 13 12 -12 -7 -2 17 -17 25 19 20 -13 -11 -23 -24 -5 -1 27 28 -16 -25
right_child=14 2 -4 4 -6 10 -8 9 -10 21 11 18 -14 -15 26 16 -18 -19 -20 -21 -22 22 23 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0021361784410037017 0.00037403498933117409 -0.0022991578888683587 0.00114088681673216 -0.0014277164830110713 -0.0018921022175994288 0.00065240925556376227 -0.002094914906691705 0.00097358038692456838 0.00081362341441704969 -0.0020605942607947914 -0.0022099124472306228 0.00054860015806303618 0.00074954812999578557 -0.0018458265219167523 0.00092457608904232221 0.001065570469275804 -0.0016138105843292244 -0.0020659586823061665 0.001312255834852002 0.0017692931608087122 -0.0011952467861084299 0.0013815068098839954 -0.0018365932974754725 -0.0020565966394856922 0.0010122510308731957 0.00103462668820629 -0.0018912365340260147 0.00096479964807704051 -0.00038207741695384291 0.00087811703616102576
leaf_weight=0.75189990659419192 149.96027290262282 0.86806530435570106 2.4126289803534737 1.2725397079484531 10.022914035711436 1.6410487582907074 1.5563741063233463 6.4105733256728845 6.1121853529475629 1.514701124309793 1.9157017837278569 8.7576266843825596 2.9463983499445021 2.1211949538264889 3.5381470739375898 2.9880794510245323 2.3279675099765882 4.7567460603022482 10.953734560753217 2.7782050110399714 3.1485616564750663 2.0057718893513083 2.1711147730820812 0.64796495903283391 2.51967306912411 1.4257123526185749 1.369838292710482 4.6614407319575539 20.895071014529094 2.5569570378866047
leaf_count=200 1196 117 39 111 332 20 114 112 252 237 59 62 69 120 86 14 78 436 93 17 38 57 120 52 46 63 32 42 385 34
internal_value=0.000169542 -9.25742e-05 -0.000636454 -0.000828299 -0.00131962 0.000125298 -3.31833e-05 -0.00027996 0.000426517 0.000183984 0.000451249 0.00060018 -0.0004165 -0.000756124 0.00029533 -0.000859665 -0.000107766 -0.00143609 0.000792986 0.000405641 8.74442e-05 -0.000384976 -4.11501e-05 -0.000571936 0.00019348 -6.02092e-05 -9.20934e-05 -7.38597e-06 -0.000192862 0.000284782
internal_weight=267.009 86.5843 24.7644 22.3518 13.8151 61.82 8.53662 27.5575 6.98025 15.3071 34.2625 30.5002 4.8621 3.76224 180.425 12.2504 5.31605 6.93436 25.6381 14.6844 11.9062 8.89651 7.38181 5.37604 3.79221 2.17761 30.4645 29.0947 24.4332 3.20492
internal_count=4633 2892 1011 972 489 1881 483 1403 369 612 478 338 128 140 1741 791 92 699 210 117 100 500 263 206 157 263 545 513 471 86
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=17 18 15 21 21 7 10 9 4 18 4 21 21 12 20 16 10 12 20 4 12 16 22 22 23 23 9 6 22 17
split_gain=0.267131 0.983015 1.21528 0.875071 1.28429 0.829262 1.46793 0.994379 0.931638 1.11619 0.920824 0.80525 0.779419 1.44906 0.765371 0.742032 0.668687 1.35273 0.65921 0.645392 1.0399 0.696629 0.604793 1.00452 0.725209 0.623196 0.952426 0.706342 0.604322 0.595406
threshold=188.13858192940003 13.304953393500002 42.33967733730001 5.2921303083500009 5.8464528668500009 23.109894804950002 61.998532946250002 190.64005357525002 168.18037996940004 13.378437733750003 154.38970227190003 4.6633733285000014 3.4465547941500003 100.38148940995002 39.525197829750006 22.694946929300002 62.079186690200011 175.541285848 33.96174662340001 158.55438663830003 114.82338089645002 22.614947116400003 -0.08725999999999999 -0.059424999999999999 0.079025000000000026 0.08574500000000003 66.136595672450014 18.710437166350005 -0.11051999999999999 182.37451917730002
decision_type=2 2 2 2 2 2 2 2 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 11 -5 6 -3 -8 -9 -10 -7 12 18 -14 -2 -12 17 -4 -1 -16 -21 -22 25 -24 -25 26 -20 28 -28 -6
right_child=1 5 16 4 29 10 7 8 9 -11 15 -13 13 -15 19 -17 -18 -19 22 20 21 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.03000884286217852 0.039970342816458754 -0.046233612734928403 0.028002885119703981 -0.040986578746174659 0.0026438431482325073 -0.049180501697151296 0.010179828263855642 0.005646119525527165 -0.0028861870502730211 -0.052271820720091663 0.0010784206773330413 0.024341544725528824 -0.069734052420526396 -0.0042136927884067546 0.034434625557025811 0.022625442218350059 0.0091156915573097665 -0.046851464708395768 0.024138082680934363 -0.016603123258058076 0.026618430152747657 0.0042525648670997309 -0.02628525584420156 0.020887017781966929 -0.0038141051024746875 0.023082728771520889 -0.047616643568611242 0.018907062681769761 0.011008774456722751 -0.0098857348631791169
leaf_weight=0.89679213955242687 1.8541360427625502 1.637089911091606 0.55590734537690867 1.7331133722909751 11.03202450428944 0.60116118844598432 4.3361708201118727 1.9510277695953844 1.3751876014284792 1.7369140138616783 101.10623943467181 2.7856740823917781 0.68401143036317025 3.2836476794327609 1.8435056284070004 2.7533903191797426 1.5542489413637666 1.4903179629473013 1.7128490877512468 2.2575577124953261 4.253785338252781 5.1789715867489576 2.0756203914570497 3.1993826055549928 5.2878912087762728 5.1184016597180744 1.1124971389072098 0.65200206515146408 0.40123315795789594 15.020584703597704
leaf_count=156 22 27 6 60 505 12 106 19 13 32 2202 131 14 102 31 57 19 62 55 25 42 38 37 61 167 85 230 14 10 293
internal_value=0.000665566 0.00164885 0.0102838 -0.00173895 -0.00685089 0.00022922 -0.0104465 -0.00421345 -0.0165402 -0.0304491 0.00135712 0.00348116 0.00110196 -0.0155092 0.0152952 0.00164965 -0.0111342 -0.0265154 0.00432376 0.0119147 0.00836338 0.0143387 0.00589786 -0.000748017 0.00549729 0.0137005 0.00131905 -0.0167282 -0.0320772 -0.00458006
internal_weight=189.481 134.486 18.9884 54.9957 27.7857 115.497 11.0364 9.3993 5.06313 3.1121 104.461 27.21 24.4243 3.96766 15.388 103.86 3.60047 2.04623 20.4567 13.5338 11.6903 9.43276 19.5599 10.5629 8.48727 8.99698 3.87858 2.16573 1.51373 26.0526
internal_count=4633 2713 245 1920 858 2468 197 170 64 45 2271 1062 931 116 158 2259 87 68 815 136 105 80 659 265 228 394 309 254 240 798
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=16 16 16 20 6 2 10 6 2 21 23 20 10 12 23 10 21 20 15 18 0 20 20 0 21 13 0 5 0 6
split_gain=1.70383 2.4485 1.66096 1.97625 1.65503 1.98097 1.64061 2.70061 2.35902 2.32446 1.46071 1.4004 1.62841 1.39342 1.37817 1.35132 1.27629 1.61112 1.2522 1.24244 1.17007 1.71872 2.19707 1.82831 1.65948 1.47191 1.57009 2.31467 1.44147 1.56357
threshold=18.594956516900002 15.954962690350003 13.534968349350001 38.238138001450004 11.085259005300001 186.79363985910004 71.053259929650025 11.630271739450002 199.01127796720002 0.54612131245000006 0.076130000000000017 42.498713093000006 80.677940036650014 94.177001085000015 0.093635000000000024 83.602982482550019 7.0919822770000005 42.477827694800006 19.926260352100005 13.845746551550002 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 3.4893684343500007 117.51519334005 85.931187223550012 22.627560662300002 85.799452775150016 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 2 10 13 11 16 8 -8 9 -3 19 -5 -13 -4 -12 -16 18 -18 -6 -1 21 25 23 -23 -24 -2 -27 -28 29 -26
right_child=20 6 3 4 5 -7 7 -9 -10 -11 14 12 -14 -15 15 -17 17 -19 -20 -21 -22 22 24 -25 28 26 27 -29 -30 -31
leaf_value=-0.0019615623703594285 0.0014780299808417529 -0.0023099163940690356 0.00044347963015334312 -0.0020321899552350987 0.0015992832832324398 0.0014823675235854882 9.4137789200935773e-05 -0.0015370534422263326 -0.0020213587371559569 0.00088089169458259269 -0.0015905765444642601 -0.0013715450011362418 0.0010266575465492291 -0.001791035697412315 0.00058307063936821146 -0.0020087478698123992 -0.0022970472517321568 0.00055756509075725641 0.00031577786567531149 0.00038306888760102564 0.00034076306214090749 -0.00052940399219120735 0.001721972752620405 -0.0023204671803497079 -0.0016342885848811078 0.0003108329807014797 0.0004063070524842748 -0.0023612211675775549 0.0011382574999112096 0.00031151217426595411
leaf_weight=0.88368656137027102 3.216706544160842 0.92303960234858262 1.6810332001186896 1.4218131089583028 3.382450256613093 8.1699862852692586 5.6419469460379323 9.9855323294177634 1.6048600033391265 6.6761483844602481 4.667006245479568 1.6103674152400342 2.6781262757722288 2.4156122317217523 2.863794629927725 0.95204218772414595 1.3358023259788745 1.4806533302180467 13.377854635939 8.7660466463858011 130.27026349119842 6.4260137784294802 1.979932215064762 2.9553771540522575 3.0052292132750154 26.212724406272176 2.2437857687473288 2.057875216472894 2.0893226023763418 2.8654329557903111
leaf_count=84 25 117 25 54 40 76 232 296 114 252 630 60 82 149 53 144 28 15 89 352 1047 142 13 50 65 277 11 34 14 63
internal_value=0.000144306 -8.42188e-05 0.000135244 0.000361416 0.0005127 0.000702857 -0.000576378 -0.000948149 5.48478e-05 0.000493318 -0.000333171 -0.000411286 0.000126111 -0.000874116 -0.000903689 -6.35819e-05 0.000377544 -0.000796334 0.000574806 0.000168356 0.000244678 8.7405e-06 -0.000439465 -0.00109363 0.000177947 0.000265474 0.000137651 -0.000917653 -0.000206107 -0.000684556
internal_weight=263.84 80.5178 55.6863 37.5537 33.4571 27.7467 24.8315 15.6275 9.20405 7.59919 18.1326 5.71031 4.28849 4.09665 8.48284 3.81584 19.5768 2.81646 16.7603 9.64973 183.323 53.0524 19.3213 9.38139 9.93992 33.7311 30.5144 4.30166 7.95998 5.87066
internal_count=4633 2892 1881 618 444 248 1011 528 483 369 1263 196 142 174 827 197 172 43 129 436 1741 694 347 192 155 347 322 45 142 128
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=16 15 20 15 18 16 16 17 10 9 6 2 21 7 17 21 20 10 21 15 13 16 0 20 20 0 20 18 16 21
split_gain=1.88595 2.06278 2.42897 2.08245 2.07878 1.77426 2.20878 1.87059 2.66288 2.18833 1.43039 2.04642 1.27418 2.17145 1.26615 1.53411 1.23815 1.61518 1.16701 1.31314 1.16855 1.16116 1.14929 1.40188 2.14476 2.06169 1.42554 1.3873 2.50249 2.15805
threshold=18.594956516900002 28.444110612900001 37.232443001650005 28.298162031900002 14.032563378150002 15.839962959300001 13.534968349350001 236.15709471040003 69.873026810350026 192.57902085675002 11.085259005300001 186.79363985910004 12.156412995750001 24.673428656250003 194.75204781875001 1.8675847688500002 42.498713093000006 80.677940036650014 7.0919822770000005 19.926260352100005 103.75835308650001 12.919969787500003 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 42.759119507950011 13.900697602550002 22.624947093000003 11.155580190950003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 6 21 8 12 14 16 18 13 -7 15 -10 -8 -18 19 -12 -20 -4 23 -2 25 26 -25 -24 29 -29
right_child=22 4 3 -5 -6 7 10 -9 9 -11 11 -13 -14 -15 -16 -17 17 -19 20 -21 -22 -23 27 24 -26 -27 -28 28 -30 -31
leaf_value=-0.001283514222564485 0.00026493682754897559 0.00073649382489995082 -0.00020068824902417717 0.0022337460593638428 -0.0018209887986559948 -0.0020266487560577423 -0.0020569658438988987 0.0012004551462245802 0.0019901866167995668 -0.001931931853920983 0.0015675931770969319 0.0015102050639819204 0.0017263868847732235 0.0020754939378848877 0.00077022260911508518 -0.0021492996062966035 -0.0014562802481570786 0.0009720176136130274 -0.0017814392686291832 0.00029431765363160142 0.00037572565648996009 -0.0020822858917284135 0.00054574146393678426 0.00026010806702886217 0.00024727782295142913 -0.0023695208405070415 -0.0016709219284624232 0.00012049169070080317 0.0013554280919867265 -0.0013454093078396471
leaf_weight=5.0594165938236975 33.061972932424396 1.5843661489197973 15.914131340337919 1.6414955558720965 4.5256401972437743 1.2434977607918005 1.2720511665102083 2.103618547320365 0.41628320235758876 6.5165420668199658 3.804695746512162 7.8063022494316092 1.9410366368247194 0.77246154844760884 2.3834352584090084 1.6057002185843883 1.5819456338649613 2.8043785467743874 1.7147612916305655 13.979568276088683 2.0189884216524661 1.3107615993067145 70.759192412719131 3.986813264666127 9.4600232441443932 2.9816072359681129 2.1853868603939191 45.272722917608917 5.6047226898372164 4.0390277961269012
leaf_count=489 347 40 921 7 248 246 54 30 3 170 56 75 24 4 48 119 55 82 34 100 20 67 480 63 155 50 79 437 59 71
internal_value=0.00015727 -8.37109e-05 2.76555e-06 9.46429e-05 -0.00115782 4.38939e-05 0.000219394 -0.000495626 -0.000735421 -0.00122472 0.000496737 0.000667419 0.000615135 -0.000454818 -0.000178615 -0.00129707 -0.000387817 9.62421e-05 0.000361673 0.000566717 -0.000614974 -0.000343872 0.000268692 2.74596e-05 -0.000394348 -0.00105744 -0.00042361 0.000367882 0.000138713 4.22644e-07
internal_weight=259.353 82.0011 75.8911 70.8317 6.11001 69.1902 52.2076 16.9826 14.879 10.922 34.9827 29.3243 3.957 2.01596 4.40542 2.02198 5.65838 4.38632 21.518 17.7843 3.73375 17.2249 177.351 51.6758 18.6138 9.15381 6.1722 125.676 54.9165 49.3118
internal_count=4633 2892 2604 2115 288 2108 1464 644 614 340 476 285 274 250 170 122 191 137 210 156 54 988 1741 694 347 192 142 1047 567 508
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=13 21 4 10 7 2 18 10 0 2 10 17 10 3 22 22 18 16 10 12 13 5 22 13 9 20 4 5 23 16
split_gain=0.28285 0.998145 0.967611 0.714139 1.01453 1.13651 0.709981 0.684577 0.651058 0.616583 0.544276 0.800589 0.399679 1.09569 0.919147 0.852856 0.387801 0.360587 1.22185 1.07193 0.898646 0.880539 1.54847 0.745098 0.624512 0.623933 0.598249 1.79942 1.95445 1.43437
threshold=95.811270852950017 16.241109211600005 310.6261364962001 78.290589216800015 24.545313225450005 206.22726210890002 17.327266398450003 81.573196594050017 119.82189041595002 260.77742537720002 84.92839234085001 177.73379099395004 81.011308844800013 79.47351079420001 0.063030000000000017 -0.18437499999999998 15.835505265150003 15.564963602350003 72.62331947780001 211.51213392550002 104.19926021995002 16.043149448600001 -0.23557500000000001 103.75835308650001 205.73475031020004 40.858951393400005 309.25865594525004 21.363989181350004 0.11636500000000001 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 2 -1 -4 -5 -6 7 12 -7 -8 11 -3 13 14 15 -2 -14 19 26 21 24 -15 -23 -24 -20 -21 -19 29 -29 -28
right_child=6 10 3 4 5 8 9 -9 -10 -11 -12 -13 16 17 -16 -17 -18 18 20 25 -22 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.04763982938630297 0.01003246705803218 0.039875270564096996 -0.048690686546289268 0.034375777005677066 0.044836407122842599 -0.047719771694877101 0.032374646609599815 -0.037127717709611818 0.012609436862562946 -0.0094679514349418001 0.031568186903775053 -0.049509069753712623 0.00057567157472318943 0.022102916906326469 0.0028956381083557092 -0.050135396503953975 0.027313185461806617 0.0025651441441772393 0.010658871889617283 -0.01057331929539122 -0.042520212656339776 -0.050733812102697312 -0.034168701180449693 0.0067522510626333897 -0.038330615686226116 0.03465977292718115 -0.043343316906247611 0.0049585965884730021 -0.063299535434950344 0.025482251833708541
leaf_weight=1.6539786714911295 0.64116880949586663 0.36166147328913245 0.71533261577133078 1.3166239192505602 0.5217197357087574 1.4480698514962567 2.7567382818087931 1.0102465708041553 0.5178107315678061 1.0320404749363659 1.7398846657015381 0.52211511507630348 2.2406235802918664 3.1371806499082622 2.088875366258435 2.3197127485764204 2.3909010775387287 122.65389264714031 1.9154371975455426 0.78620315704028954 2.3670941605232656 1.4126215432770539 1.0887918883236105 7.3775289660552517 0.78111490234732617 3.759520057355985 3.7724876342690576 15.988110414327821 0.94745235424488861 0.77897639013826836
leaf_count=530 24 9 58 34 42 277 44 132 153 38 60 33 28 43 32 124 14 1838 118 37 97 74 38 101 27 66 151 382 15 14
internal_value=0.000805425 -0.00728057 -0.0174204 -0.00636131 0.00159816 -0.0157502 0.0011979 0.000775607 -0.0318291 0.020977 0.0165787 -0.012931 0.000992622 0.000631796 -0.0205591 -0.0371063 0.0143782 0.00127347 0.000536811 0.00753206 -0.0217578 0.000790212 -0.0059779 0.00148971 -0.003532 0.0268365 0.00132001 -0.00578753 0.00113993 -0.0315639
internal_weight=190.044 8.7972 6.17354 4.51956 3.80422 2.4876 181.247 177.458 1.96588 3.78878 2.62366 0.883777 176.448 171.816 5.04976 2.96088 4.63152 166.766 149.205 17.5618 5.06365 13.0161 9.87894 8.46632 2.69655 4.54572 144.141 21.487 16.9356 4.55146
internal_count=4633 1196 1094 564 506 472 3437 3355 430 82 102 42 3223 3181 180 148 42 3001 2642 359 242 256 213 139 145 103 2400 562 397 165
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 20 23 19 16 23 21 20 20 13 0 20 20 0 21 7 18 10 0 6 13 0 5 22 23 23
split_gain=1.16006 1.58262 1.50489 2.00753 1.88038 1.30554 1.20114 2.00458 2.01554 1.6176 1.61352 1.3969 1.88841 1.70635 1.13181 1.42796 1.9851 1.91889 1.57623 1.51577 1.47553 2.46015 1.45083 1.53929 1.25393 1.7284 1.72875 1.12336 1.10963 1.8536
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 -0.17949499999999999 10.250827068050002 15.839962959300001 -0.22831499999999999 5.7328850847000004 39.955516828000007 41.289992964000007 99.865465713650011 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 3.4893684343500007 22.502236473750006 13.037923179150001 61.923256118600001 85.799452775150016 16.545386580300001 117.51519334005 85.931187223550012 22.627560662300002 -0.15962499999999999 0.08079500000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 -1 9 -8 -9 27 11 -10 -13 -14 15 24 17 19 -18 -17 -21 -22 23 -20 -2 -26 -27 -7 29 -16
right_child=14 -3 3 -5 -6 6 7 8 10 -11 -12 12 13 -15 28 16 18 -19 22 20 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0010189281430701845 0.0013828408229348563 -0.0015122807558826921 0.00087623862338406539 -0.0017123139570747103 0.0021744599670071038 0.0006127682957310246 -0.0019844462304732169 0.00023697021573916316 -0.0021591374263482039 0.0016080752446425892 -0.0014844804409580375 0.0013125694032997471 0.00086281211588714061 -0.0020521412077719519 0.00019663818345228874 -0.0016613901874699595 0.0016638933958013787 -0.002326285488667687 -0.0016598681294714098 0.0018942397154333432 0.0014562369138253616 -0.0021572233554242406 0.0011518550925259581 0.00026278207294240248 0.00028244270122244073 0.00012965061578674327 -0.0022955312611704151 -0.0010742348207117836 0.00021662319752875495 0.0011834384200882951
leaf_weight=4.0821676017440032 2.9878634684719136 2.5903074553352772 1.4799954318441439 3.7874116074526682 1.4622006071731437 4.4755944813368842 1.8086528582207453 39.777435806987341 0.97462637349962999 3.9892765423282892 4.8486974306870252 3.0454066507518291 1.2434521401301029 1.6729528148425741 14.771918626502158 2.3988508821930754 1.979157030582426 2.8941380837932229 2.9278077124617994 1.2881541103124621 1.2020648978650572 1.5097550866194067 2.0478652380406857 2.988952131010592 26.321530451299626 2.2000209763646117 1.9868602822534738 2.0414875112473965 94.62640315759927 12.467455705627797
leaf_count=400 25 371 18 248 6 89 341 859 25 46 225 33 18 112 114 59 13 50 65 12 12 59 14 63 277 11 34 101 777 156
internal_value=0.000128204 -6.40442e-05 -1.38178e-05 -0.000985002 5.98711e-05 1.43742e-05 8.04086e-05 -3.42547e-05 3.41518e-05 0.000662886 -0.000650405 -6.7371e-05 0.000274587 -0.000809308 0.000213296 -1.73765e-05 -0.000426617 -0.00105288 0.000158654 -0.000476922 0.000233423 -0.00055549 -0.000215388 -0.000688609 0.000217648 0.000103534 -0.00102121 8.43116e-05 0.000313111 0.000648296
internal_weight=251.878 77.2797 74.6894 5.26741 69.422 67.9598 63.8776 53.3712 51.5626 10.5064 11.7851 6.93644 5.96181 2.9164 174.599 52.733 19.2367 9.29296 9.94378 6.39882 3.99997 2.71182 7.96463 5.91676 33.4963 30.5084 4.18688 6.51708 121.866 27.2394
internal_count=4633 2892 2521 266 2255 2249 1849 1613 1272 236 413 188 163 130 1741 694 347 192 155 142 83 71 142 128 347 322 45 190 1047 270
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=16 16 20 0 2 21 15 23 3 2 9 2 2 8 17 22 15 0 22 0 22 5 21 20 15 7 7 4 8 20
split_gain=1.47745 1.96587 1.5697 3.60092 2.23095 4.08581 2.11308 1.99725 1.74177 1.9475 2.0129 1.63607 1.56375 1.49223 1.41099 1.2733 1.1963 1.44659 1.16048 2.65081 2.2984 2.17575 2.06561 1.85379 2.6298 1.6901 1.99086 1.77736 1.76039 1.70422
threshold=20.394952307700002 20.034953149600003 42.081757894750005 86.208098410950015 108.01392853780001 5.4349223666500004 38.86986296220001 0.10487000000000003 94.227769014100019 135.87377242040003 194.57718764590001 245.22092942750001 325.13486840910008 2.8477776226000002 188.51582982015003 -0.088274999999999992 46.674706678850008 85.882794977150013 -0.060989999999999996 92.168410086200012 -0.068964999999999985 19.973460566700002 13.917356790500003 39.788107623550012 31.445204138150004 24.040556609400003 25.139463727750002 168.18037996940004 5.1459841250500009 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 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 16 7 -5 6 -6 8 9 10 15 -8 18 -14 -10 -4 -2 -18 20 -20 23 22 -21 25 -25 27 -27 -1 -29 -28
right_child=2 -3 3 4 5 -7 11 -9 14 -11 -12 -13 13 -15 -16 -17 17 -19 19 21 -22 -23 -24 24 -26 26 29 28 -30 -31
leaf_value=-0.0023843075906660807 0.00049660574394337674 -0.0018425618784397163 -0.0019571527268408585 0.0014366003938410142 -0.0024175970114860687 0.00067831533408995012 0.00092157069448117193 -0.0023669910206053331 -0.00070634196451180645 -0.0018963361391789253 0.0010299324863866659 -0.0015621062052162474 5.9181495413361852e-07 -0.0021064667889079919 0.0019300671100631658 6.1795711348327262e-05 0.00025425395489097214 -0.0021705579993345904 -0.0016110012296604917 0.00061578062930244502 -0.0025069811986066057 -0.0017796576513725317 -0.0015993389499248097 0.00028332896721113796 -0.0020705596735295997 -0.002087878763612004 -0.0018083122222484341 -0.0014662565129756389 0.0015699243134455461 0.00048081519148182491
leaf_weight=0.78323442349210282 88.394818471744657 2.1903547761030486 2.5461379364132881 6.5281120836734798 2.8448609020561006 16.200799413025379 2.2206458449363708 2.3804110167548052 1.3271343153901392 3.9962549398187548 3.0534631870687008 1.88550129532814 2.6724178492004276 2.5021389999310486 1.8947460572235284 2.2732711993157881 2.7705966043286017 1.4362586862407623 2.5757230555755077 39.536153360269964 1.4830901011300728 1.6373186551500101 1.6875875069235906 39.984745026391465 1.9120433321222652 4.3615947096550354 1.9167160078723098 0.9651134347077458 3.0686134984716773 3.5967791879666038
leaf_count=53 641 42 28 89 34 90 12 49 44 110 17 31 157 168 16 17 41 42 238 699 41 62 58 1136 128 129 219 137 31 74
internal_value=0.00016561 -3.41095e-06 0.000299703 8.48378e-06 0.000424224 0.000138765 -0.00111877 -0.000697764 -0.000434465 -0.00078153 -0.000215657 -0.000218909 3.36545e-05 -0.00101827 0.000844096 -0.00100483 0.000447987 -0.000573599 8.62417e-05 0.000320956 -9.74041e-05 0.000437057 0.0005251 -3.42535e-05 0.000175905 -0.000633554 -0.00109803 0.000318648 0.000843485 -0.000314979
internal_weight=250.627 110.874 139.753 47.1513 29.6799 23.1518 6.95101 17.4714 15.091 11.8691 7.87287 4.10615 108.683 5.17456 3.22188 4.81941 92.6017 4.20686 103.509 45.4368 58.0719 42.8611 41.2237 56.5888 41.8968 14.6921 9.87509 4.81696 4.03373 5.5135
internal_count=4633 3372 1261 537 256 167 77 281 232 172 62 43 3330 325 60 45 724 83 3005 1057 1948 819 757 1907 1264 643 422 221 168 293
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=13 0 13 16 19 23 15 20 22 18 4 20 3 0 15 21 13 21 20 17 16 20 3 21 18 13 22 13 0 5
split_gain=1.66667 2.46385 2.30043 1.4509 2.92073 1.36472 1.64656 2.69358 1.64145 1.53339 1.35772 1.54367 2.03808 2.02974 2.18357 2.12393 1.45194 1.72669 1.81293 1.93958 1.31453 1.38446 2.05575 2.17961 2.1517 1.50063 1.46259 1.3742 1.51592 2.03995
threshold=109.34496908160001 86.09518316945001 108.87986582505 19.224955043700003 13.751109481500002 0.083395000000000011 32.99104187950001 37.688226470200007 -0.083004999999999982 14.032563378150002 143.58239362595003 40.300545846000013 84.812788641250009 103.37390357390002 19.314972497650004 3.8811533507500005 108.18355516925001 1.9176293050000004 34.424709467050008 230.32451555280002 18.474956797500003 41.965446242000006 94.227769014100019 11.772995266200001 13.037923179150001 117.66037007905001 -0.11534 117.51519334005 85.931187223550012 22.627560662300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 10 -3 -5 8 7 -7 9 -6 -1 12 13 14 -12 16 17 18 -16 -20 -2 27 24 -24 -23 26 -26 -22 -29 -30
right_child=1 3 -4 4 5 6 -8 -9 -10 -11 11 -13 -14 -15 15 -17 -18 -19 19 -21 21 22 23 -25 25 -27 -28 28 29 -31
leaf_value=0.0017938643996551649 -0.0020490911867938688 0.0011336077086615858 -0.0022608708841613707 -0.001397994240400457 -0.00052200850674922756 0.00098761881584010012 0.00040417916309813082 -0.0012546000000676744 0.0011681721604191982 0.0011627830826137361 0.0011265109405733339 0.00013294343680085791 -0.0019798395940089563 -0.0017241269308662227 0.0010541145084212353 -0.0012521641274315166 0.0013408741177066729 0.00053968418950941046 -0.0023816098156257169 0.0010689362141298663 0.0013352194020017707 7.8954656623284693e-05 0.00070654637156134989 -0.0022478888083577609 0.00074972102996123614 0.00024702137548383602 -0.0023893469780532032 0.00025984701151633824 0.00028962577262533112 -0.0024736179266368289
leaf_weight=1.6264606397598971 1.3201672662980843 10.863176718354223 1.8729453533887852 3.6386766536161295 5.645682258531453 3.2598598003387433 60.582372455857694 6.3001043610274792 17.743621423840523 3.5145124606788158 5.0333259742474246 62.20425879873801 2.996280215913429 3.3034045152162426 1.2593692563241363 6.8979160052258512 2.9973279498517504 5.662302803248167 3.2752369858790189 0.81592857837676991 3.9358039787039152 4.9259135136380809 7.5774756786413473 1.1537067444296552 0.66765813063830037 1.4022864140570162 5.4814434624277064 25.927447084803138 2.2525674179196349 2.0427581779658794
leaf_count=9 231 78 86 39 39 21 417 76 177 32 70 1699 125 462 21 137 17 35 92 8 73 45 128 55 11 15 128 262 11 34
internal_value=0.000144693 0.000265594 -6.29723e-05 0.000438344 0.00036333 0.000429369 0.000282305 -0.000490024 0.000812789 0.000124399 -2.01237e-05 -5.13627e-05 -0.000406953 -0.000245803 -5.75517e-05 -0.000342598 0.000105227 -0.000231075 -0.00104674 -0.00169344 -7.43408e-05 -2.7255e-05 -0.000429109 0.000316158 -0.000950622 -0.00162223 -0.00204851 0.00022225 7.73115e-05 -0.00102451
internal_weight=266.18 168.235 97.9448 111.548 100.685 97.0462 70.1423 9.55996 26.9038 9.16019 96.0718 94.4454 32.2411 29.2448 25.9414 20.9081 14.0102 11.0128 5.35053 4.09117 56.6872 55.3671 21.2085 8.73118 12.4773 7.55139 6.1491 34.1586 30.2228 4.29533
internal_count=4633 1872 2761 879 801 762 514 97 248 71 2675 2666 967 842 380 310 173 156 121 100 993 762 382 183 199 154 139 380 307 45
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 10 6 21 13 8 5 5 12 22 21 7 6 20 0 20 20 0 13 21 0 5 3 6 21 5
split_gain=1.66241 1.85274 2.08835 1.74969 1.56775 1.76012 2.32853 2.36069 1.67015 1.97452 1.80991 2.24269 1.66333 1.64979 1.56561 2.24695 1.46717 1.44305 1.23776 1.37059 2.19574 1.95609 1.71001 1.53616 1.44616 2.3177 1.41844 1.6958 1.21935 1.21287
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 15.839962959300001 69.873026810350026 11.630271739450002 0.67704941750000014 95.811270852950017 2.5480115570500002 12.306951632950001 13.252098438300001 217.08460102575 0.20852500000000004 12.156412995750001 24.673428656250003 9.8852309668500009 41.243661560350013 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 117.51519334005 3.4893684343500007 85.931187223550012 22.627560662300002 93.82450029455002 16.545386580300001 3.3335862513000003 24.800945798900006
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 14 17 -8 9 -3 -10 -12 -13 -11 15 -6 -4 -7 19 22 21 29 -2 -22 -24 -26 -25 -28 -19 -21
right_child=18 2 16 -5 5 6 7 -9 10 13 11 12 -14 -15 -16 -17 -18 28 -20 20 23 -23 24 26 25 -27 27 -29 -30 -31
leaf_value=-0.0011106347900382699 0.0015164859209593074 0.00012356427236865394 0.0010694020725519737 0.0021106519898270171 -0.0019627987455026782 0.0009438172284334268 0.0010524257415957599 -0.0021257863020259582 -0.0020978068657857151 -0.00184577096942892 0.0016129714266197943 4.3408006557197861e-05 0.0010395713076139582 0.001595744373510135 0.0017079428077500531 0.0020320247230278042 -0.0016386164073670915 0.00066777390990746045 0.00034688673043345002 -4.1711634436738145e-05 0.001678150012821151 -0.0023311357654607393 0.00026072906679405435 0.0012001397897174479 0.00039608405281180636 -0.0023286816710770524 -0.0016081841158320661 0.00038386801330504673 -0.0015898253498591072 -0.002023615477171197
leaf_weight=5.7432109429500988 3.3266823953017584 9.5359835638082568 0.85698323417454858 1.4783739950507868 1.4105172979761875 2.9974379292689246 0.98484073672443617 5.283253357745707 1.0019596635829646 3.8372585444012648 5.238101076334714 24.640468654804863 7.8503311835229388 0.56798565865028638 2.1914213299751282 0.77480870485305775 4.1607465385459363 1.2985985819250347 126.54298194590956 5.0543692829087394 2.0355691686272612 2.9181213728152215 26.67989565781318 2.0565182007849199 2.3305672332644454 2.1151293558068573 3.0317221856676042 3.0397483841516078 2.4585398555500433 1.4006835530744863
leaf_count=508 25 516 21 7 246 38 10 142 34 381 32 387 101 13 24 4 248 18 1047 68 13 50 277 14 11 34 65 63 162 74
internal_value=0.000143751 -7.82219e-05 -7.82266e-07 8.16425e-05 3.88343e-05 -0.000451644 -0.000799148 -0.00162643 0.000200856 -0.000358507 0.0004022 0.000468593 0.000284098 -0.00140204 0.000582325 -0.000546432 -0.00117611 -3.1452e-05 0.000244956 6.04411e-06 -0.000392717 -0.00105064 0.000232168 0.000214039 9.49014e-05 -0.000900278 -0.000152633 -0.000610841 -0.00080952 -0.000471765
internal_weight=262.843 82.3108 76.5676 71.5499 70.0715 17.3994 13.0227 6.26809 52.6721 13.9412 38.7309 37.7289 32.4908 4.40524 4.37675 2.18533 5.01773 6.75458 180.532 53.989 19.5367 9.37317 34.4523 10.1636 31.1256 4.4457 8.12799 6.07147 3.75714 6.45505
internal_count=4633 2892 2384 2115 2108 644 370 152 1464 910 554 520 488 394 274 250 269 218 1741 694 347 192 347 155 322 45 142 128 180 142
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=16 16 5 2 20 16 21 15 0 16 18 23 8 7 9 9 18 21 8 5 23 17 22 0 5 20 7 12 21 15
split_gain=2.08059 2.15426 1.7158 1.6491 1.53927 3.18952 2.03044 3.81379 3.35965 2.26809 2.1787 1.57789 1.53047 1.45351 1.48649 1.54084 2.64799 2.66852 1.43252 1.33913 1.31614 1.31425 1.41225 3.72259 3.09067 2.39663 3.52669 2.09393 1.94299 1.68186
threshold=20.394952307700002 20.034953149600003 23.714185006400005 325.13486840910008 42.123054668150012 22.494947397000004 5.4349223666500004 38.86986296220001 86.208098410950015 22.634947069650003 13.037923179150001 0.082535000000000011 2.8477776226000002 22.093462376800005 186.70853236170004 204.99169312540002 13.900697602550002 2.4659823166500003 8.9430209551500024 21.701709660250007 0.4149000000000001 162.04221493815001 -0.059424999999999999 92.168410086200012 19.973460566700002 38.238138001450004 23.960918281000001 114.82338089645002 13.917356790500003 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 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 20 13 11 7 -7 10 -9 -8 -6 -5 -2 -15 16 -16 -18 -17 -12 21 -1 25 -24 28 26 27 -23 -25 -27
right_child=2 -3 -4 12 5 6 8 9 -10 -11 19 -13 -14 14 15 18 17 -19 -20 -21 -22 22 23 24 -26 29 -28 -29 -30 -31
leaf_value=-0.0013143382577115485 -0.00053530605708810696 -0.0016856510908319841 -0.00011652239721661296 -4.8323765154989808e-05 0.0017529892003186511 -0.0019567681310996413 0.00034461756282366818 -0.0011402104812989193 0.00077822869817254555 0.00097629321180224592 -0.0003193903149208159 1.6879022309315315e-06 -0.0019443613273358977 0.0012081072509698516 0.00046859529249386629 0.0011923786001416358 0.00030347138703491658 -0.0021516789257810388 -9.4506275758288321e-05 -0.0022062884504597475 -0.0019777294603781385 -0.0021213913357155932 -0.0016603562088041378 0.00064796415259193128 -0.001734483585562081 0.00023115167965270165 -0.0018459428098628616 0.0010018393596390855 -0.001354192567992052 -0.00059677955445253139
leaf_weight=2.1989546695840536 4.0394467376172534 2.5235017510130993 27.918281258549541 2.9252689181303131 4.9962541311979285 4.9604035764932615 3.9947550501674431 2.7792133744806051 12.926514841616152 4.1308785155415535 2.0773299410939217 2.5496397335082293 2.6739049300085753 10.646609945222734 43.805926139466465 14.283340748399498 3.1482481695711604 2.6972985975444317 3.5424090735614291 3.0408461792394519 1.0372288967773773 0.89193982223514279 2.8773593663936472 40.705384161090478 2.0003329026512793 42.601032100152224 5.583827458700398 3.3498572673415765 1.6551706016762171 9.927349931211209
leaf_count=346 33 42 401 157 72 53 26 32 65 22 13 24 168 71 226 83 40 22 36 42 44 67 154 544 61 1087 288 118 45 251
internal_value=0.000147666 -2.9509e-05 0.00028908 5.78073e-06 0.000380682 9.61112e-05 -0.000140912 -0.000744897 0.000184396 0.000125043 -0.000657944 0.00116125 -0.000953783 0.000524264 0.000579049 0.000479796 0.00031578 -0.000829404 0.000936643 -0.00144045 5.33996e-05 7.2245e-05 0.000100067 0.000336321 0.000465831 -7.89155e-05 -0.000900051 0.000345105 0.000569733 7.46808e-05
internal_weight=272.489 120.951 151.537 118.428 123.619 41.4558 33.9099 11.8705 22.0394 6.91009 9.11293 7.54589 5.59917 82.1633 78.1238 67.4772 49.6515 5.84555 17.8257 5.11818 112.828 111.791 109.592 47.2382 44.3609 62.354 9.82562 4.2418 42.3606 52.5284
internal_count=4633 3372 1261 3330 860 349 253 107 146 54 81 96 325 511 478 407 288 62 119 55 3005 2961 2615 804 650 1811 473 185 589 1338
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=13 21 4 2 10 7 22 18 10 17 16 9 10 17 7 16 15 7 23 23 21 22 16 16 6 17 9 9 0 6
split_gain=0.290305 0.932146 0.927954 0.681391 0.728551 0.815028 1.07614 0.610926 0.640094 0.627961 1.12685 0.979065 0.48304 0.742784 0.383749 0.456236 0.376603 0.365091 0.75015 1.02869 1.01863 1.22189 1.2277 1.02476 0.846385 0.748393 0.736764 0.912108 0.761203 1.48903
threshold=95.811270852950017 16.241109211600005 310.6261364962001 325.13486840910008 78.290589216800015 24.545313225450005 -0.045684999999999996 17.327266398450003 81.573196594050017 211.79441883225005 17.684958644900004 209.24553857890001 84.92839234085001 177.73379099395004 27.014969757650004 14.274966618900002 26.243701454300005 22.093462376800005 -0.17949499999999999 -0.25587999999999994 6.9984086918000008 -0.090369999999999992 22.744946812400002 18.714956236300004 16.890394641350003 168.88575108035005 186.70853236170004 185.98753508445003 85.732241321850012 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 -1 4 -4 -6 -7 8 14 -9 11 -11 13 -3 17 -16 -10 18 19 25 21 23 -23 -20 -22 -2 27 -19 29 -28
right_child=7 12 3 -5 5 6 -8 9 16 10 -12 -13 -14 -15 15 -17 -18 26 20 -21 24 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.043048434435420724 0.0059143617925902581 0.034635625781602425 -0.043958191458046379 -0.043347884323614853 0.035835950221396351 -0.043162498002339289 0.019123451545987959 0.039242766108375335 -0.043307529597200523 0.022848280153926297 0.043241485975657482 -0.045397140688007327 0.026880248913173956 -0.044647765689320461 0.0061406309642635876 -0.045012156907115984 0.027228877966652486 0.0058486628632056382 -0.020324652092747378 0.022519454993588293 -0.042304136725491284 -0.052574834511245394 -0.0020390872846228793 0.023766585523837522 0.012168158589581339 -0.047113110660735029 -0.047514935910847406 0.032242847278470342 0.0016291196732142557 -0.0024179280876738662
leaf_weight=1.5884682871746898 1.1290577605541328 0.35488918959163163 0.53212017298210446 0.71009569118905336 1.216652665360016 0.85125843446803617 1.1283418679377062 1.4708958193659776 0.85066775023005792 0.62771428748965286 0.84092891216278065 0.88772455183789134 1.7527797875227404 0.49499956890940666 0.55158515274524578 0.68221219955012202 0.15680821426212788 13.843865083472339 1.2840264937258323 3.3114211250795078 2.4580916871200311 1.3616637434897696 2.1985635478049517 3.2708035567775369 0.626016085181618 0.79219955712323997 1.6192043910268683 2.7441211417317382 137.77173908730038 6.1259083453333005
leaf_count=530 96 9 46 143 27 248 100 16 129 7 17 42 60 33 2 40 3 287 240 91 131 104 28 68 48 91 60 39 1749 149
internal_value=0.000914384 -0.00658334 -0.0156162 -0.00579861 0.00135293 0.00889643 -0.00766046 0.00126488 0.000914799 0.0178005 0.00441572 -0.017129 0.0143339 -0.0115413 0.0011011 -0.0221436 -0.0323289 0.00126174 -0.00467859 0.00839457 -0.0107869 -0.00301093 -0.0213673 0.0113371 -0.0312473 -0.0159507 0.00186388 0.010215 0.00091191 -0.011846
internal_weight=193.235 8.62961 6.02694 4.43847 3.72837 3.19625 1.9796 184.605 180.778 3.82726 2.35637 1.51544 2.60267 0.849889 179.77 1.2338 1.00748 178.537 16.4318 5.23268 11.1992 8.11506 3.56023 4.55483 3.08411 1.92126 162.105 16.588 145.517 7.74511
internal_count=4633 1196 1094 564 421 375 348 3437 3355 82 66 49 102 42 3223 42 132 3181 897 278 619 440 132 308 179 187 2284 326 1958 209
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=16 0 20 3 2 9 16 5 13 10 0 10 9 16 22 20 5 18 20 16 16 9 12 23 7 20 6 3 22 22
split_gain=1.20859 2.05069 2.88326 2.52704 2.8189 2.11148 1.94798 1.79079 1.50392 1.45995 1.92055 1.8974 4.36287 2.16536 2.43798 3.09489 1.41803 3.19598 2.09242 2.61623 1.49448 1.47672 1.31369 1.223 1.18868 1.18508 2.15037 1.1652 1.15177 2.93191
threshold=20.394952307700002 86.345209775600011 41.965446242000006 94.227769014100019 103.92649527695001 187.24995708280002 20.034953149600003 24.800945798900006 117.64961624655002 66.859265246100009 90.321439350550008 64.369753017350021 193.49750438550004 22.454947490600002 -0.06828999999999999 42.283941020600004 21.252944829650001 13.405741979600002 42.527280425250005 22.564947233300003 22.594947163200004 195.97407267990005 358.96165787565002 0.4149000000000001 24.209421447000004 41.489621506400006 16.465384711100004 88.813214339350012 -0.017745 -0.051199999999999996
decision_type=2 2 2 2 2 2 2 2 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 25 4 5 -4 22 -5 -6 10 11 13 -13 -3 16 -16 17 -15 19 -18 -19 -21 23 -1 -23 28 -27 -12 29 -2
right_child=1 9 3 7 8 -7 -8 -9 -10 -11 27 12 -14 14 15 -17 18 20 -20 21 -22 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=9.3300392509313319e-05 0.00015684385072325347 0.0015785490702708474 -0.0012010310692755458 0.0015099216208529866 -0.0020707087467591169 0.00075490281814650367 -0.0017251981087158994 -0.0010438469922418735 -0.00024561400262983814 -0.00092312201505570979 0.00042180724204484793 0.00076638324065343255 -0.0017687224255605264 0.00079789312351394282 0.0013385620272522211 -0.00037360621622060675 0.00070873334309286306 -0.0028415056409055676 0.0011148899192255487 -7.2847682206345291e-05 -0.00075963043918332758 -0.0032098152125640891 -0.0011889940287013962 -0.0020875234215418773 -0.00078376583458791664 0.0020904423203765409 0.0001673937608392825 0.0018082678729454944 0.00073712804407955314 -0.001975692482931926
leaf_weight=110.07034101049067 22.50742319598794 6.6180450730025759 3.557234734296804 3.2100955899804822 6.8747083344496769 4.7804891504347324 2.35831773886457 1.4837004402652381 2.2031322587281466 2.6633303724229327 3.4621133990585786 5.662566186860202 4.504043310880661 3.776159085333342 15.580805290490398 5.2044926919043055 6.0376021564006823 1.9646302126348016 7.7742016687989226 2.6763837486505508 3.6257928907871246 1.5461182296276095 3.1267039883823591 0.95853762735350656 1.4427339881658552 3.5466874260455352 5.4517708737403154 6.3455888032913208 8.8566711973398942 2.6644416777417055
leaf_count=3080 199 91 32 20 152 26 42 55 29 30 32 35 40 21 97 33 21 35 34 14 23 16 206 44 27 30 41 42 62 24
internal_value=0.000149707 0.000267471 1.5035e-05 -0.000549177 -0.000886574 -7.95834e-05 4.14061e-06 0.00070268 -0.00162777 0.000475911 0.000524796 0.000407534 -0.000356727 0.000545674 0.000407939 0.000909847 4.62543e-05 -0.000568382 0.000341835 -0.000171705 -0.00149126 -0.00111001 3.98667e-05 7.44728e-05 -0.00203875 0.000304954 0.000925352 0.00131885 0.000140897 -6.88851e-05
internal_weight=260.535 144.021 65.1364 22.1094 17.4156 8.33772 116.514 4.6938 9.07784 78.8846 76.2213 66.4136 10.1666 56.247 49.6289 20.7853 28.8436 9.36658 19.477 11.7028 5.59042 5.66524 114.156 111.029 2.98885 43.027 8.99846 9.8077 34.0285 25.1719
internal_count=4633 1261 670 314 239 58 3372 75 181 591 561 487 75 412 321 130 191 79 112 78 58 57 3330 3124 43 356 71 74 285 223
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 13 8 22 20 8 20 2 21 15 6 13 21 16 23 3 12 21 9 21 22 22 8 16 21 20
split_gain=1.88806 1.89492 2.34143 1.79427 1.57275 1.95242 1.93565 2.02317 1.79829 2.7115 1.82506 1.6865 1.54528 1.53846 1.51827 1.36174 1.35068 1.79255 1.2753 1.19941 1.15384 1.29997 1.10042 1.21472 1.20225 1.03773 1.02179 1.15861 1.02169 0.920798
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 15.839962959300001 95.811270852950017 2.5480115570500002 0.20852500000000004 41.289992964000007 7.2443465838000014 39.955516828000007 186.79363985910004 6.9984086918000008 46.055224235250002 9.8852309668500009 103.75835308650001 15.294585115650001 22.674946976100003 0.079745000000000024 93.292185584700022 194.34319615655002 5.4349223666500004 31.023622952750003 21.779899400000001 -1.0000000180025095e-35 -0.57826499999999992 5.9453602998000008 16.224962059000003 15.004713615700002 42.123054668150012
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -8 10 26 -6 12 -7 29 -4 25 17 19 22 -15 21 -12 23 -3 -24 -14 27 -10 -26 -2
right_child=13 2 14 -5 8 11 7 -9 9 -11 20 -13 15 16 -16 -17 -18 -19 -20 -21 -22 -23 24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.0011572994919693939 0.00041959321673168328 -0.0014598405771032231 0.0011128389612325245 0.002219172723827904 -0.0014533980502865473 0.00040589136248539095 -0.0018996606451710581 0.0017470981940706644 0.0010397386406008661 -0.0021560323613733852 0.00077932739019647324 0.0010698592712553481 0.00057588501919340928 -0.00048377505771517989 -0.0017011667276947663 0.0004118559866196436 0.00082027307615370622 0.00045194955080917734 -0.0015000310922443714 -0.0021577929963117535 0.0016903292300984318 -0.002199154711933749 0.001158544540557865 0.001742638917780096 -0.0020921727934713127 -0.002240726207712289 0.0022473187556687284 -0.0010211645161589925 0.00091792552011358425 0.00010724171531629113
leaf_weight=5.8273428132233667 118.15350175299682 2.0510118927923053 0.88018390815704961 1.4930253280326713 1.7914617396891142 22.100906425039287 4.1986174866033243 0.67956317513016973 1.5008411263115684 4.4181318413466215 1.9230735325254502 11.748673151480032 0.63916586572304401 3.3100257599726302 4.5363423834787682 2.1237788947764784 2.7927650045603505 3.3155834916979074 1.6895952160994046 3.2723226007074118 2.86181247420609 0.79681251384317864 5.7286515599116656 0.58532292395830143 0.93789590126835054 2.3591169142164281 0.63138067722320546 3.4818654796108603 0.80617144331336021 52.368550089653581
leaf_count=508 957 175 21 7 42 287 381 13 18 138 82 154 11 40 248 20 21 41 150 141 30 23 113 5 66 82 2 309 7 541
internal_value=0.000162242 -7.78167e-05 8.50712e-07 9.12929e-05 4.78047e-05 0.000208703 -0.000352742 -0.00139164 -0.000466621 -0.00100694 0.000268554 0.000448958 0.000180995 0.000274651 -0.00124389 -0.0007894 -0.000383982 -0.00072377 7.67947e-05 -0.00131599 0.000821219 -9.32429e-05 0.00034034 -0.000748821 0.000724591 -0.00164029 -0.000102628 -0.0004004 -0.000700796 0.000323668
internal_weight=269.003 85.7907 79.9634 74.5469 73.0539 55.6485 16.6768 4.87818 17.4054 10.0322 7.37316 38.9716 27.223 183.213 5.41653 5.12206 12.6907 9.89793 11.7986 6.58235 5.5817 2.71989 10.1091 2.63633 7.47272 2.99828 5.61409 4.98271 1.74407 170.522
internal_count=4633 2892 2384 2115 2108 1464 910 394 644 467 177 554 400 1741 269 113 243 222 516 181 135 105 366 180 186 93 329 327 73 1498
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 16 4 20 8 20 20 20 5 23 15 23 20 4 22 6 20 13 18 7 22 9 20 18 20 16
split_gain=1.55075 1.6673 2.11004 1.84938 1.3995 1.6441 1.62324 1.41637 1.71244 1.35489 1.60071 1.49423 1.47189 1.37714 1.92268 1.91703 2.21221 1.69018 2.67996 1.45733 1.65877 1.92328 1.60507 3.01357 1.84824 2.90289 1.79992 1.69986 1.57509 3.39942
threshold=18.594956516900002 37.232443001650005 28.444110612900001 28.298162031900002 15.839962959300001 13.534968349350001 224.75522095420004 41.319407281650008 7.2443465838000014 36.558960102350007 37.041406607950009 37.572218886150004 23.714185006400005 0.083395000000000011 42.80317728375001 1.0000000180025095e-35 42.123054668150012 310.44950696480004 -0.093604999999999994 16.455384477450004 42.154118731400011 117.58509325145 13.900697602550002 24.123805364200006 -0.070854999999999987 214.52351813370004 40.330620469300008 14.329845562450002 42.455548714850003 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 -1 3 4 5 -3 -6 -8 -9 -2 -11 -12 13 15 17 16 -13 19 -19 22 -21 -22 26 27 25 -25 -15 -24 -28 -30
right_child=9 2 -4 -5 6 -7 7 8 -10 10 11 12 -14 14 -16 -17 -18 18 -20 20 21 -23 23 24 -26 -27 28 -29 29 -31
leaf_value=-0.0011038669617481982 0.00075251965207980779 -0.0002761671098862421 -0.0012018093952533213 0.0021806798134258441 -0.0013345785099149162 0.00045310365905004886 0.0007784936876904043 7.5464540184485529e-05 -0.0020689369338993705 -0.0010123368189395932 0.0013733652393522733 0.00046386902630615338 -0.00018876023939599888 -0.00032976363366180386 0.0011636811359249954 0.00096355388669794599 -0.0013347536174921238 0.0013698974858776156 -0.0015228810084299271 4.5783004545501228e-05 -0.002388995383587039 -0.00013307801457548314 -0.0023000918323216753 -0.0013140051336248239 0.0009494768796581575 0.0014423198962556943 0.0013042329188724408 9.223701123214624e-05 0.0010504152730443433 -0.0010821471287081996
leaf_weight=5.3775694389332775 18.007653133710846 17.412466074660188 4.9881053039571261 1.533340633381157 5.1808695216896039 33.215294636902399 4.6315729415509832 4.2216282916488126 2.04166747815907 3.9455310171470037 4.0949220983311525 11.360546953976153 29.688161013415083 5.9546076282858875 6.5780502473935476 21.817214757204056 3.2498988248407832 1.5435425676405428 5.0732627008110276 22.937802491709594 2.4717422910034648 3.2105021728202701 2.970978548750284 4.3640150707215044 8.3009660392999649 2.0873457230627537 13.278736073523762 1.7405950427055357 8.4678511768579465 4.0995016396045676
leaf_count=508 180 988 269 7 332 476 73 167 72 39 34 71 467 34 48 195 35 12 78 133 31 26 40 81 48 10 82 24 43 30
internal_value=0.000155509 -7.07363e-05 5.13581e-06 9.33634e-05 4.53814e-05 0.000202285 -0.000448759 -2.75219e-05 -0.000623553 0.000251509 0.000197561 0.000226795 0.000197303 0.000285803 0.000161792 0.000602675 6.37894e-05 8.5603e-05 -0.000848065 0.000162938 -0.000184558 -0.00111439 0.000356939 -7.78425e-05 0.00034963 -0.000422193 0.000623051 -0.00141629 0.000842567 0.000354768
internal_weight=263.846 78.6025 73.2249 68.2368 66.7035 50.6278 16.0757 10.8949 6.2633 185.243 167.236 163.29 159.195 129.507 93.0795 36.4277 14.6104 86.5014 6.61681 79.8846 28.62 5.68224 51.2646 19.4639 14.7523 6.45136 31.8007 4.71157 25.8461 12.5674
internal_count=4633 2892 2384 2115 2108 1464 644 312 239 1741 1561 1522 1488 1021 720 301 106 672 90 582 190 57 392 203 139 91 189 64 155 73
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=8 22 8 23 10 23 8 20 15 20 23 0 16 22 20 22 3 19 23 23 7 4 7 9 17 3 19 16 15 9
split_gain=0.307866 1.24415 1.13952 1.94144 0.770133 0.650553 0.616415 0.517674 1.05468 0.761709 0.689912 0.637189 0.712837 0.494008 1.55182 1.38396 1.82268 1.36146 1.63984 1.55493 1.52059 1.19314 2.37517 1.56318 1.09303 1.03725 1.05537 1.01239 2.13821 1.71179
threshold=8.8430989333000021 -0.0098449999999999979 9.5425530862500008 0.10249000000000003 62.425997789000007 0.093955000000000025 8.7431769115000026 35.476804824450006 23.241064975550003 32.724174661450007 0.090665000000000009 89.861713010250014 20.394952307700002 -0.079369999999999996 39.788107623550012 -0.083330000000000001 92.813640037450014 14.351157895250003 0.087700000000000014 0.093185000000000032 23.276000438150003 193.23397520390003 24.068567769550004 211.71843659965 201.81829107560003 93.82450029455002 13.151061067750001 22.644947046300004 36.136500007950012 202.38851837455002
decision_type=2 2 2 2 2 2 2 2 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 -3 7 8 -1 10 -10 -11 -13 14 21 -16 -17 20 -19 -20 25 22 -9 -23 -25 26 -15 28 -22 -30
right_child=1 5 -4 -5 -6 -7 -8 13 9 11 -12 12 -14 17 15 16 -18 18 19 -21 27 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.039299328300792649 -0.017961519836261479 -0.05630720552085134 0.03093472913795647 -0.058476048061869318 0.026743857184065502 -0.0023960995071072174 0.015265011098426198 0.029179052294617636 0.01617525455494391 0.04441903603001443 -0.058808957400722811 0.032078766579614997 -0.0064036897041431307 0.00069966697480981549 0.0028493548898635476 -0.048097943126392539 -0.00045326136810325935 0.029502839750822026 -0.034436178591336811 0.0093067817951764404 0.004358096312116322 -0.038782678601880109 -0.056398618041586177 0.035816654966494291 -0.050945088289821035 0.011543069689583242 -0.038706666933610814 0.031561568799394195 -0.0038157570628472039 -0.068277912877673791
leaf_weight=0.85805239048022386 1.5836607317905875 1.5846234837081268 2.3415047099115327 1.4491105605848131 2.2301068720407784 0.81435606657760207 7.6103890328668049 2.7245411772746588 0.63722255226457292 2.4042619077954441 0.54886907407490071 2.3720756741240621 2.25787553191185 2.3322369120141939 66.794506523321616 3.1048279606038687 5.0978309223428369 8.8828009043354559 2.2512265933910411 14.737213239539413 37.796179828299501 6.891578406084589 1.0917037300532682 1.3092380393645724 0.47575288664665993 2.1538968734530499 5.4497551205568016 2.7314101532101622 2.1580018941313024 1.8290697808843104
leaf_count=275 27 41 55 31 25 25 72 74 70 43 19 25 15 102 1728 105 55 164 40 120 774 249 58 21 53 177 70 28 25 67
internal_value=0.00114996 -0.00722604 0.00248439 -0.0101734 0.00818002 -0.0380066 0.00160409 0.00101635 0.0124183 0.0178167 -0.018524 0.0239443 0.0133121 0.000399527 -0.00214899 0.000515683 -0.0184875 0.00317548 0.0124347 0.00351017 -0.00122386 -0.0181456 0.00469806 -0.028193 0.0126921 -0.0185638 -0.0268967 0.00264649 0.000756282 -0.0333878
internal_weight=194.504 10.0034 7.60438 5.26288 3.81377 2.39898 184.501 176.89 9.07836 8.2203 1.18609 7.03421 4.62995 167.812 87.49 74.9972 8.20266 80.3218 25.8712 16.9884 54.4506 12.4928 3.81624 8.67657 1.78499 9.93589 7.78199 44.5147 41.7833 3.98707
internal_count=4633 204 138 83 52 66 4429 4357 447 172 89 83 40 3910 2343 1888 160 1567 324 160 1243 455 132 323 74 349 172 894 866 92
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=23 23 9 23 14 16 23 17 23 4 7 22 2 9 5 23 9 16 10 19 15 22 3 17 7 20 9 10 9 2
split_gain=0.332234 1.21731 1.17592 1.10898 1.05711 0.909392 1.04327 0.753746 0.730175 1.26742 1.0218 0.762013 0.925037 0.810372 0.851945 0.732569 0.726047 0.701497 0.668154 0.62297 1.12592 0.59444 0.586957 1.97126 0.965338 1.00347 0.6662 1.01099 0.957063 0.604262
threshold=1.0000000180025095e-35 0.079605000000000023 210.25104900155003 -0.029845 191.17384941700001 13.534968349350001 0.093635000000000024 204.04920942250001 -0.10696499999999999 215.88508760445004 23.567644028800004 -0.24150999999999997 100.92170827030002 191.96565807215003 22.665750084250003 -0.25587999999999994 192.20980299475005 22.624947093000003 83.602982482550019 11.950964240300001 20.538897842700003 -0.079369999999999996 79.47351079420001 236.15709471040003 24.068567769550004 33.96174662340001 215.63980588275004 59.98487780655001 217.47560379410001 45.979371440700014
decision_type=2 2 2 2 2 2 2 2 2 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 3 7 -2 6 -3 8 11 10 16 12 -1 15 21 -13 -10 -6 -8 20 -7 -15 23 24 -21 -26 27 -24 -28 -29
right_child=1 5 -4 -5 17 19 18 -9 9 -11 -12 13 -14 14 -16 -17 -18 -19 -20 22 -22 -23 26 -25 25 -27 28 29 -30 -31
leaf_value=0.044308952948319588 0.03658452853228579 -0.048840648892731618 -0.038093163031128384 -0.067134725202758275 -0.00019927529734191897 0.031896317833698562 0.009252366063897061 0.025695769671768384 -0.0062969852198002567 -0.053057300600259816 -0.025648106971896435 -0.0034776406480571498 -0.049753312849595471 -0.019431350737097699 -0.028159709148250382 0.020372543946956541 0.045320338258335931 0.031332747450701852 -0.04850330544666509 0.031369561472078686 -0.0091573981214159734 0.012853685592225194 -0.040647157287773676 0.028684609364178774 0.030751734688601578 -0.049815838067528907 0.03929211728571716 0.033972752265217489 0.0047058467358625424 0.00050900880274443085
leaf_weight=0.27863240661100519 3.6731405274476847 1.6655134947886825 1.9440070390992321 0.53262164490297692 6.625549555399628 3.6587456840788937 2.14211629529018 2.272298215495538 1.2653366399463259 1.4925344333314567 2.3598096517962404 4.2477685717822258 1.1195951582740233 1.7314179339446125 2.6920239683240652 7.7848735609586512 1.0760267636505885 1.948339390568435 0.53399192402866891 0.44716127216815893 2.3355938114691526 4.0962058166041952 1.2671365874120954 1.6048533478751776 0.37097806320161941 2.9785879637347534 2.2765698721632344 1.1626870110630978 6.8282774233375676 119.65561286004959
leaf_count=5 89 432 76 10 514 53 53 85 47 158 24 235 121 26 24 351 11 46 144 10 36 38 76 37 23 150 25 15 124 1595
internal_value=0.00098349 0.00185687 -0.00324292 -0.00105388 0.0158493 0.000690545 -0.0201366 0.000103259 -0.00196302 -0.0159705 -0.00419609 0.00198942 -0.031009 0.00423439 -0.00666683 0.0119529 0.0174249 0.00696609 -0.00227223 0.00132471 0.0159004 0.00326163 0.000685057 -0.0142386 -0.0323819 -0.0408927 0.00129952 0.000400539 0.0133538 0.000831045
internal_weight=192.068 159.175 32.8932 30.9491 12.247 146.928 4.34162 30.4165 28.1442 6.19371 4.70117 21.9505 1.39823 20.5523 8.51965 12.0326 2.34136 8.57389 2.67611 142.586 5.99434 5.82762 136.592 5.40158 3.79673 3.34957 131.19 122.085 9.10485 120.818
internal_count=4633 3422 1211 1135 649 2773 629 1125 1040 240 82 800 126 674 88 586 58 560 197 2144 89 64 2055 220 183 173 1835 1686 149 1610
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=16 0 20 16 22 10 2 22 10 0 13 23 23 17 22 17 2 15 8 9 21 20 10 20 23 18 3 23 5 5
split_gain=1.413 2.01016 2.65207 1.96733 1.94724 2.04056 2.55957 2.23538 1.77431 2.62468 2.30251 1.78508 2.26659 2.51264 2.04931 1.79956 1.69848 1.67513 1.6012 1.56318 1.54008 1.87056 2.03294 1.5084 1.46399 1.39753 1.28017 1.27917 1.26065 1.27363
threshold=20.394952307700002 86.345209775600011 41.965446242000006 20.034953149600003 -0.082275000000000001 61.950140699950005 135.87377242040003 -0.089569999999999997 66.859265246100009 90.321439350550008 113.98793627290001 0.08079500000000002 0.085855000000000029 191.56943241645004 -0.078549999999999995 188.70679832985002 325.13486840910008 38.86986296220001 2.8477776226000002 193.70978346765003 5.6808520270500003 41.404176814550006 62.111448187750007 43.663128814500006 0.4149000000000001 13.023955459300002 88.813214339350012 0.092385000000000023 20.389142059250002 21.191508333600002
decision_type=2 2 2 2 2 2 2 2 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 28 16 5 7 19 -4 9 10 -3 14 17 15 -12 -14 24 -13 -18 -7 21 27 -23 25 -1 -6 -11 -15 -2 -30
right_child=1 8 4 -5 23 6 -8 -9 -10 26 11 12 13 20 -16 -17 18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00010127134728575305 0.0013927700457823074 -0.00092761728504133487 -0.0007942951434062787 -0.0017511556968107908 -0.00042805138554741223 -0.0009304193857770566 -0.0022680725836144856 0.0018000918442990792 -0.0010275616245739422 0.00047006095246334719 0.00019712530748232279 -0.0015011776902493701 0.00025517397388650159 -0.00046853143966726896 0.0017854192335102193 0.0019923356428597039 -3.1385141175061108e-05 0.00041866267513207555 -0.0020564705033550503 0.00093743467365681133 0.00058163883987634977 -0.0025910036954986514 -0.00021349861673267863 0.00045115327399786382 -0.0021093497011094682 -0.002380224668102508 0.0018779990684171211 0.0011323614517036599 -0.00071881180277170423 0.00033491820407162984
leaf_weight=112.05882768849551 3.5973279550671569 4.5581434816122046 1.9398621078580616 2.3433230267837635 2.0332816825248292 3.386445038020609 2.5992196006700397 3.3409576201811459 2.7840353772044173 3.5622358769178373 5.0639765076339245 4.0141079407185307 3.4669773355126363 3.5493908375501615 7.3723213486373407 6.0476617962121964 3.0539841299469108 2.8876865357160568 2.734963133407291 3.2396229784935713 19.198742404580116 2.1253813914954662 3.547161104157567 1.4518476435914633 1.1181030668813026 4.0631205388344824 7.2306015938520432 3.8397806957364082 4.8448241557925931 33.887322674738243
leaf_count=2961 35 35 47 42 28 32 86 16 30 32 31 33 19 30 104 39 157 19 168 19 102 33 22 15 44 71 42 20 29 292
internal_value=0.000145884 0.000274901 2.25964e-05 -6.87389e-06 -0.000517919 -0.000105879 -0.000651372 0.000847067 0.000479882 0.000534767 0.000390384 0.000488687 0.000322623 0.000491231 0.00113868 0.00135934 2.7484e-05 -0.000697923 -0.000988128 -1.71865e-05 0.000235197 -0.00027402 -0.0011043 -0.00130977 7.94321e-05 -0.00172913 0.0014133 0.000363372 0.000304214 0.000203112
internal_weight=264.941 143.632 64.3838 121.309 22.0544 14.5061 9.22529 5.28082 79.2482 76.4642 65.6713 61.1132 48.6769 41.7751 12.4363 9.51464 118.966 6.90179 5.78895 6.62607 32.2605 13.0617 5.67254 7.54825 113.177 6.0964 10.7928 7.38917 42.3295 38.7321
internal_count=4633 1261 670 3372 314 200 137 63 591 561 487 452 317 265 135 58 3330 52 325 51 207 105 55 114 3005 99 74 50 356 321
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=9 22 22 21 20 20 12 13 16 15 8 14 13 20 6 0 15 6 15 9 12 7 6 21 17 20 17 20 15 21
split_gain=0.307711 0.32853 0.438045 0.716286 0.371872 1.27531 1.15212 1.14077 1.22929 0.749322 0.782679 0.924502 0.859805 0.565966 1.62585 1.03822 0.556269 0.535593 0.772149 0.59173 0.813201 0.91545 0.635677 0.518484 0.981267 0.941584 1.09749 1.07414 0.893646 1.01566
threshold=28.715052674600006 0.70681500000000008 0.27394500000000005 0.54612131245000006 36.558960102350007 37.041406607950009 179.47323713510005 113.98793627290001 20.834951278800002 23.241064975550003 8.3434888241000014 223.39008018995003 109.51703040195001 37.572218886150004 14.965349663000001 97.32487278035002 31.028113015250003 16.695390085100005 43.376643616500012 226.58992707320002 125.34039073870001 19.250086031950001 18.375429338950003 3.1734339793000008 204.55825889135002 38.751720283100006 193.29780372785004 39.198779702000003 44.024213102900006 1.8364927951500001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 -6 8 9 -2 11 12 -11 14 15 -7 -9 23 19 20 21 -19 -23 24 28 26 -25 -27 -15 -30
right_child=1 -3 3 -5 5 13 -8 16 -10 10 -12 -13 -14 17 -16 -17 -18 18 -20 -21 -22 22 -24 25 -26 27 -28 -29 29 -31
leaf_value=-0.023984536422214982 -0.037504272498843749 0.02172148014000734 0.002658361491492422 -0.045548625188380411 -0.055275598056995695 -0.063044699023010659 -0.0008837637076698192 -0.00061790081774585942 -0.057658476241048334 0.0069692635529638837 -0.0095030226099865837 -0.014147983717703226 0.048362559323164786 0.013289885684199419 0.05038574278888433 0.01229429968601066 0.04273495735783945 0.045260294450159229 0.020524221666416639 0.02243086765170196 -0.051713157081696236 -0.0073779660894839694 -0.054560157307440578 0.005344222820339908 -0.012356259495474465 0.02364183822110575 -0.043814395937752569 -0.00016707102016359817 0.004826200811893575 -0.057142063328655783
leaf_weight=1.1332582170416561 0.86713659778615415 1.773692697752266 1.7015960901335341 1.2241467164712956 1.7748875081015278 0.62067589326761607 1.8239235459477638 0.91182310320436899 0.77062039915472347 2.1054745584260655 3.3528167558833957 1.4509341506054623 2.5788263974245638 24.703746836472423 1.9456344698555765 1.3233520775684153 2.7320633477065712 0.55270034063141738 1.3898017057217655 0.69859845936298359 1.731270799267804 2.1451443203259264 0.95242963702185068 1.8687863694503892 5.2139063784561577 4.5514080564898896 2.3914870463777333 114.18045541908941 1.863888455089181 0.90883507882244874
leaf_count=311 232 51 58 81 50 17 32 91 8 35 30 37 28 539 25 46 38 35 23 8 195 37 45 37 197 58 61 2146 50 32
internal_value=0.000984995 0.00113384 0.000939952 -0.0175117 0.00123112 0.000597877 -0.0277091 0.00854721 0.000903165 0.00526125 0.0091697 0.0193741 0.0297573 0.00120773 0.019326 -0.0117594 0.0318866 0.000775781 -0.0117954 -0.019183 -0.0245851 -0.0117186 -0.0218854 0.00137897 0.00675882 -5.0954e-05 -0.0222508 0.000745608 0.0103861 -0.0154856
internal_weight=191.243 190.11 188.336 2.92574 185.411 170.641 3.59881 14.7697 11.1258 10.3552 9.48805 6.13524 4.6843 167.042 3.88966 1.94403 3.64389 163.152 7.46995 6.08014 5.38155 3.65027 3.09757 155.683 32.6904 122.992 4.26027 118.732 27.4765 2.77272
internal_count=4633 4322 4271 139 4132 3633 82 499 370 362 130 100 63 3551 88 63 129 3463 343 320 312 117 82 3120 818 2302 98 2204 621 82
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=16 15 15 18 20 16 4 16 10 21 10 0 20 20 0 13 0 5 21 0 6 7 18 10 18 23 12 18 2 20
split_gain=1.3879 2.03023 1.93858 1.8009 1.67866 1.40978 1.66331 1.62567 1.42567 1.38137 1.39066 1.20217 1.43656 1.98538 2.01442 1.51339 1.82064 2.01628 1.48341 1.53315 1.33328 1.28306 1.38978 2.40896 1.19737 1.92896 1.94076 1.653 1.74669 1.62191
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 37.232443001650005 15.839962959300001 224.75522095420004 13.534968349350001 69.873026810350026 3.3335862513000003 79.728914316550018 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 117.51519334005 85.931187223550012 22.627560662300002 3.4893684343500007 85.799452775150016 16.545386580300001 22.502236473750006 13.037923179150001 61.923256118600001 13.278511569200001 0.081775000000000028 114.82338089645002 13.758874730250001 79.152355410850021 39.746231405950006
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 7 -7 -6 -8 -10 -11 12 15 14 21 -2 -17 -18 -15 20 -20 -14 -23 -24 -13 29 27 -27 -29 -26
right_child=11 3 -4 -5 5 6 8 -9 9 10 -12 24 13 18 -16 16 17 -19 19 -21 -22 22 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.0011823067079672852 0.0014679490950342082 0.00060705138282712357 0.0021315793525623337 -0.0017993800077855304 -0.00029778210037081075 -0.0013455483670602526 0.0011178426011401532 0.00044231286876013462 0.00050510792486326624 -0.0016769532341344459 0.0010335225108825685 0.0007263414311927056 -0.0015559380042309008 0.0016847073379660828 -0.0023173749765769839 0.00028927636837032165 0.00022429502198673641 -0.0023464472967705549 -0.0015833886146375735 0.0011574509623086531 0.00025850262926393087 0.0018210651825680609 0.0014311430033916469 -0.0021030166723215219 -0.00014203021107160358 0.00054485217819841205 0.00020918843488741172 -0.0022874701533991651 -0.00033438925494876261 0.00099130433661756231
leaf_weight=4.2403321334277271 3.1604581996798506 1.5035768371308211 1.5003478797152627 4.1626672968850471 15.638189277262425 5.0179108739830545 2.826440046541391 32.347507786238566 3.0849856557324529 3.4503449890762568 0.83506492641754437 22.31809313967824 2.3363121333532053 1.8705344274640063 2.9877336190547794 25.32865770440549 2.2170429751276961 2.119776455219835 2.9326080912724137 2.1765756085515022 2.6638632300309837 1.2811568481847642 1.2212842060253026 1.5601600657682864 5.9616354871541288 2.6477434225380403 68.582146612461656 2.9736173879355192 3.5899767531082034 18.108396848663688
leaf_count=489 25 40 7 248 988 332 59 476 59 183 11 155 59 13 50 277 11 34 65 14 63 12 12 59 60 19 524 58 40 191
internal_value=0.000139037 -7.63849e-05 1.27442e-05 -0.00116082 -3.43933e-05 4.26241e-05 -0.000457259 0.000201121 -2.01281e-05 -0.000456523 -0.00114878 0.000230336 -1.06748e-05 -0.000422657 -0.00103967 0.000228164 9.60817e-05 -0.00103225 0.000177915 -0.000184685 -0.000706667 -0.00044309 0.000196884 -0.000551228 0.000330979 0.000244355 0.000100095 -0.000712153 -0.00121923 0.000710601
internal_weight=250.645 74.6074 68.9411 5.66624 67.4408 63.2004 15.2147 47.9857 10.1968 7.3704 4.28541 176.038 51.8562 19.0302 9.38665 32.8259 29.6655 4.33682 9.64358 7.77305 5.59647 6.39891 4.0626 2.78144 124.182 101.864 77.7935 9.21134 6.56359 24.07
internal_count=4633 2892 2604 288 2597 2108 644 1464 312 253 194 1741 694 347 192 347 322 45 155 142 128 142 83 71 1047 892 641 117 98 251
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=6 6 10 3 23 0 2 18 5 16 10 20 0 10 9 16 22 20 5 18 20 16 9 10 10 0 21 6 7 21
split_gain=1.5898 3.02214 1.8787 3.04566 1.9455 1.53849 1.68542 1.41105 1.1248 1.11934 1.88869 4.09939 1.93181 1.56785 3.29734 1.42087 1.6896 2.55993 1.3389 2.18478 1.96821 2.30097 1.69764 1.15008 1.11495 1.60523 1.70967 1.44077 1.19162 1.1117
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 0.094595000000000026 86.345209775600011 314.93386866815007 13.807773949150002 20.389142059250002 18.974955628300005 66.859265246100009 37.892416320650007 90.321439350550008 64.369753017350021 193.49750438550004 22.454947490600002 -0.06828999999999999 42.283941020600004 21.252944829650001 13.405741979600002 42.527280425250005 22.564947233300003 195.97407267990005 69.633754036750005 78.196493182200015 97.615226258450022 5.1185473364500007 11.805275828400001 29.911984439950004 1.0221947271500003
decision_type=2 2 2 2 2 2 2 2 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 -2 5 4 -4 6 8 -5 -3 -7 12 -12 13 15 -15 -11 18 -18 19 -17 21 -20 -23 -13 25 -1 27 -27 -26 -9
right_child=1 2 3 7 -6 9 -8 29 -10 10 11 23 -14 14 -16 16 17 -19 20 -21 -22 22 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-5.6891402485343788e-05 0.0014110894179346918 0.0012095403624872471 0.00045517863668727737 0.0013871121761399976 -0.0010296489477491547 0.0011216802912279525 -0.0022634978226627805 -0.00026671719252723003 3.1520585850399114e-05 0.0014720689561174363 0.00064568253088157456 -0.0022407127739487156 0.0013529808901906182 0.00070013388209651565 -0.0016218834164373381 0.00063884713244091317 0.0012691469791791478 -0.00031960289784889521 0.00068751483602596793 -0.0013914760192142639 0.0011141264414408387 9.866904222313074e-05 -0.0020378786633378941 -0.00014787031170274034 0.00015474961164206209 0.00043810817547072274 -0.0020707417856616391 -0.001733122963722923 -0.0019708709072197147 -0.0017036394999972555
leaf_weight=13.184070955030622 7.6532878037542096 3.1441388502717009 17.126068900804974 0.78460916271433134 4.027818350121378 7.939076177077367 1.1464849424664851 2.7867845464497787 63.240591615205631 4.9777394346892825 6.4903264162130636 3.611676286906004 8.3334465548396093 4.9040417298674566 4.1914457380771637 3.29341366142034 13.677656054496774 5.1623318400233975 5.9438798204064387 4.8322310261428356 7.70234540849924 2.587223544716835 2.9314281567931175 1.3267643777653573 30.049232150413449 3.0743117800448072 3.8803531352896243 1.7851991145871577 1.0072707550280018 6.9560073330067098
leaf_count=315 58 35 105 6 64 78 83 38 1158 91 47 64 59 35 40 21 91 33 21 54 34 14 35 15 1209 45 152 53 282 298
internal_value=0.000146757 0.000227071 0.000178643 -0.00024801 0.000172459 0.000265604 4.74044e-05 -0.00109291 8.73144e-05 0.000433232 0.000364883 -0.000358589 0.000485523 0.000365449 -0.000369914 0.000496318 0.00039103 0.000833815 8.53531e-05 -0.000568564 0.000362605 -0.000142387 -0.00103623 -0.00167845 -0.000148497 -0.000480405 -0.00111927 -0.000359519 8.58083e-05 -0.00129263
internal_weight=247.751 194.771 187.118 31.6813 21.1539 155.436 67.5312 10.5274 66.3847 87.905 79.966 11.4288 68.5372 60.2037 9.09549 51.1082 46.1305 18.84 27.2905 8.12564 19.1649 11.4625 5.51865 4.93844 52.9804 21.9239 8.73986 4.85951 31.0565 9.74279
internal_count=4633 2577 2519 511 169 2008 1276 342 1193 732 654 126 528 469 75 394 303 124 179 75 104 70 49 79 2056 565 250 98 1491 336
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=17 9 15 20 22 21 0 20 0 21 21 21 8 17 2 20 3 21 21 17 5 5 6 10 20 20 3 5 13 0
split_gain=0.355448 0.345085 0.641758 0.405406 0.550716 0.52358 0.811839 0.408062 1.19841 1.19214 1.28681 1.36618 1.82719 1.22624 1.09649 1.08071 1.31863 1.05827 1.30507 1.0557 1.086 1.07076 0.928255 0.894275 0.849873 0.846534 0.83637 0.818934 0.80788 1.72196
threshold=158.19986339130003 37.364870866050005 6.8054746905500005 47.927946529500012 -0.23381499999999997 11.772995266200001 97.491557184450016 42.081757894750005 86.208098410950015 1.7791739561500002 2.5883591406000002 5.4349223666500004 8.2435668022500028 187.63270803470002 245.22092942750001 43.321682097200004 93.82450029455002 15.191342547400001 6.9984086918000008 192.28474763930004 21.363989181350004 22.327062271350005 16.890394641350003 66.439865777750015 42.027798546600003 42.759119507950011 90.461239173300015 19.768819263000005 113.98793627290001 87.261973998100004
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 -6 -7 24 15 23 -11 12 -12 14 -13 16 -9 18 -17 -15 27 -22 -20 -10 28 -18 -14 -21 -3 -30
right_child=1 3 -4 4 5 6 -8 8 9 10 11 13 26 19 -16 17 25 -19 22 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.033195825213520595 0.033468129398667654 -0.0019440219196228401 -0.01996474041967106 -0.0053944391391392496 0.032990062579815974 -0.04756177789367004 0.033030816056841869 -0.043437860106953025 -0.04693015781765035 0.031098054973046085 0.0070856177871442575 -0.039044764164341564 -0.01842159657000109 0.024182182772618001 0.015823076728669613 0.010796738592399342 0.0049963079577784938 0.036199861182523274 -0.049940879200728733 0.00031042633584900419 0.036485860723424128 0.0030801306662923875 0.016397933286753843 0.0031391974596694204 0.022492745697286997 -0.035014777012869792 -0.059496177213169354 -0.031107046224777384 0.0015364228773356908 0.01975084509274852
leaf_weight=0.57722228726924996 0.49545470494922428 60.097434857598273 3.0353944966263953 2.0196114566642791 2.6412044741446148 0.44506210274994362 0.50625601783394814 3.5424717084970307 1.6135980868712061 2.9708953963126978 3.5487458311545188 2.0219392826547877 2.1592076907400046 6.3409237386658814 1.047834373777732 2.8878812030743566 3.0756069805938751 1.2598781095875891 1.6476170814130457 9.1817903231421969 3.0079488828778258 4.5967030003666878 0.52769447403261427 1.16323303617537 3.8240092276828355 1.4861904420831704 1.6627637781202791 1.8969445368275035 49.72500005402253 12.259998612105845
leaf_count=250 65 1465 510 52 44 38 14 67 28 95 151 138 92 63 32 85 85 15 67 176 20 36 24 37 36 95 29 30 648 146
internal_value=0.000911922 0.00101517 -0.012467 0.00126951 0.0127924 0.0230166 -0.00467341 0.000913307 -0.0021912 0.0015887 0.00357868 0.00127338 -0.0154068 0.00564956 -0.0203162 -0.0129887 -0.0235122 0.000499245 -0.00838417 0.00883482 0.00362611 0.0162935 -0.0338482 -0.0259558 0.00228523 -0.00803892 -0.0362913 -0.005069 0.00165227 0.00513905
internal_weight=191.267 190.689 3.53085 187.158 5.61213 3.59252 0.951318 181.546 55.6399 41.2125 38.4357 35.4648 7.37072 28.0941 3.06977 14.4273 8.10427 6.32307 5.06319 25.0243 18.6834 7.60465 2.17531 2.77683 125.906 4.5618 3.82197 11.0787 122.082 61.985
internal_count=4633 4383 575 3808 148 96 52 3660 1365 927 862 767 272 495 170 438 247 191 176 325 262 56 91 65 2295 180 121 206 2259 794
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=16 16 16 17 10 9 2 21 18 3 20 0 20 4 5 23 20 17 22 22 21 18 17 21 2 6 15 21 16 21
split_gain=1.98166 2.32942 1.81161 1.76358 1.86875 2.41637 2.07643 2.1207 1.58271 2.36883 1.46238 2.67582 1.97417 1.52611 3.06431 1.66788 1.48192 1.43161 1.81036 1.40942 2.59188 1.56104 1.40728 1.34562 1.74335 2.00974 1.33342 1.74835 1.45191 2.6901
threshold=18.594956516900002 15.954962690350003 14.184966829400002 246.55589432395001 71.053259929650025 191.61296531520003 199.01127796720002 0.54612131245000006 15.454705336800002 81.075831839950027 42.081757894750005 86.393602021950016 43.477771593600004 269.33704784675007 21.363989181350004 0.11768500000000003 42.759119507950011 204.55825889135002 0.13747000000000004 -0.082654999999999992 11.241604453150002 13.023955459300002 236.15709471040003 3.4893684343500007 100.92170827030002 16.545386580300001 46.055224235250002 15.294585115650001 21.754949127450004 10.899813468900001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 9 -4 26 12 19 -13 15 -15 -16 -10 -19 20 -12 -21 -7 -14 -25 -26 28 -28 29 -2
right_child=10 3 8 -5 5 22 -8 -9 17 -11 11 13 23 14 16 -17 -18 18 -20 21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.00031453418529136184 0.00028775609059218362 -0.0023586538429250115 -0.0021607987724136047 0.0017135915715814907 0.0001972909609101634 -0.001857489902884336 -0.0021069727636807778 0.00084538218825766791 0.0011104541490857291 0.00023264340163210164 0.00021616807983021677 0.00081285245624193212 0.0017098781845014256 -0.0020413167789792462 -0.00052746467611396977 0.00029748711341183128 0.0011405721181679896 -0.0011709430321109764 0.0016276887243670136 -0.00011446922467153828 -0.0023613233918014778 -0.0023801013588048972 0.00056316048807601184 0.00071944294572965522 -0.0023381470399752744 0.00034034900629342318 -0.0011646391887911362 0.0010786626863039334 0.00061955440402555425 -0.0017508995664136516
leaf_weight=21.80019589663425 42.20231316331774 0.91014619683847353 1.79948375141248 1.2003661459311832 3.7681025884230612 9.7228042562492174 1.4904545763274653 6.2359442070592195 13.800674410653302 13.645017827919217 5.8929328680969775 15.924570105969908 1.7844058051705349 3.5112889409065238 3.0112350881099683 1.7598369754850862 6.3998040109872818 2.63018366236065 1.3421072671189902 1.6488209667149947 2.0121131257619709 4.0196190024726093 1.0202643750235427 4.3229076312854868 2.2266152589581907 2.0859946594573557 4.3938585815485558 1.9191084578633306 69.914058894850314 2.6444448255933812
leaf_count=1403 436 117 58 16 161 332 114 252 172 170 59 154 13 54 33 7 40 66 12 35 48 85 19 29 65 58 103 9 476 37
internal_value=0.000158343 -9.88015e-05 0.000124668 -0.00060376 -0.00072393 -0.00115373 -1.7728e-06 0.000437307 0.000412911 -4.62235e-05 0.000274516 8.11551e-06 -0.000482141 0.00039244 -6.35469e-05 -0.00126048 0.000606853 0.000811893 -0.000225377 -0.000974932 -0.000439894 -0.00172108 -0.0016276 0.000159791 -0.000160512 -0.00104257 0.000394653 -0.000482687 0.000442916 0.000167544
internal_weight=255.04 79.3657 55.0177 24.3481 23.1477 14.5112 8.63654 7.14609 33.2175 15.4445 175.674 54.6001 23.9934 30.6067 14.6822 5.27113 9.41104 17.773 3.97229 13.5735 7.90505 5.66844 10.7431 10.4199 8.63552 4.31261 121.074 6.31297 114.761 44.8468
internal_count=4633 2892 1881 1011 995 512 483 369 478 228 1741 680 392 288 134 61 73 250 78 227 107 120 351 165 152 123 1061 112 949 473
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=10 0 7 7 20 7 18 16 10 17 18 23 7 7 18 22 18 20 20 9 10 0 0 20 0 16 15 3 23 22
split_gain=0.326477 0.313076 0.715552 0.572306 0.647055 0.495421 0.812311 0.706426 1.25683 0.629559 0.667998 0.963631 0.600035 0.915022 0.733314 1.79179 1.41572 1.16309 0.7285 0.727017 0.72577 1.81229 1.61858 1.26249 1.30073 1.23942 1.23271 1.06001 1.05738 1.05325
threshold=90.937096262400004 71.249517373150013 19.250086031950001 18.276616214250001 44.952171034750002 22.093462376800005 14.349689277800001 22.744946812400002 63.452988794850008 166.68115439205005 13.378437733750003 -0.245505 22.721067571950005 23.109894804950002 13.317304170000002 -0.085550000000000001 13.24088655595 41.835830569250014 41.32819714970001 190.64005357525002 66.859265246100009 91.886121982450007 90.321439350550008 41.444941515100005 87.028078140750011 21.754949127450004 36.548474543700003 88.813214339350012 0.091885000000000022 -0.060989999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -10 -11 -12 -7 14 16 19 17 18 -14 -16 22 -22 23 24 28 -26 29 -24 -15 -23
right_child=-2 2 5 -5 -6 12 -8 -9 9 10 11 -13 13 20 15 -17 -18 -19 -20 -21 21 26 27 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.04695170953944925 -0.024763705995694892 0.026330583214754247 -0.053134329365791169 -0.045639749691782507 0.027793452308400551 0.0081806376813238907 0.025070747083339649 0.0044385155385568351 -0.049222160707385464 0.0088061624173988873 0.032032684653340131 -0.049002751785933642 -0.017111373466503689 -0.01191165633605858 0.022334759636701427 -0.048884635154941895 0.021331476259550286 -0.041457891372242497 0.014703411175074845 -0.017368984083589698 -0.040866396555807295 -0.0048457132552475789 0.0028527283527062354 -0.0041832286409880454 -0.012028740986002819 0.036373123595423364 -0.048594290020666606 0.041195026136184809 0.011906096808639719 0.006735408163297301
leaf_weight=0.36066043595201269 1.0487285131966917 2.4013826648006207 1.863805085857164 0.85694832156877954 0.78528286376968026 25.212131835432956 1.4138459625537496 3.6857543746009469 0.733033805474406 3.2374588728416711 0.42556298943236304 1.1854418001603348 3.3246794238220918 6.1028443353716346 1.6563788828207178 2.8712976136011994 3.7850816182326517 2.2106099078664556 2.8546124901622534 2.4250523842638358 2.382273521856404 33.683923122629487 2.4241203292622222 25.973881308571436 1.4022699085762713 5.7924556117504835 1.090601801406591 4.2123096697032452 11.421625585295258 33.349165913488839
leaf_count=123 554 73 253 86 21 359 42 53 138 70 14 79 31 81 27 49 34 50 16 33 64 1168 36 316 26 73 88 41 62 573
internal_value=0.000939516 0.00108204 0.0012765 -0.0170847 0.00426906 0.00095079 -0.0079121 -0.0121015 -0.0202896 -0.00932185 -0.00328937 -0.0275964 0.00159655 0.000467024 -0.00895619 -0.0209253 -0.002121 -0.0127015 -0.00241408 -0.0012559 0.001877 -0.00126166 0.00573703 0.00292859 0.0104014 0.0269395 0.000123314 0.0271896 0.00361164 0.00091593
internal_weight=190.173 189.124 187.122 2.00289 1.14594 184.72 12.5449 11.1311 7.4453 5.5815 4.84846 1.611 172.175 146.963 19.1277 6.95273 12.175 8.3899 6.17929 4.08143 127.835 70.506 57.3295 50.6931 24.7192 7.19473 68.1237 6.63643 17.5245 67.0331
internal_count=4633 4079 3849 230 144 3776 649 607 554 301 163 93 3127 2768 240 109 131 97 47 60 2528 1893 635 558 242 99 1829 77 143 1741
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=23 17 17 9 7 2 9 18 12 22 22 22 10 6 18 7 23 5 8 16 18 7 22 5 21 10 18 18 10 16
split_gain=0.30763 0.30662 0.742953 0.66021 0.62418 1.55423 1.18044 0.766871 0.638758 0.628326 1.18224 0.703421 0.815611 0.776537 1.11079 0.604085 0.774765 0.591446 0.578617 0.632859 0.544518 1.31902 1.5585 1.01661 0.80778 1.36379 0.98861 0.897481 0.788529 0.99316
threshold=0.4369650000000001 188.27285108100003 188.51582982015003 229.11263139465004 22.598495330900004 56.799426908350007 184.36538191430003 13.1052958007 114.82338089645002 -0.25105499999999997 -0.47573499999999996 -0.160525 62.084563606450011 15.975373262050001 14.951081515600002 25.688358367700005 0.089850000000000027 22.053438739150003 9.1428649988500013 22.714946882600003 13.304953393500002 23.131311951800004 -0.085550000000000001 21.950234501100002 16.464809133250004 84.92839234085001 13.471502260950002 13.531614672700002 82.815264250350012 15.564963602350003
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 8 -7 -4 10 15 12 -11 14 -14 16 -9 -8 19 20 23 22 -22 -13 26 -26 -23 -28 29 -29
right_child=-2 2 4 -5 5 7 17 9 -10 11 -12 18 13 -15 -16 -17 -18 -19 -20 -21 21 24 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0021435956779536198 -0.018163946398943448 0.029564521119675856 -0.040529044444512559 0.042622628021288016 -0.051067987416917822 -0.027806295661774508 0.037962881180085541 0.025163189421877008 0.0036111271237912073 -0.026070744512485602 -0.049042527890735883 0.025749004768895481 -0.053366944458334994 0.043329328508831318 0.023288302142571899 -0.033086540607535228 -0.0084444159021422917 0.0073297858555725782 -0.024306497986806515 0.024470142916425065 -0.0011941418373790586 0.016440073725191635 -0.041468562611913055 -0.0013166255913418612 -0.051270115023044044 0.020440099759683208 -0.032735509572406341 0.014499601039611829 -0.021184065327518372 0.00072496051947709597
leaf_weight=53.939681987363656 1.4344912125779945 1.6219949717778934 0.70423163031227831 0.56008240400114928 0.96017892099916835 1.5016137730563048 2.8233303837478161 1.7055385911371557 2.5458249161893036 0.59772052243351836 1.1051925557221682 4.3169487640261632 0.40844826423563096 1.9757848307490347 1.4376087166019713 0.95168680653296167 3.5704236546298489 1.6985287801362572 1.4106914154253889 2.0931660868227473 4.2314027055399492 7.9814479267224661 2.6163533627986899 5.0863622259348631 1.1880266927182663 0.71468973072478537 1.2831668183207501 10.192528239975216 2.4218222717463496 64.804819349956233
leaf_count=1916 38 17 16 8 37 23 22 34 88 12 64 50 12 24 79 127 66 43 27 26 38 43 51 50 50 32 12 183 380 1065
internal_value=0.000759191 0.000904781 0.00197385 -0.00168354 0.00163047 0.000915599 0.0129033 0.00132609 -0.00595329 0.00169035 -0.00994469 0.00244698 0.0184879 0.0254566 0.00632799 -0.00300617 0.00241978 0.0264563 0.00179262 0.00213694 0.00169104 0.000763077 -0.016582 0.0111089 0.00210385 -0.0243346 0.00268418 0.00128915 0.00185309 0.00259701
internal_weight=187.884 186.449 131.95 54.4998 130.328 122.556 7.77192 121.595 3.25006 120.094 7.33284 112.761 4.41956 3.82184 1.84606 6.22765 5.27596 4.52186 108.341 106.931 104.838 95.4343 6.84776 9.40331 88.5865 1.90272 86.6838 78.7023 77.4192 74.9973
internal_count=4633 4595 2671 1924 2654 2485 169 2448 104 2425 291 2134 127 115 91 227 100 65 2007 1980 1954 1854 89 100 1765 82 1683 1640 1628 1248
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=8 22 8 5 23 8 19 22 23 20 15 20 4 10 22 20 4 16 13 22 8 13 2 5 22 15 22 8 17 13
split_gain=0.284437 0.980977 1.07078 0.739722 0.701395 0.519575 0.44563 0.699976 0.617607 0.416928 0.979472 0.653528 0.511838 1.05855 0.62148 0.444144 1.76001 1.12877 1.12703 1.05189 0.617015 0.846554 0.416124 0.826063 0.414201 0.396974 0.38712 0.422068 0.39564 1.37297
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 21.324133279950001 0.094595000000000026 8.7431769115000026 14.651182102100002 -0.08158 0.4369650000000001 35.476804824450006 35.645792850250011 32.724174661450007 203.05109110260003 67.606656606400023 -0.11534 37.041406607950009 194.12161462850003 19.559954260300003 113.98793627290001 -0.043559999999999995 7.943800736700001 109.96062599345002 74.766480717350007 21.990725385850002 -0.14907499999999999 31.028113015250003 0.63131000000000015 5.1459841250500009 204.55825889135002 117.39690118230001
decision_type=2 2 2 2 2 2 2 2 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 -3 6 8 -8 9 10 11 -1 25 -14 -15 16 17 19 20 -11 21 -18 -7 -24 -4 -13 28 -28 -17 -30
right_child=1 4 24 -5 -6 22 7 -9 -10 15 -12 12 13 14 -16 26 18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.034191991789959422 0.0026216240289751234 -0.047402680389913139 -0.0012569571520306083 -0.034459639256153612 0.0032002689935516811 -0.004337814244945332 -0.0010793260473178667 0.03292914686664581 -0.030885747945974706 -0.049977183652765267 0.029092157407908107 0.0070131052744889727 -0.067052924308571654 0.034099467900332033 -0.017505171062549042 0.0010996466610815137 -0.043717106125521918 0.036516240888633145 0.005312657493607393 0.015515469011282869 -0.052127939626851173 0.0471278614646614 0.036717374898454086 0.003411440661477241 0.030755590067143759 0.042913922947334295 0.00042157360207554151 0.040389683694732927 -0.0021714132325866657 -0.044839008008899631
leaf_weight=0.86765309113616051 2.152780652744696 1.4744445902761056 1.0922782515408473 1.6741545540280638 0.710605471394956 1.9767247680574644 2.4040384870022535 1.8943309783935536 1.106897544748789 0.72120797599200148 2.9267293061129749 1.757833224750357 0.44670188147574696 0.73813570695347164 0.9149323110177644 127.05617498535139 0.46428083378486951 1.7211369350552557 1.2885136420372871 1.0607157696504139 2.2996177984168753 0.29283100366592407 2.340402596630156 2.9428141419775784 2.0087730816449039 0.77774572372436512 0.96919590444303938 0.88476797565817833 17.66898992826464 1.4268404869362701
leaf_count=231 28 42 28 41 24 12 20 25 32 62 26 49 24 44 50 2908 76 12 15 17 46 1 23 37 41 13 34 25 591 56
internal_value=0.000706077 -0.00650249 0.00120685 -0.0136002 -0.030946 0.00107732 0.00060837 0.0139085 0.00026271 0.000472579 0.0095357 -0.000865251 0.00537291 -0.00990522 0.00553758 -1.76204e-05 -0.00971706 0.0123501 -0.0275072 -0.0109917 -0.0413418 -0.00858066 0.0120384 0.0181656 0.0194799 0.0180251 0.000496711 0.0194956 0.000255707 -0.00535954
internal_weight=186.062 9.11304 6.92799 3.82694 2.18505 176.949 169.689 4.29837 165.391 164.284 8.42973 5.503 4.63535 2.09977 1.65307 155.854 7.8483 3.50306 4.34524 1.78192 3.05673 0.757112 7.25994 5.28322 3.10105 2.53558 148.006 1.85396 146.152 19.0958
internal_count=4633 204 138 69 66 4429 4357 45 4312 4280 437 411 180 118 94 3843 229 91 138 79 123 77 72 60 69 62 3614 59 3555 647
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=16 23 23 13 6 21 3 3 9 0 22 18 7 7 3 23 5 21 19 6 5 6 15 3 3 19 22 21 10 16
split_gain=1.41126 1.39292 1.51145 1.43588 1.30912 1.37576 1.37485 1.32917 2.91632 1.60375 1.52708 1.28383 1.17238 1.08689 1.84004 1.32817 1.30845 1.41537 1.02931 1.54992 2.09845 1.97739 1.93698 1.8674 1.95133 2.53908 2.06851 2.66741 1.84733 1.81811
threshold=13.534968349350001 0.076130000000000017 0.093635000000000024 95.937628385050019 5.1351199812500008 20.581461612800002 93.883646373400012 94.227769014100019 187.45330412110005 85.121961326250016 -0.07490999999999999 13.845746551550002 22.435297587800004 19.627338137150002 103.28787291370001 0.078295000000000017 29.110986871100003 13.367933388000003 11.750948102400001 13.665319288000001 13.252098438300001 13.775321858200002 22.248428019100004 85.589753040950015 84.812788641250009 12.851036860900001 -0.14510999999999999 6.9984086918000008 75.424692849750016 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -2 18 8 10 13 -8 -1 -11 14 -9 -15 -16 -18 -6 20 -20 -21 -22 24 26 -26 -23 -28 -29 -25
right_child=4 2 3 -5 6 -7 7 9 -10 12 -12 -13 -14 15 16 -17 17 -19 19 21 22 23 -24 29 25 -27 27 28 -30 -31
leaf_value=-0.0020611388622384808 -0.0020191489807243048 -0.0016639177234304503 -0.0020475401011676867 0.0006086634411060156 0.0010286742637434696 0.0010537288345699701 -0.00064007053744063536 0.0016568737311710524 -0.0019688762264980504 -3.9958392132901711e-05 0.0014931619751233367 0.00030783679792300227 0.0019505017590122128 -0.0021263521347243703 -0.0021368595617950645 -0.00027143205615319348 0.00068317977403207282 -0.002272063512583633 0.00050784434379527396 0.0012918838037379564 -0.0019529479816702976 -0.0017257023802030847 -0.00029145278711919392 0.0012096023173958849 0.0019785001336551492 -0.0016784601978129883 0.00055389718234340191 -0.0022268214471465285 0.00019056429801651237 0.00030084068773100168
leaf_weight=0.96187391504645603 1.9961345976189471 4.9159909285663144 1.0447186977689851 3.1167616343591362 6.4408654980361453 0.77867136988788832 3.3674981473013759 2.6796892536804133 4.3938948453869671 1.9728573234751809 2.0914446534588951 10.272626114674493 2.6874231179244816 1.8880279664881507 1.1969617736758662 6.9370384362991899 3.631966523185838 0.75210538506507862 10.49003443401307 7.4461978655308476 3.299281012266877 2.2625636919401613 14.793732830323277 9.1208639838732761 0.84929844830185075 5.1946007898077369 19.746686310041699 2.5319431554526082 2.3373634982854128 117.5438202614896
leaf_count=84 257 630 155 42 48 18 43 29 111 22 13 352 23 193 113 224 135 34 184 56 103 37 244 77 6 200 156 87 18 939
internal_value=0.000139432 -0.000356544 -0.000927775 -5.81631e-05 0.000182042 -0.00115683 0.000197942 -0.000182397 -0.000779837 8.82949e-05 0.000177219 0.00010501 0.00110787 -0.000189802 0.000321355 -0.000668272 -0.000319884 0.000176196 0.000257421 0.000232027 -0.000189892 0.000304226 -0.000594428 0.000258143 -0.000157893 -0.00116458 6.84693e-05 0.000233379 -0.00106643 0.000366279
internal_weight=256.743 20.312 9.07747 4.16148 236.431 2.77481 233.656 31.5989 9.85284 21.7461 5.45894 11.2345 4.66028 17.0858 8.26072 8.82507 5.58103 4.38407 202.057 195.616 28.583 167.033 18.093 159.587 32.9225 6.0439 26.8786 24.616 4.86931 126.665
internal_count=4633 1263 827 197 3370 275 3095 940 167 773 56 436 45 728 311 417 282 169 2155 2107 531 1576 347 1520 504 206 298 261 105 1016
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=19 13 23 16 7 16 23 18 22 23 7 23 18 6 23 5 23 22 22 17 22 22 19 20 4 17 17 21 2 20
split_gain=0.285387 0.331899 0.340061 0.305508 0.92687 0.786885 0.627787 0.529487 0.367622 0.427718 1.45968 1.24871 0.956227 0.801132 0.782613 0.941118 0.742691 0.859239 0.643231 0.62795 0.874559 0.87659 0.653036 1.9599 0.639895 0.582752 0.580722 0.571452 0.596674 0.546591
threshold=9.8507947922000021 81.048947258600009 -0.17949499999999999 9.7049773055000017 25.764895874800001 11.864972254500001 -0.20885999999999996 14.741741751300003 0.70681500000000008 1.0000000180025095e-35 24.899526511700007 0.079605000000000023 15.105469479800002 11.685273024550002 -0.10696499999999999 20.452758643300005 -0.12193999999999999 -0.24150999999999997 -0.26416999999999996 174.47088669260003 -0.080234999999999987 -0.11534 14.251149826300002 36.257608591500009 376.61861354110005 201.39543491635001 163.75092798185003 7.6045750414500004 229.44804549725004 51.487583388050005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 9 10 12 13 14 25 16 -16 17 -7 -17 24 21 -21 23 -22 26 29 -19 -12 -29 -11
right_child=3 2 -4 5 -6 8 -8 -9 -10 11 27 -13 -14 -15 15 18 -18 19 -20 20 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.053204874435156403 -0.053024856272040767 0.041150237101781929 -0.052557760050688136 -0.04105860440583229 0.031690704286119739 -0.054603702111844343 -0.052634992781672184 0.036128165278921341 0.025992917716091583 0.019196620464472597 -0.058153113711222219 0.00070516414546911309 0.034053011542197566 0.026795342743775367 -0.005011316647465478 0.01749762444760351 0.033136664133892116 -0.007953219443391342 -0.061246310981990515 -0.0074953085242768719 0.044733545293238808 -0.059839742496133289 0.014433058567252317 -0.063148803192638728 -0.042094408784342244 -0.054298515904450971 0.039943720921286494 -0.055246487521106315 0.012501095382824455 -0.051535211170679295
leaf_weight=0.54336779148070391 0.39791249681002172 0.27361704967916012 0.15943820668326225 0.41195148800034109 2.1576030815631384 0.76149678544607802 1.282106451495564 0.52684629871509969 1.5318976568523783 1.5740617911797001 1.6726463948725716 140.12947663289742 1.8930151347303752 7.9990714455489069 3.7838041988434297 0.32236499036662269 1.7665847946045676 0.91279200350982304 1.656448201916646 2.4498631798487693 0.72020347043871069 1.2603924307040864 5.2560681197792292 1.1181200196733696 0.39531178688048374 0.52303502522408951 2.3634299549739808 0.55728884600102879 0.86008686339482665 0.34681544388877217
leaf_count=261 72 6 120 35 149 70 319 22 42 53 82 2255 47 180 39 12 63 96 153 112 6 30 40 36 22 66 82 28 25 110
internal_value=0.000842263 -0.0266587 0.00664971 0.000987702 0.0184999 0.00074191 -0.0294312 0.00225803 0.0011145 0.000900778 -0.00491774 0.00197311 -0.000777009 0.018987 -0.00367305 -0.0199167 0.00183182 -0.00179752 -0.0484183 0.000980269 -0.00521198 -0.025277 0.0052817 -0.0208835 0.0192029 -0.00657003 0.0265991 -0.0379628 -0.0141361 0.00642595
internal_weight=185.607 0.976423 0.433055 184.631 2.55552 182.075 2.2209 0.938798 179.854 178.322 27.7499 150.572 24.6599 10.443 22.7669 5.76262 17.0043 15.2377 1.97881 14.4762 10.8046 3.71026 7.09439 1.83832 3.67153 2.44391 3.27622 3.09002 1.41738 1.92088
internal_count=4633 387 126 4246 221 4025 376 57 3649 3607 943 2664 808 409 761 204 557 494 165 424 224 142 82 42 200 229 178 135 53 163
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=16 15 15 16 16 18 4 20 22 20 12 16 6 5 7 17 20 16 16 9 6 5 20 0 21 9 23 23 10 18
split_gain=2.03819 2.12707 1.91146 1.75623 1.72477 1.65531 1.63275 1.49531 1.93277 1.42343 1.88774 1.41955 1.36031 1.29736 1.09712 1.56942 1.42797 1.16273 2.19135 1.83491 1.15888 2.31447 1.09282 1.05562 1.47965 1.04201 1.02213 1.35991 1.26833 1.16951
threshold=18.594956516900002 28.444110612900001 28.298162031900002 15.954962690350003 13.534968349350001 14.032563378150002 224.75522095420004 41.037275035300006 -0.10434500000000001 41.319407281650008 172.97487380805003 17.809958352600002 11.085259005300001 23.714185006400005 24.374195395050005 199.05253715360001 38.110427674550003 22.604947139800004 22.644947046300004 193.00469145105004 16.535386346650004 30.922794813800003 41.289992964000007 105.7585659356 13.811848270300002 202.05151640955003 0.076130000000000017 0.093635000000000024 83.602982482550019 13.845746551550002
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 -3 -5 8 25 11 -11 -8 23 -2 15 16 -15 22 -19 -20 -21 -22 -18 24 -9 -6 29 -28 -29 -1
right_child=13 5 -4 6 7 -7 9 12 -10 10 -12 -13 -14 14 -16 -17 17 18 19 20 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0020132469606877167 0.00035425815844664711 0.00059786993547299053 0.0021574682554080546 -0.0014104504981767524 -0.00035578455659281052 -0.0017996833367021189 -0.00045348338568506442 -0.0020744581306211948 0.00035129859395109317 0.00074160709635010566 -0.0016098863209898315 0.0016235911582446253 0.0011507625537407059 0.00079102121104488647 -0.0018482215831228863 0.00096318376525700235 0.0011322355487601401 -0.002400705671469086 -0.002220008324754419 0.00069204602375873606 -0.0023641196643335656 0.0012276372978018695 -0.00034952090614465185 0.0010619448649286298 0.0007438320278823718 -0.0022207317340259421 -0.0016375370830314692 0.00056419714077562109 -0.0020399112476785042 0.00028428151386854895
leaf_weight=0.90824392589275049 143.50217027822509 1.4042680710554112 1.475472955033182 5.9126669002580483 2.8731059392448541 4.3935752893594326 2.3665599316009303 1.5565642537549167 14.151813247037351 1.9157051662914453 3.6946901610936038 2.5008186611812562 11.441929411841555 4.3169907997362413 1.2467621387913812 5.090952903032302 2.6279710610397178 2.5627771764993659 1.6147912507876734 4.1874090200290084 1.6415793243795636 1.1121201356872914 6.1288820190820843 1.7941168886609373 1.2342850691638885 1.8012038427405057 4.1893026230900414 2.9198963304515932 0.90548553333064763 8.3069766624248569
leaf_count=84 1196 40 7 410 101 248 65 83 180 44 188 34 114 90 32 42 13 76 58 37 38 12 147 30 40 45 630 53 144 352
internal_value=0.00016314 -0.000100073 -7.32996e-06 -5.39773e-05 0.000118729 -0.00121898 -0.000602775 0.000364691 -2.69228e-06 -0.000146999 -0.000806954 0.0006137 0.000796241 0.000277702 -8.21377e-05 -6.94554e-06 -0.000211095 -0.000428756 -0.000841382 -0.000374312 5.50733e-05 -0.000913538 9.51609e-05 -8.8479e-05 -0.000828037 -0.00107443 -0.000378809 -0.000880865 -5.22073e-05 5.78392e-05
internal_weight=249.779 75.7467 69.9488 68.4734 52.0829 5.79784 16.3904 34.853 18.8261 10.4778 5.6104 4.86738 16.0269 174.032 30.5302 29.2835 24.1925 19.8755 11.1187 8.5559 6.94111 2.7537 8.75685 4.58497 2.79085 4.67431 17.2299 8.01468 3.82538 9.21522
internal_count=4633 2892 2604 2597 1856 288 741 593 326 331 232 99 267 1741 545 513 471 381 221 145 87 50 160 153 123 146 1263 827 197 436
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=13 10 22 17 20 9 19 22 16 13 13 16 6 22 22 22 20 15 20 5 18 18 18 16 5 18 21 16 6 16
split_gain=0.262833 1.05692 0.528398 0.485947 0.454112 0.426745 0.380206 0.428072 0.356255 0.601772 0.689684 0.488386 0.429156 1.47024 1.75355 1.37327 1.15154 1.20198 0.889575 0.951723 0.746997 2.1442 1.35164 1.10598 1.44931 0.922603 0.922348 2.00999 1.30339 2.02119
threshold=118.84598011460001 58.309968391300011 -0.13734499999999997 162.04221493815001 36.558960102350007 58.084576609100004 14.651182102100002 -0.064729999999999996 22.764946765650006 117.76521994615001 117.69263157665002 22.724946859200003 16.455384477450004 -0.051199999999999996 -0.064729999999999996 -0.043559999999999995 41.873095646600007 36.548474543700003 38.238138001450004 20.556063402800003 13.480563334700001 13.531614672700002 13.431207332600001 22.664946999500003 23.605484525250002 13.552878921100001 4.6633733285000014 22.594947163200004 16.395383075500003 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=3 2 4 5 -2 -1 8 -8 9 10 12 -11 20 14 18 -15 17 -17 -14 -20 22 -22 26 24 25 -23 27 -5 29 -28
right_child=1 -3 -4 6 -6 -7 7 -9 -10 11 -12 -13 13 15 -16 16 -18 -19 19 -21 21 23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.012691255584912551 0.025501983370711544 -0.051836607288569848 0.028986909801525042 0.0030722036674985971 -0.05409699952404691 -0.052495041539560618 0.0027332528863579378 0.031290612785435316 0.019570070869013266 -0.05067868356488528 0.021696356092935406 -0.0031920587144384036 0.031281714146176448 -0.06970670096130123 0.035005568163522779 -0.038080857192571559 -0.055445933496098852 0.008717604844015776 -0.037242971916222771 -0.0025234821229507694 -0.070852400834763241 0.036017704159422299 0.043646167507533237 0.031701268026410385 -0.045321874681002745 -0.00026545774655898626 0.011092350912909011 -0.060866329987000693 0.024750733810964157 -0.043729404713988597
leaf_weight=0.3713610918894108 0.28764173248782743 1.1436787790153173 1.2172863213345402 6.9369211657904142 0.47532063792459667 0.77537152764125494 3.2472039987333119 2.2026345543563357 2.5090857865288845 1.0234315655543462 3.9053588481619945 1.1499882936477659 1.7482884112396302 1.277705557644367 3.4094686947064501 1.9505057694914265 1.3767342616047242 4.6283335220068693 2.1702200826257494 21.835398754046764 1.0648106934968371 1.7867225953377772 2.5382164663169524 2.7583365365862837 1.7637493881920807 90.782012841677897 7.3578158917371201 1.4940616330131886 9.4719554849434626 2.1795624096412212
leaf_count=57 25 64 24 91 34 308 32 29 29 34 28 7 108 13 27 44 99 32 40 368 22 63 33 42 65 2629 121 39 96 30
internal_value=0.000815463 -0.0135653 0.00853801 0.00106269 -0.0240877 -0.0313849 0.00126875 0.0142751 0.000863982 0.000592067 0.000925469 -0.0255528 0.000438366 -0.00419867 0.00130688 -0.021588 -0.0138599 -0.00515728 -0.00315437 -0.00566229 0.0018279 -0.000282034 0.00873623 0.000491923 -0.000420656 0.000434865 0.00550708 -0.0082584 0.0116123 -0.00143598
internal_weight=184.839 3.12393 1.98025 181.715 0.762962 1.14673 180.569 5.44984 175.119 172.61 170.436 2.17342 166.531 38.3967 29.1634 9.23328 7.95557 6.57884 25.7539 24.0056 128.134 98.1556 29.9785 97.0908 94.3325 92.5687 27.4403 8.43098 19.0093 9.53738
internal_count=4633 147 83 4486 59 365 4121 61 4060 4031 3990 41 3962 731 543 188 175 76 516 408 3231 2821 410 2799 2757 2692 377 130 247 151
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=16 19 8 17 6 6 13 6 9 8 16 22 17 22 0 20 20 0 21 7 13 23 23 21 0 16 9 6 22 18
split_gain=1.55978 2.17363 2.31963 2.44177 1.49555 1.71261 2.5593 1.49743 1.88429 1.62754 1.25957 1.2189 1.51627 1.06206 1.05728 1.78547 1.72421 1.73264 1.43784 1.34333 1.25662 1.19504 1.3627 1.24317 1.88039 1.17948 1.1609 1.26064 1.50634 1.1567
threshold=18.594956516900002 13.051052998800001 7.7439566930000003 236.15709471040003 15.575363915900002 13.665319288000001 101.66942111915002 13.775321858200002 206.50942114985003 8.3434888241000014 16.499961415900003 -0.237895 191.75825325995004 -0.59496499999999986 86.09518316945001 42.081757894750005 43.477771593600004 85.769879735700016 3.4893684343500007 22.502236473750006 117.51519334005 0.08079500000000002 0.079220000000000027 1.0000000180025095e-35 93.047535894850014 22.644947046300004 194.57718764590001 16.575387281250006 -0.088274999999999992 13.900697602550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 10 -4 5 6 -1 -7 11 -10 -3 13 -13 -9 15 20 17 19 -18 -17 -2 22 23 -16 -25 -21 27 28 -20 -23
right_child=14 2 3 -5 -6 7 -8 8 9 -11 -12 12 -14 -15 21 16 18 -19 26 25 -22 29 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=3.3745930214148545e-06 0.0014717267160878414 -0.0020173367574141368 -0.0020316854646932492 0.00067832118031554761 -0.0019435620755419208 0.001541739975101543 -0.0016567717133657192 0.00096000205580494373 -0.0019051714187014437 8.5477973852271768e-05 0.0006853104279136706 0.00052645693364500215 0.0021665438761084379 -0.0022283133862281601 0.001609122375759097 -0.0016445056845319395 0.0016549531739237257 -0.0022935816334858188 -0.0022451092094431784 -0.0010991602223432624 0.00016211146055016603 0.00042398269429685351 0.0014422689222722963 0.00055541790820617747 -0.0010789572129855365 0.0010729635202216216 0.00092812583371441361 0.00067242126393024526 0.00054391736650133383 7.331823770840704e-08
leaf_weight=31.714432619897707 2.8729719058610526 0.7320816768333297 5.7965989058138803 1.4830710594542322 1.2965705360984419 3.9083467274904278 3.6811184046091503 0.61685718595981598 2.1691012205556026 4.4550280922558159 3.7496210354729556 11.906855758861637 2.4068982754833987 0.93144954228773957 2.807238058652735 2.2299722656607646 1.7433204464614371 2.7722430154681206 2.3225827650167048 1.4766777006443592 27.634130397695117 53.769718784838915 6.5739963874220839 13.509053687099369 3.0682699764147392 2.2270936006680131 2.0382983023300767 1.483774196822196 0.97722569433972273 39.775877381674945
leaf_count=1654 25 47 275 33 251 38 141 3 55 47 145 116 12 75 25 59 13 50 62 50 322 352 101 106 38 33 24 44 12 425
internal_value=0.000147095 -7.90416e-05 -0.000822869 -0.00147958 5.96316e-05 0.000101666 -0.00016928 0.000465008 0.00027786 -0.000566369 0.000243836 0.000630417 0.000802242 -0.000958064 0.000248277 1.13161e-05 -0.00047289 -0.00106353 0.000127459 -0.000488851 0.000285443 0.000343014 0.000700782 0.000449318 0.000252914 0.000206947 -0.00026289 -0.000770385 -0.00141915 0.000243735
internal_weight=242.13 74.848 11.7614 7.27967 63.0867 61.7901 35.3956 26.3945 22.4862 6.62413 4.4817 15.8621 14.3138 1.54831 167.282 47.7783 17.2712 8.70599 8.5652 5.93374 30.5071 119.504 25.9586 19.3846 16.5773 3.70377 6.82188 4.78358 3.29981 93.5456
internal_count=4633 2892 500 308 2392 2141 1795 346 308 102 192 206 128 78 1741 694 347 192 155 142 347 1047 270 169 144 83 142 118 74 777
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=13 0 17 0 10 21 15 0 20 16 19 22 21 10 9 16 5 20 5 23 5 16 23 15 20 20 21 22 5 23
split_gain=1.61579 2.7377 3.28031 1.62967 1.94156 1.73714 1.56022 1.55455 2.29691 1.8315 3.34841 1.72981 1.97865 2.10578 1.83447 1.48069 1.42618 1.27677 1.26193 1.4798 1.25159 1.53212 1.19952 1.9452 2.86639 1.60877 2.6601 2.50107 2.80723 1.56549
threshold=109.34496908160001 95.44832900530001 191.20566072810004 97.886760529650019 78.196493182200015 5.7892729308500011 29.171703351550004 86.345209775600011 41.965446242000006 19.224955043700003 13.751109481500002 -0.082275000000000001 11.772995266200001 62.009286778800011 194.57718764590001 21.979948601300006 21.252944829650001 43.847983878700006 16.316541761950003 0.094780000000000017 17.513369806650005 16.759960807900004 0.081775000000000028 32.99104187950001 37.688226470200007 41.257948413050009 4.7516206878500009 -0.11534 21.836296031200003 0.088145000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 5 -5 20 8 15 -9 -11 12 13 -10 -14 -2 -15 -13 -3 -20 -1 -22 -12 24 -24 -25 27 -27 -29 -30
right_child=7 3 -4 4 -6 -7 -8 9 11 10 22 17 14 16 -16 -17 -18 -19 19 -21 21 -23 23 25 -26 26 -28 28 29 -31
leaf_value=-0.0012362070282204523 -0.0012658980760845888 0.0011552013381091041 -0.0018522908991184699 -0.00018812182016641313 0.00011286276199827682 -0.0017168054322168247 -0.0020489966018799165 0.0011974099711987956 0.00085684546598239716 -0.001531442396827923 0.00083950219857887936 -0.0016950263176222244 -0.0023158787445859749 0.00015322219534280278 0.00038375483271154993 0.00038393961306595924 -0.0022796157646843185 0.00054747311403246016 0.00040577284612518006 -0.001090867707932105 -0.00013041019938981682 0.0016730850305708101 0.00097323040710535339 0.00080899986485777288 -0.0013664631899417035 0.0010874787910241668 0.00052600439159265354 -0.0026492578684431394 0.0011491313235492489 -0.0013674901607098836
leaf_weight=1.9640559505205617 2.2057476484333156 7.3138092374429133 6.5925909872166804 6.8556095019448531 30.415671462164028 4.9012138757389039 1.3980584162054572 10.464964892715214 8.0086035530548561 3.5673460178077212 19.04314433876425 5.5945909500587723 2.550655889324843 2.0949340760707851 1.5593961875420062 40.352176775690168 1.6608941256999967 1.1824410284170879 20.906694285105917 2.8912144480273119 5.0762206430663355 2.8154794918373227 3.0556939765810949 22.904809208586812 5.9005801305174828 2.1730747073888779 19.288927689194679 3.2725333720445651 1.8083668090403082 2.0028757639229298
leaf_count=109 269 89 250 124 1444 160 94 78 131 39 207 164 73 18 24 332 60 36 139 48 287 17 21 138 77 11 108 45 11 30
internal_value=0.000142817 -6.52735e-05 -0.000753958 0.000102437 -0.000148706 -0.000825403 -0.000110545 0.000262315 2.99537e-05 0.000424401 0.000326957 -0.000474462 -0.000120423 0.000288745 -0.00129161 0.00029843 -0.000922622 -0.00130376 0.000442867 0.000223946 0.000164428 0.000513013 0.0004104 0.000275127 -0.000568209 0.000421931 0.00011135 -0.000752683 -0.00131719 -0.000173398
internal_weight=249.822 91.1306 17.8464 73.2842 42.1725 11.7568 11.2538 158.692 65.2094 93.4823 83.0174 22.6515 15.8745 11.7644 4.11005 42.5579 3.75583 6.77703 31.1117 23.7979 9.85576 7.8917 79.45 60.4069 8.95627 51.4506 28.5458 9.25685 7.08378 3.81124
internal_count=4633 2761 757 2004 1728 284 507 1872 1107 765 687 506 306 209 97 601 78 200 276 187 413 304 648 441 98 343 205 97 86 41
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=5 21 22 22 5 8 5 6 8 10 23 6 6 19 22 3 5 16 19 3 0 3 19 4 9 9 2 4 5 10
split_gain=0.27283 0.801162 0.443266 0.60329 0.302294 0.765986 0.797356 0.740457 0.73539 0.835707 0.934725 0.567188 0.946045 0.843709 1.27595 0.725874 1.04702 0.698047 0.688728 0.67366 1.23499 1.20293 1.93142 1.05265 0.834964 1.76334 0.905162 0.81509 0.676298 0.914049
threshold=7.754880527600001 12.944362924650003 -0.156745 0.63131000000000015 13.252098438300001 8.0437227585500022 12.306951632950001 13.115306437050002 7.1444245619500011 82.299080289250014 0.089505000000000015 13.775321858200002 13.665319288000001 10.550851274900003 -0.020814999999999997 81.80440399325002 15.839549529050002 15.839962959300001 12.250988447150002 85.589753040950015 93.843319501450011 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 214.52351813370004 73.795394389500018 212.32969527125002 17.687678651600006 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 9 10 -2 12 13 -9 -15 18 -17 -14 -13 21 28 24 -23 -24 27 26 -26 -18 -21 -30
right_child=4 2 3 -5 7 -7 -8 11 -10 -11 -12 15 17 14 -16 16 19 -19 -20 20 -22 22 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.037960643145453991 -0.037132053514430476 0.025938602986865383 -0.046417433138174036 0.026510874710093973 -0.0087913936673845675 -0.040343104363528129 0.024558999817646237 0.039140606283623633 -0.036752014223567581 0.026310308954801704 0.027548347006841504 0.0033157084767233363 0.043233541115170776 -0.042478793443462545 0.0092913873410466578 0.047176300660228827 -0.0020515132506901787 0.010171090247612025 -0.051601252089480007 0.026166103854133323 0.030778403325181614 0.044858039218519559 0.0046367392234464913 -0.049877365202765769 0.0046773870195998745 0.0095485544303154785 -0.05238092288149885 0.022503123476729139 0.0021856345438956873 -0.01300644474405002
leaf_weight=1.4191356478277151 1.2851229028892666 1.0971291209571066 0.56177140476211196 0.39713302021846175 15.758797021931967 0.62236530531663525 4.883248969563283 0.83268845174461414 0.95892613343312394 2.2199124545441009 0.71226761274738226 0.84680825751274724 2.3928960291668773 1.5985319245373828 2.5092979532200843 1.0067645693197835 8.9361043805256539 2.8936947286128998 1.0482164274435488 2.23266927152872 3.0298481835052362 0.67534195800544594 0.93589686881750811 3.2476579754147679 0.75093546975403969 3.1056885090656579 2.3701912488322705 4.0203336132690302 103.54595516568224 8.8145907328580488
leaf_count=592 109 59 127 10 546 46 99 14 204 118 15 16 33 87 31 8 94 25 35 18 29 8 8 192 5 36 70 39 1808 152
internal_value=0.000783004 -0.0117867 0.00627925 -0.016214 0.00102403 0.00841486 0.0114314 0.000561135 -0.000953076 0.00718685 -0.0140671 0.00151327 0.0118204 -0.00242827 -0.0108546 0.000784111 0.00115396 0.0251363 -0.0270611 0.000826898 0.00223886 -0.00608093 -0.0262098 -0.0376821 -0.000982525 -0.0146119 -0.0386528 0.0055677 0.00148427 0.000993829
internal_weight=184.71 3.47517 2.05603 0.958904 181.235 10.6818 10.0595 170.553 5.17623 4.2173 1.99739 154.794 10.2271 4.94052 4.10783 144.567 142.672 5.28659 1.89502 141.665 117.623 24.0422 4.8589 4.18355 19.1833 6.22682 3.12113 12.9564 114.593 112.361
internal_count=4633 788 196 137 3845 591 545 3254 446 242 124 2708 190 132 118 2518 2467 58 51 2459 2007 452 208 200 244 111 75 133 1978 1960
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 20 20 19 16 20 9 22 21 9 15 5 8 8 23 23 10 18 7 17 20 16 16 23 23 20
split_gain=1.62938 1.70235 1.73941 1.68091 1.45046 2.0114 2.54667 1.3445 1.42405 2.17134 1.6038 1.34151 1.84587 1.382 1.33793 1.20417 1.16533 1.25005 1.14118 1.35478 1.16073 1.15604 1.10944 1.36825 1.25831 1.13094 1.88826 1.02707 1.57763 1.56828
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.224962059000003 41.289992964000007 39.955516828000007 13.051052998800001 13.534968349350001 41.542492784600007 190.36745536595001 -0.057599999999999998 1.9176293050000004 204.20786774030003 24.673905035600004 23.714185006400005 7.2443465838000014 5.9453602998000008 0.076130000000000017 0.093635000000000024 83.602982482550019 13.845746551550002 24.374195395050005 199.05253715360001 37.995872310650007 22.604947139800004 22.644947046300004 0.083395000000000011 1.0000000180025095e-35 42.123054668150012
decision_type=2 2 2 2 2 2 2 2 2 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 -6 8 18 10 -10 12 -12 -14 -15 27 17 -7 21 -20 -21 -1 23 24 -17 -26 -27 28 29 -2
right_child=15 2 -4 -5 5 16 -8 -9 9 -11 11 -13 13 14 -16 22 -18 -19 19 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00195192071061062 0.00039893475005106736 0.00059132367678533485 -0.0017582191837976504 0.0020514730581918266 -0.00138186457240892 -0.0010055047755418301 0.00093362736875742978 -0.0020510750035845162 -0.0017766646115619125 0.00092533502120085574 -0.0023255117299549131 0.00061270716806753329 0.000723488879023497 -0.0018383624589430065 0.00059972838753847809 0.00087040222921930699 -0.0020452984983178931 0.0021051056618393944 -0.0016510316962767538 0.00057498316529863778 -0.0019959398789278389 0.00038819842604517714 -0.0018192598082132794 0.000910196795152961 0.00012593486323520672 -0.0022864614959527602 -0.00038431808638591408 0.00022183317263763482 0.00090003125622702151 -0.001113425632855797
leaf_weight=0.8339123995974641 15.211604224517943 1.5619210887234647 3.9481456949433777 1.3860836941748846 2.6131653436459583 2.8735824910108936 4.7607539820019156 1.0087058298522595 1.7198240807920253 14.199723850120789 1.4773232489824311 9.6496162097901088 4.0522795831784606 2.0941714257933204 1.2930855080485342 3.315827971557165 3.5976619042921811 0.54607751965522755 3.790789034239423 2.6779674191493545 0.81315089232521121 7.4354520810811664 1.27142382133752 4.6866113473661235 8.7650422246661055 2.3331994642503551 9.0194425021763873 104.90339037682861 23.060566416010261 2.899650332517921
leaf_count=73 112 40 248 7 134 309 130 46 141 249 37 67 34 58 13 86 131 2 624 53 144 352 32 42 160 76 149 831 218 35
internal_value=0.000152683 -8.53399e-05 -0.0010922 -2.31681e-06 -4.58199e-05 -0.000574267 0.000113065 0.000103163 0.000146591 0.000360095 -3.55541e-05 0.000125726 -0.000401273 -1.91634e-05 -0.000907621 0.000250804 -0.00129653 -0.000508779 -0.000326869 -0.000870916 -2.38359e-05 0.000152212 -9.72555e-05 -1.93967e-05 -0.000205312 -0.000382613 -0.000775247 0.000320836 0.000573089 0.000156803
internal_weight=247.8 72.3334 5.51007 66.8233 65.4372 14.3912 7.37392 51.046 50.0373 34.486 20.2863 18.5665 8.91686 7.43954 3.38726 175.467 7.01732 3.41966 15.5513 7.28191 3.49112 8.26936 29.3915 28.1201 23.4335 20.1177 11.3526 146.075 41.1718 18.1113
internal_count=4633 2892 288 2604 2597 706 264 1891 1845 599 350 209 142 105 71 1741 442 311 1246 821 197 425 545 513 471 385 225 1196 365 147
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=16 15 18 15 20 16 20 16 2 5 20 5 17 10 23 23 18 21 23 21 5 18 21 2 6 18 20 20 2 17
split_gain=1.69794 2.1008 2.26558 2.19619 1.89265 1.50387 3.20897 1.94134 1.67848 1.65676 1.62366 1.48755 1.33192 1.56274 1.32639 1.32311 1.47498 1.32361 1.09609 1.84692 1.40036 2.11525 1.5678 1.21205 1.15397 1.50367 1.05668 1.04464 1.02602 1.01056
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 37.232443001650005 16.224962059000003 41.289992964000007 13.534968349350001 186.79363985910004 10.726864994700001 39.955516828000007 23.714185006400005 253.00163930250002 70.348883899450016 0.089505000000000015 0.076130000000000017 13.845746551550002 3.1113400544000003 0.091885000000000022 11.772995266200001 28.543718473100004 13.344136431100003 5.7328850847000004 197.03438354685002 16.415383542800004 13.629518043050002 50.189067467950004 39.198779702000003 155.18475231920004 203.09927826650002
decision_type=2 2 2 2 2 2 2 2 2 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 7 10 15 29 -10 -7 -2 13 14 26 16 -6 -17 19 20 21 -13 23 -23 -20 -26 -8 -19 -12 -9
right_child=11 2 -4 -5 5 6 12 8 9 -11 28 18 -14 -15 -16 17 -18 27 24 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0011959974682998187 0.00032882921263126681 0.00070998609302141264 -0.0018240140277170473 0.0022320779733856926 -0.0020295245147025128 -0.0013211654442111006 -0.0020762174998798259 0.0002670671963091392 -0.0010193503012327664 0.0012262706819885663 4.3704558531424283e-06 -0.0022113750968465792 0.0022519204218756808 -0.0020780603003827478 0.0016485412980392807 5.3461993243846227e-06 0.00035527303359622094 0.00073259952954864355 -0.0010402824172428015 -0.0021684739077462538 0.00063112359254594518 0.00065382984629648653 0.00079788458822490629 -0.0018952604150702863 0.00012275280675384104 0.0017359453252659268 0.0021395095429043165 -0.0019303934363646199 0.0017387983685333355 -0.0010584948639764562
leaf_weight=4.8874951538018641 151.73506669420749 1.7988628305029113 4.7380647854879498 1.6068892003968347 1.0629315718542809 1.4346919138915826 1.2172001181170329 21.966997135430578 1.3546206944156427 11.701727855950592 2.2140665338374674 2.4144306194502878 0.36727747321128834 5.2838001997442916 0.89377873903140415 3.3950088996207324 9.7442489326931518 0.6290490140672772 2.2690753135830155 2.0989045856986186 4.6042829458601764 1.0130882943049075 3.4063993897289038 2.156723250169307 10.801691904664038 2.6612633392214766 0.26810884475707997 4.0432281860848889 2.9260896935593337 2.3529542456381014
leaf_count=489 1196 40 248 7 75 36 173 260 88 117 96 106 1 255 12 180 256 20 35 76 113 9 36 63 95 12 1 457 34 47
internal_value=0.000146253 -8.02453e-05 -0.0011267 8.19115e-06 -3.89885e-05 4.08198e-05 -0.000508798 0.000183523 0.000437302 0.000993283 0.000487021 0.000249989 -0.00132414 -0.00149554 -0.000201808 -0.000319024 0.000120718 -0.000908116 -0.00013068 -0.00049013 -0.000231012 -0.000672529 -0.000107547 -0.00108056 0.000227896 0.000441637 -0.00131525 -0.00157186 0.000991712 0.000138819
internal_weight=267.048 83.8871 6.53693 77.3502 75.7433 70.8558 14.605 56.2508 37.3763 13.0563 6.57485 183.161 8.03017 7.66289 2.37909 18.8745 10.8072 8.06729 31.4259 15.6938 13.5949 8.99064 6.57621 3.16981 15.732 13.463 1.48531 4.67228 5.14016 24.32
internal_count=4633 2892 288 2604 2597 2108 608 1500 512 205 166 1741 442 441 186 988 331 657 545 403 327 214 108 72 142 107 174 477 130 307
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=10 7 5 18 16 15 18 3 6 17 20 23 22 16 6 22 8 5 7 21 10 12 23 18 21 8 23 23 17 10
split_gain=0.27662 0.319557 0.325935 0.309992 0.591227 0.821926 0.553661 0.504963 1.47991 1.18668 0.73691 0.470271 0.484045 0.487654 0.825181 0.595674 0.609426 0.492386 0.478919 0.463435 0.462551 1.00523 0.768556 0.601676 0.531952 0.774358 0.52313 0.725019 0.508375 0.778661
threshold=90.937096262400004 27.973342028250006 7.754880527600001 17.327266398450003 17.684958644900004 23.241064975550003 17.479796446900004 80.785478361850011 12.255286342800002 205.28496454895003 33.361153777850006 -0.25843999999999995 -0.15962499999999999 12.604970524100002 2.7350639043000005 -0.093604999999999994 8.3434888241000014 13.153721664750002 25.412871131150002 13.165437349500001 75.424692849750016 191.62027512645003 0.093955000000000025 15.868316629550002 6.6686919569500009 8.7431769115000026 0.083905000000000021 -0.24360999999999999 212.38791228795003 64.294476189700006
decision_type=2 2 2 2 2 2 2 2 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 7 5 6 -5 8 9 11 -10 -1 -13 14 -14 16 -15 18 -17 -12 23 22 24 28 -22 -26 27 -23 -9 -30
right_child=1 -3 -4 4 -6 -7 -8 20 10 -11 19 12 13 15 -16 17 -18 -19 -20 -21 21 26 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.049891785631849345 -0.047803659817027382 -0.047745229099746732 0.0346934629514025 0.037945664135561115 0.048654804793246242 -0.049556270123031813 0.0019221561648515963 0.00068197460637382118 0.025340916415408442 -0.041153858330735218 -0.050865388875698955 0.025670483477793327 0.04172164732999837 -0.04864882767598426 -0.04861254681872023 -0.0057999136460387775 0.013376393212649211 0.0032628559348501329 0.045185936006626043 0.0044249023748551084 0.022180229776443568 0.048005727871771008 -0.029822864844818425 -0.033319297290714228 -0.058256845997727867 0.018643669282134338 0.0452330821104917 -0.050833237249953721 0.043169677022016135 0.0010532522258407493
leaf_weight=0.34824051830219183 0.16530358802265144 0.55503131015029794 0.29801330628833966 1.3122780179837708 0.8207201100885867 0.53744937432929862 3.4052114236255875 146.60665507146041 0.39163467846810762 1.4271073433810659 2.5261463181232107 2.2041165351402006 0.2966947001405067 0.84002232439524582 0.92274895290029235 0.57508554897504094 0.60499924421310425 5.724504292011261 1.4164950271078849 0.38830843754112709 2.7487705104867914 0.32281768007669631 1.4007585017243398 1.1334690637886513 0.52511166810290866 0.65128988772630692 2.2703350288793445 0.3365507741109468 1.6001578383147705 2.493083521258086
leaf_count=41 67 399 88 39 17 30 155 2659 9 118 135 102 6 118 216 41 2 43 26 11 41 7 26 45 44 2 38 50 28 30
internal_value=0.000860402 -0.0236295 0.00525989 0.000996066 0.0114619 0.00565309 0.0119429 0.000638345 -0.00692167 -0.000378002 -0.0353441 0.00412149 0.00561614 0.00135797 -0.0266339 0.005084 -0.0226802 0.0102835 0.0304633 -0.0434988 0.00147261 0.0123344 0.000139847 0.000882018 0.0108325 -0.0156825 0.0345029 -0.00244305 0.00113926 0.0175177
internal_weight=184.849 1.01835 0.463317 183.831 6.07566 5.25494 4.71749 177.755 17.6661 14.36 3.30609 12.9329 12.5847 10.3806 1.21944 9.16111 1.44502 7.71608 1.99158 2.91445 160.089 8.25563 5.32593 151.833 3.92517 1.1764 2.9297 0.659368 150.7 4.09324
internal_count=4633 554 155 4079 241 224 194 3838 868 713 155 595 554 452 222 230 120 110 67 146 2970 208 113 2762 87 46 95 57 2717 58
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=3 10 9 21 21 23 8 15 17 4 20 23 20 21 0 4 0 18 20 2 22 6 0 10 21 23 20 0 6 5
split_gain=0.260434 0.668869 1.22481 1.11825 0.735234 0.730084 0.707387 0.776636 0.771601 0.724709 0.715943 0.80486 0.65263 0.652371 0.626783 0.853451 0.679528 1.57377 0.936077 0.839255 0.553571 0.538846 1.04441 1.02944 1.40089 1.21841 1.01543 1.08698 0.758209 0.992666
threshold=93.883646373400012 61.917879202350001 187.45330412110005 7.0919822770000005 16.464809133250004 0.091705000000000023 8.543332867800002 43.376643616500012 187.52613723835003 376.61861354110005 48.393869453650005 0.099855000000000027 43.968221017800005 0.87557407920000008 85.823648898300021 197.71977442185002 85.990333302400003 13.087929333200002 40.636252116050009 86.916594916350007 0.11061500000000003 14.845346859150002 95.44832900530001 69.873026810350026 0.87557407920000008 -0.085394999999999999 37.041406607950009 91.625341543800019 16.455384477450004 22.825270530250005
decision_type=2 2 2 2 2 2 2 2 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 4 3 5 6 -3 8 13 9 10 11 20 -4 -8 15 -1 17 19 -19 -16 -2 22 23 26 25 -25 -18 -28 -23 -30
right_child=1 2 12 -5 -6 -7 7 -9 -10 -11 -12 -13 -14 -15 16 -17 21 18 -20 -21 -22 28 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.02758468017695331 -0.034523378838397831 -0.051383800690620943 -0.051281293546315929 0.015477527381774762 -0.051247103164029403 0.019361193295715819 0.006317524259686973 0.021462597413327626 0.038558831723469425 -0.050647417077898299 0.036749878678291152 0.019338960283735794 -0.0043706049008487898 -0.037398009039092343 -0.010750147446475861 -0.0013572319601552372 0.041732283051074126 0.021782050289260547 -0.015016991831330484 -0.062381055287325828 0.03622508784035184 0.007283306946335992 0.001658763079478015 0.042445194103784396 -0.039760720179274053 -0.019772919138475634 0.004287793212669349 -0.035135413924667964 -0.007775245614773621 0.013218544167343688
leaf_weight=4.4496223665773851 1.512665063783061 1.1417215058754653 2.1649827295914297 3.2120426038745791 0.52147217717720273 0.42798161401879031 1.1267857179045679 1.2148245158605275 1.9270594600820912 0.46303366767824616 1.4887740212725473 1.9615245432360096 0.89427608065307129 2.0607221291866153 1.1588057540357097 4.2518983159679919 1.0565102956607022 2.6791668618097901 3.2823006394319236 1.5986997087020425 0.27963684545829881 51.986210559727624 51.792651730415855 0.99316758537315797 4.7008155842195265 2.0747957468265659 5.3719081135932356 2.0666299439035356 18.963124161586169 6.4379984254483125
leaf_count=29 297 216 134 44 35 12 16 21 29 46 19 20 20 68 12 41 18 15 36 38 7 603 1999 14 415 43 81 72 177 56
internal_value=0.000763933 -0.00415681 -0.0147426 -0.000139129 0.00245358 -0.0320951 0.0047804 -0.00996634 0.0132859 0.00475008 0.00964286 -0.00110783 -0.0375685 -0.0219445 0.00138022 0.0134425 0.000699376 -0.0118269 0.00152101 -0.0406838 -0.0234851 0.00145029 -0.00154803 -0.0117602 -0.0239133 0.00036846 -0.000645986 -0.00666506 0.0040871 -0.0024543
internal_weight=183.262 20.3975 7.841 4.78175 12.5565 1.5697 12.035 4.40233 7.63269 5.70563 5.2426 3.75383 3.05926 3.18751 162.864 8.70152 154.163 8.71897 5.96147 2.75751 1.7923 145.444 68.0565 16.2638 7.76878 3.06796 8.49505 7.43854 77.3873 25.4011
internal_count=4633 984 426 272 558 228 523 105 418 389 343 324 154 84 3649 70 3579 101 51 50 304 3478 2642 643 472 57 171 153 836 233
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=13 21 4 21 23 18 2 22 15 3 6 17 20 10 18 18 22 21 15 16 13 15 22 22 17 17 18 23 16 18
split_gain=0.247422 0.807559 0.791146 0.631275 0.871086 0.563061 0.562244 0.496746 0.492582 0.399227 1.33229 0.982133 0.654783 0.512757 1.24424 0.995042 0.483849 0.441827 0.419453 1.09356 0.982611 0.879061 0.80875 1.67182 0.718565 0.564549 0.720559 0.778019 0.562914 1.16514
threshold=95.811270852950017 16.241109211600005 310.6261364962001 3.2738626606000003 -0.15544999999999998 17.327266398450003 260.77742537720002 -0.045684999999999996 15.166667628900003 80.785478361850011 12.255286342800002 208.35751021765003 33.361153777850006 76.279622535200005 15.957401718700002 15.957401718700002 -0.18437499999999998 13.165437349500001 28.579157549250002 18.554956610400005 107.18613720285002 28.298162031900002 -0.59087999999999996 -0.237895 207.11089388870002 201.23649604560003 15.329371696850002 0.10214000000000002 18.594956516900002 14.830595894550003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 -7 -5 -4 10 11 16 -12 15 -15 18 -2 -14 21 20 -20 22 -11 24 -24 26 27 28 29 -25
right_child=5 -3 3 4 -6 6 -8 -9 -10 13 12 -13 17 14 -16 -17 -18 -19 19 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.04656745518320695 0.037347960661137734 0.015258440742288744 -0.046612464334878194 -0.025985353949591054 -0.046780361200557605 0.030900455006273576 -0.010632291856924242 0.032323741200619725 0.027514546140929751 0.030059632376073273 0.022171906825763102 -0.042139978118693723 -0.048589104576199547 -0.050605725136269195 0.033030019699861017 -0.036437605851061962 0.0020519239863283772 0.0036668542220561475 0.022193154803258276 0.00073458336555099564 -0.044377364093978459 0.030180346059600623 -0.03787558162659671 0.0056756382721432526 0.042095596780784825 -0.0135471317597695 0.039280631952053696 -0.035861043951189088 0.0193639360133539 -0.054207579752479265
leaf_weight=1.3732077872264188 0.87675290904007575 2.2799409008875955 0.21514631263107764 0.53313724050531164 1.2741741361751335 2.4207233274355526 0.92362530343234528 0.68433175381505884 1.2648383800151348 2.1902211082633647 0.38474427442997639 0.98821564376703541 2.289076125947759 0.42988189528114107 2.4115163554670289 1.4455195155460376 8.7144445532758237 0.38814158923923958 0.59012165566673447 118.05728043182171 1.9829983937670475 2.8006136536132535 2.6608450131607309 12.098279922531226 0.25230688974261273 2.8391234035370863 1.4066435694694508 0.88134881196310644 5.8201230391277923 0.70528068393468935
leaf_count=530 19 102 148 43 297 44 38 18 58 31 9 53 128 103 32 47 244 11 19 1529 185 30 230 457 2 43 25 22 121 15
internal_value=0.000676308 -0.00730847 -0.0169348 -0.00668919 -0.0206048 0.0010271 0.0194302 0.00678983 0.0167387 0.000665514 -0.00676526 0.000849095 -0.0330737 0.00131292 0.0203766 0.000960569 0.00527841 -0.0410131 0.00131556 9.79797e-05 -0.02911 0.00595552 0.00360424 0.00143115 -0.0309493 0.00540277 0.00797555 0.00571792 0.00768561 0.00237699
internal_weight=181.183 7.62478 5.34484 3.97163 2.49164 173.558 3.34435 1.21747 1.47998 170.213 13.6414 10.5794 3.06196 156.572 2.8414 153.731 9.5912 2.67722 152.285 120.63 2.57312 31.6548 28.8542 26.664 2.91315 23.7508 20.9117 19.505 18.6237 12.8036
internal_count=4633 1196 1094 564 358 3437 82 61 206 3355 464 316 148 2891 135 2756 263 139 2709 1733 204 976 946 915 232 683 640 615 593 472
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=0 7 7 20 3 5 7 20 3 18 18 13 8 0 7 3 6 8 3 8 21 9 18 3 4 21 0 9 17 23
split_gain=0.26248 0.580969 0.472289 0.483819 0.418248 0.670538 0.433008 0.585777 0.422635 0.347383 0.663648 0.456464 0.827488 0.576397 0.867405 1.03271 0.544598 0.839239 1.36893 0.549852 1.02354 2.14691 1.27087 1.58971 0.947773 0.80238 0.857012 0.800566 1.91118 0.770667
threshold=71.249517373150013 19.250086031950001 18.276616214250001 44.952171034750002 95.346167596350014 30.133297129900004 19.627338137150002 38.110427674550003 97.437788021850011 12.678381831100001 12.743963501900001 117.69263157665002 8.543332867800002 85.619326080400015 22.502236473750006 94.16862293520002 18.195425133200001 8.8430989333000021 92.316275283350009 8.543332867800002 8.9448347342500032 201.40496258350001 15.502113896900001 81.699554126200013 178.81043309815001 10.738578069800001 90.490812212800009 199.89081775665002 190.92966541395 0.10821500000000002
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 -6 8 -8 -3 -11 13 -13 14 -12 -16 17 19 -19 20 29 24 -23 -24 -22 26 -26 28 -21 -15
right_child=1 4 -4 -5 5 -7 7 -9 -10 10 11 12 -14 16 15 -17 -18 18 -20 27 21 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.050603924746663989 0.026345776181624328 -0.026040868019555196 -0.047775900534079124 0.02807297215362382 0.014000880524365161 0.02184831457087235 0.0034475014943773832 -0.053373047937173811 -0.052878492204576778 0.043348278409346165 -0.058220920277667142 0.023621683025335145 -0.01003581937137568 0.00097447114554677437 -0.033684342863861211 0.033374117505029333 0.038765790751240939 0.0018999934217747269 -0.059089227081416666 0.009408614615453597 -0.02751873101444597 -0.0480262106396337 -0.032936242149221591 0.043161093211985517 -0.0029457579255487754 0.0055345933322093503 -0.054190259026412786 0.012291498569715816 -0.04567084139400255 0.016190192501541217
leaf_weight=0.27667801341158227 2.2086194406583664 1.18341062683612 0.77260031053447165 0.66542914160527289 0.65084074717014972 1.0439039955381302 1.3035706775117435 1.5196906639903316 0.44737774235545646 0.9265100946649899 1.0361798871308558 5.4801997859030944 2.7392559060826898 77.213836111943237 1.2622257829643788 1.0533843807643277 0.93710927292704482 2.2918695196276526 1.5374135952442882 5.4315118351951268 3.0577126567368422 4.4992340898606917 1.9405585290078309 1.0620293559040872 2.5186121378792481 22.128448261737503 1.2070387970888985 21.321098080603406 2.2184432036010548 9.3282889661895734
leaf_count=123 87 24 86 21 25 36 26 252 100 19 34 49 35 2125 58 25 11 39 35 45 40 91 119 23 35 573 97 213 27 160
internal_value=0.000672316 0.000860349 -0.0187974 0.00496714 0.000539329 -0.013766 -0.0232465 -0.0306586 -0.0109441 0.000956241 0.00114507 0.000912691 0.0124048 0.000322488 -0.0201948 -0.00317906 0.000761369 0.000532715 -0.0225865 0.00111543 -0.000344754 -0.00737798 -0.0312134 -0.00602026 -0.00119333 0.00192012 -0.019548 0.00731258 -0.00656411 0.00261456
internal_weight=179.263 177.548 1.71471 0.942107 175.34 4.96538 3.92148 3.27064 1.75095 170.374 169.191 168.264 8.21946 160.045 3.35179 2.31561 156.693 155.756 3.82928 151.927 122.956 36.4136 7.50182 3.00259 28.9118 25.8541 3.72565 28.9711 7.64996 86.5421
internal_count=4633 4403 230 144 4316 439 403 378 126 3877 3853 3834 84 3750 117 83 3633 3622 74 3548 3263 978 233 142 745 705 132 285 72 2285
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=5 5 22 7 17 6 16 16 6 4 15 18 15 5 19 6 19 17 18 22 22 17 5 20 12 9 22 21 8 6
split_gain=0.293592 0.663639 1.1445 0.636216 0.794407 0.996096 0.561202 1.07748 0.821031 0.726435 0.497575 0.708403 0.549022 0.473425 1.05127 0.459399 0.630186 0.445913 1.19942 0.840796 1.66713 0.731637 0.709157 0.80116 0.61671 0.821366 0.872899 0.720496 0.551611 0.955735
threshold=23.714185006400005 23.195398057700004 -0.06828999999999999 24.374195395050005 199.05253715360001 16.455384477450004 22.594947163200004 22.644947046300004 16.555386813950005 376.61861354110005 42.33967733730001 14.1090729785 41.54912092575001 30.133297129900004 14.451165964200003 15.695366719750002 13.051052998800001 204.55825889135002 14.152310743200003 -0.047144999999999999 -0.068964999999999985 205.96542837505004 21.869642762900003 42.455548714850003 219.88098848225005 211.24289424260004 -0.0098449999999999979 2.5883591406000002 8.6432548896500023 13.990326881750002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 9 8 -8 15 12 -12 17 14 -9 -2 -17 -1 -19 20 22 -21 23 28 27 -26 -27 -23 29 -20
right_child=3 2 -4 -5 5 -7 7 13 -10 -11 11 -13 -14 -15 -16 16 -18 18 19 21 -22 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0014993438049977774 0.035692235375280601 -0.00048968634862984095 0.034613150460332455 -0.043609269407635161 -0.011254304488018152 0.038365400570832979 -0.055668636699921871 0.00041044210327252553 0.0011888005846110924 -0.038762658841887954 -0.035561197947690165 0.0095451036728990673 0.015951207513406267 0.025260663942116061 -0.042098550696229184 -0.045829066203923713 0.0065483727607058397 -0.054149696396728647 0.0063881979366608044 0.046863416593400535 -0.082207355162187551 -0.048401650681367016 0.036743676675075256 -0.033579615619603272 0.033986293007063219 0.020450780890865564 -0.050591682697194329 0.00012512353282508119 0.029671829604275276 -0.028627972312586035
leaf_weight=118.38233467435566 0.97718558483757956 4.5885676094330847 3.2576241611968717 0.81307948287576337 1.4413007164839648 1.9558907127939162 1.7999241225188582 5.2195618666009977 0.73308349796570826 0.79628576064715151 1.8063364413101219 1.1811245605349538 4.83337672590278 0.92350810486823309 1.5469230784801764 0.51222188095562149 5.8770555819210131 0.99736811872571962 3.9825462374647032 0.86750320764258138 0.64298460260033685 0.77574538056796871 0.70618606545031148 2.3104125294485129 2.1953159235781645 0.82912391982972622 0.62002165662124731 3.285253938563983 0.92413915740326036 2.671050236094743
leaf_count=2728 31 69 44 33 28 18 80 71 6 74 21 33 39 16 78 229 276 22 274 7 14 37 10 134 54 21 32 71 18 65
internal_value=0.000547503 0.00125118 0.0140845 -0.00427501 -0.0028068 0.0173136 -0.00652451 -0.0135949 -0.0392134 0.00233038 0.000566248 -0.0177279 0.000945722 -0.00515637 -0.00930777 0.00677237 0.00234933 0.000424657 -0.00568963 -0.00324986 -0.0113993 0.0074323 -0.00710186 -0.0102332 0.00299303 0.0165179 -0.00994497 -0.00914462 -0.00311499 -0.00766885
internal_weight=177.453 154.857 7.84619 22.596 21.7829 3.39719 18.3857 10.223 2.53301 8.16275 147.011 2.98746 144.023 7.68999 6.76648 7.36646 6.38928 139.19 20.8077 19.8103 11.2373 8.57296 10.5943 9.88815 7.70546 3.64446 1.44915 4.061 7.57774 6.6536
internal_count=4633 3693 113 940 907 46 861 251 86 610 3580 54 3526 165 149 536 505 3487 759 737 515 222 501 491 215 107 53 108 357 339
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=16 15 20 18 15 15 21 20 0 21 6 17 20 10 0 21 20 20 16 20 21 6 22 21 21 4 18 7 16 4
split_gain=1.23935 1.49322 1.7952 1.48817 1.48353 1.2131 1.38955 1.36559 1.53484 1.91181 1.64627 1.69216 1.48955 1.29794 2.61443 2.08552 1.39469 1.42221 1.27074 1.69904 1.63855 1.85757 1.91212 1.3168 1.26541 1.14186 1.15209 1.09001 1.07241 1.46162
threshold=18.594956516900002 28.444110612900001 37.232443001650005 14.032563378150002 28.298162031900002 46.055224235250002 15.294585115650001 42.123054668150012 86.393602021950016 1.7791739561500002 16.455384477450004 195.59800312745003 42.686561923500008 64.369753017350021 88.122280599850015 10.899813468900001 41.873095646600007 40.679780036550007 18.734956189500004 36.558960102350007 1.0000000180025095e-35 15.785368822600002 0.067985000000000018 7.6045750414500004 9.4810485893500012 404.75570863780007 13.405741979600002 22.721067571950005 15.839962959300001 177.83314668290004
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 7 24 13 12 -10 11 -11 27 14 -2 16 17 18 23 -20 -21 22 -22 -15 25 26 -7 -9 -4 -30
right_child=5 3 4 -5 -6 6 -8 8 9 10 -12 -13 -14 15 -16 -17 -18 -19 19 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0012664595770518878 0.00044393931993053835 0.00054172663268487928 0.00019663629987900309 -0.0017681204910500079 0.0021133787051259355 -0.0013795983143787118 0.00082307709063994983 -0.00033857833377902088 -0.0017638406740800657 0.0013157391757086037 -0.0010244953954304326 0.00018549626066717358 -0.00014655780371721898 6.6860821563381664e-05 0.0017954152058560424 -0.001629055658673894 0.0016402762144430395 -0.0012023396896406727 0.00060924151087548683 0.00069926064078378763 -0.0020875446706575432 0.0005833655286537104 -0.00019010214851424625 0.0018547094482084625 -0.002235689763448896 -0.0022005425788617456 0.00054406556452375797 -0.0023983533968367928 -0.0021580616393343409 -0.00019607537723316965
leaf_weight=3.998460079819778 63.431026766658761 1.5168903269805003 43.091351542170742 3.6594378276495263 1.3627723807003338 1.7077172370627502 2.7805885141715398 1.7690246966667498 1.606238111853602 8.3292976524680906 2.6106061302125445 13.10674521140754 15.411959912860764 2.9231166299432507 6.0260748118162146 2.4571663951501241 2.5330849364399901 2.8183467686176291 12.191480854526164 4.0256814006716004 4.5468963324092311 2.9236486442387095 3.7063482794910669 3.4570151614025235 1.7954137297347186 1.1150934249162672 4.0022653969936073 2.2365749478340149 1.6549415398039844 12.382455698098054
leaf_count=489 505 40 1464 248 7 73 21 26 14 102 31 114 219 32 53 37 14 27 91 29 83 26 38 22 56 34 59 35 100 544
internal_value=0.000144767 -7.91894e-05 4.64282e-06 -0.00109123 9.15349e-05 0.000235235 -0.000382212 0.000280328 -7.52289e-06 0.000307284 0.000445629 0.000624669 -0.000423421 0.000397165 0.000561193 0.000123185 0.000233229 0.000135827 0.000247493 6.39437e-05 -0.00037335 -0.000759681 -0.00123545 0.00103559 -0.000770985 -0.000385678 -3.12556e-05 -0.00148868 4.33051e-05 -0.000427384
internal_weight=235.178 67.6663 62.49 5.17633 58.4915 167.511 11.4011 156.11 45.0704 25.6529 24.0466 21.436 19.4176 111.04 69.4571 41.5828 39.1256 36.5925 33.7742 27.3941 15.2026 11.1769 8.25324 6.38013 8.62049 6.82508 5.70998 4.0056 57.1287 14.0374
internal_count=4633 2892 2604 288 2115 1741 243 1498 541 261 247 216 280 957 558 399 362 348 321 267 176 147 121 54 222 166 132 61 2108 644
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=17 9 6 21 10 9 9 0 15 19 17 9 20 6 2 23 19 3 0 20 19 23 8 4 23 2 5 6 8 6
split_gain=0.263805 0.289226 0.470422 0.61573 0.444424 0.351246 0.848532 0.774252 0.613902 0.699095 1.02595 0.602336 1.13904 0.789317 0.954493 0.747031 0.776525 0.709185 0.60427 1.18291 0.988045 0.602633 0.596538 0.787243 0.894216 1.44434 1.07576 0.896025 0.819107 0.784608
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 2.7200266080500004 90.181639527750022 186.70853236170004 185.98753508445003 103.37390357390002 19.846565044850003 12.250988447150002 185.31329674715002 192.20980299475005 40.636252116050009 16.385382841850003 142.82105631415001 -0.11595499999999999 14.251149826300002 93.181958801350021 89.861713010250014 38.110427674550003 13.651101412550002 0.09117500000000002 8.3434888241000014 208.25848595475003 0.10787500000000003 100.00310400885002 20.093158056800004 16.405383309150004 8.2435668022500028 16.665389384150004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 22 8 9 10 -7 12 18 -14 -15 16 -13 -16 19 -10 -20 -21 23 24 25 26 -3 -28 -29 -25
right_child=1 5 3 -5 -6 7 -8 -9 11 -11 -12 15 13 14 17 -17 -18 -19 20 21 -22 -23 -24 29 -26 -27 27 28 -30 -31
leaf_value=-0.035423761807537188 0.023464944211622141 0.031619151078870963 0.0099944913460579127 -0.050786791826466393 -0.050015638029294304 0.00061263269176300723 0.032014905146185803 -0.030407369433710519 0.046671723968598561 -0.019517123886953286 0.044137009024970267 -0.035881907718347719 -0.054988827513791562 0.0022063745021542536 -0.0080271727254699124 0.0019716314047701321 -0.0031439909516131131 -0.06249771405178535 0.010409460721331244 0.01772635266648373 -0.03797484900172584 -0.019864109639290563 0.02822579373363749 0.0097375742562831932 0.029603874067795154 -0.05596366337424491 -0.056513421482403681 0.010197008822439527 -0.035807609653256071 -0.051637398138206309
leaf_weight=0.48726046945375756 0.99650847705197454 1.4703007482457993 0.60337827116381948 1.1914117522974264 0.24679515571642696 2.5443695390131316 2.6933193619479416 1.9919367254042288 1.6758504360914246 1.1392650880152357 2.6644608966307715 2.5468242149800044 1.5446907579898823 3.1682383995503187 1.0082336626946928 109.52093051938573 5.5041608745232224 1.3349770887289194 2.1231888751499355 1.9346407100092617 1.9419856406748293 2.1795729929581285 2.1127879633568218 15.511480575441965 1.1962436717003573 1.7048869138234293 1.0424255548277868 2.7020988550502807 1.4182769358158109 0.51725397113477889
leaf_count=250 86 36 93 228 168 103 41 338 20 23 38 67 37 28 7 1699 45 37 26 28 17 20 29 679 16 219 32 71 15 137
internal_value=0.000597211 0.000696806 -0.0142978 -0.0303531 0.00887909 0.000959837 0.00574745 -5.81701e-05 0.000371093 0.0152683 0.0228766 -0.000332111 -0.00898261 -0.0240183 -0.0153382 0.000912165 -0.0135002 -0.0390602 0.00178264 0.0119539 -0.0127043 -0.00218782 0.00319118 0.00112206 -0.0100324 -0.015719 -0.00537503 -0.0159105 -0.00563827 0.00775698
internal_weight=176.718 176.23 3.03809 1.79479 1.2433 173.192 30.3691 142.823 140.831 6.3481 5.20883 134.483 16.9114 7.05614 5.51145 117.572 8.05099 2.34321 9.85524 5.79006 4.06517 4.11421 27.6758 25.563 9.53423 8.33799 6.6331 5.1628 4.12038 16.0287
internal_count=4633 4383 575 321 254 3808 1275 2533 2195 164 141 2031 220 109 72 1811 112 44 111 68 43 48 1234 1205 389 373 154 118 86 816
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=5 5 22 7 17 2 16 16 15 18 13 14 20 15 23 17 23 21 18 4 9 8 5 2 15 20 15 16 13 10
split_gain=0.255863 0.58982 0.97595 0.565147 0.665739 0.514225 0.625508 1.54324 0.466999 0.449903 0.404058 0.521208 0.456574 0.414214 0.494389 0.456407 0.437464 0.587258 0.420412 0.42894 0.395162 0.517897 0.737942 0.435294 0.395123 0.629418 0.468953 0.421131 0.751294 1.18456
threshold=23.714185006400005 23.195398057700004 -0.06828999999999999 24.374195395050005 199.05253715360001 323.30468295165002 22.604947139800004 22.644947046300004 46.723315192750007 13.141419083100002 117.62810858150002 193.55017375590003 44.952171034750002 20.734744936600006 -0.11595499999999999 167.17143786700004 0.092185000000000031 2.9212203061500004 11.780626785300003 259.68081077110008 189.34276022045003 8.543332867800002 30.133297129900004 115.49410390990001 42.33967733730001 41.808689985400001 41.54912092575001 22.674946976100003 117.61735474900001 61.821094709650005
decision_type=2 2 2 2 2 2 2 2 2 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 9 4 5 6 10 -8 -6 -3 11 -2 -12 15 18 -13 17 -16 19 -15 23 -22 -23 -9 26 -26 27 -1 -29 -30
right_child=3 2 -4 -5 8 -7 7 20 -10 -11 12 13 -14 14 16 -17 -18 -19 -20 -21 21 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.0010454873833615588 -0.055296440507584699 -0.02643176141539089 0.038813115491603364 -0.049637178501581475 0.039362321110307012 -0.055529514808829256 -0.063879700549527865 -0.0030724013308535735 -0.00050233902495600946 0.0105834651169731 -0.057834772956006711 0.025640986138671926 0.045801811723313421 -0.059026056548925517 0.021707673206096158 -0.059022583345564171 0.014636105857361643 -0.061963233875164149 0.051672318953077299 0.036269235664783815 0.018583966919940107 -0.028903541210708213 0.0276618778219044 -0.058781808616316877 0.0078072532675607879 -0.041348791798541111 0.017397978097954903 0.0035380508809368799 0.0041827280598891728 -0.067777985057620324
leaf_weight=131.98952169955464 0.34420596185374375 1.2870859849499536 3.0777304327348238 0.76325968839228053 1.5947562356013798 0.599508643252192 1.5246473458828385 0.85686601698398568 1.7196531193330882 3.2828122002538294 0.5248193034203722 0.29531494888942678 0.15505830734036863 0.22391231417714896 0.41591796441934281 0.45631961530307308 3.4603019653877709 0.5466013035911601 1.5180463182623496 0.32755588932195678 2.6265471200458705 2.3306007089558993 0.90023568645119656 0.73255732050165534 1.3640529590193176 1.5865519933868197 4.7436444275081149 3.2327044997364274 1.1890105251222851 1.4054511711001394
leaf_count=3402 188 28 44 33 17 74 76 4 29 41 92 34 4 37 23 49 34 48 28 17 28 62 14 49 33 21 39 39 27 19
internal_value=0.00058354 0.00135091 0.0157147 -0.00477898 -0.0031604 -0.00721804 -0.005538 -0.0152413 0.0186789 0.000158336 0.00499078 0.00850203 -0.0341986 0.0115335 0.0158509 -0.0257585 0.00583446 -0.0258079 0.0372573 -0.00242346 -0.00528313 0.00108432 -0.0131422 -0.0287486 0.000595988 -0.0186241 0.000993792 0.000429161 -0.0135311 -0.0347993
internal_weight=175.075 153.159 7.64763 21.9167 21.1534 17.839 17.2395 8.97145 3.31441 4.5699 8.26805 7.58818 0.679878 7.24397 6.49234 0.751635 4.42282 0.962519 2.06951 0.551468 7.44681 5.85738 3.23084 1.58942 145.511 2.9506 142.56 137.817 5.82717 2.59446
internal_count=4633 3693 113 940 907 861 787 233 46 69 554 458 96 270 187 83 105 71 82 54 157 104 76 53 3580 54 3526 3487 85 46
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=23 20 20 23 9 21 21 10 20 23 16 15 18 7 23 6 13 7 7 4 2 15 17 17 18 21 18 6 18 16
split_gain=0.244824 0.245292 0.491975 0.573747 0.567227 0.479886 0.569609 0.369392 0.387432 0.377062 0.630565 0.427525 0.365382 0.311828 1.17916 1.38063 0.570464 0.439792 0.740018 0.795394 1.38702 1.46407 0.734716 1.51861 0.933988 0.584633 0.58143 1.81714 1.18808 1.09078
threshold=0.4369650000000001 49.292797572200008 47.927946529500012 -1.0000000180025095e-35 63.05903418350001 19.549674911150003 3.4893684343500007 88.512107028750009 45.044778924400006 -0.27450499999999994 22.664946999500003 36.370482311550013 18.324911823050005 22.093462376800005 -0.20885999999999996 16.605387982250004 106.71565703005002 22.721067571950005 23.109894804950002 195.04069921150003 96.242542698950004 31.445204138150004 188.06121519230001 191.06791329340004 13.317304170000002 4.4906890396500012 13.480563334700001 16.485385178400005 13.531614672700002 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 7 4 -4 6 -3 9 -9 10 11 -1 -8 14 16 -16 -11 -15 19 20 21 -19 -21 -24 -25 -26 27 -20 -28 -30
right_child=-2 5 3 -5 -6 -7 12 8 -10 13 -12 -13 -14 17 15 -17 -18 18 26 22 -22 -23 23 24 25 -27 28 -29 29 -31
leaf_value=-0.048003524062444063 -0.020931825264648964 0.026214137477271044 -0.044437922661635772 0.035575035989722295 0.01505567728329987 0.017841519415269302 -0.053592733506582717 -0.050941597780985171 0.013150485795335431 0.034636529830371798 0.052185197068247119 -0.0018594792943468267 0.023777750812222838 0.0079949259004861439 -0.045825419985941807 -0.0008654123322143491 -0.016686787674472656 0.021231970761960584 0.024045796073561755 -0.044877631415075385 0.042826252749584251 -0.045187466888281375 0.0073031660350146793 -0.0021847594904900289 -0.017252977234917623 -0.063553035167050867 -0.038595324854472028 -0.011051151660513106 -2.8838617538252109e-05 0.024492883806443756
leaf_weight=1.202055613073753 1.323260486881735 0.36617868242319618 0.55588561762124289 2.1797517692757529 1.4351586679695172 0.78087052621413011 1.2159832858887965 0.69212683886598714 0.35768398615618935 1.9611206505796874 0.27258545905351628 0.86202546954154957 0.17451243839605002 22.239399524609325 2.7825042937474773 4.4209703129890841 0.74802176711091295 1.6662233162205695 9.7641693220939469 1.8938641326385539 1.7838323079049585 1.6529309116303919 5.3737212165724468 1.7441838828381149 1.0257083391770723 2.0341824128990993 1.9135101293213654 5.9274978612083933 90.634499361789494 4.7743865489028385
leaf_count=188 38 19 33 70 44 31 224 508 41 50 3 8 40 318 288 288 51 20 70 44 13 21 51 21 11 48 19 53 1938 82
internal_value=0.000494027 0.000658448 0.000888928 0.0178502 -0.00155452 -0.0147731 -0.0292708 0.00046207 -0.0291046 0.000650556 -0.0192928 -0.0287323 -0.0438824 0.000937613 -0.00765601 -0.0182322 0.0204656 0.00149647 0.000386373 -0.00928417 0.00726639 -0.0118448 -0.0162805 -0.0109592 -0.031387 -0.0480328 0.001856 0.010788 0.000415857 0.00119826
internal_weight=173.759 172.436 169.898 4.1708 1.99104 2.53754 1.75667 165.727 1.04981 164.677 2.33667 2.06408 1.3905 162.341 9.91262 7.20347 2.70914 152.428 130.189 17.1746 5.10299 3.31915 12.0717 10.1778 4.80407 3.05989 113.014 15.6917 97.3224 95.4089
internal_count=4633 4595 4281 147 77 314 283 4134 549 3585 199 196 264 3386 677 576 101 2709 2391 229 54 41 175 131 80 59 2162 123 2039 2020
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=15 23 2 19 22 8 0 4 22 20 22 22 17 20 23 15 7 20 23 20 15 23 6 16 16 22 16 16 19 15
split_gain=0.248041 0.737258 0.70779 0.319178 0.399185 0.536578 0.289069 0.270579 0.266899 0.580055 0.323997 0.973514 0.810444 0.664418 0.679054 0.584877 0.3896 0.357346 0.754534 0.984648 1.4154 0.939169 0.916566 0.891697 0.756754 0.751677 0.779841 1.70881 1.04415 0.750226
threshold=46.723315192750007 0.086955000000000018 247.02271001585004 14.651182102100002 -0.098419999999999994 8.6432548896500023 86.420486603250012 270.14719820550005 -0.63026499999999996 40.574766824850009 -0.59238000000000002 -0.54488499999999995 197.02652249450003 34.969856643350006 -0.061414999999999997 19.077611477100003 24.673428656250003 42.123054668150012 0.087700000000000014 43.663128814500006 39.203018015350004 0.11458500000000002 7.6151779274000004 14.824965332800002 22.614947116400003 -0.24150999999999997 22.554947256700004 22.654947022900004 14.351157895250003 43.79812286300001
decision_type=2 2 2 2 2 2 2 2 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 7 8 -5 -6 -4 -3 9 -1 12 13 16 -12 -15 -14 -10 -13 25 21 22 23 -21 -20 -24 -19 -27 28 -28 -25
right_child=1 2 6 4 5 -7 -8 -9 10 -11 11 17 15 14 -16 -17 -18 18 19 20 -22 -23 24 29 -26 26 27 -29 -30 -31
leaf_value=0.021372758363859323 -0.046530780588092624 -5.3953764303830847e-05 -0.0025923554246132545 -0.010707948859626377 0.039392274010780645 -0.0033523429649199 0.028810641240796634 -0.057297614210933719 0.008119322752237583 -0.047316605024745231 0.04859035408903236 0.0024928695427854906 0.036818175794321222 0.039159212189591057 -0.056787021714638057 -0.05685301731661465 0.049610137968307426 -0.053352310192168934 0.020795843118832182 0.028765332931163366 0.054228919870158217 0.0082397262807177869 -0.058366930555392917 -0.035816785831945273 0.01392099088187481 0.0082443680128117449 -0.069006562384361564 0.013954823090487628 -0.015200282270935611 0.0017813504042346541
leaf_weight=0.52749008841783396 1.1968957043718536 0.33464072318747617 1.7402237548958512 1.2662673238664863 2.1385547481477256 1.2649112429935483 1.4579647360369561 0.6727220035973005 1.0835140732815487 0.90109409188153222 0.22983940839185324 105.04647864127583 0.26257658083341073 0.22722904977854375 1.6439503281289938 0.57644644380343379 1.4089640235906697 0.65051694159047002 1.057536262662327 1.0178231843965471 1.3739092107862232 2.9697508232784449 1.1358555686019824 8.4174968865117972 0.59842220693826664 22.533861555195475 1.4331871345639209 4.1439476299565285 3.0603576959110796 1.7318175504915405
leaf_count=47 80 21 26 14 26 30 17 34 21 21 10 2236 33 4 160 38 25 106 35 39 8 43 121 153 2 1142 28 42 45 26
internal_value=0.00046394 -0.0105068 -0.000254378 0.000819477 0.0142284 0.0235061 0.0117234 -0.0382816 0.000433034 -0.0219538 0.000632166 0.000292086 0.0166865 -0.0348826 -0.0451357 -0.0275381 0.0315735 0.000768352 -0.00284574 -0.0112619 0.0111046 -0.0177716 -0.0104239 -0.0246644 -0.0334236 0.0019949 0.00314994 -0.0101406 -0.0323614 -0.0294013
internal_weight=172.104 5.40245 4.20555 166.702 4.66973 3.40347 3.19819 1.00736 162.032 1.42858 160.603 157.272 3.3315 2.10102 1.87118 0.839023 2.49248 155.171 50.1245 18.3026 4.12601 14.1766 2.7521 11.2069 1.73428 31.8219 31.1714 8.63749 4.49354 10.1493
internal_count=4633 178 98 4455 70 56 43 55 4385 68 4317 4200 117 174 164 71 46 4026 1790 427 170 257 162 214 123 1363 1257 115 73 179
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=6 6 20 3 10 10 12 0 19 18 2 7 20 10 5 16 19 22 21 0 23 5 13 21 7 9 16 12 17 5
split_gain=0.233883 1.18372 0.638057 0.566257 0.495263 0.657329 1.06186 0.943438 0.819817 0.80066 0.730047 0.483232 0.887408 0.511581 0.781058 0.489299 0.630059 1.12606 0.453953 0.436169 0.855596 0.760029 0.440179 0.554425 0.405984 0.398735 0.637203 0.363218 0.35402 0.341083
threshold=13.665319288000001 13.775321858200002 42.320906304050006 81.80440399325002 78.196493182200015 72.327589083450007 213.01251010555004 95.746747857800017 13.351077205700003 14.693728290050002 206.22726210890002 24.103872582350004 41.772405911750006 78.473404369650012 14.47989612135 17.874958200600002 11.950964240300001 0.20852500000000004 3.6533552218000005 104.22883325935001 0.074735000000000024 13.153721664750002 98.255079293500017 20.581461612800002 27.589407812900003 184.36538191430003 16.234962035600002 142.72328397895004 214.22447330960003 16.546942136250003
decision_type=2 2 2 2 2 2 2 2 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 18 5 6 27 10 -9 -8 -7 12 -6 -13 15 16 19 25 -3 21 24 22 23 -15 28 26 -18 -1 -21 -5
right_child=1 3 -4 29 11 7 9 8 -10 -11 -12 13 -14 14 -16 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019683917760420718 0.041273388704794675 -0.00252701589545455 0.0050884014716793538 0.015580535374179914 -0.051367618590516619 -0.049827668064009241 -0.047372588229323644 -0.047667148928898374 -0.0016495979177896651 0.017265836173663725 0.041457386685459514 0.02762858445454552 0.039690904496739343 -0.050249609829088798 -0.052157435716657367 0.044169514533780846 -0.05166600010739613 0.036437143485083812 -0.053933483129268829 -0.051430900891425997 -0.050002745004717734 -2.0795340172125074e-05 0.051192957010332822 0.049791711097366242 0.024432454031470811 -0.051589654763907811 0.035109415879769047 0.015523053744553934 0.04090591741806722 0.00033750335882436834
leaf_weight=0.82912228489294815 2.6527689145877948 0.82881290779914596 2.0966941155493259 3.6264557372778645 0.30604674812639387 0.28605755342869066 1.661316773737781 3.0660560255928431 1.3356756516732273 0.63714705372694869 0.79754891182528809 1.3763662939309131 1.6114421292440964 0.27311246006865442 0.75598523148801255 0.55382516828831363 0.4185193992088897 0.62261383440636553 0.82249907916411757 0.39076546964497572 0.98991234392360627 5.425723655265756 1.3395778462290762 0.25973831117153168 1.1157358995988031 1.6120620350120587 0.39557953135954449 4.6739760809578001 0.13400417868979275 129.68403397098882
leaf_count=28 42 21 16 30 46 74 104 188 34 25 24 28 83 49 56 19 71 27 31 75 591 131 15 6 117 154 20 88 3 2437
internal_value=0.000392004 0.00124524 0.0252992 0.000398752 -0.00346982 -0.0106126 -0.0014697 -0.0236162 -0.0337034 -0.0294545 0.0173594 0.00192837 0.0251572 -0.000915248 -0.00366504 -0.000955779 -0.00288156 -0.0223743 -0.028132 0.00310408 -0.0140107 0.00927264 0.0362022 -0.00148443 0.00770757 -0.0374668 -0.00950088 0.0102186 -0.0278519 0.000752161
internal_weight=170.579 139.711 4.74946 134.962 30.8679 13.2869 7.80156 5.48534 4.40173 2.29846 1.08361 17.581 1.91749 15.6635 14.2872 13.5312 12.9773 3.04877 1.65131 9.92857 2.63042 7.29815 1.87243 0.532851 1.64051 2.42616 0.814099 5.5031 0.52477 133.31
internal_count=4633 2577 58 2519 2056 565 245 320 222 129 98 1491 129 1362 1334 1278 1259 272 52 987 786 201 70 55 195 245 91 116 78 2467
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=16 19 6 7 23 6 13 6 5 20 21 5 7 6 16 6 22 15 23 23 20 15 4 3 6 16 18 2 23 21
split_gain=1.26196 1.36447 1.99668 1.52178 1.35812 1.15461 1.90258 1.5855 0.98428 0.927376 0.928741 2.44819 1.61389 1.09627 0.91083 0.905795 1.24436 1.35116 0.884613 1.25669 1.30337 1.12684 1.30036 2.16265 2.52606 1.12033 1.52333 2.63537 1.96641 1.61493
threshold=18.594956516900002 13.051052998800001 11.945279099550001 20.090200465600002 0.086255000000000026 13.665319288000001 101.66942111915002 15.575363915900002 23.714185006400005 37.995872310650007 6.5613067478000007 30.133297129900004 22.958251375150002 16.575387281250006 17.614958808600004 13.775321858200002 -0.237895 23.949961253350004 0.083395000000000011 1.0000000180025095e-35 42.123054668150012 42.80317728375001 310.44950696480004 91.80009132230002 15.745367888000002 18.734956189500004 13.900697602550002 79.152355410850021 0.085625000000000021 8.2961335722000005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -1 15 18 -10 11 -11 13 -12 -6 -7 17 -17 19 20 -2 22 25 24 -24 -20 28 -28 -27 -29
right_child=8 2 3 -5 14 7 -8 -9 9 10 12 -13 -14 -15 -16 16 -18 -19 21 -21 -22 -23 23 -25 -26 26 27 29 -30 -31
leaf_value=-4.5730211540920825e-05 0.00039505133652798722 -0.0015453362667903409 0.00060811700864003837 -0.0020545391339146755 -0.00029112909628153558 0.0014492884647668517 -0.0016470194040753821 -0.001991360103533504 0.00094999961315431626 -0.0011363327612273137 -0.0021758013706406421 0.0015330834024348452 0.00045375361832059117 9.7248601658478872e-05 0.0017073254543759294 -0.0022745459111662941 0.00050294933962262477 0.0005924135872366151 0.0010484025798420033 0.00086761780456914199 -0.001079010322213584 0.0010472577963042853 -0.0014366154399121534 -0.0024030381184010027 0.0014705407690738207 -0.0010466069477191326 -0.0022985992902938863 0.00016840444228025532 0.00041179738551205098 -0.0015343143657472458
leaf_weight=29.005251655860775 13.864297862164678 1.2366811347892488 0.97658678737934668 4.2239409879548475 1.5340171635616573 3.0228439159691396 3.0282393352827048 1.0102829071402073 2.7498568876180824 7.7679380162153411 1.6823759891558432 1.5176649212371556 10.413934358977711 1.468447864113841 1.8702654326334593 1.3281829333864217 16.956564083928239 1.1194773782044647 5.6294213607907286 21.089653310365975 2.6384791117161503 5.5757908783853045 2.1570987999439231 1.8942257072776554 2.2634663451462984 3.6466645374894133 2.1616961807012585 15.804074101615699 54.121822852641344 2.3666325053200117
leaf_count=1654 112 85 97 253 38 38 141 251 86 200 83 22 91 63 27 85 213 10 44 218 35 50 37 46 15 25 49 124 390 51
internal_value=0.000148021 -7.69117e-05 -0.000736566 -0.00155453 0.00018002 4.01224e-05 -0.000197106 0.000364359 0.000240525 -0.000104696 -0.00023162 -0.000700036 8.90284e-05 -0.00111644 0.000806794 0.000470478 0.000317996 -0.000963295 0.000306868 0.000556706 0.000159377 0.000208646 0.000156718 -0.000684472 5.19386e-05 0.000220159 0.00016046 -0.000292073 0.000319735 -5.33651e-05
internal_weight=224.126 65.3123 9.84149 5.20053 4.64096 55.4708 32.0335 23.4374 158.814 25.6002 22.8504 9.2856 13.5648 3.15082 3.40428 22.4271 19.4042 2.44766 133.213 37.5924 16.5028 95.6209 90.0451 6.31479 4.42057 83.7303 78.1009 20.3324 57.7685 18.1707
internal_count=4633 2892 500 350 150 2392 1795 597 1741 545 459 222 237 146 65 346 308 95 1196 365 147 831 781 98 52 683 639 224 415 175
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=6 3 6 3 18 0 10 23 21 22 21 0 10 3 7 10 22 22 5 18 4 7 12 20 22 9 10 21 22 7
split_gain=0.235084 0.808835 1.37301 0.950921 1.28405 0.762245 1.13687 1.286 0.848132 0.757224 0.718514 0.62101 1.83244 2.01381 0.95381 0.880717 1.01929 1.10622 0.608747 0.575899 1.12543 0.675641 1.12466 0.569151 1.2507 1.53275 1.35195 1.07172 0.982897 0.908079
threshold=14.825346391850003 86.26455603170001 15.155354102400002 85.589753040950015 14.295312909150001 95.44832900530001 69.873026810350026 -0.089139999999999997 0.87557407920000008 -0.038374999999999999 5.8464528668500009 90.321439350550008 66.859265246100009 87.684061924550022 23.913271136350005 65.765062787050013 0.20852500000000004 0.18839000000000003 18.280220412300004 14.1090729785 282.49606214615005 19.773504439000003 153.14646283970004 42.206017975500011 -0.075639999999999999 192.39832633775004 62.009286778800011 6.6209860876500004 -0.078549999999999995 22.703933514050004
decision_type=2 2 2 2 2 2 2 2 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 9 4 -2 6 19 8 -8 -3 -6 15 14 -14 -13 16 17 23 -5 20 21 -1 -23 -4 25 26 -25 -26 29 -27
right_child=1 2 11 18 10 -7 7 -9 -10 -11 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 27 28 -28 -29 -30 -31
leaf_value=0.053873653560756921 0.044143790829926401 -0.064293057154944877 0.0039752853575247393 0.048436947560837926 0.005814050962303521 0.0011200038109261338 0.046168423900366504 -0.043077163102321583 -0.028163724816807581 -0.013129836032366773 -0.057845720680257465 0.009105071533881192 0.021511699371136492 -0.058789020168420199 0.054017628442056063 -0.041596694000490944 0.040248762428264875 -0.048214398113075117 0.011450310773569309 0.018859836827857631 -0.050790254670489504 -0.065332309914529416 0.0090079324621362231 0.00069934544537963604 -0.063870304085538981 0.04364596277332438 -0.041679011034700238 -0.012858570608439635 0.053973162792583809 0.0010059336119839426
leaf_weight=0.61704109422862341 0.94645095616579 1.2413086004962681 57.007638920884347 2.7237970605492592 0.85934291826561082 47.38977671804696 0.85840566808474139 4.6677717454149388 0.80503090313868597 2.1198693062178782 1.086529175750911 2.2601929605007154 1.8854489894583824 1.5319833462126551 2.9500228837132454 1.3253073842934089 1.7663565676193673 1.2521671415306617 2.1587932861875743 2.900119386962615 1.364059272513259 0.67926129489205811 2.9113187885959633 4.972145701729465 1.5605428079288675 1.5714861344313238 3.4516280837124214 3.9007733972393908 1.3485420100623731 9.664304990321396
leaf_count=9 7 28 898 26 17 1999 14 396 52 39 30 19 18 33 34 27 40 21 23 65 64 87 34 176 94 33 59 91 59 141
internal_value=0.000447202 0.00191904 0.000660087 0.0180808 -0.00555777 -0.00209887 -0.0124037 -0.0290807 0.0101949 -0.0320248 -0.0297321 0.00179914 0.0151174 -0.0144859 0.0345345 0.000490729 0.0011356 0.000320208 0.0320836 5.95354e-05 -0.00972622 0.00358623 -0.00505566 0.00104823 -0.00525581 0.000509925 -0.0166651 -0.0274349 0.0120067 0.00696975
internal_weight=169.777 107.585 99.8097 7.77491 2.89232 62.1928 14.803 6.33121 1.66344 3.36118 1.94587 96.4485 8.62765 3.41743 5.21022 87.8209 86.4956 84.7292 4.88259 8.4718 5.57168 4.20762 3.59058 83.4771 26.4694 21.0081 8.42377 5.46132 12.5843 11.2358
internal_count=4633 1913 1810 103 54 2720 721 462 66 67 47 1743 104 51 53 1639 1612 1572 49 259 194 130 121 1551 653 468 235 185 233 174
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=20 19 20 20 13 7 15 12 8 7 0 20 6 0 23 17 13 17 15 23 20 18 13 9 23 6 3 13 21 22
split_gain=0.22793 0.304514 0.290649 1.10187 1.0227 1.17426 0.858167 0.781126 0.654344 0.534128 0.73581 0.483361 1.34297 0.997781 0.425625 0.411143 0.372089 0.616282 0.60138 0.407599 0.341762 0.64919 0.324598 0.553336 0.320258 0.350646 1.35298 0.695812 1.22028 0.664356
threshold=31.914316944300001 14.151141757350002 36.558960102350007 37.041406607950009 113.98793627290001 22.747724408400003 23.241064975550003 179.47323713510005 8.2435668022500028 24.068567769550004 94.940210418650011 37.765550062200006 14.965349663000001 97.32487278035002 0.085855000000000029 173.77968723070003 117.97223122220002 187.63270803470002 42.629181320700006 0.087795000000000026 38.060777288450005 13.829007611650001 103.75835308650001 188.55070358395002 0.4369650000000001 16.455384477450004 91.496295553550013 117.56896250265002 15.191342547400001 -0.057599999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -7 -4 15 -8 -11 12 13 -5 -6 -2 20 18 19 -18 21 -13 23 -15 25 -22 -27 28 29 -28
right_child=2 -3 3 11 14 6 9 -9 -10 10 -12 16 -14 22 -16 -17 17 -19 -20 -21 24 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.055159366908237605 -0.051551527602976502 0.010243803967182243 -0.055216558778697043 -0.062357502136106593 0.0075881145905058655 -0.051524733625660062 0.024939799462282676 -0.0044342138814347874 -0.065832866909745755 -0.038180937660286886 0.012158764853179363 0.013307942160788443 0.044775095549280955 0.017516681423851887 0.047087569018585677 0.044816213054663365 0.00022429200594201285 -0.055896619890075563 0.028583506633116731 -0.054747491763632222 0.0024730051321436909 -0.043410886750623566 0.029525276566905505 -0.052708562576612189 -0.026596011611941962 -0.060402846827571445 -0.001276156012770791 0.0040684588184464708 -0.060379002929209044 -0.029069792770912185
leaf_weight=0.42088756084194656 0.1833617945376298 0.30841989698819816 1.5212852053500676 0.63410098967142348 1.0481459444854402 0.57656135052820889 3.7805104129947722 1.5080831175073397 0.95459543913602829 1.0096267270855608 2.5842478964477777 0.86484610289335195 2.2274627283914015 0.74612815925502241 1.9529477884061632 0.27930197595560458 0.74124546640086897 0.77322751819156099 0.8628057725727557 0.61875302065163851 99.126308657188929 1.211116711318027 1.0185838434845207 0.44957185012754053 1.0700922454125237 1.0022977674379934 13.356511271995258 23.086069475393742 1.0925456421973638 2.5629004103248034
leaf_count=212 41 10 54 21 43 152 33 38 9 26 38 13 41 14 28 21 41 36 13 29 2821 54 6 47 26 19 281 258 44 164
internal_value=0.000392046 -0.0275007 0.000513971 -7.6596e-05 0.00788927 -0.000248533 0.00722565 -0.029936 -0.0421794 0.011819 -0.00198316 0.000520687 0.0156902 -0.00705438 0.0332922 0.00662398 -5.37043e-06 -0.0174456 -0.00407004 -0.024786 0.000359076 -0.0197818 0.00878269 -0.00888734 0.00065499 0.000862947 -0.00302021 -0.00158587 -0.00925906 -0.00575071
internal_weight=167.573 0.729307 166.843 154.474 12.3693 9.36821 7.95095 3.02937 1.41726 7.37439 3.59387 151.445 5.07585 2.84838 3.00109 0.462664 146.369 2.99603 2.2228 1.36 143.373 2.07596 2.21428 1.1957 141.297 140.227 41.1003 40.098 17.012 15.9194
internal_count=4633 222 4411 4020 391 320 249 92 71 97 64 3928 129 88 71 62 3799 119 83 70 3680 67 67 61 3613 3587 766 747 489 445
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=15 21 21 16 21 22 19 21 21 22 23 22 22 8 17 20 23 15 22 20 21 23 23 15 22 16 21 21 16 17
split_gain=0.231032 0.680993 0.65662 0.594371 0.639584 0.45838 0.272114 0.504933 0.492548 0.243963 0.525901 0.258058 0.865574 0.76996 0.746363 0.576857 0.56413 0.462822 0.285174 0.745078 1.35035 1.61432 1.08603 0.69347 0.6806 0.656954 0.736888 0.759121 0.65186 1.41109
threshold=46.055224235250002 15.294585115650001 9.4810485893500012 22.674946976100003 9.1670574189500034 -0.064729999999999996 14.651182102100002 1.0221947271500003 6.4178488307500006 -0.63026499999999996 0.09721500000000001 -0.59238000000000002 -0.54488499999999995 8.543332867800002 197.02652249450003 34.969856643350006 -0.061414999999999997 19.077611477100003 -0.11534 40.986363433950011 3.1734339793000008 0.093745000000000023 0.08376500000000002 38.86986296220001 -0.124155 12.919969787500003 3.6533552218000005 3.1113400544000003 22.624947093000003 200.17087924040001
decision_type=2 2 2 2 2 2 2 2 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 5 -2 9 -8 -9 10 -1 13 15 14 -11 -13 -17 -16 19 23 -21 22 -22 24 25 -14 27 -27 -20 -30
right_child=1 -3 -4 -5 -6 -7 7 8 -10 11 -12 12 18 -15 17 16 -18 -19 28 20 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.060873268946872054 -0.050168980139031691 0.015258653034927605 -0.050133423720903014 0.015275907731710892 0.015830880093599748 -0.00022798510037226637 0.038496823760863316 -0.013614510134428643 0.021717657801112969 0.038811353569290295 0.00076644883840916011 0.042246948362777294 0.02700329859327312 -0.037395488393242124 0.031149949232088737 0.032111507291703048 -0.05002754748351948 -0.050636267847934423 -0.0024393265023358798 0.036684743846287157 6.3381935825977646e-05 -0.042255414215024621 0.026434708510017654 -0.035997516547491518 0.018091056006795041 -0.009987958716044798 -0.032316314600262824 0.044136101563887427 0.0022435059219358725 0.036561191569912457
leaf_weight=0.43691900379053439 1.3473389056744047 1.9575066564138976 1.010858752124477 1.4427086957730351 0.70706887543201435 0.55322805664036412 1.1365964915603388 1.8005493350792678 1.5815035118721423 1.897926586520043 0.91173723991960287 0.20438867546181327 0.98843331863463291 0.5189247055677696 0.23898856993764628 0.20327035652007897 1.4600724691845242 0.38634467940573813 86.530116650346827 3.3709014780761235 9.7386597593722417 1.4333523745590344 5.0659793486702247 1.3335018008947361 2.9676133624416279 3.1692834816931286 2.621357970230747 0.66987102711573232 27.612830496160317 2.817763088271021
leaf_count=42 113 21 56 30 3 20 18 32 20 39 26 10 142 14 32 4 160 32 2197 76 710 53 61 29 38 272 70 8 263 42
internal_value=0.000323545 -0.00787858 -0.0168273 -0.00851496 -0.0216776 -0.0356319 0.000685389 0.0118594 0.00290739 0.00035875 -0.0192027 0.000530921 0.000261112 0.0138509 0.0243901 -0.0309904 -0.0399897 -0.0193794 0.00065465 0.00456655 0.0100785 0.00455525 0.00908735 -0.004632 -0.000616671 -0.00806971 -0.0134357 -0.000544176 -0.000394191 0.0054212
internal_weight=166.116 7.01871 5.0612 4.05034 2.60764 1.90057 159.097 4.51865 3.38205 154.578 1.34866 153.23 150.187 3.04218 2.52326 1.86773 1.66334 0.625333 148.32 31.359 19.6089 16.238 14.8046 11.7501 10.4166 7.44895 6.46051 3.83915 116.961 30.4306
internal_count=4633 243 222 166 136 133 4390 70 52 4320 68 4252 4135 117 103 174 164 64 3961 1459 900 824 771 559 530 492 350 280 2502 305
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=9 22 13 0 17 17 9 9 0 0 6 17 20 8 4 23 2 18 6 13 22 22 3 15 3 17 8 20 22 16
split_gain=0.243879 0.416327 0.345562 0.396002 0.26877 0.37309 0.265381 0.650781 0.561582 0.583307 1.10109 0.570331 0.48624 0.475362 0.564447 0.644496 1.17107 0.772885 0.610261 0.508495 0.468736 0.82947 0.458098 0.452309 0.448238 0.602748 0.575827 0.471099 0.511928 0.449153
threshold=38.283670303850009 -0.156745 96.357027853400012 110.98492854115001 201.00900942685004 201.39543491635001 186.70853236170004 185.98753508445003 103.37390357390002 85.732241321850012 16.465384711100004 240.41195881570002 43.847983878700006 8.3434888241000014 208.25848595475003 0.10787500000000003 100.00310400885002 13.122774073950001 16.665389384150004 117.54207792135001 -0.24150999999999997 -0.61402999999999996 93.571785230250015 8.9474656819000007 74.744512942750021 195.59800312745003 5.1459841250500009 44.749265482150008 -0.084259999999999988 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 -1 -3 -6 7 13 9 10 -8 -10 -12 14 15 16 17 19 20 22 21 -16 -2 -22 27 29 -27 28 -25 -26
right_child=6 4 -4 -5 5 -7 8 -9 11 -11 12 -13 -14 -15 18 -17 -18 -19 -20 -21 23 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.028256011613760658 -0.00080635653030356347 -0.060127057173340694 -0.062811908001618899 -0.060012273198463278 0.057380337362286316 -0.059227014012665953 -0.065190535210598949 0.034306611122193881 -0.059927006416119408 0.0010258711114845395 -0.011616923408397121 0.0092738727634672346 0.036532254667425872 0.030817844784091851 0.037142029302899109 0.031013575057179634 -0.064421348782694093 0.036471231973757914 -0.06109090996994853 -0.0030584724557542907 -0.061745872968501453 -0.060868793319354131 -0.066476141588032417 0.032692407757696974 0.018644646511572823 -0.061604897150014153 0.027569706758116212 0.058274670792081019 -0.060149088042148711 -0.028019226737687305
leaf_weight=1.1353267944941765 0.56289431499318165 0.8633829063601286 0.23153098265174765 0.20612613338744257 0.18869142886251211 0.18802461288851191 1.2738550475332866 2.5182111848844206 1.0719394932457351 124.52750627812929 6.0394594666431658 0.66076829672965676 0.81730717967730004 1.9510099091567088 0.47446317094727419 1.0871633933857081 1.4565028911456464 1.1872218370262997 0.42797733707993835 3.2898250168655068 0.26953555896761017 0.78961117841209183 1.0349944600748129 0.71430386815336544 8.0190044013725092 0.7319025999167923 0.37634188868105412 1.4774536668555809 0.28526177113962992 0.77654403075575906
leaf_count=102 7 301 17 112 4 90 60 46 337 1922 214 68 10 29 12 16 303 35 146 46 56 129 75 24 296 64 5 28 70 9
internal_value=0.000374943 -0.0167271 0.00328472 0.0146928 -0.0421109 -0.000820136 0.000672244 0.00592374 -0.000399627 3.31982e-05 -0.0151704 -0.0335372 -0.00587768 0.00305468 0.000695624 -0.011154 -0.0172409 -0.00592907 0.00781627 -0.0162281 0.0099357 -0.024081 -0.0433424 0.0133348 0.0149693 0.0093944 -0.0313226 0.0372594 0.00619677 0.0145248
internal_weight=164.634 2.81308 1.57298 1.34145 1.2401 0.376716 161.821 27.4302 134.391 132.658 8.13062 1.73271 6.85677 24.912 22.961 8.6186 7.53144 6.07494 14.3424 4.88771 13.9144 1.26407 1.59789 12.6503 12.3808 9.90379 1.10824 2.47702 0.999566 8.79555
internal_count=4633 626 231 214 395 94 4007 1396 2611 2206 284 405 224 1350 1321 482 466 163 839 128 693 141 82 552 496 374 69 122 94 305
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=16 15 15 18 19 16 2 5 12 4 20 20 9 23 23 16 0 21 10 18 18 0 0 17 15 9 22 15 7 23
split_gain=1.34935 1.51722 1.83449 1.51895 1.25931 1.17951 1.3432 1.42437 1.14399 1.13106 1.10952 2.10847 1.3506 1.01444 1.17304 0.974404 1.89773 1.09211 0.970543 0.926291 0.900956 0.791065 0.780449 0.773195 0.803621 1.01869 2.06179 0.760117 1.12438 1.34619
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 12.851036860900001 13.534968349350001 186.79363985910004 10.726864994700001 95.011694655150009 269.33704784675007 41.319407281650008 39.955516828000007 182.80199813410005 0.076130000000000017 0.093635000000000024 18.734956189500004 94.047642319350018 6.7271511063500009 83.602982482550019 17.897406372600003 13.845746551550002 94.770837556450019 95.746747857800017 171.90167533095004 19.846565044850003 204.99169312540002 -0.047144999999999999 46.055224235250002 23.209106085000005 0.090465000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 5 13 9 -8 -6 23 11 -10 22 20 -15 16 17 -2 -16 -5 -1 -3 -12 -7 -25 -26 -27 -17 -29 -30
right_child=15 3 -4 19 8 6 7 -9 10 -11 12 -13 -14 14 18 27 -18 -19 -20 -21 -22 -23 -24 24 25 26 -28 28 29 -31
leaf_value=-0.0019946457577280485 0.00029985981772702382 -0.00082737852214371458 0.0021283011853630586 -0.0020186921256657312 -0.0021529291062512374 -0.0015687378531271602 -0.0011834548724587522 0.0011640399067496434 -0.0014483678533589635 -0.0020872543866760711 -0.0012747324114147464 0.00091532793236288499 -0.0020886088164410971 -0.0016771001004134672 0.0004548108570040646 0.00022593169866789821 -0.00079438225728205216 0.0020075498611132831 -0.0020571221560925349 0.0015691354854500566 0.00031013800488723694 0.0021033159125642942 0.00092751617093694719 0.00096485304361196929 0.00035519689433785215 -0.0019872286416165474 0.00033524971051430053 -0.0014108727773577271 -0.00089822670092489204 0.00074010475181302926
leaf_weight=0.68848822661675324 2.1384233604185274 0.68514990527182706 1.4352312700357277 3.4558680574991745 1.5530625475221302 0.96220757457195816 1.0793996210850298 8.2979996556241513 2.0771487723104638 0.89694783557206292 1.0782138860668058 4.2439141379436478 2.448053861502558 3.573261967729195 2.6104731736704712 140.03025158925448 1.9055311558768151 3.922282091807574 0.72661962830170512 0.28808243386447419 6.990820591658121 0.67632228136062622 1.3259716199245302 4.0257346858561531 10.852612098562533 2.4406785401515663 3.3531767218373707 2.5925061956513655 3.186092906165868 4.430783367715776
leaf_count=73 33 37 7 245 63 211 122 141 115 44 113 112 89 621 52 1415 23 27 142 3 350 3 31 91 132 72 23 126 82 35
internal_value=0.000127549 -0.000103875 -1.91675e-05 -0.00111032 -7.12085e-05 7.54398e-05 0.000282468 0.000893828 -0.000607018 2.80237e-05 -0.00039214 0.0001386 -0.00108354 -0.000377347 -0.000911703 0.000223751 0.00087892 0.00140502 -9.21382e-05 -0.00174262 0.000103503 0.000628468 -6.01343e-05 0.000115722 0.000194126 7.73614e-06 -0.000643101 0.000189011 -0.000317383 5.48007e-05
internal_weight=223.971 65.7654 60.66 5.10542 59.2248 46.4984 31.9088 9.3774 12.7264 22.5314 11.1733 6.32106 4.85224 14.5897 6.91035 158.206 7.96624 6.06071 3.33709 3.74395 7.67931 1.36147 2.40419 21.6344 20.6722 16.6465 5.79386 150.24 10.2094 7.61688
internal_count=4633 2892 2604 288 2597 2074 836 263 523 573 460 227 233 1238 815 1741 83 60 194 248 423 40 144 529 318 227 95 1658 243 117
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=16 16 23 23 10 10 16 12 22 23 23 9 18 15 0 15 19 22 15 15 18 5 9 9 21 21 22 15 20 7
split_gain=0.235462 0.527327 0.436935 0.66281 0.514511 0.468049 0.394673 0.319458 0.297285 0.318515 0.871169 0.868318 0.75876 0.874702 0.549166 0.480817 0.780011 1.01552 0.595171 0.480887 0.772915 0.783331 0.583159 0.687591 0.575919 0.957741 0.685207 1.9531 2.98957 1.55223
threshold=13.534968349350001 12.919969787500003 0.076130000000000017 0.093635000000000024 83.602982482550019 68.20618276945001 12.674970360400001 178.58312952045003 0.70681500000000008 1.0000000180025095e-35 0.079605000000000023 210.61272793875003 15.152522491700003 39.324897478350003 87.345316200150009 20.734744936600006 12.250988447150002 0.13747000000000004 20.152484759300005 23.949961253350004 14.830595894550003 15.839549529050002 215.63980588275004 217.47560379410001 4.5589219677500008 4.8814716696000007 -0.099379999999999996 38.992510055900006 41.037275035300006 23.164713644150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 -5 -1 -4 -7 9 11 12 -2 13 -11 -15 16 -12 18 -18 20 -17 -22 24 -24 26 -26 -21 28 29 -28
right_child=8 -3 3 4 -6 7 -8 -9 -10 10 15 -13 -14 14 -16 19 17 -19 -20 22 21 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.05906511926097778 -0.0029069439720101438 -0.060312200139744788 -0.055784148072085711 0.014314429918059309 -0.059974080719550321 -0.058941931729463909 0.036747595532589647 0.016682596115619119 0.031771031036924816 0.049758297052043363 0.030944871666055467 -0.052563004626987285 -0.0045753544909961251 -0.022630355410643045 0.037518307380918249 0.010188578343040209 -0.062513738111729958 0.051694378080649341 0.014967106595213876 0.0052030810308057521 -0.014100854013612262 -0.06562022050530622 0.0465634392654539 0.0065214641363733634 0.031615750050161866 0.0011542023406605156 -0.048416200813057926 0.0072421394954624088 -0.070300310919508738 0.0019043316930862939
leaf_weight=0.32112218794645375 20.870327064774759 0.60904699486127434 1.4908079706929132 1.8212861349456946 0.37006263621515234 0.19367689780847319 0.16934495471650723 3.7982393845741171 1.0234055456239719 3.4611728186719102 4.0485964051040346 1.2302664413582522 2.8020722111687064 1.1994831186020749 0.85968714579939831 2.8520152256824058 1.0114078498154415 0.58706238446757186 0.48339324124390248 12.004405203751956 3.8726768134511076 1.300620963796973 1.8309557042084614 6.2243300227855798 3.6072534856793927 60.772200148552656 2.6633928199298706 10.676984154153613 3.6261259907623744 8.4024723684415203
leaf_count=64 792 94 586 45 138 76 8 252 36 177 100 51 143 25 28 129 60 7 16 236 129 30 27 140 33 812 44 158 106 91
internal_value=0.000399369 -0.00875528 -0.00490931 -0.0189702 0.001769 0.00764697 -0.0463454 0.0130135 0.000916188 0.000711657 0.00177801 -0.00567113 0.0197672 0.0321232 0.00248123 0.000570287 0.0162531 -0.0123178 -0.0374578 -0.000245637 -0.0138184 -0.0270534 0.000746328 0.015623 -0.000431384 0.002861 -0.00610285 -0.0114527 -0.0250387 -0.0102071
internal_weight=164.184 8.77359 8.16454 3.8515 2.19135 4.31304 1.66015 3.99192 155.41 154.387 132.286 22.1006 8.32242 5.52034 2.05917 123.964 6.13046 2.08186 1.4948 117.833 8.02531 5.1733 109.808 8.05529 101.753 64.3795 37.3734 25.369 14.692 11.0659
internal_count=4633 1263 1169 777 183 392 594 328 3370 3334 2491 843 373 230 53 2118 183 83 76 1935 288 159 1647 167 1480 845 635 399 241 135
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=6 6 10 3 6 0 23 23 3 16 10 20 0 13 20 10 21 2 9 0 20 23 20 18 9 18 7 9 5 21
split_gain=1.31635 1.97589 1.53657 2.90519 1.41084 1.80486 1.37976 1.15554 1.09665 1.4966 1.83196 3.73586 2.38924 1.50805 1.42352 1.6139 1.22769 1.2009 1.61053 1.3234 3.5722 1.31825 1.29041 1.37396 1.1608 2.67454 1.75016 1.46235 1.14084 1.48709
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 14.745344522600002 94.625660817400004 0.094595000000000026 -0.086715 93.883646373400012 19.079955382750004 66.859265246100009 39.032633164100012 90.321439350550008 113.98793627290001 38.474425342400004 63.910026677050006 1.0000000180025095e-35 108.01392853780001 184.83999455315004 86.345209775600011 41.873095646600007 0.088350000000000026 41.289992964000007 13.344136431100003 204.99169312540002 13.781134552700001 23.623818563000004 200.15236065845002 19.221712148250003 6.4653354687000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -6 -4 -5 9 28 12 16 13 -11 -15 17 -12 18 -16 20 -19 -20 -21 -24 25 26 -25 -27 -3 -30
right_child=1 2 3 4 5 -7 -8 -9 -10 10 11 -13 -14 14 15 -17 -18 19 21 22 -22 -23 23 24 -26 27 -28 -29 29 -31
leaf_value=-0.00016543650686568176 0.0012799027093800678 0.0016042785967896572 0.00044643917875052813 0.00032989494246184778 -0.0015777267023633934 0.0010192827823808008 -0.00090664608309564039 -0.0021284202714186946 -0.00012473672213381888 -0.00089867572383650672 0.001030521386162011 -0.0023360726298824819 0.0013937901416760906 0.0012428417238911243 -0.00061557367121440232 -0.0013339609775216176 -0.00051777507335851137 0.00018468945870377102 0.0016677627554914523 0.00087690567690102837 -0.0018434096660052963 0.00050399544714686676 0.0012811808389697065 -0.00066759215830723619 0.00048330952341372303 -0.00053371834017834825 0.0010828396240452948 -0.0027615042200615299 -0.00091974427587518252 0.0017232747832352032
leaf_weight=43.168692960211047 6.470866857096552 5.9845950235612673 16.068194817518823 0.86994775803759861 1.9923117371217811 2.1275640521198511 3.5348357055336228 4.7440817074384505 23.648085668915883 4.0704013146460047 3.7752937246113998 3.0374691290780902 7.8755043596029273 6.0124820508062831 2.8315967842936542 2.388625167310237 4.1152213215827942 15.885121939470993 6.4617133215069762 13.179260756820439 4.2276401924900702 8.8916144818067533 3.420881241559985 4.3872307576239127 9.1940124714747054 2.2687847390770903 4.3970650061964989 2.2625409010797739 1.9705850756727161 1.3998824418522415
leaf_count=2056 58 41 105 15 58 24 64 245 961 35 23 56 59 51 28 30 41 114 107 100 85 41 18 29 66 14 17 42 39 11
internal_value=0.000141648 0.000216335 0.000176093 -0.000232353 -0.001108 -0.000236593 0.00020245 -0.00174748 0.000260665 0.000337877 0.000273101 -0.000488286 0.000358217 0.000267476 0.000322794 0.00025347 0.000223022 0.000302455 0.000743192 0.000167121 -0.000241611 0.000993787 0.000377318 0.000123401 -5.25517e-05 -0.000422547 0.000208604 -0.00164608 0.00109042 0.000178001
internal_weight=220.662 177.493 171.023 29.3369 9.73391 4.11988 19.603 5.61403 141.686 118.038 108.682 10.928 97.7545 89.879 85.8086 79.7961 7.89052 77.4075 18.1849 59.2225 20.1128 15.3533 39.1098 25.9305 22.5096 13.3156 8.7843 4.53133 9.35506 3.37047
internal_count=4633 2577 2519 511 342 82 169 260 2008 1047 956 120 836 777 742 691 64 661 176 485 199 148 286 186 168 102 46 56 91 50
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=5 5 22 5 9 18 2 17 17 20 20 22 9 4 18 7 20 21 6 23 8 10 6 15 18 16 7 4 20 8
split_gain=0.232536 0.519714 0.84472 0.477101 0.437555 0.44377 0.42706 0.41752 0.432483 0.7174 0.69253 0.608622 0.541748 0.526216 0.443432 0.700111 0.815344 0.762566 0.531003 0.516447 0.382833 0.669631 0.515424 0.433626 0.36628 1.0169 1.10153 1.3793 1.03971 1.16459
threshold=23.714185006400005 23.195398057700004 -0.06828999999999999 23.881206071300003 189.34276022045003 13.378437733750003 346.74082678410008 199.89028782265004 193.94976740385002 42.876019054300009 40.040404835300002 0.11873000000000002 226.58992707320002 376.61861354110005 13.278511569200001 19.164717746300003 41.641174900500005 16.639784844150004 17.435407375500002 0.091885000000000022 8.8430989333000021 62.425997789000007 16.625388449550005 31.028113015250003 13.552878921100001 22.584947186600004 23.032419884600003 220.25946365480004 41.976795488650005 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 20 4 -2 -3 -6 7 8 11 10 -10 12 13 14 15 17 19 18 -5 -17 22 -22 24 -23 25 26 27 -1 29 -27
right_child=3 2 -4 6 5 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 21 23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=0.016473472226727296 -0.031384204946540172 0.023827039740118013 0.039238439276378718 0.044258042417295626 -0.038593630814691436 0.006541370126311472 -0.042190527178852404 0.020774189874323813 0.006463314244466307 0.017304829011606612 -0.064000577217478871 -0.058398732366918511 0.056806500485751282 -0.059408576585793321 0.018946600113537514 -0.03613078182695291 -0.061241506340200376 -0.060617006866192258 -0.055579846962946655 0.007998430804549166 -0.044776520144465773 -0.023575694044828073 0.032726595542461774 0.016742137855374779 -0.0014283235684559316 0.02540539620999718 0.032700479340672023 -0.028673191631313402 -0.019937159501748663 -0.0043840460892394257
leaf_weight=7.4351201886020153 1.9115943247452403 1.5276139253983272 2.8174708307487881 1.6616517536458562 1.1775445819366726 1.5221513998694716 0.78566740192763873 2.4040787978447034 0.61929734051227514 0.9115320931887253 1.3556858150404876 0.51036790214129801 0.54747273400425989 0.42889397349790748 3.5237091525632422 1.152502696902957 0.99452784843742836 0.2985177055816165 0.17994992475723837 2.7062463568290696 1.5459079928696144 1.4371139574213887 1.5430046054534603 1.8722558887675402 87.068200747842639 5.7702561244368615 6.7102260899264357 2.8543001426733099 7.1814097752794614 13.036083426326512
leaf_count=152 36 26 44 79 22 21 67 31 11 20 58 36 10 40 45 229 105 21 124 28 29 37 26 28 2884 52 104 84 92 92
internal_value=0.000422732 0.00119986 0.0158221 -0.00515545 0.000215208 -0.0131455 -0.00238231 -0.000573863 -0.00402055 -0.0232072 -0.0419051 0.000593196 0.00321273 0.0005322 0.00297662 -0.00507005 -0.0166695 0.0212346 0.0345025 -0.00518176 0.000444955 -0.0147789 0.00100663 -0.000766126 0.000630302 0.00479992 0.0152984 0.00394972 -0.00206759 0.0047561
internal_weight=163.49 143.499 7.04478 19.9917 4.22731 2.6997 18.0801 17.2944 14.8904 2.88652 1.97498 12.0038 11.4935 10.946 10.5171 6.9934 4.85328 2.14012 1.8416 3.85875 136.454 4.85528 131.599 3.30937 130.056 42.9874 16.9996 10.2894 25.9877 18.8063
internal_count=4633 3693 113 940 69 43 904 837 806 89 69 717 681 671 631 586 362 224 203 257 3580 94 3486 65 3460 576 340 236 236 144
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=9 22 5 21 18 12 3 10 20 13 23 7 21 7 16 15 5 21 20 21 16 5 9 12 21 9 3 5 15 16
split_gain=0.226918 0.389018 0.324971 0.544306 0.250612 0.539417 0.491409 0.95791 0.673299 0.642935 0.524401 0.475942 0.46982 0.45666 0.709978 0.882578 0.456333 0.839141 0.645858 0.551436 0.528199 0.462252 0.456143 0.503824 0.389331 0.376803 0.425318 0.374646 0.365418 1.52067
threshold=38.283670303850009 -0.156745 2.7155367820000005 2.7200266080500004 17.108018746400003 172.53297924300003 80.785478361850011 80.538140213850014 45.458122212500008 98.050756475600011 0.098950000000000024 23.109894804950002 1.2847270946000002 26.545218975000001 17.684958644900004 20.343341900300004 16.546942136250003 8.3507597823000008 41.935569238650011 2.2033311313000001 17.084960047900005 16.810410538500005 188.08209940425004 224.02444024760004 12.489184206400003 219.87257840710004 78.322850714350025 13.340155591900002 28.579157549250002 18.554956610400005
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 11 22 -9 -12 -7 15 25 17 19 -19 -8 -20 -18 23 -2 -14 26 -15 -11 -23 -30
right_child=4 -3 3 -5 5 13 16 8 -10 27 12 -13 24 14 -16 -17 21 18 20 -21 -22 28 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.031327047192094712 0.0099134670655081462 -0.037687176422839933 0.027626208380466335 -0.054190530087623263 -0.055130498811258047 0.038793368893250864 -0.0055207405993398647 0.045860295874549657 0.052555570230440087 0.023209598446622636 0.015008332795908044 -0.053243741785317336 -0.055064105946631352 0.028932724077113628 0.053462915555171291 -0.053945805801181683 -0.016361898784003435 -0.05777953441104481 0.035118368050947653 0.029875045702235207 -0.026800887419618509 0.0076253945806863139 -0.055362210368193755 -0.056378432428158827 0.0046022359278325058 -0.053511041997559301 -0.035922766999113759 -0.0056006802061144391 -0.042571335650095951 0.00064280690463077187
leaf_weight=0.62433658445843343 0.80769965978106328 1.1393503597373627 0.39786446576908929 0.4924336924450472 0.31042116611206338 1.581747568096034 1.5512228839797879 0.15338523685932137 0.6808395693078636 2.0059590702876449 1.2531069272663447 0.9045860565820476 0.71446719719096996 1.6546190453827887 0.67503309249877919 0.76117941283155222 4.3395000179298213 0.67580980615457553 0.73068655235692836 5.1323089328943752 0.76134671067120507 18.687469082331518 1.9182531752157954 0.5038121099350974 0.50528753944672644 0.2203016606872551 0.32788848690688599 3.1239202131982893 2.2500987630628506 107.1093553265091
leaf_count=97 27 395 48 86 146 39 50 3 12 17 18 243 41 187 17 68 55 26 19 83 39 878 117 31 23 80 9 44 216 1519
internal_value=0.000363869 -0.0147228 0.00255168 -0.0176275 0.000615154 0.0114948 0.000223907 -0.0096323 0.00345249 -0.00195025 -0.0253926 -0.0388756 -0.00736353 0.0154563 0.00531247 -0.00565354 0.00110119 0.0125372 -0.0155879 0.0216598 0.00352254 0.000336574 -0.0391966 -0.0155523 -0.0303471 0.0110338 0.0182062 0.00566513 0.000902484 -0.000246335
internal_weight=161.994 2.65399 1.51463 0.890298 159.34 5.53119 153.809 12.5713 6.86869 6.18785 5.70263 1.05797 2.47286 5.22077 3.63902 2.96399 141.238 8.85137 2.16784 6.68353 1.49203 132.386 3.22976 1.31151 1.21975 2.20281 1.98251 5.12988 128.047 109.359
internal_count=4633 626 231 134 4007 546 3461 576 319 307 257 246 82 400 361 344 2885 217 84 133 58 2668 175 58 64 276 196 61 2613 1735
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=13 0 17 16 19 0 7 5 15 23 20 10 21 0 10 7 3 5 20 16 0 3 23 23 21 22 16 0 10 21
split_gain=1.18201 2.38849 2.62019 1.18033 1.84271 1.79397 1.28914 1.22222 1.14496 1.13869 1.05909 1.82212 3.33098 2.43211 2.34544 1.66611 1.3954 1.36023 1.78015 1.57024 1.45324 1.34123 1.0936 2.0378 1.85821 1.96696 1.0599 1.02588 1.18165 1.18016
threshold=109.34496908160001 95.44832900530001 191.20566072810004 19.224955043700003 13.751109481500002 92.168410086200012 24.176603375500004 26.429611911700004 29.171703351550004 -0.089139999999999997 36.654713368950006 66.859265246100009 1.0000000180025095e-35 90.321439350550008 64.369753017350021 22.907491544400003 88.813214339350012 24.458659404000002 42.206017975500011 22.454947490600002 88.122280599850015 92.913112988300014 0.082325000000000023 0.083395000000000011 6.0799633573000014 -0.09280999999999999 22.654947022900004 97.886760529650019 78.196493182200015 5.1185473364500007
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 -5 -2 -1 -4 -6 13 -13 14 17 -16 -15 18 20 -20 -12 -19 26 -24 25 -25 -21 -3 29 -29
right_child=3 27 9 4 10 -7 -8 -9 -10 -11 11 12 -14 16 15 -17 -18 21 19 22 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.00014320632914806739 -0.0025055740753772864 0.00039766504278269878 0.00059577259579075132 -0.00027558442948410794 0.00088976270099230446 0.0013244405552306838 -0.0023930724295878536 0.0003962689491868034 -0.0020287202855222529 -0.0021523103170414345 0.00041133889719230366 0.0011385984103722284 -0.0022979703581408936 0.00018364056587764631 8.9493450823338003e-05 -0.0024047246613918341 0.0019377810267811417 0.0013734042592364435 0.0016137852268926988 -0.0019854686509684291 0.0015753870929620054 -0.00083106038178491261 0.0014174571855664975 0.00056945048096618126 0.0001076191489222472 -0.0019214395281532094 6.7413892263292046e-05 -0.00013500804634299215 0.0001135403327711103 -0.0015844164070260994
leaf_weight=7.9749726668233034 0.83573073160368894 28.095597582636401 0.65806219691876311 3.4566152987536034 9.2614031776320171 8.2220293395221216 1.6250744382850824 1.6794291432888711 1.0568317634752018 4.8681997897801912 55.302140579093248 1.7379022184759367 2.8836825955659151 2.694696605205535 1.8863794654607762 2.2671835273504257 4.9395219199359417 1.2402488216757754 1.9322699252516056 2.4028780879452851 4.4556073173880568 7.3459181676153094 3.1378632746636894 1.7138575483113525 13.979249155847354 4.2198479296639588 1.6180449468083677 5.3599470010376518 24.272512214658491 3.6175404051318765
leaf_count=413 95 276 16 91 101 67 27 258 94 234 419 11 58 30 17 32 39 5 63 51 41 237 16 11 115 76 12 116 1444 168
internal_value=0.000149125 -4.76202e-05 -0.000761624 0.000256687 0.000204345 0.000881153 -0.000952736 -0.000567948 -0.000110936 -0.00182507 0.000252142 0.000200231 -0.00100568 0.000251298 0.000171023 -0.00127195 0.00131861 0.00023259 0.000304678 -9.39007e-05 0.000498132 -0.000512631 -0.000215788 -5.11914e-05 -0.00028262 -0.00120199 -0.00115938 0.000121822 -0.000111261 -0.000719057
internal_weight=214.741 75.9037 14.5581 138.838 128.1 10.7372 5.08169 2.51516 9.0318 5.52626 123.019 113.757 4.62158 109.136 101.501 4.15356 7.63422 97.3479 88.7618 29.004 59.7577 8.58617 27.0717 23.0508 19.913 5.93371 4.02092 61.3456 33.25 8.97749
internal_count=4633 2761 757 1872 1452 420 118 353 507 250 1334 1233 69 1164 1095 49 69 1046 804 344 460 242 281 218 202 87 63 2004 1728 284
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=16 10 17 4 13 7 2 21 10 22 0 5 21 5 4 3 13 20 21 14 16 18 23 2 2 23 21 22 6 17
split_gain=1.00419 1.25962 1.9762 1.33908 1.07606 1.5531 1.05559 1.00631 1.13309 1.00647 0.90797 1.39748 0.817849 0.78939 0.866497 3.11446 2.47511 1.40519 1.03447 0.883592 0.931444 1.40601 2.05158 1.83131 1.89456 1.36754 1.45767 1.02086 1.63324 0.805059
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 108.64328150955002 23.164713644150002 137.50513673700002 11.534227923400001 70.348883899450016 -0.23353499999999996 98.51854819030001 14.47989612135 1.9176293050000004 23.714185006400005 310.44950696480004 92.367355987800025 115.53111123975002 41.529896397300007 7.515317457250001 295.47576256845008 18.734956189500004 13.900697602550002 0.085235000000000019 79.152355410850021 178.46521675150004 0.11458500000000002 7.4379259131000008 -0.08725999999999999 14.785345457250001 188.13858192940003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -9 -8 12 -12 -3 14 19 16 -16 -18 -19 20 -2 29 -23 -24 25 26 27 -25 -29 -22
right_child=13 10 -4 6 5 -7 7 8 -10 -11 11 -13 -14 -15 15 -17 17 18 -20 -21 21 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0021254682706622055 0.0010351045607961688 -0.00062265838378111171 -0.0020800127941555009 0.001170370973938982 -0.0021105143889207606 0.0021801802839309077 7.400353418395292e-05 0.001255495921757687 -0.0014695325847721222 -0.0018043018584816336 0.00010834121191060899 -0.0010769867052614478 0.00066317729634066396 -9.256585245606161e-05 -0.0012932485684291244 -0.002651849127393603 0.0020337173712159247 -0.00044106657513683919 0.001320618748031366 0.0011372250821916183 9.6186071312654719e-05 0.00049028113212533451 -0.0023294904397129211 0.00089397219606584502 -0.0022394747693966497 0.0013288947099419116 -0.0018891092304582377 0.00038478987565246381 -0.0020281833612205702 0.00053851851700405717
leaf_weight=2.1774116452434131 6.4457605294883242 2.2126033491222179 2.6493627565214402 2.7278595193056372 0.62140436947811373 0.6784684807062149 2.2035954486345872 2.3970009207259868 0.7767600257648154 2.1836871943087317 19.787139228381424 4.7401985552860415 13.538225565280298 23.876076670479961 3.0855928561650199 1.7102851225063194 2.38925826177001 3.3665375374257565 2.0691564902663231 5.2269278140738598 22.60632954724133 12.206461289897563 2.0120813418179742 3.0587875894270811 1.730675340630113 2.2594931162893763 1.9305707216262815 2.7144840136170396 1.7893739901483057 52.692066036164761
leaf_count=188 53 53 156 92 194 3 94 58 55 198 1399 192 210 545 68 38 38 40 18 32 178 94 49 26 27 15 43 19 29 429
internal_value=0.000151137 -7.14056e-05 -0.000529219 -0.000230762 -0.0012827 0.000129013 0.000124756 -0.000252479 0.000588561 -0.000860888 0.000115179 -0.000120737 0.000482549 0.000234598 0.000295963 -0.000191674 0.000193972 0.000780423 0.000229538 0.000349632 0.000312018 0.000266767 -0.00011093 -0.00058453 -0.000324135 -4.20866e-05 -0.000368396 1.98077e-05 -0.00057388 0.00040572
internal_weight=207.864 56.6937 16.4156 13.7662 3.47728 1.29987 10.2889 7.56104 3.17376 4.38728 40.2782 24.5273 15.7508 151.17 127.294 12.6208 10.9105 7.82495 5.43569 114.673 109.446 103 27.7019 15.4955 13.4834 11.7527 9.49322 7.56265 4.50386 75.2984
internal_count=4633 2892 1038 882 385 197 497 405 113 292 1854 1591 263 1741 1196 202 164 96 58 994 962 909 302 208 159 132 117 74 48 607
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=16 15 15 18 16 4 16 20 2 23 2 22 20 10 22 22 16 22 20 5 2 7 6 10 3 2 22 9 6 18
split_gain=1.02098 1.63583 1.75702 1.75158 1.40885 1.65136 1.31569 1.10288 1.11756 1.06376 1.02705 1.66737 2.32087 2.10404 1.81594 5.28755 1.61341 1.53978 1.76045 1.53669 2.07889 2.00436 1.72224 3.20741 1.3536 1.25638 1.23048 1.22503 1.12139 1.11849
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 15.954962690350003 224.75522095420004 13.534968349350001 38.238138001450004 186.79363985910004 0.097645000000000023 121.84632764400003 -0.06828999999999999 41.808689985400001 62.111448187750007 -0.054875 -0.040509999999999997 22.534947303500005 0.075080000000000022 38.171717059500004 21.252944829650001 185.00267682035005 23.032419884600003 15.635365317800002 62.245871094250013 92.316275283350009 282.08781659895004 -0.105535 202.38851837455002 16.435384010100005 13.328768336950002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 -1 -8 -9 -7 26 19 14 25 -13 -16 17 -17 -19 20 -12 29 -23 28 -18 -14 -2 -15 -24 -21
right_child=10 3 -4 -5 5 9 7 8 -10 -11 11 12 13 27 15 16 24 18 -20 21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00034117619829669986 0.00083262309574494116 0.0007979434533580312 0.0021247102166246428 -0.0017842386339675393 -0.0014530770383060984 0.00019559871679098568 -0.00071231162234615874 0.00024130861042058675 0.0010940663252200903 -0.0019871096039171992 -0.00013921304276857187 0.0017273962943254607 -0.0023018602817721275 0.00066206501559976701 -0.0024483957970530472 0.00085946692808520995 0.0019656050555442988 0.00031806801532459908 -0.0022987627209826102 -0.00044450584371198644 -0.0019588314393969731 -0.0012358335334450815 -0.0005332756883267844 0.0018048966452523562 0.00072152971020596961 0.00030021090283724857 0.00025305251583269305 -0.00076380788602585113 0.0004056918094624353 -0.0025888849294344353
leaf_weight=13.492524449298797 17.828721007332206 1.2635614862665523 1.392119455966166 3.5674128552200273 4.7226630960940374 7.1116158595541474 2.9957697321224286 18.348824612476168 7.7700627142330623 0.89261201117187727 6.0735558792948705 4.7944163726642754 2.4046748247928913 6.0631155325099808 2.037715898826721 3.6272649602033225 4.2666340805590144 2.0105119608342652 1.6729348693042991 11.334677377017211 3.5241599194705486 2.3757142769172814 6.4507555533200565 4.9637067131698123 11.423342777416108 0.90793690690770734 48.152877046726644 3.3076987229287624 15.075546010863034 0.93523612222634334
leaf_count=1263 205 40 7 248 410 295 163 247 183 36 60 29 66 33 22 21 48 17 32 242 68 39 64 37 75 20 480 34 132 17
internal_value=0.000150034 -5.60887e-05 3.35684e-05 -0.00110886 -1.90415e-05 -0.000569274 0.000145315 0.000370768 0.000494994 -4.78116e-05 0.000229719 0.000102398 0.000377689 -0.000297626 0.000664799 0.00046133 0.000719114 -1.2131e-05 -0.000870435 -0.000128305 -0.000807354 3.01305e-05 0.00030136 0.000439221 0.00105984 -0.00158867 0.000409657 0.000158762 0.000124313 -0.000607954
internal_weight=220.788 61.5572 56.7262 4.83097 55.3341 12.7269 42.6072 29.1147 26.1189 8.00423 159.231 93.2496 42.5162 12.6834 29.8328 25.0384 23.0007 7.31071 3.68345 50.7334 9.59772 41.1356 28.8657 26.49 15.69 3.31261 65.9816 9.37081 21.5263 12.2699
internal_count=4633 2892 2604 288 2597 741 1856 593 430 331 1741 1056 397 153 244 215 193 70 49 659 128 531 272 233 123 86 685 67 196 259
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=16 16 5 12 16 13 17 20 16 23 23 21 22 9 7 22 19 9 9 16 20 15 6 18 9 18 23 22 0 5
split_gain=1.11385 1.5166 1.41665 1.08018 0.924938 2.28314 1.47885 1.57538 2.27523 1.7811 2.16135 2.23189 2.26833 1.4291 1.29096 1.20138 1.10812 1.097 1.02956 0.958149 0.900394 1.47947 1.31236 2.65727 2.4345 0.961854 0.876062 0.911426 2.98363 2.41856
threshold=20.394952307700002 20.034953149600003 23.714185006400005 358.96165787565002 20.674951653000004 113.89115178020002 212.38791228795003 42.206017975500011 22.454947490600002 0.082325000000000023 0.083395000000000011 6.0799633573000014 -0.09280999999999999 192.20980299475005 22.093462376800005 -0.083330000000000001 14.251149826300002 207.09414646890002 186.70853236170004 22.644947046300004 38.474425342400004 41.54912092575001 16.165377701450002 13.781134552700001 205.22231928645002 13.360173059150002 0.25799500000000009 -0.060989999999999996 92.168410086200012 19.973460566700002
decision_type=2 2 2 2 2 2 2 2 2 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 26 16 17 7 14 -9 19 -11 12 -12 -13 -7 -15 -2 -6 -16 -10 25 22 -22 -24 -25 -20 27 -1 -29 -30
right_child=2 -3 -4 -5 5 6 -8 8 9 10 11 13 -14 15 18 -17 -18 -19 20 -21 21 -23 23 24 -26 -27 -28 28 29 -31
leaf_value=-8.7843596425504151e-05 0.0019159935044578971 -0.0016621763386771907 -0.00016501827640941563 -0.0012051882148346508 -0.0019013858042590637 -0.00064799979274760325 0.0018520118084213867 0.0016542118820119984 -0.0023064701233543065 0.001412857392691923 0.00069990171293256482 -0.00092594027609452939 -0.00192525454927655 0.0011609112808900917 0.0011939914064377762 -0.00011333669993231656 0.0002423226873531827 1.0040066074662435e-05 0.00043843094309212123 -0.00037204558612631344 0.0011705003059789651 0.001116397820543294 0.00028694078495460155 -0.0026430169497989576 0.00024753380307036745 0.0017621221462969874 -0.001603058380627589 -0.0018409405811810539 0.00053847783801029764 -0.0018082762801617228
leaf_weight=48.349676592712058 3.0258937105536452 1.9923014738596965 22.619267733767629 2.5316548654373028 2.4121145326644173 3.3340067043900481 2.4697568640112868 2.7421184442937401 2.0272098816931279 3.4815446138381985 1.6801771242171524 3.2614768650382748 4.4060075450688627 5.4695542454719623 8.666466645896433 5.4672828111797473 2.8282182868570089 2.0547101050615311 4.2841694802045804 1.7744459640234707 4.5095432661473742 7.9900853186845771 26.816149792633954 2.3768161237239829 1.9684792421758173 3.8530433177947998 1.1443585965389491 2.2602925539249545 36.050335566884314 1.6993579127592955
leaf_count=2008 21 42 401 206 26 33 28 64 34 15 9 31 68 31 63 35 24 22 32 11 36 51 150 37 11 28 52 240 760 64
internal_value=0.000156427 -2.82922e-06 0.000272043 3.30908e-05 0.000364523 0.000321483 0.000383627 0.000345091 -1.57553e-05 -0.000181864 1.35609e-05 -0.000226608 -0.00120054 0.000190874 0.000516524 0.00052392 0.00110742 -0.00102214 0.000580735 -0.00140357 0.00047813 0.000368715 0.000201238 6.09711e-05 -0.00133356 0.00106521 6.81159e-05 8.97596e-05 0.000304382 0.000432835
internal_weight=223.547 94.028 129.519 92.0357 106.899 101.045 96.5783 94.1086 30.3098 27.5677 23.766 20.2845 6.08618 14.1983 63.7988 10.9368 5.85411 4.46682 60.4648 3.80166 51.7983 43.6611 35.671 31.1614 4.3453 8.13721 89.504 88.3597 40.01 37.7497
internal_count=4633 3372 1261 3330 860 815 767 739 298 234 189 174 77 97 441 66 45 48 408 45 345 285 234 198 48 60 3124 3072 1064 824
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=16 19 6 7 15 6 6 13 6 22 15 9 2 17 16 0 21 10 3 7 20 0 4 16 10 6 20 6 18 2
split_gain=1.034 1.77046 2.28355 1.57041 1.25254 1.15007 1.48599 2.35917 1.13284 1.39812 1.10449 1.02583 1.7191 1.34404 0.984504 1.76122 0.968301 0.962415 2.73054 3.41188 2.45911 2.25622 1.64627 1.62962 1.42653 1.23625 1.20696 0.984724 0.945249 0.9298
threshold=18.594956516900002 13.051052998800001 11.945279099550001 20.090200465600002 24.212507723600002 15.575363915900002 13.665319288000001 101.66942111915002 13.775321858200002 -0.237895 23.949961253350004 206.50942114985003 140.61735485095002 191.75825325995004 18.734956189500004 94.047642319350018 6.7271511063500009 66.859265246100009 84.812788641250009 24.374195395050005 39.032633164100012 90.321439350550008 171.12466686440004 19.154955207400004 65.571493801650021 15.945372561050002 38.396531328800009 16.695390085100005 13.378437733750003 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 5 4 -4 -3 6 7 -1 -8 10 -10 13 -13 -11 15 16 -2 21 -19 20 22 24 -20 -22 26 -23 28 -28 29 -16
right_child=14 2 3 -5 -6 -7 8 -9 9 11 -12 12 -14 -15 17 -17 -18 18 19 -21 23 25 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=2.2806117173297807e-06 0.00038066115193045072 -0.0010277032917665387 0.0006444496314073516 -0.0020336737197500817 0.00097659019322417521 -0.0019468056408992989 0.0014824169020375506 -0.001703336241831015 -0.0021985520221695807 0.00047102468959798777 0.00033909421771345796 0.00069086227130907881 -0.0016678772342094913 0.0020967070000695075 0.000757343463537209 -0.00072763318467453672 0.001939128145908068 0.0005106273508763932 -0.00063943576249175544 -0.0021551620155274283 0.00049660791887355421 0.00020527104324497732 0.0012228480491760299 -0.0022456131517719583 -0.00089584458789003908 0.0016965936916270793 0.00019871224478825843 -0.00058916945472652841 0.0016679714945205036 -0.001067121847618752
leaf_weight=27.515073195005247 2.2718026093207291 1.8256879646796713 0.93025209009647358 4.7423307694261894 2.8150754509260878 0.99729877227218722 3.2763082645833519 3.2172166062518945 1.3396927540306962 10.833281839150006 1.1172380186617372 2.6081947945058337 1.8947910284623501 2.1677920352667561 5.6343659589765576 1.9026322523131964 3.7591413594782352 12.205882676877083 2.7372950557619316 4.1006898875348261 1.1122163292020562 3.0488548763096315 4.3901919731870294 2.4997150748968124 4.2722364887595168 5.6021009758114815 92.887249231687747 5.9982969503616905 3.2703765332698822 1.2041950875427572
leaf_count=1654 33 89 97 253 61 251 38 141 85 116 10 18 67 12 77 23 27 82 22 96 23 32 32 45 38 43 959 147 29 33
internal_value=0.000123483 -7.58396e-05 -0.000792366 -0.00159449 0.000188096 5.8601e-05 9.56587e-05 -0.000176272 0.000455299 0.000286712 -0.00104461 0.000473581 -0.000301661 0.00074209 0.000206415 0.000853313 0.00135207 0.000171962 -0.000149665 -0.000692751 -0.00013435 0.000243311 0.000507642 -0.00140121 0.000172457 0.00117101 0.000214331 0.00015092 0.00083461 0.000436075
internal_weight=222.177 65.2802 10.3133 5.67258 4.64076 54.9669 53.9696 30.7323 23.2373 19.961 2.45693 17.5041 4.50299 13.0011 156.897 7.93358 6.03094 148.964 27.046 14.8401 10.7394 121.918 7.12749 3.61193 113.267 8.65096 108.994 98.8855 10.1089 6.83856
internal_count=4633 2892 500 350 150 2392 2141 1795 346 308 95 213 85 128 1741 83 60 1658 300 218 122 1358 54 68 1283 75 1245 1106 139 110
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=20 21 21 20 23 9 0 9 23 12 13 9 21 21 19 23 20 6 0 17 0 6 16 7 22 2 9 12 2 5
split_gain=0.240903 0.398732 0.406578 0.319703 0.456677 0.419544 0.42357 0.312286 0.932828 1.17287 0.838856 0.663756 0.800469 1.71783 0.578193 0.570915 0.849439 0.808203 0.516245 0.496391 0.476307 1.07395 0.605577 0.543624 0.953014 0.746763 0.704678 0.465687 1.43994 1.18663
threshold=49.292797572200008 19.549674911150003 3.4893684343500007 47.927946529500012 -1.0000000180025095e-35 63.05903418350001 71.249517373150013 181.33671263215004 -0.20885999999999996 194.34319615655002 117.60660091645001 186.70853236170004 15.399605826300002 10.581646629650001 14.451165964200003 0.10787500000000003 44.749265482150008 11.755274660100001 103.37390357390002 240.41195881570002 85.732241321850012 16.465384711100004 22.624947093000003 22.435297587800004 -0.096559999999999993 135.87377242040003 205.73475031020004 148.96091148645004 129.01927736685002 19.897785533950003
decision_type=2 2 2 2 2 2 2 2 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 7 5 -5 -7 8 9 -1 15 12 13 14 -9 16 -10 -18 20 -20 21 -13 -23 26 -25 -26 -24 29 -29 -22
right_child=1 -3 -4 4 -6 6 -8 11 10 -11 -12 18 -14 -15 -16 -17 17 -19 19 -21 27 22 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.048478162116632764 0.021400880061563675 0.01842887977520382 -0.049063318487948183 -0.048640084252273258 0.037382720780597831 -0.021552724012994958 0.04243397495298698 0.010113436908604738 -0.056156781300600631 0.027908623713398129 0.013786007881248038 -0.062186531070724672 0.051687337882553759 -0.040063211044590361 0.043290918199306305 0.016820277580627388 0.012234912362179873 -0.059427216332930216 -0.057427829222824855 0.0071362481517569997 -0.0002690590635956745 -0.061058701077051046 -0.041876022673923041 -0.031696299413143288 0.061225897374516065 0.0015903806947665253 0.016595412544595803 -0.055189234436435725 -0.00029127195849247512 0.017963250175452292
leaf_weight=0.78628987173942722 0.33196576451882664 0.66923047066666175 1.192026185828581 0.46554644254501942 1.8233286007307459 0.59872500132769324 0.72562037233728915 5.8312570170819509 2.965617082566494 3.365738073731336 1.8310712905367834 1.1841834356891903 1.5660168840549875 1.8840361721813668 2.3316170610487461 0.73253376062802988 1.568822881599772 0.73182495241053391 0.95169847810757235 0.62595764932484599 35.746777571912389 0.54662888412713062 1.6277993321418764 1.0129703248385338 1.3805320709943778 1.2861264469102023 1.0920285158790646 1.547653367742895 71.871351198875345 16.564670955762267
leaf_count=226 19 31 264 33 70 23 21 69 688 157 46 60 17 23 60 32 97 146 337 68 623 63 38 43 7 43 30 21 1080 198
internal_value=0.000734534 -0.0178036 -0.0337144 0.000984513 0.0175477 -0.00265794 0.0135061 0.0006082 -0.00813357 0.0134429 -0.0195751 0.00132049 0.0142406 0.00840371 0.0195901 -0.0297583 -0.0362373 -0.0105605 0.000212679 -0.0318111 0.000590105 -0.0126192 -0.00416885 0.000690564 0.014801 0.0324638 -0.0183994 0.00144428 -0.00144851 0.00550429
internal_weight=164.84 2.19322 1.52399 162.646 3.61322 1.78989 1.32435 159.033 11.9819 4.15203 7.82987 147.051 11.6129 10.0469 8.16287 5.9988 5.26626 2.30065 135.438 1.57766 133.861 8.13027 6.94609 6.39946 3.67963 2.66666 2.71983 125.73 73.419 52.3114
internal_count=4633 314 283 4319 147 77 44 4172 1392 383 1009 2780 169 152 129 963 931 243 2611 405 2206 284 224 161 93 50 68 1922 1101 821
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=9 0 3 22 15 21 15 16 2 19 5 21 15 19 22 18 20 16 6 6 2 21 10 10 3 23 21 16 5 0
split_gain=0.220891 0.355941 0.596394 0.606551 0.257753 0.471927 0.395155 0.327563 0.45342 0.54837 0.392299 0.52663 0.321025 1.05382 0.67994 0.423107 0.383088 0.585174 0.468723 1.20508 0.787482 0.760428 0.950758 0.667248 1.79007 0.908387 0.821561 0.771061 1.74763 0.807991
threshold=38.283670303850009 113.1679565431 69.085308578100012 -0.15962499999999999 11.870705757150002 17.123843457500005 12.537637863700001 13.534968349350001 292.59177727695004 10.950883550750001 13.713273242250002 18.220332737300001 19.846565044850003 12.250988447150002 0.13747000000000004 15.771515858900001 47.079243513300007 19.304954856600002 13.665319288000001 13.825323026450002 189.32640726775003 6.7841715403000018 70.077349628250019 71.053259929650025 83.613736315050019 -0.089139999999999997 1.9176293050000004 18.734956189500004 20.315138807500002 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=1 2 -1 -4 5 -2 -6 8 9 10 -8 -12 13 15 -15 -9 18 -18 21 20 -20 -14 -23 27 26 -26 -25 28 29 -21
right_child=4 -3 3 -5 6 -7 7 12 -10 -11 11 -13 16 14 -16 -17 17 -19 19 23 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.045625944177896761 -0.052530567467343366 -0.051102759012953351 0.010704466478536344 -0.050844172848119006 0.033015299178128926 0.016090151776849988 0.0078202326984342669 0.0064074813303282591 0.019458396723717818 -0.046445007199377046 -0.044909128360470861 0.051533590379784645 -0.002604721486453973 -0.042169656712569052 0.025414146166810841 0.04257817630082935 0.029753631224210018 -0.017133415252781052 0.010115909659234902 0.041505764998475712 0.051003709665280832 0.024908272507549518 -0.04798744210415265 -0.033277887243349361 0.01264177755661456 -0.053235667867138355 0.0038257513761392387 0.00062932667811033734 -0.032468833109484743 0.0037315083243065488
leaf_weight=0.45879378440440621 0.60440553726948454 0.51534897107012501 0.82868245715508282 0.77447161173040446 0.95716758727212337 0.42805115011287853 1.7610792453851893 1.2838935951003798 0.94775625341571856 1.2559292628575347 0.93170564675529 0.16692791879177094 10.863579867844235 1.0975653858040457 0.56317764101549972 2.1841147535014898 2.5111887892708178 0.90551384771242727 3.1823240639641872 4.1036164462566367 1.8696336932480333 0.56885134056210462 2.0945781389600597 1.7014897577464605 0.64298973488621536 2.8124425476416928 12.124056773725895 101.35584622551687 1.4485553282866019 2.1615740541601554
leaf_count=37 257 293 52 244 79 23 92 75 58 203 158 2 296 83 15 38 69 36 32 36 35 18 171 36 15 200 99 1429 409 43
internal_value=0.000589466 -0.0139331 -0.00464312 -0.0190292 0.000822627 -0.0240808 0.000983833 0.000790445 -0.0117229 -0.0189033 -0.00680755 -0.0302555 0.00120328 0.0135025 -0.0192512 0.0291874 0.000778061 0.0173274 0.000387913 0.00130029 0.0252477 -0.00847497 -0.0324185 0.000342781 -0.00878608 -0.0409771 -0.000740539 0.00178916 0.0170289 0.0284731
internal_weight=163.105 2.5773 2.06195 1.60315 160.528 1.03246 159.496 158.538 5.0634 4.11564 2.85971 1.09863 153.475 5.12875 1.66074 3.46801 148.346 3.4167 144.93 131.403 5.05196 13.527 2.66343 126.351 17.281 3.45543 13.8255 109.07 7.71375 6.26519
internal_count=4633 626 333 296 4007 280 3727 3648 513 455 252 160 3135 211 98 113 2924 105 2819 2334 67 485 189 2267 350 215 135 1917 488 79
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=15 22 16 7 17 22 23 19 13 9 16 17 9 16 16 17 13 13 16 20 23 3 19 21 18 7 2 18 4 2
split_gain=0.211957 0.621747 0.940866 0.392287 0.370082 0.261375 0.44349 0.246277 0.328583 0.26082 0.744671 0.642838 0.388907 0.419807 0.403441 0.288495 1.35793 1.01483 2.01379 1.04994 1.00739 0.814662 1.55404 0.894535 0.748978 0.628901 0.541982 0.783684 0.49299 0.669037
threshold=46.723315192750007 -0.082404999999999992 22.564947233300003 23.543468673550006 183.93802912725002 -0.63026499999999996 0.09721500000000001 14.651182102100002 117.61735474900001 223.65407503400004 17.684958644900004 192.28474763930004 219.87257840710004 18.974955628300005 18.764956119400004 201.39543491635001 117.39690118230001 115.13321943645001 20.719951547750004 42.527280425250005 0.08729000000000002 88.813214339350012 14.251149826300002 6.6686919569500009 17.327266398450003 26.545218975000001 325.13486840910008 14.122113655700002 372.37829975695007 205.16057895720004
decision_type=2 2 2 2 2 2 2 2 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 6 -1 9 -9 12 11 -11 15 14 -14 26 17 18 21 -19 -18 22 23 28 -25 -26 -7 -28 29 -17
right_child=1 2 -4 -5 -6 7 -8 8 -10 10 -12 -13 13 -15 -16 16 20 19 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.069138185216134629 0.033486978263846091 0.017522126060537886 -0.057094663177644528 0.016297180356889103 -0.055347715924938382 0.0023203747032705994 -0.0017282907430693241 0.024550072358496426 -0.0052630369093887974 0.032409702321926963 0.030236702206343193 -0.055085179045167534 -0.044088548634204985 -0.054067703549467855 0.011169239788102837 0.0058024948420494996 -0.0076615858066985884 0.054652514803320222 -0.060566093721047917 -0.00073026856833909406 -0.073211623090624414 0.04580481915773426 -0.084500093274544344 -0.03568968262140873 0.05446136267357949 -0.029673519268452388 -0.067324193176206942 0.0011513258619535245 -0.032059707040878932 0.045667733915013553
leaf_weight=0.40201892337790812 0.18363429536111686 0.71786676719784681 1.4112048147944731 2.2545162269379944 0.47001821221783757 116.98587214267536 0.86844172014389187 2.786471487954258 1.6616657660342751 0.37101815525966164 2.5522466846741736 0.65185927586571779 0.54264297491317792 0.73600658494979132 1.1832910031080244 9.6803325999390015 1.3221170473843806 1.7706473916769021 1.6887839809060086 2.1152643663808703 1.318476904183626 1.0341121247038234 0.62967501953244287 2.8373232121812193 0.56822321866638936 0.44691633826732868 0.77454131437843798 1.1992939859046599 0.81597128262274132 1.350761147579761
leaf_count=42 7 4 74 33 60 3048 27 32 37 18 57 109 58 19 5 198 24 32 37 28 31 18 12 169 10 82 69 112 141 40
internal_value=0.00056583 -0.0101477 -0.0319359 0.00580337 -0.0303909 0.00091112 -0.0230592 0.00110756 0.013413 0.00074405 0.0149053 -0.023349 0.000399641 -0.0205131 -0.00620411 0.000755851 -0.00435665 -0.000208377 -0.00524905 0.0245053 -0.0403914 0.000131177 -0.00276129 0.000517082 -0.0216948 0.0174209 0.00185514 -0.0257188 0.00774002 0.010684
internal_weight=161.331 5.03724 2.12907 2.90817 0.653653 156.294 1.27046 155.024 4.44814 150.575 3.57512 1.02288 147 2.46194 1.72593 144.538 25.5786 22.938 19.0521 3.88591 2.64059 17.3633 16.3292 15.6995 3.85246 1.01514 118.96 1.97384 11.8471 11.0311
internal_count=4633 178 78 100 67 4455 69 4386 69 4317 184 127 4133 82 63 4051 822 767 707 60 55 670 652 640 261 92 3229 181 379 238
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=16 19 8 17 6 6 13 16 6 22 15 15 21 16 23 23 20 12 21 16 20 9 20 19 21 16 21 23 22 9
split_gain=0.957137 1.5312 1.75954 1.61767 0.934092 1.09397 2.0026 0.901254 0.855758 1.16114 0.900549 0.798656 1.08128 0.983759 0.9558 1.31864 1.29523 1.78454 1.61417 2.29714 1.4134 1.28597 1.21776 1.04242 2.30753 0.948136 0.843503 0.837465 1.50656 1.15439
threshold=18.594956516900002 13.051052998800001 7.7439566930000003 236.15709471040003 15.575363915900002 13.665319288000001 101.66942111915002 16.499961415900003 13.775321858200002 -0.237895 23.949961253350004 46.055224235250002 15.294585115650001 22.674946976100003 0.083395000000000011 1.0000000180025095e-35 42.206017975500011 94.177001085000015 5.7328850847000004 22.494947397000004 38.110427674550003 192.20980299475005 42.123054668150012 14.251149826300002 1.8675847688500002 22.644947046300004 9.4810485893500012 0.091385000000000022 0.11873000000000002 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 4 7 -4 5 6 -1 -3 -7 10 -10 14 13 -13 15 22 17 20 19 -18 -16 26 23 24 -2 -21 -20 28 29 -19
right_child=11 2 3 -5 -6 8 -8 -9 9 -11 -12 12 -14 -15 16 -17 18 27 21 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=3.0410724496470529e-05 0.00076037402638775772 -0.0020254343179560322 -0.002044167734465242 0.00072362620194107346 -0.0019727004689192862 0.0014444243940073336 -0.0017338075643574661 0.00069911288279778105 -0.0021904515094953226 0.00046713436880740255 0.00033103720126538799 -0.0012230488628859654 0.00080507886606152402 0.00034513371138767172 0.00037207014500643986 0.00086409955853938316 0.00085902747247067061 -0.00012090549197386289 0.00032213710944064774 -0.0023342549477462838 -0.0018869846280810344 0.00036581746677353264 -0.00074624723529575186 0.00080654962834833283 -0.0018657832925486318 -0.00070946935223359007 -0.0016780405735583191 0.00051103039146425488 -0.0015164010337253677 0.00083334786131505694
leaf_weight=22.981154640498065 3.1601146473549333 0.53295777397579369 4.1368090523756109 0.9617521110922097 0.80680118862073769 2.7301558684557703 2.652039859967771 2.8365930458530784 1.156720312137627 15.943112786684647 0.95603341050446022 4.5042781452648324 2.3579240599647164 2.2004453828558326 1.7875268831849087 20.592227607034147 1.8797820005565906 13.115549459587788 1.2196847163140803 2.9773772405460477 2.3943646308034658 14.029786033555864 4.2428956738440311 9.3786784671246988 2.0311023574322462 2.3946504504419863 2.1570219877175987 49.150011806283146 2.0303736650384954 7.2878337590955189
leaf_count=1654 70 47 275 33 251 38 141 145 85 213 10 181 21 41 22 240 16 130 12 41 53 114 138 66 33 36 41 384 47 55
internal_value=0.000158 -5.69856e-05 -0.000809715 -0.00152207 7.79865e-05 0.000113629 -0.000152117 0.000268175 0.000441346 0.000289674 -0.00104946 0.000238417 -0.000314609 -0.000708382 0.00027426 0.000527982 0.000174703 0.000299249 -0.00020798 -0.000969979 -0.000921364 0.000109481 0.000160072 0.000424 -0.00026713 -0.00160999 -0.000955566 0.000370557 6.27937e-05 0.000219942
internal_weight=204.586 55.6941 8.46811 5.09856 47.226 46.4192 25.6332 3.36955 20.786 18.0559 2.11275 148.892 9.06265 6.70472 139.829 39.405 100.424 75.7657 24.6583 7.25181 4.18189 17.4065 18.8128 14.5699 5.19122 5.37203 3.37671 71.5838 22.4338 20.4034
internal_count=4633 2892 500 308 2392 2141 1795 192 346 308 95 1741 243 222 1498 547 951 691 260 93 75 167 307 169 103 77 53 616 232 185
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=16 16 10 17 16 7 2 8 20 10 6 18 16 20 7 7 18 10 6 20 21 0 20 3 9 23 19 5 5 21
split_gain=1.04774 1.23509 1.5242 1.43591 1.15862 1.1227 1.0583 1.10262 0.988072 1.86556 1.23219 1.62559 1.06074 1.16239 1.40897 1.73384 1.25906 1.28791 2.45524 1.50919 1.39835 1.24671 1.19516 1.0467 1.00449 0.982722 0.931995 0.922238 1.25985 1.31624
threshold=20.394952307700002 20.674951653000004 65.765062787050013 212.38791228795003 20.034953149600003 24.123805364200006 325.13486840910008 2.8477776226000002 38.474425342400004 63.910026677050006 15.785368822600002 13.015629076450002 22.454947490600002 42.081757894750005 22.435297587800004 22.598495330900004 13.193283301750002 62.041548276350007 16.265380038000004 42.720329370750001 2.6652760371500004 88.122280599850015 42.477827694800006 92.913112988300014 201.81004550795004 0.4149000000000001 14.251149826300002 24.458659404000002 29.741930202000002 15.294585115650001
decision_type=2 2 2 2 2 2 2 2 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 26 3 8 6 -4 25 -8 10 12 -3 -12 23 21 -15 -16 22 19 24 -18 -20 27 -17 -10 -19 -1 -2 -14 29 -29
right_child=1 2 5 -5 -6 -7 7 -9 9 -11 11 -13 13 14 15 16 17 18 20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=8.1580193359351047e-05 0.0018630360736432694 -0.00025852109830509746 -0.0021488907866322781 0.0016941069252174577 -0.0015430684673282237 4.5321584257007041e-05 -4.3933817096798996e-05 -0.0020270540384331932 0.0019788015602816046 -0.0013647948939031606 0.00020987643520025047 0.0017828246504475672 0.00033141860792473723 -0.0013026119786675372 0.0012626064198813256 0.00045940624332153234 -0.0009083215171611954 0.00091238594029902174 5.5902122136150858e-05 0.0009017158002400862 -0.0021698031081137008 0.0015249533294164014 -0.0022194911688782309 -0.00052394872546394087 -0.0004935114710750496 -0.0020416524215293584 0.00032783454839676153 -0.0021439459086494543 0.0013862658250575401 0.00031752120259889461
leaf_weight=89.543201850625337 3.0193640738725653 3.5557157639414063 1.7118171174079173 2.4996808506548396 1.7886802963912476 1.7352098813280461 2.3318289203816667 1.8644939788646295 2.2783263102173801 2.9052323140203944 4.4772072285413724 5.3046122528612614 50.000675315968692 3.3950272700749329 3.56002482143231 0.89920464670285882 2.1859426854643988 4.0452404916286451 1.5046886038035152 7.6932694485876709 3.4006870482116938 3.0318300426006308 1.9500447738682849 0.84711618488654483 3.505411121994257 0.81286733188244298 2.8318787608295679 1.9893891495885321 0.92371745407581318 1.3459332371130583
leaf_count=2961 38 29 23 31 42 20 157 168 68 38 35 49 361 61 32 12 46 15 11 70 66 29 49 28 29 44 24 79 10 8
internal_value=0.000139125 0.000258531 0.0002146 0.000253591 -1.03442e-05 -0.00104434 1.86509e-05 -0.000925066 0.000220494 0.000152019 0.000710598 0.00106288 0.00019963 0.000161158 -0.00013145 6.87648e-06 -0.000170631 -1.71139e-05 -0.000428214 0.000501214 -0.00148708 0.000325306 -0.00137405 0.00130046 0.000259694 6.2479e-05 0.00112003 0.000258274 -0.000600432 -0.00115065
internal_weight=216.938 120.597 114.746 111.299 96.3411 3.44703 94.5524 4.19632 108.799 95.4618 13.3375 9.78182 92.5565 89.4311 32.1395 28.7445 25.1845 22.3352 12.456 9.87921 4.90538 57.2915 2.84925 3.12544 7.55065 90.3561 5.85124 54.2597 4.25904 3.33532
internal_count=4633 1261 1199 1156 3372 43 3330 325 1125 1012 113 84 974 878 391 330 298 237 121 116 77 487 61 96 44 3005 62 458 97 87
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=16 10 17 4 2 10 21 13 7 0 5 22 5 21 20 12 21 5 7 6 20 20 7 4 3 10 20 5 14 18
split_gain=1.21445 1.39054 2.18684 1.60258 1.18795 1.23253 1.39078 1.08498 1.54834 1.02165 1.51228 0.990071 0.904425 0.853731 0.842714 0.840176 0.823381 2.03712 1.74073 1.1711 0.815465 0.802916 0.810031 0.751322 3.0379 2.60571 1.35576 0.967678 0.89603 0.746843
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 137.50513673700002 70.348883899450016 11.534227923400001 108.64328150955002 23.164713644150002 98.51854819030001 14.47989612135 -0.23353499999999996 23.714185006400005 4.9790488931500008 37.995872310650007 211.51213392550002 6.5613067478000007 30.133297129900004 22.958251375150002 16.575387281250006 44.952171034750002 36.772607578000013 29.911984439950004 310.44950696480004 92.367355987800025 64.294476189700006 41.529896397300007 21.757682542950004 295.47576256845008 13.900697602550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 13 6 11 -1 -9 15 21 -6 23 -5 -14 -3 17 -16 19 -18 -21 -11 -23 28 25 26 -25 -28 29 -2
right_child=12 9 -4 4 5 -7 -8 8 -10 10 -12 -13 14 -15 16 -17 18 -19 -20 20 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0021061580236593248 0.00043349377774549698 0.00026684799701962313 -0.0020518342974345811 0.0018952467799294125 0.00023322905025825586 -0.00136100475860503 0.00128509071723504 -0.0020953842572868503 0.002133829661189452 -0.0019688743627957334 -0.0010382026971313559 -0.0020468898145776229 0.00093673710116887806 -0.00032497761789146299 -0.0010598402279752073 0.0013173232205478409 -0.002193940695469093 0.0014602983069871246 0.00048113015959372341 -0.0020122311198407846 0.0011253093695480522 0.00023893668676348116 -0.0019684411639704236 0.0019980116788869641 -0.0025722913887701137 -0.0012569498741042593 -0.00086420366798495068 0.00086159919095381667 0.0011396915528146282 8.8080985446605729e-05
leaf_weight=2.3476242912001939 78.056243873201311 12.893844499194531 2.885631864424794 2.0083637307980093 1.8502653149189421 2.4963223206577823 2.6199192468775436 0.61814578220946692 0.66300016641616821 0.66605967344003758 5.2400693416129789 1.1356908579473373 2.6901023505488437 0.9393566550570539 7.4335392741486448 3.5988840279169372 1.7600071484921493 1.4101476350333539 10.296049672528168 0.44440731941722311 0.98372024763375521 20.916984420851808 0.6329274740855898 2.4905095882713777 1.6329966587945808 3.0935144731774926 1.8063909169286487 3.5802627578377724 5.3070354284718624 32.874142100568861
leaf_count=188 618 170 156 30 68 141 58 194 3 282 192 138 86 62 200 93 83 22 91 41 22 894 223 38 38 68 18 40 32 344
internal_value=0.000163489 -6.48093e-05 -0.000521997 -0.000221252 0.000142743 -0.000237438 0.000262891 -0.00132965 9.32575e-05 0.000117908 -0.000109254 -0.000634001 0.000254763 0.00118772 -7.97059e-05 0.000496073 -0.000202169 -0.000657998 9.67895e-05 -0.00114443 0.000148964 0.000109856 0.000174105 0.000319709 -0.000126091 0.000238029 0.000825136 0.000282859 0.000368047 0.000331131
internal_weight=215.372 61.5131 17.5643 14.6787 11.0499 8.1022 5.60588 3.62877 1.28115 43.9488 27.456 2.98596 153.859 2.94772 25.018 16.4927 22.3279 8.84369 13.4842 3.18813 1.42813 22.216 21.5499 128.841 12.6037 10.9707 7.87716 5.38665 116.237 110.93
internal_count=4633 2892 1038 882 497 405 264 385 197 1854 1591 206 1741 92 545 263 459 222 237 146 63 1399 1117 1196 202 164 96 58 994 962
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=8 22 22 2 21 9 22 20 10 6 12 16 0 16 22 18 17 15 15 9 6 2 21 8 10 3 20 19 5 23
split_gain=0.225325 0.819582 0.772947 1.08185 0.44544 0.400317 0.33772 0.88235 1.42185 1.11299 0.970025 1.40115 1.31355 1.00763 0.806787 0.716456 0.889327 0.684381 1.55324 0.886919 1.41071 0.924689 1.28115 0.944145 0.680316 1.37377 0.628729 0.995182 1.2681 1.16537
threshold=8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 4.4218562789000009 216.72927494925003 -0.064729999999999996 41.489621506400006 62.111448187750007 16.565387047600002 189.97915716370002 14.854965262600002 86.162394622750014 22.674946976100003 0.0027500000000000003 13.154691941050002 188.27285108100003 36.548474543700003 34.563011034450007 199.89081775665002 14.775345223550003 111.53582144370002 3.3686516035500005 8.1436447804000007 67.606656606400023 82.912048743050008 39.896141435400004 13.951125619400001 22.744024947450004 0.095830000000000012
decision_type=2 2 2 2 2 2 2 2 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 26 9 15 10 13 -12 -13 17 -14 16 -9 18 19 21 -21 22 -8 -24 -16 -26 27 29 -29 -1
right_child=1 4 -4 -5 -6 -7 7 8 -10 -11 11 12 14 -15 24 -17 -18 -19 -20 20 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.010752329237873099 0.022931630448552107 -0.039295893249252083 0.028666044921541296 -0.050749988682612449 -0.058537536776765334 0.0047594620565200125 0.012274168158896823 -0.045562301236908985 0.0020190133262463278 0.049649299766186039 -0.042500632426336393 -0.011097434008057161 0.04582680816563129 -0.041781719355459011 0.032171780671054931 -0.052533669881386899 0.035503988120195056 0.028276612454804693 -0.047571309775221553 0.0036661613602696247 0.047654785711585324 -0.049515616069827226 0.0034816113948361203 -0.055023146531891817 0.028053065257673399 -0.058562433984869135 0.0013695003558018095 0.011184343772495829 -0.033649015225920634 -0.05461005048912989
leaf_weight=6.1160393877435144 1.0803610419388863 1.0816009873524306 2.2485383919556625 1.1674063609098082 0.96244301300612267 1.2541828525718299 6.6712895571063324 0.77670212329394706 14.885818562925122 1.7621742206683837 1.0029075548372919 2.6097390132490537 5.1925082928501052 1.4787264652550209 3.1205441281199455 2.3412545772152953 0.74799554905621335 2.7514969501644364 1.7646595104597498 7.8889307316348987 2.7748492769896984 1.2399265100921173 1.4064830959832764 1.7345184888690708 1.2874924556817862 0.86000417545437802 73.119635655428283 8.1988143080379796 2.2677403531270093 2.3658239839005546
leaf_count=533 19 28 34 38 57 28 77 118 484 57 114 25 83 13 26 56 13 20 17 134 25 98 29 29 17 40 2100 88 59 174
internal_value=0.000734428 -0.00806809 0.00666887 -0.0153358 -0.0281582 -0.0156407 0.0011789 0.00419617 -0.0054273 0.00834021 0.00659807 0.0179432 0.0225812 0.000836351 0.0309834 -0.0340993 -0.0057923 0.00323876 0.000304793 0.00419524 0.0151126 -0.00633837 -0.000882292 -0.0288258 0.0163529 -0.00663369 -0.000862742 -0.00947669 0.00147051 -0.0229854
internal_weight=162.161 7.79453 4.49631 2.24777 3.29823 2.33578 154.366 62.298 18.7518 43.5463 41.7841 14.0732 13.0703 27.7109 10.4605 3.86595 1.5247 26.2322 23.4807 21.716 10.6638 11.0522 9.81229 3.141 5.26804 2.1475 92.0681 18.9484 10.4666 8.48186
internal_count=4633 204 91 57 113 56 4429 1475 671 804 747 305 191 442 166 187 131 429 409 392 159 233 135 58 83 57 2954 854 147 707
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=16 10 17 4 2 13 7 21 21 10 0 5 12 21 0 20 22 18 13 20 18 9 16 21 3 21 16 22 5 8
split_gain=1.0831 1.59189 2.24896 1.50431 1.3858 1.18835 1.74991 1.07453 0.997007 1.01826 0.882486 1.49252 0.911177 0.881156 0.825687 1.52956 1.53448 1.69974 1.9101 1.58331 1.2892 2.09986 1.2134 1.12471 1.10207 1.46082 1.09671 2.3062 1.37801 1.36478
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 137.50513673700002 108.64328150955002 23.164713644150002 4.9790488931500008 12.717166023350002 70.348883899450016 98.51854819030001 14.47989612135 211.51213392550002 1.9176293050000004 86.345209775600011 41.965446242000006 -0.082275000000000001 13.511883313150003 117.64961624655002 42.686561923500008 13.829007611650001 196.40176798710004 22.654947022900004 1.0000000180025095e-35 93.82450029455002 6.6209860876500004 22.554947256700004 -0.076544999999999988 21.990725385850002 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 2 3 5 7 -1 -7 -5 -6 -10 12 -12 13 -3 15 -2 17 18 19 -17 26 23 -23 -22 -18 -26 29 28 -28 -16
right_child=14 10 -4 4 8 6 -8 -9 9 -11 11 -13 -14 -15 20 16 24 -19 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0020475008396661034 0.00028053461075363867 -0.00092577126136001461 -0.0020160541926264848 0.0019263786004135924 -0.00073195143537611331 -0.002070787675373012 0.0021228581209861448 -0.00049624312285596569 0.0013608038445042372 -0.0013336305277883646 0.00013958836716536981 -0.00096322099921456611 0.0012833813149369128 0.00044099827784335369 0.0011580499530384847 -0.0022412257680932768 -0.0020321721225362633 -0.0021733466064879372 0.0014436324361341969 4.7577571506712535e-05 0.0004897431116131077 0.00020495224488840488 0.0014004817636889214 -0.0012722388063078178 -0.00210725214253476 0.00064794607948537872 -0.00087328406467574804 0.00090875886360837672 0.00039840793003906739 7.4900937896179914e-05
leaf_weight=2.4331225015339473 37.606634611496702 1.9646410613786454 2.9987872431520364 2.1495610348647456 5.6599929835647327 0.67539036675589137 0.74136456847190857 0.93234590225620184 1.9537487446796151 0.66867921617813397 23.045812033040423 5.3756967619992784 3.8229146978119379 11.380430685763711 16.200864570215348 1.2323996783234203 2.8081896523945025 1.2010570443235327 3.1552517911186433 8.3265992878004891 1.7179513182491053 43.77551995543763 3.2384525202214709 5.126576448790729 1.0896808810066434 1.833773640275467 6.4375761970877665 11.25098394602537 5.7119257114827633 5.5463891476392737
leaf_count=188 406 37 156 30 316 194 3 62 44 45 1399 192 93 133 161 26 49 50 47 148 23 435 41 95 33 49 35 67 27 49
internal_value=0.00015355 -5.33665e-05 -0.000524354 -0.000230334 0.000114592 -0.00124851 0.000123678 0.00119348 -0.000286866 0.000673764 0.000134793 -6.8999e-05 0.000472169 0.000239785 0.000238036 5.78824e-05 -0.000368301 -3.027e-05 0.000172177 -0.000247508 0.000342216 0.000145314 0.000287304 -0.000829988 -0.00118897 -0.000379019 0.000577108 0.000293937 -0.000275415 0.000881805
internal_weight=220.062 63.8025 18.213 15.2142 11.3643 3.84988 1.41675 3.08191 8.28242 2.62243 45.5895 28.4215 17.168 13.3451 156.26 57.2536 19.647 13.9153 12.7143 9.559 99.0062 53.8585 47.014 6.84453 5.73164 2.92345 45.1477 23.4005 12.1495 21.7473
internal_count=4633 2892 1038 882 497 385 197 92 405 89 1854 1591 263 170 1741 808 402 271 221 174 933 594 476 118 131 82 339 129 62 210
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=20 20 22 19 22 7 2 13 7 16 9 13 9 0 6 10 2 22 18 4 6 18 8 6 23 18 17 13 13 23
split_gain=0.212559 0.316224 1.02284 0.372556 0.314842 0.697545 0.301006 0.247971 0.59341 0.352383 0.33288 0.686448 0.734615 0.498237 0.582113 0.499289 0.38779 0.708869 0.371372 0.353877 0.336391 0.45805 0.44596 0.346003 0.321267 0.340689 0.426651 0.318879 0.433403 0.338438
threshold=31.914316944300001 34.515670600900002 0.15915000000000004 13.951125619400001 0.11061500000000003 23.960918281000001 111.53582144370002 117.97223122220002 22.773029501100002 22.764946765650006 216.07042296730003 115.53111123975002 217.47560379410001 96.741477366050006 16.345381907250005 78.962703749400006 361.99740083035005 -0.038374999999999999 17.108018746400003 274.52314445175006 16.695390085100005 13.220529463200002 9.4426310644000022 16.625388449550005 0.10336500000000003 12.252111811850002 162.43086425485004 117.76521994615001 117.69263157665002 -0.27450499999999994
decision_type=2 2 2 2 2 2 2 2 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 5 -2 -1 9 24 10 16 12 -12 14 -14 18 20 -18 -15 -17 23 22 -22 27 25 26 -9 28 29 -3
right_child=1 7 -4 -5 -6 -7 -8 8 -10 -11 11 -13 13 15 -16 19 17 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0084103286943751562 0.036269662546845931 -0.024829231387144851 -0.03763535489499651 0.060897379596432315 0.06357235065162925 -0.062713227585209752 -0.068274014635798713 0.027832596621045511 -0.064160023624497714 0.030364960643200729 0.046695997502898892 0.041097888946027963 -0.053951483194469144 0.0063774371322562907 0.011285325594649186 0.00010144617230288903 -0.068981351558399462 0.016835694534779039 0.049587486609815497 -0.060992752578051215 -0.017990450095805986 -0.054091069884936199 0.049338937247676753 0.032876929867581506 -0.037048732480263961 0.037582607730351887 -0.043646247280418347 -0.035325338285798119 0.01872503641438459 0.00035425495304722976
leaf_weight=0.33924960428703244 0.67119344418460947 1.8579088500409842 0.84123472490318807 1.1862498857080934 0.36164749170711719 0.38427212669921573 0.36442002841067733 0.52151841868180759 0.67723957600537676 1.383068736642598 1.1444407646777088 2.060745080234482 1.2173975071636958 2.6707858825102453 0.76416775249526825 0.81469543481944107 0.75468702744547045 0.58761445940763113 0.91713759209960688 0.54185732753830962 1.6293347080427336 0.9033371373952831 0.42592538721510198 1.1337880422652222 0.69723410997539748 0.83860430866479863 0.63635580864502117 0.85323598794639011 4.3833167087286702 129.50201214447588
leaf_count=43 44 93 22 18 4 58 179 22 33 15 22 34 50 52 24 44 84 37 31 108 197 29 25 47 19 23 41 11 32 3192
internal_value=0.000825831 0.000966815 0.0185262 0.0366738 0.0163966 0.000232139 -0.0313034 0.000581356 -0.0151369 0.000926436 0.000658856 0.0109188 0.0032128 -0.00397224 -0.0287937 0.00597527 -7.29981e-05 -0.0314135 0.0174227 -0.0243018 0.00022602 -0.01932 -0.00403733 0.00064589 -0.00281175 0.0091449 -0.0114514 0.000378364 0.000602785 -1.93148e-06
internal_weight=161.065 160.361 3.4446 2.60336 1.41711 1.05547 0.70367 156.916 3.37095 153.545 152.162 10.1312 8.07048 6.92604 1.98157 4.94448 142.031 1.3423 3.58792 1.35655 140.689 2.9586 2.05526 137.73 2.69371 1.99648 1.15787 136.596 135.743 131.36
internal_count=4633 4411 146 124 106 102 222 4265 138 4127 4112 365 331 309 74 235 3747 121 83 152 3626 251 222 3375 105 86 63 3328 3317 3285
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=6 6 10 3 23 6 0 10 0 2 5 3 23 23 22 23 21 0 5 9 18 18 5 0 19 18 2 6 22 17
split_gain=1.47771 1.8352 1.45484 2.29703 1.55729 1.3923 2.11085 1.24828 1.10342 1.50171 1.32529 1.23422 1.21457 1.44495 3.45417 1.10168 1.06071 1.31016 1.39585 1.24834 1.20447 1.86353 0.980585 0.962162 1.79143 0.961211 1.00844 0.954546 0.974184 0.939561
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 0.094595000000000026 14.745344522600002 94.625660817400004 78.196493182200015 86.345209775600011 314.93386866815007 20.389142059250002 93.345954747300013 0.081775000000000028 0.093325000000000033 0.0041150000000000015 -0.086715 4.7516206878500009 89.474575039450016 21.482549112100006 197.61184394335004 13.934548574650002 14.741741751300003 18.160071980500003 97.615226258450022 13.351077205700003 14.693728290050002 302.29361977965004 15.785368822600002 -0.056184999999999992 192.80507188075003
decision_type=2 2 2 2 2 2 2 2 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 8 4 -4 15 -7 23 9 10 -3 -12 -10 14 16 -5 17 18 -14 -19 -18 -22 -15 25 -25 26 -1 28 -24 -29
right_child=1 2 3 5 -6 6 -8 -9 12 -11 11 -13 13 22 -16 -17 20 19 -20 -21 21 -23 27 24 -26 -27 -28 29 -30 -31
leaf_value=-0.00024743040860939429 0.0012421663363279772 0.0012888565353945389 0.00042910859313516288 0.00036235081679496641 -0.00098268008507665741 -0.0016868102607334782 0.0011658818123424688 0.00011778603149806403 0.000844544031925837 -0.0022126187279126776 -0.0014182291293191964 0.00010301386457105732 -0.0017912912645457275 0.0016958857873713604 -0.002167033098821429 -0.0020716296535420353 0.00091811317235632368 -0.0004465277830157847 -6.7410155256772763e-05 0.0015592158479104706 -0.0011578226626674602 0.001159127045296545 -0.00092975827493476933 -0.0017788664618001368 0.00012844815566803949 0.00061827767983021348 -0.0021350867199743831 0.0012159069179366391 0.00044030244711374425 0.00038324083726937761
leaf_weight=5.9582516842056084 6.462476121261715 3.3635640218853942 15.843993121292447 0.82120092306286263 3.5306933708488932 1.7677136485581288 2.0939889037981629 25.989245194035902 19.300151605624706 1.0400097286037624 2.0489987656474105 51.679087801254354 2.8897179886698776 2.6371412537991992 2.5215029120445243 4.2113121051806921 9.8873860612511617 2.290906298905611 4.346460523083806 2.2958247438073158 3.1571782156825057 2.1607613228261471 3.1342992200516164 4.7845847446587859 2.9366961950436234 3.7731420780764893 1.2684939275495706 7.8172622397542026 4.9417047519236821 13.933706413954495
leaf_count=196 58 35 105 15 64 58 24 1491 224 83 18 1140 39 20 52 245 55 23 37 17 34 18 31 215 35 71 48 52 32 98
internal_value=0.00015692 0.000236944 0.00019821 -0.000199439 0.000171835 -0.0010082 -0.000139952 -0.00015483 0.000278823 7.65799e-05 0.000118281 4.4999e-05 0.000423408 0.00029234 -1.52247e-05 -0.00167445 0.000185521 -0.000246351 -0.00075583 0.000557419 0.000521323 -0.00021641 0.000572294 -0.000533283 -0.00105344 -0.000168161 -0.000578766 0.000472952 -9.14185e-05 0.0006825
internal_weight=218.887 174.177 167.715 28.2689 19.3747 8.89422 3.8617 44.7104 139.446 58.1317 57.0917 53.7281 81.314 62.0139 29.5497 5.03251 27.0282 11.8229 7.23618 4.58673 15.2053 5.31794 32.4641 18.7212 7.72128 10.9999 7.22675 29.827 8.076 21.751
internal_count=4633 2577 2519 511 169 342 82 2056 2008 1276 1193 1158 732 508 275 260 223 116 76 40 107 52 233 565 250 315 244 213 63 150
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=20 21 21 18 20 21 15 20 17 5 20 9 23 8 21 7 7 16 15 7 20 17 7 18 22 17 23 19 5 18
split_gain=0.209943 0.35136 0.360493 0.301203 0.287334 0.456155 0.409023 0.271717 0.688166 0.343416 0.556504 0.379389 0.821192 0.576254 0.647305 0.506875 0.524219 0.752239 0.37228 0.370837 0.765801 0.695296 0.593982 0.631839 1.46061 1.1791 0.727335 0.706419 0.600256 0.483805
threshold=49.292797572200008 19.549674911150003 3.4893684343500007 18.324911823050005 47.927946529500012 16.464809133250004 19.077611477100003 46.095286511800005 190.78889055330004 10.36813655115 44.749265482150008 63.05903418350001 -0.17949499999999999 5.1459841250500009 9.2861839891000013 21.115414688150004 22.093462376800005 22.744946812400002 33.995989817300007 22.721067571950005 44.131787411600008 196.81899330385002 23.109894804950002 13.317304170000002 -0.085550000000000001 191.56943241645004 0.10646500000000002 14.351157895250003 22.665750084250003 13.829007611650001
decision_type=2 2 2 2 2 2 2 2 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 7 6 -6 9 -9 10 -1 12 -11 14 18 -15 17 -17 -13 -18 22 -22 23 25 -25 26 27 -21 -29 -24
right_child=1 -3 3 -5 5 -7 -8 8 -10 11 -12 13 -14 15 -16 16 19 -19 -20 20 21 -23 29 24 -26 -27 -28 28 -30 -31
leaf_value=-0.048563967532030891 0.01979315339375454 0.017454122419800003 -0.060610016037506834 0.025545589839099287 -0.019224052536488338 -0.030363093605995154 0.03660882700488452 -0.053126857969926299 0.017078305531637038 0.04659988320604809 0.021036467556226464 -0.055321206304231353 -0.029652513341734115 0.033315408896460036 0.025489802770574513 -0.052268717996086476 0.0086432457872376127 0.0011195009682865712 0.059525804883090651 -0.04825682283408908 -0.06538503209794809 0.02328183802423146 0.0080896674507924642 -0.0011300888747983392 -0.062836509494564471 0.040197072691404247 0.011773086142274897 0.017925987250050159 -0.03124815092817268 -0.00030181039078205067
leaf_weight=1.1110407910764468 0.32894988346379195 0.66248106840066601 0.96168619373929665 0.15551830765252816 0.52876546907646105 0.5542123473715036 2.3868578064721078 1.0111914164663165 0.84599543538934074 1.612079134443775 0.57521139700838819 1.4476559930917567 0.65535467158770089 1.6147915616165835 0.53243611371726718 1.4713192769559094 20.545731878955849 2.1327702086418867 0.09951622039079655 2.1902456325478834 1.0608934882329766 0.40244960621930648 33.24789795698598 3.1631819731555879 2.1094295090879305 1.8479623494204123 3.114450853667222 1.6744406670331957 1.6028926986618897 71.220196440910513
leaf_count=630 19 31 224 40 54 32 61 108 38 34 32 505 64 67 63 40 280 31 1 38 84 15 354 41 39 15 23 12 34 1624
internal_value=0.000817514 -0.017187 -0.033056 -0.0486169 0.00105665 0.0174035 0.0264832 0.000691389 -0.0211466 0.000955723 -0.024822 0.00124217 0.0245607 0.000888455 -0.0291356 0.00131206 0.000957568 -0.0206755 -0.0479341 0.00150594 0.000300347 -0.0409998 0.000803268 -0.00961243 -0.0258172 -0.00142055 -0.010382 -0.0230021 -0.00612432 0.00236885
internal_weight=160.868 2.10864 1.44615 1.1172 158.759 3.46984 2.91562 155.289 1.85719 153.432 1.68625 151.746 2.26743 149.478 2.07961 147.399 145.784 3.60409 1.54717 142.18 121.634 1.46334 120.171 15.7026 5.27261 10.43 8.58203 5.46758 3.27733 104.468
internal_count=4633 314 283 264 4319 147 115 4172 146 4026 662 3364 98 3266 569 2697 2630 71 506 2559 2279 99 2180 202 80 122 107 84 46 1978
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=6 6 10 3 6 0 23 23 0 2 5 3 23 23 22 9 18 20 21 2 16 6 10 20 21 13 22 23 0 19
split_gain=0.925465 1.87432 1.05787 2.43736 1.42056 1.80638 1.35034 1.29449 1.25926 1.36635 1.24321 1.00578 0.999453 1.33662 3.45435 1.13421 1.4526 2.38088 1.1523 1.04806 1.42301 1.78267 0.977774 0.915362 0.885353 1.31443 0.87027 0.829488 0.822627 1.3934
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 14.745344522600002 94.625660817400004 -0.086715 0.094595000000000026 86.345209775600011 314.93386866815007 20.389142059250002 93.345954747300013 0.08079500000000002 0.093325000000000033 0.0041150000000000015 207.52229237540004 13.900697602550002 41.319407281650008 4.8172533029000011 90.828344481500011 20.034953149600003 15.785368822600002 78.196493182200015 39.955516828000007 3.0344668838000004 114.08740922370002 -0.083004999999999982 0.082685000000000022 97.615226258450022 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=22 -2 8 7 6 -6 -5 27 9 10 -3 -12 24 14 15 16 18 -18 -14 -15 -21 -22 28 -23 26 -26 -10 -4 -1 -30
right_child=1 2 3 4 5 -7 -8 -9 12 -11 11 -13 13 19 -16 -17 17 -19 -20 20 21 23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0001150367021901828 0.0012250084034231522 0.0012431259386533901 -0.00032246661417836798 0.00056750894550844854 -0.0014962918601549322 0.0010864897640952651 -0.0020814535381593418 -0.00085402738964277815 -7.9688645702910153e-05 -0.0022485951992105451 -0.0013472975520888351 4.2467350806078446e-05 -0.0003151765525262683 -0.00033068925132810796 -0.0021257834031262993 0.00089322781696313995 0.000209454046866258 -0.0021523472315132428 0.00076492526500134938 0.0016042155022774876 -0.00055329177060549849 0.0017509962994196743 0.00014501369144258506 0.00057289988650244185 -0.00083586999991994051 0.00081876400146294233 0.0015854604873711184 0.00070027775526933071 -0.0016975220012981961 6.4355680680689334e-05
leaf_weight=10.022277483483778 6.4708997923880807 3.0944245979189864 3.872362408321357 0.85093346796930003 1.8822556827217338 2.1365413684397936 4.3285978429485077 3.4072998836636534 1.4167247158475227 0.96446234412724052 2.0015443414449683 49.887634640384931 6.3321585748344758 4.2650155946612349 2.5975336022675029 6.5285628102719775 3.7551029820460817 2.7196305654942989 8.6172221899032575 5.1556854506488916 4.8106015026569393 2.9130698926746872 22.627570422973804 14.919373270124195 2.3540403470396978 7.2022011764347553 6.3972721658647078 12.047709415201096 4.0658691708813413 2.8018348710611463
leaf_count=315 58 35 34 15 58 24 245 64 24 83 18 1140 42 36 52 49 34 56 53 39 33 24 1491 101 29 54 106 71 215 35
internal_value=0.000148893 0.000210189 0.000170259 -0.0001663 -0.000980823 -0.000123189 -0.00164626 0.00022135 0.000240886 1.9661e-05 5.94483e-05 -1.11407e-05 0.000395631 0.000282449 -5.28915e-06 0.00019176 -2.19979e-05 -0.000782591 0.000307423 0.000556605 0.000692738 0.0004852 -0.000116232 0.000765351 0.000803613 0.000411169 0.00128356 0.000451508 -0.000466224 -0.000978724
internal_weight=210.446 170.929 164.458 28.5257 9.19833 4.0188 5.17953 19.3274 135.932 55.9481 54.9836 51.8892 79.9842 62.614 30.5502 27.9527 21.4241 6.47473 14.9494 32.0637 27.7987 22.643 39.5176 17.8324 17.3702 9.55624 7.814 15.9201 16.89 6.8677
internal_count=4633 2577 2519 511 342 82 260 169 2008 1276 1193 1158 732 519 286 234 185 90 95 233 197 158 2056 125 213 83 130 105 565 250
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=8 22 8 0 10 23 23 22 20 6 6 22 0 9 12 18 23 0 10 23 8 19 21 16 19 22 18 16 21 22
split_gain=0.207581 0.697702 0.841895 0.591196 0.83916 0.516077 0.384504 0.322168 0.763983 0.936621 0.847817 1.23372 1.09498 0.790408 0.896349 0.869883 0.925215 0.848928 0.98976 0.751915 1.15398 0.8191 0.798391 0.995723 0.691887 0.619915 0.622391 0.613363 0.740529 1.02475
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 88.350799540950007 61.928633034850002 0.094595000000000026 0.10249000000000003 -0.064729999999999996 41.257948413050009 16.565387047600002 16.415383542800004 -0.057599999999999998 86.036037090600004 199.89081775665002 189.97915716370002 14.668863553700001 0.075810000000000016 86.162394622750014 70.128430332750014 0.08376500000000002 8.2435668022500028 14.351157895250003 1.0000000180025095e-35 19.794953710800005 14.551174033150001 0.15684000000000003 15.192788671300002 22.644947046300004 3.9632429946000003 0.063030000000000017
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 -4 -1 9 13 27 -12 24 14 19 -15 -17 -16 -19 22 -21 -22 -9 -24 -13 -18 -27 28 29 -10
right_child=1 5 6 -5 -6 -7 -8 8 10 -11 11 12 -14 15 17 16 25 18 -20 20 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00085315196875889257 -0.002188568124447678 -0.060569470439460857 0.040388423151017788 0.012054539850423577 -0.074164582358426254 0.005530386308128723 -0.0053102316728643887 0.032890569587378259 -0.063554964941854281 0.05040530338965301 0.035041150896427516 0.0057817553431161852 -0.066191791561725291 0.027545720853904748 -0.029916871372056793 -0.047726228160361747 0.018328492081192822 0.043718440440046955 -0.024380122657645345 -0.00042535721615204116 -0.066852514092205342 -0.014898407616132842 -0.02813912148722271 0.025547534928706012 -0.062879214898804714 -0.062104698019310137 0.0094362594654782209 0.056313346993531709 0.0049087159428538186 0.012585148276901128
leaf_weight=91.666679616530928 1.0352458570851015 1.1400776334048703 1.655892617069185 1.2441038643009958 0.94376461405772705 0.52613897391711351 0.8488023955724201 2.4006134705850881 1.2130987764685461 1.590265728678786 0.9183584228157996 1.8595304994087194 1.9487670531962065 9.1532734110951441 0.85357119236141343 0.97759267577202891 5.4345833692423184 3.3564823307096958 0.80686798515125691 5.2479059050092456 1.8363082744181158 1.8634235598146913 2.637464872590499 1.7525791153311727 0.5889857131987809 0.655884228646755 0.85220027800096432 0.61487435176968652 13.569082879355845 0.96913939111982461
leaf_count=2954 21 42 50 23 25 24 19 41 127 56 9 147 32 85 14 35 122 27 92 109 30 17 57 13 12 20 40 9 343 38
internal_value=0.000779442 -0.00825465 0.000891971 -0.0177662 -0.036513 -0.0396972 0.0249019 0.0012167 0.00432199 0.00890033 -0.00400173 -0.0231573 -0.0353118 0.00715552 -8.22913e-05 0.0159541 0.00255787 0.020238 0.0305208 -0.00655982 -0.0170722 -0.0406851 0.00729174 -0.00670651 -0.0107345 0.00963834 -0.0216778 0.00221986 0.00010825 -0.0297409
internal_weight=160.162 7.39403 5.72781 3.22311 1.97901 1.66622 2.5047 152.768 61.1009 39.419 21.6818 5.31564 4.39728 37.8288 20.7552 17.0735 7.92026 5.01692 4.16335 15.7383 8.94764 3.69973 6.79066 4.39004 2.44852 6.94267 1.50808 16.3662 15.7513 2.18224
internal_count=4633 204 138 69 46 66 69 4429 1475 758 717 200 191 702 400 302 217 133 119 267 156 47 111 70 159 182 60 517 508 165
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=5 7 17 5 22 22 6 2 12 17 7 23 23 6 17 5 23 13 17 18 9 8 10 2 15 15 15 7 19 22
split_gain=0.218599 0.452303 0.473115 0.449342 0.781354 0.545545 0.430471 0.41111 0.500693 0.543993 0.425948 0.572477 0.528018 0.546549 0.618428 0.661854 0.629322 0.497232 0.405353 0.394478 0.34913 0.34882 0.573523 0.353516 0.406505 0.348976 0.481285 0.464961 0.381651 0.403276
threshold=23.714185006400005 24.374195395050005 199.05253715360001 23.195398057700004 -0.06828999999999999 -0.082404999999999992 16.475384944750001 323.30468295165002 339.23570617260003 193.94976740385002 23.276000438150003 0.12140000000000002 0.10787500000000003 15.635365317800002 193.58688265170002 28.543718473100004 0.093325000000000033 116.36722171835002 162.04221493815001 13.758874730250001 190.36745536595001 8.8430989333000021 62.425997789000007 71.708303056200009 32.355961258350007 42.33967733730001 41.54912092575001 24.717948180000004 14.651182102100002 -0.11534
decision_type=2 2 2 2 2 2 2 2 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 7 18 5 20 -4 8 9 10 11 12 13 -2 15 16 -15 -17 -1 -11 -5 25 -23 -24 -25 26 28 -27 29 -20
right_child=1 -3 6 4 -6 -7 -8 -9 -10 19 -12 -13 -14 14 -16 17 -18 -19 21 -21 -22 22 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.053937303049510124 0.038341441171821748 -0.058293495551567168 -0.0026641812933032327 0.041363473672415989 0.045503714283041126 -0.036715339943828577 0.047129099340769323 -0.067109799675087095 0.066595563680519443 -0.057302157060492243 0.018701599581086907 -0.081230845214797481 0.026852481310722182 -0.068724648353872958 0.067315182395161252 -0.075956763344594447 -0.017508813749620079 0.015141066766792685 0.007840519688730261 0.0028814811904243429 -0.0037569299706321324 -0.050144347740460324 0.024180490589201513 -0.052372913231646084 0.011007358004236217 -0.0429087964641853 0.023111720146764159 0.01308451427699879 0.028122840820104886 -0.0011063689442910207
leaf_weight=0.56181928092701028 0.76404175482457493 0.65968236885964771 1.591692898422479 1.2432380862301218 2.6346068393904707 1.1816959641873834 1.3363109595375133 0.48176123562007056 0.38306951103732068 1.4638361317338415 2.8697009384632102 0.44635421194834712 1.6554944209929088 1.7540124464721882 0.32750422018580128 0.28609779031830873 2.3470235290005803 2.0255455364385853 27.439495362028538 0.6616402119398116 1.6968132695183156 1.4458633577451099 1.3402283787727358 0.83620253106346332 0.8576663751155138 1.6281613486353301 4.455953500699251 1.0025731987552715 2.2058044560253611 90.936199159682928
leaf_count=257 32 33 30 23 44 19 16 74 6 64 25 16 27 341 3 104 44 122 1230 3 27 29 17 31 15 27 38 27 25 1884
internal_value=0.00083015 -0.00566849 -0.00378115 0.00171799 0.0179902 0.000403583 0.020061 -0.00829489 -0.00640393 -0.0083191 -0.00316572 -0.00969832 -0.00621253 -0.0135069 -0.0193843 -0.0238121 -0.0394138 0.00386645 0.000889561 -0.0385676 0.0153228 0.00112265 -0.0166181 -0.00064149 -0.0202812 0.00174519 0.00223572 -0.0215697 0.00146427 0.000967521
internal_weight=158.52 19.0538 18.3941 139.466 6.75635 4.12175 2.928 15.4661 14.9843 14.6013 12.4758 9.60607 9.15972 7.50423 6.74018 6.41268 4.10104 2.31164 132.71 2.12548 2.94005 132.148 4.47996 3.0341 1.69387 127.668 125.037 2.63073 120.581 118.376
internal_count=4633 940 907 3693 113 69 46 861 787 781 714 689 673 646 614 611 385 226 3580 67 50 3323 92 63 46 3231 3177 54 3139 3114
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=4 17 23 4 23 22 22 15 5 8 7 20 3 16 22 6 6 5 5 5 22 0 6 9 3 19 21 17 9 22
split_gain=0.203583 0.562403 0.535687 0.530103 0.479083 0.441533 0.982859 0.876441 1.50259 1.39885 1.22556 1.17725 0.893856 0.864502 1.07379 0.864178 0.810807 0.800315 1.26342 0.789331 0.715624 0.71169 0.706565 0.716706 0.692523 0.631902 0.61029 0.661148 0.591608 0.584603
threshold=228.08113677860004 205.96542837505004 0.4369650000000001 228.67830428740004 -0.42796999999999996 -0.06828999999999999 -0.054875 26.384523135650003 21.252944829650001 8.543332867800002 23.050081659550006 42.527280425250005 93.181958801350021 22.644947046300004 -0.047144999999999999 16.345381907250005 16.525386113000007 22.327062271350005 23.195398057700004 17.977320987800002 -0.011849999999999999 86.103248543850015 11.865277230300002 194.29956510785004 91.302726568150021 14.651182102100002 4.1356549245000007 195.18216166535004 212.80230024750003 -0.040509999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 -1 7 -7 22 9 19 21 15 -13 14 -8 24 -15 25 -19 28 -20 -10 23 -5 -12 29 -17 -28 -9 -16
right_child=2 -3 -4 5 -6 6 13 8 10 -11 11 12 -14 16 17 26 -18 18 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.044807133374258366 -0.060735215921441037 -0.024224852011600843 -0.052677990315278186 0.0039328928289677568 0.0045070114513642949 0.03655972927331004 -0.078188568465447028 -0.05063206841189348 -0.012777108108271398 0.016033578034326965 -0.0089256433915278263 0.040308319587748727 -0.0059583525758143694 0.04192085694757449 0.052751450541254429 -0.026315290586379748 -0.017008623235871413 -0.055540880416418206 -0.050853669928062034 -0.061457419486216934 0.01916566172705312 -0.058232147614299568 0.021212871503322819 -0.049906076251473828 -0.072353830511079659 0.062237633572587429 -0.003606286990115083 0.032215787580316228 0.013706738295030234 0.00052910333286606539
leaf_weight=0.73942407753929629 0.54683738970197637 2.7196844007557948 0.74992996462924466 4.3186098378191655 72.05351921230249 3.2760158587698234 0.68514769883768778 0.98207379740779144 4.3483022762811769 1.7267981742043046 1.4210990230785712 4.7049423975404343 2.3146089263027534 3.2572989906184366 0.833511329736221 2.2407037119846782 1.182308424497023 2.3220331883057943 0.69593488986720364 4.1372390569886193 2.456535916942812 1.8134318427182732 7.5653812464734074 1.1668260917213045 1.1628347877413032 0.69026420218869944 5.2066684369929117 3.0271098368102685 1.1560026085935531 17.895027914342791
leaf_count=88 18 93 29 627 1651 54 18 68 153 37 34 38 45 56 14 52 28 45 33 133 84 24 296 201 31 8 33 27 25 590
internal_value=0.000706561 0.00298931 -0.00139858 -0.000924597 0.00400608 -0.000518739 0.00485849 -0.00430432 -0.00942704 -0.0325485 -0.00237587 0.00492164 0.0250525 0.00139878 -0.00291067 -0.00589969 0.0262274 -0.000838772 -0.0214225 -0.045917 0.0037083 -0.0261548 0.00913632 -0.00751938 -0.0374699 0.00496414 0.00188832 0.00956353 -0.0158457 0.00285325
internal_weight=157.396 75.5126 81.8835 81.1335 72.7929 80.5867 33.2941 47.2926 34.2418 8.00211 26.2397 20.078 7.01955 30.0181 25.5785 13.0584 4.43961 24.8933 5.4745 6.27532 3.15247 6.16173 13.0508 5.48544 2.58393 19.4188 10.4745 8.23378 2.13808 18.7285
internal_count=4633 1832 2801 2772 1739 2754 930 1824 700 263 437 260 83 876 792 177 84 774 162 226 117 177 1124 828 65 612 112 60 93 604
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=6 3 6 3 18 20 0 10 21 22 20 21 20 23 7 13 4 6 10 20 6 21 15 6 8 9 2 15 21 22
split_gain=0.20174 0.730059 1.14725 1.0752 1.57208 0.836687 0.723291 0.735341 1.18459 0.846206 0.67399 1.04898 0.710498 0.621466 0.614223 0.581207 0.476389 0.51438 0.466574 0.447045 0.693049 0.683038 0.5667 0.871389 0.563824 0.813229 0.506635 0.48831 0.748935 0.59513
threshold=14.845346859150002 86.26455603170001 15.155354102400002 85.589753040950015 14.329845562450002 37.817254840650008 95.550490414250007 69.873026810350026 0.87557407920000008 -0.14008999999999996 37.041406607950009 2.0976681454000006 39.852039223600009 -0.08138999999999999 25.221560561650005 101.66942111915002 143.58239362595003 14.415336812050002 62.678712853250012 40.722669576350008 13.665319288000001 6.9984086918000008 28.579157549250002 13.915325129350002 7.8438787148500007 214.65309737590005 62.357017394150006 19.314972497650004 2.4659823166500003 -0.21563499999999999
decision_type=2 2 2 2 2 2 2 2 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 7 10 13 -10 -1 -12 -13 -9 -4 -14 -8 19 -17 21 24 27 23 -22 -21 -26 -23 28 -18 -29
right_child=1 2 14 -5 -6 -7 16 8 9 -11 11 12 15 -15 -16 18 17 -19 -20 20 22 26 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.046052473223226927 0.047838002602346219 0.0068323609694561265 0.0015483412746110439 0.039383627804708381 -0.051977914952431065 -0.058459715629792054 0.04957624981165714 0.044688814725434123 -0.00043125391251256956 -0.061284897591426114 -0.06738278336115322 -0.073539408035165746 -0.045939499405852173 -0.014945391744696607 0.046019118147622454 -0.0059948047063373144 -0.0096513339866071985 -0.062118116530931577 0.028355664659568548 0.0057261418250160014 0.053920682151009709 0.013374274876416695 -0.0022796705700193196 0.0074433839740591827 -0.05542381490258045 0.0032675396962802469 -0.047973596201155023 -0.037887140445307992 0.048942966911306701 -0.00090490593720753533
leaf_weight=0.88950560125522127 0.88113591820001547 1.0071569700667162 87.666597010211262 3.9225610487628728 1.2720458772964773 1.813126365537755 0.67470159009098907 0.79986199326231178 0.99673938206979062 3.0938043587375432 0.83686409611254919 0.39447411382570852 0.6320776215288787 2.064749933721032 1.0367479184642423 2.4408418224193156 1.3824410918850909 0.42264236323535342 2.8020617392612621 11.533791854264566 2.75532492250204 0.58458570390939657 2.3714114110916853 2.5741340238600969 1.3495836227157263 1.8417185001744654 1.8480768833214822 1.6158953577687487 1.501052538063959 12.861938871312303
leaf_count=25 7 10 1722 44 41 52 4 15 120 309 33 9 59 46 21 15 283 14 124 861 38 2 21 22 64 89 173 60 99 251
internal_value=0.000604736 0.00220137 0.00092145 0.0214818 -0.0111307 -0.0351431 -0.00206963 -0.0129622 -0.0266201 -0.0464567 -0.00108195 -0.00698181 0.00108067 0.00170578 0.00206811 0.00609102 0.00168995 0.000932284 0.0123638 0.00156345 0.00711613 -0.00472757 0.0210786 0.0314721 -0.000185877 -0.0215527 -0.0332313 -0.000733638 0.0208509 -0.00503256
internal_weight=155.868 97.5994 91.5236 6.07574 2.15318 2.82028 58.2683 14.951 6.95516 4.09054 7.99582 7.10632 6.26946 2.86461 88.7033 5.87498 43.3173 42.6426 5.2429 42.22 22.426 19.794 7.70087 5.32946 14.7251 3.1913 2.43266 17.3613 2.88349 14.4778
internal_count=4633 1897 1805 92 48 62 2736 755 490 429 265 240 207 61 1743 198 1981 1977 139 1963 1095 868 81 60 1014 153 175 693 382 311
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=20 22 20 19 22 13 20 21 15 20 15 12 12 23 9 12 13 16 3 14 23 7 22 20 4 23 21 21 16 16
split_gain=0.208352 0.323502 0.298108 0.269314 0.235265 0.220249 0.218292 0.395627 0.372844 0.295708 0.582337 0.24943 1.02015 0.685174 0.657888 0.657573 0.543647 1.22498 0.916124 0.857224 0.800103 0.865188 0.873833 0.800474 0.765854 0.697323 0.696461 0.69352 0.641149 0.666272
threshold=49.292797572200008 -0.15734499999999998 49.960114208400007 9.5507705853500013 0.70681500000000008 92.146902421150017 47.927946529500012 16.464809133250004 19.077611477100003 46.095286511800005 20.343341900300004 148.96091148645004 144.66294237600002 -0.42796999999999996 205.22231928645002 150.80177373595004 109.47132661375001 18.974955628300005 86.092494711350014 203.54447214385002 0.088350000000000026 22.435297587800004 -0.017745 37.817254840650008 143.58239362595003 0.091290000000000024 3.8811533507500005 12.575665986150002 21.979948601300006 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=4 2 -2 -3 6 -4 9 8 -8 11 -11 12 13 -1 -14 -13 17 24 -18 20 21 -20 -23 26 -15 -25 -22 -26 -27 -30
right_child=1 3 5 -5 -6 -7 7 -9 -10 10 -12 15 14 16 -16 -17 18 -19 19 -21 23 22 -24 25 27 28 -28 -29 29 -31
leaf_value=-0.068912446318490958 -0.040352533658610003 0.027079417191136983 -0.019313023727019148 -0.063468237991670395 0.028347179533186821 0.048904230030006234 -0.021218092209538152 -0.030850267848674475 0.036605913743393469 -0.064010852847823527 0.010145574233183893 -0.046510221247381314 0.013953819322912215 0.05966107721293399 0.067599483300462213 -0.0010254751565010711 0.041329866914608625 -0.069661634859255306 -0.0089841620712013265 -0.042993548139765289 -0.00043259691322353964 0.034324205692933464 -0.011075257107046132 -0.033335949450250674 -0.00233013135000751 -0.027864601276549446 0.059887566639146655 -0.068590471034065001 0.025552189932104345 -0.0058390622354064408
leaf_weight=0.50866813088214158 0.40545953821856551 0.14792541269707626 0.27487488496990409 0.6973582962382352 1.1462172067258496 0.48804878242663108 0.50996321960701596 0.55181538814213116 2.2082287459634244 0.76733531287027179 0.80740602489095181 1.1986753452656547 2.1535116434461083 0.72182288952172413 1.4024322584009494 79.520074244447642 2.6377985775470725 1.0433709430508304 3.5225444504030738 1.3806418768945139 1.5160041460767417 8.5302370674908143 1.931863180361687 3.0636042796541032 21.456002108155193 2.6800335591542526 1.3395156064070759 0.60337564907967944 3.913793131709097 7.0137642053887248
leaf_count=74 31 26 48 188 52 21 54 32 61 109 33 32 61 6 16 2238 21 35 221 34 32 153 37 32 790 49 21 31 24 71
internal_value=0.000578851 -0.0188992 0.00188095 -0.0476223 0.000836675 0.0243261 0.000627823 0.0162049 0.0257575 0.000282983 -0.0259892 0.000566084 0.00336329 0.00153839 0.0351112 -0.00170092 0.00212247 -0.00507876 0.00669394 0.0040755 0.00601471 0.0171438 0.025941 -0.00195576 -0.00212089 -0.00706332 0.0278634 -0.00414251 -0.00114832 0.00540397
internal_weight=154.142 2.01367 1.16838 0.845284 152.129 0.762924 150.982 3.27001 2.71819 147.712 1.57474 146.138 65.419 61.863 3.55594 80.7187 61.3544 23.8246 37.5298 34.892 33.5114 13.9846 10.4621 19.5267 22.7812 16.6712 2.85552 22.0594 13.6076 10.9276
internal_count=4633 314 100 214 4319 69 4267 147 115 4120 142 3978 1708 1631 77 2270 1557 862 695 674 640 411 190 229 827 176 53 821 144 95
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=16 15 20 0 21 20 20 2 22 0 0 19 23 18 19 7 12 9 9 23 15 23 9 7 23 7 7 16 20 17
split_gain=0.82959 1.02393 0.93144 0.703261 1.2198 1.20093 1.17408 0.947244 0.899879 1.25037 1.23561 0.944836 0.861084 1.21561 1.18609 1.14733 2.3634 1.67178 1.52821 1.4147 1.32787 1.12818 1.11057 0.889212 1.28182 0.803914 1.59378 1.38614 1.21745 0.798377
threshold=18.594956516900002 32.548041893900006 37.232443001650005 86.09518316945001 0.49227235280000009 42.081757894750005 41.257948413050009 163.12111328040001 -0.11692 71.249517373150013 85.823648898300021 14.551174033150001 0.08079500000000002 13.278511569200001 14.351157895250003 23.156313609200001 103.28033049195001 190.64005357525002 193.00469145105004 0.093325000000000033 31.584168001000005 1.0000000180025095e-35 193.00469145105004 23.473156321500003 0.089345000000000022 22.502236473750006 22.598495330900004 22.714946882600003 44.461493122800007 190.4716172434
decision_type=2 2 2 2 2 2 2 2 2 2 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 29 6 -6 -8 9 -7 11 25 21 14 -14 17 -17 -15 19 -18 -19 22 -5 24 -20 28 -27 -28 -10 -2
right_child=3 -3 -4 12 5 8 7 -9 10 -11 -12 -13 13 15 -16 16 18 20 23 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00095624615873736798 0.00040362117134216209 -0.0020450136002766483 4.6818987727963132e-05 0.001285949075394182 -0.0001927591496738426 -0.0010987240160049417 0.0012065862312803433 -3.1886029807512638e-05 -0.0023463374072988973 0.001154826928443748 -0.0022562025003298953 -0.0018177312053377656 0.00030800974850499658 0.00056975326846480008 0.0014419204255927812 -0.0019687696763604511 -0.002572638713725733 0.00026762765839108042 -8.7220443263361273e-05 -2.9875057297750435e-05 -0.0017865407200543415 0.0011278324515894942 -6.7312696820187674e-05 0.00025359557453733645 0.001584784107575082 0.0017536763805915737 -0.0016194385989172519 0.0018418285486102636 0.00045532892953079165 0.0020795905110729675
leaf_weight=3.8097545525488377 3.6834389814175656 0.97533959348220278 54.12630659599381 3.0617683753371265 14.830518050584944 1.598613143432883 5.6235784296877664 4.1094592954032123 1.3269290789030477 2.320837133564055 1.9892976169940091 1.7381209318991748 9.9642472099512798 3.2977997846901399 5.5066881543025366 1.8669878793880332 1.3256189450621598 1.7186758946627376 2.7707656528800717 2.3021357459947467 4.0868744701147079 10.249587569385765 9.7757243956439179 46.304900383111089 4.8460124712437391 1.7512025097385047 1.7200022694887596 0.60000838572159398 1.0830214675515888 1.5537465810775755
leaf_count=499 99 111 2282 30 163 72 36 46 40 37 42 46 60 25 60 49 31 15 27 22 39 156 84 412 37 13 70 8 10 12
internal_value=0.000144668 -5.26809e-05 -1.91405e-05 0.000221659 1.27459e-05 -0.000107464 0.000154521 0.000683682 -0.000562962 0.000235679 -0.000869589 -0.00053399 0.000307366 0.000215178 0.000711611 0.00010309 0.000202404 -0.000545126 0.000272841 -0.000959027 -0.00117842 0.000642743 0.000255443 0.000355718 0.000976557 -0.000189715 0.000341598 -0.000724275 -0.00108728 0.000900841
internal_weight=209.918 58.9114 57.9361 151.007 43.9288 38.6916 24.5636 9.73304 14.128 3.91945 10.2086 8.21928 107.078 83.9907 15.4709 68.5198 59.4164 9.10335 57.5494 3.62775 5.80555 23.0871 12.8375 53.9217 7.61678 6.48116 4.07121 2.32001 2.40995 5.23719
internal_count=4633 2892 2781 1741 694 583 245 82 338 109 229 187 1047 777 120 657 578 79 529 53 54 270 114 476 64 141 91 78 50 111
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=6 6 3 3 21 9 22 3 16 10 0 20 12 23 5 5 0 20 6 20 5 20 2 7 10 6 21 10 22 0
split_gain=0.820106 1.40175 1.14615 2.41493 2.1012 1.41345 1.43931 1.18979 1.75069 2.38019 2.71695 2.49169 1.3334 1.39777 1.14397 2.62596 1.34164 3.22193 1.11298 1.18033 1.06962 1.02916 1.01694 1.01141 1.70085 0.973351 0.97192 0.90216 1.57241 1.23775
threshold=13.665319288000001 13.775321858200002 85.589753040950015 83.613736315050019 1.0221947271500003 206.50942114985003 -0.076544999999999988 93.883646373400012 19.224955043700003 66.859265246100009 90.321439350550008 39.032633164100012 133.01805689090003 0.088350000000000026 21.252944829650001 20.872540794500004 86.345209775600011 41.873095646600007 16.375382608200002 40.806664626150003 17.977320987800002 42.081757894750005 89.519014009800017 24.314922763450003 71.053259929650025 14.785345457250001 6.4653354687000002 61.917879202350001 -0.088039999999999993 85.619326080400015
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 -3 -7 8 26 10 12 20 13 22 15 18 17 -16 -14 -20 -11 -15 -10 24 -6 -5 -4 -9 -29 -30
right_child=1 2 7 4 23 6 -8 27 9 11 -12 -13 14 21 16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.00010014151370480682 0.0011667380494723618 0.00065329504555073519 0.00053830365124175417 -0.00081801197618226707 0.0012071444764093961 -0.0014015812710973391 0.00039217125131572975 0.00015447941240358533 0.00068870626012453441 0.0011424039568028728 0.0014971229488335515 -0.0022739823521221478 0.00062935195658178102 0.00051611798008060388 0.00024103121558895969 -0.0016898044595162062 0.0004957162503144379 -0.0017755307526878734 0.00043419098037915778 -0.0024136519021091987 -0.0006657289680951702 -0.00080425441201941578 0.001932195547791189 -0.0021428356839222058 -0.002085427511751867 0.0011961081705018392 0.0018706937441615259 -0.0019296855801133996 -0.0011745390571573742 0.00068638656517624791
leaf_weight=38.339141910015314 5.7775579569861284 12.127880044281488 4.2173669647891057 1.7191512258723363 1.1232514623552563 3.2708934079855689 3.6268698833882791 13.511972607986538 6.2423868104815501 2.0473096966743451 7.4461998343467704 2.7285538981668651 6.3186662420630437 11.005910154432057 15.058138496475296 4.165706228464841 31.108572570607066 3.8186382399871936 1.1270398050546648 1.1112374775111673 3.2620198000222445 2.8592195641249409 4.2500613778829575 4.3232640391215682 1.3027950269170103 1.9906499125063417 4.2021793285384774 2.6018106219999027 2.3531912838807312 3.3028934206813574
leaf_count=2056 58 70 67 30 8 68 33 550 60 12 57 56 41 71 116 35 223 81 10 32 37 27 81 230 61 12 33 279 105 34
internal_value=0.000158625 0.000217677 0.000183877 -0.000165823 -0.000922665 0.000250242 -0.000458419 0.000261554 0.000343777 0.000273208 0.000360324 -0.000751124 0.0002631 0.000652443 0.000111868 -0.000413071 0.00024548 -0.000166905 0.000208471 -0.000979678 3.14981e-05 0.000243835 0.00119239 -0.00157424 -0.000560978 0.000262749 0.0012033 -0.000157567 -0.000668152 -8.78441e-05
internal_weight=206.341 168.001 162.224 29.4848 10.4591 19.0256 6.89776 132.739 110.969 102.55 94.5118 8.03788 87.0656 24.3576 62.708 12.7226 49.9853 18.8768 8.55694 2.23828 5.30933 13.8651 10.4924 6.74931 2.42605 3.7098 8.41955 21.7699 8.2579 5.65608
internal_count=4633 2577 2519 512 341 171 101 2007 1039 939 834 105 777 239 538 118 420 197 83 42 49 98 141 299 69 42 100 968 418 139
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=5 7 17 21 17 9 4 9 6 6 7 21 7 19 21 10 5 22 22 17 8 18 10 2 17 8 20 6 20 5
split_gain=0.206314 0.402177 0.356617 0.855858 0.813604 0.493552 0.549791 0.487157 0.385898 0.521573 0.499151 0.72678 0.590758 0.754974 0.504184 0.387777 0.350555 0.667716 0.443074 0.329018 0.309812 0.513683 0.33927 0.41529 1.04299 0.70471 0.4437 0.381487 0.874999 0.75973
threshold=23.714185006400005 24.374195395050005 196.70927211395002 5.2472773321000004 193.94976740385002 226.58992707320002 376.61861354110005 201.81004550795004 15.695366719750002 16.405383309150004 23.276000438150003 16.027392061700002 19.052023743050004 14.351157895250003 15.833449912500003 54.884872733100003 23.195398057700004 -0.06828999999999999 -0.082404999999999992 162.43086425485004 8.8430989333000021 13.154691941050002 61.740440965750004 60.643165405350004 183.32030055335002 8.7431769115000026 38.474425342400004 16.455384477450004 40.574766824850009 21.191508333600002
decision_type=2 2 2 2 2 2 2 2 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 4 7 5 6 8 -4 -2 -10 11 12 15 14 -14 -11 19 18 -18 -1 22 -22 -21 24 -24 27 -26 -25 -29 -30
right_child=1 -3 3 -5 -6 -7 -8 -9 9 10 -12 -13 13 -15 -16 -17 17 -19 -20 20 21 -23 23 25 26 -27 -28 28 29 -31
leaf_value=-0.043506141146444521 0.041264959106087948 -0.05251806926531747 0.0078829176104573268 0.029819395306757996 -0.058808893626566834 0.055080691543321118 -0.062857827549543249 -0.064787209987551359 -0.067854208262521448 -0.060286586549800722 0.019602114697275599 -0.071545957583917019 -0.060195955388877634 0.0023470607669841582 0.0070304255903319863 0.045059427482466732 0.012620412358815102 0.039405136509380073 -0.031144857942911025 0.048115878867015592 -0.048860897358093673 -0.0022829018430978671 0.0092865650330714745 0.0029615654829174484 -0.019521619477173111 0.026835156398010009 -0.06859746016879803 0.016471561324473544 -0.032317134635534907 -0.0043846328298808466
leaf_weight=0.59548799404365027 0.64701246697223069 0.62123751640319724 0.6615406289929513 2.8863344662240706 1.0513646260951635 0.48416515998542387 0.58703819702350379 0.65615571173839271 0.4694100373017126 0.14136186209361579 2.5314372945576906 0.64790753286797542 1.512447570828954 3.866980959137436 0.54084154218435276 1.0635856390872502 2.8626720927422866 2.481568729155696 1.1611001677811144 0.55647973495069791 1.1533915954641987 3.167622021981515 3.0835268541995893 91.905522493092121 1.4482091779354962 3.9788634292781344 1.2055011637130517 4.9540927112102535 4.7710121078416732 12.822519797366111
leaf_count=264 31 33 13 35 49 11 79 30 43 114 18 31 285 102 2 64 50 44 19 22 25 67 29 2862 23 35 42 47 66 98
internal_value=0.000687899 -0.0052569 -0.00360257 0.0116015 -0.00832204 -0.00407298 -0.00645807 -0.0283037 -0.00355912 -0.00625095 -0.0034447 -0.0109503 -0.00544019 -0.0132029 -0.0424884 0.0327005 0.00148996 0.0150265 -8.49887e-06 0.000810712 0.00101521 -0.0147158 0.0015602 0.00135155 -0.0143502 0.0021122 -0.0418153 0.00125273 -0.00571261 -0.0119594
internal_weight=154.516 18.3688 17.7476 4.20403 13.5436 12.4922 12.008 1.3177 11.421 10.774 10.3046 7.77313 7.12522 5.92027 2.05329 1.20495 136.148 6.50534 4.02377 129.642 129.047 4.32101 124.726 124.169 5.73724 118.432 2.65371 114.453 22.5476 17.5935
internal_count=4633 940 907 78 829 780 769 43 690 659 616 598 567 389 287 178 3693 113 69 3580 3316 92 3224 3202 94 3108 65 3073 211 164
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=17 0 6 6 16 3 19 10 12 10 7 17 16 18 7 5 3 17 4 13 21 20 18 5 7 13 6 7 22 21
split_gain=0.192454 0.308814 0.260414 0.803388 0.550827 0.487703 0.446332 0.449239 0.933015 0.664649 0.549679 0.82474 0.755857 0.4407 0.542164 0.681742 0.451535 0.382944 0.441388 0.414613 0.369636 0.327427 0.313508 0.406129 0.388465 0.305249 0.65873 0.446037 0.298334 0.74989
threshold=243.29790314680005 107.63242125250001 13.665319288000001 13.775321858200002 15.839962959300001 81.699554126200013 11.950964240300001 72.327589083450007 216.20511703005005 75.981203682750007 26.005367513800003 196.58703564235003 17.684958644900004 14.693728290050002 22.375171215700004 14.835543846500002 78.742250182700005 201.39543491635001 327.2007166575001 103.39541123890002 3.0344668838000004 45.458122212500008 16.012058908900006 13.713273242250002 26.756201080000004 81.769454037550005 11.135260173550002 29.911984439950004 -0.51760499999999998 5.2472773321000004
decision_type=2 2 2 2 2 2 2 2 2 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 6 4 -4 20 13 8 -8 -9 11 -11 -12 21 -15 16 22 -13 19 -19 -5 -1 23 -16 -24 27 -27 -26 29 -7
right_child=1 -3 3 5 -6 28 7 9 -10 10 12 17 -14 14 15 -17 -18 18 -20 -21 -22 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0003179060395620565 0.044282620553506215 -0.028152342830242809 0.053132316188168154 0.0010516815133562174 0.0097901547458806842 -0.040844973480531496 0.011852298425651343 -0.061017986606048187 -0.042011609765061714 -0.051569597080690775 -0.053113647720023839 0.048352975350932116 0.037792200130833779 0.052590393614714959 -0.0031410760109728182 -0.061604284742410781 0.049774162692148488 -0.060815560297224396 0.04674945405771759 0.012283706948814629 -0.063711847742874514 -0.060971311872577094 0.027127889029400516 -0.061167630586788493 0.044276873032173446 -0.056205047349655819 0.006264910170575207 -0.059275820171914351 0.0015121131577076649 0.014677867760501473
leaf_weight=0.58641928038560098 0.78145641926675924 0.27245197042066138 1.6432423815131176 0.52905920770717674 2.5970313586294651 1.8763619840028689 4.5736616762005706 1.2879905049339866 1.4549008304020388 0.77450772217707742 1.7772478016631796 0.89371288215625133 0.38129336107522238 0.81066884845495124 2.2891352060832966 0.53436308982782144 0.75833335937932211 0.4846015080111099 0.48348369006998826 0.59126231633126736 0.70631357980892062 0.61080986729939468 2.6379541861751932 0.50540530896978442 0.80709796154769753 0.81926532713441735 1.9785952980746513 0.17345354566850801 118.13299407182785 1.5042734100716186
leaf_count=35 26 71 33 15 25 127 88 92 88 141 211 28 14 30 98 41 21 65 12 3 30 84 172 92 117 303 24 200 2319 28
internal_value=0.000607708 0.025557 0.00043495 0.00151478 0.0265866 0.000648689 -0.00500352 -0.0127394 -0.00114693 -0.0232106 -0.0141697 0.00113609 -0.0370557 0.00285055 0.00642729 0.00286442 0.00632002 0.0177769 0.000252785 -0.0206424 -0.0359763 -0.030951 0.00274244 -0.0136354 0.00987555 -0.00216942 -0.0120274 0.025959 0.00102104 -0.0161391
internal_weight=153.257 1.05391 152.203 126.989 4.24027 122.749 25.2142 12.7027 6.02856 6.6741 5.38611 3.22757 2.15854 12.5115 11.3143 10.5036 9.96924 2.45306 1.55935 1.07586 1.23537 1.19723 9.21091 2.79454 6.41637 3.77841 2.79786 0.980552 121.514 3.38064
internal_count=4633 97 4536 2577 58 2519 1959 742 176 566 474 249 225 1217 1098 1068 1027 108 80 68 45 119 1006 190 816 644 327 317 2474 155
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=20 8 9 0 20 0 7 23 6 18 7 10 7 0 18 16 21 2 22 22 7 22 22 8 6 15 3 21 23 19
split_gain=0.665276 1.49561 1.44007 1.16064 1.43997 1.45698 1.16397 1.06884 0.991341 1.26548 1.57801 1.27804 1.16587 1.16235 2.7599 0.985562 0.940406 0.88705 0.947156 1.72852 1.55791 1.44006 1.93934 1.33872 1.24105 1.8537 1.48903 1.08057 1.05236 1.13395
threshold=42.081757894750005 5.1459841250500009 186.70853236170004 86.208098410950015 43.321682097200004 85.769879735700016 22.502236473750006 -0.222165 15.695366719750002 14.693728290050002 24.872345000050004 70.348883899450016 21.833224794850004 89.057864029250013 13.988302431200003 22.644947046300004 3.1734339793000008 60.643165405350004 -0.064729999999999996 -0.085550000000000001 24.040556609400003 -0.053874999999999999 -0.043559999999999995 8.1436447804000007 15.785368822600002 39.864684991950007 92.367355987800025 4.8542393434000006 0.083905000000000021 12.651020723000002
decision_type=2 2 2 2 2 2 2 2 2 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 9 10 11 12 -5 14 -10 -8 -13 -4 19 24 -21 -20 -23 -22 25 28 -26 -24 29 -19
right_child=3 2 17 8 -6 -7 15 -9 13 -11 -12 16 -14 -15 -16 -17 -18 18 21 20 23 22 27 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00016194893256485436 -0.0014758355704210537 0.00081464907175869358 -0.00049387223402676847 -0.0011213557164704063 7.7721909520035509e-05 -0.0018788884060388705 -0.0010133129905770945 -0.0019372373946699478 0.00049774541188682983 0.00021676902506808705 -0.0024426097239796584 0.00068835515886358915 0.00070534554482141239 0.0013336636162859306 -0.0019061025889252814 0.0011734037162169965 -0.0017465511258373118 0.0005338539162302266 0.0012422423542591994 -1.6218081771718828e-05 -0.00034434656234056538 -0.0010232383625354451 0.00065787588073798757 -0.0022333046648269762 0.0011306064058379771 -0.002561127070075624 0.00017727116607863105 8.9969634951850757e-06 0.00016627964852542479 -0.0023328257869585185
leaf_weight=1.5387334021579593 1.9427167688845672 13.640453646221429 6.7922489434713489 1.7292805775068716 9.4480607660952938 3.7159679718315601 1.150906576192938 1.9575464413064754 14.346164254471665 16.947770567814587 1.4408421025145788 0.70946646574884686 4.3952054555993527 4.1242287745699278 1.9239467475563277 2.0116967052454129 2.7362967701628804 0.78322990017478078 6.3224861240014425 7.7502397829666716 2.5313432865368668 3.7116898802341884 23.263476663720212 2.8140612641582265 8.5123725933954137 1.0730286589823652 18.393958238186315 14.988829506910404 15.06134740928246 1.3095918945036826
leaf_count=206 109 178 95 69 340 67 50 540 136 830 30 15 48 43 35 31 255 54 63 63 84 35 346 92 76 21 159 180 335 48
internal_value=0.000124375 0.000202632 0.000236122 -2.88482e-05 -0.000433535 -0.000981117 -0.000327663 -0.00101337 0.000124055 -0.00010642 -0.000603858 -0.000327026 0.000189567 0.000440016 0.000213489 0.000377633 -0.00124522 0.000166477 0.000208585 4.67492e-05 -0.000556063 0.000403746 0.000277414 -0.00133878 0.000221657 -0.000158043 0.000478878 0.000403618 -7.72546e-06 -0.00125998
internal_weight=197.067 130.445 126.948 66.6226 18.2693 8.82129 5.10532 3.49628 48.3532 27.9589 11.0111 9.57025 6.12449 20.3943 16.2701 3.1626 3.44576 113.308 106.516 58.2292 13.0956 48.2865 41.964 5.3454 45.1335 18.2272 26.9063 38.2523 17.1542 2.09282
internal_count=4633 2575 1829 2058 597 257 190 746 1461 1247 417 387 117 214 171 81 270 1651 1556 932 239 624 561 176 693 458 235 526 437 102
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=21 23 17 7 21 21 9 7 6 16 19 8 19 8 16 17 19 22 23 17 7 18 20 22 17 16 15 20 13 21
split_gain=0.207239 0.455305 0.443462 0.467209 0.431288 0.935359 1.50171 1.97698 0.846705 0.615551 0.834666 0.582746 0.602167 0.676452 1.38637 0.589474 1.14902 0.529895 0.601035 0.509877 0.483649 0.749492 0.486251 0.741734 0.773297 0.510646 0.453983 0.426074 0.389577 0.452512
threshold=3.1734339793000008 0.4369650000000001 168.62011096010002 19.907255598950005 1.9176293050000004 1.2219980417000003 194.45262321395003 24.374195395050005 16.545386580300001 15.404963976500001 12.050972309250001 5.1459841250500009 13.151061067750001 7.943800736700001 19.134955254150004 193.82504409230003 14.151141757350002 -0.082654999999999992 0.08846500000000003 188.06121519230001 25.070284486400002 16.115468395400004 42.527280425250005 -0.038374999999999999 193.50449793755004 22.514947350300002 23.116804452750003 37.232443001650005 117.76521994615001 6.9984086918000008
decision_type=2 2 2 2 2 2 2 2 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 9 -7 -8 20 10 27 -11 -13 -14 -15 16 -16 18 -18 -10 22 -22 23 24 -6 -26 -9 -1 -4 -30
right_child=1 -3 28 -5 8 6 7 26 19 11 -12 12 13 14 15 -17 17 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.067010091835323249 -0.0077949244893805872 -0.051073850539644902 0.00063977999992920794 -0.074692182252515574 0.023190613952024413 -0.078914926300421517 0.04134340250965448 0.008992738490661201 0.0078205136210589069 -0.048952936333727701 -0.078136943242111262 0.037688717078414452 0.042839385368285521 -0.051290491026092566 -0.063982400786427571 0.020353741260861133 -0.0067872355406477462 -0.009215632912445107 0.066569190994039962 -0.0524314947767133 -0.048649670099505549 0.029279109442867813 0.052211248261260002 0.049787644559133551 -0.065742139922666323 0.0073287624302025662 -0.07184597757738348 0.0090003361727359482 -0.0048911785083317833 -0.065797851373507063
leaf_weight=0.3619083627541001 1.2410330996644905 0.74973942805081506 103.69557653931952 0.67404730380440003 3.0692746425338537 1.5216160723648489 1.9808082149829718 0.37330214081885049 1.2114100729231716 0.69793564333668001 0.80411297360114975 3.0532714301371042 1.9279499268159295 1.7949854035396153 1.1647890619933594 8.2001609886065108 0.83473642077298027 3.0670419263187689 1.0617150161415336 1.1412623338401315 0.96676453994587008 1.1083935835777081 2.4548095178324729 2.1847929619252682 0.8703925402369348 0.74065600475296378 1.3130431781755758 2.0929438587627374 1.4215326062403613 0.79626511270180333
leaf_count=232 183 22 2390 337 34 48 33 18 33 219 80 74 36 55 14 113 41 38 21 13 60 87 87 26 20 21 68 166 35 29
internal_value=0.000676512 -0.000841007 -0.000491734 -0.0313406 0.00442144 0.000104118 -0.0248931 -0.00247781 0.0139212 0.00527957 -0.0209408 0.00919889 0.011122 0.0066284 0.00229849 0.00901181 -0.00616466 0.0074035 0.0342808 -0.0214072 0.0212152 -0.00702597 0.0275034 0.0186684 0.00414181 -0.0321489 -0.0539509 -0.00220556 6.6062e-05 -0.0267588
internal_weight=152.576 108.578 107.828 1.91508 43.9981 30.2503 5.18877 3.66715 13.7478 25.0616 3.25897 21.8026 21.1047 18.0514 16.1234 14.3284 6.12828 4.96349 1.89645 2.35267 11.3951 2.07516 9.31993 6.86512 4.68032 1.61105 1.68635 2.45485 105.913 2.2178
internal_count=4633 2996 2974 520 1637 1256 167 119 381 1089 478 611 392 318 282 227 114 100 62 46 335 147 188 101 75 41 86 398 2454 64
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=8 15 10 15 18 12 14 8 16 13 0 2 3 21 17 23 6 20 5 0 23 9 7 10 10 6 7 22 4 13
split_gain=0.191891 0.37952 0.351053 0.248524 0.338394 0.496676 0.471888 0.684204 0.355687 0.355405 0.306923 0.568709 0.544059 0.760629 0.59941 0.456303 0.438771 0.568016 0.37183 0.693524 0.570306 0.897736 0.384213 0.32375 0.71982 0.378663 0.705265 0.611696 1.20521 0.759131
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 11.870705757150002 17.108018746400003 172.53297924300003 366.02505068985005 5.445750190600001 17.574958902100004 95.937628385050019 105.50316241320002 203.29256851545003 80.785478361850011 6.7841715403000018 206.35686538205002 0.12001500000000002 12.255286342800002 33.361153777850006 16.316541761950003 95.550490414250007 0.092385000000000023 209.03603029655002 20.797746106000002 75.629015667650023 75.424692849750016 14.825346391850003 25.393368574200004 -0.054875 169.78554988275002 108.06526301150002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -6 9 -8 -9 -7 12 -12 13 14 16 -15 -5 -18 19 22 -21 -22 -14 24 25 27 -27 28 -20 -30
right_child=3 -3 -4 4 5 6 7 8 -10 -11 11 -13 18 15 -16 -17 17 -19 23 20 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0079012104541539441 -0.038122101949374293 -0.068627953218082891 -0.066695014938674663 0.0050274004991240854 -0.069724282725726033 -0.0036394977176570087 0.060846488125910633 -0.067939978292106518 0.043142656059366499 0.053687618330851894 -0.067209181735759085 0.061017863247029715 0.02895213713462693 -0.06976291218405134 -0.068976881355885367 0.010659852870372691 0.041198733048349978 -0.068774169276523064 -0.076597538994907538 0.046596752174379245 0.028563242050768805 -0.0746233034303624 -0.069233889840874613 -0.02846002110537078 0.041850247800372678 0.0016748676618853562 0.044305970271888866 0.0026262112073243554 0.0035997007854208355 -0.032426876573905562
leaf_weight=1.6474461152829456 0.70610136147115454 0.50484146047529055 0.32955445210882306 6.8673326923089899 0.25355303591641032 0.60746672507593835 0.39961433323333018 0.61869917392323259 0.15740079479292035 2.091793286264874 0.18503820021578476 0.80816549476003274 0.25349562289193173 1.4488115769054264 0.60970204559271213 0.38971332856453944 0.27546400390565373 0.79302654997445643 1.3321512385737175 2.8363224843051285 1.2859025681391356 0.51362404040992249 0.5496625074010808 1.6314653952431388 1.8608789732679714 94.870433727148338 1.7198668965138484 14.701195234782061 6.7017997546063253 4.1058514902833849
leaf_count=245 238 134 281 183 55 96 14 86 11 54 75 26 8 124 52 21 5 73 72 52 49 12 75 29 16 1859 31 189 249 219
internal_value=0.0006232 -0.0175712 -0.00453354 0.000927127 0.00111359 0.0197371 0.0255909 -0.00929528 -0.0454113 0.0407862 0.000578686 0.0371286 0.000324379 -0.014218 -0.00593544 -0.0527156 -0.00109203 -0.0404224 0.00146525 0.0183579 0.0281641 -0.000888443 -0.0382441 0.000741359 0.0011216 0.000507564 0.00243395 -0.00642474 -0.0173854 -0.0100869
internal_weight=151.056 2.48184 1.977 148.575 147.868 4.12853 3.87497 1.17571 0.7761 2.69926 143.74 0.993204 142.747 10.3841 8.54553 1.83852 7.93582 1.06849 132.363 5.43901 4.63585 1.79953 0.803158 126.924 125.292 123.431 96.5903 26.841 12.1398 10.8077
internal_count=4633 660 526 3973 3735 316 261 111 97 150 3419 101 3318 458 313 145 261 78 2860 196 113 61 83 2664 2635 2619 1890 729 540 468
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=4 4 17 16 6 13 15 9 7 22 10 9 6 23 21 5 9 9 23 7 20 22 22 6 22 22 22 23 13 23
split_gain=0.188538 0.448741 0.420973 0.390183 1.01506 0.452275 0.43324 0.675804 0.831822 0.714109 0.947775 1.44419 1.00858 0.977538 0.66072 2.48432 0.571075 0.777952 0.989155 0.956296 0.683249 0.544511 0.780133 0.774526 0.7457 0.512741 0.479102 0.474997 0.471249 0.465974
threshold=228.08113677860004 228.67830428740004 205.96542837505004 22.674946976100003 16.555386813950005 98.050756475600011 40.42701969085001 182.80199813410005 19.729453620400005 -0.10040499999999999 71.053259929650025 202.13708171315002 16.385382841850003 0.086255000000000026 12.156412995750001 21.191508333600002 188.90361612170003 201.40496258350001 0.09721500000000001 23.322419822750003 36.558960102350007 -0.038374999999999999 -0.082404999999999992 14.235332606250003 -0.077085000000000001 -0.056184999999999992 -0.094409999999999994 0.09117500000000002 104.19926021995002 -0.20885999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 -1 7 8 29 10 12 28 27 -14 16 -16 -11 18 20 -20 -18 22 -22 -23 -24 26 -19 -9 -12 -7
right_child=1 -3 -4 4 -6 6 -8 9 -10 14 11 -13 13 -15 15 -17 17 25 19 -21 21 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.055926269206222373 -0.061500922434205484 -0.0012445348164600977 -0.022389384658500839 -0.049407087396475528 0.0044227245965315163 -0.065064869220252869 0.031048560947400182 0.025825278677924845 -0.052279343155728616 0.023285128273487981 0.046649268030396561 -0.066862357268667114 0.042274274634865001 -0.0077729165561336152 -0.078914099580223745 0.032616786233712912 0.027256719780755459 0.0278855969457758 -0.081040362099746077 -0.0089530724140523613 -0.020730938304438271 0.0018596462630898834 0.059110241316612668 -0.052323365115232848 0.0036293651910973886 0.024632447577253153 -0.012561862723522015 0.061800807276105756 -0.01095656226031517 0.039032561352766823
leaf_weight=0.47987728395310014 0.50025402964092691 77.082761531338292 2.5589531175974107 1.9389152023941267 5.1522003419231623 0.21591683560836827 2.6328473798930636 2.824001005850727 1.7622906337492166 5.3425479903817239 1.1541986181400714 1.2398702885257078 2.3670435958192684 4.658312619663775 1.6878008913190563 1.5323936850472817 2.8276721197180512 1.6504001822322605 1.3222358915954822 1.680823511444032 3.5894600283354468 2.0805635774740976 1.3096343930810634 2.1649812897667289 3.8042988441884571 6.9190849837032129 4.1119555348413996 3.0918860025703907 1.1304335943423209 0.86863313565117939
leaf_count=246 18 2783 93 25 87 100 30 33 321 56 17 134 41 35 32 15 25 10 16 31 31 10 62 38 26 82 82 34 31 89
internal_value=0.000536595 -0.00163307 0.00287128 0.00380082 -0.0102959 0.00540151 0.00587642 0.00475949 -0.0253878 0.00627879 0.0173952 -0.0117588 0.0253351 0.00908941 0.00170554 -0.0258399 0.00411567 0.00086042 -0.00733414 -0.0406928 -0.000984356 -0.00715139 0.0019311 -0.0257705 0.0178375 0.0129956 -0.000977279 0.0446276 0.018146 0.0183084
internal_weight=149.682 77.583 72.0992 69.5403 7.09112 62.4492 61.9693 59.3364 2.84684 56.4896 16.4657 3.5245 12.9412 7.02536 40.0239 3.22019 36.8037 31.4611 18.7797 3.00306 15.7766 12.9489 8.70339 4.24554 5.11393 12.6814 5.76236 5.91589 2.28463 1.08455
internal_count=4633 2801 1832 1739 112 1627 1381 1351 510 841 325 182 143 76 516 47 469 413 239 47 192 167 119 48 88 174 92 67 48 189
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=16 10 17 4 2 21 13 7 0 18 18 18 23 14 4 20 7 16 15 13 13 7 6 21 15 6 0 6 10 5
split_gain=0.832798 1.35247 1.99017 1.18616 1.08424 1.16695 0.985259 1.53938 0.758709 1.18435 0.9332 0.816362 1.19908 0.768122 0.758351 0.979161 0.93039 0.714193 0.881626 0.850121 0.960545 1.08051 0.837897 0.793361 0.903636 1.17299 0.707626 1.718 1.91989 1.19924
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 122.71527679435002 12.717166023350002 108.64328150955002 23.164713644150002 97.886760529650019 15.004783703300001 15.329371696850002 14.830595894550003 0.11231500000000003 170.24900367605002 180.98021180325003 38.396531328800009 24.103872582350004 18.044957803000003 20.937157557000003 103.191088421 98.255079293500017 25.662597900150004 13.665319288000001 15.004713615700002 20.152484759300005 13.185308072600002 86.345209775600011 16.375382608200002 62.186725015400008 20.389142059250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -1 -8 10 -10 11 -3 -13 -11 -15 -16 -17 18 19 20 21 -18 -20 24 25 -23 27 28 -2 -29
right_child=26 8 -4 4 5 -7 7 -9 9 13 -12 12 -14 14 15 16 17 -19 22 -21 -22 23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0021236074876307695 -0.0024010391417660262 0.00046159612232664343 -0.0020805801001609297 0.0015742376509582296 -0.00062754413731735752 0.00091111266152486966 -0.0020924659834560275 0.0021640964975650203 -0.0018724250452321306 -0.0020464700764864967 0.0013571872304636501 -0.0022710355337692244 0.0012893317222757385 0.0011223242662949144 -0.0013194716406985752 0.0013090829793868156 -0.002061607259828427 0.0017762881399292008 -0.0010062321710907686 -0.002422600244990965 0.0008863067367705634 -0.0014571114977837004 0.00096868622804433067 0.0011428306176765395 0.0019163037066076225 0.0012756416961431053 0.00033761439966580644 0.0013062917918707092 0.00061980144639989698 6.8402825494182559e-05
leaf_weight=1.985479375172875 2.1807031063362952 7.9783614272600953 2.6398553119506678 1.6125524574890722 6.380796598910818 2.6957061776192859 0.64336446032393702 0.66356369853019714 1.2921799941686938 0.65685434505576523 3.74989911308512 1.0727053416194392 0.55021923221647728 2.5255035768204861 2.0039403185255678 2.242857822362569 1.0249673361540805 0.81410206388682027 5.32586605362303 0.46024671988561827 5.6766965417191386 2.4682687338354308 0.97754677012562741 1.9446273809735428 0.55561278294771899 0.79948556749150146 90.565223979763687 3.208777278661727 1.2858114996924994 48.291817477496807
leaf_count=188 52 103 156 28 376 93 194 3 55 45 69 54 5 35 390 60 137 19 195 8 51 526 15 69 7 11 933 35 15 706
internal_value=0.000151557 -4.5505e-05 -0.000519129 -0.00022431 9.26556e-05 -0.000170566 -0.00125336 6.87089e-05 0.000141396 -3.78803e-05 0.000527695 0.000203727 -0.00106397 4.83955e-05 9.97018e-05 -6.60486e-06 0.000111424 -2.25667e-05 -9.87081e-05 0.000194405 0.000290997 -0.000206488 -0.000699958 0.000123165 -0.000395453 -0.000788519 0.000231097 5.55949e-05 -0.00128054 0.00014553
internal_weight=204.274 58.7413 16.6213 13.9815 10.6891 9.0765 3.29241 1.30693 42.1199 28.7688 13.3512 9.60129 1.62292 27.4766 26.8197 24.2942 22.2903 20.0474 19.2333 12.9299 12.4697 6.79296 6.30341 5.76799 3.82337 3.26775 145.532 54.9671 3.46651 51.5006
internal_count=4633 2892 1038 882 497 469 385 197 1854 1623 231 162 59 1568 1523 1488 1098 1038 1019 809 801 750 210 613 544 537 1741 808 67 741
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=5 13 3 5 22 22 0 13 15 21 15 6 15 22 13 20 16 21 21 0 20 13 7 2 5 23 19 9 15 17
split_gain=0.692636 1.28291 1.66316 1.53933 1.52596 1.56254 1.50978 1.50208 1.46214 2.59662 1.36244 1.09861 1.07488 1.03858 1.02469 1.19759 1.3502 1.00003 0.948141 0.938717 0.917181 1.09752 1.00448 1.95366 1.27099 1.67562 1.391 1.23799 1.03655 0.885444
threshold=23.714185006400005 112.67059178900001 87.399085362750014 20.971847224900007 -0.060989999999999996 -0.068964999999999985 90.321439350550008 111.12203990580001 28.579157549250002 0.87557407920000008 28.298162031900002 15.945372561050002 27.614913206150003 -0.070854999999999987 113.98793627290001 38.474425342400004 22.399947619200002 13.917356790500003 3.8811533507500005 106.56510337475001 42.206017975500011 117.22752832010001 22.435297587800004 103.92649527695001 21.990725385850002 0.12376500000000003 14.351157895250003 195.74493321760002 41.831907381600011 179.33099108465004
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 14 18 10 -10 12 -8 -1 29 -3 -16 -17 -6 -4 -19 21 -18 -22 -24 25 26 -25 -26 -29 -11
right_child=-2 6 7 -5 17 -7 11 -9 9 13 -12 -13 -14 -15 15 16 20 19 -20 -21 22 -23 23 24 27 -27 -28 28 -30 -31
leaf_value=0.00010796214647214868 -0.00015588238465484431 -0.00073072058918667159 -0.0021451060927818975 -0.0019018164870146872 0.00048032396233303585 -0.0024333965025838821 0.00021082708259773385 -0.0022685480326842082 0.00082858868801844517 0.00084629351041485895 0.0018541774834994324 0.0017399206310938144 -0.0021522290612648086 0.00084715273253859206 0.0011250143778677624 -0.0013256570597004818 0.0016683909450395228 -0.002130633827264211 0.0003291511576787833 0.00083928867218729139 -0.0011789043372453316 0.00038019062520080414 0.0010516058283480604 -0.0005515120077745876 -0.00084141450119014024 0.00042601792937602909 -0.0026466273471743417 0.0014320738602781016 -0.00017931822607423144 -0.0018693089793169085
leaf_weight=26.157330645623013 26.227979187620804 3.758477307856082 0.76075201597996001 1.470381210092454 35.428611294031725 1.1144072882598255 2.866670115850865 2.2259945878759027 2.8826902005021093 0.502608386799693 1.6874286599922914 4.8845869824290276 0.83478136314079066 0.71593756601214398 6.478589914739131 2.0441866037435821 2.7017635107040396 1.1091267492156465 2.7403089830768295 0.64835699046670914 2.5370053239166763 43.204623818397522 6.293248891830447 2.6856842609122422 2.7044472014531475 2.6769802197813988 2.2299627419561148 3.6021586749702692 2.6742046438157558 5.6611001626588404
leaf_count=1262 940 36 58 97 765 39 32 49 33 7 11 42 27 3 64 33 29 44 168 30 38 312 97 22 37 10 34 19 31 264
internal_value=0.000141298 0.000185766 1.07765e-05 8.54627e-05 0.000123539 -0.000144542 0.000346574 -0.00100919 -7.81899e-05 -0.000733627 0.000144917 0.00117441 3.80615e-05 -0.00138822 0.00026981 0.000316914 0.000245544 0.000408707 -0.000208485 -0.00103499 0.000290584 0.000456006 -8.34653e-06 0.000121524 -0.000231646 -0.000822196 -0.00150195 0.000267622 0.000745499 -0.00164787
internal_weight=201.51 175.282 83.9398 78.2128 76.7424 39.5563 91.3426 5.72706 38.4419 9.76234 28.6795 7.75126 26.9921 6.87965 83.5913 79.8329 73.3543 37.1861 3.50106 1.75748 71.3101 45.9064 25.4037 22.8667 16.5734 7.59263 4.91565 8.98081 6.27636 6.16371
internal_count=4633 3693 2857 2582 2485 1646 836 275 1607 307 1300 74 1289 274 762 726 662 839 226 74 629 341 288 250 153 66 56 87 50 271
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=6 6 0 5 22 7 3 6 2 10 3 21 3 6 20 15 4 22 15 16 0 3 20 23 7 20 16 13 20 2
split_gain=0.745381 1.12589 0.807023 0.86558 1.03713 0.678429 0.676128 0.907868 0.709746 0.676064 1.3298 1.91416 1.70731 0.993084 1.82517 1.51064 2.11053 1.08537 1.15244 1.97113 1.04182 1.06926 0.990394 0.965566 0.818816 0.815881 0.796685 2.5982 2.17165 1.04289
threshold=13.665319288000001 13.775321858200002 97.886760529650019 23.714185006400005 -0.51760499999999998 24.374195395050005 93.292185584700022 16.405383309150004 314.93386866815007 75.499969677400017 85.589753040950015 6.9984086918000008 84.812788641250009 16.455384477450004 40.467253020850002 36.548474543700003 158.55438663830003 -0.059424999999999999 40.42701969085001 22.574947209950004 85.990333302400003 93.776108048150022 41.037275035300006 0.08759500000000002 24.040556609400003 41.16018805045001 19.224955043700003 112.67059178900001 39.032633164100012 113.96113505555
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 -8 10 11 12 -6 20 -15 16 -16 18 19 -17 21 -12 -19 -23 -13 -18 -22 28 -28 -29
right_child=1 2 -4 5 9 -7 8 -9 -10 -11 13 24 -14 14 15 17 25 22 -20 -21 26 23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-9.632923696121571e-05 0.001110067975617882 -0.00091529424259795776 -0.0012141578016327389 -0.00026249978460776897 0.00036350524528840165 -0.0017117249448720549 -0.0001661268866778897 0.0013100761259403665 -0.0020649472831819459 0.0012175576593786812 -0.0016176858810657687 0.00016057948610190127 -0.0014251223837122289 0.00077177938790626418 0.00052782370467713204 0.00061643755121239762 -0.00059057960998985088 0.0003969715810123426 0.00092245568000944944 -0.0013573648825812004 0.0012895396109254347 -0.00081571080014549682 -0.0013939497640122755 0.00081178818041931959 -0.0019356171743248616 -0.0024739553684583605 0.00017177146988688123 0.0012293781295884213 -0.0022149636327771982 0.00052717939425737036
leaf_weight=34.556785875784044 5.2980935852974644 2.7767066345550111 1.5560691622085858 2.8075988038908752 14.318364840932196 1.0015097986906756 17.259227424423447 2.838285569101572 0.79153321782359753 2.9892179265152654 1.5534105394035567 0.94873931352049057 2.3949853464728212 11.391666861250995 2.2097633369267013 4.9873759374022502 1.3142093783244488 1.9364154804497946 7.1978749334812155 3.1890085153281689 5.8976997998543075 2.2293338957824744 3.0682577397674322 3.7743657390528824 2.9260933736804873 2.7035040762275457 4.441458899062126 10.825415808707474 2.187589118257165 32.678302604705095
leaf_count=2056 58 111 45 33 130 33 758 19 74 22 14 22 148 110 15 20 10 10 39 31 75 52 45 39 123 54 47 145 52 243
internal_value=0.000164746 0.000221313 0.000190776 0.000205098 0.000269974 -0.000130966 -6.41576e-05 0.000528062 -0.000249391 0.000296269 0.000273727 -0.000180676 0.000107199 0.000365821 0.00011503 -0.000166161 -0.00101135 9.21139e-05 0.000350292 -0.000153398 0.000515686 -0.000167714 -0.000701004 0.000207454 -0.00142237 -0.0018579 0.00060786 0.000527666 -0.000615852 0.000701914
internal_weight=194.049 159.492 154.194 152.638 127.94 24.6982 23.6966 5.64588 18.0508 125.163 122.174 20.5882 16.7134 101.586 37.9981 26.6064 6.22748 20.3789 15.3743 8.17638 63.5876 7.55711 5.00467 6.0037 3.87483 4.01771 56.0305 50.1328 6.62905 43.5037
internal_count=4633 2577 2519 2474 1557 917 884 52 832 1446 1424 423 278 1001 334 224 79 145 90 51 667 105 55 91 145 64 562 487 99 388
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=5 7 17 13 2 0 0 6 6 13 0 3 13 5 18 6 13 20 17 6 20 20 2 23 16 9 6 3 18 5
split_gain=0.19518 0.399088 0.690839 0.406266 0.36909 0.46546 0.401867 0.363796 0.562585 0.320863 1.2995 1.16953 1.13745 0.94017 0.855757 0.765146 0.677022 0.836312 0.728249 1.49875 1.35708 1.07376 1.30006 1.01258 0.852596 0.70148 0.633867 0.746399 1.52048 1.26064
threshold=23.714185006400005 24.209421447000004 199.05253715360001 117.69263157665002 323.30468295165002 89.057864029250013 86.624809421150005 16.245379570700006 16.405383309150004 112.67059178900001 90.321439350550008 87.399085362750014 111.12203990580001 20.971847224900007 13.546420092050001 15.945372561050002 113.98793627290001 38.474425342400004 196.01244718945003 16.165377701450002 41.976795488650005 41.444941515100005 181.47666917450002 0.088145000000000015 22.514947350300002 197.61184394335004 15.105352934150002 85.589753040950015 14.380989918050002 17.687678651600006
decision_type=2 2 2 2 2 2 2 2 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 -3 5 6 7 -2 -9 11 16 13 -13 14 -1 -12 -11 -18 24 20 -20 22 -21 -23 25 -19 27 -16 29 -29
right_child=1 3 -4 -5 -6 -7 -8 8 -10 10 15 12 -14 -15 26 -17 17 18 19 21 -22 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.040475806234993021 0.028522689354927088 -0.058214783330391283 0.027111281302657192 -0.0033966884232828499 -0.054761771337133967 0.048254950046038608 -0.063137601725545583 -0.060674453942099214 -0.0049118294243981411 -0.023483166845206717 0.002198204376265655 -0.004849143673105346 -0.06094411551286575 -0.051018795833043445 -0.0011576691172288172 0.043763107203192687 0.024717613153950747 0.055728118072989941 0.054774603675638051 -0.028370928338172705 -0.0022213506564976214 -0.013983158748354622 0.0216515491262185 -0.05904470688575799 0.0024609146012818999 0.01034503242041148 -0.038176135552307248 0.026320301527411053 0.042833802401994449 -0.043809474571044886
leaf_weight=1.535144138673785 0.8527685480949011 0.75403971271589287 1.9966518623987202 0.76879493519663811 0.42743446607346491 0.45217925030738193 0.34347140311729241 0.53232510504312713 11.848445400100898 2.8755438327789298 1.9517889539711166 2.4004989871173157 1.7670902553945778 0.98008244740776618 46.353929146162045 3.4536457508802414 4.566952930763363 1.5783583968877781 1.6454609353095317 2.9082554066553694 4.1251777093857527 2.9165872735902667 2.9436445022001863 2.7076983256265521 37.941649563610554 2.4438607955817133 1.1794066249858577 1.4028663129574845 3.3335563524160534 1.4864730697590856
leaf_count=27 39 27 34 21 74 10 13 37 685 36 32 226 49 97 2337 42 64 69 34 29 39 35 35 39 355 27 26 19 53 23
internal_value=0.000636757 -0.0045517 -0.00214633 -0.0305402 -0.0061872 -0.00470725 -0.00647114 -0.00500039 -0.00730941 0.00134068 0.00373216 -0.00151056 -0.0286338 0.000498246 0.00141143 0.0287549 0.00170287 0.00283843 0.00115088 -0.0080286 0.0140307 -0.0191208 -0.00320844 -0.0356771 0.00492357 0.0281538 0.000295844 0.00115885 0.0184144 -0.00975923
internal_weight=150.474 17.9761 16.4533 1.52283 14.4566 14.0292 13.577 13.2335 12.3808 132.498 72.0586 60.439 4.16759 56.2715 55.2914 5.40543 66.6532 63.7776 59.2107 17.2468 5.77064 11.4762 5.8519 5.62429 41.9639 4.02222 53.7562 52.5768 6.2229 2.88934
internal_count=4633 940 892 48 858 784 774 761 722 3693 836 2857 275 2582 2485 74 762 726 662 211 73 138 64 74 451 96 2458 2432 95 42
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=13 0 16 0 13 22 8 22 6 17 5 23 5 23 17 17 22 0 22 16 7 5 20 17 18 5 5 6 22 4
split_gain=0.895982 2.04597 1.42057 1.69995 1.36939 1.23387 1.03378 0.966457 0.89991 0.987602 0.879567 0.823122 0.735533 1.09267 0.989687 0.89858 0.731591 2.10755 1.50664 1.11709 1.02653 2.18857 1.43924 1.09951 1.09247 0.991874 0.976818 1.0867 0.955912 0.877937
threshold=112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 113.89115178020002 0.20852500000000004 8.3434888241000014 0.13747000000000004 16.245379570700006 209.54662559615002 23.714185006400005 0.4149000000000001 28.543718473100004 0.091885000000000022 192.00947391610003 193.94976740385002 -0.060989999999999996 92.168410086200012 -0.068964999999999985 12.604970524100002 24.040556609400003 18.678742451450002 38.238138001450004 180.19381692845005 14.349689277800001 26.144057174750003 19.973460566700002 14.845346859150002 -1.0000000180025095e-35 169.78554988275002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 11 -4 6 7 -2 10 9 -3 -6 16 13 14 -12 -16 18 -18 20 -19 24 22 -22 -24 25 -1 27 -21 -28 -25
right_child=1 8 3 -5 5 -7 -8 -9 -10 -11 12 -13 -14 -15 15 -17 17 19 -20 26 21 -23 23 29 -26 -27 28 -29 -30 -31
leaf_value=-0.0003286338151796582 0.00060529253252853917 -0.00036211503055418737 -0.0021856137520453399 0.00049706657054587151 0.00032539193296500111 0.0015610537996504183 -0.0025289887551427754 -0.00090393893527814016 0.0018179578815586007 0.0015929302305840679 -0.0020414360517178806 -0.002021054790331522 0.00060837593568995008 8.6402341752807535e-05 0.0014845654385042459 -0.00081479676473177336 -0.0017236833432013041 -0.0009693550081675789 -0.0023028300458074282 0.000373782497356537 -0.0015637960455210189 -0.0018912317192281319 -0.0020027074119510985 -0.0020526809592352657 0.0010781097330951094 0.0013460984145385957 0.0011648717675917766 0.0012918333846784935 -0.0021637592851476632 0.00023065690848082817
leaf_weight=7.1797305111831502 0.58372016967041318 2.0832230197265731 2.267101214267313 1.4193791644647715 77.710563063621521 2.5209295507520428 1.1650081947445867 2.8504833006300023 4.2418999969959259 1.7628056555986402 2.0125872004428009 0.69138527846734987 4.1091664494015268 10.311278257751836 0.7623244086280464 3.5660025264369324 1.8417381787439797 2.116326856728846 1.1040335022844363 26.25107795355143 2.162929943900969 2.6887974040582767 0.90175391628872859 0.64114395994693296 5.3523807031742754 1.5976500194519756 0.47403299855068326 5.8212877186015239 0.97370550560299196 21.144082680868451
leaf_count=338 46 24 51 10 690 37 15 44 29 23 231 44 223 119 9 111 124 373 41 382 278 170 142 48 145 65 10 47 55 709
internal_value=0.000164074 0.000275561 1.43147e-05 -0.00115272 0.000204187 0.000232595 -0.00148278 0.000199543 0.00120739 0.000533969 0.000231485 6.7467e-05 -0.00012001 -0.00029975 -0.000927692 -0.000409823 8.54603e-05 0.00028154 -8.63489e-05 0.000385173 -2.76218e-05 -0.000243748 -6.54878e-05 7.73578e-05 0.000393605 -2.38007e-05 0.000470692 0.000540413 -0.00107387 0.000163458
internal_weight=198.309 113.68 84.6285 3.68648 105.592 103.843 1.74873 101.322 8.08793 3.84603 98.4719 80.9421 20.7614 16.6522 6.34091 4.32833 80.2507 37.4782 42.7725 35.6364 41.6685 27.5387 24.8499 22.687 14.1298 8.77738 33.5201 32.0724 1.44774 21.7852
internal_count=4633 1601 3032 61 1525 1464 61 1427 76 47 1383 2971 693 470 351 120 2927 991 1936 867 1895 1347 1177 899 548 403 494 429 65 757
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=17 5 10 21 6 6 23 22 5 10 13 0 21 5 4 7 9 15 13 0 7 21 22 23 20 6 13 20 15 2
split_gain=0.175781 0.246778 0.395772 0.473154 0.410494 0.431467 0.3629 0.331627 0.293403 0.492486 0.498479 0.383269 0.691247 0.662194 0.6166 0.406202 0.33657 0.353441 0.356167 0.240163 0.238971 0.233306 0.418206 0.338539 0.377117 0.453414 0.23074 0.22775 0.754359 0.518167
threshold=243.29790314680005 11.783123780850001 84.92839234085001 16.241109211600005 3.6650856341500009 5.4301268740500008 0.090665000000000009 0.63131000000000015 13.252098438300001 81.573196594050017 100.61016861575001 97.886760529650019 13.291307514850002 16.316541761950003 171.12466686440004 24.930088150450004 184.36538191430003 12.537637863700001 98.255079293500017 107.63242125250001 28.043300357450004 5.6808520270500003 -0.078504999999999991 0.11296500000000002 39.955516828000007 11.135260173550002 105.63489686155002 35.374259656300005 35.645792850250011 120.31044416595002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 7 26 9 10 -3 13 14 15 -13 -10 -16 -18 -19 -2 -21 23 -23 24 25 -20 -1 28 29 -15
right_child=19 8 3 -5 5 -7 -8 -9 11 -11 -12 12 -14 27 16 -17 17 18 21 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.051866407705328355 0.036385723655399022 0.034752655722387969 -0.050653964400851015 0.029996149973134458 0.030928892373639907 -0.050631225712537004 0.014238349187683149 0.0097783464929773311 -0.001024855370297575 -0.029912217950788109 -0.0091933578287025277 -0.053215409423512793 -0.052036412665196125 0.0067910124802663301 0.030123723197884193 0.039952074283308797 0.039730965056154192 -0.041975735111614607 -0.0013868053291117002 0.051495300629775538 -0.050843215626169377 -0.00407951761397643 -0.052812994991523296 0.024981690045016044 0.0039328057909411105 -0.052362806567614793 0.014791806039375351 0.00034965654467416731 0.036684079464723747 -0.044237152592343357
leaf_weight=1.3613557532298721 0.73017018649261345 2.2630052771419287 0.51542613988795005 0.98173913912614796 0.54952601632612641 0.23007102857445716 0.45734712378180109 0.33090903041738773 0.9211120603140438 0.5287359061767346 0.90280752722173918 0.62121040653437098 0.82721985375974405 2.315453482442535 0.75864758458919723 1.7616672478616235 0.43494208576157589 0.65428373162285325 1.0003962242044488 0.08273528516292572 0.18376443778106477 1.5070556693244728 0.62198181287385512 1.1823996035382149 4.144582936540246 0.77364894037600596 0.14352707006037224 120.20775833477092 1.8314316943287847 0.63372945696755767
leaf_count=334 26 41 375 57 103 212 46 15 36 55 43 53 63 87 30 28 9 145 8 1 70 52 35 12 47 57 4 2494 26 69
internal_value=0.000627722 0.000487218 -0.0109522 0.00381571 -0.0160313 0.00685925 -0.0256147 -0.0355432 0.000850526 0.0147596 0.0222204 0.000483988 -0.00786261 0.00130291 -0.00473919 0.025883 -0.00202082 -0.004384 -0.00632519 0.0215569 -0.0190721 -0.00379806 -0.0183166 0.000554905 -0.00432498 -0.0236171 -0.0455089 0.000775318 0.0114785 -0.00417408
internal_weight=149.459 148.462 4.5699 2.27676 1.29502 0.779597 2.29314 1.83579 143.892 3.69455 3.16581 140.198 12.5264 127.671 11.6991 2.68278 11.0779 10.3193 9.88435 0.99667 0.2665 9.23007 2.12904 7.10103 5.91863 1.77405 1.50488 124.988 4.78061 2.94918
internal_count=4633 4536 1146 747 690 315 399 353 3390 139 84 3251 511 2740 448 64 395 365 356 97 71 211 87 124 112 65 338 2676 182 156
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=6 0 10 23 15 21 6 5 6 13 6 0 6 22 5 3 23 22 16 5 9 15 20 4 5 17 16 3 7 3
split_gain=0.800195 1.17913 1.32106 1.13978 1.01561 1.0051 0.905119 1.01209 0.901525 0.804733 0.79705 0.750446 1.26479 2.10599 1.05996 1.09382 0.942542 1.05436 0.950307 2.15079 1.49692 1.51438 1.23343 0.855455 1.50184 0.901503 0.985459 1.41024 0.932697 0.864144
threshold=14.845346859150002 95.44832900530001 69.873026810350026 -0.089139999999999997 22.853312863800003 0.87557407920000008 14.745344522600002 18.428229854150004 13.345311811050001 95.811270852950017 10.450244168250002 86.345209775600011 16.375382608200002 -0.102645 20.389142059250002 93.345954747300013 0.08079500000000002 -0.078549999999999995 19.079955382750004 19.897785533950003 200.77913281735002 31.445204138150004 36.654713368950006 248.32992249220004 22.627560662300002 188.13858192940003 22.604947139800004 93.915907870950022 22.650953015950005 93.776108048150022
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -4 -5 -8 -1 10 -3 12 13 -6 -14 -16 17 -13 -18 20 21 -20 -21 25 -25 26 27 -17 -27 -28
right_child=4 9 3 6 11 -7 7 -9 -10 -11 -12 16 14 -15 15 23 18 -19 19 22 -22 -23 -24 24 -26 28 29 -29 -30 -31
leaf_value=-0.0008131382673564159 -0.0012862888263464939 -0.00019461264250961226 0.0014950701681236103 -0.0019628678619619728 0.00063512482855505382 -0.0010687741425664582 0.00045513832306115742 -0.0020688605466783428 0.00037725688673660013 0.00021820099665184443 -0.0019487578936656653 0.00026388226295515619 0.0011948125003698863 -0.0022311281738007132 -0.0013950126957715484 0.0020110548957649322 0.00094118855036983242 0.0012962923339891253 -0.00039164300410888457 0.0015424570305538144 0.00028951478876089459 -0.002515666763695309 0.00026350243004816883 -0.0023388225245102342 -4.0504339156478832e-05 0.00129116471848329 -0.0011929446557796526 -0.0003021000509035454 0.0002232215663362418 5.4882458712225492e-05
leaf_weight=3.1046830480918306 1.4884414089319751 7.043302983260217 1.0305959343677389 3.6505769136128929 1.5526282113278287 1.0578164264443328 1.4535003211349251 0.86523853382095683 7.2297512440709397 46.039684694434982 1.0113024708698501 6.3571357601322234 3.1634085178375235 2.0056941073853514 1.6349980691447843 1.9058837741613452 6.377442590892314 7.2041599377989751 2.4566622013226143 2.7540852092206469 3.0318077327683568 2.1479354072362185 39.43968649674207 1.0320606343448187 16.312710520636756 5.5200589299201948 2.3259006552398196 1.7045052833273073 5.6491135507822037 10.219424400944261
leaf_count=112 217 1048 14 345 29 54 14 45 153 855 96 58 35 55 16 10 62 131 26 26 37 36 304 20 351 52 19 269 41 103
internal_value=0.000140814 -1.34718e-05 -0.00041762 -0.000978423 0.000230799 0.000196439 -0.00138946 -0.000486693 1.9637e-05 0.000123939 -0.000414856 0.000249188 8.35029e-05 -0.000980476 0.000160037 8.93436e-05 0.000375113 0.000812329 0.000269626 0.000183677 -0.000718646 -0.00138245 0.000346983 0.000143674 -0.00017726 0.000347391 6.83413e-05 0.000918988 0.000751023 -0.000176464
internal_weight=196.77 72.4865 18.3922 8.05773 124.284 2.08841 5.96932 2.31874 10.3344 54.0943 8.05461 122.795 53.0264 3.55832 49.4681 46.3047 69.7689 13.5613 56.2076 49.8302 7.63641 4.6046 42.1938 44.6697 17.3448 27.3249 16.1557 3.61039 11.1692 12.5453
internal_count=4633 2736 737 472 1897 68 404 59 265 1999 1144 1680 1000 84 916 881 680 189 491 429 99 62 330 865 371 494 401 279 93 122
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=20 20 22 19 10 13 7 16 13 15 16 22 21 20 13 15 19 8 20 22 22 23 20 23 16 23 22 3 18 0
split_gain=0.185021 0.285587 0.783017 0.292258 0.261662 0.246664 0.471777 0.350737 0.449547 0.315428 0.740897 0.634399 0.943347 0.54978 0.374493 0.291894 0.434176 0.286408 0.62562 0.457566 0.606082 2.27661 0.754082 0.566816 0.718105 0.49698 0.494351 0.405865 0.39512 1.04176
threshold=31.914316944300001 34.515670600900002 0.15915000000000004 13.951125619400001 69.873026810350026 117.97223122220002 22.773029501100002 22.724946859200003 117.76521994615001 45.793006327050001 22.614947116400003 -0.064729999999999996 15.294585115650001 43.182896969600009 117.69263157665002 42.968808980200009 14.551174033150001 8.543332867800002 36.952388736350009 -0.122095 -0.017745 0.13026500000000005 39.896141435400004 0.099465000000000012 22.594947163200004 0.088565000000000019 -0.160525 93.216908757050007 13.328768336950002 86.135510041400025
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 8 9 14 11 12 -11 -12 17 16 -7 28 -19 25 22 -22 -21 24 27 -20 -27 -24 -3 -30
right_child=1 5 -4 -5 -6 6 -8 -9 -10 10 13 -13 -14 -15 -16 -17 -18 18 19 20 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.032441561300030508 -0.02842555516094393 0.0058868909174237018 -0.03370410112727109 0.061708674618626329 0.0346362979701249 0.0011915690639827958 -0.064256201741446556 0.020354251374990393 -0.046192170319611002 -0.063626856660612754 -0.04664567773542723 0.034700369675146836 0.026336206746612672 0.012661433642021996 0.020852337913374871 0.028646707729971143 -0.063801876681588696 -0.02443810652771107 0.020240445806049192 0.040491555076261614 -0.045965442024828232 0.060759345873722372 0.012003544226836601 -0.017288832530000846 0.033182568323798373 0.001321899304464911 -0.052396394227881823 -0.019945626674479709 -0.043993480400613599 -0.0016172806424190236
leaf_weight=0.59713837518211121 0.32154198305215664 24.767109355874709 0.73926802485220822 0.97843241505324829 0.87260962316941004 1.2832601007539777 0.59035347797907878 3.2274176832288495 0.73472924064844747 0.82203538599424086 2.4197213742882018 1.5900671102572221 0.8431551237590611 0.72553269914351393 3.4087100641336283 0.67677346058189858 0.51408490375615645 2.1860480546019998 1.2428253960679314 3.7222050211858102 2.2078659251274035 1.0547229954972861 5.3648854311322776 2.2422674709232515 4.8683940647169948 1.1958739513065668 1.252478710375726 1.9309307456132954 2.1307959166006176 74.613244792246405
leaf_count=222 35 738 22 18 71 61 33 35 12 53 138 24 7 12 24 14 30 33 27 47 53 12 57 24 42 26 16 20 49 2678
internal_value=0.00075535 0.000888814 0.019419 0.0374953 0.017656 0.000518268 -0.0162563 0.000878878 0.000427733 0.000674888 -0.0122811 0.00770381 -0.0180748 -0.032965 0.00130221 -0.00480299 -0.0173982 0.000784734 0.00622213 0.00889431 0.0122471 -0.0114637 0.0165142 0.0103192 0.0154083 -0.0105357 -0.0261582 0.00354779 -0.00067589 -0.00279385
internal_weight=149.124 148.527 2.91185 2.17258 1.19415 145.615 3.06447 142.551 139.324 138.589 6.40051 3.25526 1.66519 3.14525 132.188 2.47412 1.79735 128.78 27.2685 25.0824 21.3913 3.26259 18.1287 14.4065 12.1642 3.69118 2.44835 7.29582 101.511 76.744
internal_count=4633 4411 146 124 106 4265 138 4127 4092 4080 234 84 60 150 3846 105 91 3822 357 324 255 65 190 143 119 69 42 77 3465 2727
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=17 8 22 6 2 15 15 2 21 15 12 17 7 21 22 22 19 22 4 21 23 8 21 0 20 13 21 23 4 6
split_gain=0.213511 0.191234 0.59855 0.534364 0.365634 0.430885 0.248773 0.613958 0.367499 0.234478 0.23312 0.706643 0.387794 0.47692 0.307132 0.295785 0.959291 0.939402 1.25708 0.814293 0.964614 0.686305 0.755013 0.682776 1.20654 1.25759 1.46194 1.40662 0.904527 0.874431
threshold=158.19986339130003 9.5425530862500008 0.022350000000000005 17.755414852450006 35.561888367500011 43.376643616500012 46.723315192750007 247.02271001585004 6.5613067478000007 49.36618601175001 84.828830943350013 183.32030055335002 22.650953015950005 3.1734339793000008 -0.047144999999999999 -0.079369999999999996 14.351157895250003 -0.083330000000000001 158.55438663830003 1.8364927951500001 0.085345000000000018 8.4434108459500017 7.8791617619000007 93.501885318850015 41.444941515100005 113.98793627290001 5.514213733400001 0.070640000000000022 239.38000160390004 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 3 -3 6 -5 -6 10 -8 -9 -10 11 14 -13 -14 -2 17 23 -12 -19 -20 -21 22 -18 24 25 27 -27 -17 -29 -25
right_child=1 2 -4 4 5 -7 7 8 9 -11 15 12 13 -15 -16 16 21 18 19 20 -22 -23 -24 29 -26 26 -28 28 -30 -31
leaf_value=-0.04366232724021573 -0.008093544339536244 0.040433121011151769 -0.030076446602384215 0.061274106676346141 -0.053942638035310457 0.018311197959022064 -0.062826736551665124 -0.039361610775271547 -0.010223877228807058 0.026415058446998992 0.001549762010709108 -0.0026379773838264187 -0.027840035789906594 -0.093985576313301969 0.026650682659497028 0.027214604060629553 0.042014693571384445 0.035551065953573727 0.0050436556316791328 -0.015731029970327964 -0.072441995731159031 0.0033009688303035209 0.011337807060286368 0.0018988307572178858 -0.032373610783428049 0.047456979544752149 -0.009856525452857829 -0.069684614972432682 0.0048505273619684729 0.037400259873122586
leaf_weight=0.38658897493587474 2.0210242372704674 1.414945361670106 0.61757631791988377 0.1418822854757299 1.3760430718903078 0.37507009156979609 0.74116372177377288 0.74533392023295197 1.2234143028035762 1.2725297823781145 63.02295480834163 1.0027588512748482 1.2124609051861623 0.57331807226000808 1.6505712289072096 1.3149053778033719 5.1861060876399296 1.1476382575929225 1.4986286475323138 2.0000929444067879 2.3058238859230187 9.3440666384994966 6.4012949848547578 23.349770664000065 5.6014526650396865 3.1615036571165547 3.1958905458450317 1.97324823087547 0.82430218206718553 2.7716560782864681
leaf_count=250 26 52 30 2 165 11 82 44 17 24 2221 10 30 32 20 21 147 7 33 42 105 111 52 775 141 51 23 58 13 38
internal_value=0.000689563 0.000805832 0.019009 0.000551434 -0.0309909 -0.0384666 0.000967407 -0.0137595 -0.00253963 0.00845608 0.00138765 -0.00969829 -0.0323768 -0.0490758 0.00752577 0.00192572 0.00489171 -0.000749882 -0.0215966 -0.0328955 -0.0460998 0.0153508 0.0250677 -0.000296933 -0.00998838 0.00198789 0.0186452 -0.0237625 -0.0477227 0.00566577
internal_weight=147.854 147.467 2.03252 145.435 1.893 1.75111 143.542 3.98244 3.24128 2.49594 139.559 6.46013 2.78854 1.78578 3.6716 133.099 63.1242 69.9751 6.95218 5.80455 4.30592 20.9315 11.5874 42.1927 16.0713 10.4698 6.35739 4.11246 2.79755 26.1214
internal_count=4633 4383 82 4301 178 176 4123 167 85 41 3956 118 72 62 46 3838 1430 2408 187 180 147 310 199 1120 307 166 74 92 71 813
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=17 18 4 0 22 15 14 12 9 7 10 16 9 4 12 22 20 20 21 13 23 21 23 15 19 13 17 22 20 21
split_gain=0.160302 0.733074 0.812611 0.807849 1.40035 1.05928 0.713684 0.54815 0.544813 0.488591 0.804807 0.627387 0.614407 0.472268 0.491923 0.471709 1.07252 1.47261 0.776052 0.651876 0.856853 0.688096 0.627335 0.602867 0.458983 0.455923 0.531223 1.13579 0.421259 0.731149
threshold=188.27285108100003 13.304953393500002 158.55438663830003 86.345209775600011 -0.086139999999999994 40.042228346200012 245.99173885435002 82.088033630950022 194.03220695150003 23.109894804950002 61.998532946250002 22.694946929300002 195.34352961910002 195.04069921150003 150.80177373595004 -0.10771499999999999 42.455548714850003 44.279556297950009 21.089366969400004 117.50981642375002 0.084365000000000009 5.4349223666500004 0.080545000000000019 27.220712026400005 14.351157895250003 117.64961624655002 190.37043331840002 -0.091639999999999985 45.458122212500008 6.4178488307500006
decision_type=2 2 2 2 2 2 2 2 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 -2 4 25 -6 -7 -3 -5 10 -9 -11 13 -12 -15 19 -17 18 -18 20 22 24 28 -22 -21 26 27 -4 29 -1
right_child=1 7 3 8 5 6 -8 9 -10 11 12 -13 -14 14 -16 16 17 -19 -20 21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018877011190867217 0.057356963628521322 -0.050389644059633087 -0.066888222354502647 0.057338426052509037 -0.087887032736789647 0.016219944011615514 -0.048173500688722393 -0.064006015187832471 0.0090879047677742356 0.00093882128327136898 0.044687778173588849 0.038270193767833555 -0.03711884984030938 -0.049930665843984152 0.0085160581179794543 -0.0016435262715986893 -0.071900597778756209 0.0092538840649691017 0.053003296062550172 -0.023876507121282666 0.012969187625425054 -0.075864199534252177 -0.075019084620271362 0.059469799537696967 0.044363679144976041 0.045157827537071211 0.040669966756812406 0.033276228836776563 -0.013674791696839999 0.048672510642988373
leaf_weight=1.1088022539661309 1.7099640686064947 0.89977252716198464 0.91828798491042107 2.0615094862878318 0.98106428873143281 1.744206235627644 1.2265459605259819 1.1976224161626294 1.8648209720849989 78.343637847683112 1.0549191437894476 1.9299624660052348 1.8915820789989082 0.78054886456811834 2.6416289864864666 24.739312316984982 2.8157859696948431 1.9582477018302595 0.22474010195583094 1.2305173261265729 2.427625068481575 0.71120245690690342 0.45068622675898939 2.245594659820199 0.62026198091916729 2.0625350831542164 1.1386123333359135 0.97823647398035729 2.7461146199784707 1.6957610475947147
leaf_count=287 37 43 32 28 19 24 38 27 15 2170 17 57 37 19 92 520 283 124 4 65 136 44 100 26 27 16 17 8 257 64
internal_value=0.00067641 0.00205612 0.0154426 0.0099191 -0.000711931 -0.0296114 -0.0103664 -0.000159252 0.0344217 0.000355274 -0.015358 0.00183635 -0.00620983 0.00684929 -0.00481479 -0.00264408 -0.00716532 -0.0344931 -0.0626683 0.00751363 0.014546 -0.0217871 -0.00162572 0.0353139 -0.00100679 0.0216915 0.00574495 -0.0152229 0.00433344 0.0219664
internal_weight=146.4 103.425 14.6858 12.9758 9.04949 3.95182 2.97075 88.7397 3.92633 87.8399 7.5663 80.2736 6.36868 4.4771 3.42218 42.9747 29.7381 4.99877 3.04053 13.2366 10.6746 2.56198 6.00136 4.67322 1.85078 5.09767 3.03514 1.89652 5.55068 2.80456
internal_count=4633 2696 234 197 154 81 62 2462 43 2419 192 2227 165 128 111 1937 931 411 287 1006 870 136 708 162 92 73 57 40 608 351
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=8 22 22 2 21 9 22 16 13 20 17 17 5 15 2 9 10 16 7 17 23 7 20 15 13 23 6 9 16 22
split_gain=0.164216 0.510729 0.534066 0.707654 0.347821 0.30597 0.214375 0.826856 0.418017 0.502133 0.433598 0.835073 0.993742 0.978511 0.747392 0.515812 0.625664 0.455678 0.434139 0.385603 0.564626 0.501807 1.58545 1.21242 1.32551 1.19276 1.19196 0.981145 0.680555 0.677617
threshold=8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 4.4218562789000009 216.72927494925003 -0.036264999999999999 22.654947022900004 117.97223122220002 36.558960102350007 204.55825889135002 204.73764675200002 21.757682542950004 33.787611863550005 346.74082678410008 212.20546459280004 70.311245485600026 15.564963602350003 23.445318439400001 202.89510166150004 0.09117500000000002 24.068567769550004 38.621016321050007 28.983869461100003 108.49810477050001 0.088075000000000028 14.965349663000001 206.39860865795001 22.604947139800004 -0.053874999999999999
decision_type=2 2 2 2 2 2 2 2 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 8 -8 10 -10 14 -12 13 18 15 19 -17 -18 -13 21 -21 28 -23 24 27 26 -25 -24 -1 -30
right_child=1 4 -4 -5 -6 -7 7 -9 9 -11 11 12 -14 -15 -16 16 17 -19 -20 20 -22 22 23 25 -26 -27 -28 -29 29 -31
leaf_value=0.0077205114662533599 0.022053629436626004 -0.041980653517510409 0.027872646885832599 -0.05404662120799248 -0.065120106161610763 0.0069175195269017293 0.001790278721381491 0.030473161962454209 0.028978795678356914 -0.065274183946870429 -0.089373736091670819 0.055869284115109698 0.034858468212494151 -0.059264019795416428 -0.056294697811986337 0.048424491793854905 0.023591037612629605 -0.026167661544590944 -0.010156912832893241 -0.0023556725348160418 0.049342011835213383 -0.066340884630054095 0.007584797094579143 -0.067059961957325095 0.063934586462113446 -0.077644787064144002 0.017913345589614365 -0.049754351861107299 -0.0019851688980344669 -0.035522209815735117
leaf_weight=36.690218514413573 0.85915435256902151 0.88705687667243127 1.9269525672425514 0.96266048663528636 0.73460061132209364 1.0245476236450484 35.580731100231787 4.1718203127384177 0.29159131649066583 0.75050059659406543 0.48965577897615631 0.39177827094681372 1.68864067015238 1.601826754864305 0.82791701929818273 1.9078069715760637 1.673401056781586 1.1562160017201675 6.6521736174390753 1.6905225164446158 1.4651411054665002 1.6441208204523743 7.8636073081324849 0.88909699022769872 1.3627211749553669 1.3664929232327265 1.9773554715793578 1.290701209916733 22.615092340856794 2.4842193032382047
leaf_count=977 19 28 34 38 57 28 1198 72 56 60 18 10 47 66 95 14 65 38 432 51 25 208 416 118 14 45 17 46 318 23
internal_value=0.000579877 -0.0089697 0.00550266 -0.0181583 -0.0294721 -0.0157731 0.00102074 0.0048004 -0.000500475 -0.0389009 -9.10062e-05 -0.0115952 -0.00790992 -0.0162632 0.00134185 0.00189622 0.0214476 0.00325903 -0.0064846 0.000757492 0.021647 -8.56554e-05 -0.0095659 -0.00323742 0.00784926 -0.030783 -0.0084431 -0.00049967 0.00242966 -0.00530452
internal_weight=144.918 6.39497 3.74877 1.82181 2.64621 1.9116 138.523 39.7526 98.7708 1.04209 97.7287 10.8241 10.3344 8.64578 86.9046 86.0767 4.73742 2.82962 7.04395 81.3393 3.15566 78.1836 16.3941 14.75 10.517 4.23295 2.86645 9.15431 61.7895 25.0993
internal_count=4633 204 91 57 113 56 4429 1270 3159 116 3043 573 555 508 2470 2375 117 103 442 2258 76 2182 864 656 476 180 135 462 1318 341
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=13 0 16 0 3 22 22 5 20 16 18 23 23 21 9 22 9 20 15 6 17 21 7 17 22 0 2 6 15 13
split_gain=0.675332 1.80338 1.28601 1.27804 1.15059 1.12044 1.15124 0.984993 0.95769 1.0857 1.02393 0.994748 1.87932 1.88138 1.33953 1.25918 0.9464 1.33758 0.934464 0.852027 1.12237 0.751932 0.74492 1.15337 0.742256 1.65297 1.31242 1.65106 1.19389 0.902244
threshold=112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 89.732667019950014 0.20852500000000004 0.13747000000000004 23.714185006400005 42.206017975500011 22.494947397000004 12.899561312100003 0.082325000000000023 0.083395000000000011 6.0799633573000014 192.20980299475005 -0.090369999999999992 186.70853236170004 38.474425342400004 41.54912092575001 16.245379570700006 209.54662559615002 5.2921303083500009 24.068567769550004 199.24932835515003 -0.059424999999999999 92.168410086200012 71.708303056200009 15.345358541850002 36.136500007950012 108.49810477050001
decision_type=2 2 2 2 2 2 2 2 2 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 24 -4 -2 6 7 8 10 -10 21 -11 -13 15 -15 -14 -12 -18 -19 20 -3 -6 23 -9 26 -26 27 -1 29 -27
right_child=1 19 3 -5 5 -7 -8 22 9 11 16 12 13 14 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0020623843348920759 -0.0010876746856219839 -0.00045814172313470909 -0.0021946994365005744 0.00030491464826418364 0.00054366721246995814 0.0016276046506339252 -0.001097862577836129 -0.0002074472963052589 0.0012539589749427239 -0.0010618430360478607 0.001355835554087944 0.001542642734632053 9.483511914815839e-05 -0.0010068362562307229 0.00057298489256033154 -0.0019987250316201273 0.0015234495316984833 0.00020229669038585518 0.0010636249697020784 0.0018175319484745463 0.0016786849726595397 -0.00086208784754054208 -0.0012655515638973695 0.0014581742043465599 -0.0017045167747155596 0.00023217374357167305 -1.703310795026169e-05 0.0015171339000831941 -0.0021480821532045857 0.00098859473026108595
leaf_weight=2.4730438503756882 2.6872628666460505 2.0881928205490108 1.9632472060620778 1.3119684355333445 2.4944922132417551 2.1057798325782633 2.6293968469835809 15.878049104401731 2.4420830868184593 3.6386969313025501 5.323276847600936 2.7963917665183571 1.7384040020406244 2.6533224643208078 9.2820056248456222 3.0291793616488603 4.1673407629132262 28.725762838963419 5.8245933614671221 3.8371302112936974 1.7263453640043733 3.5375264151953161 2.1368080740794531 1.7772729578427959 1.5539775776269369 24.496977321316081 38.017541605908264 0.61952778697013844 0.71155741577967901 8.0563812861219031
leaf_count=125 31 24 51 10 25 34 45 657 71 41 49 14 16 31 63 54 40 204 44 29 23 31 54 21 124 741 1861 6 46 68
internal_value=0.00014776 0.000246794 9.57108e-06 -0.00119342 0.000178482 0.000212446 0.000182061 0.000217321 0.000319204 1.05447e-05 0.000476885 -0.000120691 5.49346e-05 -0.000194137 0.000221778 -0.00123535 0.000580653 0.000474074 0.000347502 0.00116516 0.000508922 -0.000280749 -0.000172115 -3.97775e-05 6.14623e-05 0.000272116 -0.000116955 -0.00134531 0.000364455 0.000419375
internal_weight=189.724 110.519 79.2042 3.27522 102.868 100.18 98.0746 95.4452 75.6531 25.5801 50.073 23.138 19.4993 16.7029 11.9353 4.76758 44.041 38.7177 34.5504 7.65167 3.81454 6.03202 19.7921 17.6553 75.929 34.8189 41.1101 3.09257 33.2649 32.5534
internal_count=4633 1601 3032 61 1525 1494 1460 1415 683 290 393 219 178 164 94 70 337 288 248 76 47 56 732 678 2971 979 1992 131 855 809
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=17 4 5 3 22 23 0 8 5 7 13 0 21 5 14 7 4 17 6 7 18 22 21 2 17 6 22 23 18 20
split_gain=0.160749 0.220338 0.215052 0.367882 0.418053 0.40571 0.308271 0.276234 0.261027 0.435087 0.26385 0.255402 0.727959 0.644899 0.471998 0.419142 0.304982 0.385193 0.291129 0.383681 0.353085 0.270207 0.25 0.44506 0.256025 0.272818 0.214653 0.746495 0.506901 0.583422
threshold=243.29790314680005 393.51715702600006 11.783123780850001 69.085308578100012 -0.15962499999999999 0.078655000000000017 104.25302938255003 0.84933718570000016 13.153721664750002 26.500844050900003 100.21227681250001 97.886760529650019 13.291307514850002 16.316541761950003 170.24900367605002 24.775165158000004 299.67482098205011 208.35751021765003 13.005303866850001 24.745523433100004 17.448621627850002 -0.58835000000000004 5.6297227860000012 90.828344481500011 197.26918533450001 11.895277931250002 -0.27494999999999997 0.085345000000000018 13.24088655595 39.852039223600009
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 -5 -1 9 10 -4 13 14 15 -13 -10 17 21 19 -18 -21 -16 24 -24 25 -23 27 -15 -29 -30
right_child=1 -3 8 4 -6 -7 -8 -9 11 -11 -12 12 -14 26 16 -17 18 -19 -20 20 -22 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.061976126256114351 0.042756038140261902 -0.024200051056407639 0.047105949268613723 0.024667456299094514 -0.045128706634310886 -0.061660698503944303 -0.063033285369025749 0.029064202818736003 -0.0045081244853003221 -0.027661265060262237 7.7726447545181749e-05 -0.064781186261032853 -0.063552764748696589 -0.05692786846801727 0.028339290205003753 0.047389062727778451 0.038332244523517578 -0.046277636787778485 0.045485961114206164 -0.063325908318033267 0.016501639572677383 -0.0045542690189641641 0.007820267159273581 -0.06437623499849765 0.012680924524058652 -0.04937677094579998 0.0012192012979996244 0.043451042385345348 -0.057400473399007293 0.0044740528657479621
leaf_weight=0.13617270898430334 0.70947517485910694 0.24588426441187039 1.4439588490058666 0.7091032449025082 1.7078059615632808 0.26001112356425427 0.18848983932912233 1.3653284350129977 0.8459984899964178 0.56439845182467241 0.63954478222876776 0.45562729239463529 0.81136593400151547 1.0658995398553077 0.93356170016340545 1.8264096453785894 0.59749850782100045 0.82275832880986932 0.89501398347783823 0.43771616392768919 0.38862601958680898 3.0020267486106609 0.58972031984012552 0.68655575794400647 2.7189250984229147 0.60642757010646153 115.47613337905932 0.81313730042893473 0.75002294770092737 2.3097489945357665
leaf_count=61 63 34 50 45 443 349 64 184 34 55 18 49 66 95 23 32 17 55 27 38 25 98 4 62 29 32 2470 29 28 54
internal_value=0.000603718 0.0255233 0.00043729 -0.012881 -0.0274278 0.00863477 0.00625076 0.0208077 0.000856668 0.0198107 0.0326703 0.000487725 -0.00765609 0.00134426 -0.00391857 0.0309601 -0.00154414 -0.0064468 0.0182453 0.00112207 -0.0257833 -0.00260818 -0.00640785 -0.0310169 -0.00144404 -0.012087 0.000686984 -0.011757 0.000674927 -0.0106929
internal_weight=144.003 0.955359 143.048 4.36691 2.6054 1.76151 0.897593 1.5015 138.681 2.6479 2.0835 136.033 12.9458 123.087 12.1345 2.67241 11.6788 9.35998 2.31885 1.42384 0.826342 8.53722 7.60366 1.27628 6.32738 3.60845 120.415 4.93881 3.87291 3.05977
internal_count=4633 97 4536 1146 552 594 109 245 3390 123 68 3267 525 2742 459 66 410 303 107 80 63 248 225 66 159 130 2676 206 111 82
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=15 23 5 17 22 20 22 17 23 22 20 20 6 3 17 17 18 9 23 20 7 16 16 9 15 15 17 6 17 17
split_gain=0.154571 0.429152 0.37243 0.252733 0.245122 0.406584 0.218547 0.466352 0.37259 0.306063 0.773774 0.730515 0.626969 0.40313 0.620144 0.283466 0.701998 0.611331 0.724604 0.634646 0.558391 0.678248 0.575925 0.550715 0.598299 0.427488 0.488063 0.719739 0.405191 0.980515
threshold=46.723315192750007 0.086955000000000018 25.704065249550002 192.44445991605002 -0.63026499999999996 40.574766824850009 -0.59614999999999996 195.59800312745003 0.088755000000000014 -0.27494999999999997 35.476804824450006 39.065416244600009 16.245379570700006 81.850107781500014 196.01244718945003 188.27285108100003 13.304953393500002 201.16241229375001 0.082325000000000023 40.518963363600001 23.209106085000005 22.604947139800004 22.674946976100003 185.00606802455005 41.831907381600011 44.483611103700007 190.92966541395 16.575387281250006 182.37451917730002 183.58889821140002
decision_type=2 2 2 2 2 2 2 2 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 -3 5 -1 7 -6 -9 10 -8 -12 13 14 -13 28 17 18 19 -17 21 25 -22 -20 -25 26 -18 -28 -11 -30
right_child=1 2 -4 -5 6 -7 9 8 -10 15 11 12 -14 -15 -16 16 20 -19 23 -21 22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.023665993246560126 -0.049822842176144813 0.0034957141853001836 0.030754546372021387 -0.035382630174548589 0.038858097881112268 -0.054085497897927451 0.050119478950164865 0.025549045294322399 -0.064930152137757283 0.0035801044455143613 -0.068184357888365937 0.04588948293799109 0.032157503614227291 -0.057896230946851604 -0.061218993660828447 0.032498428894470313 0.019097361143337859 -0.020845008608968849 0.00063096012987562356 -0.023653687006905521 0.0018117077345363637 -0.040906287305119637 0.030973838073050659 0.046847760380906212 0.0065791387733394888 0.031576496121399879 -0.031075856011488868 0.019074514018298839 -0.041204459974514981 -0.0034933140170858089
leaf_weight=0.36408870178638497 0.81096390268066798 1.3475703033036559 0.9304910993669181 1.0721308711217714 1.4647489848139224 0.70567364408634603 0.55988473771139879 0.3098693532811011 0.3418029804888647 17.786084681534703 1.0201531340389922 0.45973978682013716 0.88906451960792754 0.87648173910565674 0.33274890370375942 1.0943608526140445 1.6538501879840604 1.4623005416942749 1.9371415786445121 2.0942932113830466 66.804736536913424 2.2676110169850281 2.5091779318172476 5.2034093113616109 1.7643303186632691 1.0539486175402997 3.9405560140294256 1.3797355435090137 2.8597151650683399 17.707839442585282
leaf_count=47 80 28 37 33 37 22 32 21 26 1207 74 22 42 93 72 12 34 23 27 45 1846 36 54 70 22 8 109 16 96 362
internal_value=0.00053143 -0.0108171 -0.00137522 -0.0137307 0.000871548 -0.0276231 0.0010928 0.0201476 -0.0219074 0.000795519 -0.0152065 -0.0254282 -0.00837683 -0.0299696 0.000916944 0.001299 0.00307903 0.0156496 0.0200624 -0.00438202 0.000938527 -0.0120471 0.00286738 0.0288154 0.0366512 -0.00389559 -0.00925622 -0.0180701 -0.0030249 -0.00873668
internal_weight=143.005 4.16116 3.35019 2.4197 138.843 1.06976 137.774 2.11642 0.651672 135.657 4.13807 3.57819 2.55803 1.66897 0.792489 131.519 93.1655 13.5558 12.0935 3.18865 79.6096 10.2957 69.3139 8.90488 6.96774 8.02809 6.97414 5.32029 38.3536 20.5676
internal_count=4633 178 98 61 4455 69 4386 84 47 4302 335 303 229 187 94 3967 2302 199 176 57 2103 203 1900 119 92 167 159 125 1665 458
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=16 12 15 10 10 23 10 19 6 22 5 23 8 22 8 0 22 16 17 2 16 22 5 21 17 13 16 7 18 7
split_gain=0.614062 0.663518 0.79673 0.741932 1.03457 0.674928 0.681787 0.678357 0.524446 0.684753 0.559041 0.53603 0.509289 1.39448 0.876049 0.939455 0.581342 1.0542 0.977358 1.3355 1.13788 1.31397 1.14571 0.968659 0.864326 0.700054 0.954968 0.697448 0.905442 0.688957
threshold=13.534968349350001 275.08099959820004 18.019770707250004 74.927328095600004 83.75622459600001 -0.20885999999999996 82.299080289250014 10.250827068050002 6.355148487000001 -0.15962499999999999 13.252098438300001 0.092485000000000026 8.8430989333000021 -0.088039999999999993 9.3427090425500019 88.350799540950007 -0.033594999999999993 22.654947022900004 204.55825889135002 323.30468295165002 22.644947046300004 -0.09280999999999999 20.315138807500002 18.476280862950002 203.83164298205003 117.97223122220002 23.024946157700004 25.139463727750002 15.398663672050001 19.164717746300003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -2 11 -10 16 14 15 -14 18 -18 19 23 21 22 -20 25 -21 29 -27 -23 -29 -12
right_child=8 5 -4 4 -6 6 7 -9 10 -11 12 -13 13 -15 -16 -17 17 -19 20 24 -22 27 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0018400000413809298 0.00040046937688798792 0.0011734555541806735 -0.0020374057082807738 0.00053353620623402956 -0.0014065612898255515 -0.0020869778627187652 -0.0020047532828628436 0.0008485399196250708 0.0010959226639819905 -0.0015496058765055993 0.0013378234296909141 -0.00061197161030702898 -0.0015617253542554218 -0.0011061567586918249 0.0011407222916093541 0.00082255860070247868 0.0002676761089391279 0.0011690218932379733 -0.00056545400712139935 -0.0024171271470519503 0.0017360413096498988 -0.0021446432263216892 0.0012480664982173139 -0.0012758287348684188 0.00090748282775404601 -0.0018345087209699381 0.0017981921868318658 0.00047550237246104192 -0.0017551370962600454 0.00023023654973470053
leaf_weight=1.0628100165049525 1.2615304760984147 1.9577465511538319 1.3043413189880082 3.5836193033901509 1.4986804888321783 0.65203873888822306 0.4078255943240946 1.4935339328367261 4.361869163112714 1.5342502040948591 2.2085275240533511 0.84308394836261857 1.352497272542678 4.2774495698977244 2.8458696720190346 1.1982669907156376 38.290718596457737 5.7361834831535807 4.0525102391839019 1.2094092124607403 0.87949752435088235 2.2171993083320531 2.0004991227760911 1.6607691203244019 0.40010934323072422 1.2733943974017154 0.35600256174802769 1.359217379242182 1.4416850612033156 96.705426657688804
leaf_count=115 64 54 145 148 470 57 168 106 111 267 67 37 24 109 48 18 611 69 99 84 12 65 29 34 3 107 6 9 58 1439
internal_value=0.000143858 -0.00028617 -0.000645556 -0.000350126 -3.85643e-05 0.000307299 -0.000356802 0.000236533 0.00017284 -0.00066968 0.000186326 0.000819283 0.000166885 -0.000269976 0.000392793 -0.000441665 0.000193333 0.000385111 0.000120398 0.000181525 -0.000410611 -0.000581143 3.39084e-05 0.000209434 -0.00159066 0.000233967 -0.00104081 -0.00132304 -0.000672656 0.000254966
internal_weight=189.427 11.9606 7.44945 6.14511 5.0823 4.51114 2.5534 1.90136 177.466 2.79578 174.67 5.20495 169.465 9.67408 5.39663 2.55076 159.791 44.0269 115.764 103.814 11.9506 11.0711 6.05301 102.204 1.60952 100.543 1.6294 5.0181 2.8009 98.914
internal_count=4633 1263 878 733 618 385 331 274 3370 331 3039 148 2891 199 90 42 2692 680 2012 1740 272 260 128 1653 87 1619 113 132 67 1506
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=13 21 12 10 23 21 20 18 6 6 21 3 3 21 23 7 10 0 2 12 21 0 5 10 17 0 15 20 13 21
split_gain=0.600997 0.792476 0.935046 0.784363 0.809384 0.757771 0.643254 0.557743 0.653703 1.10325 0.802668 0.699874 2.04704 1.493 1.10648 0.886494 1.41855 0.870181 1.37358 0.956964 0.989122 0.910197 0.853858 0.807534 2.09221 1.60914 1.46197 1.92402 1.12254 0.794437
threshold=95.937628385050019 17.123843457500005 216.20511703005005 78.290589216800015 -0.098985000000000004 3.2738626606000003 42.498713093000006 17.327266398450003 13.665319288000001 13.775321858200002 14.136086967800003 85.589753040950015 83.613736315050019 1.0221947271500003 0.094595000000000026 24.314922763450003 71.053259929650025 86.538778761000017 319.32263744460005 94.177001085000015 0.87557407920000008 93.843319501450011 20.315138807500002 66.859265246100009 199.05253715360001 90.321439350550008 30.404760455250003 37.892416320650007 114.04170543550002 13.917356790500003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 8 10 -10 -2 12 14 -14 -11 16 -15 18 22 20 -19 23 -13 25 26 28 -25 -28 -21 -30
right_child=7 -3 3 4 5 -7 -8 -9 9 11 -12 17 13 15 -16 -17 -18 19 -20 21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0019718754496541343 -5.4667491831369309e-05 0.00065706246108282245 -0.0020211721967984273 0.00085787606677977511 -0.0019595935743820692 -0.0019667758165462079 0.0016817460475464286 0.00094833704559159479 0.0010822154453591119 0.00046875277999188235 -0.0014129014586626654 0.0011469513484162663 0.00014110737917169658 0.0011479764157721229 -0.00086789432856208208 -0.0020698889500341444 -0.0020222859572895241 0.00047415935325683805 -0.002188885654870971 -0.00086798103593816356 -0.0014252384423261266 0.0015986351153090997 4.6481051105126666e-05 0.0015567092183299462 -0.0015594360131263156 0.0014231479126399138 0.0014425283820730436 -0.0018368509765212451 0.00034609291918393978 0.0012658464477858385
leaf_weight=1.5983707373889027 20.751035452121872 2.1238262951374054 0.79524060426047061 2.1914377993671224 0.26444628138233373 1.0299538946492246 0.55662654829211533 3.259012204129248 4.9691248843446365 14.757585014449438 1.7428958996024437 2.7338968738913527 3.3737533986568433 1.0112026417627933 2.7086559641174963 3.4992961067473516 1.0771701652556656 1.9553142078220833 0.98687471458106202 2.5715580573305479 2.1026681335642934 2.4666076730936757 55.470143680126057 2.6221319474279872 2.6389841488562524 6.0850886404514304 1.1417989395558836 1.5704652206040917 31.49796955473721 3.9000711105763903
leaf_count=571 662 76 63 94 131 267 11 77 57 103 130 36 40 8 65 230 61 16 86 32 24 25 1225 23 53 55 12 43 332 25
internal_value=0.00013619 -0.000361152 -0.000697151 -0.000275984 6.73329e-05 -0.000868594 0.000508965 0.000160532 0.000145573 0.000191646 -0.000159907 0.000160951 -0.000121758 -0.000868679 0.000261466 -0.00147837 -0.000487226 0.000224405 6.00396e-05 0.000390563 -0.000510025 0.000457626 9.81711e-05 0.000403532 -0.000159413 0.000505418 0.000533193 -0.00045631 0.000358341 0.000447429
internal_weight=183.453 8.5599 6.43608 4.83771 4.04246 1.85103 0.821073 174.893 171.634 149.14 22.4939 144.171 26.4277 8.96142 17.4662 5.58767 2.08837 117.744 59.1909 58.5527 4.05798 54.4947 58.204 52.0281 7.97338 44.0547 5.3344 2.71226 37.9696 35.398
internal_count=4633 1213 1137 566 503 409 142 3420 3343 2551 792 2494 507 339 168 299 69 1987 1347 640 40 600 1261 575 131 444 78 55 389 357
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=20 8 3 9 17 23 9 23 0 22 6 20 16 9 21 10 21 21 17 5 16 19 20 18 17 13 22 22 22 8
split_gain=0.551816 1.36486 1.19718 1.15596 1.05132 1.02098 0.958011 1.87739 1.19544 1.25309 1.50535 1.77999 1.05431 0.979252 0.951179 1.7626 1.4511 1.50702 1.23383 1.06904 0.99839 0.940674 0.82491 0.808605 0.806973 0.782734 0.770637 1.71664 2.20083 1.39349
threshold=42.081757894750005 5.1459841250500009 75.962384475800022 186.70853236170004 184.89106522365003 -0.222165 211.24289424260004 0.089345000000000022 86.208098410950015 -0.11692 16.375382608200002 43.847983878700006 22.714946882600003 214.65309737590005 1.7791739561500002 66.439865777750015 3.0344668838000004 5.514213733400001 187.63270803470002 17.456790312050007 22.654947022900004 11.850956171350001 42.027798546600003 11.634276750250001 194.19264200700002 115.13321943645001 -0.064729999999999996 -0.085550000000000001 -0.08158 8.9430209551500024
decision_type=2 2 2 2 2 2 2 2 2 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 -1 8 13 9 23 -11 12 -12 -8 15 -10 -16 19 -19 21 -21 -18 26 -2 -20 -15 27 -5 -29 -28
right_child=6 2 3 22 -6 -7 7 -9 14 10 11 -13 -14 25 16 -17 17 18 24 20 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=0.00020779376945908538 -0.0020366062121001073 -0.0016029000048464069 3.6359954475730192e-05 0.00019378960483198044 0.001234077574694475 -0.0020053645350165761 -0.0017175207281338362 -0.0022834323904600789 -0.0026473264516057747 -0.002245825608634666 -0.0012614285538021812 0.00083257227723902228 0.001306669022508612 -0.00024751812630195437 0.0014680858129813041 0.00046034133271101826 -0.002006399038830669 -0.00064087426840472481 0.0010123943544046647 -0.0019773753296804409 0.00047522573953398886 0.0012269163059901993 0.0011073553078373502 0.00069631169683260423 0.00026765175487417835 0.0014563208339618105 0.00042332331544494558 -0.00262555936396844 -0.00029088055092836611 -0.001070892135192097
leaf_weight=1.4220825648808388 0.45755427237600343 1.3307001802604634 4.2566710906103244 42.076309269410551 8.3347275280393642 1.8361488315713348 1.1470173158304522 2.0163455482834252 1.1898571653291576 2.0458552148193112 5.6716037059959472 3.081394711160101 0.68931702943518747 3.2186686184431892 3.9882404424133702 1.7102932182024231 0.45538228391524072 3.7418721983121968 9.4750060845399293 2.6263956569600855 0.8429284244775771 1.4394621160463428 3.7266284457873544 4.609707027033437 13.655836016434476 1.5290706721134482 46.539020461961627 1.8306831512600172 10.210514135193085 2.5300445439643218
leaf_count=206 55 284 60 572 81 540 36 80 24 59 193 63 7 85 95 53 165 311 148 110 4 42 28 187 317 24 527 51 167 59
internal_value=0.000136767 0.000212876 0.000246643 0.000267238 0.000829175 -0.00103941 -1.17536e-05 -0.000650235 7.89617e-05 -0.00036271 -0.000720982 -0.000390596 -0.00098313 -9.15877e-05 0.00026585 -0.000814655 0.000352355 0.00021432 0.000403732 -0.000734572 -0.00138148 0.000449863 0.000201057 0.00044954 0.000572718 0.000301225 0.000168326 6.97268e-06 -0.000645833 0.00034628
internal_weight=187.685 124.094 120.835 119.505 12.5914 3.25823 63.5918 7.9111 55.6807 16.5554 11.4882 9.44232 6.36092 5.89476 39.1253 2.90015 36.2251 32.2369 26.8727 5.36417 3.46932 1.89484 106.913 5.06726 23.1308 4.74774 103.187 54.1175 12.0412 49.0691
internal_count=4633 2575 1829 1545 141 746 2058 225 1833 564 322 263 200 145 1269 77 1192 1097 776 321 114 207 1404 242 465 109 1376 790 218 586
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=20 8 9 23 17 20 0 23 21 21 10 9 0 21 5 17 17 9 9 22 12 7 20 15 0 10 21 12 22 22
split_gain=0.15481 0.514081 0.685841 0.668279 0.548274 0.519791 0.508327 0.84695 0.871086 0.589597 0.852628 0.706714 0.890318 0.866907 0.748329 0.687291 0.692707 0.649381 0.747975 0.551284 0.726013 0.978504 0.873295 0.812221 0.710436 0.656254 0.59811 0.546693 0.516816 1.00075
threshold=42.081757894750005 5.1459841250500009 186.70853236170004 -0.222165 184.89106522365003 42.027798546600003 86.208098410950015 0.10487000000000003 1.1709819147500002 1.7791739561500002 66.439865777750015 207.40106631805003 89.057864029250013 2.3223121640500004 21.363989181350004 187.14705358135004 192.80507188075003 211.24289424260004 214.65309737590005 -0.11692 119.80689146465001 22.435297587800004 44.952171034750002 43.153128509050006 71.249517373150013 61.917879202350001 17.850008709600004 245.75615448465001 -0.08725999999999999 -0.083834999999999993
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 8 -2 10 -8 13 -13 -11 17 27 -17 -14 -19 24 21 22 -21 -22 -10 -25 -27 -15 -18 -30
right_child=6 2 5 -5 -6 -7 9 -9 19 11 -12 12 14 15 -16 16 28 18 -20 20 23 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=0.01049219178750601 0.059082730752947753 -0.00093475282174099855 9.6510283727586072e-05 -0.067185041046852051 0.031309042700000123 0.028350725210771949 -0.066957941421615277 -0.063658851656486673 -0.039464360617525826 0.064461747438251032 0.011578953375246151 -0.067762407404040714 0.017524373430969697 -0.037418046021884296 0.055095204630858277 0.029932409886141792 -0.019420841409533485 -0.076223012771795634 -0.010976841046612205 -0.073080039535664207 -0.07369454210297359 0.028505821024366822 0.021111174445902377 0.054410151748905795 0.032440488674961195 -0.06957059500919574 0.056823240498798749 0.018744233204577014 0.071691585436221894 0.003715870960259189
leaf_weight=0.89567368653842994 0.7852277502825008 3.6313411562659876 81.885142713628738 1.0442165337140057 6.2408905898337252 2.935986559954471 1.2704523303546005 1.3285635270003684 0.84744786628288915 1.1917798383328797 1.1431945268268462 1.1112429145723561 2.1161864902824163 2.4394881667794865 0.81847600894980121 6.1570594957156599 3.3074594276477027 1.0267624128100576 2.9982339923590189 1.156086235168915 1.900220774485206 2.002760723233223 0.68081361392978568 0.4866432847920803 2.0331795851234347 0.70551879855338484 0.21193164773285389 1.0923041017376816 1.0469402136513952 9.4761996641100215
leaf_count=206 16 72 1617 540 106 34 28 54 85 71 55 27 94 281 19 204 234 48 110 49 130 16 4 10 148 82 3 120 8 162
internal_value=0.000787103 0.00230132 0.00299009 -0.0313204 0.0194487 0.0010745 -0.00230419 -0.0139467 -0.00783687 0.0017111 -0.0297599 0.00402821 -0.0129224 0.00956443 -0.00416617 0.00678267 0.0115237 -0.0120643 -0.0276209 -0.0130787 -0.0229035 -0.00339189 -0.0381698 -0.0455763 0.0112869 -0.00752256 -0.0403735 -0.0200483 0.00332852 0.0104787
internal_weight=143.967 96.6333 94.6934 1.93989 9.87223 84.8211 47.3342 12.1384 10.8098 35.1958 2.41365 32.7821 8.0709 24.7112 6.95966 23.5195 19.9877 6.14118 4.025 10.0246 7.14398 3.83966 1.8369 3.30431 2.88063 1.40409 0.91745 3.53179 13.8306 10.5231
internal_count=4633 2575 1829 746 178 1651 2058 597 543 1461 83 1378 298 1080 271 1009 608 252 158 527 294 69 53 225 233 95 85 401 404 170
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 2 18 6 6 21 10 13 22 15 7 20 2 4 5 23 20 20 5 19 10 18 10 2 2 17
split_gain=0.573705 0.900834 0.960515 0.784137 1.09905 1.1827 0.697709 0.668826 0.840519 0.712634 0.680175 0.815553 0.78566 0.772701 0.81703 0.939734 0.626065 0.563794 1.75459 1.89643 1.19311 0.987876 1.12055 0.851244 0.690806 0.686326 1.39587 0.648906 0.638679 0.53853
threshold=95.937628385050019 16.241109211600005 216.20511703005005 78.290589216800015 24.545313225450005 206.22726210890002 17.327266398450003 13.665319288000001 13.775321858200002 14.136086967800003 81.573196594050017 99.07774748140001 -0.58319500000000002 32.355961258350007 19.729453620400005 33.361153777850006 260.77742537720002 309.25865594525004 21.363989181350004 0.11636500000000001 41.685324604100011 40.165165956550005 22.627560662300002 14.451165964200003 62.009286778800011 14.349689277800001 62.041548276350007 283.83865810395008 247.02271001585004 205.45998821870003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -9 10 11 -2 -13 14 -14 -16 -8 -10 20 21 29 -20 -23 25 27 26 28 -25 -24 -19
right_child=6 -3 3 4 5 -7 16 8 17 -11 -12 12 13 -15 15 -17 -18 18 19 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019801213859105818 0.00050979494154165968 0.0006595043765099635 -0.0020201534250887071 0.0016013830609626582 0.0016630295209634741 -0.0014270158729586613 0.0015617304661880427 0.0010019486100594603 0.00023492941186616976 -0.0013802886012378008 -0.0016580024241517344 0.00096070042452779008 0.0014222356789091125 0.00019857313113826213 0.00132936385361376 -0.0013726119913249192 -0.00034477080012436769 -0.0014881332907329366 -0.0011841827382375568 -0.0025708413655062233 -0.0023720654633295232 0.0015504294225220443 -0.0017241728776689975 -0.0010185619784238448 0.0016797691765845385 0.0012567319200473741 -0.0023271902766889246 0.00099213189778157396 0.00031641340884118571 0.00060107931666555166
leaf_weight=1.6418152055884982 7.7557476381189288 2.4353675628663041 0.76907378458417941 1.2220130049099682 0.61486393562518094 1.7909968881886014 2.4266329873353238 4.8346225963905445 125.85167374197044 1.6045441801543336 0.92628537528798816 1.5802512192167402 0.50766638154163057 3.6767150103114545 0.5240412764251231 5.1526897178264335 0.86283046612516034 0.74994109757244887 1.4586360963294289 0.88651368860155422 1.8879915231373159 2.8628154289908698 0.66861415666062196 1.0111256332020278 2.0208792835474014 0.96592187951318909 1.2087125250836832 1.4347653426229952 3.7223149132478284 1.1629927931353448
leaf_count=566 152 104 61 31 17 434 41 57 1968 130 126 36 11 47 17 273 36 35 52 15 65 45 29 54 39 19 34 15 94 30
internal_value=0.000161093 -0.000327448 -0.000725475 -0.000256992 0.000116781 -0.000637295 0.000184649 0.000167921 0.000213374 -0.000147387 -4.90811e-05 2.85514e-05 -0.000297669 -0.000499323 -0.000914233 -0.00112318 0.00106165 0.000187242 -0.000112219 0.000162952 -0.00128795 0.000320799 0.000478784 0.000200699 0.000848083 -0.000239738 -0.000497875 0.000160916 5.6899e-06 -0.00021797
internal_weight=184.219 8.47413 6.03876 4.39695 3.62787 2.40586 175.745 172.455 150.728 21.7279 20.1234 19.1971 11.4414 9.86111 6.1844 5.67673 3.28946 145.893 20.0412 16.2403 3.80093 15.3538 13.8951 11.0323 4.46677 6.56556 5.59964 2.44589 4.39093 1.91293
internal_count=4633 1213 1109 543 482 451 3420 3343 2551 792 662 536 384 348 301 290 77 2494 526 396 130 381 329 284 108 176 157 69 123 65
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=21 21 2 15 16 13 18 6 2 21 21 8 9 15 8 23 20 10 7 7 9 12 15 12 6 20 22 2 5 18
split_gain=0.155869 0.922705 1.0949 0.383437 0.394666 1.04697 0.852261 0.474057 0.448963 0.387421 0.58888 1.00582 0.396727 0.395136 0.552086 0.403307 0.38372 0.626632 0.590583 0.710341 0.381729 0.370193 0.431694 0.475487 0.676089 0.725078 0.361088 0.612433 0.35638 0.43459
threshold=3.4893684343500007 3.8092755532000004 158.58656282205001 47.836606606600007 22.634947069650003 117.57971633515002 13.015629076450002 16.565387047600002 325.13486840910008 1.9176293050000004 1.2219980417000003 8.2435668022500028 205.93480238635001 21.761438576950002 7.7439566930000003 -0.093130000000000004 41.675153845500006 63.910026677050006 23.209106085000005 23.473156321500003 190.64005357525002 91.208648993800026 35.929665612950011 228.97256901260002 14.745344522600002 35.119813570500007 -0.088039999999999993 268.76591569135002 13.039146929800001 13.581061237400002
decision_type=2 2 2 2 2 2 2 2 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 8 -6 -8 9 10 13 -12 -13 14 -1 26 17 -17 20 -20 -19 -21 23 24 25 -23 27 -15 -11 -30
right_child=1 -3 -4 -5 6 -7 7 -9 -10 28 11 12 -14 15 -16 16 -18 18 19 21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0010664721517699757 -0.083412221297234065 0.00031938738728160584 -0.0024795285781704945 -0.043665685772881352 -0.0088618539997754112 -0.052085459319231815 0.043134448409369794 -0.0041819681412336874 -0.050367341524298878 0.042233632414643243 -0.063303337629965831 0.036453576373397745 -0.023195444842695746 -0.06760887855380876 -0.060825985870865185 0.052722593549641449 -0.029828417749554522 -0.0023183498796547557 0.050941716954233433 -0.032766405966796239 -0.049618608024058403 0.013481507029791076 -0.028482016592874786 0.049478847098205991 0.026821761673916349 -0.05437445139455549 0.045516150734346353 0.061441406383629167 0.029845811964966169 0.0032156339293045195
leaf_weight=2.0242983040402645 1.0381119750745704 95.490929841136676 1.4045579484518382 0.60371026420034368 2.8116993494331828 1.2453192259999912 3.5499769386369735 0.96077498258091498 0.54117864455838471 1.2863220166691451 1.3508479342563071 0.80085520818829514 0.79190156853292137 0.3008051911965598 0.75906507749459695 0.95942751219262845 1.1447900826460689 1.3615746116265648 1.2704314044676701 0.92348864721134294 1.1027434375137088 1.2076232366962361 1.0143078470136968 1.0838611319886693 2.5383036639541388 1.0524032331850319 1.5930005244445062 0.23306965827941895 2.8236526662221868 9.7268754450487886
leaf_count=386 66 2630 57 48 60 100 67 31 70 166 77 7 36 97 61 40 25 26 13 16 18 17 24 41 28 47 24 3 101 251
internal_value=0.000729979 -0.000608323 -0.0368752 0.0036385 0.00428085 0.00178072 0.0169604 0.0330562 0.00364974 0.00447671 -0.000540532 -0.0253729 0.00679672 0.00339591 -0.0173638 0.00705627 0.00328713 0.00631652 0.00246328 0.00949744 -0.0234845 0.00276443 0.00752225 0.0137307 0.00565582 -0.0181163 0.031262 -0.0112704 0.0122772 0.00920697
internal_weight=142.996 97.9336 2.44267 45.0623 44.4586 37.1361 7.32245 4.51075 35.8908 35.3496 21.5128 2.9436 1.59276 18.5692 2.78336 15.7858 13.659 12.5142 11.5547 9.09042 2.46432 7.81999 6.8965 5.88219 4.79833 2.26003 2.12688 0.533875 13.8369 12.5505
internal_count=4633 2753 123 1880 1832 1674 158 98 1574 1504 986 120 43 866 447 419 295 270 230 186 44 173 157 133 92 64 124 100 518 352
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=13 21 12 18 10 10 7 2 10 17 5 2 3 22 3 10 9 20 15 22 7 21 9 2 21 21 3 4 0 20
split_gain=0.648946 0.991385 0.975346 0.878558 0.981384 0.868894 1.13644 1.14513 0.745797 0.760447 0.614136 0.593802 0.564829 0.557202 0.510987 0.84044 1.90662 1.09162 0.856186 0.708067 0.67522 0.625893 0.921057 0.672838 0.657591 0.579431 0.562826 0.72566 0.717522 1.57725
threshold=95.937628385050019 16.241109211600005 216.20511703005005 17.327266398450003 81.573196594050017 78.290589216800015 24.545313225450005 206.22726210890002 84.92839234085001 177.73379099395004 11.926356180100003 260.77742537720002 59.81012802810001 -0.16533 93.883646373400012 61.917879202350001 187.45330412110005 42.720329370750001 42.968808980200009 -0.083004999999999982 19.773504439000003 0.37234627945000004 191.61296531520003 305.67240907785003 16.639784844150004 12.717166023350002 93.776108048150022 197.71977442185002 85.990333302400003 40.518963363600001
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -4 -7 -8 9 -3 13 -5 -9 -2 26 18 17 19 21 25 -19 -16 23 24 -23 -17 28 -28 29 -12
right_child=3 8 5 11 -6 6 7 12 -10 -11 14 -13 -14 -15 15 16 -18 20 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020140628876496995 0.00025402302028051471 0.0014336413422467303 -0.0020831556109017412 0.0015886646869823426 -0.0016905177148087505 0.0015730887834565874 0.0016572064253252093 0.00026770715427142463 0.0013576812882065833 -0.0021025850357523179 0.00053938315441090273 -0.0001673865230848669 -0.0020227339228508358 -0.0020373335823548615 0.0007720852148332323 -0.0021697582242843991 -0.0017507077447819987 0.0010652465930176365 0.00093901494033180293 0.0014699426922156285 -0.0021809673960965711 0.00048437202577796733 -0.0015570069123098636 -0.002075914373784819 -0.0021469280293528628 0.0005158803806911749 0.0012517558726225782 0.00011203513030653716 0.00022037298389376977 -0.0011168545005118082
leaf_weight=1.7747830375774336 0.73060155822895467 0.37800120189785991 0.87549892149399955 2.726109497249126 1.104725268378387 1.3061455536517317 0.62711238854535656 0.57788358526522676 1.833632386580575 0.61288449889980257 4.0971336052753013 1.0163415311835704 1.4591048355214296 0.92413260476314352 2.2308427348616551 0.44656654924619932 3.3131499618757516 0.33011326938867547 4.1108996621333054 2.0997497944626944 0.97085644793696702 4.2311881821369752 1.9738768041133878 0.52952320865006175 0.39964211010374118 1.0016341079026458 4.4482377432286722 4.1531289193080738 136.82045775046572 4.8010324973147362
leaf_count=566 20 9 61 41 128 31 17 153 60 35 29 36 281 160 137 132 154 3 45 37 88 224 65 55 23 10 28 40 1891 74
internal_value=0.000145594 -0.000355562 -0.000770492 0.000171536 0.000151847 -0.000315027 7.4872e-05 -0.000659668 0.000617013 -0.000753592 0.000163306 0.00111177 -0.00137295 -0.00102565 0.000174487 -0.000107696 -0.000604236 0.00017912 0.000193046 0.000742483 -0.00135726 -0.000134406 -0.000417861 1.78712e-05 0.00025729 -0.000312262 0.000214054 0.000701447 0.000185285 -0.000354245
internal_weight=191.905 9.44505 6.62053 182.46 178.717 4.84575 3.97025 2.6641 2.82452 0.990886 177.613 3.74245 2.03699 1.65473 175.958 21.638 8.16207 4.84892 13.476 3.54795 1.30097 9.36507 7.13423 5.16035 4.63083 1.4482 154.32 8.60137 145.719 8.89817
internal_count=4633 1213 1109 3420 3343 543 482 451 104 44 3215 77 434 180 3035 973 424 270 549 179 91 504 367 302 247 142 2062 68 1994 103
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=20 21 23 21 20 23 9 0 13 10 20 17 5 22 9 2 8 16 3 0 17 6 18 4 9 20 17 22 5 6
split_gain=0.166045 0.315455 0.288924 0.217525 0.207221 0.369276 0.347443 0.283996 0.213735 0.457857 0.209946 0.551868 0.232728 0.332753 0.327323 0.77197 0.557826 0.495784 0.552536 0.376178 0.440906 0.358277 0.348833 0.365385 0.32107 0.499779 0.693413 0.627249 0.735612 0.597187
threshold=49.292797572200008 21.779899400000001 -0.17949499999999999 3.3335862513000003 47.927946529500012 -1.0000000180025095e-35 63.05903418350001 71.249517373150013 99.658454437600014 81.339300736700025 46.095286511800005 190.78889055330004 7.9916986750000012 0.70681500000000008 63.05903418350001 186.79363985910004 5.1459841250500009 21.074950717600004 77.817420585800008 104.03526427400001 243.29790314680005 8.2451926476000015 17.327266398450003 362.37721658000004 186.70853236170004 41.835830569250014 187.81654873955003 -0.11534 21.438877744300004 16.405383309150004
decision_type=2 2 2 2 2 2 2 2 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 10 6 -6 -8 9 -7 12 -12 -1 14 15 -14 17 18 -16 22 -21 -22 24 -24 25 26 -18 -27 -29 -28
right_child=1 -3 3 -5 5 8 7 -9 -10 -11 11 -13 13 -15 16 -17 19 -19 -20 20 21 -23 23 -25 -26 27 29 28 -30 -31
leaf_value=-0.035897168335728362 0.016327027500863827 0.044475454752196421 0.028598592299316297 -0.06571156129699561 -0.061213604410138345 -0.073914076015355906 -0.02137469760320819 0.048966428722396337 0.064171186970432365 0.057570159281517527 -0.0631718296115205 0.020339035295954964 -0.07138835208912063 0.047077493854970461 0.072060956771529017 0.0429227966974405 0.0035402163277752138 0.055909113640598217 -0.072171318115043001 -0.07141729730216885 -0.071238979274038036 0.058472234302962348 0.047373513549220994 -0.020050875756028208 -0.00025850070308646274 0.033674208580484817 0.017192561697509722 -0.080091204655317771 -0.0038199583735605263 0.072335859490146454
leaf_weight=0.83148539155217704 0.4036526905838399 0.30312117445282627 0.13797963323304319 0.91453022166388109 0.39858860493404824 0.20443390624131896 0.54642580542713381 0.58008310198783875 0.94480969570577145 0.35577048537379596 0.84393484772590344 0.71791745927475858 0.33742838744365089 0.77256769686937232 0.14586683362722297 2.0437306617386639 4.9748172522522491 0.22320994944311667 1.2127180627940104 0.74171885636314872 0.15653185689006932 0.31338051245256793 1.5278844451531761 0.53093012212775637 114.26955666769936 1.2446750849485395 2.0515364222228532 0.86222563683986608 2.2056677164509892 1.814091822132468
leaf_count=477 36 17 4 257 33 21 23 21 15 34 108 38 76 36 2 77 70 6 558 309 48 22 46 34 2131 12 20 21 43 38
internal_value=0.000870188 -0.0205068 -0.0340338 -0.0533479 0.00113719 0.019249 -0.0050319 0.0148467 0.0438539 0.00958797 0.000738992 -0.0247854 0.00103156 0.00125829 0.00099541 0.026724 0.000532253 -0.0407971 -0.0566856 0.00103247 -0.0377992 0.0152643 0.00139584 0.029986 0.000933896 0.0112931 0.0208255 -0.00824771 -0.0252558 0.0430706
internal_weight=142.611 1.75928 1.45616 1.05251 140.852 3.03011 1.5251 1.12651 1.50501 0.560204 137.822 1.56185 136.26 135.429 134.656 2.38116 132.275 1.58179 1.35858 130.693 1.21163 0.469912 129.481 2.05881 127.423 13.153 8.84045 4.31257 3.06789 3.86563
internal_count=4633 314 297 261 4319 147 77 44 70 55 4172 146 4026 3549 3513 153 3360 566 560 2794 379 70 2415 80 2335 204 128 76 64 58
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=23 18 23 9 17 15 5 12 8 9 0 3 0 18 21 10 21 4 7 21 18 0 22 22 4 18 2 20 4 18
split_gain=0.146559 0.155609 0.559337 0.412589 0.390724 0.361032 0.522153 0.437694 0.845454 0.557635 0.315879 0.432195 0.671514 0.497211 0.831899 0.371706 0.358059 0.306943 0.357189 0.631662 0.532363 0.302111 0.300268 0.290366 0.276522 0.237616 0.225791 0.516155 0.388449 0.353323
threshold=0.4369650000000001 12.947178517500001 0.12001500000000002 195.74493321760002 177.73379099395004 37.646552559600003 22.887221773600004 94.177001085000015 8.4434108459500017 186.16747084260001 84.546631286350006 94.227769014100019 85.619326080400015 13.037923179150001 8.7680435256500022 61.917879202350001 2.4659823166500003 376.61861354110005 19.164717746300003 16.639784844150004 12.816643511250001 71.096275259750016 0.11061500000000003 -0.55354000000000003 143.58239362595003 11.939817493900003 60.643165405350004 38.474425342400004 156.40313730310001 13.193283301750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 7 -7 9 17 -1 -3 12 15 14 -14 -12 -13 18 19 21 23 22 -9 -20 -15 -5 27 -26 -28 -30
right_child=-2 10 -4 4 -6 6 -8 8 -10 -11 11 16 13 24 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 26 -27 28 -29 29 -31
leaf_value=0.012526101297904553 -0.02641595960154967 -0.046329434056143412 -0.048931551245359133 0.018570278042850538 0.052415541390816459 -0.063564771891745156 -0.0050509206370006488 -0.07209288951640834 0.075669926820901276 -0.086737773186371311 0.01921937535336464 0.072051827942980123 0.0023074655731049757 0.035248525761727108 0.066452835705985591 -0.076499748374283694 0.0098596319123258822 -0.074402625726987623 0.073184809909347254 -0.076239416214454098 0.0030294176434316629 0.061981638952005425 0.074418511792540859 -0.080720295581804824 0.0015370840778668282 -0.065928599934457516 0.042581189676491243 -0.063707549215112028 -0.012547969133826567 0.0020823472228889595
leaf_weight=0.55635255956440033 1.0017185933766075 0.69143866925878583 1.3981370896799479 0.44843251630663772 1.2680865057045592 1.2226146813482048 2.1379479675088078 0.19120043514703855 0.83887763321399678 0.59985899459570646 0.27304487605579086 0.80185232358053227 2.861775027238763 1.2015896216034878 1.6120445511769501 0.85436734778340906 1.1482741364743558 0.27662681232322928 0.069323375821111033 0.24992062081582833 3.120312303857645 1.2292828728095626 0.11381221562623978 0.63726840453455513 1.9672304993437131 0.27310493076220155 1.1514820083975781 0.90196395341263258 9.1662297595757973 103.27019403378108
leaf_count=39 38 162 24 12 27 18 36 137 8 11 6 12 44 16 16 75 33 51 1 22 43 57 1 193 29 40 13 38 113 3318
internal_value=0.000804048 0.000998073 -0.00597303 -0.00143424 0.0285428 -0.00673897 -0.026339 0.00161679 0.00859367 -0.0389734 0.00180819 0.00207402 0.00154626 0.00205271 0.0254209 -0.0533178 0.0354318 -0.000963255 0.00265729 0.0290462 -0.00964601 0.0461961 -0.0174237 -0.0656207 0.00116417 -0.0134129 0.00081249 -0.0189733 0.00131227 0.00088963
internal_weight=141.534 140.533 14.6312 13.233 1.98962 11.2434 3.36056 7.88284 6.72662 1.15621 125.901 125.21 123.26 122.133 4.47382 1.12741 1.95013 5.88775 5.61112 1.78422 3.8269 1.5343 0.305013 0.706592 117.659 0.721537 116.457 2.86919 113.588 112.436
internal_count=4633 4595 720 696 79 617 54 563 513 50 3875 3713 3668 3587 60 81 45 505 454 217 237 195 138 194 3527 52 3511 67 3444 3431
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=13 21 12 10 23 21 20 8 6 5 6 15 6 21 3 3 21 9 22 0 20 22 13 20 16 22 9 7 10 12
split_gain=0.897254 1.01037 1.03478 0.785683 0.991981 0.722243 0.698572 0.549444 0.544724 0.60545 0.613111 0.986209 0.934783 0.911274 0.695746 1.82973 1.8042 1.14151 1.15853 0.978632 1.30089 1.56576 1.08371 1.35635 1.06392 0.975947 0.958906 0.957593 1.51143 0.902051
threshold=95.937628385050019 17.123843457500005 216.20511703005005 78.290589216800015 -0.098985000000000004 3.2738626606000003 42.498713093000006 1.3489472949000001 6.355148487000001 13.252098438300001 13.665319288000001 16.596563276100003 13.775321858200002 14.136086967800003 85.589753040950015 83.613736315050019 1.0221947271500003 206.50942114985003 -0.076544999999999988 86.345209775600011 41.965446242000006 -0.082275000000000001 117.64961624655002 42.686561923500008 21.979948601300006 -0.089569999999999997 218.96512164950002 24.314922763450003 71.053259929650025 94.177001085000015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -5 -2 -10 11 -11 -12 -13 15 17 -17 -14 26 20 24 22 23 -22 -16 -24 -19 28 -18 -21
right_child=8 -3 3 4 5 -7 -8 -9 9 10 12 13 14 -15 19 16 27 18 -20 29 21 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.002019500838443199 -0.0010015382161133435 0.00069838130759696914 -0.0020725555908452783 -0.00082326140719356537 -0.0020000381916616293 -0.0020102360445897701 0.0016647672945376 0.0013370236228635356 0.00083143168520333525 0.0014297269585537467 0.0010576240454359944 -0.00016749231581851358 0.00065079850257298818 -0.0020570709347372739 -0.0013074682725365931 0.00029058765283619187 0.0012539309268427025 -0.0022480455991027151 0.00039057902351795045 -0.00047137003963239761 -0.002258531908666539 -0.0013225556051287008 -0.00038576375449990706 -5.306332287169126e-05 0.00035008574112207135 0.0019872258372947418 1.3773256544495002e-05 -0.0021119340559940625 -0.0020706544084482591 0.00046093457396578248
leaf_weight=1.9076382324783461 1.4502790662809264 2.3563403200241737 0.84733637585304666 0.59548208312480744 0.31303232611389864 1.1943194105551809 0.55366525426506996 1.8871183291776104 5.7429884511511764 1.3980935906292895 5.0089563485234967 16.022056592861194 11.392260280437773 1.0452636982081447 1.5585616920143355 3.5833391528576595 1.0311019849032166 1.694966851733626 3.4219126086682063 4.2382068466395131 1.2171709935646529 4.8745118369115508 1.0929250114131721 8.9939022828475554 33.257902752840891 1.7071690820157517 1.2536543454043565 3.5356669169850647 1.072686582803726 68.136790750315413
leaf_count=571 175 76 63 55 131 267 11 39 134 35 58 457 70 66 328 40 8 39 33 40 44 226 49 285 331 12 27 230 61 672
internal_value=0.000164593 -0.000417956 -0.000778364 -0.000339176 -1.59196e-05 -0.00102145 0.000341119 0.000818853 0.000195373 0.000204949 0.000184452 -0.000153523 0.000224185 -0.000283217 0.000196731 -8.88088e-05 -0.000797378 0.000279094 -0.000385614 0.000258337 5.50867e-05 -0.000374722 -1.96252e-05 -0.000315958 0.000275885 0.00106101 -0.0012864 -0.00148868 -0.000441219 0.00040634
internal_weight=192.385 9.65493 7.29859 5.39095 4.54362 2.06102 0.866698 2.4826 182.73 181.28 175.537 18.4654 157.072 17.0673 152.063 26.9856 9.22279 17.7628 6.37053 125.077 52.7021 17.8857 13.0112 10.2111 34.8165 2.80009 2.94862 5.63946 2.10379 72.375
internal_count=4633 1213 1137 566 503 409 142 94 3420 3245 3111 558 2553 523 2495 508 339 169 99 1987 1275 616 390 329 659 61 66 299 69 712
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=13 0 16 0 13 22 6 22 5 15 22 0 20 7 13 15 17 15 22 12 16 13 20 19 22 8 21 0 17 13
split_gain=0.800439 2.22432 1.52335 1.80048 1.43202 1.45688 1.08269 0.949641 0.895883 0.853308 0.83267 1.65309 1.06201 1.70657 1.07967 1.41723 2.67437 1.57774 1.33739 0.945735 0.879734 1.38051 1.2071 1.16231 1.09864 0.883568 0.837954 1.17516 0.827005 0.786136
threshold=112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 113.89115178020002 0.20852500000000004 15.945372561050002 0.13747000000000004 20.201591378100002 38.567335632300008 -0.059424999999999999 92.168410086200012 38.238138001450004 23.960918281000001 109.64607639220002 28.579157549250002 200.37850214585004 28.298162031900002 -0.074029999999999999 114.82338089645002 16.094962363000004 101.03763345850001 40.858951393400005 13.251069136700002 -0.10434500000000001 7.4441906275000003 13.917356790500003 106.56510337475001 211.79441883225005 99.322397171300011
decision_type=2 2 2 2 2 2 2 2 2 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 9 -4 -2 7 -3 8 -6 10 12 -12 13 19 15 17 -17 18 20 -1 21 28 24 25 -23 -22 -13 -28 29 -14
right_child=1 6 3 -5 5 -7 -8 -9 -10 -11 11 26 14 -15 -16 16 -18 -19 -20 -21 23 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020447951965492971 -0.0015187599950031942 0.00017406701317549159 -0.002139500337808113 0.00049870711034372941 0.00073533210204949472 0.0015560597219700825 0.0015812949482901699 -0.00091721822188628606 0.00011532451200229966 -0.0016751554538959948 -0.0015488498260259646 0.00041720294011379983 0.0001032216456764889 -0.0017296293286789965 0.0012965030131043768 -0.0020410847561050816 0.00037220422868045928 0.0019553719774663145 -0.0022964015372583095 0.0010247173331320706 -0.00022444574444053052 -0.00077109072038526597 0.0014183506410355552 0.00022422117701234175 0.0010666163973846545 -0.0020195657527220219 -0.0020143301708795639 0.0009684529909740852 -0.0019396235966002986 -0.0020244857157440108
leaf_weight=0.42964953830232788 1.728836576337925 2.7500782590359432 2.3785017747431989 1.4047024976462124 8.7672482971101982 2.5498122884891918 5.809653677046299 2.8102458873763672 86.026783352048369 0.9790244831237932 1.6393625117780164 33.317309180274606 8.9771348700305698 3.2279136728902813 2.0600957102142265 3.249490517540834 3.0290264503564686 1.469888628926127 0.84573893366906006 1.6929300813353618 1.7221000239369453 2.3710219180211425 4.8980579425115138 4.0602882672101259 2.0892317295074445 2.0508525958284736 1.1518321781768452 0.74104864275432181 0.84909493193845342 0.63475118135102171
leaf_count=43 61 32 51 10 84 37 44 44 1299 46 124 767 569 330 22 189 56 8 50 90 175 41 62 75 9 78 47 30 136 24
internal_value=0.000120702 0.00022453 -1.37777e-05 -0.00115993 0.000148525 0.000177306 0.00112918 0.000141287 0.000172667 3.94358e-05 6.02866e-05 0.000264819 -0.000112352 -0.000883445 -4.64952e-06 -7.86011e-05 -0.00087681 8.86287e-05 -7.65444e-06 0.000403391 6.23457e-05 0.000269534 0.00078511 -0.000461871 8.97114e-05 -0.00120021 0.000349262 -0.000846593 -0.000191697 -3.72882e-05
internal_weight=195.712 110.443 85.269 3.7832 101.883 100.154 8.55973 97.6043 94.794 81.4858 80.5068 36.8496 43.6573 5.35049 38.3068 36.2467 6.27852 29.9682 28.4983 2.12258 27.6525 19.8193 9.35831 7.83324 4.46025 3.77295 35.2102 1.89288 10.461 9.61189
internal_count=4633 1601 3032 61 1525 1464 76 1427 1383 2971 2925 968 1957 463 1494 1472 245 1227 1219 133 1169 841 112 328 50 253 844 77 729 593
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=20 8 9 0 20 16 23 6 18 7 13 0 18 6 2 23 17 22 22 6 3 21 22 9 17 12 2 13 15 21
split_gain=0.762362 1.39378 1.24936 1.06386 1.27722 1.14018 0.910744 0.898439 1.20287 1.30965 1.21693 1.18745 2.55876 1.18267 0.857344 1.18735 0.841117 0.816692 1.62502 1.61178 2.09165 1.45319 1.41322 1.28118 1.21027 1.21139 1.6301 1.22617 1.18598 1.10655
threshold=42.081757894750005 5.1459841250500009 186.70853236170004 86.208098410950015 43.321682097200004 22.694946929300002 -0.222165 15.695366719750002 14.693728290050002 24.872345000050004 109.96062599345002 89.057864029250013 13.988302431200003 12.040281319250001 60.643165405350004 0.093325000000000033 183.32030055335002 -0.064729999999999996 -0.053874999999999999 15.785368822600002 92.367355987800025 6.8222521231500011 -0.043559999999999995 190.90230715925003 190.19286262750003 114.82338089645002 175.26802860955004 104.09978726910002 29.326787846200002 3.1113400544000003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -1 8 9 10 13 12 -9 -5 15 16 -4 19 -19 21 -21 23 -20 -16 -25 -26 -27 -28 -23 -22
right_child=3 2 14 7 -6 -7 -8 11 -10 -11 -12 -13 -14 -15 17 -17 -18 18 22 20 29 28 -24 24 25 26 27 -29 -30 -31
leaf_value=0.00011399883506661666 -0.0013472203911716859 0.00084712930572797556 0.00058779866670477868 -0.000241225556273932 6.7258554235896352e-05 0.00061795401633383856 -0.002005618768558687 0.00051954289525236454 0.00024201683552256575 -0.0024173858076657379 0.00058621326608782531 0.0014420566901415836 -0.0019190974708627219 -0.0021037311553314983 -0.0021987668743106343 -0.0020789002463103843 -0.0010213134376889964 0.0013852839838479731 -0.00085459044645580127 0.0011233665915273887 -0.00095021590402296762 -0.00029610253083482485 0.00041943935519353303 0.00091522087344794668 -0.0017247067225503825 0.00066429728805931815 0.0004686186809906055 -0.0022603493770361927 -0.0019257592793722272 0.00023391298702618311
leaf_weight=1.431560919947515 6.5609320267103639 13.43272746101138 3.1911538371350607 3.7508228365913983 9.1687967811303661 1.3725556712597606 1.7106942543523462 13.56422206759453 16.374709538402385 1.341558294952846 3.4052731618285179 3.8278428409248582 1.8839782904833544 2.0149234265554696 0.94245947751915693 1.3924239764455704 2.0520840110257268 6.1707145422697058 3.6712932017398989 10.022612407803534 3.5797010532114681 3.6970798493130124 37.94389185361797 5.2966921062907195 1.7514514125650738 5.6618021256290358 1.0375403227808422 1.6235759279225019 3.2055116342380643 19.907664270373061
leaf_count=206 228 178 25 187 340 29 540 136 830 30 28 43 35 172 30 26 44 63 35 96 93 145 526 75 56 98 77 66 71 125
internal_value=0.000162581 0.000249769 0.0002823 -1.34368e-05 -0.00043118 -0.00100723 -0.00103996 0.000141326 -9.02859e-05 -0.000607891 -0.000343194 0.000464391 0.00022214 -0.000892105 0.000214037 -0.000469399 -4.19712e-05 0.00025743 0.00044628 9.83431e-05 0.000373448 -0.000298742 0.000307044 2.03596e-05 0.000156423 -0.000242522 6.93845e-05 -0.00119635 -0.0010529 5.34403e-05
internal_weight=190.988 127.723 124.58 63.2656 17.1023 7.93349 3.14226 46.1633 26.8873 10.5126 9.17102 19.276 15.4482 5.76575 111.148 6.63566 5.24324 104.512 47.7859 56.7261 33.51 23.2161 41.6152 16.3135 15.3711 10.0744 8.32292 2.66112 6.90259 23.4874
internal_count=4633 2575 1829 2058 597 257 746 1461 1247 417 387 214 171 359 1651 95 69 1556 624 932 314 618 561 402 372 297 241 143 216 218
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=20 0 8 9 21 17 18 7 9 3 16 15 5 15 9 9 13 21 6 6 5 19 18 6 7 22 18 23 9 13
split_gain=0.164869 0.457018 0.477739 0.599352 0.499573 0.486098 0.426116 0.746547 0.574135 0.939512 1.34108 0.820618 1.49923 0.883901 0.844979 0.759566 0.6544 0.519623 0.607907 0.887076 0.518524 0.591771 0.466136 0.589989 0.457591 0.444821 0.421852 0.420041 0.411017 0.405137
threshold=42.123054668150012 104.03526427400001 5.1459841250500009 186.70853236170004 13.061380410800002 184.89106522365003 14.668863553700001 24.799466712900003 192.39832633775004 85.302088021000017 22.454947490600002 38.86986296220001 20.911722254300006 41.831907381600011 199.17419511990002 189.34276022045003 117.51519334005 3.1113400544000003 16.575387281250006 16.475384944750001 20.315138807500002 14.151141757350002 14.766942149300002 13.915325129350002 22.460452099450002 -0.080234999999999987 17.370891598500005 -0.225495 185.62570708695003 101.66942111915002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 8 15 -10 -11 12 -12 16 -15 17 -13 24 19 29 21 22 -8 -24 -2 -17 -5 -3 -7 -19
right_child=6 27 3 26 -6 28 20 -9 9 10 11 13 -14 14 -16 25 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.059571244661150047 -0.006439444824669952 0.019164774711645592 0.00023657981339944581 0.0010831833008574728 0.037239575191284791 0.016084134407572795 0.057284656918736382 -0.04805340899896398 -0.066579449606514587 0.048621146826229811 0.0061035142994232267 0.055192976418352295 -0.062539710105829718 -0.071320031381510024 0.0026492724764453071 -0.077086770735862731 0.0068756144651044805 -0.040799757714131406 0.022921161631907484 -0.070625824349149574 0.043449050794774798 -0.068928851210071987 0.0055650632056821556 -0.06945856208178959 0.058296795578674225 -0.0181136692079252 0.03526565941385449 -0.064408878394860467 0.050395752890147208 -0.0014997084526215396
leaf_weight=0.91802399997686623 0.93985460558906797 0.35390982124408765 3.6319254208356124 84.652248321770458 0.27966069796821102 3.5206495502498001 0.66355886551900489 1.6314204368391063 0.74309862405061977 2.5564899548771818 3.2528961999341837 2.1925296019762737 2.1092946243006736 0.73651805339613918 3.9618791290558875 1.1056322101503613 2.3201675685122609 1.4062072827655336 1.47071886035701 1.2371356759103944 1.4198745150933962 0.44392579235136587 10.445431683427156 0.43926854094024825 0.82417583093047142 0.96182172989938308 1.47726476099342 0.76381283932369004 2.3353162966668606 4.2224014999519568
leaf_count=397 42 107 60 1378 13 41 18 38 103 101 36 17 30 64 76 29 25 175 152 75 52 12 752 21 11 19 53 503 40 193
internal_value=0.000910926 0.00237182 0.0028373 0.00333586 -0.0369658 0.0184631 -0.00226246 -0.00627441 -0.00400553 0.00322814 0.00625643 -0.00117531 -0.0208983 0.0103063 -0.00894611 -0.0146307 0.030351 -0.00746238 -0.0140789 -0.0220048 0.00721166 0.00292115 0.00568313 0.00253737 0.0238061 -0.0496513 0.00166947 -0.0379466 0.0297674 -0.0113181
internal_weight=143.017 97.9328 96.8151 95.6174 1.19768 9.48789 45.0843 31.6722 30.0408 17.8729 17.1298 14.5733 5.36219 9.21109 4.6984 12.1679 4.5127 10.1005 8.33646 6.86574 13.4121 11.9922 11.5483 10.8847 1.76403 2.06745 86.1295 1.11772 5.85597 5.62861
internal_count=4633 2592 1982 1572 410 141 2041 1186 1148 452 349 248 66 182 140 696 42 648 595 443 855 803 791 773 53 48 1431 610 81 368
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 2 23 9 20 8 9 21 17 16 16 0 23 21 21 9 23 2 0 23 5 21 9 9 16 8
split_gain=0.75211 1.12201 0.928134 0.72163 0.964101 0.860251 0.691134 0.683145 0.620529 1.21147 1.03641 0.826373 0.773871 0.735031 1.22641 1.18017 1.53997 1.14708 0.981844 1.0187 1.33117 0.948881 1.11751 1.09504 0.924795 0.839469 1.05271 1.08246 1.53582 1.02873
threshold=95.937628385050019 17.123843457500005 216.20511703005005 78.290589216800015 24.103872582350004 206.22726210890002 -0.15544999999999998 40.734022239000005 42.081757894750005 5.1459841250500009 186.70853236170004 13.061380410800002 187.52613723835003 16.094962363000004 18.304957195050005 86.208098410950015 0.10487000000000003 2.0523604381000005 1.7791739561500002 207.40106631805003 0.089345000000000022 100.00310400885002 85.683849075550015 0.10214000000000002 21.363989181350004 2.3223121640500004 204.99169312540002 201.40496258350001 22.454947490600002 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 -1 -4 -5 -6 7 -7 9 11 12 -2 -11 -10 -15 16 17 -16 -17 25 24 -19 23 -23 -21 -20 27 29 -29 -27
right_child=8 -3 3 4 5 6 -8 -9 13 10 -12 -13 -14 14 15 18 -18 21 19 20 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0019815514576924961 -0.0019661588866113121 0.00078564581739800439 -0.0020356669868545701 0.001322517591918295 0.0015060904650391791 -0.0020158368759793308 -0.001965932693464944 0.0010912049781650571 0.00053292195838827239 0.00031295764239464002 0.00020742637386316835 0.0014556739100483034 0.0012533102861444416 -0.0011137228815325791 0.0014285818179213916 -0.0012052934439711423 -0.0022019780325309587 0.00011744700506738625 0.0020112534623748521 -0.00038158656118319551 -0.0018700255379098777 -0.00082610128500658082 -0.0021977694036044246 0.0020709690026568771 0.00137695569392103 7.6507457610393343e-06 0.0012373167907395878 0.0002093872197750136 -0.0024552008834927705 0.0011689666015893703
leaf_weight=1.7495326496646137 1.4312684362521384 2.2731642228900455 0.81263390253297973 1.3088593924767336 0.57023236132954513 0.39973675037617817 1.4834882637660483 0.75620786834042519 8.2398097896657401 6.473829494789241 109.75189171382226 0.31891997822094698 6.4623765498399734 3.95679357429617 1.3852510310243804 1.6811133008450294 1.6398669453337777 5.8316528266295773 1.3038749694824279 3.8124919924885026 1.5989924960304049 3.1003933339379732 1.8809174324851481 0.57092075655236829 1.5561665529385207 7.3411048674024659 4.4933725968003264 2.1727038202807303 1.2646199231967328 4.5757071562111378
leaf_count=571 361 76 63 29 17 40 401 16 250 74 1444 10 68 398 21 26 53 71 58 52 32 193 48 4 21 79 18 89 18 32
internal_value=0.000142126 -0.0003894 -0.000766633 -0.000367932 -6.79986e-05 -0.000635033 -0.00109761 1.67601e-05 0.000169618 0.000245431 0.000268085 -0.00134263 0.000782718 2.36488e-06 -8.83982e-05 3.37009e-06 -0.000448317 -0.000223104 0.00022177 0.000307088 -0.00033041 -0.00042409 -0.000992881 -0.000375582 0.000128147 0.000517092 0.000418933 0.000179434 -0.000770937 0.000453562
internal_weight=190.198 9.35386 7.08069 5.33116 4.51852 3.20967 2.63943 1.15594 180.844 124.438 122.688 1.75019 12.9362 56.4058 48.1659 44.2092 14.409 12.7691 29.8001 28.119 6.96765 11.3839 5.55223 3.67131 5.36866 21.1514 19.8475 15.3541 3.43732 11.9168
internal_count=4633 1213 1137 566 503 474 457 56 3420 1957 1586 371 142 1463 1213 815 390 337 425 399 105 316 245 197 73 294 236 218 107 111
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=13 23 18 18 19 2 7 3 19 6 22 6 21 9 22 20 22 16 12 16 10 9 20 22 23 12 4 5 23 9
split_gain=0.161407 0.476012 0.404087 0.383097 0.358462 0.331484 0.318754 0.289262 0.28848 0.265096 0.263285 0.252787 0.240744 0.411259 0.341134 0.262529 0.526742 0.238473 0.595414 0.234082 1.28913 0.787854 0.575989 0.597942 0.673647 0.457407 0.395959 1.08098 1.2183 0.881916
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 17.327266398450003 12.451004585100002 260.77742537720002 21.350715310200005 78.027120320000009 9.4507625164000029 5.1351199812500008 -0.24023999999999998 1.8500432259500001 18.870920756500002 38.283670303850009 0.63131000000000015 45.321989007550009 -0.11534 12.604970524100002 247.65401887280004 15.954962690350003 73.007768990450018 191.61296531520003 40.858951393400005 -0.10434500000000001 0.092385000000000023 178.58312952045003 309.25865594525004 21.363989181350004 0.11636500000000001 190.64005357525002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -5 -4 8 -8 -2 -10 -12 13 14 -13 16 -15 18 -11 22 26 -22 23 24 -19 -24 -21 -28 29 -29
right_child=3 4 6 5 -6 -7 7 -9 10 17 11 12 -14 15 -16 -17 -18 19 -20 20 21 -23 25 -25 -26 -27 27 28 -30 -31
leaf_value=-0.065572305661998759 -0.074991078073359474 -0.076435707071835862 0.070364044954905891 0.053336838729851392 0.0082779732351633047 -0.012207477276758409 -0.076338412505790321 -0.076578854674038188 -0.076200094772663679 -0.076928335566510686 -0.075821528700689922 -0.075524352856623345 0.070754495188893485 0.063726226576044862 0.072583365772195152 0.071859811946828112 -0.076112522228082236 0.0034744306327238652 0.039291250811713037 0.0032354911433299504 0.0048643805708192336 -0.077214768026206984 0.0087049838929960325 0.0065255680950595807 -0.081509424969585659 0.045708788854269378 -0.048002154403072178 -0.051844721432823246 -0.094482706722220339 0.013643639562015085
leaf_weight=0.44208383766817805 0.25254387497261532 0.90665794214419271 0.42215484089683775 1.4160514981485897 0.39629134197457461 0.60925361118279386 0.20598631473876672 0.24145227138069447 0.16327466294024029 0.66088914198917226 0.13922583965540924 0.39019188735983368 0.53687265049666155 0.34003173385281116 0.1100746663287282 0.60316664166748524 0.26429618780093711 1.0681996097409876 0.38521287808544002 96.273545351818029 0.98335598909761701 1.8797683054581282 4.1326244659430804 9.7943515026709065 0.9942035088315605 3.3303640328813344 3.2042900380911297 1.2778488399271708 0.70229007489979345 10.173669821117072
leaf_count=68 137 556 11 41 32 36 116 25 76 154 56 147 18 18 4 15 71 70 22 1828 26 150 99 179 45 81 158 122 15 257
internal_value=0.00105861 -0.0118398 0.00127145 0.00154409 -0.0506701 0.0336198 0.00992023 0.00139927 0.00823805 0.00106329 0.0150777 0.0213295 0.0273554 0.0137119 -0.0429359 0.0371812 0.00256928 0.00120571 -0.034132 0.00148196 0.000205414 -0.0490242 0.00904719 -0.00113116 -0.0374929 0.025218 0.00146805 -0.00961128 0.000510284 0.00633594
internal_weight=142.3 5.16176 3.85881 137.138 1.30295 2.02531 3.41673 2.99457 2.75312 135.113 2.54713 2.38386 2.24463 1.70776 0.500267 1.20749 0.604328 134.861 1.0461 133.815 114.495 2.86312 19.3197 11.8568 2.0624 7.46299 111.632 15.3581 12.1538 11.4515
internal_count=4633 1213 625 3420 588 77 557 546 521 3343 405 329 273 255 151 104 89 3206 176 3030 2556 176 474 294 115 180 2380 552 394 379
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=8 22 22 2 21 8 2 5 9 23 16 13 22 6 22 21 15 13 19 16 2 13 22 21 15 23 15 21 9 9
split_gain=0.149623 0.523721 0.475626 0.566121 0.343416 0.28284 0.339158 0.676045 0.271657 0.244866 0.236395 0.216079 0.670151 0.919095 0.635635 0.580797 0.779593 0.550939 0.85085 0.502549 0.627189 0.412833 0.403423 0.431007 0.35057 0.347895 0.334994 0.377467 0.716364 0.705004
threshold=8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 4.4218562789000009 8.7431769115000026 74.766480717350007 21.990725385850002 216.72927494925003 0.4369650000000001 22.764946765650006 117.60660091645001 -0.094409999999999994 16.535386346650004 -0.086139999999999994 6.5280300271500007 41.54912092575001 117.55283175385001 14.351157895250003 22.644947046300004 245.22092942750001 117.54745483760001 -0.084259999999999988 6.7697770556500005 46.723315192750007 0.093185000000000032 46.327654127900004 8.9448347342500032 201.40496258350001 214.52351813370004
decision_type=2 2 2 2 2 2 2 2 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 8 9 -7 -8 -3 10 11 17 13 25 -14 16 -16 21 19 20 -19 24 23 -20 26 -13 27 -1 -29 -30
right_child=1 4 -4 -5 -6 6 7 -9 -10 -11 -12 12 14 -15 15 -17 -18 18 22 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.0031404910601985614 0.024099031791827739 -0.046721330527543709 0.031161693430651543 -0.056647133524298184 -0.074755678996957037 -0.0098519469817451768 0.060818073648768678 0.0036491882345142689 0.0059771958268264548 -0.036786644854784577 0.024311102330049884 -0.035711267521647508 0.025804487869223937 -0.08575644794628895 -0.057800684670322719 0.0054782540066181627 0.0014178976008274214 -0.069634581683561125 -0.019457062587117841 0.025453629032144046 0.0030108034544472973 -0.037004648736290773 0.040006836070928177 0.028560549790522992 -0.048320213987491437 0.022839665662340757 0.058035535086627198 -0.00026499924609303883 -0.042564829041657377 0.01543108096392224
leaf_weight=70.167691804055266 0.79004494275432102 0.88006949424743597 1.9498536116443572 0.92288359650410712 0.71644300244224712 1.7156774550676335 1.7195194466039536 2.4715227922424674 1.053640145662939 0.84852597339886315 2.0887973327189675 1.0208982155891164 3.4620248975697914 1.1518797635653752 2.1848771463846752 5.8665824397467077 2.1743349205935374 1.1362216497363986 1.4958290462382131 1.0763535392470656 1.1957287483382968 1.4615773162804533 5.0622655333718276 2.3656224639853463 0.71588872495340083 0.97030010074377049 0.49971774406731029 18.103413698181615 4.323518658453394 1.3478487377869894
leaf_count=2678 19 28 34 38 57 12 23 37 28 34 36 35 30 98 40 63 25 29 40 21 11 17 63 27 52 7 6 800 162 83
internal_value=0.000894811 -0.00964006 0.00751378 -0.019405 -0.0333484 0.00138881 0.0163702 0.0271047 -0.0180069 0.000701346 0.000950108 0.000562166 -0.00682123 -0.0359766 -0.00012639 -0.0089055 -0.028263 0.00170276 0.0156391 -0.0141194 -0.032385 -7.60002e-05 0.0270049 0.00995974 0.000491204 -0.00717972 0.000861203 0.00055707 -0.00706751 -0.0287816
internal_weight=140.94 6.31293 3.66278 1.71293 2.65015 134.627 5.90672 4.19104 1.93371 128.72 127.871 125.783 16.8309 3.14308 13.6878 10.2258 4.35921 108.952 12.332 3.4083 2.33195 96.6197 8.92372 3.86145 95.1581 1.9912 94.4422 93.9425 23.7748 5.67137
internal_count=4633 204 91 57 113 4429 72 60 56 4357 4323 4287 298 140 158 128 65 3989 191 61 40 3798 130 67 3781 42 3729 3723 1045 245
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=20 20 0 23 22 6 20 6 7 18 23 9 9 5 21 16 19 18 9 5 4 16 5 10 23 18 22 3 10 12
split_gain=0.147875 0.43829 0.429683 0.740434 0.738216 0.859366 0.854038 0.627867 0.523243 0.78901 0.488326 0.47388 0.846538 0.930192 0.737829 0.686032 0.822505 0.492957 0.46052 0.599728 0.658577 0.90749 0.497946 0.452134 0.490741 0.446329 0.433393 0.388971 0.457846 0.371584
threshold=42.081757894750005 42.027798546600003 86.208098410950015 0.10876000000000002 -0.11692 16.375382608200002 43.847983878700006 16.585387514950003 22.502236473750006 13.037923179150001 0.08326500000000002 201.65416293750005 192.39832633775004 21.990725385850002 4.6112647835500011 22.664946999500003 12.651020723000002 13.391483899700001 203.09362050815002 21.252944829650001 262.59164170980006 15.524963695900002 22.825270530250005 62.095317438950012 0.088145000000000015 11.634276750250001 -0.088465000000000002 93.181958801350021 62.334590212600006 92.791843202150019
decision_type=2 2 2 2 2 2 2 2 2 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 4 25 -6 8 11 -7 -10 -8 12 13 27 15 16 -13 -14 -16 20 -20 -22 -21 -19 -25 -2 -11 28 -4 -1
right_child=2 -3 7 -5 5 6 10 -9 9 26 -12 14 17 -15 18 -17 -18 23 19 22 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.010024669054326373 -0.066384945802744233 0.026950621910508059 -0.04503219144304834 -0.071574431426336585 -0.069990512008555855 -0.069796979511303384 -0.0013537242178378334 -0.076131456920069937 0.04619081024716086 -0.00086743910529182117 0.063672319870371766 0.052156708434634436 0.06554194035984709 -0.067774886704688023 -0.033949574800870984 0.0333222922791317 -0.058340823894094805 -0.0105409073376582 0.004664113647618851 0.047878569353837358 0.032421275295470231 -0.073933378920883377 0.003830974278843343 0.052291987748192159 0.010393798365551047 0.026069061599761353 -0.058024158601840882 0.067860224404859365 0.0056352205711884583 0.0028766916545927964
leaf_weight=10.541215134926459 0.23763729876372908 2.8986373074585563 0.83220599289052 0.8471022773592275 1.1924263102700905 0.9323029655060967 1.2258370755225771 0.43255748692899842 0.69243049510987509 0.99453023914247718 0.79759847118111782 0.31821544830382098 1.1294709835201491 0.84547385096084404 1.375434745743404 0.5502767041325568 2.4667166064027697 1.602373970672488 5.6808009860105795 2.0474027611780912 0.47805285065624037 1.1270935146603731 2.2581864125095308 2.123850948177278 2.6033780519210268 2.7089258921041619 1.2561097301659179 0.37422022223472673 7.2202214137469127 82.014980213166837
leaf_count=235 55 36 9 41 58 97 50 10 14 24 12 79 15 47 27 8 147 13 90 21 36 58 19 94 28 185 61 3 757 2304
internal_value=0.000749071 0.00218302 -0.00233717 -0.0135009 -0.00859998 -0.0199075 -0.00978332 0.00129387 -0.0275678 -0.0141904 0.0242783 0.00230772 0.00995511 -0.00309484 -0.00554093 -0.0326746 -0.045715 0.0261771 0.00143808 0.00563712 -0.00567323 -0.0422583 0.0247766 0.0191527 0.0292178 0.0186127 -0.0327673 0.00339472 0.000398821 0.00140736
internal_weight=139.806 95.4548 44.3508 10.8849 10.0378 7.09124 5.89881 33.4659 3.87537 2.94307 2.02344 33.0334 16.7312 9.27212 16.3022 3.33521 2.78493 7.45907 12.967 11.5915 7.28595 1.60515 4.30559 6.3296 4.72723 2.94656 2.25064 8.42665 8.05243 92.5562
internal_count=4633 2575 2058 597 556 316 258 1461 196 99 62 1451 966 816 485 234 226 150 251 224 184 94 40 135 122 240 85 769 766 2539
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=13 21 23 10 8 22 8 0 8 21 22 6 15 21 2 20 15 3 4 20 10 4 18 4 22 5 17 5 9 16
split_gain=0.64898 0.846995 0.815901 0.829582 0.450066 0.961446 0.790072 0.696574 0.607702 0.497578 0.485889 1.18285 1.98972 1.75892 1.68755 1.37308 1.34209 1.30513 1.07181 0.962935 1.20336 0.927589 1.37805 0.899631 2.45796 0.892616 1.29731 2.06029 0.850015 0.77105
threshold=95.937628385050019 17.123843457500005 -0.098985000000000004 78.290589216800015 8.8430989333000021 -0.088039999999999993 9.3427090425500019 88.350799540950007 8.7431769115000026 4.4218562789000009 -0.064729999999999996 15.785368822600002 28.579157549250002 3.9632429946000003 175.26802860955004 42.055256506450007 28.298162031900002 90.988176966900014 191.03149642590003 41.489621506400006 62.111448187750007 309.77412212245002 14.390586827150001 209.52275111965002 -0.105535 23.286780469550006 196.01244718945003 21.363989181350004 208.89909802210005 22.554947256700004
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 6 7 -6 10 -7 11 12 16 14 23 -15 18 -13 -2 -12 -21 -22 -23 24 -14 26 29 -28 -16 -19
right_child=4 -3 -4 -5 5 9 -8 -9 -10 -11 19 17 13 15 28 -17 -18 25 -20 20 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020474671440196207 -0.00078904882602207722 0.00072670054957150901 -0.0014936844342023834 0.00054691094705402966 -0.0014890808328194012 -0.00055563560256102404 0.0011041387440652584 0.00064266990971553555 0.00076489352951836307 -0.0021570695596299649 0.00047750914415193262 0.0011389582405560779 0.0017436791755001226 -0.0022281207745584682 -0.0023632183356330377 -0.00054376726375270849 0.0019221116721285904 0.0011901087875038682 0.00030818040239586378 -0.0010487955500408156 0.00044924829378622193 -0.0023781601619451403 0.00031289019585913498 0.0011184546102454521 -0.002384775092196271 -0.00025197740885125403 -0.0019641479262510241 0.0002912034394015693 -1.2135140449200443e-05 0.00037046205183493815
leaf_weight=0.60475793184014071 4.367428582540021 1.9340001796372233 2.9455924907306317 2.1893224558480142 1.2486069928854706 2.68833396071568 2.4610876853112131 1.1161126327933741 7.2648514797911039 1.032400794647401 43.564727411721833 6.0313359177671364 1.0324319265782835 3.7732046220917246 1.4984824683051559 3.6711891621234827 1.6269168847938988 5.5484440000436761 15.825136559054952 3.7488731196790495 11.592691611964254 1.2217998197302216 1.8235436824616043 3.5184629485011101 1.1975795049220304 13.700100747082613 2.2284835614264003 5.170065738260746 0.97649407782591868 21.55348995141685
leaf_count=58 225 76 887 192 24 55 49 18 72 57 590 68 12 102 46 141 11 99 492 178 177 31 43 34 35 568 40 34 47 172
internal_value=0.000162201 -0.000395535 -0.000773675 -1.46229e-05 0.000187453 -0.000251013 0.000326453 -0.000482926 0.000210738 -0.000999989 0.00018454 9.39256e-05 -0.000173899 -0.00070699 -8.19094e-05 -0.00139748 0.000208896 0.000279057 7.08619e-05 0.000318695 -5.75883e-05 0.000196265 -0.000766766 0.000500918 -0.000473418 0.000171458 0.000339603 -0.000388121 -0.00143561 0.000538264
internal_weight=177.156 7.67367 5.73967 2.79408 169.482 8.54654 4.82581 2.36472 160.936 3.72073 153.671 91.7192 37.4873 15.6678 8.22345 7.44439 21.8195 54.2319 20.1926 61.9516 18.3869 14.638 3.04534 5.74847 2.23001 48.2006 34.5005 7.39855 2.47498 27.1019
internal_count=4633 1213 1137 250 3420 203 91 42 3217 112 3145 2126 1145 417 174 243 728 981 717 1019 429 251 74 81 47 913 345 74 93 271
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=13 0 15 18 22 2 13 22 17 17 15 22 16 22 23 15 5 22 7 20 7 2 6 17 9 13 16 15 5 6
split_gain=0.771012 1.99036 1.29195 1.4045 2.30991 1.62585 1.23079 1.39703 1.17843 1.77988 1.02448 1.01722 1.25857 0.863551 2.20441 0.801655 0.769898 0.954613 0.948507 1.18456 0.904922 1.25711 0.935908 2.38526 0.842531 0.829458 1.67726 1.48289 0.77806 0.75575
threshold=112.67059178900001 90.321439350550008 28.579157549250002 14.032563378150002 -0.074029999999999999 100.00310400885002 113.89115178020002 0.20852500000000004 201.61829342215003 205.09306577200002 28.298162031900002 0.13747000000000004 22.584947186600004 0.075080000000000022 0.11458500000000002 37.408632939650005 23.714185006400005 -0.27494999999999997 22.093462376800005 42.206017975500011 22.435297587800004 103.92649527695001 16.345381907250005 196.01244718945003 186.70853236170004 117.39690118230001 21.374950016100005 41.54912092575001 21.363989181350004 16.245379570700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 10 -4 8 -6 15 11 -5 -10 -1 16 -13 -7 -15 -2 17 -8 -19 24 -21 -22 28 -24 -20 26 -26 -27 -23 -3
right_child=1 29 3 4 5 13 7 -9 9 -11 -12 12 -14 14 -16 -17 -18 18 19 20 21 22 23 -25 25 27 -28 -29 -30 -31
leaf_value=0.00010540903929373079 -0.0023819727728880548 0.00057768895884396552 0.0007701837759491306 -0.0021510936327958363 -0.0016799381638594067 0.00062250827625042273 -0.0010424928145554334 0.0016843564266988997 0.0008742540237025655 -0.0018508643649585807 0.0013212871514514271 -0.0024337468389238606 0.00021532269587363998 -0.0019759331639169621 0.0013426815979272746 0.00046505745383374928 -0.00013821979126923395 -0.0009079415460133631 0.0012032629520736431 -0.0013001713108878666 0.00091923761634879139 -0.00019470103726965373 -6.1467041568807383e-06 -0.0024963808483044313 -0.00029888435531317512 9.1830210420339132e-05 0.0015039005164336854 0.0012228224436342083 0.0011625570711450604 0.0018341638915000912
leaf_weight=52.840087478254645 1.1662248939392146 3.4876558873802415 3.4845815569860887 4.0389484600164041 1.9913026187568874 7.3276135581545514 1.9684429364278901 2.4243844152661032 1.6786466755438598 2.0428726738173282 2.8057681110221884 1.2665447108447545 1.5134818577207623 1.8589605079032483 1.3131637461483476 0.56420050561428059 19.077678410496446 2.2600537333637467 6.7098313421010962 1.8603609073907161 5.5921057462692287 3.9528009574860317 5.8568720007315278 1.9783351235091684 2.8406879007816297 24.903219460509721 6.580288078635931 5.4286571852862826 2.7560918387025595 3.896933414041996
leaf_count=2462 55 47 49 231 28 87 29 37 21 80 23 19 25 46 5 6 693 28 56 31 97 21 63 35 24 166 72 38 30 29
internal_value=0.000149491 0.000258852 3.34279e-06 -0.000379662 -0.000577511 -5.55427e-05 0.000185388 0.000214638 -0.00141766 -0.000621659 0.000166716 0.00017695 -0.00099156 0.000252528 -0.000602127 -0.00145371 0.00021235 0.000304361 0.00034185 0.00038311 8.25162e-06 0.000129135 -0.000174654 -0.000634913 0.000560577 0.000452099 0.00096031 0.00029425 0.000362877 0.00124075
internal_weight=185.467 106.085 79.3819 23.7361 20.2515 12.491 98.7003 96.9698 7.76047 3.72152 55.6459 94.5455 2.78003 10.4997 3.17212 1.73043 91.7654 72.6877 70.7193 68.4593 21.9966 20.1362 14.5441 7.83521 46.4627 39.7529 9.42098 30.3319 6.70889 7.38459
internal_count=4633 1601 3032 547 498 166 1525 1464 332 101 2485 1427 44 138 51 61 1383 690 661 633 277 246 149 98 356 300 96 204 51 76
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=13 21 23 10 18 3 6 17 10 20 6 10 16 18 6 13 19 4 23 16 0 21 10 3 7 0 20 7 4 6
split_gain=0.673667 0.89363 0.878459 0.801821 0.586542 0.6341 1.24754 0.782122 0.626297 0.59297 0.540792 0.53572 0.623605 2.20542 0.878101 0.661048 0.644076 0.572085 0.6228 0.532755 0.809054 0.589992 0.562948 1.90667 2.55668 1.81889 1.77314 1.32938 0.973864 0.860048
threshold=95.937628385050019 17.123843457500005 -0.098985000000000004 78.290589216800015 17.327266398450003 80.785478361850011 12.255286342800002 208.35751021765003 81.573196594050017 33.361153777850006 3.6650856341500009 75.424692849750016 18.594956516900002 14.863842190850002 15.635365317800002 104.19926021995002 13.251069136700002 267.06082587310004 0.093955000000000025 18.734956189500004 94.047642319350018 6.7271511063500009 66.859265246100009 84.812788641250009 24.374195395050005 90.321439350550008 39.032633164100012 23.109894804950002 171.12466686440004 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -8 -5 12 13 14 16 -15 -7 18 -13 20 21 -14 25 -24 26 -21 28 -28 -25 -27
right_child=4 -3 -4 10 -6 11 9 -9 -10 -11 -12 17 19 15 -16 -17 -18 -19 -20 22 -22 -23 23 24 -26 29 27 -29 -30 -31
leaf_value=-0.0020040098814990701 0.00036771721568982981 0.00070572011125806739 -0.0014444396410977938 -0.0010801288635450305 0.00099177267469901468 0.00037070779715620765 0.00077902697361145279 -0.0016566969248169264 -0.001453742790560436 -0.0017689858565007692 0.00098122461652912349 0.00070087422409670971 0.0003979496736690539 0.0003274383960812116 -0.0014450507216982129 -0.0020141043771241805 -0.0013572089107864289 0.0014482187335324755 -0.0010177091771862783 0.0001837909575736733 -0.0004323498367387575 0.0018600250012479041 0.0005202580487463506 -0.00042414120655017752 -0.0021274857261621696 0.00030999184546658045 0.00087662568742354692 -0.0022004538427038557 0.0012032815346486067 0.0017175290828088554
leaf_weight=0.60204803751548785 8.734016470116325 2.1064175316132605 3.2156527233764773 0.62692492664791677 3.20959319313988 13.722766776569188 0.39457696815952603 0.89594747251248996 0.75814307620748955 2.3337166167329997 1.8826476362301034 3.3240904076665165 1.7903093135682855 0.53639427386224214 1.1930685776169401 2.6304662530310452 0.84633483574725765 2.5285096020088531 1.0178314106306059 95.027909136377275 1.4600438196212051 2.3701920588500798 10.032118608243765 2.3008956070989353 3.0725990196224293 2.5248579951003185 0.70961973443627391 1.9298131279647348 3.3186426525935531 4.399541363120079
leaf_count=58 146 76 887 80 77 341 9 52 110 137 112 77 33 14 364 164 83 89 26 1283 21 27 74 22 96 32 10 58 32 43
internal_value=0.000151592 -0.000378796 -0.000739843 -1.16884e-05 0.000177741 0.000162175 -0.000243644 6.01832e-05 0.000222236 -0.00140048 0.000466271 0.000196575 0.000172194 -0.000153624 0.000140491 -0.0016175 0.000270331 0.000721315 0.000298005 0.000220027 0.000798823 0.00123088 0.000193646 -9.00901e-05 -0.000630446 0.000253102 -7.35003e-05 -0.00137317 0.00053694 0.0012043
internal_weight=179.496 8.43369 6.32727 3.11162 171.062 167.852 13.1164 10.3881 9.49216 2.72829 2.50957 154.736 147.866 18.929 15.7622 3.16686 14.5691 6.87043 4.34192 128.937 5.62055 4.1605 123.316 21.3637 11.3316 101.952 8.25897 2.63943 5.61954 6.9244
internal_count=4633 1213 1137 250 3420 3343 454 308 256 146 192 2889 2697 966 788 178 424 192 103 1731 81 60 1650 292 218 1358 122 68 54 75
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 2 23 18 10 2 9 10 12 12 2 9 8 22 20 20 10 0 6 17 23 9 15 16 4 7
split_gain=0.807544 1.09137 0.975915 0.791987 1.03442 0.87895 0.716012 0.593438 1.04704 0.571136 0.537977 0.510819 0.488346 0.881318 0.773276 0.62908 0.602753 0.840093 1.09707 1.72068 0.775873 0.948213 0.922185 0.766272 0.796488 0.73341 0.760623 0.660003 0.590072 0.621581
threshold=95.937628385050019 17.123843457500005 216.20511703005005 78.290589216800015 24.103872582350004 206.22726210890002 -0.15544999999999998 17.327266398450003 81.573196594050017 260.77742537720002 38.283670303850009 84.92839234085001 148.96091148645004 144.66294237600002 129.01927736685002 205.22231928645002 5.9453602998000008 -0.105535 42.783136484500005 43.847983878700006 71.053259929650025 97.32487278035002 16.325381439950004 200.17087924040001 0.088755000000000014 193.70978346765003 31.890196708700007 18.924955745200005 206.71522889875004 22.093462376800005
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -9 -2 -3 13 16 -14 -15 27 20 23 -20 22 -22 -18 28 -25 -24 -27 -12 29 -19
right_child=7 11 3 4 5 6 -8 9 -10 -11 12 -13 14 15 -16 -17 17 18 19 -21 21 -23 25 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0019404121350665034 -0.001365440700000323 -0.00050198916318516015 -0.0019898195233026389 0.0014041952846434859 0.0014982293758250488 8.6115597030264444e-05 -0.001928480533221884 0.0013812197778877969 -0.0016362459445551066 -0.00025637729946207744 -0.0019594258140822221 0.0013614747942490412 -0.0010299589914944721 0.00056816175196682016 0.0001009526584395346 0.0020603506975797811 0.0015583085305250809 -0.00048984512344510162 -0.0017972188828618658 0.00024351745045504819 -0.0019436906116421817 0.00036238621978353542 0.0011290508935580231 -3.2478956363589446e-07 -0.0015985229994306884 -0.001163478563071952 0.00051185230770417749 0.0002720332991302371 -0.0006605839830438995 0.00045093673199469043
leaf_weight=1.8629015321130262 0.81960876399534655 0.79607139318250153 0.87749810924287874 1.2724666730355236 0.57432849601900704 1.0820341656508392 1.4888002423904252 2.6263503497466441 1.1634716578701034 1.0624795183539388 0.92531313099607249 1.5204132380313238 2.1992402728646985 2.820305014087352 91.307149097003276 1.557773584499955 4.3917595976963657 2.6828354271128765 2.5372579569229847 3.4807619863422588 0.78561006160452862 3.266838239505887 3.4592338502407074 4.5636306134983888 1.4625398402567951 1.4240381226409224 2.9702697154134512 0.95842938119312748 2.0188387644011518 35.528886103071272
leaf_count=571 112 32 63 29 17 56 401 41 128 36 356 44 28 54 1619 12 36 43 81 40 85 58 38 58 45 33 31 67 36 383
internal_value=0.000132515 -0.000403308 -0.000767185 -0.000354427 -2.95803e-05 -0.000609656 -0.00108056 0.000161689 0.000145492 0.000909549 0.000157747 0.000721086 0.000165163 0.00027863 7.4354e-05 0.0010991 0.000227646 0.000256538 0.000140062 -0.000616878 0.000630133 -8.46712e-05 0.000866689 0.000238541 -0.000388204 0.00047993 -3.10626e-05 -0.000824082 0.000332421 0.000384885
internal_weight=183.487 9.47451 7.15803 5.29513 4.41763 3.14516 2.57083 174.013 170.324 3.68883 169.16 2.31648 168.341 74.8343 93.5064 4.37808 70.4562 68.5725 52.2748 6.01802 16.2977 4.05245 12.2453 46.2567 6.02617 7.85354 4.39431 1.88374 40.2306 38.2117
internal_count=4633 1213 1137 566 503 474 457 3420 3343 77 3215 76 3103 1456 1647 66 1390 967 686 121 281 143 138 565 103 102 64 423 462 426
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=6 15 21 16 20 23 23 19 22 8 12 16 12 22 22 22 22 17 5 21 5 18 5 6 10 23 13 14 7 13
split_gain=0.218603 0.137555 0.406675 0.449874 0.41672 0.340684 0.22313 0.218692 0.31942 0.32284 0.175198 0.274602 0.301569 0.170246 0.391005 0.209809 0.549268 0.517588 0.409672 0.484014 0.308531 0.241236 0.377279 0.37184 0.530894 0.582929 0.748514 0.56404 0.436587 0.440077
threshold=1.8500432259500001 46.055224235250002 15.551195696050002 22.674946976100003 41.772405911750006 0.090465000000000031 0.10020000000000003 14.651182102100002 -0.098419999999999994 8.6432548896500023 405.20116087950004 22.514947350300002 411.63362699645006 -0.63026499999999996 -0.69416999999999995 -0.59238000000000002 -0.51760499999999998 197.59467367075004 16.043149448600001 2.7200266080500004 12.451585980350002 17.327266398450003 14.47989612135 13.575317185100001 80.13218303615001 -0.17949499999999999 101.31185618785001 278.00273168625006 24.103872582350004 98.050756475600011
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 -7 10 -9 -10 13 12 -12 14 -2 17 18 -15 19 -17 -19 23 -23 24 25 -18 -27 -28 -26 -30
right_child=1 2 -4 4 -6 6 -8 8 9 -11 11 -13 -14 15 -16 16 21 20 -20 -21 -22 22 -24 -25 28 26 27 -29 29 -31
leaf_value=-0.06834107864104158 0.027130369768602936 -0.062120213133573854 0.027876884179381483 -0.026062886926619455 0.051546522477906961 -0.00029802145393791719 -0.046605492574143641 -0.012686407201669619 0.048345294400231227 -0.00027423071496857407 0.056575691429876437 0.068357174888291919 -0.068917293169077021 0.040763265019628452 -0.059341470543761911 0.041123689620190904 0.014619992442569906 0.041234517150861967 -0.070757289937019019 -0.070296339357316426 -0.070725323555376474 0.024343676854744072 -0.070126996442502657 0.0022312283381315475 0.050479569377234017 -0.062891795390598373 -0.00081301059649472934 -0.05295703110235387 -0.034288924588940166 0.0081564159956285919
leaf_weight=0.20526183423180455 0.38093924697022885 1.0910553271824022 1.0776843508356249 0.58001101331319638 0.681492755189538 1.4059334766352551 0.70883871195837844 1.1119812456890943 1.665547946467995 0.98392152867745597 0.15948558249510725 0.4369974248111248 0.1900919046747731 1.6240154374390834 0.62599620283071888 0.45434360489161807 1.7548314701707557 0.1611277056581456 0.84084247244754806 0.28881696685857605 0.36171871825354174 3.2633877051630402 0.20338500663638104 106.62078966565605 0.83369805754045856 2.0525126236170754 3.5961525889870245 1.2717342951218595 1.4234070527527363 4.9652890496654436
leaf_count=188 19 125 13 19 23 22 41 14 26 30 9 11 52 44 48 30 125 29 128 53 38 460 17 2117 54 249 110 88 383 68
internal_value=0.00105813 0.00115929 -0.00922938 -0.0181808 0.0158635 -0.0315773 -0.0158196 0.00158514 0.0175848 0.0302897 0.00112752 0.0327932 -0.0116644 0.000936983 -0.0266278 0.00115096 0.00079985 0.0220142 -0.0385821 -0.00217785 -0.0362222 0.001295 0.0188014 0.000799638 -0.00880163 -0.0200227 -0.0288072 -0.0144356 0.00467665 -0.00130044
internal_weight=141.021 140.816 5.54502 4.46733 1.2615 3.20583 2.11477 135.271 3.76145 2.64947 131.51 0.786575 0.349577 130.723 1.00694 129.716 127.569 2.14686 1.584 0.743161 0.522846 125.985 3.46677 122.518 15.8976 8.67523 6.9204 4.86789 7.22239 6.3887
internal_count=4633 4445 243 230 42 188 63 4202 70 56 4132 72 61 4060 67 3993 3882 111 211 83 67 3671 477 3194 1077 572 447 198 505 451
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=16 16 23 23 10 18 16 16 16 12 10 8 2 21 21 2 6 13 4 9 23 20 16 0 21 22 17 9 9 19
split_gain=0.167737 0.326625 0.289587 0.52906 0.374353 0.3417 0.274348 0.250422 0.602157 0.634354 0.570801 0.960151 0.900088 0.617698 0.585805 0.568542 0.521615 0.919615 0.433913 0.463947 0.83809 0.395654 0.380046 0.835646 0.618386 0.353561 0.334142 0.331658 1.0332 0.918524
threshold=13.534968349350001 12.919969787500003 0.076130000000000017 0.093635000000000024 83.602982482550019 13.845746551550002 12.674970360400001 15.564963602350003 18.594956516900002 92.791843202150019 71.053259929650025 8.2435668022500028 199.01127796720002 0.54612131245000006 8.2213425669500015 186.79363985910004 14.355335410100002 104.19926021995002 147.36370056065002 198.73585755510001 -1.0000000180025095e-35 38.621016321050007 18.734956189500004 94.047642319350018 6.7271511063500009 -0.15962499999999999 192.19686994285004 204.68881850780005 202.86134752310002 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 2 5 6 -5 -1 -4 15 9 -9 12 14 13 -11 16 18 17 -12 -2 20 -20 -17 23 24 -10 -22 -15 28 -24 -30
right_child=7 -3 3 4 -6 -7 -8 8 22 10 11 -13 -14 26 -16 21 -18 -19 19 -21 25 -23 27 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.069995208855802987 0.044970370302865902 -0.070449918764666317 -0.067067114406678521 0.014688654355854751 -0.070851314259968518 0.014647539254302641 0.03729824703112302 -0.073871455060926322 0.0060012067807431084 -0.079782073816612176 0.011955912467678532 -0.063797318522213903 -0.048655775182178902 0.053522269680105254 -0.047832759422861727 -0.041287485177778735 0.059382750229557982 -0.073547351287036725 -0.098811286738273024 0.0052495520081750008 0.031123724485641727 0.039930989426658126 0.00065171564641538875 -0.023131774469654406 0.067828807297919708 -0.033764708763420491 -0.0068526561958918613 0.0080063953065136213 0.0029752207559495879 -0.068331699484501129
leaf_weight=0.24262908475066014 1.0565167441964174 0.39093826246062224 1.0990384641108906 1.6182568026997612 0.28326321900067331 3.0461015852142737 0.13304887051344838 0.78504679827892587 1.3365553630283096 0.2177595105022182 2.944650871204431 1.8502373752417041 0.87267192816216255 2.0218631706084129 1.272946427692659 0.3084295135995484 0.69996906630694855 0.74206036701798428 0.59816634753951725 10.31284113996662 0.74168462475063179 3.3770216326520313 71.039690373349003 1.3668978158384559 1.7738639989402143 0.84808195566438471 0.54926666454412032 24.962441654410213 1.4925259633455419 1.9808400496840475
leaf_count=74 4 94 586 45 138 318 8 72 33 112 170 155 123 216 161 39 9 43 76 146 32 165 1177 23 27 81 25 411 27 43
internal_value=0.000971735 -0.00953329 -0.0058252 -0.0207577 0.00194604 0.00840294 -0.0557971 0.00150927 0.000361107 -0.0142273 -0.010036 -0.0208703 0.0121852 0.031223 -0.00683668 0.00922744 0.00505975 -0.00525416 0.00272864 -0.000841471 -0.0295516 0.0331339 0.00203905 0.0216025 0.0412613 -0.00349187 0.0406245 0.00115851 -0.00113558 -0.0376907
internal_weight=139.965 6.81328 6.42234 3.13361 1.90152 3.28873 1.23209 133.152 115.909 11.9565 11.1714 7.50986 3.66156 2.78889 5.65963 17.2427 4.38668 3.68671 13.5573 12.5008 2.18793 3.68545 103.953 4.47732 3.11042 1.58977 2.57113 99.4755 74.5131 3.47337
internal_count=4633 1263 1169 777 183 392 594 3370 2827 1086 1014 538 476 353 383 543 222 213 339 335 189 204 1741 83 60 113 241 1658 1247 70
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=13 0 13 16 0 22 6 17 22 16 5 20 16 7 9 23 23 21 22 9 7 22 22 3 23 23 4 16 20 13
split_gain=0.704096 1.89408 1.341 1.298 1.44555 1.07587 0.85475 1.04885 0.850276 1.22819 0.810333 0.980822 1.26733 1.14271 1.15141 0.924123 1.0037 1.39525 1.49281 1.15952 0.770084 0.739692 0.697567 0.65626 0.643246 0.69101 0.77614 0.694483 2.55165 1.56542
threshold=112.67059178900001 90.321439350550008 113.89115178020002 20.034953149600003 96.631250582750013 0.20852500000000004 16.245379570700006 207.26881593930003 0.13747000000000004 22.584947186600004 23.714185006400005 42.206017975500011 22.454947490600002 22.093462376800005 186.70853236170004 0.082325000000000023 0.083395000000000011 6.0799633573000014 -0.09280999999999999 192.20980299475005 24.374195395050005 -0.14008999999999996 -0.083330000000000001 93.077108934250006 0.4149000000000001 0.11458500000000002 147.36370056065002 19.224955043700003 36.859113051050009 109.34496908160001
decision_type=2 2 2 2 2 2 2 2 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 21 24 -5 8 7 -3 10 -10 11 13 -13 -4 -15 23 -17 18 -18 -19 -12 -2 -21 -14 25 26 -1 29 -29 -28
right_child=1 6 5 4 -6 -7 -8 -9 9 -11 20 12 15 14 -16 16 17 19 -20 22 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0011438521318664105 0.00031336299922043976 -0.00042346335228472923 -0.0010346040908932401 -0.0021756300291100854 0.00039489177627296396 0.0014867936468388769 0.0017887270928400238 0.001585402355317354 -0.0023679311882404521 0.00022335949570261664 -7.7299503406390269e-05 0.0016139392253605204 -0.0002332173581906482 0.0012088929071639896 0.00036700931782229513 0.0011424201723972502 0.00057508418228984783 -0.00097905011378942035 -0.0017596659556224333 0.0010713635159124582 -0.002068681908959695 -0.0023453844920801746 -7.6400527706965223e-06 -0.0019136409561661774 -0.0020065173329078777 0.00083658822824190431 -6.3197431322760465e-05 0.00074375882903195459 -0.0016722996492953312 0.00093313402573189477
leaf_weight=2.1728861490264526 0.56776379281654943 2.0728414254263039 1.8903683582320798 2.0742543321102853 1.3247735900804398 2.2950538644799954 3.832328125834465 1.7896762192249296 1.1913921739906066 1.5622131666168568 20.192297090427022 1.5898074461147214 1.7059643045067816 7.0190112069249144 41.482479332014918 2.4879308044910458 1.4602177776396272 2.4269629400223485 3.2970152329653528 4.3381497487425884 0.74405207671224971 1.2124215668009117 4.5221098978072307 1.7294423803687093 0.56325559740798681 3.9660093449783735 56.852766522599268 2.8664059080183497 3.7010444821789861 6.4930633728945386
leaf_count=17 9 23 27 51 10 37 29 24 19 25 664 67 11 57 315 15 9 31 63 31 29 52 33 31 44 103 2593 23 58 133
internal_value=0.000125701 0.000225928 0.00015636 -1.13462e-05 -0.00117377 0.00018582 0.00114552 0.000507333 0.00015524 -0.000897805 0.0001858 0.000280324 -4.34725e-05 0.000431695 0.000488845 -0.000163419 6.33663e-06 -0.00016983 -0.00104302 0.000198195 -0.000148071 -0.00149742 0.00052066 -0.00107917 4.02243e-05 5.53828e-05 1.24028e-05 -2.27624e-05 -0.000617795 3.89284e-05
internal_weight=189.424 109.409 101.715 80.0145 3.39903 99.9345 7.69485 3.86252 97.6394 2.75361 94.8858 73.9495 23.5576 50.3919 48.5015 21.9678 18.5324 16.0445 4.75723 11.2872 20.9363 1.78019 8.86026 3.43541 76.6154 76.0522 72.0862 69.9133 6.56745 63.3458
internal_count=4633 1601 1525 3032 61 1464 76 47 1427 44 1383 690 291 399 372 224 182 167 72 95 693 61 64 42 2971 2927 2824 2807 81 2726
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 2 10 17 18 2 0 3 17 6 10 4 23 6 15 13 21 23 22 23 10 16 20 10 10 13
split_gain=0.167364 0.439547 0.462423 0.39828 0.480885 0.578368 0.321485 0.315573 0.315225 0.382644 0.290952 0.245013 0.606164 0.525008 0.454139 0.601687 0.440485 0.431128 0.257342 0.45524 0.249739 0.506588 0.962848 0.839069 0.40653 1.94063 1.61479 1.43187 0.845562 1.82188
threshold=95.937628385050019 16.241109211600005 216.20511703005005 78.290589216800015 24.545313225450005 206.22726210890002 84.92839234085001 179.33099108465004 17.108018746400003 263.5517324101001 119.82189041595002 80.785478361850011 205.45998821870003 12.255286342800002 75.424692849750016 267.06082587310004 0.11458500000000002 14.195331671650001 20.538897842700003 103.75835308650001 1.0000000180025095e-35 0.083395000000000011 -0.096559999999999993 0.093745000000000023 66.859265246100009 19.134955254150004 36.257608591500009 66.235542959850008 71.053259929650025 108.06526301150002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 11 -10 -7 12 13 -2 20 17 -15 18 -16 -20 21 -13 -23 -24 27 28 -27 -22 -26 -30
right_child=8 6 3 4 5 10 -8 -9 9 -11 -12 14 -14 16 15 -17 -18 -19 19 -21 24 22 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.074268242750716307 0.0031309084941604148 0.042122202914269977 -0.075370254271565934 0.052613095745699084 0.059726749776544352 -0.07416520333574271 0.045403529375676772 -0.075721423132968438 0.043042210330403265 -0.027102392677190033 0.011647181146641516 0.030202771375703374 -0.075128788689747483 -0.076384118746031945 0.036308119185705437 0.057598658581483601 0.0031508124039567515 0.052018963568345074 -0.080801717873449433 -0.0014645738974997844 0.00058615066269114492 0.038186921986390794 -0.060559829451656375 0.0060130365604780288 0.023731978993181573 0.01672732596467089 -0.070399863908537461 0.051407299518755938 0.0016631239280364139 -0.076323871209747735
leaf_weight=0.82782966109107237 7.2584545527060946 0.20630590594373621 0.42657935671741176 0.66986202992120558 0.33993036079664296 0.73927679387634249 0.96322745503857732 0.29019606707151979 1.87675282661803 0.52898390567861486 0.29265872253245107 4.4886770130251517 0.70748608993017192 0.90308186586480566 0.53681847359985102 1.7585602790932169 0.62536329170688987 0.80567008740035806 0.50172555488825343 1.632545970380306 75.858217807792244 2.1006707921042107 1.7549533726414663 2.3496536968741566 6.64278521348752 1.5675658555701364 4.0323322901967913 3.0604526626411817 13.848655263544059 1.7956363768316794
leaf_count=566 238 10 61 31 17 281 60 34 60 38 153 279 84 88 8 88 27 13 65 16 1509 61 56 35 202 17 112 38 213 173
internal_value=0.00101237 -0.0124176 -0.0271549 -0.0113539 0.00202108 -0.0226823 0.02086 -0.0267552 0.00148677 0.0276185 -0.0498287 0.00101134 -0.0102627 -0.00503991 0.00188346 0.0228755 -0.0438424 0.00531234 -0.00877559 -0.0201152 0.000948136 0.0115614 -0.00192304 -0.0224507 -0.000114525 -0.00767476 -0.0460106 0.00255699 0.00195757 -0.00728815
internal_weight=139.391 4.75587 3.29614 2.46831 2.04173 1.37187 1.45973 0.496502 134.635 2.40574 1.03194 132.229 9.49439 8.7869 122.735 5.23532 1.52845 3.47676 2.67109 2.13427 117.5 10.694 6.20528 4.10461 106.806 27.887 5.5999 78.9187 22.2871 15.6443
internal_count=4633 1213 1109 543 482 451 104 44 3420 98 434 3322 437 353 2885 190 115 102 89 81 2695 431 152 91 2264 717 129 1547 588 386
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=5 5 6 21 10 21 5 13 0 22 5 6 7 10 17 22 22 13 10 19 3 3 21 15 16 0 6 5 10 0
split_gain=0.884496 0.755676 0.844482 0.718052 0.694501 0.684909 0.595582 0.97779 0.827954 0.709535 0.603184 0.563302 0.562406 0.755209 0.66198 0.625267 0.598213 0.561736 0.522392 0.678969 0.520941 2.57522 1.66926 0.977759 0.954656 0.916781 0.88311 0.715901 1.50187 2.49734
threshold=12.306951632950001 13.252098438300001 13.115306437050002 15.004713615700002 84.92839234085001 16.464809133250004 16.316541761950003 103.191088421 97.886760529650019 -0.14314999999999997 23.286780469550006 12.410289964450003 24.545313225450005 82.299080289250014 238.05090660085003 -0.16533 -0.086139999999999994 101.51349054760001 81.339300736700025 12.350996516100002 85.589753040950015 83.613736315050019 1.0221947271500003 25.023320983300003 18.044957803000003 93.843319501450011 14.785345457250001 17.687678651600006 66.859265246100009 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 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 18 11 12 5 -5 8 10 -4 -10 -8 -3 13 15 -14 -1 -16 -11 19 -2 21 -9 26 -24 -25 27 -23 -22 29 -29
right_child=1 2 6 4 -6 -7 7 20 9 17 -12 -13 14 -15 16 -17 -18 -19 -20 -21 25 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.00048484902394323713 0.0020598390496039246 -0.00015118988295893845 0.0015587043077629069 0.0010543411937726486 0.0010932522952267793 -0.0020842054335038721 -0.0020922859336586774 0.000358311225127794 0.0011460048928267476 0.00058202023051639041 0.00068211620247756789 -0.0013317286143547903 -0.0018152656696095075 0.0013176885759419799 -0.0020485776360717888 -0.0020369810601170001 0.0007539242139366516 -0.001468793173919481 -0.00030487347949729207 0.00042948608070051059 0.0012585655238457735 -0.00081704234606521536 0.0019115767365238258 -0.00015144031582400917 -0.0021315020450989987 0.0013295504758530899 0.0011172285007820272 0.00017870634463088372 -0.00055022827872477193 0.0014005916990177483
leaf_weight=0.67967309360392403 1.9806349724531167 14.468127193278635 2.8761389264836899 0.43804408982396148 1.8498402280238222 0.68590688210679218 1.1621362486621354 19.289239434991035 1.5823219325393441 0.89628994476515833 0.40672192606143642 1.7409502726513881 2.7103041220107116 0.93640043829509512 0.4289626058889553 0.85164648701902312 0.92277980095241197 1.2023366964422164 1.0510419185156932 1.947950057685375 2.4634913504123679 1.7963278391398474 0.30145578365772951 1.1868867664597926 4.431532111717388 2.8938990924507371 1.8340082634240387 99.81945013855875 9.6527972662006487 6.8738125525414935
leaf_count=24 18 427 42 24 75 74 78 152 28 21 29 119 773 56 61 131 49 31 32 62 18 28 3 28 271 29 12 1727 149 62
internal_value=0.000138965 0.000169769 0.000148322 -0.000444015 0.000354638 -0.000861001 0.000191872 0.00016693 0.000770475 0.000154586 -0.00137303 -0.000277987 -0.000807739 -6.94425e-05 -0.00125626 -0.000917672 -0.000135423 -0.000592923 0.000922955 0.00125144 0.000182979 -5.39686e-05 -0.000886679 -0.00152863 -0.00171322 0.000239127 0.000160131 0.000212567 0.000190419 0.000257427
internal_weight=189.361 179.858 174.878 9.50356 2.97379 1.12395 158.669 152.112 6.55709 3.68095 1.56886 16.2091 6.52977 2.46772 4.06205 1.53132 1.35174 2.09863 4.97963 3.92859 150.543 28.8395 9.55021 5.91987 5.61842 121.703 3.63034 118.81 116.346 106.693
internal_count=4633 3366 3254 1267 173 98 2708 2586 122 80 107 546 1094 211 883 155 110 52 112 80 2479 494 342 302 299 1985 40 1956 1938 1789
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=9 0 3 22 9 22 22 22 13 6 22 18 20 16 7 5 7 6 7 5 10 20 3 5 5 23 9 23 21 23
split_gain=0.158139 0.297051 0.465438 0.412621 0.188416 0.336666 0.320151 0.462176 0.283563 0.313267 0.288354 0.286489 0.371451 0.298553 0.334601 0.244102 0.217337 0.203927 0.507564 0.382355 0.205934 0.202886 0.198004 0.515967 0.459294 0.455771 0.690281 0.428695 0.235206 0.59707
threshold=37.364870866050005 113.1679565431 69.085308578100012 -0.15962499999999999 53.996381295800006 0.050115000000000014 -0.24150999999999997 -0.61402999999999996 95.811270852950017 6.5151522255000005 0.20852500000000004 17.327266398450003 42.320906304050006 12.644970430600003 25.024903008400003 7.754880527600001 21.034091097450002 11.085259005300001 25.522455861100003 13.153721664750002 68.846035804500005 46.645430295100006 80.785478361850011 16.316541761950003 14.47989612135 0.089045000000000027 208.34925031750001 0.11458500000000002 1.0000000180025095e-35 0.083395000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 15 16 13 -13 14 -10 -6 -11 18 20 -19 -15 -7 24 25 -21 -24 -27 -26 29 -25
right_child=4 -3 3 -5 8 21 -8 -9 11 10 -12 12 -14 17 -16 -17 -18 19 -20 22 -22 -23 23 28 27 26 -28 -29 -30 -31
leaf_value=0.058909199200894158 0.058708576874139343 -0.067223413751659522 0.01140088140223209 -0.06683720391275158 -0.067060113082872935 -0.067359339472645038 0.041654779833929657 -0.068519394698694405 -0.0053161815372977286 0.02076597009263325 0.025569271374709063 0.042586175725532534 -0.022714285310099516 -0.021772980347392629 -0.068941671066632043 0.051087436442831521 -0.067645833005180012 0.040614313338730716 -0.069195452206071484 0.00054175501788075828 0.01970246200628744 0.035979308321757594 0.056555304214886998 0.029705210746799313 -0.068852950768760121 0.03588973312936531 -0.048554710096534344 0.00068290275543950803 0.00012857742831207092 -0.0027595622466923798
leaf_weight=0.38156922304187801 0.20782883251376916 0.41518007439299243 0.63209206695319131 0.54767714504851028 0.099380483090498184 0.28415408524597285 1.7651528855058123 0.30920742709895477 1.0206683548021818 0.13908899499801897 0.22782125785670349 1.4898035947699089 0.50866248691454519 1.0503527307882903 0.55568028817651782 0.32527503570599947 0.93238000107521657 1.0801530261524011 0.61991192726418365 4.3755004295380777 1.0342579605057833 0.11665453610476106 1.3760341026354574 4.1975074073707201 0.9547490499098783 1.2084573921747503 0.64698195364326228 0.64781300257891417 105.43333310569869 5.9780678581591928
leaf_count=37 10 286 49 235 75 112 116 55 72 17 23 54 28 37 108 28 368 27 63 76 26 5 25 259 93 46 17 29 2107 150
internal_value=0.000906479 -0.0176222 -0.00443265 -0.0249191 0.00117461 0.0184862 0.0282806 -0.0173786 0.000827735 -0.0257578 -0.0418367 0.00117448 0.0259655 0.000793898 -0.0277449 0.0234378 -0.056169 0.00114371 -0.0167819 0.00152878 -0.00119537 -0.0372828 0.00119055 0.00177992 -0.0105259 0.0277828 0.0064444 -0.0407441 0.0010531 0.0106324
internal_weight=138.561 1.97652 1.56134 1.17977 136.585 2.683 2.28219 0.517036 133.902 1.72395 1.29929 132.178 1.99847 130.179 1.57635 0.424656 1.07147 128.603 2.70452 125.899 2.08461 0.400809 124.818 118.84 5.97806 3.23147 1.85544 1.60256 115.609 10.1756
internal_count=4633 607 321 284 4026 298 181 65 3728 511 408 3217 82 3135 180 103 385 2955 126 2829 63 117 2802 2604 198 88 63 122 2516 409
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=9 9 18 5 2 22 23 8 20 2 23 8 2 5 20 0 8 6 5 16 23 20 4 13 16 22 17 17 22 0
split_gain=0.153475 0.308028 0.328658 0.269078 0.243878 0.47125 0.235161 0.191282 0.515056 0.584417 0.267011 0.249231 0.291459 0.793914 0.214925 0.526336 0.674501 0.4529 0.566405 0.357287 0.453597 0.211469 1.10406 0.975753 0.878865 0.524408 0.414609 0.235743 0.774849 0.543477
threshold=233.77854820110002 223.65407503400004 15.711526640050002 13.8160216159 361.99740083035005 -0.038374999999999999 0.089835000000000012 8.8430989333000021 40.00488309970001 56.799426908350007 0.11071500000000002 8.7431769115000026 74.766480717350007 21.990725385850002 35.476804824450006 89.861713010250014 6.2451263653500009 15.400359826950002 19.221712148250003 19.154955207400004 0.11458500000000002 37.041406607950009 194.12161462850003 113.98793627290001 19.559954260300003 -0.043559999999999995 205.28496454895003 205.09306577200002 -0.047144999999999999 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 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 7 -6 -2 11 -9 -10 -11 14 -13 -14 15 16 -1 18 19 20 -17 22 24 26 25 -16 -24 -23 29 -29
right_child=6 2 3 -5 5 -7 -8 8 9 10 -12 12 13 -15 21 17 -18 -19 -20 -21 -22 27 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.051228385242775204 -0.077041977551131416 0.042328860191645015 0.019833736013419666 -0.075535838332209296 -0.072154593739988074 0.024491475660166032 0.018492629837578101 0.0051782625035127526 0.030430167695149789 -0.084687542677949992 -0.018044002282964353 -0.0082504576032490055 0.068113141533825361 0.00054727760346930544 -0.082608422977769047 -0.077426672947634029 0.073185660698910027 -0.039052110766000805 0.063479436948488996 0.017182836628587026 0.037162459076158109 0.001797550890658141 -0.090317850496884941 0.012554077018381767 0.063937731030889844 0.014952717125357113 -0.017203285716737536 -0.072210956898064851 0.011701957985737579 -0.016350921486373505
leaf_weight=0.28244466245814592 0.32692997044068661 1.8300715354271226 0.39877300953230577 0.25890504010021687 0.66680416634153516 0.44731110329848778 0.23499843786703423 3.1717508896253994 0.44979452341794957 1.0396440103359053 0.46023462104494672 1.7402046965435136 1.5423435000702741 2.2973715125117451 0.46605323535186471 0.58677943331304128 1.2751207090914247 1.1031211677473036 0.91798840372939583 1.5323216081596909 0.26658664358546957 101.29470540188959 1.5538849740833036 1.14451694174204 1.3119976967573164 0.78442295314744048 0.55982509805471625 1.2106809034594332 4.5701829869067279 3.9059776221765787
leaf_count=114 61 46 46 22 93 40 20 62 12 67 27 12 21 35 62 222 32 11 14 15 21 2935 77 17 13 18 39 52 140 287
internal_value=0.000902153 0.0010579 0.0264566 -0.01771 0.000588408 -0.0333517 -0.0370894 0.000871721 -0.0129335 -0.0423979 -0.0642381 0.00142259 0.0164794 0.0276873 0.000738238 0.0142261 0.0506248 0.00136118 0.0148555 -0.00385454 -0.0416297 4.94954e-05 -0.0134847 -0.0416196 0.0222892 -0.0214084 -0.0709531 0.000759331 -0.0100973 -0.0295683
internal_weight=137.632 137.07 2.48775 0.657678 134.582 1.11412 0.561928 133.468 5.12142 1.94967 1.49988 128.347 5.57992 3.83972 122.767 5.96436 1.55757 4.4068 3.30368 2.38569 0.853366 116.802 5.8207 3.25823 2.56247 1.25048 2.11371 110.982 9.68684 5.11666
internal_count=4633 4552 114 68 4438 133 81 4305 168 106 94 4137 68 56 4069 429 146 283 272 258 243 3640 226 133 93 80 116 3414 479 339
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=3 9 10 4 0 6 5 22 22 16 3 22 0 18 20 20 5 6 15 7 3 23 19 5 23 16 7 7 7 16
split_gain=0.148389 0.450278 0.930248 0.49161 0.462907 0.599649 0.630613 0.481193 0.408578 0.508378 0.392214 0.521372 0.458926 1.05972 0.49522 0.41252 0.330644 0.447418 0.404405 0.369841 0.934485 0.520117 0.406381 0.896415 0.447727 0.436348 0.335744 0.404822 0.35925 0.933977
threshold=93.883646373400012 186.16747084260001 61.993156030000002 376.61861354110005 85.495657006400009 16.575387281250006 28.006145904900002 -0.025719999999999996 -0.074029999999999999 21.074950717600004 93.776108048150022 -0.092084999999999986 85.990333302400003 13.087929333200002 40.518963363600001 40.636252116050009 25.704065249550002 16.890394641350003 46.674706678850008 22.721067571950005 93.394346993650018 0.4369650000000001 14.251149826300002 20.971847224900007 0.09721500000000001 22.554947256700004 22.747724408400003 22.791048179400004 23.109894804950002 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=10 3 4 8 5 -3 7 -7 -2 -10 12 -12 13 14 -1 -15 17 18 19 20 22 26 23 24 -14 -24 -21 -28 29 -29
right_child=1 2 -4 -5 -6 6 -8 -9 9 -11 11 -13 16 15 -16 -17 -18 -19 -20 21 -22 -23 25 -25 -26 -27 27 28 -30 -31
leaf_value=-0.01977836784505577 0.0017739512165503585 0.033866503670545542 -0.068556655152224533 -0.066227285608314215 -0.039110432639199548 -0.069425632564448697 0.022004160407584825 0.011300937204377309 -0.035803350549378075 0.062122666893263338 0.042167118425322635 0.0040366808349753857 0.016010820670381207 0.020963072446940637 -0.082074491300428182 -0.015559887458738351 0.035207607704254247 -0.040297246001906109 -0.035858517121071347 -0.038817711870227561 0.064161119116953019 -0.055039795478588255 0.040839704036045026 -0.056552844445477757 -0.048720168759119872 0.0018257754916270474 0.049028778023127037 0.005529963510454732 0.0023082539726658655 -0.040148433917441426
leaf_weight=0.95300851960200761 5.4806458813400241 1.6373950632405465 1.1804689087730365 0.36513185553485517 1.3084405527333727 0.94058880582451754 1.0129452564287929 0.43394377746153712 0.26999335846630668 1.0134963883319867 2.1423196032410488 4.4121345384046426 3.4772904491546783 2.2322063418105245 1.1119379410520194 2.8083287707995623 1.1627792381914321 1.0343968863598991 1.1459922941867251 0.83828554837964375 1.2712664590217162 0.66749654902196098 2.1492776814848185 1.1058325892954597 0.49030637364194252 2.4868352748453617 0.71502028437680465 4.6685245579865287 85.09815074134076 2.9298748751170933
leaf_count=14 458 23 117 69 38 47 33 21 161 17 23 45 216 15 36 38 35 26 36 13 32 32 31 66 13 15 18 65 2840 40
internal_value=0.000709615 -0.00556493 -0.0176177 0.00544728 -0.00634293 0.00430942 -0.0159616 -0.04394 0.00931632 0.0415231 0.00140614 0.0164996 0.000555844 -0.0150608 -0.0533238 0.000614344 0.00157161 0.00120973 0.00161083 0.00201631 0.0130346 0.000741618 0.00634064 -0.00606129 0.00801152 0.0199124 0.00113667 0.00149523 0.00112858 -0.0120832
internal_weight=136.544 13.643 6.51378 7.12927 5.33331 4.02487 2.38748 1.37453 6.76414 1.28349 122.901 6.55445 116.347 7.10548 2.06495 5.04054 109.241 108.079 107.044 105.898 10.9808 94.9174 9.70954 5.07343 3.9676 4.63611 94.2499 93.4116 92.6966 7.5984
internal_count=4633 984 279 705 162 124 101 68 636 178 3649 68 3581 103 50 53 3478 3443 3417 3381 373 3008 341 295 229 46 2976 2963 2945 105
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=13 0 13 22 16 0 22 16 6 17 15 19 13 3 20 13 16 13 13 20 4 0 15 12 13 21 5 15 5 22
split_gain=0.146878 1.18779 0.765756 0.846107 0.675259 0.871276 0.590534 0.753992 0.580737 0.523534 0.428723 0.37276 0.477885 1.19393 0.712748 0.658344 0.539431 0.465394 0.778526 0.602581 0.417354 0.434411 0.814278 0.601779 0.68843 0.510664 0.4132 0.351495 0.351079 0.454116
threshold=112.67059178900001 90.321439350550008 113.89115178020002 0.20852500000000004 20.034953149600003 96.631250582750013 0.13747000000000004 22.584947186600004 16.245379570700006 206.53037489145004 38.567335632300008 14.051133688400002 109.64607639220002 86.26455603170001 40.099856909850011 111.12203990580001 19.224955043700003 109.34496908160001 108.87986582505 39.525197829750006 143.58239362595003 95.44832900530001 29.171703351550004 91.208648993800026 108.18355516925001 12.156412995750001 19.973460566700002 37.050691080100002 20.201591378100002 -0.088880000000000001
decision_type=2 2 2 2 2 2 2 2 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 27 6 10 -6 28 -8 9 -3 11 12 16 -14 15 -15 17 18 20 -19 -1 22 23 -22 25 -25 -27 -2 29 -4
right_child=1 8 3 -5 5 -7 7 -9 -10 -11 -12 -13 13 14 -16 -17 -18 19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.047887250019503537 -0.070248947725948127 -0.013420774708353367 0.040768354506799616 0.047435599761611581 -0.064800344739632143 0.0059217602989242368 -0.071446222790975011 0.0013602060696374563 0.050619602859296141 0.04161700143725295 -0.052066133548319328 -0.03837439364450395 0.056594936817149354 -0.01807075589765722 -0.03827237349817434 0.048791256933289937 -0.034467495533809789 0.051648195214169391 -0.063958438319884556 -0.0072726531583226593 -0.065313320569237082 0.0014910179526120575 -0.061885579335377291 -0.029892451712382109 0.045649812759664926 -0.061475115936078906 0.040808292343935869 -0.0012672356420330281 -0.00018176557705192273 0.0049203459118493725
leaf_weight=0.63346135942265291 0.79152471079578279 1.4470107699744397 1.7159358020871875 1.3820573589473486 1.3455755729228251 1.1569131580181418 0.92253404390066807 1.1302770827896891 2.5177819170057774 1.0762130357325075 0.5657674134708931 0.87771038932260026 1.8509018272161473 0.96910186583409164 1.2794969205133382 1.1498231317382304 1.6632721405476321 1.3814030893845477 0.69644632958806951 1.1242782631888983 0.52028562513441912 34.539125711321049 1.1264320639020295 1.8953339102445177 1.0070976618007987 0.17051800369517867 0.81584156912867911 0.39562473818659782 64.392768111400073 4.7692325953394166
leaf_count=8 54 22 23 37 51 10 19 25 29 25 46 26 17 22 35 25 28 47 74 26 44 1974 161 304 21 70 43 7 1299 61
internal_value=0.000606552 0.00223011 0.00035493 0.00111559 -0.00178099 -0.0321052 0.000237809 -0.031359 0.030315 0.0100541 -0.000329081 0.000237086 0.000903906 0.0179778 -0.0030545 0.0182116 -0.00106273 0.000202611 -0.00131082 0.0252109 -0.000239023 -0.000999757 -0.0165411 -0.00495647 0.00311874 -0.0117451 0.0231259 -0.0472604 0.00115294 0.0144055
internal_weight=135.31 80.541 75.5 74.3128 54.7688 2.50249 72.9307 2.05281 5.04101 2.52322 52.2663 51.7005 50.8228 5.24932 3.39842 2.11892 45.5735 43.9102 41.4045 2.50568 40.7081 40.0746 5.53551 4.40908 3.88879 2.88169 0.98636 1.18715 70.8779 6.48517
internal_count=4633 1601 1525 1464 3032 61 1427 44 76 47 2971 2925 2899 99 82 47 2800 2772 2699 73 2625 2617 643 482 438 417 113 61 1383 84
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=9 6 21 10 5 9 15 22 22 22 19 20 21 7 5 6 13 13 21 5 23 19 23 15 9 13 5 9 22 22
split_gain=0.141676 0.269455 0.346972 0.306315 0.189391 0.164142 0.297939 0.292637 0.235022 0.401866 0.2188 0.180244 0.156548 0.200023 0.149974 0.44332 0.386227 0.59143 0.370038 0.367213 0.471527 0.487581 0.410851 0.270845 0.261354 0.258957 0.428403 0.223082 0.562429 0.331793
threshold=37.364870866050005 2.7350639043000005 2.7200266080500004 90.181639527750022 7.9916986750000012 53.996381295800006 11.870705757150002 0.050115000000000014 -0.24150999999999997 -0.61402999999999996 12.451004585100002 46.645430295100006 18.870920756500002 24.969848459100003 13.252098438300001 13.115306437050002 101.03763345850001 98.255079293500017 12.666227406200003 16.316541761950003 0.089045000000000027 12.551012654050002 0.10821500000000002 17.871970907900003 210.61272793875003 103.191088421 23.286780469550006 215.63980588275004 1.0000000180025095e-35 -0.27494999999999997
decision_type=2 2 2 2 2 2 2 2 2 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 12 -3 7 10 8 9 -2 -7 -9 13 -1 16 18 17 24 23 20 -17 -22 -23 -16 -8 26 -21 29 -29 -27
right_child=5 2 -4 -5 -6 6 14 11 -10 -11 -12 -13 -14 -15 15 19 -18 -19 -20 25 21 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.070622633840289994 0.05956882622277114 -0.070572841250228169 -0.070284333963620022 -0.069536466152154378 0.037888769462553366 -0.071285718716576907 0.0059278694848337509 -0.069933448323199698 0.040033843778573025 -0.070808210678696568 0.067011948334219251 0.033989677503230627 0.060498654153798334 -0.069025494407055826 -0.061320160124804846 0.054553611042765252 -0.037377715874460246 0.052611498268940557 -0.062398886743999092 -0.071804456262258787 0.028724297603757817 -0.074073097534056775 0.020787370238875863 -0.0072959197891276544 -0.070214114639024369 -0.019984672755746301 0.042001704263104019 0.027346395403729365 -0.019362113808292291 0.0010767510503514107
leaf_weight=0.080090895295142128 0.19333522983652074 0.10171554553744477 0.67827839061646955 0.16667417482312885 0.29839789716061205 0.41771889024675957 1.5418039720643713 0.25625912510804472 1.6721076111753055 0.26284191465310924 0.061889037810033187 0.11345227377023548 0.39988121669739485 0.12186327012022957 0.46180190125596432 1.3800008943071582 0.59155913593713183 1.6293278380180707 0.68985195297864343 0.54234911352977988 1.4337887903093363 0.53406204262864765 0.36025047115981579 8.2267627920664363 0.24634871670423297 3.6510710869260938 0.21869981737108901 4.252609980700071 1.7003937983245121 101.58243356823368
leaf_count=1 10 88 228 195 10 215 174 112 116 55 6 5 16 69 115 31 36 67 87 61 42 28 20 267 83 172 22 116 42 2144
internal_value=0.000634543 -0.0182456 -0.0403794 0.012813 0.010316 0.000898667 0.000562536 0.0183273 0.0281195 -0.0155523 -0.0534397 -0.0380429 0.0356191 -0.0136439 0.000763244 0.000344215 0.0138319 0.0226962 -0.0140094 0.00150813 0.0227603 0.00391461 -0.035861 -0.0101673 -0.004562 0.000804185 -0.0391004 0.00107732 0.0140048 0.000346026
internal_weight=133.868 1.8469 1.07839 0.76851 0.400113 132.021 129.523 2.498 2.12828 0.456177 0.479608 0.369711 0.601835 0.201954 129.043 125.034 4.00904 3.41748 9.37842 115.656 3.7081 2.3281 0.894313 8.68856 1.78815 111.948 0.761049 111.187 5.953 105.234
internal_count=4633 607 326 281 98 4026 3728 298 181 65 221 117 86 70 3507 3147 360 324 469 2678 121 90 48 382 257 2557 83 2474 158 2316
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=13 0 15 13 22 0 15 22 15 21 22 22 6 3 23 6 16 20 18 16 21 3 21 0 18 7 5 23 16 9
split_gain=0.675594 1.586 1.22743 1.14794 1.11034 2.80914 1.39896 1.75615 1.53797 1.46185 1.10627 1.17407 0.846002 1.42179 0.838589 0.834372 0.799593 0.773633 1.12724 0.830157 1.10081 1.34512 1.01616 0.898807 0.993038 1.26334 1.06279 0.842876 0.803066 1.40318
threshold=112.67059178900001 90.321439350550008 36.548474543700003 113.89115178020002 -0.060989999999999996 92.168410086200012 28.579157549250002 -0.07490999999999999 28.298162031900002 4.0344380320500006 0.20852500000000004 0.13747000000000004 14.745344522600002 84.643415779050017 -0.245505 15.945372561050002 19.079955382750004 41.976795488650005 14.122113655700002 22.494947397000004 5.4349223666500004 94.227769014100019 11.772995266200001 86.208098410950015 13.037923179150001 22.532843451200005 21.701709660250007 0.083395000000000011 21.374950016100005 193.49750438550004
decision_type=2 2 2 2 2 2 2 2 2 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 4 -2 6 -6 7 8 -1 -8 11 17 13 14 -7 -3 -14 18 28 22 21 27 -19 24 25 -22 -26 -21 29 -5
right_child=1 15 -4 10 5 12 9 -9 -10 -11 -12 -13 16 -15 -16 -17 -18 19 -20 20 23 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=7.7287284987302356e-06 -0.0015814370281424766 0.00021448496785090833 -0.0015597284760289249 0.00038059634652988121 -0.0019880197943582425 -0.0021100985287101351 -8.9315615264006282e-05 -0.0021199480746093365 0.0020628664660255073 -0.001625408525684076 0.0015261800636633461 -0.0010962417699780648 0.001635851814301308 -0.0021818349142162753 0.00037151876545239932 0.001603772950941461 0.00039674285823913563 0.0011100802751165572 0.0015136352314053629 -0.000124424495395417 -0.00094559467058520771 0.0011696920770236955 -0.0020596548567380752 0.00039209133190345661 0.00027689692073323873 0.0016996478366270548 -0.0018617849195869656 -0.0015865740917141401 0.00032870864022754289 -0.0019552352987557827
leaf_weight=24.477244940539098 1.4341203470830794 2.5775190731510511 1.9351393871475 2.4199161687865844 2.0001901832292779 0.53515352150134532 4.729794375227355 1.4122294707995049 1.4849284378578875 4.7983865536225494 2.3105239598662584 2.8065782021731129 3.6526649249717575 0.90722808236023311 24.097269277852323 4.6792512089014053 4.4311478566378355 3.619200437708062 2.9126711376011363 2.2390591930598038 1.3644994497299223 1.1568419514223931 0.43565083376597602 12.268778588622807 1.3591836094856264 1.412906027282588 2.6064456618041731 4.6925295018590987 51.49618724512402 1.671860880218446
leaf_count=1555 61 32 98 202 142 61 106 61 9 215 37 44 35 41 676 44 33 179 47 36 25 17 54 83 11 16 107 96 483 27
internal_value=0.00012388 0.000226381 -1.85435e-05 0.000159707 2.25783e-05 0.000269505 -0.000215791 9.44437e-06 0.000125274 -0.000862891 0.000186054 0.000152566 0.000403801 0.000228818 0.000317604 0.00111031 0.000956633 0.000191659 0.000324579 -5.79297e-05 -0.000181737 -0.000787605 0.000769526 7.6025e-05 -0.00049905 0.000400078 -0.00112877 -0.00111427 0.000262276 -0.000573802
internal_weight=177.925 103.464 74.4614 96.207 72.5262 35.6237 36.9026 27.3744 25.9622 9.52818 94.7728 92.4623 33.6235 25.5397 24.6324 7.25677 8.08381 89.6557 58.5006 31.1551 27.1002 8.08843 4.05485 19.0118 6.74303 2.77741 3.96563 6.93159 55.588 4.09178
internal_count=4633 1601 3032 1525 2934 988 1946 1625 1564 321 1464 1427 846 778 737 76 68 1383 759 624 391 149 233 242 159 41 118 132 712 229
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=20 23 20 15 22 23 13 7 16 6 22 22 15 21 18 16 19 0 9 9 2 23 17 20 21 15 21 16 13 7
split_gain=0.133843 0.408104 0.357715 0.315986 0.314991 0.267156 0.196143 0.411393 0.23254 0.231299 0.284171 0.288242 0.210518 0.552686 0.427674 0.39438 0.262038 0.235821 0.217468 0.283881 0.194848 0.465045 0.435817 0.55709 0.865155 0.540575 0.240491 0.781654 0.796132 0.95841
threshold=33.036871954450007 0.088565000000000019 34.515670600900002 27.874116299000004 0.18839000000000003 0.08729000000000002 117.97223122220002 22.773029501100002 22.724946859200003 16.845393589950003 0.11873000000000002 -0.13734499999999997 45.793006327050001 6.5613067478000007 13.220529463200002 22.574947209950004 14.651182102100002 85.990333302400003 202.70031010240004 201.16241229375001 67.992056490600007 0.093325000000000033 183.32030055335002 42.055256506450007 1.0000000180025095e-35 21.881081380950004 3.4893684343500007 22.634947069650003 117.49368567500001 22.650953015950005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 8 9 12 -8 11 -11 16 18 15 -15 20 -16 19 -14 21 22 -4 24 -24 -26 27 28 -22 -30
right_child=2 -3 6 -5 -6 -7 7 -9 -10 10 -12 -13 13 14 17 -17 -18 -19 -20 -21 26 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.069665570429390061 -0.013796060421148186 -0.066538473497695358 0.014170215283544016 0.058750491325505902 -0.018492141521129976 0.059752765112219546 -0.046917169309749956 -0.073192586581854277 0.020012746151329659 -0.020494819330876681 -0.044059469295969003 0.04746804196709617 -0.055400655025061085 0.0072692589748213398 -0.0087704089392981691 -0.074043422400259559 0.021174337285550356 0.030293720012021394 -0.076360224402196086 0.022567709225677246 0.0067120722382959042 -0.047568708754396241 0.0076936266102226591 0.023778075619260916 -0.0093020961809526688 -0.089079438267720967 -0.00068318350330998979 0.040825742163689255 0.023766879444476627 -0.068226671300150588
leaf_weight=0.12514575157911068 0.28874029500730003 0.51504947124954015 3.7624850285937992 0.32412922415824141 0.47957808157661919 1.1990979802212676 0.47796163090970356 0.5143446885049342 2.8950685044983393 0.46011796541279215 0.38944234256632615 0.8146445740712801 0.56704660766990744 0.53658257424831368 1.2351766997890083 0.59018786877277307 2.9446886740624896 1.7738441670080645 0.67543883592588827 0.35955764725804329 23.311722319726421 1.2748402803008492 1.4463504404902781 1.1368588389523209 0.59091533860191692 1.2401044890284536 78.632681195055738 2.843323594890534 0.82956034690141622 1.4957889318466184
leaf_count=140 38 81 41 38 15 56 18 33 35 39 21 27 82 2 34 46 42 20 45 7 1162 32 14 41 23 44 2346 55 7 49
internal_value=0.000648622 -0.0248321 0.000833697 0.0229801 0.0298856 0.0454794 0.000396711 -0.018065 0.00077944 -0.00482861 0.00725928 0.0229373 0.000334865 -0.0125087 0.000750609 -0.0353213 0.000951504 0.0142582 -0.0467385 -0.025146 0.000440629 -0.00900718 -0.00299501 -0.0176259 -0.0319881 -0.0633333 0.00127429 0.00667877 0.00289165 -0.0354083
internal_weight=133.73 0.964324 132.766 0.449275 1.96742 1.48784 130.799 2.65651 128.142 2.14217 1.6642 1.27476 125.247 5.73783 4.13579 1.12677 119.509 3.00902 1.60204 0.926604 116.565 9.45155 8.17671 4.41423 3.27737 1.83102 107.113 28.4804 25.6371 2.32535
internal_count=4633 259 4374 178 109 94 4265 138 4127 105 87 66 4092 236 102 48 3856 54 134 89 3814 195 163 122 81 67 3619 1273 1218 56
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=13 4 21 8 10 20 22 18 22 6 5 6 6 21 19 16 3 3 21 23 0 4 16 23 0 3 2 20 18 6
split_gain=0.860062 0.76404 0.653091 0.681825 0.621812 0.847619 0.730031 0.678873 0.612301 0.572612 0.649594 0.775129 1.13854 0.971984 0.651885 0.923879 0.623084 1.75771 1.55808 1.01481 0.79447 0.78558 0.738916 0.613234 0.577031 0.575242 0.81655 0.844718 1.42885 1.37559
threshold=98.050756475600011 250.04947801505003 18.870920756500002 1.3489472949000001 73.007768990450018 43.968221017800005 -0.18437499999999998 18.037292123150003 0.70681500000000008 6.9201616884500003 13.252098438300001 13.665319288000001 13.775321858200002 14.136086967800003 12.350996516100002 17.874958200600002 85.589753040950015 83.613736315050019 1.0221947271500003 0.094595000000000026 93.843319501450011 141.79569928155004 18.044957803000003 0.082685000000000022 97.491557184450016 93.883646373400012 108.63443756215001 38.474425342400004 13.659439901750002 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 -1 3 -3 -5 6 7 -6 9 -2 14 13 -13 -12 -11 -16 17 19 -19 23 25 -20 -23 -14 -21 26 27 -18 -29 -30
right_child=8 2 -4 4 5 -7 -8 -9 -10 10 11 12 16 -15 15 -17 20 18 21 24 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0015532540342263498 -0.0012942081286909574 -0.0015883610673167433 0.0010236253145257861 -0.0016589028657256479 0.0012109800233923763 0.00087267466753581985 -0.0011707515667625024 -0.0020011968780901312 0.0014586577344294002 0.0015482377024903452 -0.0001351659108997935 0.001114968094389807 -0.00026084737162478572 -0.0020848199321229039 -0.0010647635421674362 0.00135571159424274 0.0011204215937834616 0.00017810916572169052 0.0020420802375849009 -0.00022362263630146449 0.0012728988213002537 -0.00028496506027533809 -0.0021226570121260497 0.00067736725852893503 -0.0021838941272300026 -0.00011687017134045017 0.00013873037270303819 0.00057526804845846118 -0.0022916936670555393 0.00017790878808652245
leaf_weight=1.7725935082708009 1.0345477469672903 1.4634076763177271 1.5276131737045933 0.9056543499464168 1.2223346124228527 2.9212190213147551 2.4904145178588832 0.31896768866863556 1.4076635278761376 2.5895144045352927 14.721719794441013 4.9655698081478468 3.5515338929835769 1.0534637558739621 1.2245856672525408 1.2007685727439819 7.1457323404029038 3.3883053250610811 0.22474448382854451 1.6989478082396083 2.6958577865734688 1.0860707978717981 3.7313473643735051 10.895169803872703 0.87450617970898736 18.836036498803878 65.518545595230535 17.305149160325531 1.4099615747109049 2.2524260021746159
leaf_count=385 142 410 53 95 48 87 285 87 34 23 326 42 32 62 47 26 68 40 2 28 29 30 267 70 36 954 659 198 36 32
internal_value=0.000133954 -0.000359753 -0.00016476 -0.000359503 -0.000130668 6.83917e-05 -0.000514359 0.00054623 0.000170869 0.00016004 0.000169083 0.000147483 0.00019222 -0.000265363 0.000864068 0.000133589 0.000159634 -0.000118015 -0.000850182 0.000244643 0.000220994 -0.00154119 -0.00170836 0.000446719 -0.000889758 0.00019578 0.000258676 0.000538211 0.000339793 -0.000772849
internal_weight=181.434 12.6222 10.8496 9.322 7.85859 6.95294 4.03172 1.5413 168.812 167.405 166.37 161.355 145.58 15.7752 5.01487 2.42535 140.614 25.4506 8.43047 17.0202 115.164 5.04216 4.81742 14.4467 2.57345 112.468 93.6318 28.1133 20.9675 3.66239
internal_count=4633 1450 1065 1012 602 507 420 135 3183 3149 3007 2911 2523 388 96 73 2481 505 339 166 1976 299 297 102 64 1947 993 334 266 68
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=3 9 10 22 16 7 21 7 21 3 22 0 18 15 20 4 3 18 19 9 18 18 18 22 23 9 17 6 7 23
split_gain=0.133999 0.397162 0.839903 0.443368 0.49063 0.40772 0.585463 0.475623 0.367325 0.339606 0.460297 0.375888 0.90816 0.643835 0.33989 0.332359 0.327558 0.323641 0.827307 0.657393 0.364071 0.879705 0.42956 0.298735 0.288265 0.279661 0.358005 0.478585 0.271252 1.15912
threshold=93.883646373400012 186.16747084260001 61.993156030000002 -0.074029999999999999 21.074950717600004 22.557405306150006 4.3143180605000007 22.747724408400003 1.8364927951500001 93.776108048150022 -0.092084999999999986 85.990333302400003 13.087929333200002 36.548474543700003 40.636252116050009 376.61861354110005 93.905154038450021 13.278511569200001 14.351157895250003 193.70978346765003 13.063922652800002 13.193283301750002 12.899561312100003 0.075080000000000022 0.089505000000000015 66.544071737050004 190.4716172434 16.545386580300001 23.209106085000005 0.10131500000000003
decision_type=2 2 2 2 2 2 2 2 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 3 5 15 -5 6 23 -7 -9 11 -11 12 13 -1 -14 16 -2 18 20 -20 22 -22 -13 -3 -12 -18 27 -27 29 -19
right_child=1 2 -4 4 -6 7 -8 8 -10 10 24 17 14 -15 -16 -17 25 28 19 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0064395536057656579 -0.084373940087022647 0.022047759656442265 -0.078346036735028143 -0.04068646794429516 0.070705796973088417 0.062972477303944119 -0.071926025799060864 0.028330283456840563 -0.045386380357006186 0.046184573861877194 0.023562417372063705 -0.011968866741451308 0.022292375036091109 -0.09162125726622096 -0.016049999674185023 -0.075796710863497901 0.040155345886838299 0.00036716545713476149 0.063553387046483653 0.011064205357184163 -0.058333807680776055 0.012317211793883018 0.03049053110466984 -0.036873837217460251 -0.013732144446550023 -0.057182752829989102 0.062338318922441155 0.0041541379725961117 0.0015752799243594323 -0.05886289852176594
leaf_weight=0.78111770749092002 0.2264659572392701 1.117315788054839 1.0734463936678365 0.27039623857126371 0.93649707292206585 0.75665755430236492 0.9585138433612882 0.71980382711626567 0.71495434464304708 2.0552797812270001 2.1439787801355115 2.3106507399934326 2.1749813901260495 1.1853507207706568 2.8141058604232967 0.31310166901675973 0.98103897285182018 9.8626840451070148 2.3572858478873959 2.7353132637217641 1.6591991973109546 2.1431030854582787 2.7922446591546759 0.77213094942271698 2.2579821089748293 0.87563906476862063 0.40237270410580084 2.9460601127211703 81.035426928362313 2.1322675294795763
leaf_count=10 5 26 117 172 17 13 34 26 40 23 18 33 15 40 38 58 40 372 51 27 27 27 33 23 27 141 9 263 2867 41
internal_value=0.000709939 -0.00629722 -0.0198415 0.0056129 0.0457491 -0.0073794 -0.0255549 0.0162414 -0.00840347 0.00147001 0.0177216 0.000549354 -0.0158599 -0.0577855 0.000665273 -0.00281927 0.00138749 0.00161576 0.0119425 0.0353606 -0.00144963 -0.0185126 0.0112644 -0.00203082 0.0044322 0.00511883 -0.00301838 -0.00989955 6.19504e-05 -0.0101618
internal_weight=133.505 13.0644 6.11282 6.95157 1.20689 5.03938 2.84796 2.19142 1.43476 120.441 6.45724 113.984 6.95556 1.96647 4.98909 5.74468 5.43158 107.028 13.9978 5.0926 8.9052 3.8023 5.1029 1.88945 4.40196 5.20511 4.22407 3.8217 93.0304 11.995
internal_count=4633 984 279 705 189 162 83 79 66 3649 68 3581 103 50 53 516 458 3478 198 78 120 54 66 49 45 453 413 404 3280 413
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=22 23 2 15 22 17 20 8 15 22 13 19 12 16 23 9 9 21 22 22 23 2 17 12 0 5 6 0 15 10
split_gain=0.525211 1.87111 0.760807 0.647828 0.644376 0.651667 0.73773 0.625424 0.688127 0.514233 1.32245 0.841447 0.866652 0.797841 0.702985 0.582214 0.879048 0.777444 0.707626 0.794435 0.831338 0.68501 0.862576 0.615979 0.973428 1.67042 1.06368 0.855249 3.27726 1.46014
threshold=-0.237895 0.088075000000000028 126.88362105025001 31.890196708700007 -0.26416999999999996 188.51582982015003 39.955516828000007 8.7431769115000026 18.871799531050005 -0.16164499999999998 117.59047016770002 13.851117550450002 144.66294237600002 12.604970524100002 0.075320000000000012 181.33671263215004 186.70853236170004 16.027392061700002 -0.088880000000000001 -0.15962499999999999 0.25799500000000009 60.643165405350004 185.54770736950005 133.01805689090003 85.705356740550016 21.042547594650003 16.555386813950005 86.345209775600011 40.42701969085001 62.036171360100006
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 10 11 12 -2 14 -11 18 -17 21 19 -15 -21 22 -18 24 26 -26 -23 28 -25 -30
right_child=9 4 7 -5 -6 6 -8 -9 -10 13 -12 -13 -14 15 -16 16 17 -19 -20 20 -22 23 -24 27 25 -27 -28 -29 29 -31
leaf_value=-0.0011666115680775682 -0.0014073371966721855 0.00081944454036713614 -0.00050274802085151183 0.0015959303564796851 0.001621349837184084 -0.0015873868485126428 0.00014543534624116944 0.00050378571602267819 -0.0023211557603633592 1.3794450739950347e-05 -0.0024278307802824577 0.0020148202996323329 0.00076563950176873619 0.0019129708155687529 -0.0018733931937793204 0.00069516460330514864 -3.3007739533957189e-05 -0.00092106816902601263 2.6307453067145091e-05 -0.002038005863008209 0.002118946469154745 -0.0023434550460278911 -0.0016910293016692887 -0.0024769450947787837 0.00032822479716585444 0.0016241654475314404 0.00014664371684936734 0.0002038689388060987 0.00028577581581661602 -0.0013436186162678607
leaf_weight=0.65893161273561307 0.81032103920005827 3.0486485462752171 1.1390661906334574 0.64663804322481155 1.2728297296271174 1.3201092467788837 3.3207857663801406 0.52413611696101714 2.6887002594448859 1.6415560015884687 0.51203443569829765 1.7728728034999219 5.4633216519960115 0.27192406076937947 1.4113394823216365 11.809514159802346 4.4497796478681257 2.619706845842301 5.4934170394408275 1.9500730507861592 0.20434616959028051 0.98182510212063734 1.655052099842578 2.2778707866091308 29.512609795900062 4.3932215310633174 2.0092221671948209 64.251819345285185 13.721079782582821 2.4996798355132333
leaf_count=132 138 92 157 6 14 69 79 14 178 202 53 26 212 8 588 129 38 38 388 273 2 13 56 40 401 83 47 904 185 68
internal_value=0.000127474 -0.000228244 -0.00111114 0.000201653 0.00032908 0.000115174 -0.000347468 -0.00150497 -0.00178003 0.000160036 0.000627609 0.00082204 0.000484972 0.000133561 -0.000858644 0.000154014 0.000183235 0.000136141 -0.000363213 -0.00124512 -0.00164372 0.000158165 -0.000482506 0.000190854 0.000401548 0.000496141 -0.000670743 9.69098e-05 -0.000274595 3.468e-05
internal_weight=174.332 14.6198 5.65747 1.30557 8.96237 7.68954 4.6409 4.3519 3.82777 159.713 8.55855 8.04652 6.27364 151.154 3.0529 148.101 140.181 128.372 7.91976 2.42634 2.15442 125.752 6.10483 119.647 36.8969 33.9058 2.99105 82.7504 18.4986 16.2208
internal_count=4633 741 487 138 254 240 148 349 335 3892 429 376 350 3463 790 2673 2002 1873 671 283 275 1835 94 1741 544 484 60 1197 293 253
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=13 0 13 22 15 6 13 3 22 18 22 4 15 21 15 22 21 22 17 22 19 3 3 3 10 20 17 15 20 16
split_gain=0.137731 1.00149 0.63955 0.762114 0.592424 0.557812 0.891573 0.490243 0.851222 0.577364 0.50798 1.02023 0.943436 1.13747 0.909321 0.592836 0.506913 0.502655 0.472081 0.465078 0.447959 0.489519 0.862333 0.530995 0.456689 0.446303 0.433049 0.392211 0.384016 0.541042
threshold=112.67059178900001 90.321439350550008 113.89115178020002 0.20852500000000004 38.567335632300008 16.245379570700006 113.98793627290001 87.399085362750014 -0.087660000000000002 13.480563334700001 -0.060989999999999996 168.18037996940004 28.826925781250004 5.8464528668500009 28.298162031900002 -0.074029999999999999 13.061380410800002 -0.13006999999999999 203.65799419860002 0.18839000000000003 14.051133688400002 85.589753040950015 86.26455603170001 84.850427055100013 71.104340634100012 44.749265482150008 187.81654873955003 31.445204138150004 42.206017975500011 21.374950016100005
decision_type=2 2 2 2 2 2 2 2 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 26 19 7 6 -3 9 18 -1 11 -11 14 17 15 -13 20 -14 -9 28 21 23 -23 24 -12 -18 -2 -19 29 -4
right_child=1 5 3 -5 -6 -7 -8 8 -10 10 16 12 13 -15 -16 -17 25 27 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.049293749900921495 0.013890006644571698 -0.041687203909804182 -0.024748787755347917 0.05666646106829782 -0.066067004132513499 0.060123228388001979 0.04690359642289714 0.011509461949195922 -0.069234613241069359 -0.068945120368177334 0.055007029849191209 0.0020332481368497191 -0.081014822226130795 -0.078316552013978011 0.064315965118185742 -0.082773757749241381 -0.077735542305220104 0.036161873424243443 -0.076624805093322979 -0.047924051519980054 -0.041569554221992849 0.062852610658585772 -0.012187225589739748 -0.043153431543499592 0.0064219017094891695 0.025502304407989403 -0.084417592120516666 -0.016801395979939137 -0.006830097600917023 0.0067215322995356373
leaf_weight=1.2714485753385805 0.34348323812446213 1.0192075688391917 3.0951803879870559 1.300519157812231 0.75791217875666816 2.3580556996166706 1.4754329044371841 2.3271887975643044 1.493420121980306 1.3807920329563774 1.0927577633410894 14.456373020770572 0.43151612137444306 1.7837117812159702 1.2430635739583511 0.45103275138626742 0.67572342240600736 1.1765019052563728 0.374373169383034 1.0414388247299928 0.89444103464484115 2.2632473722915161 1.2678294240031389 1.0829272808332451 16.96136869593056 0.33106746425619349 0.77256281301379204 2.0086194427567534 22.207037000334822 45.696203914354555
leaf_count=29 46 15 234 37 54 29 32 264 153 87 15 1237 23 123 14 43 53 17 17 21 13 41 18 45 637 39 15 110 602 570
internal_value=0.000727557 0.00265667 0.000566899 0.00139972 -0.0021202 0.0347207 0.010709 -0.00120518 -0.0251009 0.000850126 -0.000446555 -0.00824394 -0.00435473 -0.0307122 0.0044586 -0.00053264 0.00683107 -0.00723387 -0.000703882 0.000402005 0.00899391 0.0109891 0.0359096 0.00639083 0.0093626 -0.0437874 -0.0541617 0.00276187 0.00111087 0.00472515
internal_weight=133.034 79.3091 74.4564 73.3404 53.7253 4.8527 2.49464 52.9674 4.19498 48.7724 47.501 22.9316 21.5508 5.40035 16.1505 14.9074 24.5694 3.61664 2.70156 72.0399 23.5626 22.6681 3.53108 19.1371 18.0541 1.00679 1.11605 3.18512 70.9984 48.7914
internal_count=4633 1601 1525 1464 3032 76 47 2978 434 2544 2515 1654 1567 273 1294 1280 861 150 281 1427 769 756 59 697 652 92 61 127 1406 804
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=6 6 3 10 9 20 21 6 15 9 16 20 21 18 16 15 16 9 23 5 2 7 18 21 15 22 22 7 20 18
split_gain=0.643135 0.668183 0.564358 0.53817 1.14486 1.02658 0.646523 0.612981 0.666266 0.542305 0.543176 0.516529 0.524087 0.504579 1.87322 1.28425 2.56729 1.70249 1.85582 1.40996 1.13618 1.56586 1.46741 1.83417 0.917492 0.902101 1.37825 1.08042 1.15541 0.894182
threshold=13.115306437050002 12.410289964450003 93.883646373400012 61.917879202350001 187.45330412110005 42.720329370750001 16.464809133250004 16.585387514950003 42.076928760450009 66.544071737050004 22.744946812400002 37.500638522700008 0.37234627945000004 13.829007611650001 22.654947022900004 28.579157549250002 18.684956306450005 204.68881850780005 0.11458500000000002 21.556055031700001 103.92649527695001 23.109894804950002 13.317304170000002 4.6112647835500011 28.298162031900002 -0.13006999999999999 -0.11051999999999999 24.745523433100004 36.772607578000013 13.122774073950001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 5 -5 7 8 9 -4 -11 12 -9 20 15 24 -17 18 19 25 29 22 -22 -24 -15 -18 -27 28 -28 -2
right_child=2 -3 3 4 -6 -7 -8 11 -10 10 -12 -13 -14 14 -16 16 17 -19 -20 -21 21 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-6.218291263891085e-05 0.00033380320694863632 -0.0013797161294763129 0.0011524917700335591 0.00064249797399775529 -0.0016199105527240508 -0.0017068077661357825 -0.0021132507420327166 0.0015490166852328434 0.0018354616692176763 -0.0017008710480474749 0.00061309093577936204 -0.00047778648414001661 -0.0011730742068301852 0.00026522892909092193 0.0019091585719545842 -0.0017454385984924119 -0.002362755850323188 0.0004320739515093115 0.0011713385903505821 -0.0019993019641714139 1.9117240427095876e-05 0.00044932691061277827 0.0001536862084062682 -0.0025798680626329166 0.0015460042172486205 0.0016399155450153601 0.00080414345249054406 0.00044742795209403775 -0.0014484052723082652 0.0011599777089794671
leaf_weight=24.970726746918448 10.179470078670422 1.5731295681907784 1.3241944375913592 2.959688168513821 2.5232827443978749 0.94293939560884599 0.47640605631750155 1.0745588429854249 1.5151690277270971 0.78667214620509163 0.77352119609713554 4.847374315286288 0.36406074184924353 21.607412368000954 2.140234498307108 3.6781376441940656 0.85295739630237122 16.14657941320911 2.2588671306148163 2.7585777449421576 13.431922193733046 31.4548719645245 1.7060187128372484 2.1120425257831812 2.3880445938557378 1.2769963666796655 1.07559437118471 2.8407038440927863 4.7056287359446287 9.9693259075283986
leaf_count=1803 80 120 41 179 154 91 35 99 15 60 5 279 21 332 39 245 18 190 18 48 159 206 16 40 16 15 12 24 116 157
internal_value=0.000140804 -0.000140267 0.000191156 -0.000138577 -0.000590627 7.48668e-05 0.000121666 0.000221308 0.000782663 0.000229627 -0.000553642 -0.000171583 0.000860157 0.000235566 0.00010684 4.21078e-05 -0.000194236 -1.54686e-05 -0.000473718 -0.000748761 0.000350974 0.000188969 -0.000285787 -0.00135844 0.000392693 -0.000427914 -0.000261195 -0.000542769 -0.00102932 0.000742582
internal_weight=174.715 26.5439 148.171 17.5879 6.42591 3.90263 11.162 10.6856 4.39956 2.88439 1.56019 6.28599 1.43862 130.583 61.7297 59.5895 35.594 31.9159 15.7693 13.5105 68.8537 48.7049 17.25 3.81806 23.9955 10.7519 9.89892 8.62193 5.78122 20.1488
internal_count=4633 1923 2710 979 424 270 555 520 121 106 65 399 120 1731 1073 1034 686 441 251 233 658 421 215 56 348 185 167 152 128 237
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=13 0 13 20 5 22 6 5 22 15 20 15 0 13 20 16 7 15 6 6 9 5 22 17 9 13 10 15 22 22
split_gain=0.654236 1.48433 0.888043 0.907273 0.903966 0.895463 1.37842 1.53555 1.14542 1.02034 0.88556 0.869465 1.14906 1.78437 1.27343 1.26016 1.09738 1.00615 0.831518 0.918521 1.27585 0.812659 0.79039 0.852535 1.24347 0.945154 1.70569 1.44162 0.790283 0.76505
threshold=112.67059178900001 90.321439350550008 113.89115178020002 42.206017975500011 24.453399453300005 -0.075639999999999999 15.945372561050002 23.374630421750002 -0.078549999999999995 45.102215827400009 42.498713093000006 28.579157549250002 95.746747857800017 109.34496908160001 39.354247760400007 19.224955043700003 24.385896469550001 31.445204138150004 13.665319288000001 13.775321858200002 206.50942114985003 30.133297129900004 -0.27494999999999997 188.13858192940003 188.90361612170003 117.39690118230001 64.630533455950015 41.195083317300011 -0.071969999999999992 -0.26416999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 -2 4 22 8 -7 -8 10 -9 -5 18 13 -13 15 -15 -17 -16 -1 -20 -21 29 -4 -24 -25 26 -26 -27 -29 -6
right_child=1 -3 3 5 21 6 7 9 -10 -11 -12 12 -14 14 17 16 -18 -19 19 20 -22 -23 23 24 25 27 -28 28 -30 -31
leaf_value=-0.00010023620164544017 -0.0013512429973273224 0.0011277999610775731 -0.00086984684623748294 -0.0014879464900638708 0.00059213146615504303 0.00028383001122925656 -0.0024155247203849748 0.0013399835539770122 0.0017896518729320424 -0.0020598009170918132 0.00011006012884835176 -0.00196323366376241 0.00022612706963676682 0.0018137722560967254 -0.00023756536696698766 0.00053539969400603579 -0.0016152969116179224 -0.0022703822174555506 0.0014589665584648676 0.00054148753882845289 -0.00052096654614650496 0.0013877935754411891 7.6090989619869651e-05 0.0015544053685905721 0.0015164069844922012 -6.3143238403317299e-05 -0.00055100842995060926 0.00034845536326604182 0.0014139638531624253 -0.0012253291865043626
leaf_weight=26.153878755871119 1.4196477006480552 6.9317947914823881 1.792574465041979 1.4318640807177967 1.2094918547663835 3.1423540301620951 2.4375830204226081 0.94522856165713143 1.4723510823678214 0.5295228777686134 19.364360168925487 3.2233668467961278 8.5565393208453298 1.576874315738676 2.0995490429922943 2.4576546731404965 1.4504484676290301 1.6892979703843591 2.7909536343067911 16.812841717575797 5.8600982456118791 0.80703143947175693 16.462106648716144 4.6918468866497269 6.7091884110122901 16.472653400618587 1.9891640115529297 5.5670193796977401 5.1539410091936571 3.3760045388771678
leaf_count=1929 61 76 36 33 17 22 43 67 62 36 349 274 119 19 30 27 31 47 45 405 106 46 131 56 78 120 25 40 48 255
internal_value=0.000150493 0.000251857 0.000187925 0.000211282 0.000341749 -7.44994e-05 -0.000683272 -0.00146004 0.00011836 0.00011926 3.3989e-08 8.35122e-06 -0.000327471 -0.000706506 -0.000269697 0.000334188 -0.000262807 -0.00114392 0.000145325 0.000397541 0.000266883 -0.000426617 0.000412169 0.000452454 0.000605119 0.000481027 0.00104362 0.000301071 0.000860683 -0.000745947
internal_weight=174.577 101.906 94.9739 93.5543 64.231 29.3233 7.05469 3.91233 22.2686 1.47475 20.7962 72.6715 21.0537 12.4972 9.27382 5.48498 3.9081 3.78885 51.6178 25.4639 22.6729 5.39253 58.8385 57.0459 40.5838 35.892 8.69835 27.1936 10.721 4.5855
internal_count=4633 1601 1525 1464 852 612 168 146 444 103 382 3032 547 428 154 77 58 77 2485 556 511 318 534 498 367 311 103 208 88 272
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=16 16 12 15 16 8 23 12 17 6 5 23 22 19 6 21 6 12 13 18 18 21 3 21 3 16 5 10 20 0
split_gain=0.145392 0.299082 0.248413 0.391981 0.369867 0.439761 0.253187 0.272871 0.327161 0.206284 0.299214 0.35764 0.285508 0.210263 0.20494 0.536697 0.411961 0.596624 0.399168 0.473821 0.434753 0.385119 0.285179 0.776885 0.725432 0.660069 1.00964 0.827071 1.41769 1.36428
threshold=13.534968349350001 12.919969787500003 275.08099959820004 18.019770707250004 11.949972055800002 8.0437227585500022 -0.20885999999999996 293.55977308740006 238.05090660085003 6.355148487000001 13.252098438300001 0.092485000000000026 -0.15962499999999999 12.050972309250001 13.575317185100001 12.802610735350003 13.825323026450002 211.51213392550002 102.83621194775002 15.734606181450003 15.771515858900001 10.738578069800001 85.589753040950015 5.0750534271500012 84.812788641250009 19.224955043700003 19.221712148250003 66.859265246100009 38.171717059500004 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -8 -9 12 11 13 -2 -11 15 21 17 -16 -18 22 -21 -12 23 24 -20 26 -24 29 -29 -27
right_child=9 -3 6 -5 -6 -7 7 8 -10 10 14 -13 -14 -15 16 -17 18 -19 19 20 -22 -23 25 -25 -26 27 -28 28 -30 -31
leaf_value=-0.058784390468657292 0.008553155993023219 -0.076205381017531562 0.043173224363382126 -0.076567438444619551 0.014008741628671701 0.03867764174246429 0.044034329017808203 -0.065327050332736059 0.057746491352964342 0.072730418170000449 -0.0089533284394861662 -0.031932492221356891 -0.059183429741197079 0.023598180637564834 0.0067292961953575887 -0.076538192568500946 0.0459754859552753 0.063362270637864565 0.0099637449246309118 0.0031511502632745737 -0.078732087066028328 0.047975463773867341 0.06496004331625424 -0.03279834223922997 -0.041485540528485548 0.00085099143856397718 -0.00098585361049384457 0.007354161816548398 -0.073874414818451944 0.044990020008533575
leaf_weight=1.0995814007997067 0.65132755346712656 0.35781300068811095 0.93847024751084962 0.52931023168639502 1.8758268677629528 0.33298853559972474 0.34029289569298249 0.52648761859381921 0.1541550121983164 0.66565855871886004 8.6507240445353037 0.49845572013873596 0.72694945752482343 1.7321875946363432 3.6154010349418959 0.61049210350029248 1.0832934717182059 1.4344213185831902 10.349177930795124 0.65469540376216062 0.78982771141454577 0.70986636541783887 2.3283380777575067 4.8295926945284 1.7720380901591841 73.852189156168606 2.851257526264817 2.6806017621420315 2.1277578455628827 4.0794762112200251
leaf_count=614 64 94 53 97 54 34 54 237 26 16 266 37 267 95 55 68 34 42 105 5 45 23 35 170 144 1231 508 36 67 57
internal_value=0.000873022 -0.0102791 -0.00620992 -0.0172001 -0.00770193 -0.0361302 0.0153156 -0.0102919 -0.0374528 0.0014148 0.00172923 0.0253334 -0.0271734 0.0372376 0.00117078 -0.00903839 0.00207606 0.0228161 0.00110087 0.000643618 -0.0416205 -0.0046361 0.00122578 -0.00759846 0.00244221 0.00292708 0.0286582 0.00131629 -0.0285905 0.00316153
internal_weight=132.849 6.15493 5.79711 3.83771 3.3084 1.43257 1.95941 1.02094 0.680643 126.694 125.315 2.8963 1.37828 2.39785 122.419 9.97108 112.448 5.04982 107.398 106.315 1.44452 9.36059 104.87 16.9508 12.1212 87.9196 5.1796 82.74 4.80836 77.9317
internal_count=4633 1263 1169 799 702 648 370 317 263 3370 3039 148 331 111 2891 357 2534 97 2437 2403 50 289 2353 419 249 1934 543 1391 103 1288
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=16 15 6 13 16 4 20 20 16 7 10 5 7 0 6 10 7 15 2 5 8 21 17 20 22 6 10 13 16 10
split_gain=0.751335 1.276 0.865797 1.06546 0.937082 1.01304 0.929063 1.10781 0.816585 0.812207 0.807978 1.33247 1.12721 0.712723 1.07893 1.49525 0.691955 1.65537 1.6614 0.712989 0.898596 0.891215 0.749617 0.691744 1.14499 0.897829 0.87921 0.653595 1.61274 1.24256
threshold=18.684956306450005 34.139075990150012 15.635365317800002 109.64607639220002 15.954962690350003 177.83314668290004 41.404176814550006 47.309807198350008 14.184966829400002 22.375171215700004 71.053259929650025 13.6045160441 23.727132803250004 86.345209775600011 16.375382608200002 62.186725015400008 22.773029501100002 41.29990759910001 103.92649527695001 24.458659404000002 8.3434888241000014 13.917356790500003 191.20566072810004 41.037275035300006 -0.10434500000000001 11.805275828400001 80.538140213850014 115.13321943645001 21.004950881300005 62.907231794400012
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 10 -8 -1 -9 -7 -12 -13 14 15 -2 -16 18 -18 21 -21 22 -19 24 -10 26 -25 28 -15 -29
right_child=13 -3 -4 -5 5 6 7 9 23 -11 11 12 -14 27 16 -17 17 19 -20 20 -22 -23 -24 25 -26 -27 -28 29 -30 -31
leaf_value=-0.00021463841710609008 -0.0022877815688813071 -0.0021972028695762258 -0.0015525934433962101 0.0014345240078855431 -0.0021484563157748797 0.0012258400327973633 -0.0014220731060719987 -0.0013677506056555542 -0.001019081209882399 0.0016300285018599732 0.00094187301372820214 0.0017219150268102867 -0.0019453450067937932 0.00027036419037091374 0.00036039064502762792 0.00060989408336910788 0.0002006186522520617 0.00012218249811557776 -0.0019657937262132765 0.00040119942174443059 -0.0017620403183471369 -0.00049601519230380562 0.0013340026505671255 -0.0012960675037238954 0.00041626636536374565 0.0014592093516829945 0.00072404791070472226 0.00040822465686227112 -0.0015051276986978073 0.0014716828516109933
leaf_weight=13.51862245434131 1.6889790772111148 1.0235207993537176 1.3214619932405174 2.0646113662514827 1.2303414672496717 2.110078164841978 3.9091717207920738 0.54175478831166379 2.7126013673841944 0.96896636491874233 1.8920296573924131 0.3912896849215034 1.8260989000555126 30.801724208053201 23.523658511345275 1.1513937585987148 2.3717416999861625 3.5346340565010888 3.1935308212414384 1.5548579022288316 1.405732254614122 2.7729775384068489 4.4125996539369226 1.1238737622043098 10.064766853618496 4.3361213775351644 3.1498273411998525 39.516174220480025 2.1010927800089112 4.7296990528702727
leaf_count=1367 52 96 372 23 63 32 317 41 89 67 60 6 94 409 480 15 16 27 52 25 56 23 58 58 151 57 53 366 39 69
internal_value=0.000167615 -2.94689e-05 1.3898e-05 5.5432e-05 -4.1652e-06 -0.000456417 -0.00027756 -0.00087099 0.000162579 0.000555005 0.000239576 -0.000266844 -0.0012982 0.000251395 5.70842e-05 -0.00111316 0.000134801 -0.000140928 -0.00104254 0.000225842 -0.000625939 0.000461078 0.00079503 0.000401015 0.000111546 0.0008306 0.000192809 0.000366271 0.000156986 0.000521904
internal_weight=174.944 52.1851 51.1616 49.8402 47.7755 12.8697 11.6394 5.41989 34.9058 1.51072 6.2195 4.10942 2.21739 122.759 45.6101 2.84037 42.7697 19.2461 5.56527 13.6808 2.96059 10.7202 7.94723 21.3872 12.7774 8.60982 4.2737 77.1487 32.9028 44.2459
internal_count=4633 2946 2850 2478 2455 680 617 425 1775 108 192 160 100 1687 804 67 737 257 68 189 81 108 85 408 240 168 111 883 448 435
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=3 10 9 3 5 0 22 22 21 7 5 13 4 7 7 20 17 10 4 5 5 0 20 19 6 7 9 23 16 15
split_gain=0.614161 0.830233 1.32394 0.77147 1.69987 1.21878 0.803658 1.06154 0.723981 0.710531 1.03382 1.16488 0.8018 0.73962 1.21454 1.10415 0.720843 0.710856 0.700842 0.888597 1.90037 0.959476 1.31413 2.0073 0.828485 0.820993 0.814362 1.13204 0.847499 0.677555
threshold=93.883646373400012 61.917879202350001 187.45330412110005 88.813214339350012 21.043187000650004 90.321439350550008 -0.060989999999999996 -0.068964999999999985 15.399605826300002 24.040556609400003 18.678742451450002 111.12203990580001 169.78554988275002 23.853977146050003 23.209106085000005 45.458122212500008 180.19381692845005 89.89935142405001 195.04069921150003 21.252944829650001 20.872540794500004 86.345209775600011 41.873095646600007 14.251149826300002 16.375382608200002 23.473156321500003 183.62474066035003 0.088350000000000026 21.754949127450004 42.968808980200009
decision_type=2 2 2 2 2 2 2 2 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 29 8 4 6 18 7 9 -3 13 12 -12 -11 14 15 -1 -14 -18 26 20 24 22 -21 -24 -20 -26 -5 28 -28 -2
right_child=1 2 -4 5 -6 -7 -8 -9 -10 10 11 -13 16 -15 -16 -17 17 -19 19 21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0014663998536020818 -0.00018269819751413134 -0.00037934160676015649 -0.0016850223906833852 -0.00085211490488896265 -0.0015719385090939466 0.0013085334645486205 0.00029704276159757181 -0.0022636059173295935 0.0016973481345770017 -0.0020415067040138592 -0.002083506182882903 0.0011022191093812911 -0.001993995598011368 0.0013213677003851203 -0.0014418048544941465 -0.00055358086732758629 9.8661076049152296e-05 -0.0019561477170643225 0.00049756081149047212 0.00017194470430315791 -0.0014353745421477034 0.0004810916135678524 0.00088420392480799458 -0.002213587213857665 0.00031857355321218879 -0.0022818948162620259 -0.00024952032294194238 0.00027585127640591533 0.0015090428804892593 0.00081879868282917182
leaf_weight=2.2979309893271411 7.9903584723506373 3.5477482368296469 2.9704737503780052 1.4118749375338691 2.3681438775965935 4.2329313533264203 33.209165890999429 0.83665764191391545 0.75182342762127508 0.7581246322952272 1.9763489540200674 0.5400574430823325 0.66850540559608163 2.3962715937523171 1.4889266894897444 1.7703943459928266 19.894769245634965 0.64223843557829141 6.781862950359935 13.860278045991437 3.850722179748117 28.738391427090392 1.1737506771460169 2.2638318443205208 0.90452663972973801 0.89013782143592834 1.2014566846191908 11.346706578508018 6.4461313299834728 3.6306220884434879
leaf_count=62 513 263 154 29 130 55 892 39 9 66 150 9 187 35 72 106 660 302 82 116 39 271 17 67 10 32 15 86 120 45
internal_value=0.000138327 -0.00018856 -0.000698072 0.000178967 2.84787e-05 0.000303641 8.54891e-05 -0.000125676 -1.62115e-05 -7.05262e-05 -0.000232706 -0.0013998 -9.89903e-05 0.000428646 4.37064e-05 0.000587374 -2.95428e-05 3.44026e-05 0.000249708 0.000142649 -0.000313495 0.000265783 -9.19277e-05 -0.00115586 0.000190211 -0.000971236 0.000556431 0.00066113 0.00123277 0.000130189
internal_weight=170.841 18.891 7.27005 151.95 68.8475 83.1026 66.4794 33.2702 4.29957 32.4336 24.48 2.51641 21.9636 7.95352 5.55725 4.06833 21.2055 20.537 78.8697 58.4635 12.4272 46.0363 17.2979 3.43758 8.57653 1.79466 20.4062 18.9943 7.64759 11.621
internal_count=4633 984 426 3649 2710 939 2580 1688 272 1649 1374 159 1215 275 240 168 1149 962 884 634 163 471 200 84 124 42 250 221 135 558
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=10 6 20 5 5 22 7 12 23 17 15 16 23 23 2 12 16 10 22 23 6 23 22 21 23 17 8 10 15 6
split_gain=0.138276 0.192735 0.414607 0.137345 0.392546 0.679569 0.354672 0.288587 0.283054 0.412154 0.369839 0.329022 0.312307 0.31178 0.251462 0.342367 0.386503 0.570001 0.348519 0.286323 0.328536 0.302741 0.381673 0.255253 0.243302 0.265366 0.240674 0.512049 0.36946 0.264532
threshold=89.89935142405001 3.6650856341500009 45.044778924400006 23.714185006400005 23.195398057700004 -0.06828999999999999 24.374195395050005 227.12825541940001 0.11071500000000002 199.05253715360001 47.117206525000007 22.654947022900004 0.10787500000000003 0.10385500000000002 323.30468295165002 339.23570617260003 22.594947163200004 61.917879202350001 1.0000000180025095e-35 0.10087500000000002 16.950396043250006 -0.14423499999999997 -0.23381499999999997 2.3889051598000006 1.0000000180025095e-35 195.18216166535004 8.8430989333000021 62.425997789000007 31.028113015250003 16.625388449550005
decision_type=2 2 2 2 2 2 2 2 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 26 7 8 -6 9 12 -11 -10 13 14 15 16 19 23 -19 20 21 22 -5 -18 25 -23 29 -28 -29 -1
right_child=1 2 -4 6 5 -7 -8 -9 11 10 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 24 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0013075222496338617 -0.073643230123955739 -0.073389652228428623 0.067021148055857474 -0.010173026706391829 -0.014887739482923719 0.052230603692806341 -0.064218871818160161 0.029166506322370344 -0.073269560021912705 0.059488094732309017 5.6636497998447951e-05 -0.004030872846009545 0.026818661125182532 -0.069482466648251723 -0.074431500774845727 0.072344473536162926 0.012837977873513831 -0.080515362855461889 -0.010342530709625167 0.077872840512884123 -0.064242503326546491 -0.07922569269822953 0.064613664676019977 -0.032869741372162462 0.0034572911836051284 0.074678157141423465 -0.05422610651052101 -0.030736116151828349 0.027801522299479211 0.035646277727612585
leaf_weight=105.56930791388004 0.31467236623052386 0.21134401815288584 0.23642619524616748 0.6084775050112512 2.2497106555383657 2.213906744727864 0.52223367674741972 1.2152594218496231 0.6315015647851403 1.0755921215168194 1.1493152775801716 0.86034133663633838 1.4044850035861589 0.44437401025788936 0.28588621653762025 0.29361332627013403 1.8669908375013622 1.1011716288048772 0.56994904007296998 0.28388541797175992 0.3605796470583299 0.3819536924420287 0.89432306119124383 0.99320675735361863 2.1695489250123501 0.070406928658485413 1.2900169384665781 0.99481413575995281 1.3465186739340422 1.2040078025311221
leaf_count=2848 314 289 9 49 45 44 33 24 27 16 25 20 11 16 72 6 29 114 12 3 261 127 26 37 55 1 29 37 28 26
internal_value=0.000978325 -0.0299543 0.000748355 0.00115692 0.00202823 0.0207058 -0.00517732 0.000563285 -0.00318105 4.33222e-05 0.0287877 -0.0333398 -0.00540935 -0.00979352 -0.00710888 -0.0051028 -0.00754778 -0.0227823 -0.0565824 0.00692697 0.00243663 0.00826567 0.0343329 -0.00303408 -0.00667526 -0.0552716 0.00106751 -0.0173748 0.00292933 0.00169474
internal_weight=132.814 0.762443 0.44777 132.051 116.084 5.67888 15.9678 3.46497 15.4456 13.9538 2.22491 1.49184 11.7289 10.3244 9.87999 9.59411 9.30049 4.53132 1.67112 4.76918 4.48529 4.12471 1.5028 2.8602 2.62191 0.452361 110.405 3.63135 2.34133 106.773
internal_count=4633 612 298 4021 3081 113 940 69 907 860 41 47 819 808 792 720 714 192 126 522 519 258 75 66 183 128 2968 94 65 2874
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=20 20 2 15 17 17 7 15 18 22 7 20 20 6 0 13 5 9 5 12 22 22 12 22 22 13 12 14 8 19
split_gain=0.129481 0.740716 0.646199 0.843878 0.722394 0.477156 0.595916 0.382632 0.364679 0.529632 0.454951 0.446067 0.296453 1.02963 0.486343 0.284402 0.380471 0.470232 0.271285 0.249895 0.188231 0.314666 0.538497 0.437533 0.40706 0.314651 0.273704 0.319596 0.254829 0.609926
threshold=36.558960102350007 37.041406607950009 133.03767462420004 33.423812040500003 197.26918533450001 193.82504409230003 23.695207782600004 31.445204138150004 14.057318556550003 -0.043559999999999995 22.598495330900004 35.887362732750006 37.572218886150004 14.965349663000001 97.32487278035002 117.97223122220002 30.922794813800003 191.20686769655003 19.079607437300002 227.12825541940001 0.63131000000000015 0.24901000000000004 113.99893183935002 0.20852500000000004 0.18839000000000003 109.64607639220002 66.834523482800009 144.12207640715005 8.8430989333000021 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=2 5 3 7 -4 -2 -7 8 10 -10 18 -11 13 14 -3 20 17 -17 -1 -6 21 23 -23 24 26 -25 -14 -28 -29 -30
right_child=1 12 4 -5 19 6 -8 -9 9 11 -12 -13 15 -15 -16 16 -18 -19 -20 -21 -22 22 -24 25 -26 -27 27 28 29 -31
leaf_value=0.078752544382754294 -0.086371713747935952 -0.08832076438843374 -0.072575250237981573 0.067339291135131291 -0.0086271790416526575 0.044822111587214185 -0.056401258524337909 -0.043285298208821051 -0.081255038042310976 -0.014825310932763586 0.079225320069152408 0.065288048423288017 0.054161801658090647 0.078068344634723258 0.01104577180661331 0.0028510640353113107 0.032779644491216994 -0.079588394539280183 -0.018413890575627312 0.052422371624173916 0.034082407402868067 0.00021410622420005892 -0.065890868048247453 0.004048793144606112 -0.046854628201915417 0.07976791263919368 -0.050259860731140756 0.002003671655492042 0.0066652980027628967 -0.063760651959565026
leaf_weight=0.21359305642545023 0.87919228534337834 0.40319387367344395 0.98854415662071948 1.7842493075877426 1.6312644740764883 0.56572300381958462 0.81574963383900467 0.75417148740962137 0.42532576490339091 1.1504305361982008 0.89276966825127602 0.61132094831555162 0.56022875476628442 1.1902678905753417 0.94838944646107848 0.69143285875907101 0.47168012475594867 0.93455416185315698 0.72602735280815978 0.50412815849517745 0.98009447782533143 2.0082883861468868 1.0930225466399859 0.57482798951968905 1.0166218214435492 0.69796200841665268 0.69275135622592543 104.77855669590826 1.8337158846552477 1.1488580132136119
leaf_count=3 50 17 182 29 60 8 34 16 70 51 12 13 10 27 49 36 16 70 110 67 58 39 88 37 26 10 21 3335 59 30
internal_value=0.000920426 0.000252452 0.00935719 0.0228708 -0.0190111 -0.0427263 -0.0149496 0.00624975 0.015544 -0.00535116 0.0404837 0.0129737 0.00106196 0.0266686 -0.0185965 0.000507934 -0.0271477 -0.0445319 0.00367383 0.00578553 0.00101071 0.000727384 -0.0230839 0.00139085 0.000879792 0.045571 0.00132494 0.00105201 0.00138187 -0.0204621
internal_weight=131.967 122.285 9.68182 6.55789 3.12394 2.26066 1.38147 4.77364 4.01947 2.18708 1.83239 1.76175 120.024 2.54185 1.35158 117.483 2.09767 1.62599 0.93962 2.13539 115.385 114.405 3.10131 111.304 110.031 1.27279 109.014 108.454 107.761 2.98257
internal_count=4633 4020 613 304 309 92 42 275 259 134 125 64 3928 93 66 3835 122 106 113 127 3713 3655 127 3528 3481 47 3455 3445 3424 89
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=13 0 15 22 18 2 17 17 22 23 13 3 15 22 15 8 0 5 10 20 16 22 20 15 5 18 20 16 9 21
split_gain=0.718458 1.04563 0.863467 1.24676 1.93605 1.30608 1.09264 1.26098 0.895272 1.83311 0.807663 0.729868 0.689183 0.655555 0.619719 0.601977 0.535116 0.870446 0.768101 1.19235 1.13996 0.974569 1.22766 1.01501 0.836023 1.36384 0.882125 1.2084 1.213 0.855243
threshold=112.67059178900001 90.321439350550008 28.579157549250002 -0.074029999999999999 13.956123578150001 100.00310400885002 201.61829342215003 205.09306577200002 0.075080000000000022 0.11458500000000002 113.89115178020002 88.813214339350012 28.298162031900002 0.20852500000000004 29.583625105200003 8.3434888241000014 86.345209775600011 20.389142059250002 64.369753017350021 36.772607578000013 22.454947490600002 -0.06828999999999999 42.283941020600004 40.856592954650004 21.252944829650001 13.405741979600002 42.527280425250005 22.564947233300003 195.97407267990005 8.8671606832000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 12 4 -4 14 -6 -8 -7 -10 15 -3 -1 16 -5 -2 17 -12 20 -20 -18 24 23 -23 25 -22 27 -26 -29 -27
right_child=1 11 3 5 6 8 7 -9 9 -11 13 -13 -14 -15 -16 -17 18 -19 19 -21 21 22 -24 -25 26 29 -28 28 -30 -31
leaf_value=8.876728652190913e-05 0.00051311896436546922 0.00014852940237036096 0.00086251403686719462 -0.00013443707167994795 -0.0020499012501293437 0.00068982564717309531 0.0007224283587709858 -0.0016454154030173804 -0.0019030948747102048 0.0011971035174269749 0.0011308791537358719 0.0014982023578192546 0.0011477590723108083 0.0014049914631876206 -0.0021584699280195645 -0.0022011560996310097 0.0015282929319095718 -1.9128107310093459e-05 0.00055026110875632764 -0.0014677508512351454 0.00054723906033201232 0.0006873198059791423 -0.00013825633023249731 0.0019864208605958767 0.00058528540679901836 -0.0017111753217378075 0.00092779379317164338 0.00020320276717075404 -0.0017462556920008635 5.001217527493524e-05
leaf_weight=46.129028146042401 0.43984367456869111 2.2429519752040497 1.8071885124663838 0.96582945995032732 3.5713541028671898 7.4023278099484724 1.5049498931039127 1.7025871680853013 1.5723624555394056 1.1902348380535839 2.4832436125725499 3.8935832921415567 2.2911883814958847 1.6344792381860305 1.2109908349812029 0.85317397490143776 3.0582310920581213 39.902672114811139 2.1448707263916722 2.018764877691865 2.9797200113534918 7.4490853957831877 4.2833965616300693 2.9951258897781372 5.6356129720807058 2.8593103094026446 5.7051005512475959 2.392182532697916 2.1549339536577463 1.489532323554158
leaf_count=2462 46 32 20 10 232 94 21 80 51 5 36 44 23 37 34 15 91 934 19 29 21 60 33 34 21 48 34 14 43 10
internal_value=0.000146984 0.000252039 6.21544e-07 -0.000319258 -0.000870763 6.44207e-05 -0.00133284 -0.000534443 0.000348138 -0.000567408 0.000200979 0.00100489 0.000138878 0.000222419 -0.00126043 -0.00127785 0.000200342 4.82468e-05 0.000343076 -0.000428185 0.000421394 0.00033218 0.000711404 0.00105987 9.16148e-05 -0.000434965 0.00033451 2.10891e-06 -0.000720669 -0.00110795
internal_weight=165.964 96.6158 69.348 20.9278 8.58608 12.3417 6.77889 3.20754 10.1649 2.7626 90.4793 6.13654 48.4202 89.1863 2.17682 1.29302 87.5518 42.3859 45.1659 4.16364 41.0022 37.944 14.7276 10.4442 23.2164 7.32856 15.8878 10.1827 4.54712 4.34884
internal_count=4633 1601 3032 547 353 194 333 101 150 56 1525 76 2485 1464 44 61 1427 970 457 48 409 318 127 94 191 79 112 78 57 58
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=5 21 5 10 13 10 21 6 5 0 22 10 13 2 21 10 10 5 22 23 21 3 23 23 7 10 6 6 20 9
split_gain=0.133686 0.307172 0.290716 0.288699 0.45307 0.271673 0.369716 0.240943 0.291774 0.446297 0.333597 0.380662 0.311015 0.317883 0.313662 0.290833 0.266851 0.703451 0.765282 0.983797 0.711015 0.571676 0.4794 0.446538 0.443169 0.636928 0.412374 0.387167 0.346312 0.617784
threshold=12.306951632950001 15.004713615700002 13.252098438300001 81.339300736700025 101.03763345850001 84.92839234085001 16.464809133250004 13.115306437050002 16.316541761950003 97.886760529650019 -0.14314999999999997 78.196493182200015 103.75835308650001 154.46567853970001 6.4653354687000002 75.424692849750016 69.873026810350026 19.841254985200006 -0.060989999999999996 0.083555000000000032 4.6633733285000014 86.092494711350014 0.092895000000000019 0.090465000000000031 25.487785026200005 69.165962322050021 14.775345223550003 13.825323026450002 38.474425342400004 197.47612518640003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -4 9 -9 -11 -12 13 -10 -15 16 21 18 19 -18 -21 -14 23 27 25 28 -20 -22 29 -23
right_child=2 5 7 -5 -6 -7 -8 8 12 10 11 -13 15 14 -16 -17 17 -19 26 20 22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02484267171071278 0.062222144844313869 0.048454984366235875 -0.009580346682916175 -0.013232443070174198 -0.012818576850646295 0.041242855044929583 -0.075649227068839919 0.052977744913341049 -0.079152737781126442 0.0365374665202386 -0.057235055958103964 0.023276054338985191 0.044878097194974119 -0.0743142765827699 0.02719778834531749 0.026503198836513201 -0.082209023529940986 -0.061101490688012274 0.0020566109307589369 0.010331771339015652 0.0043489986825320697 0.0035378274069862597 -0.078834436704025429 0.02812212053180221 0.050539260535398027 -0.059149230538236501 0.036622845652762651 -0.078453834505262179 0.00026910104468200066 0.044022159187747004
leaf_weight=2.9799177222430435 1.3912995932623742 0.21550346713047452 10.804235233284997 0.77158830553526048 0.61595308152027417 0.87945503452920093 0.31148416199721396 1.475961500545963 0.51083660642325301 0.83438886061776463 0.72711143922060706 0.54532852533156984 1.6777771622873832 0.23535976262064651 0.51481325770146213 2.424058072268962 1.1652703916188363 1.1786414048619906 9.0572876972146315 3.955100498511456 0.52022102475166343 7.2294366711575986 0.97149225859902788 0.7460059169679879 0.98374803178012271 0.91298748552799125 2.2955589736811826 0.70668522012419999 72.076962410559645 2.7651392593979836
leaf_count=1094 52 24 546 32 28 75 74 42 37 28 31 21 23 47 37 23 96 129 70 68 2 266 59 15 24 17 34 52 1529 58
internal_value=0.000903763 -0.0115994 0.00133528 0.0246376 0.0391949 0.0164599 -0.0248987 0.0008144 0.0018038 0.022261 0.00074201 -0.0227305 0.00113706 -0.0348316 -0.00465067 0.00155445 0.000985211 -0.0064594 -0.00314265 -0.0203006 -0.00984481 0.0027755 -0.0369472 -0.0163213 0.00193425 0.00135805 0.00904594 -0.0433446 0.00203115 0.0147384
internal_weight=131.48 4.38636 127.093 2.77884 2.00725 1.40644 0.526988 124.314 113.51 3.58279 2.10683 1.27244 109.927 1.26101 0.750173 108.666 106.242 20.5963 19.4176 8.06478 6.8995 85.6461 2.9444 1.97291 83.9683 82.9845 11.3528 1.22691 82.0715 9.99458
internal_count=4633 1267 3366 112 80 173 98 3254 2708 122 80 52 2586 121 84 2465 2442 525 396 292 196 1917 128 69 1894 1870 104 54 1853 324
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=20 20 19 23 15 15 13 7 17 16 9 6 22 22 8 6 12 2 16 21 3 7 7 0 8 13 21 0 7 3
split_gain=0.133432 0.26892 0.278389 0.23813 0.236169 0.224565 0.17824 0.34872 0.24242 0.233448 0.218828 0.210313 0.239928 0.283841 0.171383 0.28925 0.306904 0.27346 0.21221 0.428106 0.176061 0.610869 0.544242 0.469949 0.494556 0.377866 0.271817 0.345566 0.216435 0.489273
threshold=32.724174661450007 34.515670600900002 13.951125619400001 0.088565000000000019 23.241064975550003 27.874116299000004 117.97223122220002 22.773029501100002 162.04221493815001 22.764946765650006 58.084576609100004 16.845393589950003 0.11873000000000002 -0.13734499999999997 9.3427090425500019 16.695390085100005 123.91241841185001 126.88362105025001 21.979948601300006 1.9425901130500003 94.227769014100019 22.435297587800004 19.506002767000002 85.619326080400015 8.2435668022500028 117.76521994615001 3.6533552218000005 71.249517373150013 22.721067571950005 93.862138708350017
decision_type=2 2 2 2 2 2 2 2 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 5 -2 -1 8 11 10 14 -3 -8 13 -13 15 20 -17 -18 19 -16 23 22 26 24 -10 -24 -22 -28 -25 -30
right_child=1 6 -4 -5 -6 -7 7 -9 9 -11 -12 12 -14 -15 18 16 17 -19 -20 -21 21 -23 25 28 -26 -27 27 -29 29 -31
leaf_value=-0.078330712464152047 -0.078520662465033406 0.018294230522084697 0.059208662574155725 -0.072064858319745323 0.018842147008263088 0.05936951613664522 -0.052557850472579291 -0.081787050830581617 0.0057656999029811118 0.035701252727861829 -0.080803270664764656 -0.025024475318581693 -0.049501368111075722 0.052543564869506891 -0.058692558478679581 -0.086718523236800779 0.0072424175466614714 -0.080424447842799465 0.068761613163974639 0.053105468991041731 0.078748812943637309 0.063948128837713045 -0.084931790772213592 0.0092454679857023256 -0.083133696169195234 0.07856739482858538 -0.043437133997866591 0.042457006514154752 0.00026286154740715013 -0.058962608503082256
leaf_weight=0.10270631952107478 0.18318335425646981 0.19917351342701195 0.9598359726369381 0.40132075407041157 0.79499340709298849 0.22762612778751645 0.45360444497782726 0.44676158449146885 0.69126542803132796 1.1649280115962017 0.40176467794299242 0.44996247964445535 0.3455066158203407 0.75479044683743213 0.36043792311102041 0.43889809616666653 0.98705384135246255 0.27100596130185295 0.49314825609326363 0.47365577281743754 0.36609796434640873 1.1585731750237753 0.59863411242258724 16.817829069914296 0.81464166101068258 0.098347216844558716 0.52852785447612383 0.59499733208213001 97.972824036321981 0.84069816928240371
leaf_count=135 75 49 19 69 33 37 18 33 16 15 291 39 21 27 12 45 6 94 8 36 9 26 144 442 83 3 39 32 2736 41
internal_value=0.000865851 0.00105161 0.0296315 -0.0320536 0.000608995 0.016556 0.00061795 -0.020029 0.00102185 0.00125795 -0.0479586 -0.00626002 0.00728669 0.0235727 0.000933074 0.000632942 -0.03106 -0.0116424 0.0285618 0.00479405 0.00107933 0.0185659 -0.00547988 0.000579949 -0.0423257 -0.0618613 0.0209005 0.00205075 0.00113872 -0.000241024
internal_weight=130.393 129.661 1.93801 0.731653 0.978177 0.330332 127.723 2.45063 125.273 124.672 0.600938 2.00386 1.55026 1.20475 123.507 122.179 1.69696 1.25806 1.32724 0.834094 120.482 3.34518 2.1866 117.137 1.50591 0.696981 1.48962 1.12353 115.631 98.8135
internal_count=4633 4392 127 241 108 172 4265 138 4127 3787 340 105 87 66 3772 3716 145 100 56 48 3571 253 227 3318 99 147 80 71 3219 2777
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=8 15 10 21 0 10 9 13 22 8 18 2 16 7 12 16 21 10 20 8 15 16 21 23 9 15 2 19 15 21
split_gain=0.122585 0.266959 0.266057 0.204832 0.218587 0.27658 0.159219 0.21884 0.287211 0.307633 0.199965 0.409153 0.208799 0.342546 0.189747 0.389609 0.185684 0.730442 0.2473 0.553354 0.328371 0.325054 0.353556 0.29253 0.241935 0.51766 0.43382 0.428158 0.398512 0.501125
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 20.581461612800002 110.78598263955001 72.04530097975001 53.996381295800006 95.811270852950017 0.20852500000000004 2.7478556007500008 17.327266398450003 263.5517324101001 12.644970430600003 25.024903008400003 202.20743612260003 16.614961147000002 18.476280862950002 62.111448187750007 47.079243513300007 5.1459841250500009 18.939493156800005 21.074950717600004 13.061380410800002 0.098950000000000024 186.70853236170004 34.139075990150012 118.20523333310003 14.451165964200003 41.29990759910001 9.5763142249000008
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 8 9 -8 12 -12 13 -9 15 -2 18 -18 19 21 23 22 -14 -21 25 -22 27 -27 -28 -30
right_child=6 -3 -4 -5 -6 -7 7 10 -10 -11 11 -13 16 -15 -16 -17 17 -19 -20 20 24 -23 -24 -25 -26 26 28 -29 29 -31
leaf_value=0.0914161537317668 -0.090676035269376246 -0.091524098748167818 -0.089565015341787665 0.082207180130042259 0.028357146431117173 -0.090236756413746608 -0.0021368728287655602 -0.0020289928012610079 0.049402713574579052 -0.090010057839691265 0.054744456831820186 -0.040569679071532569 -0.085211437283411559 -0.092257717538451453 0.045418300728547356 0.034636041376229249 -0.091903016476039184 0.026844364987638116 0.034120898237836733 0.074415744578281401 0.049954262414974304 0.056675688902441103 0.046155631789450265 0.00070384524419530453 -0.00015892232833706628 -0.025686141053015105 0.080302708619625893 0.024677730397642091 0.064886153439636773 -0.023847097161106647
leaf_weight=0.081808343529700123 0.29490784984773144 0.35067668506962935 0.24825910284698682 0.25431573670357455 0.58303485223768803 0.34396546982316067 0.57309302374051074 0.98992238448044989 0.27767015865902056 0.69521198639085924 1.3765228763222683 0.47857851884327818 1.1659699420415552 0.49899643985554576 1.3630899000545467 0.581145620541065 0.76464807402226032 0.87680211523547769 1.8154189398046572 0.92101340292720013 2.4149754045065484 0.19120277022011567 0.18752147089253401 0.78748545749112964 102.26131256460212 4.21464606374502 0.91262316517531905 1.9452544236555693 0.81340518454089794 1.3102031857706604
leaf_count=1 102 134 281 10 87 147 46 72 28 437 45 37 526 108 97 46 33 29 88 29 62 9 24 16 2006 37 14 30 35 17
internal_value=0.000895632 -0.0217236 -0.00552823 0.0109887 -0.00696517 -0.0553339 0.00122542 0.000806585 -0.0323958 -0.0503039 0.00122078 0.0301553 0.000781068 -0.0322683 0.0246955 -0.00754804 0.00118915 -0.0284725 0.0015985 0.00109441 0.0018 -0.051701 -0.067011 0.0404403 0.00122026 0.0133669 0.00375884 -0.00978158 0.0312296 0.0101404
internal_weight=129.574 1.86206 1.51138 1.26312 1.00881 0.425774 127.712 125.472 1.54598 1.26831 123.927 1.8551 122.071 1.48892 2.23914 0.876053 120.582 1.64145 118.941 117.126 115.581 1.54469 1.35349 1.7085 113.872 11.6111 9.19613 6.1599 3.03623 2.12361
internal_count=4633 660 526 245 235 148 3973 3728 511 483 3217 82 3135 180 245 148 2955 62 2893 2805 2246 559 550 45 2201 195 133 67 66 52
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=13 10 19 23 20 22 6 5 22 15 20 5 0 10 0 17 15 10 21 20 20 9 22 23 21 15 5 6 17 21
split_gain=0.558551 1.61851 1.37498 0.952165 0.613738 0.899548 1.5093 1.51186 1.32295 1.08595 0.988571 0.875665 0.881393 0.834505 1.42728 1.18253 0.895827 0.736252 0.982912 1.65407 0.788117 0.944645 0.743015 0.713822 0.841899 0.695554 1.28332 0.689083 0.622606 0.613549
threshold=115.13321943645001 62.907231794400012 14.551174033150001 0.098510000000000028 42.206017975500011 -0.075639999999999999 15.945372561050002 23.374630421750002 -0.078549999999999995 45.102215827400009 42.498713093000006 24.453399453300005 85.882794977150013 62.009286778800011 85.990333302400003 195.14561408000003 39.324897478350003 61.987779113750001 11.007427546000001 40.518963363600001 40.250747516500006 200.77913281735002 -0.013285 0.094595000000000026 2.7948066777500005 37.261389050600009 20.911722254300006 16.495385412050002 187.14705358135004 8.9448347342500032
decision_type=2 2 2 2 2 2 2 2 2 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 -3 11 8 -7 -8 10 -9 -6 17 -13 23 28 -16 -17 18 19 22 21 -19 -2 24 -12 26 -22 -21 -15 -1
right_child=1 3 -4 -5 5 6 7 9 -10 -11 13 12 -14 14 15 16 -18 20 -20 27 25 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00014588232746579963 -9.1707843579538561e-05 0.0017836745938930379 -0.0020420805405250491 3.8394493114076792e-05 -0.0016447846957820594 0.00036417541717778651 -0.0024245190896198979 0.0014363389538373107 0.0018595318595114622 -0.0020666303013177011 0.0019801067760063132 -7.5827781985504105e-05 -0.0021458529055834886 0.00019583131736742023 0.00087093219009405274 -0.0016419746665577129 0.00028117736919858438 0.00066195292953552575 0.00067351656414536842 -0.00068986618798947113 0.0007097524225327768 -0.00097786371935494392 0.0013140301352339179 0.0020331055965413718 7.429675270117478e-05 0.00088672579904031058 -0.0010586038264084085 -0.0023370367199447811 -0.0021737703116508338 -0.0002742093642031257
leaf_weight=62.676631000063935 4.9658950781449684 3.9976777676492921 1.2189440559595812 1.7184430006891487 1.3033634037710822 3.0447148233652106 2.4314334345981483 0.89711683339555726 1.5997105112764973 0.54814515053294599 1.0459287595003859 4.0624072972277636 0.98198087257333089 0.56207527616061126 4.1214216304942966 1.8110497277230027 1.9168704594485459 2.80038222298026 6.4532303479500106 3.1638831235468388 5.3329912628978517 2.6089290119707584 2.0392353273928174 1.1324283037101848 6.0228940382367 19.500459931325167 2.2407583966851234 1.412347705569118 1.7648867601528762 16.98991342156296
leaf_count=2345 46 57 21 25 30 21 42 34 62 36 12 251 38 10 36 24 16 20 41 31 64 21 23 12 146 130 14 35 69 921
internal_value=0.000142756 0.000249499 2.46699e-05 0.00125899 0.000180611 -5.49706e-05 -0.00066901 -0.00148046 0.000144743 0.000107766 5.36059e-06 0.000300186 -0.000478795 0.000122391 -0.000252707 0.000147116 -0.000653103 0.00037797 6.02841e-05 -0.000281414 0.000554347 -0.000128936 0.000317511 0.000587822 0.000356287 0.000690864 0.000186569 -0.00119823 -0.0016014 5.62924e-05
internal_weight=170.366 89.4807 80.8855 5.71612 83.7645 28.202 6.92141 3.8767 21.2806 1.44526 19.6809 55.5625 5.04439 18.3776 10.1763 7.84934 3.72792 50.5181 18.0346 11.5814 32.4835 5.40931 7.00513 8.20125 7.06882 27.0742 7.57375 4.57623 2.32696 79.6665
internal_count=4633 1346 3287 82 1264 550 133 112 417 70 355 714 289 325 155 76 40 425 176 135 249 41 69 170 158 208 78 66 79 3266
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=17 3 16 14 2 18 5 15 4 23 23 19 22 13 20 5 21 0 21 22 14 13 21 14 9 2 20 6 15 0
split_gain=0.124329 0.935271 0.828907 0.574964 0.554236 0.606747 0.523896 0.501392 0.415872 0.353915 0.702313 0.572633 0.55098 0.533614 0.529719 0.490634 0.585955 0.428416 0.436622 0.42389 0.388464 0.318907 0.382771 0.472522 0.317006 0.286613 0.254958 0.252661 0.867743 0.647124
threshold=201.39543491635001 92.90235915575002 22.644947046300004 162.62753922915002 325.13486840910008 14.122113655700002 24.225659292200003 45.102215827400009 395.41070928875007 0.096915000000000015 0.11296500000000002 14.551174033150001 -0.51760499999999998 117.46680109370001 41.444941515100005 21.757682542950004 6.6686919569500009 91.109157582800023 6.4653354687000002 -0.14314999999999997 366.02505068985005 108.18355516925001 2.5883591406000002 287.53969172315004 209.86393725660002 337.25756644740005 41.559097512700014 14.845346859150002 37.050691080100002 87.261973998100004
decision_type=2 2 2 2 2 2 2 2 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 8 -6 7 9 27 12 11 19 -5 15 -15 16 20 -12 -19 -11 21 22 23 -14 -18 -7 -22 28 -1 -29
right_child=1 -3 -4 6 5 25 -8 -9 -10 10 17 -13 13 14 -16 -17 24 18 -20 -21 26 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0017861818086758079 -0.087124320417288056 -0.086277647847210759 0.051214887539971457 -0.08004432425676096 -0.089685110397368567 -0.079009668358908436 0.077476273043703386 -0.084998751036206688 0.044109102617964718 0.011694511387818914 0.08051082514291473 0.023690825255038503 -0.06227749691595881 0.010593370241795663 -0.077292995146290164 0.047891804093922088 -0.0099368543380690209 0.046780517345748333 -0.080765714371467165 -0.087361575820518789 -0.00033542077185402829 0.042872600116380034 0.016174599764773305 0.050185391130379155 -0.062078097699533701 0.030408444037975095 -0.08005247851868004 0.00032371568271984569 -0.087665679033369776 0.017275138867677862
leaf_weight=29.14434200824326 0.50084158568643999 0.80053632968338106 1.6694461498409499 0.48841458289645601 0.81860041598338174 0.18644819817563985 0.46887482097372313 0.45957712433300812 1.4288002698967819 0.31141207262408022 0.46887762099504449 0.49037520587444294 0.83726290387857794 0.73404584452509769 0.92785591538995504 1.6189821730367828 2.3785588874816308 0.32223260732075687 0.31932368155685253 1.5096443343154526 0.55467168609084261 2.1208008860703558 6.6243567062483635 0.30442896503336669 0.98547745060932346 0.61472927511204034 0.42227646322135115 53.181581291093607 0.72046499093994398 18.016901092138141
leaf_count=1553 15 34 33 115 90 38 6 20 195 33 6 8 59 15 29 36 171 25 36 77 72 31 79 49 80 79 51 1293 58 247
internal_value=0.000804938 -0.00405353 -0.00136881 -0.00521092 0.00198644 -0.042879 -0.00337511 -0.00510781 0.00269549 -0.00339363 -0.0261823 -0.050456 0.000939258 0.00319834 -0.0384744 0.00756868 0.00298032 0.024345 -0.0167034 -0.0704224 0.01171 0.0163051 0.00904985 -0.0322896 -0.0252114 0.00494491 -0.0347924 0.00210999 -0.00385796 0.0046133
internal_weight=129.43 25.3183 24.5177 22.8483 104.112 1.61978 22.3474 21.8786 102.492 21.419 3.42187 2.31143 17.9971 17.5087 1.6619 15.8468 14.2278 1.11043 0.641556 1.82106 10.8638 9.88685 7.76605 1.14169 3.36404 0.801177 0.976948 101.063 29.8648 71.1985
internal_count=4633 1080 1046 1013 3553 207 998 992 3346 972 185 118 787 672 44 628 592 67 61 110 341 218 187 108 251 117 123 3151 1611 1540
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=9 9 0 20 23 2 22 13 10 22 17 9 16 13 20 13 2 12 9 18 7 12 12 10 21 5 9 9 13 4
split_gain=0.130216 0.220828 0.282694 0.451256 0.200281 0.19776 0.396989 0.147893 0.416535 0.226893 0.206227 0.201453 0.15921 0.220238 0.231724 0.207253 0.220876 0.8505 0.551953 0.471829 0.3898 0.35644 0.727684 0.830024 0.664492 1.24996 0.492268 0.422911 0.390912 0.336136
threshold=233.77854820110002 223.65407503400004 94.354126546200021 41.741384785950011 0.089835000000000012 361.99740083035005 -0.038374999999999999 118.84598011460001 58.309968391300011 -0.27494999999999997 162.04221493815001 58.084576609100004 22.764946765650006 117.76521994615001 38.110427674550003 117.69263157665002 121.84632764400003 144.66294237600002 182.80199813410005 12.783127173500002 19.729453620400005 133.01805689090003 121.79144674955002 71.322105742700003 11.845349650450002 21.438877744300004 194.03220695150003 202.86134752310002 117.51519334005 158.55438663830003
decision_type=2 2 2 2 2 2 2 2 2 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 7 -7 10 9 -9 11 -1 13 15 -15 16 17 18 20 -20 -12 22 24 28 -21 -26 -23 -28 -24 -22
right_child=4 2 3 -5 -6 6 -8 8 -10 -11 12 -13 -14 14 -16 -17 -18 -19 19 21 29 26 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.018306253740800006 -0.078060857833097547 0.050009179334549153 0.029320205752513196 -0.078134070387723548 0.017329469210578992 -0.073114221324951933 0.023989011173854425 -0.058726101086655547 -0.077035850481987758 0.030423600951778373 0.041859847601516433 -0.077077720535307689 0.022647933081319925 -0.00061489202640434911 -0.055617936185098131 0.018248272127976865 -0.0020920781882765357 0.050985121394053076 0.050644723360320922 0.0042986813211987746 -0.011476767299225588 -0.043775275017098478 0.063693198147088181 -0.012579031240003809 -0.078987734567854101 0.030161347146867051 0.032651987539412668 -0.017542791038696871 0.015231854623776344 -0.074079768279409361
leaf_weight=0.18520315725891023 0.28426846554066187 1.1311109887901687 0.69322602391912347 0.31325847897096537 0.21223783318419009 0.56490888772259495 0.39493949503775994 0.20985732274129987 0.50633885563001968 0.633017100568394 0.32371918730495908 0.35957204100850504 1.8755328082479525 0.92774071525491197 0.77700789319351315 3.815971011761575 67.43022524073649 2.0791972416918716 1.1773363460379176 28.024536643410105 0.85158354541636061 2.0140091348439446 2.787560023367404 1.8085126198784562 1.477669671076 0.95265925675630558 1.4868958755978385 2.4594961405236972 1.3708315826952455 1.0664945787748363
leaf_count=54 61 31 51 32 20 93 40 10 57 66 30 299 35 24 21 32 2435 27 32 604 13 36 89 66 44 10 32 43 10 236
internal_value=0.000692258 0.000839919 0.0245207 -0.00412389 -0.0372851 0.000436768 -0.0331601 0.000695577 -0.0237707 0.00822727 0.000963405 -0.0446507 0.00116592 0.000832474 -0.0256847 0.00121195 0.000648163 0.00450725 0.00239734 0.00424774 -0.0335571 0.00295888 0.00571537 0.0294423 0.00106664 -0.0362026 -0.013885 0.00136927 0.0477177 -0.0462854
internal_weight=128.195 127.698 2.1376 1.00648 0.496506 125.561 0.959848 124.601 1.34921 0.842874 123.252 0.544775 122.707 120.831 1.70475 119.127 115.311 47.8805 45.8013 43.5595 2.2418 42.3822 36.4218 5.9669 30.4549 2.43033 5.9604 3.94639 4.15839 1.91808
internal_count=4633 4552 114 83 81 4438 133 4305 133 76 4172 353 3819 3784 45 3739 3707 1272 1245 966 279 934 823 165 658 54 111 75 99 249
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=19 13 21 15 2 22 22 4 22 17 22 15 20 3 17 22 13 16 22 2 7 16 17 10 5 20 19 21 7 0
split_gain=0.115911 0.149275 0.160703 0.114808 0.353332 0.230214 0.182526 0.322773 0.175051 0.520392 0.35653 0.778646 0.458523 0.3209 0.408037 0.271897 0.658749 0.990606 0.882464 0.39429 0.266167 0.313724 0.842456 0.739541 0.691654 0.532698 0.470971 0.756794 0.464089 0.454925
threshold=9.8507947922000021 81.048947258600009 8.8671606832000016 46.723315192750007 247.02271001585004 -0.10040499999999999 -0.63026499999999996 253.41602286305002 -0.59238000000000002 198.58733702675002 -0.27494999999999997 37.646552559600003 35.476804824450006 81.549000470900012 197.78839148195001 -0.16164499999999998 117.57433941890001 22.399947619200002 -0.24150999999999997 52.497771754550008 22.093462376800005 22.624947093000003 199.05253715360001 62.084563606450011 20.971847224900007 41.909642283050012 14.551174033150001 2.3223121640500004 22.276766275150006 85.705356740550016
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 11 12 -10 14 -14 16 17 18 -12 -18 -17 28 23 26 -25 -24 -23 -28 -22 -30
right_child=3 2 -4 4 -6 -7 8 -9 10 -11 15 -13 13 -15 -16 20 19 -19 -20 -21 21 22 25 24 -26 -27 27 -29 29 -31
leaf_value=-0.081744508410880948 0.030497952082006067 -0.081898444514575591 0.067608843916849182 0.019957831751628269 2.767360878648694e-06 -0.084255152900115676 0.048880302938757399 -0.072515559296271681 0.057005338191961553 -0.047608848663360119 -0.076071615895394046 0.036766250817493698 0.056888205552961917 -0.079734193053772315 -0.082039548689943315 -0.018751939939304123 0.080752209245828058 0.07538635424553454 0.019810241086746318 -0.088971499918759411 0.053006624702890213 0.014356106732281472 0.080669286804368495 0.00030837903471956252 -0.075294572418392713 0.014602371452818492 0.028950189184095802 -0.060599059991454915 -0.060624799044027677 -0.00095773471956496156
leaf_weight=0.24851514200736247 0.30594241226208296 0.074232013750588521 0.12450283912039595 0.17670613457448814 2.8145782016799785 0.61197547492338256 1.4817607709555876 0.55123278512110119 0.23512933107122069 0.4782432937518023 0.72906211244116992 0.94562294101342548 0.29113870000583153 1.5813554116066368 0.25786531284393277 4.3094808846217338 0.10603038815315802 1.7957159606739876 4.185061206142108 0.53665008294046856 1.0200056153553294 17.47559810592794 1.6066816006787115 1.8334146924316876 1.3658183123916385 1.5519531331956384 1.0536193102598184 1.4513212740421293 0.83548945546499354 77.216630478734487
leaf_count=261 26 110 16 22 89 67 42 41 19 58 107 28 21 138 65 390 3 31 368 97 27 167 38 29 19 21 15 40 49 2229
internal_value=0.000677581 -0.0401939 0.0117645 0.000821739 -0.0133289 -0.060906 0.0012356 -0.035748 0.00149472 0.0253368 0.00110654 -0.0249192 -0.0495785 -0.0613422 -0.00836569 0.00184262 0.0168152 0.0242657 0.00558515 -0.0609702 0.000839278 0.00164022 0.00924255 0.00393283 -0.0319681 0.0482082 0.00968119 -0.0229332 -0.000892064 -0.00159643
internal_weight=127.251 0.44725 0.198735 126.804 3.60326 0.788682 123.201 0.857175 122.344 1.96 120.384 3.31111 2.36549 2.13036 0.549004 117.073 7.35252 6.70984 4.91412 0.64268 109.72 105.411 26.3384 23.1798 3.19923 3.15863 19.9805 2.50494 79.0721 78.0521
internal_count=4633 387 126 4246 178 89 4068 67 4001 100 3901 271 243 224 86 3630 606 506 475 100 3024 2634 329 270 48 59 222 55 2305 2278
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=13 10 19 23 0 6 10 2 5 22 22 0 17 20 16 21 5 8 16 9 0 9 5 6 16 2 18 6 20 21
split_gain=0.543015 1.08498 0.889648 0.723785 0.623801 1.06257 1.18416 0.649272 2.26602 0.649493 1.87614 0.815112 0.640411 1.26151 1.19972 0.893342 0.950088 0.818163 0.780583 0.881106 0.61625 0.962874 0.664198 0.594979 0.704629 0.657975 0.606669 0.5938 0.540542 0.505206
threshold=115.13321943645001 62.907231794400012 14.551174033150001 0.090665000000000009 86.345209775600011 16.375382608200002 62.186725015400008 100.00310400885002 22.382820633700003 -0.017745 -0.051199999999999996 86.135510041400025 195.81403325600004 41.444941515100005 22.554947256700004 4.7516206878500009 21.869642762900003 8.4434108459500017 22.584947186600004 205.22231928645002 85.705356740550016 187.55294863440002 22.533652790000001 16.585387514950003 23.044946110900003 133.24279810655003 12.631308162550003 16.455384477450004 40.250747516500006 6.9984086918000008
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 6 -2 20 -9 10 11 23 14 17 -6 -16 -17 -14 27 -20 21 -7 -23 25 26 -10 -25 -15 -22 -1
right_child=1 3 -4 -5 12 7 -8 8 9 -11 -12 -13 13 18 15 16 -18 -19 19 -21 28 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00016607639426848738 -0.0022753312435574834 0.0018621872063204778 -0.0018281689244086167 0.00029663187725617206 0.0013564888527552914 0.00072840387818055039 0.00057495573370719649 -0.0017957791308991626 0.0013084342647591398 0.00074402930488654559 -0.0017651046940856771 0.0017005596040276733 0.0015474703952506892 -0.0017842868907792318 -0.0004760624300305804 0.00013033416970243683 0.0013546457245476053 0.00019375974749377735 -0.00054877964170938496 0.00085920036672327345 9.1631367131046068e-05 -0.0022360489137689368 -1.4134949454461242e-05 -0.00020426910062272302 0.0015792671167790216 5.011450217845873e-05 -0.0021898693356361986 -0.00022021742512282346 0.0011379374692941245 -0.00018539782204068405
leaf_weight=54.253376711089004 1.5112296155421057 2.6463768184185019 0.96721583511680265 1.9884472722187636 6.1526333764195469 2.4453921299427739 0.89066798239946354 2.5870977318845716 1.9151307921856666 5.2712154835171559 2.1321630825113962 1.271254495717584 2.9806789457798031 1.921307280659674 3.9236731231212607 6.0167666934430581 4.095787450671196 4.0472436994314194 3.7768694665282965 3.1207904908806086 2.8423802442848665 1.0015163477510216 1.0697416232433168 1.2208860151586121 0.42361627565696824 9.6381554010440578 1.1477706185542045 1.8146491246297953 5.7155433893203735 22.139463414341662
leaf_count=2089 54 49 21 33 96 68 13 40 71 113 43 10 43 19 28 33 21 29 43 32 18 19 30 57 11 223 74 22 54 1177
internal_value=0.000158937 0.000268522 4.05553e-05 0.00119053 0.000214384 4.7075e-05 -0.00121839 0.000125652 -5.58663e-05 0.000139672 -3.98145e-05 0.000195739 0.000395986 0.000123298 0.000634538 0.000318078 0.000626205 0.000767895 -0.000302725 8.82495e-05 0.000481167 -0.000104796 -0.0010885 6.23873e-05 -0.000749874 0.0002587 -0.00116642 -0.00102458 0.000790423 6.42154e-05
internal_weight=160.929 83.569 77.3601 4.63482 78.9342 41.0838 2.4019 38.6819 25.6073 23.0202 17.749 15.6168 37.8504 17.6615 20.1889 14.0362 10.1126 7.02792 10.6336 6.89766 13.0746 4.51665 2.07126 14.3456 2.79227 11.5533 2.36866 3.73596 8.55792 76.3928
internal_count=4633 1346 3287 82 1264 898 67 831 642 602 489 446 366 188 178 82 54 72 116 75 189 117 49 436 142 294 131 41 72 3266
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=20 21 23 20 21 15 3 7 7 3 5 20 16 8 18 18 18 0 12 12 3 6 15 20 5 22 4 0 0 19
split_gain=0.117073 0.278664 0.241752 0.20267 0.253544 0.28767 0.167192 0.294067 0.232712 0.186071 0.333228 0.380884 0.227095 0.528639 0.199782 0.433464 0.22906 0.206778 0.192973 0.474336 0.362739 0.601109 0.604748 0.643241 0.641406 0.625841 0.786107 0.536354 0.436224 0.63756
threshold=49.292797572200008 20.581461612800002 -0.17949499999999999 47.927946529500012 16.464809133250004 19.077611477100003 103.28787291370001 17.566486459500002 19.773504439000003 95.346167596350014 30.133297129900004 38.171717059500004 22.724946859200003 8.6432548896500023 12.678381831100001 12.743963501900001 12.854871756700001 85.216057360850016 147.73915704645003 144.66294237600002 93.883646373400012 16.265380038000004 30.054399297400007 36.016191615950007 18.331716563250001 -0.059424999999999999 168.18037996940004 96.631250582750013 96.741477366050006 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=3 2 -2 6 5 -5 8 -8 -1 12 11 -11 14 -14 -10 -16 -17 -18 19 20 21 22 24 -24 25 26 -19 -28 29 -25
right_child=1 -3 -4 4 -6 -7 7 -9 9 10 -12 -13 13 -15 15 16 17 18 -20 -21 -22 -23 23 28 -26 -27 27 -29 -30 -31
leaf_value=0.044131571700222513 0.017175239699476378 0.046068647451912262 -0.067242100690592777 -0.029625242746704673 -0.037659803000921407 0.050159544813558277 0.044255979366343241 -0.072249033769153786 -0.045100236282456151 -0.0097682497479377271 0.03952291821331548 -0.083844719746975757 0.062071257294843862 -0.013370668163265414 0.068561436488798505 -0.033104523111184322 0.060503401801422052 -0.083118149085556522 -0.0022620721437769187 0.040154032614666602 -0.028798812971783161 0.016764847241799254 0.019844184788702042 -0.077237649066089237 0.063344559832911762 0.011130826970567524 -0.058540073461687311 0.0034587950165237565 0.0046442330172356315 -0.000929924171926258
leaf_weight=0.79515289517075771 0.3118172832764684 0.2962591077084652 0.74064023885693941 0.35669592451449661 0.35961795083130699 1.6195439324947072 0.1960687150422008 0.49125003277367796 0.62020027870312233 1.2622158880876662 0.46641616569831956 0.69686261065362476 1.2357398816384368 1.1692967227427287 0.60510199540294607 1.311736644769552 0.37271597226208442 1.0496503490721831 67.100285870147673 2.2914389789984844 2.2548102512955657 15.718906715046613 1.5036583431065071 2.415486747398973 1.0953197689959768 12.227663393457538 1.1019255729333961 4.9888387757546298 1.0390825346112249 1.0020483545958994
leaf_count=55 36 23 255 54 32 61 37 374 17 47 15 165 25 31 19 21 15 85 2142 53 40 250 19 161 24 291 48 220 4 14
internal_value=0.00073373 -0.0228353 -0.0422313 0.000987329 0.0244558 0.035759 0.000541689 -0.0390141 0.000763946 0.000480196 -0.0215724 -0.0361179 0.000929287 0.0253924 0.000425129 0.000668368 0.000312596 0.000696564 0.000500667 0.00447122 0.00262956 0.00431111 -0.00309736 -0.0256421 0.00346913 8.30014e-05 -0.0188359 -0.00775788 -0.0409891 -0.0548636
internal_weight=126.696 1.34872 1.05246 125.348 2.33586 1.97624 123.012 0.687319 122.325 121.529 2.42549 1.95908 119.104 2.40504 116.699 116.079 115.474 114.162 113.789 46.6888 44.3974 42.1426 26.4237 5.96028 20.4634 19.3681 7.14041 6.09076 4.45662 3.41754
internal_count=4633 314 291 4319 147 115 4172 411 3761 3706 227 212 3479 56 3423 3406 3387 3366 3351 1209 1156 1116 866 198 668 644 353 268 179 175
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=8 22 8 3 22 19 16 8 8 2 5 23 17 7 4 21 22 22 22 6 18 7 21 21 17 21 15 17 12 2
split_gain=0.113332 0.444595 0.410856 0.287671 0.245234 0.242075 0.279607 0.17836 0.177277 0.223158 0.451129 0.157512 0.15258 0.72554 0.508359 0.60146 0.476037 0.665431 0.437921 0.601005 0.729932 0.411974 0.587616 0.638657 0.477794 0.610856 0.585414 0.383303 0.585648 0.641503
threshold=8.8430989333000021 -0.088039999999999993 9.3427090425500019 92.367355987800025 -0.14907499999999999 14.451165964200003 22.634947069650003 9.5425530862500008 8.7431769115000026 74.766480717350007 21.990725385850002 0.4369650000000001 188.27285108100003 22.721067571950005 194.12161462850003 5.4279412736500001 -0.25105499999999997 -0.47573499999999996 -0.15962499999999999 15.975373262050001 14.951081515600002 22.929105819350003 5.8920528450000011 11.365119104850001 188.70679832985002 16.027392061700002 15.000551226050002 189.44392401325004 146.06315430690003 140.61735485095002
decision_type=2 2 2 2 2 2 2 2 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 -4 6 -3 -7 11 -10 -11 12 -1 14 15 -14 17 -15 19 20 -18 22 -20 -24 -23 -26 -27 -16 -29 -30
right_child=1 5 4 -5 -6 7 -8 -9 9 10 -12 -13 13 16 27 -17 18 -19 21 -21 -22 24 23 -25 25 26 -28 28 29 -31
leaf_value=-0.0043031496265683953 0.022675772581117987 -0.046976709026472906 0.0030554616062595584 -0.051653500431497551 0.077116762735076852 -0.092473742837866552 0.053886023222207452 -0.021906817642590212 -0.0094755720701002466 0.070295837975210704 0.0061058501256196799 -0.039398204722319169 0.0050966031690563114 -0.010806558307425877 0.06438287523330169 0.086115300022412661 -0.10435739947182655 -0.10032748192364496 0.014025110719410351 0.078266561173169616 0.045811724870534733 0.077266702075660373 -0.10541915559501631 -0.015322573966211202 0.0029154977010936037 0.043057660739003557 -0.099888113466003361 -0.10614289872800413 0.08949245475207665 -0.027392433039105549
leaf_weight=32.027428068264044 0.68311694031581305 0.54165736690629218 0.60594334913184866 0.93437363964039832 0.76868584426119901 0.79097131994785719 0.33845030807424337 0.41328731016255915 1.6705482779070724 1.289669123478234 2.326965237269178 0.7436512327692516 1.0800157198682421 3.0350080847911163 0.6312711164064243 1.9451498645357785 0.39085933769820191 0.79390116594913607 1.6687995878746722 1.3124298299662767 0.65877148415893316 0.64227252243108424 1.0237999046221378 1.4279247439408207 64.782804228604618 0.29528219591884297 0.82036975238588639 0.41076139491633545 0.52426986023783673 1.1078165577055186
leaf_count=1804 19 40 28 23 21 43 10 20 12 23 37 34 26 200 29 46 16 65 21 28 91 10 23 21 1740 30 61 16 7 89
internal_value=0.000716284 -0.0120258 0.00947707 -0.0202619 0.0444702 -0.0428933 -0.00818938 -0.068256 0.0012526 0.0168402 0.0289956 0.000537959 0.000797156 0.00277592 0.0327458 0.0571908 0.000553381 -0.0293682 0.00212229 0.0389955 -0.0101079 0.000889694 -0.0258226 -0.0529454 0.00254385 0.00181557 -0.0620543 0.00509179 -0.0132301 0.0101541
internal_weight=125.686 5.07649 2.99212 1.61749 1.37463 2.08437 0.880108 1.20426 120.61 5.28718 3.61663 115.323 114.579 82.5515 5.69928 3.02517 76.8522 3.82891 73.0233 2.36206 1.04963 70.6613 4.12052 2.45172 66.5407 65.8985 1.11565 2.67412 2.04285 1.63209
internal_count=4633 204 91 42 49 113 50 63 4429 72 60 4357 4323 2519 213 72 2306 265 2041 135 107 1906 65 44 1841 1831 91 141 112 96
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=17 3 16 12 2 18 4 18 18 8 19 13 16 10 22 16 22 7 22 10 9 16 19 3 15 2 4 5 17 7
split_gain=0.115107 0.782142 0.697631 0.525171 0.446923 0.493818 0.354379 0.307409 0.849712 0.269359 0.295112 0.40666 0.331381 0.591565 0.589839 0.519255 0.405129 0.876053 0.536885 0.51778 0.37413 0.322303 0.427508 0.289947 0.271081 0.237857 0.231337 0.663438 0.23549 0.429046
threshold=201.39543491635001 92.90235915575002 22.654947022900004 104.24845815275002 325.13486840910008 14.122113655700002 395.41070928875007 13.988302431200003 14.122113655700002 1.7486353823000003 12.250988447150002 98.599201934150003 18.684956306450005 75.424692849750016 0.13747000000000004 15.344964116800002 -0.095074999999999993 24.775165158000004 0.075080000000000022 67.181880221750006 210.61272793875003 15.524963695900002 13.351077205700003 67.821733256800016 35.293770423450006 337.25756644740005 371.16724128940001 23.195398057700004 188.27285108100003 22.598495330900004
decision_type=2 2 2 2 2 2 2 2 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 26 -5 -9 -10 11 23 13 -12 15 -15 19 18 -18 -14 24 -17 -23 -11 -19 -7 28 -28 -1 -30
right_child=1 -3 -4 7 5 25 -8 8 9 10 12 -13 16 14 -16 21 17 20 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.002943920112723407 -0.059673730708913339 -0.090438705479452972 0.072407724600164577 0.029988319441356708 -0.092044269830175066 -0.08368116127704063 0.044218139471680962 -0.087330025082893975 -0.082961478957873869 0.064586158676600766 -0.084528908530845548 0.08063563668036261 0.068050863621799171 -0.086235617814186385 0.079178655175781362 0.070644567868565405 -0.084754495585868242 0.0050767370625406944 0.0094925400141009988 0.0035178368720841504 -0.01414950217604001 -0.066998684045470103 0.011327680112147655 -0.083543821827896381 0.046259893634777408 0.028367787930427976 -0.080753268063118611 0.02252601213910594 0.032606743568611311 0.0037628814272552677
leaf_weight=34.873021216444613 1.1098378386814243 0.69207109877606754 0.81940804049372573 1.8687273338437105 0.7132393932333787 0.16367753814120078 1.3510111506284364 0.80566402152180927 0.26780530710175554 0.14520524559884751 0.82987000630237417 0.66841405583545566 1.3271652106195682 0.64044493632536692 0.45904017076827575 0.34176365623716298 1.2901566163636724 2.4694702923297882 0.59406173788011063 2.2641693749465048 3.1249721776694059 0.71029243760858696 1.3801498885732142 0.2294379868399119 1.9056485947221515 0.57676184006595577 0.82437009450950316 0.85032088146544993 3.6924345270963377 57.743636604340281
leaf_count=1683 40 34 26 14 90 38 195 20 209 51 85 14 28 88 11 10 59 20 17 43 42 75 66 102 26 79 78 29 141 1220
internal_value=0.000614485 -0.00449843 -0.00194047 -0.00465627 0.00182913 -0.0433279 0.00248997 -0.0017926 -0.00484548 -0.00128185 -9.17526e-05 0.0422873 -0.0026414 -0.0222035 -0.00755842 -0.0205165 0.0039341 -0.00503311 -0.05504 0.0273658 0.00752993 -0.00321149 -0.0152861 -0.0261312 0.0230147 0.00359885 0.00191461 -0.0283134 0.00244024 0.00549646
internal_weight=124.732 23.9438 23.2517 22.4323 100.788 1.45368 99.3348 21.3225 19.4537 18.6481 18.3803 1.04306 17.3372 4.36156 3.53169 3.07265 12.9756 9.38431 1.88422 3.59133 7.50009 2.43221 2.09044 0.374643 4.37512 0.740439 97.9838 1.67469 96.3091 61.4361
internal_count=4633 1080 1046 1020 3553 207 3346 980 966 946 737 167 570 335 250 239 235 164 76 71 88 151 141 153 46 117 3151 107 3044 1361
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=6 20 10 18 16 8 20 3 15 16 13 15 20 21 22 3 17 23 21 9 5 20 15 17 17 22 7 9 19 6
split_gain=0.11254 0.5827 0.655751 0.403503 0.395136 0.365746 0.323907 0.903081 0.563497 0.522165 0.602607 0.786246 0.450472 0.676738 0.448668 0.380862 0.347633 0.796171 0.596595 0.617963 0.545475 0.413634 0.603215 0.639761 0.728127 0.738637 0.462555 0.486472 0.796778 0.455208
threshold=16.455384477450004 37.995872310650007 63.910026677050006 13.015629076450002 22.714946882600003 9.4426310644000022 40.300545846000013 93.499196860750018 43.376643616500012 22.674946976100003 113.98793627290001 40.042228346200012 40.003678352300007 2.3889051598000006 -0.086800000000000002 76.927540944650019 201.39543491635001 0.090850000000000028 7.2436429957500001 204.51365672970005 21.100330328400002 42.409092016550012 41.831907381600011 189.00567661160002 185.54770736950005 -0.11963999999999998 22.773029501100002 193.00469145105004 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=4 3 -3 -2 6 -4 7 8 9 10 11 12 15 -14 -12 -1 21 -18 20 -20 -19 26 23 24 -23 -26 29 -28 -29 -8
right_child=1 2 5 -5 -6 -7 16 -9 -10 -11 14 -13 13 -15 -16 -17 17 18 19 -21 -22 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.066661692027680963 0.0022837612374201986 -0.0037066072527411338 -0.09195232744287607 0.065838997490124868 0.061591005674055531 -0.0033213452800584199 -0.0032414895450843771 -0.093072739802034621 -0.078249326317810231 -0.076296515286561645 -0.0053826930432322251 -0.09232095843914602 0.0069299417750219349 -0.085253816184616193 0.04374137752092927 0.0024787751528564483 0.0053834953724495567 -0.029560244960864065 -0.056940374958095577 0.040322821631977118 -0.11923210627011969 0.0023808441387247609 -0.05174392480975222 0.015998208004971665 0.016341953925871955 -0.088130959000806378 -0.016675497925880575 0.013757632839336191 0.081558714488435505 0.080554449061518749
leaf_weight=0.52803746408747088 1.3088042031813523 33.157569412214798 0.87034228422271442 1.2762484967533962 0.71686221938580175 0.46051935080322437 0.60758672800148161 0.73262751588117581 0.62622590793762256 0.58697175607085128 1.9213241599500177 0.6481778483139341 1.0450572941335843 1.0158360273599099 3.2150713875889769 21.442368262589298 10.84259238818049 0.93325284817547005 0.78995957629376767 0.90844069473678246 0.82818287052214146 4.6924631680358351 1.3053934083145566 11.920324402355616 0.63862321554916013 1.3916464170615652 2.9048633251877645 13.73582940959386 1.2207835856825102 1.3534075858769936
leaf_count=441 149 813 34 59 15 42 28 55 24 8 18 20 23 73 32 556 443 53 45 48 25 576 60 444 64 60 97 267 12 49
internal_value=0.000539779 -0.00316792 -0.00592841 0.0336612 0.00212793 -0.0612833 0.00163131 -0.00481507 -0.00273122 -0.00117572 0.000303147 -0.00491304 -0.00255545 -0.0385084 0.025366 0.000817051 0.0054178 -0.00533559 -0.0389275 -0.00491622 -0.0717217 0.00928493 0.0011088 0.00480957 -0.0150294 -0.0552689 0.017513 0.0134422 0.0192917 0.0545914
internal_weight=123.625 37.0735 34.4884 2.58505 86.5519 1.33086 85.835 31.7617 31.0291 30.4028 29.8159 24.6795 24.0313 2.06089 5.1364 21.9704 54.0733 14.3024 3.45984 1.6984 1.76144 39.7709 19.9485 18.6431 6.72273 2.03027 19.8225 17.8615 14.9566 1.96099
internal_count=4633 1097 889 208 3536 76 3521 1250 1195 1171 1163 1113 1093 96 50 997 2271 614 171 93 78 1657 1204 1144 700 124 453 376 279 77
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=20 22 21 15 20 21 4 21 15 20 17 22 9 21 15 2 12 19 9 21 22 7 23 7 19 0 6 18 18 16
split_gain=0.112876 0.230088 0.186825 0.202737 0.168015 0.239176 0.221093 0.338287 0.178244 0.144455 0.362683 0.144849 0.145453 0.432761 0.377571 0.34522 0.471159 0.309014 0.29992 0.66599 0.517071 0.432954 0.527491 0.348332 0.29781 0.293244 0.73187 0.36015 0.474064 0.328034
threshold=49.292797572200008 -0.15734499999999998 20.581461612800002 20.937157557000003 47.927946529500012 16.464809133250004 295.39139496705008 8.1054293463000011 19.198394745150004 46.095286511800005 190.78889055330004 0.70681500000000008 186.70853236170004 15.833449912500003 14.882823222300003 56.799426908350007 94.177001085000015 11.750948102400001 179.11733629770001 10.581646629650001 -0.074029999999999999 20.090200465600002 0.25799500000000009 22.720882466500004 13.551093343600002 85.732241321850012 16.465384711100004 12.783127173500002 12.899561312100003 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=4 2 3 -2 9 6 -6 -8 -9 11 -11 12 13 14 -1 -16 -17 -18 21 20 23 -19 -23 -20 -25 26 -14 -27 -29 -30
right_child=1 -3 -4 -5 5 -7 7 8 -10 10 -12 -13 25 -15 15 16 17 18 19 -21 -22 22 -24 24 -26 27 -28 28 29 -31
leaf_value=-0.08728093410109776 -0.088644711070250334 -0.068664322776419762 0.069143308812919024 0.019970689902822285 0.063165836551542898 -0.041443797781921921 -0.077350018429712369 -0.026071931254571037 0.071854742365770066 -0.074309673657879438 0.020798163769817787 0.041439381581336941 -0.092009169995582313 0.048334155759673328 0.079076544034165058 -0.075945109528799709 0.052005805593604043 0.023992495936207142 -0.0010839859833963789 -0.026036951419583867 0.078084953712538221 -0.073641391139405515 0.090571116128301779 0.0084747299642739249 0.088101741755972018 0.060963605568921796 -0.0062568095849452167 -0.053566899685890769 3.8689732599201099e-05 0.048012306777833608
leaf_weight=0.3289015241814458 0.20700395680250949 0.51670830357943376 0.23126858985051513 0.31671107612783089 1.0098810151685023 0.34346772078424681 0.2586683845729566 0.2032625494102831 0.40552936668973416 0.6194933433071117 0.55261603739927523 0.63055789889767666 0.86656218447023903 1.737665368040324 0.44630362931638856 0.53146845289847888 0.98368335265604301 0.79964555624974254 3.5039493206422776 2.6932142758741975 1.0951376535231228 1.2378697948570332 0.16103195375217172 0.66135025845142059 0.7088981531560421 0.70870739221572776 4.4381086388748372 1.1931198276579369 93.88118258173381 1.0498816650360812
leaf_count=309 59 214 12 29 30 32 23 37 25 108 38 48 60 82 17 45 148 325 50 35 24 311 4 16 25 11 224 14 2257 21
internal_value=0.00051445 -0.0247809 0.00525284 -0.0229607 0.00078019 0.0240395 0.0360199 0.00441721 0.0391591 0.000345495 -0.029469 0.00064251 0.00042269 0.00830358 0.00301445 0.00533055 0.00267117 0.00619864 0.00204991 0.00919503 0.0250908 -0.0261027 -0.0547384 0.0131841 0.0496698 -0.000726148 -0.0202652 0.000344233 -0.000102703 0.00056925
internal_weight=122.322 1.27169 0.754984 0.523715 121.05 2.22081 1.87734 0.86746 0.608792 118.829 1.17211 117.657 117.027 14.8891 13.1515 12.8226 12.3762 11.8448 10.8611 8.66255 5.96934 2.19855 1.3989 4.8742 1.37025 102.138 5.30467 96.8329 96.1242 94.9311
internal_count=4633 314 100 88 4319 147 115 85 62 4172 146 4026 3978 1391 1309 1000 983 938 790 150 115 640 315 91 41 2587 284 2303 2292 2278
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=17 9 6 21 10 9 9 23 23 20 20 8 22 2 3 21 6 22 16 4 21 8 8 3 13 20 0 3 6 18
split_gain=0.132741 0.1151 0.272419 0.224654 0.212944 0.152129 0.285925 0.299131 0.445531 0.328988 0.342575 0.5206 0.490787 0.361628 0.640051 0.398634 0.341798 0.296626 0.291127 0.376202 0.273156 0.812361 0.261593 0.244398 0.708145 0.326393 0.526329 0.363783 0.416801 0.298094
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 2.7200266080500004 90.181639527750022 186.70853236170004 185.98753508445003 -0.17949499999999999 -0.25587999999999994 49.247968080500009 47.309807198350008 5.9453602998000008 -0.11534 118.20523333310003 93.82450029455002 6.8552675721000007 10.510245570250001 -0.237895 21.074950717600004 438.85830169510001 16.027392061700002 8.543332867800002 2.5480115570500002 93.883646373400012 117.60122400020002 42.686561923500008 85.495657006400009 94.383699585650007 21.760508430800005 12.783127173500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 7 8 -3 10 11 18 -13 14 -14 -15 -12 22 19 -9 23 -22 -10 29 -25 26 27 -26 -29 -7
right_child=1 5 3 -5 -6 20 -8 9 17 -11 16 12 13 15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.065616281853287078 0.049440792349176137 -0.0087905159449383451 0.0036277716269609264 -0.092404894996879067 -0.091524813964897089 0.061135659282664616 0.04586664531586012 -0.083860427170347515 0.062437073977960028 -0.094752078654844057 0.074057105634933632 0.050048677899065148 -0.063985506428175687 0.070462634622914744 0.0045046908464132654 -0.0081135560450252189 -0.014049264269809628 0.067443278465116038 0.067158335550454168 0.032762665088220712 -0.077489890335321596 0.050203544781061767 -0.093041549581813737 -0.095821949230790335 0.061573303929823638 0.043153925242595564 -0.098121753544319706 -0.048607057192534234 0.043165120946554544 0.00080712006525831658
leaf_weight=0.248625065509258 0.47165878451778442 1.6518337042725764 0.31568690149833856 0.54454637374510639 0.10804840020159645 0.67668895609676738 1.550246830418472 1.2715602704611217 0.16260417737066779 0.30513815181620962 0.94745814776979276 1.5342468270100651 1.7545666071237045 0.89673176384530995 3.0916205896064639 1.2938799462281165 0.58374992298195139 1.8932895158941434 0.15497150504961599 0.27619504890026281 1.2276475739781734 0.61267598869744677 0.19551406212849542 0.82958577906538167 0.5919869614299399 0.92969778878614295 0.55261747125769023 1.2939689859049393 0.59158990625292052 94.987546692194883
leaf_count=250 86 222 93 228 168 11 41 536 8 53 31 58 29 26 35 31 41 80 6 41 56 12 37 111 12 36 23 60 21 2191
internal_value=0.000496496 0.000632009 -0.0248229 -0.057163 0.023167 0.000937817 0.00872518 0.00512953 0.0269342 -0.00189839 0.000501719 -0.00545486 0.00363259 -0.0064876 -0.0202922 0.0240518 0.0404679 0.0531451 -0.0511985 -0.0630492 -0.000399253 -0.0349785 -0.0224462 0.000234243 -0.019732 -0.00379131 -0.0181948 -0.000367049 -0.0198137 0.00123386
internal_weight=121.546 121.298 1.43994 0.860233 0.579707 119.858 17.5636 16.0134 3.90324 12.1101 11.805 10.2738 8.57105 7.0368 4.84619 2.19061 1.53121 2.25141 1.70273 1.54776 102.294 1.84032 0.358118 100.454 4.78945 3.95986 3.03016 2.47755 1.88556 95.6642
internal_count=4633 4383 575 321 254 3808 1275 1234 347 887 834 762 179 121 64 57 72 125 583 577 2533 68 45 2465 263 152 116 93 81 2202
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=6 6 3 3 15 22 21 10 0 10 19 23 2 17 17 16 0 12 23 22 23 22 5 13 18 5 14 17 18 22
split_gain=0.640247 1.09332 0.64866 1.17353 1.24405 1.05961 1.07746 1.06242 0.766784 0.534466 0.59998 1.25952 0.866772 0.617479 0.58556 0.518686 0.50114 0.774644 0.766775 1.11957 1.04331 2.31358 1.0539 1.37423 2.23451 0.709762 0.626833 0.752387 0.848155 0.630184
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 28.826925781250004 -0.14510999999999999 6.9984086918000008 75.424692849750016 93.843319501450011 78.196493182200015 13.051052998800001 -0.20885999999999996 186.79363985910004 214.22447330960003 174.47088669260003 15.839962959300001 86.345209775600011 323.50112601465008 0.08079500000000002 -0.078549999999999995 0.092895000000000019 -0.017745 21.252944829650001 116.99094400460001 13.405741979600002 22.627560662300002 193.55017375590003 192.28474763930004 13.531614672700002 -0.077085000000000001
decision_type=2 2 2 2 2 2 2 2 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 15 3 5 -5 -3 -7 -8 16 10 11 14 -12 -14 -1 -2 17 -4 19 -18 21 22 23 -20 -25 -24 29 -28 -29 -22
right_child=1 2 8 4 -6 6 7 -9 -10 -11 12 -13 13 -15 -16 -17 18 -19 20 -21 26 -23 25 24 -26 -27 27 28 -30 -31
leaf_value=0.0015388238137502477 0.0019129959658718894 -0.0016702721704460373 8.5983261373818673e-05 7.7956867543420589e-05 -0.0021249565501539839 0.00040093050152346547 -0.0021111620550094286 0.00021878272509489924 0.0013393315811509557 0.00010248492647906468 0.00037046574910810546 -0.0015806118051942646 -0.0021251148984753284 0.00031279846810932109 -0.00070932206223836742 0.00059073142472360052 0.00012293263751648757 -0.001674788110318032 0.00032360142038744872 0.0012986921915286781 0.00037389274707514758 -0.0017195326125107018 0.00084179922706274898 0.000529384799413001 -0.0025534144316782729 -0.00027868942812975044 0.0012181488323156455 -0.00074109383690050014 0.00059357754553553881 -0.0010781202503305084
leaf_weight=0.90334341151174136 1.9082531826570619 1.2622605616925344 44.026590830995701 1.837130758154671 2.1264051586622372 15.138385597849267 1.4262308898614713 1.5926445061340926 2.3382437450345597 16.921538106107619 4.9832629205193371 3.6508813977779955 1.1015025555389 0.62668880680575956 0.87872590421466157 2.8352420628070831 5.8107860583113506 0.98205677057558105 4.738839848898353 6.708212780300526 3.2689359118230641 2.9444379704073098 8.129814960062502 1.5497975498437884 2.1692363433539867 2.9666031282395116 6.0033613075502243 2.1606800893787286 11.981704298174007 1.7721698265522743
leaf_count=28 33 37 1176 27 181 161 87 19 29 1491 104 296 52 27 58 25 68 107 54 140 28 65 47 15 41 38 53 16 99 31
internal_value=0.00014133 0.000197907 0.000164405 -0.00013158 -0.00110389 6.68688e-05 0.000187632 -0.000881971 0.000228755 -0.000122766 -0.000436621 -0.000921017 -4.45006e-05 -0.00124106 0.000430279 0.00112266 0.000204074 4.75645e-05 0.00032108 0.000752955 0.000207699 -9.91687e-05 0.000144822 -0.000376575 -0.00126875 0.000542239 0.000481815 0.000636551 0.000389666 -0.000136554
internal_weight=164.744 135.678 130.935 23.3831 3.96354 19.4195 18.1573 3.01888 107.551 29.0659 12.1444 5.43295 6.71145 1.72819 1.78207 4.7435 105.213 45.0086 60.2046 12.519 47.6856 22.4987 19.5543 8.45787 3.71903 11.0964 25.1869 20.1457 14.1424 5.04111
internal_count=4633 2577 2519 512 208 304 267 106 2007 2056 565 382 183 79 86 58 1978 1283 695 208 487 260 195 110 56 85 227 168 115 59
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=20 20 22 19 22 7 2 13 7 19 22 20 5 9 22 23 20 17 23 4 17 23 15 22 10 6 15 7 7 16
split_gain=0.124632 0.170812 0.509384 0.178408 0.166979 0.429039 0.158062 0.148132 0.274128 0.180042 0.297898 0.169747 0.244127 0.245982 0.124768 0.457137 0.493537 0.328682 0.315639 0.570219 0.527867 0.285356 0.284792 0.272401 0.424313 0.744677 0.480194 0.448554 0.276541 0.287279
threshold=31.914316944300001 34.515670600900002 0.15915000000000004 13.951125619400001 0.11061500000000003 23.960918281000001 111.53582144370002 117.97223122220002 22.773029501100002 14.651182102100002 -0.064729999999999996 38.536700832000001 30.922794813800003 187.55294863440002 -0.25105499999999997 0.10787500000000003 38.804629908750009 179.33099108465004 0.093955000000000025 286.34948838025008 186.86279178520002 0.092185000000000031 32.99104187950001 -0.16164499999999998 62.084563606450011 15.975373262050001 28.983869461100003 19.164717746300003 22.093462376800005 22.744946812400002
decision_type=2 2 2 2 2 2 2 2 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 5 -2 -1 9 11 14 -11 -9 13 -13 15 16 -3 -18 19 22 -20 -21 -19 24 27 26 -26 -16 29 -25
right_child=1 7 -4 -5 -6 -7 -8 8 -10 10 -12 12 -14 -15 23 -17 17 18 20 21 -22 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=0.015851740321348177 0.059734194091107438 -0.080317490698025878 -0.044383380132408196 0.088900489346905046 0.091522768813217081 -0.091172535653561537 -0.097200857866999349 0.040108755594216131 -0.09148204028924202 0.00047924714545624343 0.053637146536542536 0.0026553171650002595 0.035018432104456557 -0.090683100503565192 0.018082153983352545 0.035760318102280031 -0.094634893069355783 0.016727606541660056 0.039887619683105113 -0.090649801991113443 -0.074958209112821458 0.0053055429871651178 0.093193867538267694 -0.045800241108926644 0.021377078491746582 0.090303153199713521 -0.10301820095463771 -0.074593968207344402 0.00055806718899209756 0.011672996651754152
leaf_weight=0.16335188620132512 0.38302581589778062 0.93815134791111532 0.56284773832521739 0.61254637315869331 0.22282549463125179 0.22764383117100806 0.21990018871269967 0.41539131361059789 0.36416347406338889 2.1324857851723213 1.2776676174253214 0.38331422524061032 0.36983539653010666 0.48439252149546519 1.0518187945417583 1.2346565358529913 0.3239613320056377 0.89581125913537174 0.45381001476198413 0.42572645581458335 0.91461694597819587 0.52395481633720919 0.62785233184695244 1.9604182631155702 2.3168247838402758 1.2647593859583137 0.26175419893115748 0.63460223250149272 98.65347117237161 0.99299080297350872
leaf_count=43 44 105 22 18 4 58 179 17 33 29 28 32 15 41 88 43 113 50 12 114 48 5 5 336 181 27 16 137 2785 5
internal_value=0.000551013 0.000708122 0.0258815 0.0532309 0.0270169 0.00347958 -0.0490149 0.000282811 -0.0231079 0.000686466 0.0203957 -0.00804419 -0.0242071 -0.0494503 9.4165e-05 -0.0117737 -0.0232725 -0.0104256 -0.00332452 0.0152363 -0.036872 -0.0377097 0.0482369 0.000796308 0.019613 0.0355871 0.00874959 -0.016792 -0.000227752 -0.0264767
internal_weight=121.295 120.911 2.00889 1.44604 0.833495 0.61067 0.383252 118.902 2.0171 116.885 3.41015 1.65293 1.23754 0.867707 113.475 6.33854 5.10388 4.16573 3.84177 2.47334 1.36843 0.949681 1.52366 107.137 5.52976 3.84334 2.57858 1.68642 101.607 2.95341
internal_count=4633 4411 146 124 106 102 222 4265 138 4127 57 105 88 73 4070 495 452 347 234 174 60 119 55 3575 449 224 197 225 3126 341
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=20 20 3 17 18 3 6 9 20 4 0 16 9 7 2 7 0 18 20 16 16 0 21 19 12 6 9 6 22 22
split_gain=0.0999961 0.330937 0.679392 0.623212 0.673223 0.619302 1.16089 0.765774 0.885191 0.652725 0.616838 0.512462 0.495256 0.493246 0.482674 0.276014 0.272668 0.32015 0.273072 0.526215 0.350218 1.4062 0.53095 0.540579 0.41853 0.367191 0.728933 0.508347 0.384798 0.561819
threshold=42.081757894750005 43.182896969600009 93.216908757050007 192.92322630085002 13.258241318650002 92.738363209800013 16.405383309150004 201.65416293750005 42.670715716450012 393.51715702600006 85.769879735700016 22.554947256700004 197.61184394335004 22.532843451200005 285.01633004880006 24.899526511700007 103.57284947555002 17.327266398450003 41.972095654800007 22.594947163200004 21.754949127450004 88.122280599850015 14.136086967800003 14.551174033150001 309.87588727100007 16.305380972600002 206.57490536735003 16.165377701450002 -0.060989999999999996 -0.068964999999999985
decision_type=2 2 2 2 2 2 2 2 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 5 4 10 6 7 12 14 -10 13 -7 -2 -4 15 -9 17 18 20 -20 22 -22 23 24 25 27 -27 28 29 -1
right_child=1 -3 3 -5 -6 11 -8 8 9 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0078446047912112734 0.0097885326061644667 0.0055197208265641041 -0.059970663710149544 -0.10256883454100164 0.025798827530387824 0.071667187060670851 -0.11009876914356904 0.055181690549447562 -0.10358611833038965 0.013565813580601369 -0.097140442983669181 0.0033048751736993827 0.085979232474537676 0.046207657087335839 -0.067617610879340498 -0.00083620676642087266 -0.047148320438378091 0.051184516088301747 0.052827990784709608 -0.023181534437836947 0.0035308246500338459 0.090922595531547856 -0.082977701343439403 -0.082672130246852868 -0.070578448944652275 -0.092940115706885706 0.016915176551298511 0.071453321828826813 0.0078727165895848047 -0.095551463069064299
leaf_weight=13.212722732703686 2.3070359472585555 17.737383119685546 0.73706388377831877 0.99134421930648375 1.3965807931963352 1.4284039596095675 0.87610446102917272 0.85870370967313636 1.3854636402702452 0.5141653229111397 1.205276390945073 2.1906185150146484 0.94959261907206372 0.64850273738557007 0.73722250776336284 3.6059680824746465 0.87252478808704736 1.0623321773018677 2.1490744046459436 1.0786106770392505 39.008368122566026 1.5079157445579756 0.67847722885198791 0.6709302868694057 0.69270656483422399 0.96624327843164681 0.93917800975032151 0.79472728073596854 18.707690377657862 0.60211726906709451
leaf_count=444 77 1365 102 63 23 72 24 16 53 27 42 18 19 24 48 85 634 49 45 22 512 39 50 17 59 279 37 10 350 28
internal_value=0.000507899 -0.00329266 -0.0111743 -0.0395617 -0.023897 -0.00165892 -0.01195 -0.00364851 -0.0199985 -0.0718771 -0.0506852 0.030287 0.0320048 -0.0102748 -0.00105343 0.00993788 0.00222937 0.00275432 0.00211921 0.0274275 0.00106899 0.00678333 -0.00514394 -0.00370055 -0.00222529 -0.000881021 -0.0387927 0.00128715 -0.00042744 -0.0116673
internal_weight=120.513 37.5694 19.832 4.97877 3.98742 14.8533 11.2343 10.3582 7.10152 1.89963 2.59084 3.61902 3.25663 1.38557 5.20189 4.46467 82.9436 82.0711 81.0088 3.22769 77.7811 40.5163 37.2648 36.5863 35.9154 35.2227 1.90542 33.3173 32.5225 13.8148
internal_count=4633 2058 693 254 191 439 349 325 229 80 168 90 96 126 149 101 2575 1941 1892 67 1825 551 1274 1224 1207 1148 316 832 822 472
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=6 0 0 15 5 20 0 6 6 12 23 23 5 10 6 22 10 18 22 17 2 20 22 23 22 3 2 5 22 22
split_gain=0.518356 0.847773 0.936614 1.54293 0.705615 1.10543 0.604131 0.843024 0.973164 0.862299 0.65207 0.959247 1.48208 1.76585 0.868886 0.78084 0.724407 0.696968 0.677291 0.833655 1.132 1.41939 1.07868 1.34052 0.913225 0.663519 0.619932 1.52551 1.01376 1.17478
threshold=14.845346859150002 95.746747857800017 93.047535894850014 29.326787846200002 18.331716563250001 36.654713368950006 86.538778761000017 16.375382608200002 16.285380505300001 121.79144674955002 0.08079500000000002 0.08919500000000001 21.252944829650001 62.678712853250012 16.245379570700006 -0.078549999999999995 67.031326566450005 13.845746551550002 -0.16164499999999998 201.39543491635001 229.44804549725004 39.354247760400007 -0.072755 0.10176000000000003 -0.0057149999999999996 86.821066864700015 100.92170827030002 21.252944829650001 -0.017745 -0.051199999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 9 -2 15 12 13 -12 17 -8 -17 -15 -13 22 21 -21 23 -20 -24 -19 -9 -28 29 -29
right_child=6 -3 3 -5 -6 -7 10 26 -10 -11 11 18 -14 14 -16 16 -18 25 19 20 -22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00013781459577806443 -0.0024720744485383726 0.00012607551088799127 0.00068428957715384992 -0.0016689978220414076 0.0011864996623185604 -0.0015497718495999606 0.0001609881140803098 0.00047566232976036855 -0.0019258289362374854 0.00073702325459915291 -0.0019979527972475357 0.0013785874668098671 0.00054941557814760502 0.00029007749331968639 0.0010324830210942573 0.0017386300687541869 0.00031639795624689682 -3.5948476475871185e-05 0.0006232033958732076 0.00067442613741075454 0.00074783668697911334 -0.0019954098650549006 0.0015844874594345133 -0.0011362158719322641 0.00030883988142403423 -0.0022528282049034715 -0.0024892891392215267 5.2521789885246174e-05 0.00077877455900865456 -0.0011826599224160231
leaf_weight=6.985985051229366 0.403173264065117 43.914875905389636 1.5907491358229875 4.2954445146897342 1.2973595926887354 1.8324305532296419 4.2759679972659796 14.212746365694327 1.7048793810536151 1.5974141752813009 2.6723761148750764 2.9116075495257965 6.8133213035762301 1.8593146298080681 1.8600140716880558 4.0320080798119289 2.0909334807656705 0.87615616852417622 5.1457479037344482 1.2069984003901475 2.4136920478194952 2.0934141054749489 5.2405790630728033 2.4612662494182587 3.6676519447937634 1.2736256290227173 0.93103951262310047 21.818160787574016 6.0467818913894034 3.4251946145668652
leaf_count=277 26 1964 13 295 46 141 54 265 46 60 43 40 48 15 24 100 28 16 39 16 22 46 49 21 29 33 13 582 219 63
internal_value=0.00012978 -1.47158e-05 -0.000401095 -0.000818667 -4.491e-05 -0.000511605 0.000215472 6.27124e-05 -0.000837317 9.0302e-05 0.000365964 0.000253496 -0.000132656 -0.000676728 -7.51354e-05 0.000803942 0.00125295 -0.000589013 0.000489338 0.000372864 -0.000272683 -0.00101902 0.000596217 5.39394e-05 0.00105928 -0.00134933 0.000134535 -1.59354e-05 5.76593e-05 -0.000115076
internal_weight=160.951 59.9168 16.002 9.01598 4.72054 3.42318 101.034 50.1394 3.70547 2.00059 50.8947 40.4958 15.3548 8.54149 5.86911 10.3989 6.12294 4.0091 25.141 22.2293 5.7141 3.30041 16.5152 7.60701 8.90823 2.14978 46.4339 32.2212 31.2901 25.2434
internal_count=4633 2736 772 495 200 154 1897 1274 132 86 623 441 179 131 88 182 128 64 262 222 84 62 138 60 78 49 1142 877 864 645
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=8 22 8 23 19 23 8 2 5 20 20 2 0 23 17 12 0 13 23 8 16 8 5 6 18 18 8 16 5 16
split_gain=0.100157 0.366877 0.44211 0.33079 0.283577 0.234097 0.153742 0.16414 0.33243 0.163641 0.549384 0.452489 0.582809 0.727199 0.572406 0.370486 0.293567 0.516509 0.285848 0.261405 0.194987 0.503906 0.17889 0.167129 0.510715 1.18077 0.7548 0.698076 0.557879 0.546883
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 0.094595000000000026 14.451165964200003 0.10249000000000003 8.7431769115000026 74.766480717350007 21.990725385850002 36.558960102350007 37.041406607950009 133.03767462420004 89.861713010250014 0.09721500000000001 197.26918533450001 179.47323713510005 90.189704902150012 109.58961877145002 0.4369650000000001 8.1436447804000007 20.079953044350003 7.7439566930000003 23.499898996300001 16.455384477450004 13.480563334700001 13.531614672700002 8.4434108459500017 22.654947022900004 22.127107789600004 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=6 2 4 -3 -2 -4 9 -8 -9 11 15 12 -1 16 22 -11 -14 -18 23 -15 21 -16 -13 24 26 -26 -12 -27 -28 -30
right_child=1 3 5 -5 -6 -7 7 8 -10 10 18 14 13 19 20 -17 17 -19 -20 -21 -22 -23 -24 -25 25 27 28 -29 29 -31
leaf_value=0.076431640196611153 -0.00031012618332793267 -0.091710652927522965 0.061122319954066064 0.012549759781416467 -0.066574231145802465 -0.011159918990328609 -0.0065231582139786276 0.066388968265711543 0.0080653691260595961 -0.086665920403611374 0.00083170563871823842 -0.09978047202156648 -0.029174873678396867 -4.586422462546432e-05 0.066373351119018653 -0.010045006582813043 0.0058454823284573541 0.089762593640699301 -0.060982678568860117 -0.1006545056687756 0.026821930968142654 -0.097536530097034321 0.010669964313550698 -0.0047561726454847467 -0.10933083525505635 -0.0017047456388104465 0.06159537338537896 0.048033953528555919 0.054855554438503887 -0.018219126479570198
leaf_weight=1.3788596833110194 1.3292169022897731 0.70085207597003207 1.0121373894216956 0.34374167697387747 0.77473188756266598 0.51101712125819165 1.6576832174323488 1.0941766700707378 2.2922813936602324 0.91713828999536307 9.8377046277310018 0.62281052137245785 0.49606543406844217 0.31875087051230355 0.23497291587477764 0.99948673827930179 1.195725990997744 1.0387819940224288 0.57277444272767652 0.50709160536644049 1.3832160048186777 0.35981845324567985 0.13527276026434265 29.893502925569919 0.75373771938029577 50.334546111781492 3.6712152250111094 2.2333976645022622 1.3198988670483234 1.884160886169411
leaf_count=135 34 42 50 24 35 19 12 23 37 51 320 132 3 32 89 38 87 16 23 17 11 23 47 737 23 2428 46 51 11 37
internal_value=0.000553733 -0.0119421 0.00115019 -0.057402 -0.0247104 0.0368717 0.00106077 0.0159226 0.0269099 0.000379817 -0.000538774 0.0126436 0.0283862 0.00975843 -0.0157524 -0.0467094 0.0314076 0.044857 0.000341733 -0.0618225 0.00889836 -0.0327838 -0.0800716 0.000693237 0.00301926 -0.00114279 0.016298 0.000408449 0.0384284 0.0118837
internal_weight=119.805 4.6717 3.6271 1.04459 2.10395 1.52315 115.133 5.04414 3.38646 110.089 102.418 7.67137 4.93528 3.55642 2.73609 1.91663 2.73057 2.23451 100.501 0.825842 1.97801 0.594791 0.758083 99.9282 70.0347 53.3217 16.713 52.5679 6.87527 3.20406
internal_count=4633 204 138 66 69 69 4429 72 60 4357 3765 592 290 155 302 89 106 103 3676 49 123 112 179 3653 2916 2502 414 2479 94 48
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=20 0 23 21 21 10 21 5 21 3 17 18 15 17 2 22 9 8 7 7 9 18 7 21 6 2 0 3 12 18
split_gain=0.0982488 0.296319 0.607966 0.49696 0.443432 0.680191 0.510379 0.505215 0.468347 0.583792 0.482166 0.471235 0.413969 0.412565 0.393224 0.470826 0.439027 0.358446 0.353806 0.671844 0.48011 0.419931 0.56351 0.327434 0.350472 0.302454 0.292818 0.234564 0.295719 0.264775
threshold=42.081757894750005 86.208098410950015 0.10487000000000003 1.1709819147500002 1.7791739561500002 66.439865777750015 2.3223121640500004 21.042547594650003 5.514213733400001 90.461239173300015 187.63270803470002 13.480563334700001 18.471549165800003 194.19264200700002 309.04644204820005 -0.08725999999999999 214.65309737590005 8.3434888241000014 22.598495330900004 22.532843451200005 194.57718764590001 13.141419083100002 22.276766275150006 3.3335862513000003 14.415336812050002 245.22092942750001 96.741477366050006 75.529542716850017 326.14630530935011 17.267778657600005
decision_type=2 2 2 2 2 2 2 2 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 -3 7 -6 9 12 25 -11 -8 17 -15 16 -16 -12 19 21 -20 22 -5 -14 -25 -10 -27 28 -1 -29
right_child=1 4 -4 18 6 -7 8 -9 10 11 13 -13 23 14 15 -17 -18 -19 20 -21 -22 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.095460566168622932 0.081875936267553573 -0.093993007213787089 -0.089750365968572637 -0.0074378728375639885 -0.050149589744861424 0.019902076557659128 -0.097582934114159192 0.098223393898015501 -0.063630813696143471 -0.015070847868467048 0.015126634670248907 -0.093547306426999335 0.061434238907121408 -0.0056375768074950995 -0.10283713253762508 0.077025739359499704 0.085985711155770569 0.060187380427775522 -0.10164749680966713 0.087601890111705633 -0.016170132443185603 0.056701535491015233 -0.10171339261020676 0.016700402984137754 -0.078941881300942443 0.07720399921010454 -0.055004772276419388 0.0021782472786671474 0.035277581111833753 0.046945724385642922
leaf_weight=0.46417968251011998 0.48988149531942138 1.0400588575284953 0.95314564838190552 2.4935532607451032 0.26244749830402969 0.84299429418751959 0.31059093581825736 0.91164480522274971 1.2483425469035889 1.3762079628068025 4.2673440259532098 1.342024478362873 0.97059232852188904 9.1450181953478005 0.30225495340710029 1.1560252761119034 0.17131267266813666 2.4777391287498176 0.85290775046451051 0.66259499889565621 1.8472377863072322 0.60734451736789186 0.72717247731634405 1.43685650046973 0.44575977884232987 0.33068104338599358 0.27039172000695544 80.057572694451665 0.22962968881120105 1.1905903180595476
leaf_count=503 16 28 54 339 30 55 186 59 218 14 124 30 40 284 68 32 14 37 52 10 78 21 27 67 70 35 70 1910 101 61
internal_value=0.000549462 -0.00348507 -0.0187668 -0.00995802 0.00117576 -0.0430051 0.00432407 0.0650572 0.00150018 -0.0217879 0.00857234 -0.0538156 0.00572925 0.0134029 0.00196159 0.0446069 -0.0345306 0.0316793 -0.0162143 -6.22864e-06 -0.0431703 -0.0151702 -0.0287233 0.0169755 -0.00594547 -0.037188 0.0177301 0.00236836 -0.0521902 0.00283426
internal_weight=118.884 36.9421 8.63384 7.68069 28.3083 1.88305 26.4252 1.17409 25.2511 5.88203 19.3691 2.71823 3.1638 17.5197 10.7746 1.62959 0.473568 6.74508 7.19081 4.49067 2.70015 3.82807 3.22073 2.85321 1.88262 1.84942 0.601073 81.942 0.693809 81.2482
internal_count=4633 2058 597 543 1461 83 1378 89 1289 407 882 44 363 559 398 114 82 161 527 397 130 387 366 177 137 323 105 2575 604 1971
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=20 20 22 15 21 9 13 7 19 22 23 18 17 22 20 15 17 18 15 22 0 9 4 15 16 22 8 22 16 13
split_gain=0.105601 0.150558 0.61095 0.174352 0.325701 0.166479 0.125264 0.244356 0.165456 0.254844 0.158169 0.176679 0.218501 0.131113 0.170249 0.142212 0.558291 0.988721 0.501446 0.49251 0.445166 0.621119 0.414062 0.361563 0.309969 0.27845 0.406282 0.216707 0.497304 0.643742
threshold=31.914316944300001 34.515670600900002 0.23643500000000003 31.028113015250003 0.54612131245000006 201.40496258350001 117.97223122220002 22.773029501100002 14.651182102100002 -0.064729999999999996 0.10336500000000003 12.252111811850002 162.43086425485004 0.63131000000000015 43.521589032450009 41.29990759910001 204.04920942250001 13.900697602550002 40.957632625650007 -0.094409999999999994 86.162394622750014 201.65416293750005 295.39139496705008 40.856592954650004 22.594947163200004 -0.0057149999999999996 8.3434888241000014 -0.10040499999999999 22.634947069650003 117.55283175385001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 10 13 -10 11 12 -8 15 -15 18 17 19 23 24 22 -22 -21 27 -17 26 -24 28 29 -3
right_child=1 6 -4 -5 -6 -7 7 -9 9 -11 -12 -13 -14 14 -16 16 -18 -19 -20 20 21 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.047734153157173907 -0.010623767415348472 0.0060199019648674518 -0.099630803670438958 0.077216861389764302 -0.090890604141365766 0.078127895224248428 0.037117257249455651 -0.090947220026938821 0.0014463312821243702 0.051760078795942674 -0.052656173534573879 0.050673074806196094 -0.06401151437026073 0.064058335238130509 -0.018252391325935712 -0.01001787193004095 0.056475988817528328 -0.080508301233096352 -0.050774861941095963 0.012703499589847607 0.06195297779691783 -0.0029664088000237914 -0.0021093418458765405 0.070978297583945901 -0.0770157964697918 0.0002756138114349981 -0.10127673242398942 -0.0041013133161567853 -0.040888018760835518 0.083992345145905853
leaf_weight=0.34361430575552177 0.25390571686693764 22.210188544246193 0.25490118790548866 0.71962744556367397 0.16481154663051711 0.43392287978167587 0.28898867411771678 0.3234590112697332 2.0909300429048021 1.2012887056916941 0.42976748361252237 0.46279198443517089 0.36825345311081037 0.53066489187767629 0.29705065878806636 2.0382987032062441 1.5490162358619262 1.0377118498436164 1.5558566584950302 8.4585096550290491 2.7365634599700561 1.8871693694964049 0.5729507637297504 0.52698365040123363 0.70414749375777308 1.3787675332278002 0.69037718488834798 61.873146832522032 1.6322676464915264 0.83254721388220687
leaf_count=222 63 1625 13 21 32 17 22 33 29 28 19 23 41 42 22 23 58 42 35 120 30 23 11 6 70 17 45 1859 27 15
internal_value=0.000456467 0.000597389 0.0253921 0.0456612 0.0190282 0.045366 0.000205749 -0.0221232 0.000573291 0.0198052 -0.00775894 0.00946855 -0.0195453 3.62455e-07 0.0345187 -0.000260124 0.00617156 0.00217646 -0.00178791 0.0068228 0.0127602 0.0354562 0.00330658 -0.000912616 -0.0272202 -0.0267771 -0.0563018 -0.00135035 0.00554774 0.00883709
internal_weight=117.848 117.505 1.82717 1.57227 0.85264 0.687829 115.678 1.87326 113.804 3.29222 1.5498 1.12003 0.657242 110.512 0.827716 109.685 21.0535 19.5045 88.631 18.4668 15.7243 4.62373 11.1006 87.0751 2.74245 2.6421 1.26333 86.5482 24.675 23.0427
internal_count=4633 4411 146 133 112 80 4265 138 4127 57 105 86 63 4070 64 4006 439 381 3567 339 246 53 193 3532 93 73 56 3526 1667 1640
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=15 2 10 19 22 6 17 16 7 22 5 23 5 12 9 7 9 2 5 23 17 2 18 10 0 23 23 9 15 22
split_gain=0.0936504 0.315337 0.195875 0.158705 0.278001 0.211243 0.150716 0.819134 0.752989 1.56936 0.601853 0.431461 0.432553 0.525484 0.421062 0.36271 0.364554 0.377608 0.314858 0.346862 0.283748 0.247002 0.336969 0.244531 0.539386 0.201625 0.702439 0.629284 1.28731 0.560354
threshold=46.723315192750007 247.02271001585004 61.546871980350012 14.651182102100002 -0.098419999999999994 16.485385178400005 201.39543491635001 22.644947046300004 24.775165158000004 -0.094409999999999994 20.315138807500002 0.094595000000000026 21.757682542950004 337.27321795065006 209.03603029655002 25.221560561650005 206.57490536735003 225.22936691895003 20.743195000100005 0.08846500000000003 201.00900942685004 325.13486840910008 14.122113655700002 71.397382570300024 96.082805124100005 0.096480000000000024 0.10249000000000003 192.57902085675002 37.882159664350006 -0.016014999999999998
decision_type=2 2 2 2 2 2 2 2 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 20 8 9 10 -8 12 13 23 15 -13 17 -17 19 -11 21 25 -23 -10 -25 29 27 -27 -29 -1
right_child=1 -3 -4 4 5 -7 7 -9 11 18 -12 14 -14 -15 -16 16 -18 -19 -20 -21 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.0029227861031562064 0.024528195633123584 -0.00037639054091548893 -0.092453114340795145 -0.018598709333397162 0.067627824483660406 0.0087512025602198371 -0.038462371807865277 0.077924817396565482 0.040752654627607771 -0.097057821626012744 0.052912794872582825 -0.10276270108535207 0.063143928832712928 -0.071070697738263022 -0.08808220714815633 -0.090985173199629496 0.087648512144607144 0.078813012686216877 -0.11148828936206946 -0.006231657202714065 0.063884363856497733 -0.097866960951628765 0.0016824160117610352 -0.094479136408492648 0.0059427756839980127 -0.0033248668853087813 -0.00045264681238358371 0.005944397609509695 0.091230045141306865 -0.020033061264187621
leaf_weight=47.451150051944069 0.14263721014140118 2.6495982132328209 0.54063742661674041 0.92250503692775998 1.0481114294379938 0.88725931249791745 0.97980424080742556 0.86509274318814178 1.4151575490250206 0.67125657774159397 1.3535438452963715 0.22551390586886444 0.96947382995858866 0.73860650822280227 0.8040943232263088 0.28824686598227345 0.38442250683146995 0.16092353207329779 1.5105576221831141 0.65508927591145039 0.57800536637660016 0.46422046237785142 0.63464697450581298 0.44310162425972421 8.7464056719554701 3.0231064551389881 22.797359966476733 2.9014656268627732 2.6886243517510593 10.183880321824061
leaf_count=1975 6 89 83 14 16 40 46 32 31 51 23 10 29 132 86 58 9 26 42 29 30 72 114 26 398 68 373 90 27 608
internal_value=0.000424896 -0.0142466 -0.0680326 0.000854615 0.0215155 0.0406362 0.000322348 -0.00661203 -0.0103922 -0.0394001 0.0145431 0.000187537 0.00621377 0.00134813 -0.0396361 -0.00285493 0.0241734 -0.0301519 -0.0837683 -0.0521983 0.0018672 0.00146955 -0.0403726 0.00639205 0.00110061 0.0019859 0.00770952 0.0293131 0.0469636 -0.00113342
internal_weight=117.124 3.33287 0.683275 113.792 2.85788 1.93537 110.934 20.2113 19.3462 5.17025 2.33335 14.1759 12.3127 11.3433 1.8632 1.05911 0.833593 0.44917 2.8369 1.32635 90.7225 90.1445 1.09887 10.6047 9.18951 89.0456 31.4106 8.6132 5.59009 57.635
internal_count=4633 178 89 4455 70 56 4385 1028 996 191 69 805 616 587 189 103 93 84 122 80 3357 3327 186 455 424 3141 558 185 117 2583
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=13 0 15 3 7 22 15 21 15 22 18 13 17 22 13 6 16 3 17 22 3 19 16 9 20 20 12 23 20 2
split_gain=0.385871 1.07296 0.844373 0.875668 1.25777 0.881262 0.860096 1.29981 1.11471 0.912167 0.794271 0.759048 0.707744 0.652803 0.609564 0.956167 0.592526 0.591266 0.583829 0.546734 0.526599 0.528168 0.529064 0.632999 0.521162 0.498327 0.703335 0.630972 0.49348 0.763393
threshold=112.67059178900001 90.321439350550008 36.548474543700003 87.399085362750014 20.797746106000002 -0.060989999999999996 28.579157549250002 0.87557407920000008 28.298162031900002 -0.074029999999999999 15.365045726500002 113.89115178020002 190.4716172434 0.20852500000000004 109.43099974175001 14.355335410100002 12.604970524100002 88.813214339350012 179.33099108465004 0.13747000000000004 79.47351079420001 11.950964240300001 17.684958644900004 184.83999455315004 33.672706184800013 45.458122212500008 191.62027512645003 0.089505000000000015 42.206017975500011 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=2 11 3 5 -5 6 8 -8 9 14 18 -2 -4 19 15 20 -7 -3 -9 28 21 -1 23 -23 -6 26 -22 -27 -13 -30
right_child=1 17 12 4 24 16 7 10 -10 -11 -12 13 -14 -15 -16 -17 -18 -19 -20 -21 25 22 -24 -25 -26 27 -28 -29 29 -31
leaf_value=7.0615478340306777e-05 -0.0013985672900021955 0.00015945528659689771 0.0015522555629313292 0.00031013016520973726 0.0016296433994816408 -0.00091593630721318892 0.00058196192391062854 0.00064173500108420211 0.001856411831551646 -0.0022142653216094097 -0.00015116854624539335 0.00028061844240321601 -0.0020307314670976518 0.0014388536865449853 0.0019934549073815791 -0.0015800151010109465 0.00041112724065251789 0.00149324933166006 -0.0020888964945920798 -0.00080195959679447537 0.00014096602391322068 0.00023176008962023006 0.0018151855478590506 -0.0020276082962203306 -0.001829559423617277 -0.0017484308740086292 0.0012795307947303743 0.001128569066720141 0.00048392553312851362 -0.00025358713669683142
leaf_weight=4.5249143064156838 1.1488292657450063 1.8730947915464629 0.24456738750450213 2.3466566474817219 0.17180423019453916 1.3027850706475934 1.9859362530150964 0.32149314135313067 1.2058017247472879 0.69282834532350435 1.5794586249976417 54.64426760088827 1.2199313554447142 1.4827404784155067 0.56762911379337211 1.3603456231649023 27.239565295545617 3.5672055054455996 2.8937499944295269 2.1622694367542854 5.8039423333830182 0.66023132213740687 0.2166008359636179 1.497755444186623 2.5465631772240158 0.82165557304688153 3.0631092872936279 0.42866966431029141 7.2531616154883549 18.201648635309539
leaf_count=676 61 32 11 196 11 377 34 7 11 49 50 790 87 37 6 70 469 44 211 44 102 85 7 141 225 135 61 11 153 440
internal_value=0.000126001 0.00020642 1.01315e-05 4.46327e-05 -0.000720893 0.000113667 -0.000131095 -0.00072581 6.23728e-05 -4.77856e-05 -0.00126748 0.000153383 -0.00143238 0.000174673 3.14442e-05 -2.91576e-05 0.000350555 0.00103402 -0.00181586 0.000151887 9.48194e-05 -0.000314682 -0.00104889 -0.00133636 -0.00161093 0.000374077 0.000534281 -0.000762061 0.000177636 -4.34383e-05
internal_weight=153.029 90.3332 62.696 61.2315 5.06502 56.1665 27.6241 6.78064 20.8435 19.6377 4.7947 84.8929 1.4645 83.7441 18.9449 18.3772 28.5424 5.4403 3.21524 82.2613 17.0169 6.8995 2.37459 2.15799 2.71837 10.1174 8.86705 1.25033 80.0991 25.4548
internal_count=4633 1601 3032 2934 432 2502 1656 302 1354 1343 268 1525 98 1464 1294 1288 846 76 218 1427 1218 909 233 226 236 309 163 146 1383 593
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=16 16 7 23 19 23 22 6 21 22 9 13 18 7 4 17 2 2 23 18 16 22 6 2 16 15 16 12 16 22
split_gain=0.342458 0.561481 0.609309 0.483731 0.393744 0.379789 0.314676 0.349794 0.379954 0.382482 0.299432 0.563417 0.541672 0.513326 1.22645 0.978563 0.697603 0.950839 0.693388 0.660678 1.20214 0.873624 0.993474 0.868817 0.852244 0.92698 1.37935 1.09834 0.794466 1.23897
threshold=11.949972055800002 9.7049773055000017 25.764895874800001 -0.222165 9.4507625164000029 -0.22831499999999999 0.70681500000000008 4.9151148409000003 20.581461612800002 0.63131000000000015 186.70853236170004 98.050756475600011 19.345059715200005 23.109894804950002 228.08113677860004 189.44392401325004 181.47666917450002 199.01127796720002 0.10336500000000003 13.900697602550002 22.454947490600002 -0.08158 16.355382140900002 165.32923687280001 22.624947093000003 28.579157549250002 18.684956306450005 103.28033049195001 20.719951547750004 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -3 7 8 9 -2 -9 12 -12 14 18 -16 -17 -18 -13 20 23 22 -22 -15 25 -21 -27 -28 -29 -30
right_child=6 3 4 -5 -6 -7 -8 10 -10 -11 11 13 -14 19 15 16 17 -19 -20 24 21 -23 -24 -25 -26 26 27 28 29 -31
leaf_value=-0.0015860899526680774 -0.0019946743270721351 -0.0010735730175418447 -0.0019719854247140494 -0.0020166736958165238 0.0011039598756724218 0.0016809806761714301 0.0012024943005846699 0.00035427265140359191 0.0012673834771112439 0.0020341923458450234 -0.00205903566426382 0.00038582399931203393 0.0016189722068637529 0.0017672343278149979 -9.8228539085904628e-05 -0.0024566356427857044 0.00021708662754929697 -0.002249906278536753 -0.00049728862535650088 0.00022893494342796382 -0.0012025562324150408 0.00054989870604679151 0.00012963857238773192 -0.00013639760304683135 0.0010525854300307358 -0.0014920673477017274 -0.0018131621422264388 0.00028624719908443264 0.00018112174497468802 -0.0014559507732207616
leaf_weight=0.54096677276902427 0.79435477099468588 0.51565655265585519 0.17798642114848906 1.1447930026388347 1.5831666408139424 0.30702170077711333 1.0638975725742046 21.506036341459549 0.23466026701498777 0.10225745290517807 0.81137819855939486 13.474902984977239 0.18999561597593129 3.6621052762493482 4.3491316325089411 1.5769838765263555 1.4721053132088857 1.014685320027638 4.5801139600225715 29.32855421223212 2.5534516028128591 17.706036043236963 13.695564436027778 1.2318242229521272 3.0773167130537322 3.1752046516630825 1.3649001894518757 13.386083789868282 4.1544236186891794 3.1064197830855838
leaf_count=114 315 59 284 341 194 7 42 1038 16 1 110 192 6 95 83 33 19 46 71 534 24 140 122 12 67 266 48 195 62 97
internal_value=0.000124129 -0.000423326 0.000234021 -0.00119248 0.000793097 -4.55797e-05 0.000139964 0.00013225 -0.000953849 -0.00153519 0.0001407 0.000103632 -0.00136119 0.000115566 -0.000126317 -0.000744648 -0.00143646 -0.000789521 0.0001618 0.00018195 0.000379549 0.000248603 -7.97092e-05 0.00128808 4.86598e-05 -8.01023e-06 -0.000283916 -0.000109641 2.97338e-06 -0.00051927
internal_weight=151.882 4.26959 2.30212 1.96747 1.76115 0.822678 147.612 146.548 1.13127 0.896612 145.417 123.911 1.00137 122.91 26.4679 8.41291 4.06377 2.48679 18.055 96.4419 38.849 33.9551 16.249 4.89393 57.5929 54.5156 25.187 22.0118 20.6469 7.26084
internal_count=4633 999 592 407 478 66 3634 3592 332 316 3260 2222 116 2106 444 181 98 65 263 1662 393 286 146 107 1269 1202 668 402 354 159
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=16 16 7 10 23 2 22 8 7 21 22 3 23 19 3 18 21 18 16 22 7 23 2 21 19 17 20 20 21 17
split_gain=0.427964 0.549115 0.608106 0.521852 0.467385 0.392229 0.318103 0.833888 0.724503 0.749498 0.664029 1.07847 0.657079 0.638429 0.674745 0.80882 1.40247 0.76721 0.947927 0.659372 0.652446 0.806521 0.779808 0.600267 0.649798 0.582447 0.605841 0.575668 0.948385 0.574734
threshold=11.949972055800002 9.7049773055000017 25.764895874800001 90.937096262400004 -0.222165 292.59177727695004 -0.079369999999999996 8.9430209551500024 26.093307009050005 20.581461612800002 -0.083330000000000001 92.738363209800013 -0.25587999999999994 14.351157895250003 93.292185584700022 13.154691941050002 14.849677877150002 13.845746551550002 22.614947116400003 -0.040509999999999997 23.276000438150003 0.12001500000000002 285.01633004880006 18.476280862950002 12.851036860900001 187.32964365115004 41.319407281650008 40.806664626150003 5.4279412736500001 208.00356650210003
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 10 -10 12 -12 -2 20 17 -16 27 19 29 -15 21 25 -22 -14 -25 26 -8 -17 -29 -19
right_child=6 4 3 -5 -6 -7 7 -9 9 -11 11 -13 23 14 15 16 -18 18 -20 -21 22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.001629501247122454 -0.00089798349209504916 -0.0013139928668088633 0.001298848566663049 -0.0010213420988849223 -0.0020150360685374214 0.0013259412375506334 0.00038991781033341283 -0.0010684441008787561 -0.0010640741295874321 0.001932884743563964 -0.0014480596708960492 0.00012885978197567681 0.00024520359342024284 0.001931708257066118 0.00069972833572195148 0.0009403411421450836 -0.0023999761885238474 -0.0022500958388698544 0.0010170806266958669 0.00079084748536417172 0.00032921616701995387 -0.0024773278116988905 -0.00095761726541473892 0.00048899701958345944 -0.00224933127541897 -0.0010406150514141619 -0.0012253539671867699 -0.0024790339163349088 0.00045168952023469031 3.5901927781135061e-05
leaf_weight=0.56129850466822917 2.1091949563124208 0.47834881387825623 1.4200300331067408 0.505328059378371 1.1710436142157048 0.39509798353537917 5.6003310726955498 1.7987817232497025 3.3506303612084589 0.35479758388828475 2.641495897085405 4.5218078385805711 58.831305604544468 2.9946430753916493 5.3962801545858365 1.8312597051262858 1.058092202991247 0.73917903564870291 2.1071192100644112 5.5712373498827246 38.02004680009486 0.61455300083616826 1.901046221370051 0.58421350526623317 0.77533924335148185 2.1533631027850788 1.0620441765495341 0.66695866850204755 1.1678444126737302 0.98802936705760658
leaf_count=114 150 59 80 398 341 7 91 96 287 12 80 64 1476 81 51 18 17 25 30 44 626 10 82 30 35 77 168 16 41 27
internal_value=0.000140932 -0.000452581 0.00016635 0.000689893 -0.00120537 -0.000119836 0.000159246 0.000250197 6.7671e-05 -0.000777113 0.000112735 -0.000452635 0.000177742 0.0002832 0.000556768 0.000181082 -0.000411353 0.000863383 0.000134407 0.00118969 0.000158361 -0.000305503 0.000267937 0.000215437 -0.00107264 -0.000154103 0.000132429 0.000162599 -0.000613641 -0.000942418
internal_weight=151.371 4.53115 2.48666 1.92536 2.04449 0.873447 146.84 73.6708 73.1688 3.70543 69.4634 7.1633 62.3001 71.872 22.5206 10.1204 4.72415 12.4002 3.83433 8.56588 49.3514 9.43029 39.9211 60.1909 1.35955 8.81574 6.66238 3.66606 1.8348 1.72721
internal_count=4633 999 592 478 407 66 3634 1500 2134 299 1835 144 1691 1404 350 143 92 207 82 125 1054 346 708 1541 65 336 259 75 57 52
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=7 23 23 13 23 21 22 6 15 9 21 9 20 7 20 16 7 17 5 17 6 16 7 2 7 4 18 23 18 16
split_gain=0.42059 0.534583 0.692064 0.505798 0.49497 0.480435 0.67315 0.478041 0.40977 0.403546 0.484608 0.687117 0.38403 1.04822 0.379419 1.04875 0.933904 0.630332 0.689854 0.581837 0.498146 0.366635 0.429786 0.399707 0.365376 1.308 1.06295 0.946856 0.584846 1.20978
threshold=22.093462376800005 -0.17949499999999999 -0.25587999999999994 95.937628385050019 0.079745000000000024 6.5280300271500007 -0.074029999999999999 16.890394641350003 35.645792850250011 186.70853236170004 16.027392061700002 199.89081775665002 44.131787411600008 22.703933514050004 41.835830569250014 22.554947256700004 22.958251375150002 186.34046889365004 22.887221773600004 204.45912381470004 5.1951213832000009 18.714956236300004 21.115414688150004 154.46567853970001 23.109894804950002 203.05109110260003 13.317304170000002 0.098950000000000024 13.829007611650001 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 4 -2 6 21 -7 -8 14 12 -12 24 -14 16 20 -5 -17 -19 -18 -16 23 -23 -3 25 -11 27 -27 29 -26
right_child=3 5 -4 9 -6 7 8 -9 -10 10 11 -13 13 -15 15 17 19 18 -20 -21 -22 22 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.00069580011088391067 -6.4262079529513674e-05 -0.0020599820116066693 0.0010200407590985532 0.0011893111574029622 -0.0015632527275855274 -0.0016920301743410546 -0.0022555076537887114 0.00040614382335157337 -0.00021361509682626405 0.00042608337004837552 -0.001982236913251831 0.00030437442142756759 0.0017413189633768966 -0.0019076529310778369 -0.0010762273982100675 0.00044532544933801222 -0.0020160136820864911 -0.0021817031865808945 0.00023126293915003479 0.00048669098866187401 0.0015811981156874347 0.0015475498633175972 -6.4265882414757501e-06 0.00063776159475669044 0.0015990539352901943 -0.00088123886523787821 -0.0016571858097387182 0.00045452114404057568 0.00014754813384927956 0.0003451876215808442
leaf_weight=1.4260284340707587 3.0997109298541536 0.46774950154213035 2.4676560027291998 5.8198012548382376 1.1653078638137229 1.875066860477091 0.78103759274381246 0.53706325911480224 0.73200223292224109 11.960884640458973 0.95595787838101332 1.0716387109132481 0.43240060308016737 1.0088264300720764 0.31606300611747462 1.4575669728219511 0.61433203844353534 1.1959792478010056 0.73576814238913346 0.85308298455493059 1.9107505110441705 1.1514646436553451 1.6864358908496795 0.38491514895576984 3.2946192305535069 3.8925612952443753 2.433672127663157 4.2875796795706265 61.836137244245037 28.994743162300438
leaf_count=196 571 212 113 75 567 162 96 60 20 140 22 32 5 91 114 7 42 30 22 19 34 37 33 39 97 93 47 49 1358 250
internal_value=0.000160676 -0.00019937 0.000391629 0.000190849 -0.000473823 -0.000501529 -0.000166224 -0.00122487 -0.00126765 0.000212152 0.000176769 -0.000773702 0.000193082 -0.000812879 0.000541669 0.000158667 0.000836841 -0.000528138 -0.00126265 -0.000561064 0.00120402 0.000285333 0.000624092 -0.00084215 0.000205505 -1.85249e-05 -0.000519561 -0.000181107 0.000259236 0.000473125
internal_weight=148.847 11.5094 3.89368 137.337 4.26502 7.61574 5.20361 2.41213 1.51304 133.072 120.169 2.0276 118.141 1.44123 12.9033 5.61613 7.28722 3.38931 1.93175 1.46742 2.22681 3.69057 2.8379 0.852665 116.7 22.5747 10.6138 8.18014 94.1255 32.2894
internal_count=4633 968 309 3665 1138 659 437 222 116 2527 2184 54 2130 96 343 207 136 59 52 61 148 321 70 251 2034 329 189 142 1705 347
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=6 6 10 19 3 2 17 20 20 3 3 21 9 22 7 10 6 3 21 23 10 0 17 20 3 20 5 6 14 8
split_gain=0.348438 0.839914 0.597773 0.570157 1.01034 0.850454 0.585382 0.552733 0.550326 0.51409 1.53349 1.40025 0.759951 0.849489 0.743875 1.20981 0.694337 0.593756 0.6008 0.565398 0.488954 1.85563 1.62076 2.08677 0.667379 0.678256 1.07921 1.2587 0.896033 0.775146
threshold=13.665319288000001 13.775321858200002 78.196493182200015 13.051052998800001 83.613736315050019 186.79363985910004 214.22447330960003 42.320906304050006 45.921757303800007 85.589753040950015 83.613736315050019 1.0221947271500003 206.50942114985003 -0.076544999999999988 24.314922763450003 71.053259929650025 14.785345457250001 85.850533479600017 8.3507597823000008 0.085715000000000027 66.859265246100009 90.321439350550008 191.40027208745002 37.817254840650008 89.732667019950014 38.474425342400004 21.482549112100006 15.785368822600002 151.17331664065003 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 7 3 4 -1 -5 -7 -2 -6 10 12 16 -3 19 15 -13 -12 18 -11 -14 21 24 -22 -24 -19 26 -26 -28 -27 -30
right_child=1 9 -4 5 8 6 -8 -9 -10 17 11 14 13 -15 -16 -17 -18 20 -20 -21 22 -23 23 -25 25 28 27 -29 29 -31
leaf_value=-0.0016536838654725558 0.0017052259777393321 0.00055395426511500412 0.00018234862485740121 0.00037385424738857514 0.00071729536197287004 -0.0021323586210584096 0.00035591929715335385 0.00031386369346177417 -0.0019972420201805961 0.00022501117465135805 -0.00083064537412120404 0.0013051935803941002 -0.00016397074544344603 0.00031969706759698305 -0.0020938960583366728 -0.0020573841635785615 0.001107018646384357 -0.00101070777333167 0.0020012407632142939 -0.0021392703647859219 0.0011429243385683843 0.0013955825112840678 0.00053572750250927904 -0.0018303313969809079 0.0017542586322815176 -0.0013953808483156106 -0.0016199821575283305 0.00070104183174335595 0.00020223045314798118 -0.00072552468126662814
leaf_weight=2.8800338442088123 2.242159620858728 10.14045815379359 15.824490885163867 4.8995024069154169 1.5064724474796092 1.0494382932665756 0.55612436565570522 2.1506600305438042 0.35475282106199291 1.5196128927636885 1.2936821093608153 0.7871153065934775 0.99343070748727713 2.9998703189194202 2.976983746048063 0.86174293980002403 1.5786060430109499 1.8335522119887162 1.4128186916932461 1.2684940143954007 2.2380876808165322 4.9375405909959218 2.5033446606248617 3.3522029363084584 2.6362339463958033 1.4572659410187032 1.1262755314819513 4.4378903385077138 71.113241550599923 3.6395978247746816
leaf_count=213 42 70 1491 104 93 52 27 16 76 26 30 8 16 33 230 61 12 28 16 52 40 58 29 88 37 45 36 217 1275 112
internal_value=0.000139027 0.000181318 -6.3285e-05 -0.000408911 -0.000926042 -3.19972e-05 -0.00127049 0.00102404 0.0001999 0.000151729 -0.00011381 -0.000841028 0.000240215 -0.000364419 -0.00150872 -0.000452191 0.000234292 0.000211224 0.00108078 -0.00127172 0.000185539 0.000226537 -0.000276336 -0.000818802 0.000159608 0.00018503 0.000720847 0.00023123 0.000127374 0.00015706
internal_weight=156.572 129.501 27.0708 11.2463 4.74126 6.50507 1.60556 4.39282 1.86123 125.108 22.9004 7.49813 15.4023 5.2618 4.62584 1.64886 2.87229 102.208 2.93243 2.26192 99.2752 91.1816 8.09364 5.85555 86.2441 84.4105 8.2004 5.56417 76.2101 74.7528
internal_count=4633 2577 2056 565 382 183 79 58 169 2519 512 341 171 101 299 69 42 2007 42 68 1965 1808 157 117 1750 1722 290 253 1432 1387
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=13 0 16 20 15 13 13 20 9 0 15 9 0 17 16 23 21 2 23 13 16 3 5 23 16 3 6 23 23 9
split_gain=0.503296 1.29965 0.883613 1.85783 0.95458 0.857335 0.824863 0.768936 0.758554 0.718569 1.03332 0.67192 0.642238 1.02809 1.01485 0.931543 0.856398 0.738748 0.749802 0.696324 0.595942 0.595554 0.592953 0.828226 0.584528 0.581723 1.05781 0.629466 0.833599 0.675062
threshold=112.67059178900001 90.321439350550008 18.974955628300005 38.324118171300007 36.136500007950012 109.40142670235001 113.98793627290001 42.206017975500011 188.55070358395002 95.44832900530001 29.171703351550004 186.70853236170004 86.208098410950015 197.70480304825003 22.584947186600004 0.10487000000000003 2.0523604381000005 100.00310400885002 0.10214000000000002 116.60111757565001 22.574947209950004 88.813214339350012 18.160071980500003 -0.089139999999999997 16.759960807900004 92.367355987800025 16.355382140900002 0.081235000000000016 0.087475000000000011 195.34352961910002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 4 -4 5 9 8 25 -2 10 22 -5 15 20 -15 16 -9 -18 19 -19 -14 -3 23 -1 -24 27 -27 -8 -29 -30
right_child=1 21 3 11 -6 -7 7 12 -10 -11 -12 -13 13 14 -16 -17 17 18 -20 -21 -22 -23 24 -25 -26 26 -28 28 29 -31
leaf_value=0.0011775569270920073 0.00073919502080798912 0.00027647709676054512 8.0238821078759847e-05 6.2333068621613804e-05 -0.0021280835089752307 0.0010164947699324287 0.001809263875009387 0.0014589475366824005 -0.0016266730399735335 0.00017731705224238671 -0.0020363534629108727 -0.0021423578733186714 0.0012227004480440903 -0.0017820090330729998 8.4534323319698882e-05 -0.0021573494250622326 0.00011435165319065215 -8.0312926530717861e-06 0.0011876952610531219 -0.0019394420846816118 0.0002029589418042416 0.0016220837699897918 -0.00023432256661119042 -0.0020723986953026306 0.0014384365852118601 -0.0013228702516943666 0.00031212426939182205 -0.00059870309779964275 0.0019059447143073439 0.00050487248765210366
leaf_weight=0.4185998678440227 0.7421745768951945 1.9188234191387881 6.8018474469427002 0.66298471158370409 0.71370067342650045 4.0919097150617736 1.833430410362779 1.0240064593963349 1.748643673956394 41.179826376684105 1.3696198145917149 2.6793179721571505 3.5936660245060903 1.6135121867991973 3.6608595345169306 1.078957556921522 4.3829509910719917 1.0129784351738642 0.50179783243220288 2.4617206581460778 5.6951908264309168 3.7088318038731813 2.5137952833611057 1.0774804023094464 1.1802355714607982 1.5769344605505455 43.174036703698221 1.9140466600656489 1.7753939609974621 5.1790380589663982
leaf_count=27 65 32 98 18 79 107 44 23 28 1974 160 92 82 33 49 50 71 76 8 177 32 44 306 152 19 24 660 17 27 59
internal_value=0.000156287 0.00025142 2.18394e-05 -0.000507974 0.000124123 0.000155135 0.00018957 0.000223965 -0.000921729 8.1305e-05 -0.000521427 -0.00170503 -6.13369e-05 0.000204903 -0.00048647 -0.000431931 -0.000233533 -0.000440857 -0.00105282 -0.00137638 0.000597476 0.00116328 -0.000121652 -0.00116307 0.000300121 0.00035272 0.00025451 0.000763394 0.000547175 0.000862552
internal_weight=151.286 88.597 62.6893 10.1442 52.5452 51.8315 82.9693 80.4785 2.49082 47.7396 6.55973 3.3423 25.0256 14.5632 5.27437 10.4624 9.38345 8.35945 3.9765 3.4747 9.28886 5.62766 5.19011 1.49608 3.69403 55.4529 44.751 10.7019 8.86848 6.95443
internal_count=4633 1601 3032 208 2824 2745 1525 1432 93 2638 664 110 601 196 82 405 355 332 261 253 114 76 504 179 325 831 684 147 103 86
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=16 2 9 23 19 22 6 6 18 13 10 9 15 16 7 19 3 15 17 17 17 18 0 17 10 2 16 18 13 16
split_gain=0.475125 0.678918 0.791549 0.73801 0.403359 0.346631 0.360827 0.644499 0.617881 0.321993 0.686572 0.543396 0.429301 0.457976 0.550768 0.393623 0.723762 1.01146 0.722767 0.469296 0.696837 0.575193 0.38244 0.367414 0.321816 1.11234 0.452105 1.921 0.720296 0.603932
threshold=11.949972055800002 285.01633004880006 211.71843659965 0.075320000000000012 10.550851274900003 0.70681500000000008 4.9151148409000003 2.7350639043000005 16.222567477200005 94.020757738050008 81.573196594050017 183.62474066035003 18.581945927850004 14.034967180100002 21.034091097450002 11.950964240300001 80.785478361850011 23.241064975550003 192.19686994285004 236.15709471040003 201.81829107560003 15.329371696850002 94.047642319350018 167.73286393055002 75.424692849750016 168.84984911130002 18.594956516900002 14.863842190850002 104.19926021995002 18.369957043050004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 7 8 -2 -8 12 -12 22 14 -14 -15 17 -17 -19 20 -20 -22 23 -11 26 -26 27 29 -29 -18
right_child=5 3 4 -5 -6 -7 9 -9 -10 10 11 -13 13 15 -16 16 24 18 19 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0015706461425255948 0.0018672013958391297 0.00090704647096645583 0.0015854551778487348 -0.0020002080270997151 -0.0020273300186490466 0.0012205652667016099 0.0011172592920501169 -0.0020097315662709727 -0.0019922307506448941 0.0010431259713206418 0.00097239661701790936 -0.00206197828766424 0.00078394244393764428 0.00070087018973117264 -0.0020879572515316832 -0.0018049137836033851 0.00035883285208730686 -0.0020637677738307571 0.00081944921689112396 0.0016157449297972764 0.00042175451693015237 -0.0020665143255401844 0.00099795636630135181 -0.0020413732093439376 -2.1265284274136776e-05 0.0018416842044039702 0.00018453464031029218 0.00053846563630404473 -0.0020949862425646676 -0.00091266277621062676
leaf_weight=2.4001528693615906 0.46867990060854825 1.8451598759165793 0.54697012912947673 0.41036395208357124 0.15178504696814343 1.1626952737569798 1.3264933456666756 0.80338404886424541 0.24174668488194584 0.26504553286940691 0.3008955237455655 0.92269027867587283 0.39159643807215505 4.8236544034443787 0.74550485404324718 1.7143208472989488 9.6957198430172848 0.58559323730878521 1.6091577501501895 0.79575109900906671 0.60554507281631209 0.87080794828943908 3.7553849056130275 0.33757439996406902 3.5252437931485465 1.8944440567865966 109.15349722074461 0.4823302451986814 2.3202171232551336 1.6859478189726349
leaf_count=644 15 95 38 163 59 42 70 242 75 24 10 87 15 73 44 111 407 43 36 25 4 59 58 50 45 22 1728 8 159 182
internal_value=0.000133679 -0.000440286 -0.00103595 0.000378108 0.000800678 0.000154101 0.000145797 -0.000806628 0.000553899 0.000155552 0.000146843 -0.00131579 0.000159163 0.000140416 -0.00109893 0.0001505 0.000130826 -0.00052458 -3.32046e-05 0.000273161 -7.30909e-05 -0.00104592 0.000765275 -0.000684742 0.000162289 0.000629926 0.00014174 -0.000187579 -0.00164176 0.000170488
internal_weight=155.838 5.35443 3.09891 2.25552 0.698755 150.484 149.321 1.51381 0.710427 147.807 146.481 1.22359 145.257 140.899 1.1371 139.762 134.939 6.18118 4.46686 3.88126 3.08551 1.47635 4.358 0.60262 128.757 5.41969 123.338 14.1842 2.80255 11.3817
internal_count=4633 999 741 258 97 3634 3592 332 90 3260 3190 97 3093 2961 59 2902 2829 278 167 124 99 63 132 74 2551 67 2484 756 167 589
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=8 15 10 21 18 7 9 20 7 7 4 17 17 18 2 2 18 7 6 16 18 21 16 7 4 5 5 7 22 20
split_gain=0.100097 0.232833 0.214247 0.157531 0.185191 0.304565 0.153118 0.275391 0.747523 0.293399 0.704372 0.870981 0.565296 0.850816 0.499384 0.572403 0.422957 0.543352 0.355438 0.84876 0.568838 0.878172 0.668662 0.511091 1.25004 0.536199 0.535566 0.436862 0.402922 0.765045
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 20.581461612800002 17.327266398450003 24.021206791900003 186.70853236170004 44.131787411600008 22.703933514050004 23.109894804950002 228.08113677860004 189.44392401325004 188.51582982015003 13.391483899700001 181.47666917450002 199.01127796720002 13.055593598800002 22.626138143200006 16.525386113000007 22.634947069650003 13.829007611650001 2.3083050893000006 22.654947022900004 23.989000783400005 223.79242650755 19.480650800750002 17.640922824350003 24.068567769550004 -0.060989999999999996 38.804629908750009
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 9 -9 10 12 -12 16 -14 -13 -16 17 -8 20 -20 21 -11 23 24 25 26 -22 -25 29 -29
right_child=6 -3 -4 -5 -6 -7 7 8 -10 18 11 14 13 -15 15 -17 -18 -19 19 -21 22 -23 -24 27 -26 -27 -28 28 -30 -31
leaf_value=0.058557165492672092 0.0097222530218985075 -0.096943137553902214 -0.09492966504825899 0.084966804326899362 0.042802927834523281 -0.096007315895082337 -0.020270098364923453 0.077782138877906956 -0.092258019198753607 0.068381574525463146 -0.0022448116203951447 -0.11486045417671348 0.045999738133129596 -0.033445632635427568 0.00098950857804493532 -0.10438824177149833 -0.072725662384926337 0.046214229939450367 0.0008569607494720797 -0.084615562700567942 0.0020327882972308959 0.010652367800599718 0.067916675546590283 0.041509491034354994 -0.102071254594959 0.04211890035521261 -0.063391527721710403 -0.055705526716131895 0.0088254213211378177 -0.0024559610221695982
leaf_weight=0.1713242047735537 17.483062709936348 0.30016395606435242 0.19888712967122035 0.20906121097505093 0.3911209264624631 0.333692872811298 4.9671307290700515 0.31635087658651062 0.83691328234272078 2.6330526205711093 3.6190082713728762 1.294662051019259 4.4134986947756261 1.6424725565593687 1.1978001151001079 0.74081665254198004 0.96107417755410995 1.3989763734862206 4.3607578172814092 1.3513401240343226 3.0606922497972837 21.012234252528287 1.2316350741311897 2.3243427665438494 1.4911014991812406 1.5438437950797377 1.744209920056164 2.8176423535132882 19.811859956824271 16.003170305735694
leaf_count=27 1362 134 281 10 44 164 111 6 101 98 83 30 66 34 19 46 21 17 59 52 30 180 43 26 28 21 41 245 564 690
internal_value=0.00126433 -0.0221159 -0.00489278 0.0113099 -0.00587362 -0.0435722 0.0015815 0.000169189 -0.0456145 0.000699203 -0.00942984 -0.0339999 0.00315022 0.0244529 -0.0695433 -0.0392792 -0.0144566 -0.00565991 0.00328109 -0.0193637 0.0050368 0.0170809 -0.000655677 -0.00238645 -0.024429 -0.00619357 -0.0217167 0.00183287 -0.000554282 -0.0104279
internal_weight=119.862 1.60425 1.30409 1.1052 0.896138 0.505017 118.258 100.775 1.15326 99.6213 20.2354 6.85229 13.3832 6.05597 3.23328 1.93862 7.32718 6.36611 79.3859 5.7121 73.6738 23.6453 50.0285 48.7969 7.83985 6.34875 4.8049 40.957 38.6327 18.8208
internal_count=4633 660 526 245 235 191 3973 2611 107 2504 427 178 249 100 95 65 149 128 2077 111 1966 278 1688 1645 120 92 71 1525 1499 935
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=16 2 9 23 13 9 18 2 16 15 22 22 23 7 16 13 20 4 15 7 2 15 19 21 3 18 10 13 5 16
split_gain=0.418853 0.5283 0.599486 0.581289 0.318334 0.277447 0.326462 0.271271 0.252879 0.940297 0.8945 1.07499 1.59519 0.903556 0.823057 0.734499 0.906817 0.80795 0.71211 0.649205 0.647766 0.647456 0.62944 0.617532 0.625397 0.605781 0.600265 1.03292 0.599638 0.630556
threshold=11.949972055800002 285.01633004880006 211.71843659965 0.075320000000000012 95.811270852950017 34.606214986650009 16.435318745950003 316.46407472665004 20.394952307700002 28.579157549250002 -0.070854999999999987 0.075080000000000022 0.11296500000000002 23.960918281000001 20.674951653000004 113.98793627290001 38.474425342400004 150.69347026435003 33.995989817300007 25.412871131150002 133.24279810655003 28.298162031900002 14.251149826300002 0.26805182810000011 86.821066864700015 13.378437733750003 63.910026677050006 116.56347916185001 20.201591378100002 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 5 7 -4 6 -1 -3 9 21 13 -12 -13 23 22 18 25 -18 -16 -15 -21 -2 -10 -11 -25 -17 27 -19 -29 -30
right_child=8 3 4 -5 -6 -7 -8 -9 14 10 11 12 -14 19 15 16 17 26 -20 20 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0010959440625309389 0.00015935963475020658 0.0015984859408078678 -0.0020004433710381683 -0.0019887174918624142 0.0016004517991290337 -0.001909992101496215 -0.0019899874671912925 4.9863213287381251e-06 0.0019061163496051493 0.0019161277633846893 0.00039615684068503623 -0.0020148634491639027 0.0014524630363315788 -0.0019936595600428745 -0.0016042623315829908 0.00049320364655381916 -0.0013448308088131933 0.0016733289060766028 4.1328621308370618e-05 0.00085489152528487873 -0.0015302220722756734 0.0012194951839166789 0.00032734829354402154 -0.0022977043206445524 0.00035409751074572392 0.001728539510658012 -0.0010113835177309827 0.00085981540849105066 0.001312516426685168 0.00010194478652243998
leaf_weight=0.29733086840860767 42.535056423272181 0.83235095870259079 0.12098498849809391 0.3446301706972007 0.42937489063479006 1.5554464455126433 0.23674721444149327 0.81085989831990446 1.9296808234648772 0.56435551552567931 7.7866046588169393 1.8657358833297624 0.70210163592128072 2.711278966977261 1.6689393711276341 4.4445814769715062 1.3335668060462911 1.8359044324606646 2.5646965084597468 0.78957801312208153 0.98257518958780565 2.3365324705373487 1.9540966544300316 0.49614177038893092 1.1000509464647619 2.3242902141064405 1.5509091950952996 4.6934008728712788 1.6990685290656973 62.720160427968949
leaf_count=24 1763 44 86 163 11 454 166 51 38 20 121 70 7 204 33 60 35 36 29 3 98 33 24 18 36 35 38 48 92 793
internal_value=0.000144146 -0.000436891 -0.00101178 0.000326572 0.000808871 -0.00149132 -0.000271994 0.000812157 0.000162002 6.57838e-05 -0.000326955 3.33471e-05 -0.00106682 -0.000888474 0.000229102 0.000188693 0.000230507 0.000167535 -0.000607379 -0.00139044 -0.000467541 0.000214563 0.00111177 0.000153163 -0.000470157 0.000917392 0.000195353 0.000221732 0.000183172 0.000133874
internal_weight=155.217 4.62773 2.63988 1.98784 0.55036 2.08952 0.534078 1.64321 150.589 61.87 16.9984 10.3544 2.56784 6.64398 88.7193 84.8355 80.6019 73.833 4.23364 4.48343 1.77215 44.8716 3.88378 2.16055 1.59619 6.76887 72.4994 70.9485 69.1126 64.4192
internal_count=4633 999 741 258 97 644 190 95 3634 2373 577 198 77 379 1261 1199 1137 1042 62 305 101 1796 62 74 54 95 1007 969 933 885
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=20 9 23 0 22 3 21 13 20 21 10 21 6 17 9 22 21 17 18 17 6 6 21 23 13 21 20 16 10 3
split_gain=0.114573 0.301671 0.848308 0.387252 0.776631 0.643845 0.552894 0.480811 0.488716 0.430273 0.787172 0.775727 0.647445 0.427733 0.369843 0.309445 0.308202 0.295252 0.547767 0.326772 0.283076 0.409923 0.447934 0.373677 0.281546 0.236703 0.230897 0.439366 0.247355 1.41003
threshold=42.081757894750005 211.24289424260004 0.089345000000000022 86.393602021950016 -0.082275000000000001 93.82450029455002 6.6209860876500004 117.64961624655002 42.686561923500008 1.7791739561500002 66.439865777750015 2.5378969943000005 16.535386346650004 167.17143786700004 214.65309737590005 -0.089569999999999997 3.0344668838000004 187.14705358135004 13.378437733750003 183.75773161020001 16.265380038000004 16.545386580300001 7.515317457250001 0.09557000000000003 115.13321943645001 14.647131639200001 41.972095654800007 22.594947163200004 64.369753017350021 91.302726568150021
decision_type=2 2 2 2 2 2 2 2 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 3 14 4 7 -6 -7 8 -2 10 -5 -11 13 -13 -3 -9 -15 19 -19 -18 25 22 -22 -24 -16 -10 28 -28 29 -1
right_child=1 2 -4 9 5 6 -8 15 20 11 -12 12 -14 16 24 -17 17 18 -20 -21 21 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.08892878846271976 -0.084689923030847214 -0.068636960622279766 -0.094278623054699917 -0.10501125631291737 -0.089952275268576021 -0.090738549479461056 0.045562921485426067 -0.0067160379260626365 -0.0017053418861576819 0.081959982475317383 0.018997982534194907 -0.090227260275751009 -0.10023648572256064 0.072254149371577842 -0.0056145245106125584 0.084546543812450151 -0.005363018903362742 0.080352087143666096 0.0086181784913136085 -0.091657756804471788 -0.0040551884867681409 0.025676522510917343 -0.095258212684986618 0.013751057137841829 0.059455004853410133 0.088255088938254914 0.048871924924502909 -0.019415227747707327 -0.0029537197372825857 0.0035779905522966
leaf_weight=1.5239433655515302 0.59202480642124822 0.56155850407230845 1.0090440836356718 0.70773554197512811 1.5683661100920283 0.34150412446251699 0.66426152082567569 0.4487988676992245 0.43980157573241729 1.0840233686431044 0.85852223684923956 0.32546870199258293 0.42324691079556842 0.59178535640239971 2.3452757060586014 0.75570498907472916 1.760589208548484 0.855025447497609 14.291710712830534 0.41001056884124398 2.4720460104872477 1.7273070841911247 0.94508985552238278 0.3186870280187577 0.64188184088561673 0.44691909966059029 2.1223113776650275 1.076170318527147 38.613101793825763 39.214937058713986
leaf_count=45 36 36 80 23 50 80 65 45 84 76 53 201 8 15 85 11 168 20 593 90 49 74 70 14 24 8 54 22 1641 813
internal_value=0.00116585 -0.00288939 -0.0238449 9.26419e-05 -0.0134029 -0.0550865 -0.000717755 -0.000231542 -0.00904141 0.00688251 -0.0370373 0.010367 0.00620741 0.0086781 -0.00381777 0.0505421 0.0104755 0.00836439 0.0126675 -0.0216635 -0.00198836 -0.00939364 -0.0256088 -0.0677693 0.00836765 0.0436359 0.00296314 0.0258958 0.00203877 0.00677076
internal_weight=119.137 36.5864 4.55776 32.0286 10.7205 2.57413 1.00577 8.14638 6.94188 21.3081 1.56626 19.7419 18.6578 18.2346 3.54872 1.2045 17.9091 17.3173 15.1467 2.1706 6.34985 5.46313 3.73582 1.26378 2.98716 0.886721 82.5505 3.19848 79.352 40.7389
internal_count=4633 2058 225 1833 586 195 145 391 335 1247 76 1171 1095 1087 145 56 886 871 613 258 299 207 133 84 109 92 2575 76 2499 858
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=20 21 23 20 22 21 3 7 7 17 9 8 16 16 15 19 16 6 6 6 2 21 0 23 16 15 16 10 20 9
split_gain=0.104166 0.184452 0.189787 0.129505 0.243463 0.224496 0.153927 0.243441 0.18304 0.196814 0.150156 0.148905 0.145542 0.304536 0.281743 0.337398 0.490925 0.423893 0.328022 0.609584 0.594194 0.431453 0.380596 0.322402 0.312702 0.308111 0.320273 0.302447 0.421323 0.385848
threshold=49.292797572200008 21.779899400000001 -0.17949499999999999 47.927946529500012 -0.23557500000000001 17.850008709600004 103.28787291370001 17.566486459500002 19.773504439000003 162.43086425485004 39.44667418560001 5.1459841250500009 11.949972055800002 10.424975621900002 20.538897842700003 12.250988447150002 14.464966174600002 12.485291716850002 13.665319288000001 13.825323026450002 189.32640726775003 7.961078016750001 96.631250582750013 0.090235000000000024 17.684958644900004 20.152484759300005 15.054964794950001 80.538140213850014 34.214889417600013 188.08209940425004
decision_type=2 2 2 2 2 2 2 2 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 -1 13 -11 15 16 17 -14 21 20 -20 22 -16 25 27 26 -17 28 -24 -30
right_child=1 -3 -4 4 5 -7 7 -9 9 12 -12 -13 14 -15 18 23 -18 -19 19 -21 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0094545484277436705 0.018383709053913906 0.054087275651474469 -0.066751936479872875 -0.049177391239683205 0.050024411585343313 -0.035221737008360197 0.04219532825481543 -0.078399907827346085 0.084157532826694484 0.0044448271227911715 -0.091902181708506947 0.090247331475623055 0.026888282669980418 -0.071130240934642652 -0.067758392460087122 -0.092687095552980173 0.084677559332307695 -0.067021020082483312 0.012760013586922785 0.00057232639791910344 0.088605316311363716 -0.063830763273764954 0.06827743571654396 -0.092157729649853623 0.021374077328711417 0.084009299131623819 0.02814437520042427 0.0040485213642470408 0.00021021095446321873 -0.085113630386569564
leaf_weight=0.40226386140784498 0.29627930733840913 0.19282272405689582 0.68105687568095052 0.31102879073296241 1.4806787245179283 0.29155257772072207 0.18747182017250352 0.44595941403531469 0.044190652294672783 1.1164864221584583 0.28157635542811477 0.32535152416676283 3.2497053313991269 0.67434053474744349 0.76181260995508449 0.30872700248437446 1.0538387499545931 0.42903386475518335 2.5283262208104129 91.812780508902506 1.2015031934715805 1.2518137289443974 0.24512594455154646 0.35220756211492699 2.8419316498620901 0.28851106545334915 0.39332894337712787 2.6509221561409504 0.63866279754438426 1.2089829639298839
leaf_count=42 36 17 261 23 98 26 37 374 11 464 237 13 145 234 76 42 29 50 32 1840 37 155 17 45 41 8 23 85 21 114
internal_value=0.00107806 -0.0252837 -0.0409431 0.00134222 0.0232835 0.0360004 0.000943688 -0.0427083 0.00118611 0.000901087 -0.0680195 0.0455809 0.00109976 -0.0240132 0.00150413 0.0200968 0.0312433 0.0159361 0.000429804 0.00200191 0.0371923 -0.0152176 -0.00792738 -0.0191887 -0.00191865 0.00675633 -0.0249909 -0.0158732 -0.0411082 -0.0556203
internal_weight=117.948 1.17016 0.977336 116.778 2.08326 1.77223 114.695 0.633431 114.061 113.334 0.325767 0.727615 113.008 1.79083 111.217 6.07535 4.73258 3.67874 105.142 95.5426 3.72983 9.59925 8.34744 1.34277 7.58563 0.990567 0.702056 4.74369 2.09277 1.84765
internal_count=4633 314 297 4319 147 124 4172 411 3761 3706 248 55 3458 698 2760 342 224 195 2418 1909 69 509 354 118 278 73 65 237 152 135
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=13 23 18 7 19 7 9 21 9 23 23 16 21 22 20 7 7 2 17 18 9 18 16 22 15 16 2 15 20 16
split_gain=0.35388 0.717623 0.466054 0.361795 0.328853 0.324846 0.457249 0.477242 0.75907 0.440524 0.781419 0.687117 0.641611 0.698696 0.376032 0.887936 0.331822 1.2414 0.779778 0.738012 0.668927 0.64808 0.898222 0.728129 0.721139 2.16437 1.255 0.937039 0.775962 0.693957
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 21.350715310200005 12.451004585100002 22.093462376800005 186.70853236170004 16.027392061700002 199.89081775665002 -0.17949499999999999 -0.25587999999999994 18.714956236300004 6.4653354687000002 -0.077085000000000001 44.131787411600008 22.703933514050004 23.109894804950002 108.63443756215001 191.06791329340004 13.258241318650002 195.34352961910002 13.956123578150001 22.454947490600002 -0.088880000000000001 28.579157549250002 18.684956306450005 78.110129541750013 28.298162031900002 42.620627117000005 16.094962363000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -7 14 -9 10 -2 -11 13 -13 16 -16 17 -8 19 -19 -20 22 -18 -24 27 -26 -27 28 -23 -30
right_child=5 4 3 -5 -6 6 7 8 -10 11 -12 12 -14 -15 15 -17 21 18 20 -21 -22 24 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.0016285343362319139 -0.00086610812762395728 -0.0020188282931625926 0.0019066974843354343 9.2915963531403712e-05 9.7496161369447254e-05 0.00054530570831553779 0.00046754759095541851 -0.0020675764675335434 0.00036776518455361267 -0.0014715717174334983 0.0011779482254279255 0.0011238427581972004 -0.0012855330511741074 -0.00051757008042484513 0.0016644390984573113 -0.0018429496945474575 0.0011460779541915482 -0.00038143049953683051 -0.00060841509004977445 0.0012421469955275761 -0.0023143986412746836 0.00030989101688471099 -0.0001019856581387776 0.00051517420122215816 -0.0016424569643924509 -0.0019632907440827983 0.000176683688686214 0.0015604373411454502 8.7899784471842866e-05 -0.0020771370785517798
leaf_weight=0.53285388051881355 1.1221026588245879 1.1325958707457173 0.4875710939522836 3.183625281310924 0.37600870819005638 12.765102853707502 10.092499848455192 0.94681493658572335 1.0245018827263264 1.8391435995799819 2.0018299044168089 2.0069727539084852 1.2833464809809809 1.9813487568171697 0.3869390517938871 0.9812303347280249 5.7227039895951739 6.3426494809100387 2.6543191176606347 1.2964233132079241 1.3246743339113889 25.247218193078886 11.174979755422099 21.471510853501968 3.2280542644439292 1.1073474194854522 21.719466329435818 2.1297612581402054 1.2744666605722152 1.0285695283673701
leaf_count=68 187 556 11 546 32 343 125 22 32 442 87 66 74 37 5 91 130 123 34 12 35 511 105 194 196 44 366 15 75 69
internal_value=0.000147278 -0.000331224 8.50821e-05 0.000333804 -0.00149135 0.000166507 0.000192615 0.000154831 -0.000801919 -0.000170008 0.000443732 -0.000439638 -7.96236e-05 0.000308409 0.000170926 -0.000851007 0.000182998 -3.55108e-05 -0.000472513 -0.000105894 -0.00117637 0.00023341 0.000429525 0.000303919 9.83994e-05 -0.000139648 7.28718e-05 0.000307371 0.000210504 -0.000879037
internal_weight=147.867 5.71265 4.20405 3.6712 1.5086 142.154 131.919 119.154 1.97132 10.2347 3.12393 7.11081 5.27167 3.98832 117.183 1.36817 115.815 21.7106 11.6181 7.63907 3.97899 94.1041 38.3692 32.6465 55.7349 26.0549 22.8268 29.68 27.5503 2.30304
internal_count=4633 1213 625 557 588 3420 2527 2184 54 893 274 619 177 103 2130 96 2034 329 204 135 69 1705 429 299 1276 606 410 670 655 144
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=15 21 16 16 7 23 18 22 9 9 19 2 20 21 21 15 20 20 20 21 9 7 18 16 17 17 17 9 7 10
split_gain=0.0952932 0.458585 0.143735 0.30729 0.293523 0.251953 0.20579 0.177845 0.130914 0.272957 0.445277 0.419372 0.394454 0.3118 0.39214 0.305919 0.302793 0.339678 0.280048 0.242242 0.450821 0.217486 0.63277 0.653144 0.563001 0.454597 0.437654 0.636195 0.467938 0.340887
threshold=11.870705757150002 17.123843457500005 9.7049773055000017 11.864972254500001 25.860263408900003 -0.20885999999999996 14.741741751300003 0.70681500000000008 186.70853236170004 181.33671263215004 14.451165964200003 121.36426933400001 41.873095646600007 3.4316303497500003 10.738578069800001 36.136500007950012 44.952171034750002 38.324118171300007 49.064150740050003 16.027392061700002 199.89081775665002 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 190.19286262750003 188.27285108100003 197.61184394335004 22.747724408400003 65.571493801650021
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 -4 8 9 13 11 15 -12 -5 16 -11 17 -15 -18 21 -21 22 24 -24 25 26 29 28 -28 -10
right_child=2 -3 3 7 -6 -7 -8 -9 19 10 12 -13 -14 14 -16 -17 18 -19 -20 20 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.09466744169750485 -0.093896087303899825 0.040150202382410717 -0.066308572239869731 0.029005770821897932 0.072031289443374572 -0.094024915481152771 0.062015414034676634 0.049806054670844535 -0.0051548410920115896 0.018785629829432843 0.092683680165800753 0.047792749329890583 0.00029614023853200493 0.066365559237923838 0.0060945250594726958 -0.027701378443600769 0.0046706570860080027 -0.097931151663337046 -0.096987088098233198 -0.084348827866358542 0.013217241713931783 0.0028079589044927998 -0.014682288686625503 -0.094420299913379163 0.048968946562828533 -0.057225964923509787 0.089764593685779298 -0.036593020442304509 0.012011089845870499 -0.062179425340634718
leaf_weight=0.44524973718216543 0.10912556451239552 0.41703441568824928 0.20191579902893864 1.9645738735398497 0.54759370517967909 0.52491400748567585 0.22609518553508678 0.64814391592517395 7.8953783408069302 2.4049613531678897 1.1773775583133099 1.788657948374748 0.59313134220428754 0.12140543170971818 3.6931583149416838 2.4279856327921152 1.2289599214564075 0.93106136248752591 0.28490516838792235 0.80690225213765987 0.80993526795646176 76.589651160567882 2.6464133976551234 1.3111243830353485 1.7924592571798701 1.3385400344850484 1.2951754253008401 0.99399348706356239 1.3483456305984871 1.0090648792684076
leaf_count=466 49 38 34 434 67 316 23 42 187 26 49 44 22 24 328 20 145 222 61 23 33 1740 57 37 32 29 40 16 16 13
internal_value=0.00113461 -0.0294643 0.00136068 0.0011168 0.0444595 -0.0511293 0.00147809 0.00154934 0.00127607 0.00885773 0.0205794 0.00957548 0.0617333 -0.00310343 -0.0131811 -0.00456861 -0.0409202 -0.078979 -0.014461 -1.15687e-05 -0.0354743 0.00058433 -0.0080913 -0.0410993 0.000243469 -0.0060487 -0.000586808 0.0264144 0.0501059 -0.011617
internal_weight=117.573 0.862284 116.711 116.054 0.656719 0.952925 0.428011 115.101 114.453 16.6162 8.39211 6.6216 1.77051 8.22406 6.25949 4.83295 2.56633 1.05247 1.51387 97.837 1.61684 96.2201 19.6305 3.95754 15.673 13.8805 12.542 3.63751 2.64352 8.90444
internal_count=4633 504 4129 4013 116 373 57 3640 3598 1375 161 90 71 1214 780 46 452 246 206 2223 56 2167 427 94 333 301 272 72 56 200
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=22 22 21 18 8 13 6 20 13 15 18 17 23 6 3 15 15 20 3 23 21 6 3 18 9 17 23 16 4 9
split_gain=0.100345 0.654065 0.851926 0.777388 0.387215 0.538909 0.730357 1.0054 0.684048 0.640484 0.367846 0.568392 0.338614 0.335977 0.849174 0.71896 0.796986 0.703216 0.781806 0.632564 0.945403 0.797827 0.572235 0.427032 0.618629 0.629771 0.430742 0.413623 0.378797 0.412022
threshold=-0.064729999999999996 -0.054875 7.3938557349000016 13.829007611650001 8.9430209551500024 117.67112391160002 16.445384243750002 41.289992964000007 117.55283175385001 41.831907381600011 13.087929333200002 188.27285108100003 -0.27118499999999995 16.245379570700006 89.256809930900019 28.579157549250002 28.298162031900002 37.995872310650007 91.496295553550013 0.084065000000000015 6.7841715403000018 15.345358541850002 92.367355987800025 13.988302431200003 212.49340169810003 202.89510166150004 0.098085000000000019 22.674946976100003 168.18037996940004 205.73475031020004
decision_type=2 2 2 2 2 2 2 2 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 -2 5 6 8 -8 12 -7 11 -9 -3 15 -15 16 28 -16 -19 27 23 -22 -20 26 25 -25 -21 -17 -1 -30
right_child=1 4 -4 -5 -6 9 7 10 -10 -11 -12 -13 -14 14 17 19 -18 18 22 20 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.06634051082808165 0.038529900167544942 -0.096399807580505564 0.081235627772983654 -0.071181858736858852 -0.046746492676446642 -0.002586787954611606 -0.0061432333964007591 -0.10367848454701342 0.071693062705298724 0.088020008880779002 -0.10346993466987395 0.08633232916346642 0.0040577142595412527 0.067674917243611313 0.069655423345227035 -0.083705910414118304 0.082719253301798301 -0.091889708702786968 0.039275538532389895 0.062223914980674686 -0.097338310247353593 -0.011203865698423559 -0.0020884144942112325 -0.091988900687462086 0.052467776779228176 -0.0046058828372296549 -0.0008010946517905018 -0.0017495149546954394 0.012735756325302839 -0.019320864407174468
leaf_weight=0.66501858159244953 1.4771456113667221 0.26686303586757176 1.9164297006209379 0.77718331270807528 1.3045482553279715 1.2307317158556537 5.7153991679952005 0.26543188805226225 1.1937263421714295 1.2298897011205552 1.4200946356431812 0.23318724603450391 30.773203631826394 1.590892604086547 1.1564879826109962 1.9415070324757828 0.95782695431262332 0.7261382332071652 2.8620352856814852 1.5067017460241898 1.6356386735569688 1.7606255635619161 33.555523725866806 1.0289400912588469 0.78456973144784559 1.767310012501184 1.9769644248299298 0.64748303405940522 9.6311313429853254 4.7062565155429175
leaf_count=66 29 37 38 41 86 26 77 111 28 19 48 8 1024 32 163 164 11 19 38 20 101 21 802 67 33 40 24 7 1121 332
internal_value=0.000987785 0.00411374 0.037709 0.000706605 0.000902465 0.00237099 -0.000118162 -0.0248144 0.00573079 0.0427011 -0.0804315 -0.0148169 0.00319404 -0.00118102 0.0041068 -0.0084522 0.00418815 0.00146634 -0.00065676 -0.0239117 -0.0141857 -0.0526862 0.00116236 0.00432341 -0.0172102 -0.0367603 0.0264575 -0.0632094 -0.000825659 0.00221315
internal_weight=116.705 47.8038 4.17076 2.25433 43.6331 42.3285 39.8679 7.63411 32.2338 2.46062 1.91871 0.498619 31.0401 68.9011 39.8911 29.01 15.9602 38.3002 37.1437 13.0497 10.4608 3.39626 36.4176 7.06449 3.58082 2.79625 3.48367 2.58899 15.0024 14.3374
internal_count=4633 1572 108 70 1464 1378 1333 244 1089 45 167 119 1061 3061 1054 2007 1530 1022 859 477 306 122 840 184 140 107 44 171 1519 1453
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=6 6 3 5 10 19 3 12 12 2 20 10 3 16 10 9 9 15 9 0 20 22 13 22 16 22 23 23 22 9
split_gain=0.461767 0.932271 0.590339 0.75958 0.572886 0.535174 0.997625 0.806538 0.596072 0.57759 0.520284 0.497241 1.8554 0.870791 1.19925 0.625871 0.786172 0.614034 0.573914 0.547663 0.705901 1.37 0.8355 0.814362 0.989426 0.905967 0.665626 0.941819 2.22579 0.713672
threshold=13.665319288000001 13.775321858200002 81.699554126200013 15.839549529050002 78.196493182200015 12.851036860900001 83.613736315050019 212.31925379130004 219.88098848225005 174.51290495925002 42.320906304050006 70.182199495350019 83.613736315050019 18.094957686100003 71.053259929650025 206.57490536735003 214.52351813370004 27.063546193350003 216.07042296730003 86.345209775600011 41.965446242000006 -0.082275000000000001 117.63886241405002 -0.09715 22.604947139800004 -0.083004999999999982 0.08079500000000002 0.093325000000000033 1.0000000180025095e-35 204.99169312540002
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 5 6 -1 9 -8 -7 -2 19 15 14 -14 -13 -17 -15 -19 20 -5 22 23 24 -22 -25 -21 28 29 -28
right_child=1 2 3 11 -6 7 8 -9 -10 -11 -12 12 13 17 -16 16 -18 18 -20 26 21 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0018241030183352941 0.0016148042955646876 -0.0011600809883803396 0.002021197150671511 0.00021828364793302141 0.00013831342991993661 -9.9298175621749447e-06 -0.0015232285138873272 -0.0011826187277111772 0.00082049596324496488 0.0016811991810863484 0.00032033848725284005 0.00054241553277464686 0.0017031083009411833 -3.5787547895082264e-05 -0.0015185558561780044 -0.0012407219233930746 0.0004284428245070597 -0.0021069730657510052 0.00022817530921622592 0.0007287035209433267 0.00052567442661260793 -0.0012985002701566368 0.00091628156360564546 -0.0018901916246032841 -0.0021227189321101794 0.00084413550150003517 -0.00015042808064368173 0.00049903621690565859 -0.0020431254018428938 0.00059492753473596642
leaf_weight=2.3733913843752834 2.6352727096527806 1.3099553795764212 0.84017316903918882 27.640630105692253 17.310063569872909 4.8399435291648842 0.61154226362123143 2.0041498692007735 1.3128263382823204 0.92484493332449336 2.1823652284219861 9.8253825497813541 0.9282613527830097 0.93720155023038376 0.85193257164792158 2.033656924031674 2.3253513341769576 3.219256743206643 0.46282327419612546 12.588673586957155 4.0835574565571724 3.9628804894891791 3.0644811843521893 1.8766169625450859 0.62541008368134487 0.61972613609395821 13.282415577559737 23.247392297023907 1.9884613025933493 7.8624780988320699
leaf_count=180 42 45 8 652 1491 130 85 93 59 18 16 54 8 34 43 36 26 241 16 213 211 227 70 74 24 18 153 233 54 79
internal_value=0.000131465 0.000182206 0.000149216 0.000163244 -9.03028e-05 -0.00041826 -0.000973451 -0.000111129 7.56872e-05 0.000261378 0.00102842 0.000150388 -0.000127337 -0.00100377 0.000161343 0.000268078 -0.000350291 -0.00145278 -0.00181345 0.000207077 3.55989e-05 -0.000319185 5.87107e-05 -0.000306022 0.000173934 -0.00121139 0.000328841 0.000220311 -5.9789e-05 0.000126724
internal_weight=157.771 128.394 123.577 122.267 29.3768 12.0667 4.29776 7.76894 1.92437 5.76479 4.81764 121.427 20.5839 6.39948 1.78019 14.1844 4.35901 4.61928 3.68208 100.843 41.8733 14.2327 10.2698 7.20531 4.70897 2.49634 58.9694 46.3807 23.1334 21.1449
internal_count=4633 2577 2519 2474 2056 565 324 241 144 148 58 2466 458 342 51 116 62 291 257 2008 1276 624 397 327 235 92 732 519 286 232
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=7 23 23 23 7 6 0 13 2 2 3 6 8 16 10 0 20 13 3 18 21 16 18 22 22 5 21 16 20 0
split_gain=0.411835 0.615347 0.769276 0.602922 0.72016 0.599856 1.63077 1.38692 0.840959 1.01778 0.791994 0.913906 1.37463 0.772325 1.6429 1.81354 1.75312 0.724752 0.717862 1.01102 0.683906 0.580352 1.45994 1.64919 1.16578 1.05809 0.993946 0.945407 0.891979 0.882115
threshold=22.093462376800005 -0.15544999999999998 -0.25587999999999994 1.0000000180025095e-35 20.797746106000002 14.845346859150002 95.746747857800017 109.47132661375001 216.39684782960003 340.55256999290003 84.812788641250009 14.745344522600002 7.943800736700001 19.079955382750004 66.859265246100009 90.321439350550008 39.032633164100012 98.050756475600011 85.589753040950015 14.442085364750001 5.2472773321000004 22.624947093000003 13.781134552700001 -0.083330000000000001 -0.10434500000000001 21.438877744300004 6.6686919569500009 22.604947139800004 41.319407281650008 87.261973998100004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -9 -10 11 12 -2 18 15 21 -16 -8 19 -7 -20 22 27 25 26 -24 -23 -15 -25 -26
right_child=5 3 -4 4 -6 13 17 8 9 -11 -12 -13 -14 14 16 -17 -18 -19 20 -21 -22 24 23 28 29 -27 -28 -29 -30 -31
leaf_value=-0.00073353258813865828 0.00094639902197102862 -0.0017452902955653129 0.00089007901238297811 0.0006148455314629787 -0.00073668747581104158 0.0013375559317424326 -0.00040088142092771869 0.00045588323653985771 -0.0019333390593718595 0.00094343180451298466 -0.0020764330573665177 0.001094302392910832 -0.0021289436981072338 0.00040207919819610656 0.00011805098875798807 0.0014467980804280017 -0.0021933313297384832 0.00029879314707041568 0.00050237967741139787 -0.0015684879272412733 0.0019746930766683418 0.00036574995318745546 -0.0010806789210311965 -0.00011150891581768076 0.00039118749626135366 0.00073075216715882887 -0.0020710839912049211 -0.00041425961110441506 -0.0024419773369178739 0.0014272294080772548
leaf_weight=1.693266241229139 0.79095620755106111 1.316109362480345 3.3253304109675801 2.2460817749743001 4.6618325183735578 0.90417320281267055 6.7518289184208689 4.8345306497067213 1.4774992021266373 0.69535928964614857 2.6770896775269648 0.86092123575508583 1.9038423452293498 26.837238307925873 2.9808891555294386 4.8161712884902945 2.1873998437076807 36.257689195277635 2.2533933049999177 0.93752370029687881 2.6271701993537135 1.2857930082827835 2.074276665225625 0.8727413602173314 24.521724607213404 3.0815649814903736 1.2883411017246542 6.8455365637782952 2.2837173169245943 3.6269075926393262
leaf_count=196 32 292 135 156 189 9 1294 31 48 18 296 11 106 307 36 54 56 599 30 31 26 49 30 19 306 33 23 105 67 49
internal_value=0.000132268 -0.000198795 0.000342275 -0.000528976 -0.000297242 0.000162363 3.71669e-06 -0.000598012 4.99277e-07 -0.00101271 -0.0012709 -0.000664424 -0.00122629 0.000262155 0.000210203 0.000281555 -0.000860206 0.000188955 0.000901304 -0.000141778 0.00129491 0.000204379 5.45539e-05 -0.000681384 0.000409177 1.98478e-06 -0.000853873 0.00023617 -0.00179762 0.00052468
internal_weight=158.917 13.2426 5.0186 8.22402 6.90791 145.674 56.2497 13.2402 7.00739 2.17286 6.23281 3.55572 2.6948 89.4246 82.7023 77.534 5.16829 43.0095 6.72226 1.8417 4.88056 72.7178 41.9951 8.3123 30.7228 5.15584 2.57413 33.6828 3.15646 28.1486
internal_count=4633 968 331 637 345 3665 2435 542 97 66 445 149 138 1230 1134 1042 92 1893 96 40 56 988 561 149 427 63 72 412 86 355
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=8 15 10 21 7 0 22 22 4 20 20 13 8 12 23 4 8 7 0 7 20 6 0 16 16 9 4 18 13 10
split_gain=0.102988 0.217278 0.19059 0.144351 0.202649 0.320434 0.1329 0.127073 0.304626 0.145026 0.511636 0.350837 0.457061 0.349549 0.314983 0.304833 0.419558 0.263285 0.61456 0.330857 0.214482 0.790841 0.485702 0.200717 0.696697 0.767104 0.338931 0.330266 0.558704 0.408908
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 18.870920756500002 24.103872582350004 118.55293817840001 0.70681500000000008 0.27394500000000005 170.02009443710003 36.558960102350007 37.041406607950009 113.98793627290001 8.6432548896500023 179.47323713510005 0.085855000000000029 271.78757961535001 7.7439566930000003 22.747724408400003 93.843319501450011 22.673598830200003 37.765550062200006 14.965349663000001 97.32487278035002 15.614963485400002 17.809958352600002 188.08209940425004 143.58239362595003 15.329371696850002 100.66662623655002 75.629015667650023
decision_type=2 2 2 2 2 2 2 2 2 2 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 -9 11 13 12 15 -11 -13 17 -17 19 -19 -2 21 22 -12 26 25 -25 -22 29 -29 -28
right_child=6 -3 -4 -5 5 -7 -8 8 -10 10 20 14 -14 -15 -16 16 -18 18 -20 -21 23 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=0.063423045693454055 0.037803453741241312 -0.09892030542170438 -0.096851527832036419 0.062238748897255412 -0.097818399253560909 0.073597870272375118 0.044537994482791839 0.0091220542734314503 -0.074400388419675223 -0.091418818654563319 -0.10974564511204617 0.0020868448313670382 -0.081449724807860002 -0.0078077963659142994 0.083818101160932426 0.051679428169372772 -0.087222702643121583 0.085875959304052396 0.0046588434823564328 -0.1129350138991594 0.10318587231704596 0.087554970036340538 0.014975911202783519 0.005574011476732481 0.00088622729141691866 -0.081499656389030312 0.001052598245139125 0.005757512951651546 0.059185457697241727 -0.075604040496227751
leaf_weight=0.21394533383136038 0.25563011813210224 0.28753609012619552 0.18166866364799705 0.33107363735325634 0.35101385503185156 0.14130405004834756 0.66003632004139845 0.98619457692257018 0.68268976149192895 0.91909471312464919 0.39262157893972416 0.72357556788483623 0.53782696998678137 0.92869436406181194 1.0946391490870153 0.30479234692029411 0.58935951539024245 1.2509876206167971 2.7591323994856793 0.28394158557057381 0.35625141859054821 1.172969667764846 1.0873143865974269 1.731231485755415 79.613095921769855 2.0316107139224187 7.2341153835368486 6.2143380830802908 2.5502369949826971 0.70557611610274751
leaf_count=26 62 134 281 23 187 9 47 26 94 47 21 91 13 32 38 70 28 22 117 4 2 39 55 282 1797 165 254 542 59 66
internal_value=0.00120508 -0.0237626 -0.00603455 0.00987021 -0.0146785 -0.0486189 0.00153198 0.00128387 -0.0250444 0.00167361 0.000733742 0.0143184 0.00307957 -0.0493961 0.0512924 0.0114307 -0.0398747 0.0215137 0.0299951 -0.0415204 0.00163228 0.028608 -0.0181123 0.000919746 -0.00102392 -0.0414383 0.0104186 0.00844014 0.0213035 -0.00575964
internal_weight=116.572 1.50654 1.21901 1.03734 0.706263 0.492318 115.066 114.406 1.66888 112.737 104.937 7.79989 5.98167 1.84779 1.81821 5.44384 0.894152 4.54969 4.01012 0.539572 103.089 2.65291 1.47994 100.436 83.3759 3.76284 17.0605 16.7043 8.76458 7.93969
internal_count=4633 660 526 245 222 196 3973 3926 120 3806 3361 445 316 79 129 303 98 205 139 66 3282 115 76 3167 2244 447 923 921 601 320
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=16 16 15 0 13 23 22 21 6 13 20 10 13 15 16 3 13 5 15 4 19 20 5 21 23 16 20 20 22 18
split_gain=0.337526 0.899773 0.725327 1.00445 1.42766 0.965525 0.88584 0.866507 0.783651 0.714809 0.929063 0.909594 1.21487 0.771808 0.620498 0.589886 0.569736 0.648901 0.541865 0.843121 0.540021 0.498216 0.752005 0.907532 0.547283 0.866579 0.682924 1.16333 0.489643 0.527153
threshold=20.394952307700002 20.674951653000004 28.579157549250002 95.746747857800017 109.34496908160001 0.096715000000000009 0.022350000000000005 1.0000000180025095e-35 14.935348962050002 113.98793627290001 37.995872310650007 63.910026677050006 116.56347916185001 33.787611863550005 22.454947490600002 92.913112988300014 117.97223122220002 30.922794813800003 28.094167143500005 173.16684681400002 14.251149826300002 42.206017975500011 24.458659404000002 15.294585115650001 0.082025000000000028 22.654947022900004 43.182896969600009 43.067541470150012 0.022350000000000005 12.880535946600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 18 4 -4 6 7 -6 -9 13 -11 12 -12 -3 15 -14 21 -18 -1 -20 -2 22 28 -24 25 -23 27 -26 29 -16
right_child=1 9 3 -5 5 -7 -8 8 -10 10 11 -13 14 -15 16 -17 17 -19 19 -21 -22 24 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00010818300244421629 0.0019287417257409731 -0.0018512478613927318 -0.0019681046551269744 0.00029072185607566925 0.0009521651534224433 0.00075513611768287159 -0.002020312002939415 -0.0022441357782824246 -3.0847669903324556e-05 0.0010265630531609677 0.0017671071654580639 -0.0011723400006488239 0.0019997844926309188 -1.8140299383462353e-05 -0.00050409536674344765 -0.00084867656531320481 -0.0016620812320076147 0.001012557159222151 -0.00039013095469136658 0.0017392987449108656 0.00042812009512852001 -0.0019760620335932972 -0.002084876331997971 0.0003738348334409376 -5.677398598562826e-05 0.00024866219336197744 0.00053078917581063888 -0.0022092274173690723 0.001172256702143163 0.0003499166401147838
leaf_weight=40.447631188518244 1.8314923968864598 1.3225349923595779 2.5327781568630616 6.5912094789746325 1.4619430741877293 2.4201613256591372 1.4928077793738337 1.0460839425213637 1.4926431510830296 5.1831787731498471 1.8590243868529785 1.898255206644534 1.2502230405807484 2.6574859227985144 3.0099648088216773 0.36000376264564682 1.3242585215484712 0.47342055663466442 1.1266297331312665 1.9559318791143594 1.8566508851945398 1.4128273685928463 1.113509030779823 1.1982948924414811 9.7168437088257651 1.2857750568073241 6.5823172737727864 1.0718605459551316 2.5426988769322625 36.194790430366993
leaf_count=2745 38 31 272 110 36 42 53 23 41 79 41 43 67 31 30 27 77 10 15 35 24 58 68 7 181 12 74 37 30 296
internal_value=0.000145951 0.000226291 3.43355e-05 -0.000308643 -0.000686814 -0.000276734 -0.000731326 -0.000250355 -0.000942834 0.00018288 0.000225042 0.00016677 0.0002034 -0.00062727 0.000160358 0.00136294 0.000130985 -0.000957713 0.000168576 0.000961024 0.00117331 0.000161504 0.000278148 -0.000810434 -9.45676e-05 -0.000916071 3.30536e-05 -0.000270621 0.000338429 0.000284349
internal_weight=144.713 84.1454 60.5678 17.0376 10.4464 7.91364 5.49348 4.00067 2.53873 80.4573 76.4772 71.2941 69.3958 3.98002 67.5368 1.61023 65.9266 1.79768 43.5302 3.08256 3.68814 64.1289 44.0593 2.3118 20.0696 2.6986 17.371 10.7887 41.7475 39.2048
internal_count=4633 1261 3372 577 467 195 153 100 64 1199 1137 1058 1015 62 974 94 880 87 2795 50 62 793 431 75 362 70 292 218 356 326
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=13 12 5 18 18 7 16 17 2 9 10 8 23 5 22 5 19 3 6 10 2 20 2 17 2 21 17 16 7 5
split_gain=0.0974104 0.321347 0.361862 0.237006 0.225619 0.275435 0.220862 0.596035 0.192983 0.275971 0.276172 0.264013 0.152947 0.150579 0.381749 0.186873 0.236061 0.19593 0.412551 0.381932 0.500476 0.314079 0.210233 0.196915 0.22454 0.185117 0.356183 0.731278 0.64218 0.50932
threshold=95.937628385050019 216.20511703005005 2.7155367820000005 17.327266398450003 14.693728290050002 21.698399695800003 17.684958644900004 222.25139668490002 206.22726210890002 72.978853106700015 82.299080289250014 1.7486353823000003 0.072890000000000024 12.306951632950001 -0.16533 13.153721664750002 12.050972309250001 80.785478361850011 12.255286342800002 75.424692849750016 168.84984911130002 33.361153777850006 219.56639384385002 201.23649604560003 94.087390192850009 1.0000000180025095e-35 182.75517825115003 19.134955254150004 23.913271136350005 17.756175227850004
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -3 -6 7 -5 -7 10 -10 12 -12 14 -2 16 -15 18 23 25 -21 -20 -23 -17 -25 26 -19 29 -29 -28
right_child=3 4 -4 6 5 8 -8 -9 9 -11 11 -13 -14 15 -16 17 -18 19 21 20 -22 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=0.049107515634011764 0.028368552718863269 -0.072813978121757369 -0.093965342800812673 0.073883937679326023 0.08963292536817101 0.075499647570309567 0.094161100333333136 -0.065467022863294144 -0.094229646156965427 -0.093708794118872951 0.018248219051424108 0.079884165220307904 -0.076512560013862793 0.078792875075996138 -0.09499901837437813 0.0032891054203255435 -0.006258236184676442 0.053418024350923132 0.04816545393910969 0.0090974887607407906 0.079034566951829643 -0.095344573184878781 0.014078120129282522 -0.0018796264137502447 -0.095099398829867898 -0.00029443341539922519 0.015310313479821518 -0.00019134028431246655 0.070604861299672209 -0.10198600131251589
leaf_weight=0.19359751817273663 0.4017133378656581 0.29682031201082315 0.68376114056673032 0.62769070221111067 0.33840000593045294 0.24328968608551793 0.4281812049448489 0.44962023117113858 0.20012353178753972 0.29363809368987848 0.44012550227444058 0.43264489124703687 0.21706987988250148 0.5952623696066428 0.45833085954291064 5.4191280374070621 0.52344549517147243 1.5920595057687004 0.19625344499945629 3.0427350255195043 1.2248587734065948 0.96483116823947035 0.17741653212578967 0.49334852397441853 0.39880867855390534 89.10542541036375 0.51610157394316025 3.8315818554256111 1.530290465801954 0.81470415524381679
leaf_count=96 27 45 507 23 15 17 17 37 68 147 66 26 226 14 181 157 33 256 9 51 39 121 13 2 46 2226 13 74 33 48
internal_value=0.00116289 -0.014387 -0.062395 0.00162328 0.00272034 0.0130747 0.0380334 0.0157252 -0.00110644 -0.0128755 0.00552484 0.0238424 -0.013051 0.00113072 -0.0373759 0.00143062 0.0389973 0.00104615 -0.0132122 0.0021191 0.0291704 -0.059799 -0.0783488 -0.00333208 -0.0435504 0.00093372 0.014143 0.00480018 0.0200141 -0.0564972
internal_weight=116.131 3.33947 0.877359 112.792 2.46211 2.16529 1.50549 1.07731 1.82689 1.5836 1.28996 1.08984 0.657195 111.286 0.860044 110.426 1.11871 109.308 7.64979 101.658 4.26759 1.3385 1.14225 6.31129 0.892157 97.3902 8.28474 6.69268 5.36187 1.33081
internal_count=4633 1213 603 3420 610 565 77 60 550 533 386 318 292 3343 208 3135 47 3088 348 2740 90 143 134 205 48 2650 424 168 107 61
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=20 23 15 20 23 22 13 7 16 15 19 19 23 4 6 13 13 23 22 6 22 22 20 22 18 20 10 23 20 0
split_gain=0.0978593 0.222696 0.204496 0.158728 0.211319 0.185581 0.126382 0.223881 0.169056 0.158528 0.233925 0.135102 0.172772 0.133645 0.128614 0.124413 0.210045 0.179459 0.368314 0.146687 0.558093 0.86474 0.793866 0.565275 0.559332 0.398602 0.504679 0.309939 0.299169 0.67048
threshold=33.036871954450007 0.088565000000000019 27.874116299000004 34.515670600900002 -0.041994999999999998 0.18839000000000003 117.97223122220002 22.773029501100002 22.764946765650006 42.968808980200009 14.551174033150001 14.651182102100002 0.090465000000000031 165.86037890555002 18.585434245700004 117.76521994615001 117.69263157665002 -0.27450499999999994 -0.13006999999999999 16.455384477450004 -0.051199999999999996 -0.043559999999999995 41.404176814550006 -0.064729999999999996 13.087929333200002 38.238138001450004 62.186725015400008 -0.26568999999999993 40.300545846000013 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=1 2 -1 4 -2 -6 8 9 11 10 13 15 -13 -8 -15 16 17 18 -5 27 23 -22 -23 25 -24 -21 -27 -19 29 -29
right_child=3 -3 -4 6 5 -7 7 -9 -10 -11 -12 12 -14 14 -16 -17 -18 19 -20 20 21 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.091663652696483605 -0.051371156628270784 -0.083331525117700769 0.069315061222345806 0.00064957626638548595 0.070101123941072818 -0.012414654148306444 0.033686996046420031 -0.094362726223062701 0.037401982209744535 0.037783129047918557 -0.094532058379417291 0.043255662315648612 0.00051537106983487652 -0.093804240928594643 0.012055604271337115 -0.026800430259903942 0.026629190619152237 0.067985040179740566 -0.0956400843533321 0.060715460387087472 -0.11174565736481737 0.0044162461533036384 0.032005589639963555 0.048733522956711947 -0.10563072665828552 -0.0018100906828753696 -0.068558210202563669 -0.10570779495485666 0.0063428027394560839 -0.0035777164323814239
leaf_weight=0.091722578771622376 0.20932342695596151 0.34967519410906789 0.22002620976127218 0.98073408364143688 0.82361707815107255 0.30691310204565525 0.42335572175215819 0.29937286005588237 1.051249187439679 0.43184813484549511 0.3042916021659039 1.3906108755618327 1.7551742806099353 0.18690775870345533 0.18971693585626781 1.3653538664802898 2.5053552397293961 0.59005401650209321 0.48804837861460615 0.77834279416129959 0.88176925636071235 4.1949353993259129 0.31267493702762283 1.9336938025662664 1.0748709229665108 16.787153705605309 0.98371009109541674 0.5382907521252801 47.992553754504115 25.880347504600195
leaf_count=140 32 81 38 76 68 9 21 33 15 14 30 27 27 34 6 15 29 41 92 81 14 69 83 23 43 359 41 23 2199 870
internal_value=0.00103023 -0.0337083 0.021952 0.00123062 0.0322222 0.0477 0.000864185 -0.0227091 0.0012523 -0.00874459 -0.0269402 0.000908178 0.0194089 -0.00123004 -0.0404795 0.000365718 0.000715892 8.81242e-05 -0.0313456 0.000540994 -0.0051907 -0.0283931 -0.0152273 0.0021318 -0.0746152 -0.00272627 -0.00550495 0.00260033 0.00208185 -0.00565866
internal_weight=115.322 0.661424 0.311749 114.66 1.33985 1.13053 113.32 1.83549 111.485 1.53612 1.10427 110.434 3.14579 0.79998 0.376625 107.288 105.923 103.417 1.46878 101.948 26.9472 6.46425 5.58248 20.4829 1.38755 18.5492 17.7709 75.0012 74.4112 26.4186
internal_count=4633 259 178 4374 109 77 4265 138 4127 105 91 4112 54 61 40 4058 4043 4014 168 3846 713 209 195 504 126 481 400 3133 3092 893
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=9 18 6 15 23 5 17 19 9 17 16 7 22 5 23 5 12 9 7 9 2 5 23 2 18 4 10 0 6 15
split_gain=0.0950885 0.0947783 0.215563 0.091158 0.353468 0.182958 0.16211 0.155664 0.231819 0.145724 0.679152 0.669886 1.33703 0.434794 0.384553 0.395569 0.414357 0.34238 0.315387 0.33238 0.331229 0.285805 0.329048 0.219184 0.323761 0.23808 0.204403 0.493741 0.171077 0.650595
threshold=28.715052674600006 16.435318745950003 2.7350639043000005 46.723315192750007 0.086955000000000018 25.704065249550002 192.44445991605002 14.651182102100002 201.16241229375001 201.39543491635001 22.644947046300004 24.775165158000004 -0.094409999999999994 20.315138807500002 0.094595000000000026 21.757682542950004 337.27321795065006 209.03603029655002 25.221560561650005 206.57490536735003 225.22936691895003 20.743195000100005 0.08846500000000003 325.13486840910008 14.122113655700002 395.41070928875007 71.397382570300024 96.082805124100005 14.845346859150002 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=1 2 -1 7 -5 6 -6 9 -9 23 11 12 13 -11 15 16 26 18 -16 20 -20 22 -14 25 -25 28 -13 -28 29 -2
right_child=3 -3 -4 4 5 -7 -8 8 -10 10 -12 14 21 -15 17 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.075436363811982446 -0.0013825702205405707 -0.095158326167620669 -0.095747566972702494 -0.081836041120972633 0.0081866624043211 0.043494936710411353 -0.04405742672751483 -0.00044522332428891936 0.054655435767615689 -0.034147250605143266 0.07936052013926724 0.039735932890250743 -0.10206848881448567 0.050583633107508963 -0.10878980092207005 0.065401922180484309 -0.070342399869385647 -0.090939309600067519 -0.096325250673304108 0.091938780852373586 0.081993978116942326 -0.11444558091674184 -0.0064090436816858594 -0.10251065994790276 0.0040205642969160819 0.052143149228808569 -0.099900908790574228 0.005870546523683828 0.0055014111411095601 -0.10305601044367863
leaf_weight=0.13660935460393275 26.774284567203271 0.18058884146194032 0.12517088625463657 0.56909621087834183 1.2680999431759126 0.64860092625895038 0.90290215457207512 1.5459096124395721 1.2076719306642187 0.93902258234447833 0.78648422984406252 1.3995818570838263 0.61891974267201211 1.2585222458583301 0.20329855062300228 0.93642870988696891 0.66768960731860794 0.71574374546617037 0.2647804728076153 0.34256114707386587 0.14215917970795999 1.3903630343265829 0.65958279266487807 0.43382939429647993 0.60882068780301779 0.87219668987199739 0.4107848324929354 8.5185575514897192 59.438803747054408 0.57076239812886242
leaf_count=14 1396 226 71 80 28 37 33 33 37 45 32 31 50 23 10 29 116 86 56 9 17 42 28 70 97 121 26 355 1378 57
internal_value=0.00096126 -0.0426432 -0.00641567 0.00113032 -0.0140938 -0.000421046 -0.0135412 0.00159633 0.0237209 0.00103199 -0.0063989 -0.0100511 -0.0400552 0.0143777 0.000683862 0.0066087 0.00160209 -0.0416892 -0.00469249 0.0235434 -0.0340317 -0.0848752 -0.0527175 0.00264507 -0.0403053 0.00315596 0.00625278 0.00100464 0.00266362 -0.00350476
internal_weight=114.538 0.442369 0.26178 114.095 3.3887 2.8196 2.171 110.707 2.75358 107.953 19.2545 18.468 4.86641 2.19754 13.6016 11.933 10.9966 1.66854 0.952799 0.749501 0.40694 2.66887 1.2785 88.6987 1.04265 87.656 10.3289 8.92934 86.7839 27.345
internal_count=4633 311 85 4322 178 98 61 4144 70 4074 955 923 188 68 735 557 528 178 92 82 73 120 78 3119 167 2952 412 381 2831 1453
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=13 12 21 7 9 23 16 23 21 22 15 17 20 20 22 20 7 12 12 7 22 17 12 5 2 3 12 4 20 6
split_gain=0.432331 0.615608 0.620434 0.474927 0.516729 0.405001 0.71746 0.708662 0.618235 0.885875 0.426755 0.365801 0.349002 0.407304 0.34604 0.344705 0.850308 0.328631 1.24513 0.705635 1.06082 0.559313 1.04418 0.583735 0.615589 0.742047 0.43555 0.599139 0.466996 0.671581
threshold=95.937628385050019 216.20511703005005 20.581461612800002 22.093462376800005 186.70853236170004 -0.17949499999999999 18.714956236300004 -0.25587999999999994 7.2436429957500001 -0.085550000000000001 42.968808980200009 168.88575108035005 42.498713093000006 38.238138001450004 -0.24023999999999998 44.131787411600008 22.703933514050004 148.96091148645004 154.32008656120004 22.958251375150002 -0.074029999999999999 200.17087924040001 103.28033049195001 19.426367441400004 119.08834621750002 83.511574906150017 158.10685693470003 227.16561897400001 41.559097512700014 11.685273024550002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 11 9 12 -11 -2 13 -8 -3 17 -17 21 -19 20 -20 -6 -23 24 25 -24 -21 -28 -29 -30
right_child=3 14 -4 4 15 6 8 -9 -10 10 -12 -13 -14 -15 -16 16 -18 18 19 26 -22 22 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.0020124951798758135 0.00011400184777630355 -0.0020018058093327754 0.0010446770980885277 0.00057243134302329042 0.00039236591171370794 -0.0015069293753347023 0.0014986599283415931 0.0010968053575115056 -0.0014444371226436117 -0.0015417430944382167 0.00018227678992788248 -0.0020718485998331287 0.0019648302335734764 -0.00069471732077710212 0.00017307000676252922 0.0016364454393815861 -0.0017925928252183275 -0.0015882530515566929 -0.0017161395664366352 0.0010365485396351727 0.00016953558151267092 -0.0015580058572842565 -4.3511273001017291e-05 0.0013657526426180443 0.00086702381454894432 -0.0020980012616524497 -0.0010771691432432623 0.00032803982872240111 -0.0012381168066430558 6.1978087943124715e-05
leaf_weight=1.2921882068003459 0.68829163645568792 0.30306268768799727 0.31803548010066141 12.896300903485097 39.653877149452455 1.9355799772747539 0.65281493565998949 1.9302238665113689 1.0904107819369526 1.1054124552756555 1.1026669852435587 0.51428576742182486 0.95675469283014525 0.64919613488018513 3.9107566727398084 0.38821406522765645 0.97958497738000005 1.6681828198488791 1.9444525443832388 2.2044357834383836 2.7968106819316736 1.6624154855962823 2.6171779196592984 1.2874239757657049 1.683248507324606 0.91123081638943393 1.4936688691377629 34.769622726948 1.6311872437363515 24.053527401585598
leaf_count=589 96 99 14 343 626 442 25 87 69 32 8 91 17 26 511 5 98 37 77 19 46 60 50 23 14 38 13 602 69 407
internal_value=0.000146268 -0.000377421 -0.00140867 0.000167557 0.000199509 -0.000231314 -0.000478842 0.000360707 -0.000120761 0.000202364 -0.000680805 -0.000820784 0.00106571 0.000405019 1.66505e-05 0.000159346 -0.00081935 0.000170655 8.56099e-05 0.000126141 -0.000603804 0.000296157 -0.000171289 0.000183423 -0.000108646 -0.000574095 0.000180088 0.000149611 0.000179921 -2.05885e-05
internal_weight=149.091 5.82404 1.61022 143.267 132.641 10.6256 7.49284 3.1328 5.55726 4.46685 2.20808 1.20258 2.25877 1.30201 4.21382 119.745 1.3678 118.377 70.5619 68.8937 4.74126 47.8154 8.1615 6.49908 5.21166 3.52841 64.1524 61.948 60.4543 25.6847
internal_count=4633 1213 603 3420 2527 893 619 274 177 108 40 187 68 51 610 2184 103 2081 1270 1233 123 811 185 125 102 88 1110 1091 1078 476
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=22 8 19 23 23 22 3 9 2 22 10 6 6 15 2 0 20 3 17 21 7 3 12 7 0 8 6 20 8 23
split_gain=0.100393 0.425114 0.439982 0.507766 0.77216 0.424138 0.860759 0.418855 0.596304 0.451654 0.404673 0.433041 0.533421 0.535891 0.399253 0.580767 0.474812 0.373921 0.416276 0.338698 0.553186 0.504592 0.589594 0.566112 0.322195 0.440519 0.313415 0.623327 0.292602 0.283223
threshold=-0.079369999999999996 8.9430209551500024 14.351157895250003 0.087700000000000014 0.093325000000000033 -0.083330000000000001 92.738363209800013 196.40176798710004 285.01633004880006 -0.07490999999999999 61.966271448700006 16.315381206250006 14.845346859150002 32.006846505750012 115.49410390990001 86.866770652900016 40.574766824850009 93.292185584700022 196.01244718945003 7.1419463046500011 24.581118242250003 84.737511813600022 225.44236677700002 24.227986230350002 89.576736448400013 8.2435668022500028 16.515385879350003 43.182896969600009 9.6424751081000029 -0.25587999999999994
decision_type=2 2 2 2 2 2 2 2 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 7 14 -5 29 24 9 10 -2 -9 12 19 -14 -4 16 -16 18 -6 21 -21 22 -12 -23 -7 -26 27 -8 -3 -1
right_child=1 28 3 4 17 6 26 8 -10 -11 11 -13 13 -15 15 -17 -18 -19 -20 20 -22 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.034469992577229845 -0.10891932401129677 -0.081806410684993516 0.094449071422100225 -0.054193252219864721 0.069291354226376861 -0.11056308435130621 -0.083473669464649847 0.076019478246390715 -0.064655915324383806 -0.010676349575530973 0.010089995049475414 -0.034374341052274937 0.079572645821945162 0.0071036486938728625 0.047418105445751452 0.0845180494888714 -0.026726042063770404 -0.0035661871487752015 0.014880927438322046 0.006137997406421603 -0.078754914289351621 0.014689555639670686 0.082740787450888489 -0.097632012906151797 -0.084163496069966717 0.027991074231979208 0.032893570937341791 0.017409297424594319 0.0070169320107009662 0.0023087563591861161
leaf_weight=1.8545149016340463 0.41213365492148746 0.82530410955950972 0.98911943659186619 1.5370728160050919 1.762907475233076 0.97161220526322667 0.84091569011798206 0.75087040755898371 0.96861866803374042 12.920959569453089 13.220229308175485 1.9683637474663545 1.7751468187198036 1.709698202088475 1.3667476903647187 1.1602116424473932 1.600314000417711 4.526947962702252 3.7590798120945692 1.7972996546886855 1.0309002326175685 0.77997722476720699 1.0274895728434774 0.7524330650921911 0.75259109530293222 0.49582702171028359 1.5966546829440629 1.3815051765413953 0.51347070384508697 49.111604888566603
leaf_count=222 16 55 80 44 18 34 41 9 74 766 262 27 29 27 17 37 36 68 50 12 80 7 52 60 83 20 11 12 41 2343
internal_value=0.00097063 0.00370667 0.00494062 0.0174926 0.00678835 -0.00177262 -0.0249226 -0.000419298 0.00645581 -0.0137131 0.00923185 0.00714766 0.010847 0.0440187 0.0417323 0.0290985 0.00742773 0.016116 0.0322516 0.00463484 -0.0248061 0.00991141 0.0153293 -0.0404618 -0.0706686 -0.0396197 0.00166962 -0.0207626 -0.0477393 0.00097048
internal_weight=114.161 57.1553 55.8165 16.7024 11.586 57.0052 6.03911 39.1141 25.781 13.3331 24.8124 24.0615 22.0932 3.48485 5.11639 4.12727 2.96706 10.0489 5.52199 18.6083 2.8282 15.7801 14.2477 1.53241 2.22003 1.24842 3.81908 2.22242 1.33877 50.9661
internal_count=4633 1867 1771 350 180 2766 201 1421 639 782 565 556 529 56 170 90 53 136 68 473 92 381 314 67 137 103 64 53 96 2565
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=13 23 18 19 18 16 12 4 7 3 19 22 17 16 12 13 13 2 5 2 15 21 21 10 5 5 3 9 10 12
split_gain=0.395974 0.641669 0.438049 0.421932 0.379267 0.453173 0.650609 0.395406 0.344423 0.347868 0.335852 0.306867 0.304585 0.898729 0.539824 0.668898 0.925531 0.506355 0.65852 0.434062 0.405331 0.346104 0.314497 0.657902 0.906991 0.338436 0.454049 0.506284 0.867384 0.541275
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 12.451004585100002 17.327266398450003 12.604970524100002 247.65401887280004 362.37721658000004 21.350715310200005 78.027120320000009 9.4507625164000029 -0.24023999999999998 208.35751021765003 18.764956119400004 328.37985594320008 98.405632948800005 117.55283175385001 310.93569142660004 18.946524085150003 201.25557642380002 49.977661466200011 4.8542393434000006 18.476280862950002 61.982402197500001 21.701709660250007 31.373072367600006 93.883646373400012 186.16747084260001 61.993156030000002 256.19386559905007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -4 10 -10 -12 14 19 22 -16 -17 18 -15 -14 21 -18 25 -24 -25 26 -7 29 -29 -28
right_child=4 3 8 -5 7 12 -8 -9 9 -11 11 -13 13 17 15 16 20 -19 -20 -21 -22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.0015087889482435684 -0.0020326342333925424 -0.0020171006066229992 0.0018954909353683222 0.00022005836009032138 0.001374732422423582 0.0002614022088301115 0.00082919378200292681 -0.0003500065883418114 -0.0020228519236030859 -0.0020251473930238415 -0.0020037128473128418 0.00063500140938976346 -0.0018818869729486853 0.00041584243754086566 0.0019787564443252297 -0.0017507612989702097 0.0011378132920814459 0.0011656624343091572 -0.0011128158456364511 2.2651643703310771e-05 0.0019538382848283079 -0.0020627947827215154 -0.0022175032882757999 -0.001544287006726553 0.0018284545221613283 0.0013401561785266422 0.00034688791092775634 -0.00018414080409086226 -0.0020973362523904683 -0.0022357395742577195
leaf_weight=0.59473023266764258 0.83241054255631641 1.1651820754827893 0.45813834317959878 0.44902967469533894 1.922614332288503 109.33577966535086 0.4824191554216668 0.69605767936445762 0.22618498696647371 0.27624816191382695 0.18132074770255791 2.5867783073454116 1.4684027645853333 3.0291381822898984 0.34315499057993237 1.8167839214947892 0.24334300309419621 1.5349271595478056 1.6867570606991646 0.67000257683685038 0.46000637230463326 0.27863311511464417 0.62707767280517046 0.57625211979029678 0.65496712876483798 1.0467597709211975 6.6798273414315172 4.6816115924157202 1.131213184999069 0.32728620036505152
leaf_count=68 154 556 11 32 41 1765 22 36 116 25 76 329 101 28 5 170 21 42 48 41 10 23 22 36 12 65 523 137 105 13
internal_value=0.000156105 -0.000339883 5.3982e-05 -0.00139478 0.000177061 0.000163025 -0.000982612 0.000916287 0.000303247 8.02044e-05 0.000274441 0.000462156 0.000174052 -0.000187906 0.000197738 -0.000604993 -0.000921785 0.000187464 -0.00013092 -0.00128516 0.000611919 -0.000570685 0.000217905 -0.000582721 0.000249898 0.000229981 0.000220468 -0.000128642 -0.000556461 0.000226259
internal_weight=146.463 5.93761 4.3234 1.61421 140.525 137.907 1.31483 2.61867 3.72867 3.27053 2.99428 2.7681 136.592 8.38923 128.203 3.14192 2.79877 6.25082 4.7159 2.13841 0.981982 0.521976 125.061 1.8583 1.23122 123.202 122.156 12.8199 5.81282 7.00711
internal_count=4633 1213 625 588 3420 3343 176 77 557 546 521 405 3167 260 2907 229 224 118 76 142 54 44 2678 70 48 2608 2543 778 242 536
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=20 0 8 9 0 23 22 20 23 18 20 20 4 21 16 15 6 17 2 17 21 17 22 22 22 22 21 9 21 15
split_gain=0.33393 0.565179 0.62807 0.599123 0.534915 0.721319 0.690802 0.835513 0.864181 0.648274 0.641368 0.658358 0.612656 0.573351 1.01536 0.980663 0.782058 0.723581 0.556856 0.548077 0.501634 0.474314 0.473665 0.885586 0.870213 1.20648 0.805438 1.0664 1.26931 0.64941
threshold=42.081757894750005 103.57284947555002 5.1459841250500009 186.70853236170004 86.208098410950015 0.10876000000000002 -0.11692 43.847983878700006 0.082325000000000023 11.634276750250001 42.783136484500005 42.686561923500008 376.61861354110005 5.514213733400001 22.494947397000004 38.86986296220001 16.285380505300001 187.63270803470002 245.22092942750001 194.19264200700002 13.061380410800002 187.52613723835003 -0.064729999999999996 -0.053874999999999999 -0.085550000000000001 -0.079369999999999996 3.2312802480000005 203.09362050815002 4.3143180605000007 41.831907381600011
decision_type=2 2 2 2 2 2 2 2 2 2 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 21 5 6 9 10 -9 -2 11 -8 -11 14 16 -16 -6 18 -15 -19 -1 -4 24 -24 -5 29 -25 28 -28 -26
right_child=4 -3 3 22 13 -7 7 8 -10 12 -12 -13 -14 17 15 -17 -18 19 -20 -21 -22 -23 23 26 25 -27 27 -29 -30 -31
leaf_value=-0.0018760476245049656 -0.0020302161640610452 -0.0010378810856282886 0.00026025980480613047 0.00017924925987567402 -0.00010672474099948577 -0.0021639672322362503 -0.0013575130122714884 -0.0014659990150682378 0.0010439282539804692 0.0011488451422821935 -0.0019152644662727314 0.00058604782668141735 -0.0012338266322298717 -0.0013305329740497063 -0.0018818545490590839 -0.00012923754802718744 0.0015318646981859205 0.00081050429172656985 0.00053773933887910335 0.0001562405398729624 0.0010945722686351279 0.0011163053097465378 0.0010788213090017296 0.00056751436135729161 -0.0021816055157035832 -3.8516037849530153e-05 -0.0018302049103278979 0.00060293717422266874 -0.00010306982610721635 -0.00022303728554797861
leaf_weight=0.94171106951398431 0.35470117913791854 1.4199939660534244 5.0592707963660342 36.006705160019912 4.9132208928276651 0.80756961391307491 1.4365645498401112 0.74296443231287446 1.8177672542515209 2.5989845684380275 2.0074011227843584 1.2558759448584167 0.49372222580132064 1.7393684045309812 2.2287079328671098 2.7322119195014238 1.4504364719614384 8.0361825013824291 0.94749350409256283 12.705327430463511 0.28460034221643582 4.8972328780218959 5.2349416972137979 14.997525739483534 1.9596096544992181 7.170731952064676 1.8713462627492869 7.1080466952407724 13.006911622826008 0.97458737646229554
leaf_count=385 55 634 74 583 437 41 90 49 34 132 125 18 53 218 33 45 64 161 105 398 13 67 67 263 72 137 28 112 128 12
internal_value=0.000127184 0.000190414 0.000207941 0.000225341 -1.07517e-05 -0.000377006 -0.000242238 -0.000585411 0.000315704 0.000480518 -0.00107639 -0.000450948 0.000768473 0.000110608 -0.000251638 -0.000916606 0.000266751 0.000285708 -0.000671706 0.000409731 -0.00118663 0.000681317 0.000173944 0.000324003 3.65531e-05 -0.000471914 0.000217161 -2.18255e-05 -0.000320304 -0.00153107
internal_weight=147.202 100.933 99.5132 98.2869 46.2685 11.5156 10.708 7.26057 2.56073 3.44741 4.69984 2.69244 3.09271 34.7529 11.3246 4.96092 6.36366 23.4284 2.68686 20.7415 1.22631 9.9565 88.3304 42.2188 46.1116 10.1049 36.9838 21.9863 14.8783 2.9342
internal_count=4633 2575 1941 1543 2058 597 556 316 83 240 233 108 185 1461 579 78 501 882 323 559 398 141 1402 598 804 221 531 268 156 84
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=21 17 7 7 23 22 20 23 22 8 17 23 5 23 9 17 5 23 21 18 8 0 23 5 23 18 22 2 12 6
split_gain=0.100595 0.318551 0.293628 0.688329 0.549635 0.404571 0.530297 0.44405 0.451737 0.550824 0.397935 0.438239 0.389596 0.384576 0.773786 0.393331 0.362224 0.353739 0.338791 0.513188 0.326715 0.302697 0.298497 0.290864 0.278265 0.323163 0.269523 0.258202 0.368542 0.246191
threshold=3.1734339793000008 168.62011096010002 25.070284486400002 25.221560561650005 0.083070000000000019 -0.047144999999999999 42.527280425250005 0.089345000000000022 -0.094409999999999994 8.543332867800002 192.44445991605002 0.079025000000000026 22.053438739150003 0.07914000000000003 197.89372115420002 190.37043331840002 19.688300142250004 0.092015000000000027 1.7791739561500002 13.258241318650002 8.7431769115000026 89.711159354950013 0.093745000000000023 29.110986871100003 0.093325000000000033 12.964611930900002 -0.051199999999999996 52.497771754550008 82.846568806150017 13.305310876450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 23 5 -4 -5 6 7 13 9 -9 11 -7 -10 15 -15 20 17 -6 -8 -20 26 -16 -12 -2 25 -13 -1 -3 -29 -19
right_child=1 27 3 4 16 10 18 8 12 -11 22 24 -14 14 21 -17 -18 29 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.086254394800852688 -0.08712293097522561 0.043160381581292331 -0.10685919032519588 -0.068723529719997595 0.059008987121137606 0.061626927786517162 0.00048708573692851284 0.073783415862259366 -0.049224031684516945 -0.0063578683915386262 0.028968745230037583 -0.0032575258146623144 0.012859246358071983 -0.10964117996089304 -0.048070473893750604 0.047809385665432899 -0.075044604489962127 0.016974157568496955 -0.031667664920313338 0.091184902241067955 0.067111782534958891 0.027521222344412115 0.081013553327973858 0.0042146798955671177 0.0094764396800350956 -0.10558942142854222 0.0038275443718119406 -0.05655966086863104 0.00026565209701778233 -0.055267997286731374
leaf_weight=0.76273754932481275 0.74345351148804073 1.2719147522002447 0.64977772258680389 0.92770125409970194 1.4716019252350636 1.0149632867469334 1.3847604625625547 1.6574069120797505 1.6269560256882871 1.5179890205617992 2.9588379817141686 0.64244569095899373 2.1919186949380673 1.2234517954220794 1.032812947174534 0.99016384982678562 0.39052426366833959 1.7220445061346938 0.40478879760485131 1.4025473076617343 0.26585355232236896 0.9301368036540224 1.5521587727125732 0.56832498624498839 2.2252348688052734 0.51256493250184576 0.51337118446826957 1.0685088562604494 79.813034898938895 0.58346154868195288
leaf_count=248 428 18 41 226 162 55 42 60 34 38 79 20 66 66 28 46 63 114 14 79 11 15 42 92 30 28 2 35 2423 28
internal_value=0.00116774 -0.000559661 0.00588618 -0.0136943 -0.0018135 0.0104201 0.00123563 -0.00755887 0.00868412 0.0354721 0.026822 0.0062391 -0.0135901 -0.0274255 -0.0496453 0.000535722 0.0130804 0.0221919 0.0362605 0.0636696 -0.0298208 -0.0122516 0.0468765 -0.0475511 -0.0103918 -0.0486699 -0.050015 0.000190672 -0.000485055 -0.00130839
internal_weight=114.021 83.4652 30.5562 5.74511 5.09533 24.8111 15.9049 12.7128 6.99427 3.1754 8.90621 4.39521 3.81887 5.71853 3.1864 2.53213 4.16763 3.77711 3.1921 1.80734 1.54196 1.96295 4.511 1.31178 3.38025 1.15501 1.27611 82.1535 80.8815 2.30551
internal_count=4633 2996 1637 634 593 1003 749 614 198 98 254 133 100 416 109 307 367 304 135 93 261 43 121 520 78 48 250 2476 2458 142
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=20 9 23 0 22 6 20 18 21 10 21 16 17 17 8 9 21 18 22 15 22 22 4 17 17 5 8 17 16 17
split_gain=0.0890859 0.269353 0.726703 0.365271 0.486198 0.529268 0.601338 0.3523 0.34812 0.691365 0.476567 0.347183 0.311298 0.436604 0.308725 0.399568 0.296112 0.548903 0.372877 0.374347 0.285772 0.473204 0.285124 0.25211 0.257706 0.245392 0.415489 0.22913 0.22623 0.203914
threshold=42.081757894750005 207.40106631805003 0.089965000000000031 86.208098410950015 -0.11692 16.375382608200002 43.847983878700006 11.634276750250001 1.7791739561500002 66.439865777750015 2.3223121640500004 22.714946882600003 187.14705358135004 192.80507188075003 8.4434108459500017 205.93480238635001 5.4349223666500004 13.876389391100002 -0.122095 11.870705757150002 -0.14704500000000001 -0.09280999999999999 376.61861354110005 183.75773161020001 167.17143786700004 21.100330328400002 8.2435668022500028 174.47088669260003 22.664946999500003 201.39543491635001
decision_type=2 2 2 2 2 2 2 2 2 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 11 -2 9 -5 -10 25 23 14 15 20 17 -15 19 -18 -14 -22 -9 24 -12 -7 28 -26 -27 -19
right_child=1 2 -4 8 5 6 -8 22 10 -11 12 -13 13 16 -16 -17 18 29 -20 -21 21 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=0.0026798917570291939 -0.092869082551657295 -0.0049559516272130229 -0.083108503096601838 -0.10510011710444217 -0.095560164871794848 -0.011388973509465689 0.025481488763287454 0.043647073208553072 0.081990055298461109 0.02154807789320437 -0.093360551947307968 0.050441779616499642 0.056393836664105162 -0.10954081959935175 0.075906940544838486 0.09701136819880582 0.061769473945554758 0.061197575980137878 0.013225021631664243 -0.08902876857646233 -0.097382391506388818 0.012596994819834367 -0.047804793873835461 -0.094678838877102517 0.048185269525171923 0.031223656885840161 -0.097141627019987603 -0.020819223761719137 -0.096429977220886434 -0.035460850832252415
leaf_weight=78.688018016262731 0.21092695411061901 5.2142116255272404 1.2008241806342992 0.64425004599616176 0.85550708201481285 0.84509480744600374 1.6750183108088093 1.8396468119026397 0.74098541102830751 0.78376589482650161 0.26813117839447276 0.30056821461766947 0.7640979603165764 0.52217800728976616 1.1868268046528099 0.49751555896364141 0.17690111689808574 0.3558782777399756 8.9742045554958079 0.57076267965021543 0.39658033777959723 1.6826885092450528 0.32981015858240414 0.34061950637624239 0.58795034253125766 0.40552810739427503 1.3555319404258623 1.2013321270242157 0.15836438070982695 0.3603369076117815
leaf_count=2575 55 255 88 23 59 11 63 131 71 52 145 7 70 10 21 5 34 21 176 135 71 37 53 87 51 75 99 118 7 28
internal_value=0.000998293 -0.00284313 -0.0195853 0.000988394 -0.0154064 -0.0299916 -0.0181577 0.0188793 0.00750871 -0.0355893 0.0108128 -0.0420057 0.00786402 0.0125658 0.0362259 0.0221295 0.00279173 -0.0389204 0.00810511 -0.0533491 0.00902708 -0.00837945 0.0297442 -0.0225029 -0.0105536 -0.0520569 -0.0699624 0.00185535 -0.00462677 0.0125675
internal_weight=113.134 34.446 6.41504 28.031 7.976 5.59561 4.74011 2.38038 20.055 1.42802 18.627 3.06509 17.886 15.488 4.52771 3.34088 10.9603 1.23839 9.72187 0.747664 2.84337 2.07927 2.16946 2.39803 2.05741 2.76452 1.91942 1.78928 0.563892 0.716215
internal_count=4633 2058 343 1715 560 321 262 239 1155 75 1080 199 1009 608 204 183 404 59 345 169 178 108 184 401 314 192 181 169 82 49
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=13 12 5 18 2 18 7 2 9 10 8 16 12 16 10 10 20 21 17 2 22 21 23 9 7 22 4 5 20 7
split_gain=0.0901284 0.291406 0.322896 0.218419 0.288561 0.193384 0.252651 0.169057 0.251783 0.23502 0.234215 0.14643 0.392604 0.141223 0.727596 0.355148 0.340587 0.494092 0.547467 0.39977 0.316585 0.290731 0.380337 0.276694 0.272921 0.204923 0.185275 0.792311 0.702998 0.54936
threshold=95.937628385050019 216.20511703005005 2.7155367820000005 17.327266398450003 263.5517324101001 14.693728290050002 21.698399695800003 206.22726210890002 72.978853106700015 82.299080289250014 1.7486353823000003 12.604970524100002 247.65401887280004 15.839962959300001 73.007768990450018 75.981203682750007 40.858951393400005 1.9176293050000004 177.73379099395004 156.09660346185004 0.11061500000000003 3.6533552218000005 0.093635000000000024 202.05151640955003 24.872345000050004 -0.047144999999999999 309.25865594525004 21.363989181350004 40.165165956550005 23.131311951800004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -3 -7 -8 9 -9 -11 12 -2 16 26 -16 17 18 -13 -18 24 -19 23 -23 -17 -24 -15 -28 -29 -30
right_child=3 5 -4 4 -6 6 7 8 -10 10 -12 13 -14 14 15 20 19 21 -20 -21 -22 22 25 -25 -26 -27 27 28 29 -31
leaf_value=0.046482328912648974 -0.092939421936103842 -0.068050860343530334 -0.091981432403329594 0.059572601037174405 -0.037824623593282619 0.087422995137672585 0.071040090930604968 -0.092211923660611497 -0.091756230824565077 -0.013322252044107412 0.075372720159631992 0.0083289388822417199 0.042162065737140701 0.0026321756288242661 -0.093360615599606428 -0.0017437789655859143 0.0087079850491476093 0.02672400182760239 -0.094513868288215244 0.058807711016306628 0.062442282206336068 -0.026467311128697317 -0.095322707623126265 0.025353940935770383 -0.093189211335855504 -0.018172244962653405 -0.058654403798233751 -0.078138509398123987 -0.04711036744634331 0.019983067411055409
leaf_weight=0.17741607873972443 0.44493435160074923 0.28254644227854475 0.62445264700500047 1.0721512166783203 0.32524015323724587 0.30822979440563392 0.22699498409519936 0.17473867589433201 0.27119126584511821 0.62334020062462492 0.4015906231070403 0.81297725201875681 0.29242655815323815 77.504828995293792 0.93842750880867187 0.58308876746741567 3.6058341313510018 3.8106661976780725 0.88892297833808698 2.0490764495625626 0.29298280713555858 1.2952845805848485 0.50693037817836739 2.4327525151893497 0.49505534228228498 0.63774009607732274 2.1923617152206125 0.81277641479391505 1.1712437307687631 6.8933881297998596
leaf_count=96 154 45 507 42 35 15 17 68 147 292 26 64 22 1842 109 68 100 36 69 83 38 24 47 40 74 11 167 53 136 206
internal_value=0.000893068 -0.0143597 -0.0613459 0.0013253 0.0369036 0.00210291 0.0119837 -0.0017116 -0.0129392 0.00487775 0.0214304 0.00086351 -0.0393601 0.0011409 -0.00024195 -0.0504289 0.00897614 -0.000762815 -0.0453871 0.0268618 -0.0210455 0.00798333 -0.00667267 0.00734895 -0.0437331 -0.0523392 0.00106666 -0.00989429 0.00214749 0.0102389
internal_weight=112.15 3.0905 0.801869 109.059 1.39739 2.28863 2.00609 1.69786 1.47086 1.19967 1.02493 107.662 0.737361 106.924 90.8842 2.30955 16.0402 10.3853 1.7019 5.65491 1.37113 8.68337 4.87271 3.72804 1.07814 1.14467 88.5746 11.0698 8.87741 8.06463
internal_count=4633 1213 603 3420 77 610 565 550 533 386 318 3343 176 3167 2693 289 474 291 133 183 180 158 122 64 142 58 2404 562 395 342
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=21 17 2 3 23 15 7 7 23 22 12 15 23 20 23 22 8 5 23 9 17 10 5 23 6 0 7 15 13 22
split_gain=0.0915732 0.260425 0.267565 0.247717 0.239184 0.236605 0.236296 0.631061 0.455593 0.365047 0.484159 0.519763 0.427459 0.416898 0.388956 0.353451 0.481812 0.374951 0.340709 0.735652 0.476534 0.291948 0.274084 0.299703 0.27408 0.46028 0.249867 0.237804 0.216325 0.214144
threshold=3.1734339793000008 168.62011096010002 186.79363985910004 112.7969493211 -0.22831499999999999 47.836606606600007 25.070284486400002 25.221560561650005 0.083070000000000019 -0.047144999999999999 169.21982098175002 29.583625105200003 0.079745000000000024 42.527280425250005 0.089345000000000022 -0.094409999999999994 8.543332867800002 22.053438739150003 0.050735000000000009 197.89372115420002 190.37043331840002 61.987779113750001 19.688300142250004 0.092015000000000027 16.425383776450001 89.474575039450016 22.650953015950005 35.293770423450006 113.98793627290001 0.70681500000000008
decision_type=2 2 2 2 2 2 2 2 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 -4 6 9 -8 29 13 11 12 -11 14 18 16 -16 -17 20 -20 -1 -19 23 -10 25 -15 -13 -12 -21 -9
right_child=1 -3 4 -5 -6 -7 7 8 22 10 27 26 -14 24 15 17 -18 21 19 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.032588111802123766 -0.10948284311735348 -0.00014347202872078241 0.050304596789387937 0.079991413791613078 -0.10113531330281118 -0.07465226523148788 -0.11028170472297175 -0.082972700454620602 0.058766662927782688 0.081530245193764964 0.0015035903585587931 0.0045465870378678906 0.011406304152362202 -0.046904181864540727 0.07384471255692264 -0.047908690040321958 -0.0056497859695554646 -0.015072244321183682 -0.11103555186860672 0.023184749071007007 0.063825971083112096 0.061177272049544297 -0.070281505002669983 -0.00051570320231006904 0.07247559346608827 0.057831548186178798 -0.059312864465404708 0.084148843720979527 -0.043247120277210171 0.079829151137370657
leaf_weight=1.3706016761716511 0.60778869980276684 80.809478623932591 0.36863454820922925 0.077837874821852893 0.14543897873772949 0.36195546633098175 0.58443509623611944 0.77439542812862772 1.3894654727359927 1.3735896224170594 0.43326016530954836 1.5034811289515349 2.3676930234651081 0.77393742022104495 1.5439465975068745 1.5958503725591984 1.5062610139138994 1.2084090941934849 1.1617897502073904 0.96321618906222262 0.81894979065691575 0.85917023103684176 0.35028374393004913 2.2078647144447814 1.1932503585703669 0.91646834090352058 1.0341691477224229 1.7726489979540927 0.99811599613167346 0.090207259519957006
leaf_count=239 386 2476 43 8 83 46 41 219 162 44 50 26 55 21 59 34 38 23 71 18 36 30 63 142 77 35 24 49 28 7
internal_value=0.000881179 -0.00083009 -0.0470793 -0.0879722 0.00746001 0.00569502 0.00670511 -0.0121571 -0.000240083 0.0110562 0.0276151 0.0134564 0.0371519 0.00163301 -0.00655507 0.00944278 0.0345885 -0.0114938 -0.0267716 -0.0479756 0.00347329 0.0166128 0.0141597 0.0223821 0.0357815 0.00987921 -0.0214781 0.0679166 -0.0106222 -0.065987
internal_weight=111.163 82.0092 1.1997 0.685627 0.514074 29.1534 28.7915 5.39665 4.81222 23.3948 8.48484 6.27893 3.74128 14.91 12.0263 6.71364 3.05021 3.66343 5.31267 3.12312 2.18955 2.06758 3.94761 3.59733 2.88366 1.69041 2.53765 2.20591 1.96133 0.864603
internal_count=4633 2996 520 394 126 1637 1591 634 593 957 248 149 99 709 576 184 97 87 392 117 275 53 367 304 133 56 50 99 46 226
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=13 0 15 0 13 16 23 17 18 6 6 19 8 16 20 18 9 8 12 10 3 22 23 6 3 20 10 17 4 18
split_gain=0.452815 1.14852 0.894245 1.29689 1.2684 0.956255 0.931925 0.8798 0.718583 0.598215 1.05084 0.59303 0.695558 0.755131 0.604545 0.574853 0.553458 0.781818 0.660284 0.565973 0.502229 0.498085 0.494901 0.438783 0.426926 0.422873 1.04087 0.656861 0.879539 0.533246
threshold=112.67059178900001 90.321439350550008 28.579157549250002 95.746747857800017 109.34496908160001 20.034953149600003 0.096715000000000009 200.37850214585004 14.057318556550003 13.665319288000001 13.775321858200002 11.950964240300001 7.6440346712000009 17.684958644900004 33.361153777850006 17.549283450150003 206.50942114985003 8.3434888241000014 130.71263173160003 65.571493801650021 89.732667019950014 0.20852500000000004 0.09557000000000003 5.1351199812500008 88.813214339350012 36.558960102350007 64.369753017350021 185.88129754265003 143.58239362595003 13.328768336950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 9 4 -4 6 7 8 -6 11 -11 -1 22 14 -14 -15 18 -18 -12 -20 -2 25 23 -13 -3 27 -27 28 -22 -28
right_child=1 24 3 -5 5 -7 -8 -9 -10 10 16 12 13 15 -16 -17 17 -19 19 -21 21 -23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=0.00020080272335573992 -0.00090269649203223519 0.00038649048172857535 -0.0019568418506754302 0.00024251391209988084 0.00036416692112082677 -0.002106616388254377 0.00097421025200091957 0.00092393783799459602 -0.0016789496886591333 0.0016093624229009016 0.00017994526346091564 -0.0014409895497052331 0.0014464164562854374 -0.0011412190679909171 -0.001951391156872531 0.0020047689086082725 -0.0017147879013772996 9.0718970781774149e-05 -0.00043178310819922604 0.0014768321036237723 0.0019104641977295451 0.0015240833428729029 -0.0021143538000752533 0.0003888748960104079 0.0015939005137394376 0.00018594693441997958 -8.0623793766500978e-05 0.0019546053068207189 -0.0019017881638748505 -0.0023229867455129118
leaf_weight=12.1136193220882 1.6388147640973318 1.7711977344006289 2.7484636673470977 7.828131625938112 0.91065660119056735 1.0822881301864979 2.0576256408821791 1.0685105975717304 2.4222430719528347 2.3982972512021687 10.462037208897529 0.5733949637724417 0.21960478276014406 0.45075895241461683 2.4181604474142659 0.44254395551979542 1.1710255276411761 4.3373416211397853 0.73398022180481293 3.2085691171960207 0.41779638547450249 1.0679561543511216 0.39631100525730278 4.1518694098340347 3.0903966501355171 69.584140137128998 0.70405198039952555 1.2510708570480344 0.52512419484264683 0.96876806207001209
leaf_count=1249 31 32 274 119 14 41 28 15 56 45 234 204 7 27 209 15 30 76 121 50 11 34 36 182 44 1279 32 26 91 21
internal_value=0.000133853 0.00023001 6.5455e-06 -0.00035894 -0.000816506 -0.000400906 -0.000115094 -0.000624335 -0.0011207 0.000160264 0.000383185 -7.92413e-05 -0.0004713 -0.00114083 -0.00166851 0.000417309 0.000235506 -0.000293114 0.000437652 0.00112151 0.000171026 0.000194639 -9.69234e-06 0.000166827 0.00115401 0.000175309 0.000149203 0.00102319 -0.000212627 -0.00137923
internal_weight=142.215 81.0193 61.1954 18.1179 10.2898 7.54132 6.45904 4.40141 3.3329 43.0775 22.3113 20.7663 8.65264 3.53107 2.63777 0.893303 19.913 5.50837 14.4046 3.94255 76.1577 74.5189 5.12158 4.72526 4.86159 73.451 71.257 2.19399 0.942921 1.67282
internal_count=4633 1601 3032 547 428 154 113 85 70 2485 556 1929 680 258 216 42 511 106 405 171 1525 1494 422 386 76 1460 1332 128 102 53
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=9 9 0 6 3 21 21 19 23 12 23 16 23 10 20 20 21 10 22 22 13 3 5 23 21 9 20 20 3 0
split_gain=0.399743 0.73486 0.55909 0.947231 0.5205 0.462889 0.924109 0.399473 0.363132 1.04124 0.555398 0.349514 0.34649 0.456618 0.650197 0.482416 0.428496 0.426328 0.411445 0.378349 0.313719 0.420006 0.89112 0.41453 0.29187 0.742507 0.284176 0.499075 0.276312 0.31094
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 76.190903416900014 15.399605826300002 10.581646629650001 14.451165964200003 -0.17949499999999999 194.34319615655002 -0.25587999999999994 17.874958200600002 1.0000000180025095e-35 61.982402197500001 47.309807198350008 49.064150740050003 20.581461612800002 80.677940036650014 -0.074029999999999999 -0.02903 117.60122400020002 95.002044955650021 30.133297129900004 -0.098985000000000004 16.027392061700002 199.89081775665002 41.741384785950011 38.983591653800012 93.776108048150022 86.345209775600011
decision_type=2 2 2 2 2 2 2 2 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 11 6 7 -2 9 -1 -11 -4 17 26 18 -16 -17 -10 -15 -20 23 -22 -23 -5 28 -26 27 -14 29 -6
right_child=1 2 4 20 24 -7 -8 -9 12 10 -12 -13 13 14 15 16 -18 -19 19 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0015424342458411852 0.00055355382811664788 -0.002133064035230078 -0.0015639380631903219 0.0012839346409499292 -8.580428400233831e-05 0.0017957561390917411 -0.0008403151281233572 0.0015962608398951664 -0.0017569902925854855 -0.00042564244483255545 0.001223807345264301 0.0016618250629507232 0.0010802264149822418 -0.001767014831509025 0.00097605437081350779 -0.0016197700498333917 0.0011951096134355547 0.00048630098421022347 0.00047339289034731345 -0.0014268369048928049 0.00057616509580420052 -0.0017578841983780691 0.0011357247033274688 -0.0020842493919262105 -0.0019842599013599866 0.00054913753707575767 0.0011406017128312153 -0.002276363203768591 0.00067714690008516569 0.00022293469023218883
leaf_weight=0.96240006130574229 5.5934217826725199 1.0446046177821688 0.99329648825732764 0.18621934932889417 14.641947634983806 1.2671721507795144 1.5640870779752729 1.8899038420058785 1.2743741467784255 1.1094009454936897 2.6827998582502914 0.1484379549510777 0.38183365517761547 1.618502578672177 1.4823084919189571 0.70300016908367968 0.29523151402827352 0.43753967462362187 0.90587408815554227 0.72546364177833422 2.7940646010974888 1.0711212318856267 0.66211979091167439 0.57198885883553874 0.81269130297005066 0.98252946569118649 1.2997136588965075 0.30742268229369074 4.461798522155731 87.429993610188831
leaf_count=254 69 60 399 11 176 17 23 60 313 95 122 5 40 350 84 237 21 63 37 189 59 72 14 68 19 27 37 11 38 1663
internal_value=0.000149239 0.000184341 0.00013967 -0.000426905 0.000172433 0.000685849 0.000530396 0.000816888 -0.000162827 0.00027901 0.000741264 -0.00114455 -0.000385571 -0.000208584 -0.00048954 0.000266454 -0.000787257 -0.00118364 -0.00106658 -0.000371648 -8.9708e-05 0.000105785 -0.000652489 -0.00125701 0.000186313 -0.000597724 0.000600872 -0.000416882 0.000199525 0.000178647
internal_weight=140.301 126.115 115.801 6.33012 109.471 10.3146 9.04741 7.48333 14.1859 4.7546 3.7922 1.14173 9.43126 7.71935 5.73038 2.48054 0.998232 1.71191 3.24984 1.63134 5.28551 4.52731 1.73324 0.758208 108.329 1.79522 1.98897 0.689256 106.534 102.072
internal_count=4633 2780 2611 284 2327 169 152 129 1853 471 217 404 1382 1006 918 342 258 376 576 226 224 145 86 79 1923 46 88 51 1877 1839
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=22 8 16 23 20 6 5 4 18 6 12 13 2 6 20 23 15 2 17 15 17 0 9 22 3 0 22 7 0 23
split_gain=0.333504 0.709163 0.548941 0.506109 0.456944 1.06764 1.00027 0.646325 1.13837 0.627618 0.603119 0.750937 0.576285 0.534824 0.838365 0.643994 0.748929 0.506973 0.506838 0.475397 0.470415 0.444567 0.829112 0.445817 0.877916 0.436373 0.435506 0.422601 0.416733 0.60347
threshold=-0.079369999999999996 8.9430209551500024 12.604970524100002 -0.25587999999999994 41.489621506400006 16.455384477450004 22.533652790000001 314.71948599205001 14.390586827150001 16.425383776450001 189.97915716370002 117.67112391160002 159.92742394165003 16.505385645700006 40.165165956550005 0.083070000000000019 38.567335632300008 296.32908460740003 188.51582982015003 33.995989817300007 188.27285108100003 101.91675926715001 182.80199813410005 -0.083330000000000001 92.738363209800013 109.89341454020003 -0.13509999999999997 23.736034462250004 89.576736448400013 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=3 2 25 26 10 7 -7 9 -9 -6 -4 13 20 14 15 -12 19 -10 -16 -17 -8 23 -23 -5 28 -2 -1 -14 -25 -30
right_child=1 -3 4 21 5 6 12 8 17 -11 11 -13 27 -15 18 16 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.00032743292467271617 -0.0020192986568446127 -0.00098103281557718864 0.00025615407117049449 0.00017465319059966993 0.00032192413645641151 -0.0023742896962208738 -0.00083200915641649053 -0.0020736312676670576 -0.00094484331228249945 0.0019993319638499461 -0.0014282585538596369 0.0019278319096132899 -0.0020934359537794229 -0.00016838912386138083 0.00013744758472505775 0.00028243113863671819 -0.00091022797843797517 0.001255740101638112 0.0017303133953962073 0.0017654984448792956 0.0020327622890950205 0.00020548920344941085 -0.0017849483142180858 -0.0023069532060567325 0.00018399380110815019 0.00019558080101858148 -0.0021510706746185153 0.00026711954397538054 0.000384323522554491 -0.0021631182106122263
leaf_weight=2.0077508332542497 0.71125265460432163 1.7755479615589127 32.294101327839599 58.189321470985305 12.538918730373556 1.2203555027954274 0.34692175877717124 1.1735990805318572 0.64347990532405663 0.92054587230086404 0.75467304827179571 1.7873084428720165 0.66696120005508397 2.9051558663195456 0.97244339250028122 1.7465398145141082 1.0511495801620183 1.0747996571008114 3.6533807124942541 1.5852190274745224 0.60414252430200577 1.9498555555155683 1.3698485607928885 0.95555130438879077 4.1679802832659334 0.65873435961839277 0.67198373635619546 0.51807431317865849 0.88335929485037901 0.60061417159158736
leaf_count=196 162 96 445 1621 231 23 80 54 26 78 52 19 62 35 10 45 23 28 99 22 8 441 330 34 64 260 27 9 32 21
internal_value=0.000145866 0.000242246 0.000274268 5.111e-05 0.000299595 4.91802e-05 -0.000958122 0.00025595 -0.000585063 0.000436649 0.000405159 0.000738033 -0.000149065 0.000570174 0.000789937 0.000244731 0.000532795 0.000431642 0.00139546 0.00098806 0.000987773 8.39926e-05 -0.000615848 0.000119847 -0.000362805 -0.000954313 -0.000784738 -0.00106145 -0.00129702 -0.000646712
internal_weight=140.4 69.6033 67.8278 70.7963 66.4578 19.7078 3.35646 16.3513 2.89188 13.4595 46.75 14.4559 2.1361 12.6686 9.76341 5.13758 4.38291 1.71828 4.62582 3.33176 0.951064 68.1165 3.3197 64.7968 6.60751 1.36999 2.67973 1.18504 2.43952 1.48397
internal_count=4633 1867 1771 2766 1349 599 182 417 108 309 750 305 159 286 251 142 90 54 109 67 88 2543 771 1772 151 422 223 71 87 53
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=13 0 3 7 5 22 15 18 17 22 15 2 5 20 16 0 20 2 21 15 20 22 6 20 22 20 13 22 9 5
split_gain=0.363398 1.31771 0.801939 1.24615 0.904369 0.747992 0.763547 1.091 1.14331 0.89697 0.780048 0.661943 0.571836 0.562166 0.630787 1.01163 0.980866 1.15644 0.792578 0.534497 0.533584 0.498624 0.843901 0.769619 0.628261 0.638622 0.637159 0.760748 1.09765 0.952944
threshold=112.67059178900001 90.321439350550008 87.399085362750014 20.797746106000002 20.971847224900007 -0.060989999999999996 28.579157549250002 13.956123578150001 201.61829342215003 -0.07490999999999999 28.298162031900002 122.71527679435002 22.887221773600004 42.206017975500011 21.754949127450004 87.261973998100004 38.238138001450004 133.03767462420004 3.2312802480000005 27.614913206150003 41.444941515100005 -0.075639999999999999 16.415383542800004 43.847983878700006 -0.078549999999999995 42.498713093000006 117.58509325145 -0.11534 195.74493321760002 21.836296031200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 4 -4 5 6 9 -8 -9 10 19 -10 -5 14 16 -16 17 18 -2 -1 -17 24 -23 -24 25 -15 27 -27 -29 -30
right_child=1 -3 3 12 -6 -7 7 8 11 -11 -12 -13 -14 21 15 20 -18 -19 -20 -21 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=0.00013896390986245893 -0.00012808780578573022 0.001203311732645377 0.00041186505136943694 -0.0019384392921168029 -0.0018303147672162202 0.00036063870228063717 0.000945956640711607 -0.0019946525181863909 0.00061021373297191067 -0.0019016370673454962 0.0019051074962495593 -0.0015557000565812142 0.00026985001708619804 -0.0015222349467931664 0.00023148114642110713 0.0014759582899118197 -0.0018373614955185375 -0.0019417841874711664 0.0019674367627182626 -0.0020676925499267659 0.00029833729298686369 -5.5260732405571659e-05 -0.0021977104501066909 0.0013170446426399767 0.0017688510200508532 0.00051630790591710406 0.00062209810790240985 -0.0019193563956218984 -0.001002303095276459 0.00082082535725151501
leaf_weight=16.612648240030477 1.7376319518662056 5.0100591285154215 2.2004883093832168 2.4448071158913085 0.91835268054273811 26.779691379477303 1.2417312112520438 2.6482863661367446 1.5898415033007043 0.83311028599200554 0.95374678180087258 0.82349781535958744 0.55277124527492549 1.0101600527996257 43.227949681109749 4.2063130158931008 1.3241589065146397 0.81007161317393173 1.1553091214736921 0.4330231151834586 2.2817227430641651 3.6353083127178243 1.6022485492721896 0.28162181739753567 0.79865397181129338 3.5045129888458222 5.4837009981274596 1.7945141686941433 2.2281111441552639 2.1815055637271143
leaf_count=1240 86 76 196 197 106 839 13 227 14 56 9 61 48 33 488 73 145 39 26 26 28 48 117 27 62 124 101 59 28 41
internal_value=0.000145017 0.000228826 2.61999e-05 -0.000708656 9.84987e-05 0.000132618 -0.000110314 -0.000701017 -0.00110506 8.73975e-05 0.000179461 -0.000128856 -0.00153122 0.000165636 0.000272911 0.000339841 -0.000388989 0.000128934 0.000708769 8.29067e-05 0.00106181 -9.51306e-05 -0.000607203 -0.00167229 7.11061e-05 -1.25791e-05 8.78e-05 -0.000213986 -0.000626505 -0.000100373
internal_weight=140.306 82.2736 58.032 5.19807 52.8339 51.9156 25.1359 6.30336 5.06163 18.8325 17.9994 2.41334 2.99758 77.2635 54.7432 49.716 5.02717 3.70301 2.89294 17.0457 6.48804 22.5203 5.51918 1.88387 17.0012 16.2025 15.1923 9.70864 6.20413 4.40962
internal_count=4633 1601 3032 441 2591 2485 1646 315 302 1331 1275 75 245 1525 885 589 296 151 112 1266 101 640 192 144 448 386 353 252 128 69
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=8 15 10 9 13 12 18 2 5 19 16 7 22 22 22 5 7 16 16 17 9 20 12 6 16 16 20 22 23 6
split_gain=0.0899374 0.194329 0.171358 0.132625 0.190671 0.209523 0.177796 0.257083 0.17411 0.151057 0.143594 0.292746 0.142615 0.286552 0.205128 0.175541 0.140756 0.131309 0.699453 0.725076 0.608856 0.568808 0.509794 0.441583 0.362589 0.308849 0.261529 0.49463 0.460967 0.432731
threshold=1.5487913386000003 21.086216674150005 90.937096262400004 53.996381295800006 95.811270852950017 225.44236677700002 17.327266398450003 263.5517324101001 11.926356180100003 12.651020723000002 12.644970430600003 25.024903008400003 -0.24150999999999997 -0.61402999999999996 0.050115000000000014 5.5330946193500008 21.034091097450002 15.954962690350003 18.594956516900002 191.86029796145002 191.61296531520003 43.663128814500006 96.350437043050007 14.355335410100002 17.809958352600002 17.464959159300005 40.858951393400005 -0.10434500000000001 0.092385000000000023 13.665319288000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 10 -8 9 -7 11 -6 13 -2 -14 -16 -10 26 19 21 -21 22 -19 -24 25 -25 27 28 -12 -28
right_child=3 -3 -4 4 6 8 7 -9 16 -11 17 -13 14 -15 15 -17 -18 18 -20 20 -22 -23 23 24 -26 -27 29 -29 -30 -31
leaf_value=0.010000887941381273 0.078491203611071605 -0.093058877654780256 -0.091184241800764704 -0.091897013272308828 -0.00052134296601741043 0.051185202057355481 0.053150797601790395 -0.037753597706387594 0.032065602859188538 -0.091532123810651692 -0.0012180694626664941 -0.09350636700499533 0.05299495656686988 -0.093548818191444422 0.089321429994651216 -0.091642913782167615 -0.092934930360388426 -0.095754071953246728 0.0021716444838738797 0.0015046011230521335 -0.093390497722354721 -0.093227481873297421 -0.064868714678990871 0.046383446456314384 0.070284759531991745 -0.0942432469155189 0.0022564587283917205 0.0096882598246658472 -0.09662696892931949 0.056190516838441451
leaf_weight=0.90904647979368636 0.12932190478022676 0.25646235503154446 0.16172614870583857 0.3675943754333264 0.91634188966963737 0.37676648897286213 1.1388286859728385 0.32892491680104274 0.10426807211479172 0.072555615333840251 0.92641997602186055 0.39856698244693689 1.2179993780846405 0.20583532093405654 0.060636142836301476 0.16002052102703601 0.25372663914458826 0.29666075060958963 84.137184039500426 0.78910923725925419 1.8668473538127726 0.46073618629088731 0.33997616585111279 0.2789735946280415 1.4413322632026391 0.23692498613308999 2.735363691521342 8.6957753430760913 0.75314677754067816 2.20339996461189
leaf_count=245 8 134 281 310 72 112 45 37 12 20 70 108 81 47 13 96 57 59 1731 22 243 204 22 31 127 70 71 169 45 91
internal_value=0.00119452 -0.022243 -0.0052818 0.00147503 0.00107567 -0.0352144 0.00147067 0.032779 -0.00940517 0.0281395 0.00103909 -0.0287064 0.0260423 -0.0271664 0.0384381 -0.0419142 -0.0565278 0.00141102 8.96945e-05 -0.0305849 -0.0651963 -0.000490636 0.0159818 0.0304113 0.0469617 -0.018199 0.00916323 0.000996998 -0.0440011 0.0263188
internal_weight=112.22 1.32723 1.07077 110.893 109.119 1.17491 107.945 1.46775 0.807317 0.449322 106.477 1.31491 1.77381 0.335157 1.43866 0.220657 0.357995 105.162 89.8477 5.71056 2.65596 3.0546 2.59387 2.29721 1.95723 0.515899 15.3141 10.3753 1.67957 4.93876
internal_count=4633 660 526 3973 3728 511 3217 82 201 132 3135 180 245 55 190 109 69 2955 2509 778 265 513 309 250 228 101 446 284 115 162
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=7 23 23 21 22 6 15 18 16 8 22 2 17 15 17 9 18 20 9 19 13 3 0 8 16 18 15 21 16 21
split_gain=0.0921241 0.283701 0.492771 0.307431 0.387938 0.334058 0.262218 0.256882 0.242463 0.243076 0.221497 0.217977 0.196572 0.190566 0.179642 0.176102 0.329598 0.486367 0.263129 0.339945 0.284362 0.24859 0.22378 0.230157 0.210036 0.189211 0.177211 0.263883 0.372197 0.234759
threshold=22.093462376800005 -0.17949499999999999 -0.25587999999999994 6.5280300271500007 -0.074029999999999999 16.890394641350003 35.645792850250011 12.743963501900001 18.714956236300004 8.4434108459500017 -0.237895 154.46567853970001 168.88575108035005 19.198394745150004 188.13858192940003 186.70853236170004 12.899561312100003 44.131787411600008 185.98753508445003 14.351157895250003 117.67650082785001 76.190903416900014 85.495657006400009 8.3434888241000014 17.874958200600002 12.880535946600002 19.846565044850003 6.5280300271500007 14.184966829400002 5.0192588681500014
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 14 -6 -2 11 -10 -4 -3 13 -1 -5 18 -17 21 20 -20 22 24 -9 25 -18 -24 27 28 29 -23
right_child=7 3 10 5 6 -7 -8 15 9 -11 -12 -13 -14 -15 -16 16 17 -19 19 -21 -22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10160338176930647 0.066733292830286631 -0.099430550904418505 -0.027655605974170529 -0.10326571604882123 -0.10663650783871953 0.028455549470193593 -0.0067579059611841919 -0.099299687145198337 0.076656844001248961 0.0056015564827104789 0.067978745223449877 0.023374391664533464 -0.084709228005913365 0.046988532675589605 -0.014107410804531005 -0.039976920384158995 -0.074366568169845923 -0.072565110857345932 0.0013903449980865294 0.093735046940518693 0.07299263753958142 -0.0053925315292440322 -0.11580928469745459 0.098919825069825898 0.081168676236279352 0.004471304928885058 0.0012342266780411126 -0.03463646875041726 0.086170594083887331 0.081309180629775907
leaf_weight=0.10841296401486067 0.56116707666660559 0.30328916859434718 0.27222810004604969 0.89606001594802343 0.50713823788282697 0.31922538600701944 0.46595839958172292 0.19293270944035334 0.63177638541674275 1.5027412928175179 1.2560777873586628 0.23856121350036119 0.44234398924163543 0.30143881210460677 0.27219914481975138 1.8552328892401408 0.62969469400741118 0.82375033962307398 0.69119971882537246 0.7883142028003931 0.57127395225688893 1.4942606593103844 0.12249910458922109 0.23634539544582445 0.091920374426990747 8.8382289320502405 85.042258685847628 0.58986225532134984 0.91900144307874132 0.35754900821484614
leaf_count=21 20 212 39 142 96 60 20 20 46 24 74 39 99 76 20 29 395 104 13 31 12 95 2 3 5 1055 1812 33 26 10
internal_value=0.00113425 -0.00914045 0.0182887 -0.0218513 -0.00683954 -0.058682 -0.0588106 0.00187833 0.0120565 0.0266326 0.050944 -0.045363 -0.0402743 0.00768337 -0.0824922 0.00152582 0.000124467 0.00095158 0.0127706 0.0505934 0.00715287 0.00163107 0.00314728 0.00529637 -0.0545543 0.00282699 0.0020897 0.0237376 0.0361645 0.0113479
internal_weight=111.323 7.51745 2.3805 5.13695 3.64946 1.48748 0.973097 103.805 2.67637 2.13452 1.52831 0.54185 0.852196 0.409852 1.16826 103.244 91.8035 89.9483 11.4408 1.47951 9.96128 89.1245 9.39001 9.19707 0.721615 8.96073 88.4029 3.36067 2.77081 1.85181
internal_count=4633 968 309 659 437 222 116 3665 321 70 113 251 196 97 162 3645 2509 2480 1136 44 1092 2376 1080 1060 400 1057 1976 164 131 105
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=20 23 8 20 20 12 16 8 9 3 15 7 20 20 9 7 21 16 6 14 20 23 3 22 0 10 22 21 21 8
split_gain=0.0834469 0.206967 0.189801 0.125397 0.417135 0.325073 0.304763 0.274692 0.204865 0.289235 0.330209 0.242978 0.165413 0.624991 0.769608 0.595433 0.481702 0.528732 0.30867 0.28814 0.238978 0.228688 0.282333 0.503149 0.205271 0.209775 0.20893 0.202307 0.196201 0.193251
threshold=33.036871954450007 0.088565000000000019 7.943800736700001 36.558960102350007 37.041406607950009 179.47323713510005 19.559954260300003 8.3434888241000014 211.24289424260004 84.643415779050017 23.241064975550003 23.960918281000001 38.474425342400004 38.751720283100006 201.81004550795004 24.528146684550006 0.98843639725000021 16.564961263900003 16.585387514950003 231.05614023745002 38.983591653800012 0.090665000000000009 93.716961969300016 -0.23353499999999996 84.546631286350006 58.613764160050003 0.12616000000000002 5.8464528668500009 3.8092755532000004 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 2 -1 6 5 -5 8 -8 9 10 -2 -11 15 14 -14 19 17 -17 20 -6 -15 22 -20 -24 25 26 -25 28 -23 -22
right_child=3 -3 -4 4 12 -7 7 -9 -10 11 -12 -13 13 18 -16 16 -18 -19 21 -21 29 27 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.098403377642575257 -0.099028717804698463 -0.086832866089471911 0.077613532720877787 -0.090864323927949867 0.018633768020805755 -0.0037779299441241128 0.067275280523207248 0.013630179709055858 -0.083890699427929094 -0.0039474124148214636 0.073997677423502523 -0.10347171588177299 -0.12826086194556444 0.040598830053581017 0.023024810726083162 -0.088357651712069218 -0.087995580016788519 0.08087968761996156 -0.066720463449774586 0.074972744407890229 -0.00093397070719060534 -0.065183661004059201 -0.10014317514165359 0.070337472564999115 0.091286782487280602 -0.10090091296213852 -0.10130755622718705 -0.085310440072160473 0.0111495586482767 0.010304261553998471
leaf_weight=0.082924146681761068 0.12780236955859381 0.33670324276317842 0.20310179446823895 0.84703631021102299 5.7574986387044174 0.80212243613459577 1.2791513067204503 3.2446356387808919 0.35444590885890637 0.77348151034675516 0.62184001272544265 0.33916989271529019 0.79188226668702444 1.5303445662048023 0.54608104675571667 0.2811332383444094 0.88066444469950511 0.48105040239170194 0.46932442020624776 1.0283928395947439 67.498786901643143 0.59200839191908039 0.26795427739853006 0.38125245567971433 0.56422660523094237 0.13082957218284719 0.083000456332229078 0.83189172155834956 0.71397484243789222 18.804223871469731
leaf_count=170 106 81 8 54 91 38 32 46 47 82 20 21 32 39 21 55 99 13 13 46 2859 31 75 133 9 31 8 47 17 309
internal_value=0.00104757 -0.0347398 0.026583 0.00125013 0.000404595 -0.048507 0.0142061 0.0287989 -0.0155742 -0.00257163 0.0444994 -0.0342854 0.00119825 8.86293e-06 -0.0665146 0.0143506 -0.0386083 0.0184561 0.000977711 0.0271719 0.00219566 -0.0255379 -0.000756077 0.0209349 0.04892 0.00874994 0.0396503 -0.0475228 -0.0234527 0.00151468
internal_weight=110.647 0.622729 0.286026 110.024 103.284 1.64916 6.74053 4.52379 2.21674 1.86229 0.749642 1.11265 101.635 93.2058 1.33796 8.42874 1.64285 0.762184 91.8678 6.78589 87.8334 4.03446 1.89659 1.42726 1.15931 0.595082 0.464253 2.13787 1.30598 86.303
internal_count=4633 259 178 4374 4020 92 354 78 276 229 126 103 3928 3624 53 304 167 68 3571 137 3207 364 269 256 181 172 141 95 48 3168
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=15 2 10 19 23 20 21 17 22 8 4 7 0 16 23 22 13 22 15 6 6 2 22 9 22 13 16 22 22 20
split_gain=0.0829693 0.325035 0.183985 0.146751 0.199139 0.254654 0.116479 0.398159 0.11105 0.557292 0.429094 0.400462 0.327456 0.419226 0.242553 0.235632 0.224201 0.198674 0.38853 0.138296 0.246507 0.273438 0.173118 0.24315 0.118066 0.584545 0.695346 0.516984 0.206347 0.455856
threshold=46.723315192750007 247.02271001585004 61.546871980350012 14.651182102100002 0.088260000000000019 40.722669576350008 9.1670574189500034 198.39433209390003 -0.27494999999999997 8.3434888241000014 222.34787280370003 24.899526511700007 87.261973998100004 20.079953044350003 0.083905000000000021 -0.59614999999999996 97.308742031600005 -0.58835000000000004 33.423812040500003 18.710437166350005 17.755414852450006 59.078594408600004 -0.017745 229.11263139465004 -0.16164499999999998 117.57433941890001 22.399947619200002 -0.24150999999999997 -0.15022499999999997 43.219899330700009
decision_type=2 2 2 2 2 2 2 2 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 8 -5 -6 7 -3 9 10 17 -11 -12 14 -14 -16 -17 -1 -19 20 24 -22 -21 -24 25 26 27 -10 29 -26
right_child=1 6 -4 4 5 -7 -8 -9 19 11 12 -13 13 -15 15 16 -18 18 -20 22 21 -23 23 -25 28 -27 -28 -29 -30 -31
leaf_value=0.08691344757532346 0.024006420152137806 0.044479243410223412 -0.09791302366679254 0.049587768015925321 0.038515400220990433 -0.042609155092325754 0.012963164975515973 -0.097901005632831814 -0.08197659270116027 -0.08654538627956844 -0.12785320086938387 0.021613069495724384 -0.10195000420572524 0.09805246521440128 0.029179130861600878 0.045624790473143897 -0.097466360024562201 -0.096056330671440274 0.095883056397904898 0.088488214898426121 0.015279573972927913 -0.099451124951329628 -0.096770022043800683 0.096016903825756589 -0.10799355006023631 -0.10024010699454684 0.083194218087974517 0.017107368543883641 0.0012886349404358326 0.016387705913065768
leaf_weight=0.71117159197456203 0.13877229974605088 0.32531352149089832 0.52845123286533635 1.3004374699667089 0.69045328814536311 0.68395334779052064 1.93863853381481 0.37595891236560419 0.54370436438875902 1.1806332613341508 0.20812255505006749 0.4093783311836886 0.28381034434505625 0.30287271132692684 0.71500264122187163 0.13633549825863189 0.33900438039563596 0.18306080495858557 0.19172927364706993 0.35531334803090431 0.31357845175079901 0.44797137317073066 0.13755084247531968 0.1005634143948555 0.48324981874975381 0.36518982079724072 1.2854299731552599 3.3403187875176168 91.247685911223016 0.57057840616107569
leaf_count=32 6 22 83 25 26 19 30 37 111 66 6 23 113 3 49 47 38 100 4 20 14 128 47 2 80 74 31 407 2764 226
internal_value=0.00090568 -0.0137935 -0.0725556 0.00136202 0.0231551 -0.00185505 0.00105831 -0.0318522 0.00080071 -0.0134141 0.0100308 -0.058698 -0.0160211 -0.0029235 -0.0236696 -0.00500536 -0.0564254 0.0576538 0.00213303 0.00146868 0.00119571 -0.0522092 0.046823 -0.0153498 0.00161141 0.0149796 0.0231192 0.00323712 0.000809819 -0.0406493
internal_weight=109.834 3.30713 0.667224 106.527 2.67484 1.37441 2.63991 0.701272 103.852 4.66112 3.07111 1.59001 1.98515 1.77703 1.47415 1.19034 0.47534 1.08596 0.37479 99.1911 98.5977 0.76155 0.593428 0.238114 97.8362 5.53464 5.16945 3.88402 92.3015 1.05383
internal_count=4633 178 89 4455 70 45 89 59 4385 481 392 89 256 250 247 134 85 136 104 3904 3835 142 69 49 3693 623 549 518 3070 306
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=20 0 23 21 22 12 22 7 20 23 0 21 16 15 6 17 18 9 15 22 0 2 22 9 17 7 8 23 9 9
split_gain=0.0797843 0.269165 0.442678 0.386253 0.342528 0.510512 0.429624 0.399795 0.562967 0.354076 0.331199 0.281085 0.482421 0.489544 0.351566 0.289635 0.323936 0.274452 0.25113 0.241772 0.239272 0.238738 0.321132 0.280031 0.223046 0.222047 0.220857 0.312781 0.286612 0.252782
threshold=42.081757894750005 86.208098410950015 0.10876000000000002 1.1709819147500002 -0.11692 119.80689146465001 -0.011849999999999999 22.435297587800004 44.952171034750002 0.10214000000000002 71.249517373150013 5.514213733400001 22.494947397000004 38.86986296220001 16.285380505300001 187.63270803470002 13.391483899700001 190.64005357525002 19.198394745150004 -0.237895 85.431134011250023 309.04644204820005 -0.088880000000000001 214.65309737590005 194.19264200700002 18.208719263850004 5.1459841250500009 -0.222165 186.70853236170004 203.09362050815002
decision_type=2 2 2 2 2 2 2 2 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 -2 10 7 20 8 -6 -8 25 12 14 -14 -3 17 -17 19 -12 -13 -7 24 23 -23 -18 -5 27 -1 -28 -30
right_child=1 11 -4 4 5 6 9 -9 -10 -11 18 15 13 -15 -16 16 21 -19 -20 -21 -22 22 -24 -25 -26 -27 28 -29 29 -31
leaf_value=0.010887919238376285 0.078991893515027958 -0.0043586968944149904 -0.10066678961832164 0.017124351847302495 -0.099824295432943161 0.0015481804247519178 -0.09602283215927214 0.030882903998293271 0.023732447869746563 0.096757783426359129 -0.049948867412330893 -0.078910131647896703 -0.075947566811862557 -0.006318481823691535 0.068597294976750239 0.059518930198347718 0.020142744711257897 -0.099114170018498537 0.059923525215767368 0.018202676751600689 -0.10016925732737603 -0.065706861040466288 0.074535622685602418 0.087015087406351041 -0.0050639058031469513 -0.10163155223059815 0.020473611606130173 -0.095259052196006139 -0.0028836567101801123 0.0093773911754643207
leaf_weight=0.49634329543937383 0.38886972761247207 3.0055782300605673 0.5420221230451715 0.26912840132717875 0.69337084168182739 0.23861124160976022 0.13303962522695689 1.401320533826947 0.62048414684250019 0.23235154061694629 0.2213502543454523 0.31096823534608109 1.6643684920854869 1.9437512294389305 0.72872991976328183 1.1718071792274738 4.8987204236909738 0.39088221513429733 1.1163243241899179 0.849546317352181 1.4732909604790618 0.34225113847423916 1.0001143560366461 0.15484506997745484 8.5713863517630653 0.29095698511810042 7.5513856594188828 0.48971781134525727 45.712813121950603 22.173552239377386
leaf_count=206 16 437 41 43 52 35 87 16 4 4 32 82 33 45 64 23 108 58 117 183 108 94 36 14 284 42 178 540 804 847
internal_value=0.000813296 -0.00308555 -0.0185911 -0.0123068 -0.0176136 -0.031031 -0.0661929 -0.00412968 -0.0414731 0.026566 0.0162698 0.00163501 -0.0138643 -0.0384373 0.00987827 0.00806799 0.0118063 -0.0308216 0.0417425 -0.0078194 -0.0859915 0.00807083 0.0437679 -0.0181341 0.00410308 -0.0445678 0.00247918 -0.041829 0.00305834 0.00112114
internal_weight=109.078 32.6541 7.62112 7.0791 6.69023 4.79247 2.07729 2.71518 1.31385 0.365391 1.89776 25.0329 7.34243 3.60812 3.73431 17.6905 16.1391 1.5514 1.33767 1.16051 1.7119 14.9673 1.49721 0.497096 13.4701 0.560085 76.4238 0.986061 75.4378 67.8864
internal_count=4633 2058 597 556 540 306 234 72 56 91 234 1461 579 78 501 882 559 323 149 265 143 536 144 108 392 85 2575 746 1829 1651
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=13 0 3 7 5 18 3 3 3 16 3 19 4 5 13 22 4 22 22 20 20 21 16 20 10 13 5 22 15 6
split_gain=0.0855855 0.830064 0.53324 0.692675 0.548137 0.586276 0.402479 0.396337 0.622085 0.535447 0.525341 0.850515 0.614743 0.353824 0.346362 0.495764 0.273858 0.271606 0.249691 0.229663 0.217297 0.181156 0.813096 0.423204 0.420092 0.349807 0.313997 0.30822 0.273371 0.257491
threshold=112.67059178900001 90.321439350550008 87.399085362750014 20.797746106000002 20.971847224900007 13.546420092050001 88.813214339350012 86.26455603170001 85.589753040950015 19.079955382750004 84.812788641250009 12.851036860900001 158.18845385165005 22.887221773600004 113.89115178020002 0.20852500000000004 143.58239362595003 -0.14008999999999996 0.13747000000000004 35.119813570500007 39.354247760400007 6.7841715403000018 16.684960983300005 41.835830569250014 75.981203682750007 95.937628385050019 7.9916986750000012 0.04932000000000001 18.377781418850002 7.0651650764500014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 4 -4 5 -1 -3 8 10 -10 16 -12 -13 19 17 18 -7 -2 -16 -5 -20 26 23 24 -23 29 -18 -24 -26 -25
right_child=1 6 3 13 -6 7 -8 -9 9 -11 11 12 -14 -15 15 -17 21 -19 20 -21 -22 22 27 25 28 -27 -28 -29 -30 -31
leaf_value=0.078270538856263686 0.019237968374896497 0.0058037664051176652 0.017602793877812453 0.026542043748838177 -0.092713321906651908 0.094741100694290911 0.075095900370423768 -0.049672225769780851 0.087895149664034597 0.0015296941123583237 0.086279561600347054 0.0068431290634148713 -0.10355748699523441 0.015409534690400541 0.0011950045867655992 0.076452733180501595 -0.099080320887181564 -0.10811105548215623 8.6327276770720317e-05 -0.1063494998611574 -0.071835719001593037 0.012034053801617404 -0.10147895657066792 0.017374334249473884 -0.0044554274007690044 0.068640379888696174 0.006315234898774163 -0.019779871435144838 -0.1012682687076983 -0.10058839671488844
leaf_weight=0.94210769267374317 0.23875543274334632 1.2727457745932036 1.1983785197553509 0.13623599108541373 0.59796958354127028 0.30225523654371755 2.195641609840095 1.4849686523302796 1.4467707682670146 1.3190427054651079 0.40789434401813141 0.71718370635062489 1.4960591030248904 0.33289748527749896 58.419777752087612 0.82959337285865231 0.27485151280621423 0.49409301975901954 0.76595497503876575 1.5150010144043333 0.85387737583369017 1.6637843734351911 1.1078305723349329 1.0386469178702102 0.45352826831958715 1.3867300382626124 23.649447998641335 0.74052141630090762 0.73412936836029985 0.21460697885777325
leaf_count=27 9 32 196 12 106 3 44 39 44 26 47 8 180 48 1383 37 424 52 13 185 31 20 146 267 98 59 906 29 104 58
internal_value=0.000757749 0.00300306 -0.00262734 -0.0412501 0.000447261 0.00186185 0.0496687 -1.08954e-05 0.00198475 0.0467066 -0.00163332 -0.0438082 -0.067783 -0.0767961 0.000375638 0.00118227 0.00186871 -0.0666219 0.000142225 -0.0953852 -0.0378266 0.000970841 -0.0125027 0.00642855 -0.0197593 0.034714 0.00510441 -0.0687471 -0.0642986 -0.00282558
internal_weight=108.231 65.0704 43.1608 3.18251 39.9783 39.3804 3.46839 38.4383 36.9533 2.76581 34.1875 2.62114 2.21324 1.98413 61.6021 60.8692 31.5663 0.732848 60.0396 1.65124 1.61983 31.2641 7.33978 5.49143 2.85144 2.63998 23.9243 1.84835 1.18766 1.25325
internal_count=4633 1601 3032 441 2591 2485 76 2458 2419 70 2349 235 188 245 1525 1464 2114 61 1427 197 44 2111 781 606 222 384 1330 175 202 325
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=15 20 0 8 9 21 22 22 22 7 7 21 5 8 8 9 21 21 10 0 23 12 22 23 22 17 0 20 0 21
split_gain=0.382625 0.343169 0.636981 0.572135 0.69977 0.560715 0.553818 1.00582 0.871221 1.14949 0.890091 0.867808 0.811857 0.684105 0.678592 0.576692 1.08004 0.941012 0.910489 1.15479 0.832317 0.580246 0.570442 0.528621 0.520668 0.475536 0.458771 0.635911 0.511208 0.463784
threshold=51.19990836680001 42.081757894750005 103.57284947555002 5.1459841250500009 186.70853236170004 13.061380410800002 -0.064729999999999996 -0.053874999999999999 -0.087660000000000002 24.068567769550004 23.567644028800004 14.849677877150002 18.057701168700003 8.1436447804000007 8.8430989333000021 203.09362050815002 3.3686516035500005 4.6633733285000014 67.031326566450005 96.324766355850002 0.099855000000000027 159.85579765120002 -0.078504999999999991 0.081235000000000016 -0.074029999999999999 187.52613723835003 86.208098410950015 43.321682097200004 85.683849075550015 5.514213733400001
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 -1 8 12 -6 10 24 14 -8 22 15 16 21 -18 -17 20 -20 23 -11 -9 -10 -5 27 28 -3 -28
right_child=-2 26 -4 4 6 -7 7 11 9 13 -12 -13 -14 -15 -16 18 17 -19 19 -21 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0018725722625759689 -0.0013452264718990456 -0.00013408483222296486 -0.0011501518194522709 0.00031304406326559991 0.00019865920026092629 0.0012603941555599668 -0.00012990688781475091 0.001095815300536668 -0.0010819653601748464 -0.0020779226705742999 0.0011238079728631753 -0.00094013117764828928 0.0016093457483870057 -0.0022102627401441115 -0.00081746982431920071 0.0018508203981889458 -0.0012210426643718892 0.00010440311522044333 -0.0021434979460237761 0.00081369212661776486 0.0010470708708759362 0.0015691286767618357 0.00019182372607205476 3.9806228769166735e-05 0.00020420276832359109 0.0011686024412331999 -0.0002219902845609622 8.8410942030924908e-05 -0.0014630851706924554 0.00027949220480547846
leaf_weight=0.90334426899425924 0.65462429309263725 1.9371604588377502 1.2866666054678706 4.9298437554389221 34.598732811165966 0.29018040816299617 1.3965508565306652 2.9231700301170367 2.3677863124758005 0.62299317773431528 2.0236541349440813 2.2313277155626556 3.9511799179017544 1.7572846066905183 1.8997765671811055 2.332469364628194 2.6087265224196008 9.7789267260814068 0.98583978647366144 6.3844087505713105 0.46150721423327923 2.2456903979182243 1.3443619704339655 4.8402498597279191 2.4750349654350483 5.0628119907341897 10.294604104685275 5.621152554776927 2.6148241709452122 22.779236958678666
leaf_count=385 63 162 634 60 549 13 18 25 30 33 21 26 49 91 59 48 32 94 49 82 9 46 38 57 24 67 578 333 76 882
internal_value=0.000150417 0.000157266 0.000220539 0.000238459 0.000255024 -0.00111086 0.000198721 0.000360704 4.80283e-05 -0.000444048 3.17113e-05 0.000244918 0.00115514 -0.00132112 0.00032165 0.000388112 0.00021232 -0.000174724 0.000775466 0.000455202 -0.00112614 0.000691341 -0.000526926 0.000437427 -0.00042464 0.000746516 1.13958e-05 -0.000352741 -0.000897511 0.0001234
internal_weight=143.604 142.949 99.7025 98.4159 97.2223 1.19352 87.2297 42.0398 45.1898 10.5911 6.86648 36.6921 5.34773 3.72464 34.4608 32.561 22.3968 12.3877 10.1642 7.83176 1.44735 10.0091 1.96736 7.76342 4.84282 9.99266 43.247 10.1731 4.55198 33.0738
internal_count=4633 4570 2539 1905 1507 398 1380 594 786 237 75 527 67 162 501 442 254 126 188 140 58 128 71 82 54 127 2031 571 238 1460
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=3 9 10 4 21 15 22 5 13 0 3 22 5 22 22 15 21 18 13 4 7 20 18 21 22 6 23 5 16 9
split_gain=0.276023 0.381835 0.873048 0.509138 0.449551 0.509122 0.398629 0.467075 0.334592 0.631291 0.587054 0.941863 0.794893 0.705256 0.730634 0.617786 1.13894 0.774836 0.619003 0.56618 0.692662 0.874839 0.807492 1.17238 0.776839 0.786779 0.660902 0.643912 0.638318 0.596149
threshold=93.883646373400012 186.16747084260001 61.993156030000002 376.61861354110005 0.54612131245000006 40.42701969085001 -0.074029999999999999 23.636018850950002 112.67059178900001 90.321439350550008 87.399085362750014 -0.080869999999999997 20.971847224900007 -0.060989999999999996 -0.068964999999999985 28.579157549250002 0.87557407920000008 15.365045726500002 109.43099974175001 195.04069921150003 23.109894804950002 41.444941515100005 13.317304170000002 4.6112647835500011 -0.076544999999999988 16.475384944750001 0.098950000000000024 22.533652790000001 22.544947280100004 195.34352961910002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 3 4 6 -3 -6 -2 -8 10 19 12 -12 13 14 15 18 -17 -18 -1 -10 22 24 26 -24 28 -26 27 -21 -22 -23
right_child=1 2 -4 -5 5 -7 7 -9 9 -11 11 -13 -14 -15 -16 16 17 -19 -20 20 21 29 23 -25 25 -27 -28 -29 -30 -31
leaf_value=4.9380983577031228e-05 5.5828541123943344e-05 0.00084295873923142649 -0.0020978799506288148 -0.0020550494038587188 -0.0015698167463353077 -2.657182497715087e-05 0.0019203414954848601 -0.00081797182678680581 0.000508339326304676 0.00096878779405897941 0.00012414945559230503 -0.0019816285807290543 -0.0018144013517876164 0.00034158775732048965 -0.0022416540032509889 0.00066828745583243109 -0.0018138125866424286 -4.6075111609889288e-05 0.0020210209916998894 8.6372470627569487e-05 0.00086529786230190946 -0.0010605553656961764 0.000104127651748143 -0.0024145099647296 0.0014907177316584815 0.00039047113715452324 0.00041348243285046208 -0.001454721361423873 -0.00036785700743027631 5.2111978382755376e-05
leaf_weight=15.588172484860483 5.7201052767450165 1.2838706783950327 1.084662266570376 0.37872022499504954 1.1804173530545088 2.7059554178267717 0.98854227320407317 0.31605354721978074 16.373249362688512 4.3186727678403249 1.9485940194572324 1.4057510094280576 0.82937173495883953 26.098686209064002 0.61318389933512563 1.8533711722575379 2.6615842329483712 1.4853073255508205 0.63723203912377435 2.2628505518659932 2.4378874395042684 2.103829579427841 1.3436744399368756 1.50800078373868 4.5914383949711901 5.4826180636882782 5.4089326487155631 1.9326735028298569 4.7744607832282782 15.425211314111946
leaf_count=1292 458 19 117 69 50 93 20 158 240 76 95 92 106 839 39 33 222 52 8 25 31 21 13 31 73 40 55 54 43 169
internal_value=0.000122397 -0.000141841 -0.000498518 0.000159504 -0.000162989 -0.000495305 0.000278896 0.00125695 0.000152203 0.000243328 3.56171e-05 -0.000758348 8.91312e-05 0.000121391 -0.000130234 -7.1982e-05 -0.000609551 -0.00118066 0.000126815 0.000194102 8.52607e-05 0.000227231 -0.000311551 -0.00122776 0.000540224 0.000891929 -3.95186e-05 -0.000623534 4.89688e-05 -8.143e-05
internal_weight=134.743 13.6583 6.25491 7.40342 5.17024 3.88637 7.0247 1.3046 121.085 67.9635 53.1213 3.35435 49.7669 48.9375 22.8389 22.2257 6.00026 4.14689 16.2254 63.6448 47.2716 34.8154 12.4561 2.85168 17.2864 10.0741 9.60446 4.19552 7.21235 17.529
internal_count=4633 984 279 705 162 143 636 178 3649 871 2778 187 2591 2485 1646 1607 307 274 1300 795 555 377 178 44 187 113 134 79 74 190
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=7 18 18 7 23 9 10 20 2 20 8 8 7 20 6 16 9 18 20 9 19 13 3 17 8 22 18 0 16 6
split_gain=0.0921094 0.238481 0.236567 0.235974 0.292312 0.285063 0.24356 0.290044 0.193811 0.239192 0.190485 0.258541 0.168757 0.21484 0.227047 0.197965 0.154068 0.271936 0.387765 0.225947 0.325532 0.253967 0.211134 0.202791 0.190488 0.178147 0.165301 0.178311 0.162711 0.379225
threshold=22.093462376800005 14.349689277800001 12.743963501900001 20.797746106000002 0.099855000000000027 182.80199813410005 68.846035804500005 45.458122212500008 305.67240907785003 48.109449608500007 8.543332867800002 9.3427090425500019 20.090200465600002 45.044778924400006 15.635365317800002 21.074950717600004 186.70853236170004 12.899561312100003 44.131787411600008 185.98753508445003 14.351157895250003 117.67650082785001 76.190903416900014 240.41195881570002 8.3434888241000014 -0.077679999999999985 12.880535946600002 85.495657006400009 22.714946882600003 16.635388683200002
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 -5 -8 9 12 -7 -12 13 14 -1 -16 19 -18 22 21 -21 24 23 -19 26 -25 -4 -28 -24 -30
right_child=2 -3 16 5 -6 10 7 -9 -10 -11 11 -13 -14 -15 15 -17 17 18 -20 20 -22 -23 28 25 -26 -27 27 -29 29 -31
leaf_value=0.060919786849632306 0.064937696570465997 0.051099052603405727 -0.11233034588811286 -0.094186899640591099 0.094075100384474225 0.017756548158577114 0.071838175078185657 -0.074188835644990694 -0.096671728051625008 0.036010543098448262 -0.086929203467601426 0.0094081099637672513 -0.096757044308077758 -0.096543650357850549 -0.094757701073869716 0.025463433202198793 -0.03595194357896777 -0.095249010688418775 -0.067109829635904616 0.00023647516185043449 0.091269269587982163 0.070503794715762305 0.0012127237459175395 -0.097164416660312988 0.091214064963112407 0.060159433902925975 -0.097126959004673524 0.0041435163724569454 0.071645476701131985 -0.032617274309185089
leaf_weight=0.42688135578646347 0.52104783221147855 0.52937187073439407 0.11310465075075171 0.88406790728186047 0.29482496593845997 1.0941427447833123 0.21157122811291629 0.28145696016872535 0.18959574919063005 1.0505828114401081 0.50030838488601137 0.48927717581682373 0.23373783713032015 0.20239774936635513 0.23765884152817307 0.24911422922741622 1.8312630134169001 0.39089863334447628 0.74168746132636343 0.67585413502092595 0.72086037136614323 0.52301050676032979 85.053030114155263 0.094971668113430496 0.21215035207569677 0.19543339333904441 0.15721283969469269 8.5891689785553336 0.86320351320318767 0.48315236356575042
leaf_count=25 20 59 2 149 23 18 12 46 61 41 16 32 102 50 321 13 29 333 104 13 31 12 1912 50 4 17 19 1055 23 41
internal_value=0.000889444 -0.00966508 0.0016067 -0.0147342 0.00516918 -0.0313248 -0.0645922 -0.0115248 -0.00495128 0.00229334 -0.00933905 -0.0392975 -0.0239498 -0.00870156 0.0107577 -0.0332325 0.00127883 -1.20916e-05 0.000737322 0.0118086 0.0472195 0.00665371 0.00131519 -0.0509368 0.00297254 0.00870954 0.000859494 0.00232322 0.00172723 0.0342298
internal_weight=108.041 6.87499 101.166 6.34562 2.88479 3.46082 1.3771 0.493028 2.58997 2.40037 2.08373 0.989586 1.34979 1.11605 0.913654 0.486773 100.645 89.6536 87.8224 10.9914 1.39671 9.59465 87.0807 0.681304 9.07164 0.290405 8.85949 8.74638 86.3994 1.34636
internal_count=4633 968 3665 909 636 273 207 58 613 552 66 48 511 409 359 334 3645 2509 2480 1136 44 1092 2376 400 1080 67 1076 1074 1976 64
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=16 16 16 19 13 15 20 10 13 4 18 16 3 12 5 5 18 6 20 6 15 21 15 17 23 18 22 6 6 3
split_gain=0.354806 0.669467 0.639667 0.633117 0.573294 0.79474 0.767191 0.597916 1.11759 0.62795 0.587605 0.471564 0.534663 0.408188 0.405391 0.577129 0.687854 0.800818 0.46359 0.436504 0.395823 0.39377 0.386505 0.748671 1.24925 1.45385 1.13307 0.513338 0.753097 0.622559
threshold=20.394952307700002 20.034953149600003 20.674951653000004 14.251149826300002 113.98793627290001 33.787611863550005 38.474425342400004 63.910026677050006 116.56347916185001 150.69347026435003 13.378437733750003 22.454947490600002 92.913112988300014 358.96165787565002 20.201591378100002 21.191508333600002 13.405741979600002 15.975373262050001 41.685324604100011 16.585387514950003 15.283107451400001 5.5614473604500008 28.579157549250002 200.37850214585004 0.096915000000000015 14.032563378150002 -0.056184999999999992 13.665319288000001 13.775321858200002 81.355431485500006
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -4 10 8 -8 -10 -6 12 -11 22 18 16 -16 -18 -13 -17 -15 -21 27 24 25 -24 -26 -1 -29 -30
right_child=2 -3 4 -5 6 -7 7 -9 9 11 -12 14 -14 20 15 19 17 -19 -20 21 -22 -23 23 -25 26 -27 -28 28 29 -31
leaf_value=-5.7278963571952991e-05 0.0019022815530982601 -0.0016250128349940668 -0.0018583977868387349 0.000224742419778136 0.00046758393446962981 5.8631698382216764e-05 0.0017555828970051643 -0.00093925115342075461 -0.001664686976849629 0.0020037644573459462 0.0017241875990420832 0.0014521133146576694 -0.00096264006566267285 0.00023193352459992717 5.8989007231190921e-05 0.0002555656922735033 1.0410841792179467e-05 -0.0017346231217500779 0.00016134771198962641 -1.6666053373218472e-05 -0.0020207428458653659 -0.0016575230729591825 0.00057708655762000907 0.00025067293071675487 -0.001370380755807328 -0.0017751199934373948 0.0015209743947132105 0.0014991483843194155 -0.0020446578381208332 0.00031813591864538853
leaf_weight=18.872079713919447 1.7089382898411707 0.92721200408413906 1.2144823623821133 1.7514412989839909 4.4737798739224663 2.6361071970313787 1.7268202640116204 1.8237694362178434 0.71916261943988402 1.0311760045588005 2.1033411491662264 1.917105447500943 0.30202375818043936 0.52134967438359925 8.2241920791566354 44.027379360981286 1.8824932649731625 2.1842121160589159 2.4204761479049921 1.6053289548726746 0.70598952262662351 0.86541618756018568 1.3694759190693711 7.4918100836948724 0.77930099586956236 3.8513122784206644 1.5726813445216974 2.1062382711097625 0.43858361942693846 19.092329260736733
leaf_count=1788 38 42 31 24 60 31 37 42 30 67 35 36 25 80 64 588 15 44 12 53 126 29 52 119 45 257 26 45 32 760
internal_value=0.000145609 2.76672e-05 0.00022802 0.00105321 0.000191946 -0.000546003 0.000229679 0.000168457 0.000198651 0.000157403 0.000869442 0.000177731 0.00133175 5.46453e-05 0.000153359 0.000110678 -0.000267194 -0.00092684 0.000731835 0.000210561 -0.00106385 -0.000591401 7.93471e-05 -0.000188799 -0.000623572 -0.00115811 0.000562959 0.000179065 0.000385206 0.000265077
internal_weight=140.346 57.7284 82.6176 3.46038 79.1573 3.85059 75.3067 68.7296 66.9058 65.179 6.57712 64.4598 1.3332 56.8012 63.1266 58.789 12.2909 4.06671 4.33758 46.4981 1.22734 2.47075 55.5738 15.0646 7.57277 5.22079 2.35198 40.5092 21.6372 19.5309
internal_count=4633 3372 1261 62 1199 62 1137 1042 1000 963 95 933 92 3330 841 793 123 59 48 670 206 82 3124 499 380 309 71 2625 837 792
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=20 22 17 19 20 23 6 3 7 7 3 5 9 16 23 8 5 8 10 8 19 8 16 10 7 21 17 21 4 0
split_gain=0.0816737 0.137572 0.140473 0.139109 0.100457 0.218449 0.273138 0.127184 0.201473 0.127018 0.127449 0.243346 0.231708 0.182427 0.266082 0.171828 0.162964 0.150755 0.331622 0.211418 0.237754 0.23049 0.208412 0.46628 0.213114 0.420944 0.336824 0.417121 0.509263 0.387126
threshold=49.292797572200008 -0.15734499999999998 171.90167533095004 9.5507705853500013 47.927946529500012 -1.0000000180025095e-35 16.555386813950005 103.28787291370001 17.566486459500002 19.773504439000003 95.002044955650021 31.794087907800002 186.70853236170004 22.724946859200003 0.10307000000000002 8.3434888241000014 30.133297129900004 9.3427090425500019 61.821094709650005 8.8430989333000021 14.451165964200003 8.7431769115000026 22.684946952700002 62.00390986255001 22.721067571950005 15.678076857950002 188.27285108100003 5.4279412736500001 195.04069921150003 85.990333302400003
decision_type=2 2 2 2 2 2 2 2 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 -3 7 6 -6 9 -9 -1 13 12 15 17 -15 -12 -14 18 -11 21 -21 22 24 -24 25 26 -20 29 -29 -28
right_child=1 3 -4 -5 5 -7 -8 8 -10 10 11 -13 16 14 -16 -17 -18 -19 19 20 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.047839703612596429 -0.10069600290379507 0.046370168417397613 0.026570848298888887 -0.099855906499380045 -0.039480384726550029 0.061510386718764673 0.082666998678347342 0.04977365993148402 -0.087220319152985906 -0.083425457814790022 -0.084502962647045654 0.078835380352903398 -0.10107611837686407 0.068999070124392409 -0.0058762025496579585 0.010791497069335378 0.0078639757204950877 0.038962451377315327 -0.0031605531521968163 -0.0068425874507848919 -0.075999780491645075 0.022949578563268892 -0.093848351454048573 0.029575156171481574 -0.00097238832608393798 0.072943247227994765 -0.059208452518435997 0.10027289049974004 -0.017109554316077934 0.041486666521970909
leaf_weight=0.55527253365653351 0.10162915527325822 0.077603437511242102 0.4637430492148269 0.32199661673075752 0.68522013563779183 0.81692982620006549 0.23675700300373137 0.14431200123362842 0.36206148938254046 0.45170411601429705 0.22306941445003692 0.20522546768188465 0.57822663398837892 0.92422772583085933 0.90079956315457821 0.98467662557959557 0.17101776599884033 0.98335977383976469 8.1695032177194644 1.4583298793877468 0.71064075245521952 4.5659168479032806 0.67748532205587142 0.52003832790069282 78.391924567691603 1.0276789378840465 0.6690215545240783 1.2451786490855736 0.49706384545424942 0.81282933329930529
leaf_count=55 24 26 76 188 60 70 17 37 374 15 122 8 98 28 14 8 6 31 229 38 30 56 18 29 2797 40 37 44 31 27
internal_value=0.000967348 -0.0274271 0.00369384 -0.0714584 0.0012235 0.0245953 -0.00811383 0.00083728 -0.0481782 0.00107429 0.000825002 -0.0227289 -0.0333798 0.00132428 0.032042 -0.00680929 -0.0762101 0.000764679 0.000386018 0.000769407 -0.0295012 0.00144924 0.000382314 -0.0402503 0.000918123 0.0128493 0.00742898 0.0342617 0.0667835 -0.00397486
internal_weight=107.933 0.964972 0.565372 0.3996 106.968 1.73891 0.921977 105.23 0.506373 104.723 104.168 2.16222 1.95699 102.006 1.82503 1.20775 0.749244 100.181 99.1973 98.7456 2.16897 96.5766 92.0107 1.19752 90.8132 12.4213 11.3936 3.22409 1.74224 1.48185
internal_count=4633 314 100 214 4319 147 77 4172 411 3761 3706 242 234 3464 42 130 104 3422 3391 3376 68 3308 3252 47 3205 408 368 139 75 64
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=13 0 3 5 15 22 22 6 15 21 15 18 13 13 23 15 23 20 0 6 23 23 18 13 6 3 21 6 17 7
split_gain=0.386349 0.999909 0.936133 1.05141 1.03563 0.887972 0.855645 0.83859 0.820059 1.10263 0.838643 0.770427 0.745982 0.714235 0.642589 0.625217 0.589198 0.55357 0.544368 0.94809 0.576487 0.727907 0.765519 0.544323 0.648523 0.547716 0.525705 0.47825 0.549736 0.462583
threshold=112.67059178900001 90.321439350550008 87.399085362750014 26.144057174750003 36.136500007950012 -0.060989999999999996 -0.068964999999999985 14.815346158200002 28.579157549250002 0.87557407920000008 28.298162031900002 15.365045726500002 113.98793627290001 111.12203990580001 -0.22831499999999999 27.614913206150003 0.10876000000000002 42.206017975500011 87.261973998100004 16.355382140900002 0.081235000000000016 0.087475000000000011 13.845746551550002 109.43099974175001 14.355335410100002 79.47351079420001 3.8811533507500005 16.245379570700006 207.26881593930003 23.695207782600004
decision_type=2 2 2 2 2 2 2 2 2 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 4 13 5 6 8 14 10 -10 15 29 16 26 -7 23 -2 18 19 -14 -20 -22 -23 24 25 -1 -4 28 -3 -11
right_child=1 27 3 -5 -6 7 -8 -9 9 11 -12 -13 17 -15 -16 -17 -18 -19 20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00033097207608252311 -0.0015052170526742425 -0.00026446505613062984 -0.0020749691525838655 0.0010230235757619356 -0.0016621083165424965 -0.0017590590432120365 -0.0022741168046546928 0.00111655261895958 0.00060733529915792952 0.00043508206061771353 0.0017822294961719282 -0.00013661247552586346 -0.0012761549822169226 -0.0022308672647280156 0.00026709865433695312 -0.0020843026485120818 0.00062789972443895252 -6.4784523740239134e-05 0.0017418713623504705 0.00026796624990452141 -0.00060828484910864131 0.0013748791390735475 -9.8630443366575478e-05 0.0020294329942659416 -0.0015120999202130757 0.00042515151279258023 2.4770380874471368e-05 0.0016664931906920945 0.0015306890428547666 -0.0021136871379042869
leaf_weight=6.1248409487143514 1.7605032662177102 1.5871449215337627 0.63003894484791079 0.97145774281671027 1.2748661985388015 0.61817489156238181 0.70188505555779457 4.7591004045680156 1.7825635856188444 0.30721345005440559 1.1078949750517484 1.6105046122102065 1.5849856892600644 1.666555712232366 22.707734795941182 0.52505513853975472 0.69413165003061283 22.160387267074839 1.7676080316305141 43.115588977423613 1.7558350488543508 3.6789241209626198 2.1463871952146292 0.53774449601769347 0.99192485329695124 9.2394987058796669 1.6830389070091767 2.5040862187743187 1.117749350145459 2.5150207211845554
leaf_count=917 84 23 89 87 109 79 39 58 29 9 11 49 24 52 705 27 9 601 44 664 17 47 35 6 58 304 213 29 24 191
internal_value=0.000131188 0.000217025 1.07053e-05 -0.000805815 8.44711e-05 0.000126068 -0.000139256 0.000366444 -7.8695e-05 -0.000695011 0.000128063 -0.00121873 0.000161933 -0.00125225 0.000213402 2.28536e-05 -0.000902006 0.000196201 0.000303207 0.000213215 0.000733496 0.000498385 0.000831952 8.83427e-05 2.45255e-05 0.00012373 -0.000547159 0.001049 0.00047735 -0.00183624
internal_weight=143.628 83.8733 59.7551 4.95109 54.804 53.5292 25.4441 28.085 24.7423 6.2153 18.527 4.43274 78.6644 3.97963 23.3259 17.4191 2.45463 76.2097 54.0493 44.7006 9.34875 7.58115 5.82531 16.894 16.3563 15.3643 2.31308 5.20898 2.70489 2.82223
internal_count=4633 1601 3032 441 2591 2482 1640 842 1601 278 1323 249 1525 354 784 1312 93 1432 831 688 143 99 82 1285 1279 1221 302 76 47 200
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=7 23 23 21 22 6 15 19 20 22 9 7 0 13 5 21 22 6 16 22 21 12 5 7 21 15 22 22 5 23
split_gain=0.0866384 0.212607 0.351592 0.239323 0.288582 0.268708 0.24842 0.185101 0.231752 0.17455 0.268699 0.172228 0.205436 0.645882 0.18438 0.436888 0.245583 0.258567 0.709961 0.283932 0.490554 0.323371 0.23889 0.209418 0.464887 0.159222 0.152357 0.783292 0.855033 0.519968
threshold=22.093462376800005 -0.17949499999999999 -0.25587999999999994 6.5280300271500007 -0.074029999999999999 16.890394641350003 35.645792850250011 14.451165964200003 48.109449608500007 -0.23381499999999997 58.084576609100004 22.721067571950005 85.732241321850012 117.66037007905001 23.435546682850003 5.3499444300500008 -0.14704500000000001 16.375382608200002 20.904951115100005 -0.06828999999999999 5.514213733400001 111.22210529245002 19.768819263000005 22.398098708400003 4.3702623492500008 30.108785229950005 -0.064729999999999996 -0.054875 18.057701168700003 -0.245505
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -6 8 25 10 -4 14 13 -13 16 -16 -2 18 22 21 -21 23 -18 -19 -25 -3 -14 28 -28 -29
right_child=11 3 9 5 6 -7 -8 -9 -10 -11 -12 12 26 -15 15 -17 17 19 -20 20 -22 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.038500348336620811 0.062728295043121815 -0.070463821914292069 0.075518429811292018 -0.08073355718380136 -0.10544507579243664 0.02882492284061116 -0.0017322973549410872 0.066365139272648185 0.064005812590700067 0.073691221711154067 -0.062455575856098469 -0.10023196609733195 -0.0029566477145431739 0.029134389056610161 0.043845875102052873 -0.090715425902414396 -0.022997887078765766 -0.011335269371345495 -0.10386406349767151 0.023778075539832348 -0.052476285152159401 0.062576811039250863 0.056738550465288536 -0.0081185494054293074 0.065427521396043881 -0.0010445488361606799 -0.048656762424478098 -0.069599449955837112 0.077978624900111759 0.003085293030196808
leaf_weight=0.7108425128826642 0.90810025224345636 0.4165564699815153 0.24553394404938444 0.97399721169131204 0.44416984464260112 0.26257255292512127 0.41060468449722975 0.43257727636955667 0.38126175419893105 0.79627992196037645 0.27808209112845361 0.71914021400152595 47.522818997614536 0.70712642255239189 0.40382693271385584 0.4975597188458778 0.67069647830430523 1.7343369107693405 0.64310750178992737 1.9945547850802552 1.2792886428069321 1.8609956223517654 0.71951185366197024 1.5247188769280913 1.6568210404366253 1.14225384889869 0.61912526378364363 0.93380119380799342 2.409825079375878 34.601245666468571
leaf_count=196 49 249 13 162 96 60 20 26 24 62 38 99 2014 47 31 49 40 27 19 31 26 26 18 10 33 22 43 71 45 987
internal_value=0.000975478 -0.00978655 0.015997 -0.0215159 -0.00774026 -0.05747 -0.055625 0.00951077 -0.00316603 0.0453471 0.00224317 0.00166475 8.6453e-05 -0.0360936 0.0116062 -0.0304311 0.0145227 0.0109001 -0.020359 0.017224 -0.00601912 0.0284525 0.0182703 0.0155342 0.0301814 -0.0195953 0.000685876 0.0051746 0.052094 0.00117526
internal_weight=107.901 6.49473 2.03074 4.46399 3.22742 1.23657 0.854775 2.37265 1.94007 1.3199 0.523616 101.407 87.5131 1.42627 13.8935 0.901387 12.9921 12.084 2.03332 10.0507 3.27384 6.77687 1.39021 4.91588 3.18154 1.55881 86.0868 38.564 3.02895 35.535
internal_count=4633 968 309 659 437 222 116 321 295 113 51 3665 3306 146 359 80 279 230 77 153 57 96 58 70 43 271 3160 1146 88 1058
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=13 4 21 6 10 20 22 17 0 16 16 8 8 9 8 21 9 4 5 7 8 20 15 5 10 0 17 5 20 8
split_gain=0.27287 0.383452 0.300407 0.365648 0.418438 0.446474 0.534671 0.308267 0.324207 0.282458 0.779438 0.693678 0.801475 0.67024 0.399616 0.432634 0.356949 0.36685 1.13973 0.887564 0.743664 0.567755 0.49559 0.398638 0.682839 0.558869 0.387584 0.352507 0.370542 0.558475
threshold=97.873318238950006 250.04947801505003 18.870920756500002 3.6650856341500009 73.007768990450018 43.968221017800005 -0.18437499999999998 243.29790314680005 107.63242125250001 15.564963602350003 17.809958352600002 8.1436447804000007 8.0437227585500022 188.08209940425004 5.1459841250500009 7.7895855139500005 224.20824026050005 309.25865594525004 21.363989181350004 23.131311951800004 8.6432548896500023 41.685324604100011 25.186533201700005 22.533652790000001 62.041548276350007 87.028078140750011 212.38791228795003 13.252098438300001 38.238138001450004 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 -1 3 -3 -5 6 -6 -8 -9 27 11 12 13 14 15 -11 17 -12 21 22 23 26 -20 -21 -25 -26 -19 -2 29 -29
right_child=9 2 -4 4 5 -7 7 8 -10 10 16 -13 -14 -15 -16 -17 -18 18 19 20 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0014654705900369177 0.0011450405398815363 -0.0015376763797417055 0.0010054555943273874 -0.0017183594303692769 0.00081221414438090937 0.00097329665689860649 -0.0017133788602258031 0.001911539506591719 -0.0020173912340306671 -0.0017598476410151777 0.00018225709039933904 -0.0018238357153235385 0.0014937396605273652 -0.0017301855968148436 0.00088378010948338126 0.00046397520156815246 0.0010041857273220122 -0.0011730975788610844 0.00081074999097091301 0.0013920167927444992 -0.0012892826844925224 -0.0021970666314670953 -0.0021422021771215663 0.00066172376118741173 -0.0022847245962085375 0.00010001848554251938 0.0013434347065253982 -0.0020233975997675691 0.00036901204204371589 0.00053435034777396767
leaf_weight=0.87313915930599151 2.0428918559919138 0.73051365607625474 0.84965698362793762 0.50309050103533071 0.868769727549079 1.5998121146403717 0.9987838850538544 0.21525691798888147 0.12922279982012697 0.71334916010528082 89.203375137760304 1.3304605403100138 0.85745304985903192 1.323898433241993 1.0926802754402158 0.63640133505396079 1.8615120816975821 0.66000238177366488 0.28461307729594298 1.6026644334197007 0.98368681082502085 1.3969334276625884 0.9407991525658872 4.9321540208766237 0.61207365547306813 0.98720202432014048 0.36566293542273343 0.64291746903473057 14.805408033644197 0.67048925679409876
leaf_count=371 40 422 49 99 131 78 214 6 54 227 1604 94 20 104 10 141 55 54 15 46 46 81 109 89 19 33 14 107 292 9
internal_value=0.00013091 -0.000252776 -7.31605e-05 -0.0002548 -3.76106e-05 0.000184216 -0.000386472 -0.00116173 0.000437701 0.000151207 0.000113736 -0.000576184 -0.000217182 -0.000606695 2.28367e-06 -0.000711325 0.000153299 0.000137766 -0.000173124 0.00011042 0.000320991 -0.0013837 -0.00145635 0.000515728 0.000300706 -0.000812669 -0.000275921 0.000377716 0.000280466 -0.000717677
internal_weight=134.715 6.76825 5.89511 5.04545 4.31494 3.81185 2.21203 1.34326 0.34448 127.947 109.785 5.95424 4.62378 3.76633 2.44243 1.34975 103.831 101.969 12.7658 10.3432 9.11778 2.4226 1.22541 8.13409 6.53143 1.59928 1.02567 18.1617 16.1188 1.31341
internal_count=4633 1424 1053 1004 582 483 405 274 60 3209 2761 596 502 482 378 368 2165 2110 506 357 233 149 124 187 141 52 68 448 408 116
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=13 0 3 7 5 18 22 15 21 22 18 15 21 15 13 6 3 15 20 6 19 9 16 13 22 13 23 3 6 21
split_gain=0.415956 1.11289 0.793858 1.02418 0.871855 0.955037 0.718011 1.37533 1.25122 1.15952 0.985962 0.82311 0.66712 0.645456 0.56871 0.759034 0.564066 0.501463 0.499088 0.463581 0.459515 0.53914 0.531419 0.446485 0.437583 0.468497 0.623013 0.454385 0.76707 1.24596
threshold=112.67059178900001 90.321439350550008 87.399085362750014 20.797746106000002 20.971847224900007 13.546420092050001 -0.060989999999999996 28.579157549250002 0.87557407920000008 -0.074029999999999999 15.365045726500002 28.298162031900002 13.061380410800002 27.614913206150003 109.43099974175001 14.355335410100002 79.47351079420001 35.133229767950006 44.749265482150008 15.945372561050002 11.950964240300001 184.83999455315004 17.614958808600004 95.937628385050019 0.20852500000000004 113.98793627290001 0.10385500000000002 92.367355987800025 16.355382140900002 12.575665986150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 24 4 -4 5 -1 7 9 -9 11 -10 13 -8 14 15 16 20 -5 -14 -3 -7 23 -23 -22 25 26 -2 -27 29 -29
right_child=1 19 3 17 -6 6 12 8 10 -11 -12 -13 18 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.0016737499295513332 -0.0016607631944094915 0.00033125931501649751 0.00037099576089842835 -0.0019343542732977138 -0.001859009368586618 0.00013044387981341201 0.00037722162634829225 0.00047486882285430903 -0.002113665649691474 -0.002237547249327879 -0.00021734780314705814 0.0019250953804877834 -0.0021007350570983116 -0.0020883347442869405 0.0020492163647132474 -0.0016174074953286288 0.00051949783931268256 0.00014388599116293049 0.00055011895326078882 0.0015823687374435015 -0.0019961244178619861 -0.0020808442980087107 0.0011946724087589372 0.0016191291434080226 0.0013160205348249532 0.00049052166599591754 0.00070833796528834705 -0.001870959259596862 0.00016725947035057495 0.00074538592991727208
leaf_weight=1.4981741777155537 1.1801675733586297 1.7514411732554425 1.8723763823218167 2.1847119209196539 0.86075902736047183 4.4351159705229444 25.719497026050711 1.7650915432750469 3.0707622971967794 0.77566894169649359 1.6051615281030533 1.0161940670222964 0.74724013975355663 0.49874050403013725 0.60035954415798087 0.92720211672713126 9.2738040653202898 0.56100820004940022 0.43031391628028359 3.2545094974339008 0.18636175403662525 1.3043260876584097 0.22298656776547421 0.44482896279077977 1.3050332509446878 15.748233762104062 0.66850853711366642 1.8095207811566063 54.625383795741072 1.1410986275877801
leaf_count=27 81 32 196 231 106 672 737 34 224 51 52 9 52 26 5 58 274 14 36 44 70 130 13 15 38 202 8 58 1118 20
internal_value=0.000157745 0.000248976 3.38489e-05 -0.0007472 9.8977e-05 0.000129889 8.6267e-05 -0.000145244 -0.000931725 0.000112088 -0.00146269 0.000208468 0.000311146 0.00011098 0.000174038 0.000107006 0.000207771 -0.00150973 -0.00113203 0.00114464 -0.000230668 -0.00097265 -0.00160262 0.00055171 0.000190349 0.000170807 -0.000804061 0.000195385 0.000114659 -0.000859135
internal_weight=141.485 81.4839 60.0007 4.6181 55.3826 54.5218 53.0237 26.1266 6.44102 19.6856 4.67592 18.9099 26.8971 17.8937 17.395 16.7946 15.8674 2.74572 1.17755 5.00595 6.59362 2.1585 1.52731 0.631191 76.4779 75.1729 1.84868 73.3242 57.576 2.95062
internal_count=4633 1601 3032 441 2591 2485 2458 1633 310 1323 276 1272 825 1263 1237 1232 1174 245 88 76 900 228 143 85 1525 1487 89 1398 1196 78
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=5 21 17 10 15 6 18 14 7 16 15 16 15 16 19 7 20 23 8 18 7 9 7 22 16 8 8 21 9 20
split_gain=0.0799719 0.24581 0.206609 0.149853 0.152546 0.196032 0.0984507 0.284147 0.263856 0.394798 0.382695 0.204603 0.202186 0.342934 0.137405 0.194121 0.101722 0.272165 0.430629 0.430419 0.728546 0.279311 0.247083 0.240173 0.291275 0.238505 0.230529 0.356863 0.198632 0.196698
threshold=7.754880527600001 8.8671606832000016 201.39543491635001 90.679004281900021 12.537637863700001 2.8300661240000005 16.922055371600006 255.27041524225004 26.545218975000001 17.684958644900004 20.343341900300004 11.864972254500001 19.077611477100003 9.5099777615500027 10.650859343850001 22.532843451200005 43.477771593600004 0.085715000000000027 8.4434108459500017 14.741741751300003 22.598495330900004 190.64005357525002 25.169498800150006 -0.101255 22.614947116400003 8.6432548896500023 5.1459841250500009 12.717166023350002 182.80199813410005 42.123054668150012
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -8 -9 10 12 14 13 -10 15 -2 26 19 23 20 21 -18 -21 -19 28 -22 27 -13 -25 -28
right_child=6 2 -4 -5 5 -7 7 8 9 -11 -12 16 -14 -15 -16 -17 17 18 -20 22 25 -23 -24 24 -26 -27 29 -29 -30 -31
leaf_value=-0.09518728728996638 0.041663463496366022 0.084174172911259726 -0.095501963075730723 -0.095115640164076198 0.049837223549037371 -0.095656027042419198 -0.097869302356555152 0.067217159599173112 0.060226175469813438 0.091073605684904399 -0.096447806588785073 -0.090635551668120914 0.080095298868970682 -0.096554846656677962 -0.096373003239913907 -0.095460114339109586 -0.0025941591593329353 0.049332184055057168 0.078438385153714374 0.079874568484195121 -0.10262696060317909 0.092976647003246954 0.010101630108227519 -0.0034890027665622288 0.028558255308640746 -0.006957592176024624 0.0029113879073875337 0.058036536147425773 -0.10135432404098878 -0.0079344946221883272
leaf_weight=0.3109993924988419 0.23326392691251285 0.32162205007625744 0.15995719237616868 0.085462499373534229 0.2148724232101813 0.1332124716063845 0.17161151266191099 0.92788261339592315 0.24238115081243428 0.3528957888484 0.40743753596325405 0.5503053192896904 0.28142845144611783 0.25340779817270231 0.31240177631116239 0.15102989493971108 2.6993555588942386 0.79359356849454377 1.1637697314872637 0.70730826386716206 0.93145990316406801 0.30191203183494497 1.2421406793291678 0.34097170690074585 0.69525456236442551 0.30787486245390028 74.605658794695046 0.19387191034911666 0.40043000457808375 18.537389253469883
leaf_count=482 27 33 82 73 28 90 125 42 52 22 72 407 13 115 107 128 328 39 41 31 109 9 22 21 6 7 1528 25 20 549
internal_value=0.00111726 -0.0228116 0.00178477 0.0223917 0.037387 -0.0058432 0.00139197 0.0193733 0.0275342 0.00358627 -0.0224753 0.000936764 0.0163031 -0.0199078 -0.0499585 -0.012227 0.00127945 0.010527 0.0319722 -0.00123152 -0.0180792 0.00701977 0.035417 0.00772559 -0.0152574 -0.0788608 0.000335462 -0.0519037 -0.0563459 0.000752833
internal_weight=108.031 1.22613 0.915127 0.755169 0.669707 0.348085 106.805 2.63704 2.46543 1.53755 1.18465 104.168 0.777217 0.495789 0.696696 0.384294 103.471 9.58407 3.39402 6.19005 4.2406 3.00127 1.94945 2.23025 1.43666 1.23933 93.8872 0.744177 0.741402 93.143
internal_count=4633 788 306 224 151 118 3845 441 316 274 252 3404 180 167 262 155 3142 633 127 506 453 337 53 86 47 116 2509 432 41 2077
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=9 0 3 22 15 17 5 13 5 19 23 16 13 13 6 22 22 20 18 22 20 10 15 22 21 7 7 5 9 10
split_gain=0.0791121 0.171161 0.251401 0.22937 0.12147 0.0987615 0.268321 0.103944 0.385981 0.103362 0.163562 0.113099 0.186421 0.136051 0.142516 0.565956 0.744884 0.639772 0.534082 0.459989 0.40543 0.412306 0.289686 0.286186 0.256852 0.711127 0.625765 0.281 0.563922 0.379081
threshold=37.364870866050005 113.1679565431 69.085308578100012 -0.15962499999999999 17.319441631400004 162.04221493815001 28.543718473100004 118.84598011460001 30.133297129900004 14.651182102100002 0.090465000000000031 22.764946765650006 117.76521994615001 117.69263157665002 16.455384477450004 -0.051199999999999996 -0.043559999999999995 41.489621506400006 13.087929333200002 -0.064729999999999996 38.238138001450004 62.186725015400008 37.408632939650005 -0.14510999999999999 15.678076857950002 23.666491602800004 25.662597900150004 23.714185006400005 200.52256857420005 61.923256118600001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -2 9 -9 11 -11 12 13 14 24 19 -17 22 -19 20 23 -22 -18 -16 27 -26 -27 29 -29 -7
right_child=5 -3 3 -5 -6 7 -8 8 -10 10 -12 -13 -14 -15 15 16 17 18 -20 -21 21 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.084954937407952069 -0.098769726137023894 -0.097458203030241219 0.079807083835058509 -0.096995648957319547 -0.031534368692362667 -0.082971247125848482 0.040688435744480125 -0.083818014326630913 0.042117734297199852 0.045197989168865721 0.00041572018482806194 0.029102283220454182 -0.033946198699087035 0.024384008554332405 -0.054692994001859001 -0.11652152871950554 -0.03197510286330351 0.041754596860776171 -0.111211994402217 0.048898645460121425 -0.0016495747255012314 -0.07017377431021786 0.020638641927306304 0.094658513095333283 0.069104065324152947 -0.10346323201701479 0.064211328951498642 -0.0021981811392664317 -0.10608352395450324 0.0037427617973466417
leaf_weight=0.21648783977434394 0.30424368845387917 0.23423610959503094 0.15887772342830431 0.29789570540924615 0.21039837466378231 0.46909135296300419 0.21935042950644856 0.53242745001625635 0.38918312330497429 1.2915704981423908 1.8085457019042221 1.3299336093477894 1.3995513832123823 2.3195763877592972 0.14638182842463721 0.811501677148044 1.5606154687411606 0.26913881498512615 0.97398009791504592 1.8069538521522179 16.134543792184562 0.85414955121814173 2.5407327571883798 0.62296837772738456 1.6958602142403827 0.52688391860283434 0.33723751027719118 1.8097482377779663 0.65834477311000217 65.393101655856753
leaf_count=37 270 286 23 235 26 32 78 107 22 28 33 29 41 28 82 13 39 71 43 27 368 40 22 26 59 43 32 129 32 2332
internal_value=0.00102723 -0.0244086 -0.00504503 -0.0342487 0.0163693 0.00129496 -0.0403462 0.00150127 -0.0306371 0.001784 0.0190729 0.00125678 0.000887674 0.00138046 0.000828159 -0.00530053 -0.0307184 -0.0176901 -0.0780943 0.002697 -0.00200421 -0.0050948 0.000618439 0.0662419 0.00305182 0.0329425 -0.0380255 0.00193197 -0.0299088 0.00312516
internal_weight=107.324 1.1179 0.88366 0.667172 0.369276 106.206 0.523594 105.682 0.921611 104.76 3.10012 101.66 100.33 98.9308 96.6112 25.721 6.15597 5.34447 1.24312 19.565 17.758 16.9887 4.10135 0.76935 70.8903 2.55998 0.864121 68.3303 2.46809 65.8622
internal_count=4633 607 321 284 49 4026 348 3678 129 3549 61 3488 3459 3418 3390 731 188 175 114 543 516 408 61 108 2659 134 75 2525 161 2364
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=6 6 3 20 19 19 22 2 9 17 16 16 23 6 12 20 16 7 13 16 0 15 18 16 2 22 21 23 0 13
split_gain=0.344557 0.851382 0.415871 0.40698 0.399418 0.51168 0.719912 0.685256 0.579794 0.510234 0.478092 0.405713 0.460105 0.592643 0.355519 0.466866 0.244971 0.384067 0.240771 1.16328 1.14301 0.675967 0.707633 1.13948 1.11053 0.630902 0.501558 0.449002 0.501607 0.434435
threshold=13.665319288000001 13.775321858200002 81.80440399325002 42.320906304050006 11.950964240300001 13.051052998800001 0.11061500000000003 186.79363985910004 194.29956510785004 214.22447330960003 17.464959159300005 12.604970524100002 0.074735000000000024 13.185308072600002 211.51213392550002 34.424709467050008 16.294961895300002 26.093307009050005 112.67059178900001 20.034953149600003 90.321439350550008 28.579157549250002 13.956123578150001 18.634956423400002 90.828344481500011 -0.074029999999999999 4.0873253509500005 0.091385000000000022 96.324766355850002 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 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 6 8 -7 16 -9 -11 12 -1 -14 15 -8 17 -6 19 21 29 -4 -23 -24 -25 26 -26 28 -27 -20
right_child=1 2 18 -5 5 7 14 9 -10 10 -12 -13 13 -15 -16 -17 -18 -19 20 -21 -22 22 23 24 25 27 -28 -29 -30 -31
leaf_value=0.00029372953420221014 0.0017181477868101469 -0.0010682587072720314 0.00035684503581518925 0.00048582610492219709 0.00075335939363099151 0.00043634129333720899 0.002022224609869833 -0.002084513661774169 -0.0020536633253986493 -0.0020403122473970593 0.00093902555572183315 0.00048895509037496382 -0.0019148893696297323 0.00092054623623604706 0.0015221991391789879 -0.0020236965429131218 -0.0014483256685620968 -0.0020202916837142836 -0.00074845198447261326 -0.0020807802987021819 0.0012655692103148105 0.0012023871724124871 -0.0020461555276406599 -0.0018394994789148493 0.00014700419806280298 -0.00083597046596699275 -0.0021182922687423104 0.0012604813983500382 0.00082207747917735616 0.00022267801041698295
leaf_weight=1.923357755458712 2.0347715271636835 1.0073584133642715 16.966664859763121 2.0872987871989608 0.83440023592265633 4.7010340351844206 0.16324067650930352 0.85436253098305293 1.7462362589867551 0.30250325717497617 0.65643564437050372 7.1050049398654664 1.0737807035689 0.3850327165564521 0.63005111171514727 0.33402051114535425 0.59764452172385052 0.24928191469734884 1.8180230310026662 0.9578670640476038 4.076026950031518 1.0966717116534699 1.4678180161863545 1.2561079909792168 0.79483515664469429 1.3394591538235547 0.71274459967389703 1.9300704784691332 1.4728809073567388 68.537358984562161
leaf_count=288 42 52 460 16 69 128 8 53 198 35 45 246 707 11 27 60 124 57 92 44 60 17 197 52 30 37 38 21 6 1413
internal_value=0.000174915 0.000220262 0.000185436 0.00109414 -5.13439e-05 -0.000311136 -0.000815295 4.13755e-05 -0.00126235 -0.000982584 -8.25136e-07 0.000222867 -0.000336111 -0.00116652 0.000543963 -0.000695503 -0.000440487 0.00011533 0.000197766 4.27547e-05 0.000256069 0.000117987 -0.000284436 -0.000466135 -0.000157162 0.00018095 -0.000923969 0.000532196 3.23837e-05 0.000197583
internal_weight=129.112 107.556 103.434 4.12207 21.5564 11.0692 4.55488 6.51434 3.42756 1.8133 0.958939 10.4872 3.38217 1.45881 1.12731 0.497261 1.68133 1.08368 102.427 27.9951 74.4314 27.0373 10.0706 8.97392 7.5061 6.24999 1.50758 4.74241 2.81234 70.3554
internal_count=4633 2577 2519 58 2056 804 543 261 448 133 80 1252 1006 718 95 68 250 126 2467 902 1565 858 398 381 184 132 68 64 43 1505
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=13 0 15 0 13 16 21 20 6 6 9 8 13 20 0 6 15 2 23 0 17 16 23 21 2 23 23 23 5 23
split_gain=0.528878 1.03464 0.88614 1.12969 1.17216 1.04039 1.02221 0.923061 0.565449 0.72899 0.596878 0.589342 0.541847 0.604581 0.633153 0.7714 0.596481 1.08312 0.596904 0.573858 0.740302 0.838436 0.641609 0.703274 0.616313 0.56019 0.752607 0.54308 0.542312 0.632785
threshold=112.67059178900001 90.321439350550008 28.579157549250002 95.746747857800017 109.34496908160001 19.224955043700003 1.0000000180025095e-35 39.354247760400007 13.665319288000001 13.775321858200002 206.50942114985003 8.3434888241000014 113.98793627290001 42.206017975500011 87.261973998100004 16.355382140900002 36.548474543700003 107.71644982635 -0.23921499999999998 86.208098410950015 197.70480304825003 22.584947186600004 0.10487000000000003 2.0523604381000005 100.00310400885002 0.081235000000000016 0.087475000000000011 0.10876000000000002 20.389142059250002 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=2 12 8 4 -4 7 -7 -6 -1 -10 -11 -12 27 14 15 -14 17 28 -19 22 -21 -22 23 -15 -25 -16 -27 -2 -17 -30
right_child=1 -3 3 -5 5 6 -8 -9 9 10 11 -13 13 19 25 16 -18 18 -20 20 21 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-8.3044927585306254e-05 -0.001425989579367641 0.001123336685148011 -0.0019422149044455775 0.00022449380958053454 0.0017785933359023866 0.00042060407800767192 -0.001615294251311108 -0.0004167003874397502 0.0015021843163092799 0.00048199398925690714 -0.0016604547059425243 3.0172677148981793e-05 -0.0011452186770984998 0.0015459042147559488 0.0018177391056591686 0.00083371845560604226 0.00042171724840443987 8.3319346934047835e-05 -0.0023712047256146626 0.00055342406189562649 -0.0016824189291606605 0.00011426533455228775 -0.0021008489287678771 7.2125030647333526e-05 -0.0011116724101308021 -0.00050055723082860287 0.00093462701848307504 0.00073642171346017995 -0.0014669191009218157 0.00016968427367830094
leaf_weight=17.499362295879109 1.4855102815126877 4.9758043373003593 2.5221916099399113 7.3916650084865969 1.2526508010923865 1.3610431430861352 3.1257222543936223 1.7867377772927282 2.0620265128091004 13.729865638833873 0.99900858220644195 3.8394595043209847 1.4861129838973273 0.73939603281906041 1.7210243893787245 2.9649429656565172 31.872036414803006 0.57245828205486771 1.1384401707618959 8.5354273160919529 1.4050067351199675 3.4521595817059278 0.81572637549834315 3.7098002947168425 3.1069350675606984 1.8699894621968267 5.6469750571995974 0.63843112438917149 1.1986341351730514 3.7498711724183522
leaf_count=1929 84 76 274 119 19 17 85 33 45 405 30 76 24 23 44 38 340 40 122 114 33 49 50 71 261 17 82 9 79 45
internal_value=0.000156108 0.00025709 8.75886e-06 -0.000357358 -0.000785375 -0.00039769 -0.000997712 0.000488066 0.000176216 0.00039613 0.000273301 -0.000318895 0.000200457 0.000228489 0.000342918 0.000242825 0.000292535 -0.000135267 -0.00154993 -4.6068e-05 0.000205663 -0.000405452 -0.000448766 -0.000270415 -0.000467427 0.000808634 0.000577597 -0.000775995 0.000170586 -0.000226736
internal_weight=136.654 81.0847 55.5697 17.44 10.0483 7.52615 4.48677 3.03939 38.1297 20.6304 18.5683 4.83847 76.1089 73.9849 52.2205 42.9825 41.4964 9.62435 1.7109 21.7645 13.3926 4.85717 8.37186 7.55613 6.81674 9.23799 7.51696 2.12394 7.91345 4.94851
internal_count=4633 1601 3032 547 428 154 102 52 2485 556 511 106 1525 1432 831 688 664 324 162 601 196 82 405 355 332 143 99 93 162 124
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 20 19 10 13 18 22 3 22 5 20 15 7 7 4 17 13 16 21 10 4 23 9 23 17 16
split_gain=0.533957 0.673535 0.565418 0.643518 0.718765 0.661931 0.559213 0.544349 1.01231 0.477684 0.471781 1.09556 0.788349 0.702736 0.686672 0.88117 0.612955 0.718868 0.714016 0.644678 0.545032 0.552516 0.667249 0.96523 0.545169 0.521111 0.509508 0.503211 0.484747 0.478411
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.98793627290001 33.787611863550005 38.474425342400004 14.251149826300002 63.910026677050006 116.56347916185001 13.378437733750003 -0.060989999999999996 87.399085362750014 -0.068964999999999985 20.315138807500002 39.788107623550012 31.445204138150004 24.040556609400003 25.139463727750002 168.18037996940004 206.53037489145004 100.88707980320002 16.024962526700005 5.7892729308500011 71.104340634100012 196.82258699960002 -0.12193999999999999 203.80256579455002 0.095830000000000012 190.37043331840002 12.604970524100002
decision_type=2 2 2 2 2 2 2 2 2 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 6 4 -4 9 -2 8 -7 -5 12 13 14 29 16 20 18 -18 -1 27 26 28 -23 24 -24 -26 -16 -19 -22 -12
right_child=2 -3 3 5 -6 7 -8 -9 -10 -11 11 -13 -14 -15 15 -17 17 19 -20 -21 21 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0021663346266882059 0.0018985960051246728 -0.0016814483691756869 -0.0018404574679454846 0.00054119436278317497 3.5587113498867534e-05 0.0017505702304996241 0.00028771753042923612 -0.00086529213826159698 0.00022082615003943783 0.0017240133469923864 -0.00091303736835228119 -0.0016220796634964928 -0.002191312429624026 -0.001547482296488112 -5.6491412634700956e-05 -0.0020390407943690989 -0.0019378172473103869 0.00056938630748540949 0.00088431786757176098 -0.0020345295183596748 0.00037411123954975378 0.00059769792165059222 0.0013280048638780379 -0.0020408426459722884 0.00069977479355757871 -0.0015334014392472412 -0.001617252468308499 -0.0020273002745364289 0.001524603941772102 0.00043265420790933247
leaf_weight=0.36295926953971758 1.6211071779252955 0.86643272615037759 1.1479431251063936 4.3100769929587832 2.4844982242211699 1.7070180848240841 1.6946706557646392 1.694533681962638 64.751947524957359 1.8875835724174974 1.0591358041078915 1.1618002797258657 0.68874798947581695 0.75031259853858401 5.1093200068789946 0.70788637764053319 1.8777560392591111 1.8014089451389743 1.5747779032753895 0.68079091402523761 3.2863202496664581 4.2694773758412339 0.92826929874718267 1.1398405206200548 0.7154697827063502 0.91617517743725296 0.95435702245231357 0.34128663693445549 2.463487725937739 24.77312211485696
leaf_count=53 38 42 31 60 31 37 24 42 963 35 370 248 45 67 616 139 132 141 173 134 55 196 25 139 31 80 140 65 36 445
internal_value=0.000180562 3.40193e-05 0.000282275 0.000248557 -0.00055729 0.000287927 0.00107529 0.000232136 0.000260118 0.000901438 6.077e-05 0.00024169 -0.000119669 0.000323147 -6.70755e-05 0.000110489 -0.000615112 -0.000997615 0.000312897 -0.000372335 0.000187406 0.000403779 6.9539e-05 -0.000539951 0.000128344 -0.000554163 -0.000302138 0.000155788 0.000867036 0.00037748
internal_weight=137.729 56.4291 81.2994 77.9836 3.63244 74.3512 3.31578 68.1535 66.459 6.19766 55.5627 27.7444 27.8183 26.5826 27.1296 20.4906 6.63898 4.70124 1.93774 2.82349 19.7827 13.719 7.96923 3.69975 2.55991 1.63164 6.06368 2.1427 5.74981 25.8323
internal_count=4633 3372 1261 1199 62 1137 62 1042 1000 95 3330 1130 2200 882 2155 1457 698 472 226 340 1318 562 471 275 136 111 756 206 91 815
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=13 0 3 7 5 18 22 4 15 21 13 9 6 6 23 15 23 17 15 13 15 15 16 20 20 10 10 22 8 5
split_gain=0.503846 1.143 0.825816 1.09612 1.04895 0.76131 0.68385 0.950141 0.757995 1.33885 0.802629 0.754652 0.875209 0.632295 0.622368 0.610387 0.606392 0.555191 0.552199 0.533669 0.552898 0.515458 0.576514 0.524622 0.475783 0.545362 0.58723 0.558286 0.53175 0.514474
threshold=112.67059178900001 90.321439350550008 87.399085362750014 20.797746106000002 20.971847224900007 13.546420092050001 -0.060989999999999996 168.18037996940004 28.826925781250004 5.8464528668500009 109.43099974175001 206.22988073345002 13.665319288000001 15.945372561050002 0.083905000000000021 24.474073043650005 -0.22831499999999999 196.39284362915004 35.133229767950006 113.98793627290001 33.995989817300007 23.884857921950005 9.7049773055000017 41.289992964000007 38.474425342400004 63.910026677050006 62.907231794400012 -0.27494999999999997 9.4426310644000022 19.897785533950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 19 4 -4 5 -1 7 -7 10 17 11 12 15 -3 -13 -9 -8 -10 -5 20 -2 22 -16 -24 -21 26 27 -26 -27 -29
right_child=1 13 3 18 -6 6 16 8 9 -11 -12 14 -14 -15 21 -17 -18 -19 -20 24 -22 -23 23 -25 25 28 -28 29 -30 -31
leaf_value=0.0015351226998436837 -0.0019846152824581184 0.00019877427110114235 0.00039300289702133513 -0.0020039000832213546 -0.0019181073960065772 -0.0017224494278046012 -0.0014217885373095046 0.00011500704486427006 -0.0015533445561793163 -0.0020982907165191553 0.0020376195662402609 -0.0018231077581266307 0.0010543133510603733 0.0015805128827131351 0.0012035730038131209 -0.00177184519666824 0.00033505127113194144 0.00032249783912107285 0.00010616069063491638 0.00072967377372812553 4.6205488423335273e-05 0.00041681477151006991 -0.0021206179885334257 -8.7765024984109017e-05 -0.00094842053855990842 -0.00217723152378421 0.0014049190592370566 0.00092049811143166485 0.00029125760979536276 0.00014223789782956929
leaf_weight=1.3932185193407338 0.87966743856668417 1.9670620057731856 1.8259878704702703 2.2361365800497883 1.0041248636553053 1.4249820881232143 0.77799508060070621 6.0595197347433984 0.75519874680321608 1.7945173908228751 0.80546493455767532 1.1441618958051538 4.1281210889283102 3.6101851798593998 0.43170534696400897 0.73961333019542497 25.952156737456793 3.0830776292168593 0.60607014782726754 6.0428470298211314 1.2447568066418169 2.4601298230700195 1.1982146632217339 0.8235497346613555 1.721370409359223 0.75095434626564272 1.4741280714224547 3.4444318506866685 0.60646402355632745 62.926284536195453
leaf_count=27 74 32 196 231 106 87 82 814 85 123 8 107 42 44 30 83 743 67 14 187 19 48 70 69 38 22 26 21 35 1103
internal_value=0.000138503 0.000235261 -1.19359e-06 -0.000792391 6.72346e-05 0.000104869 6.6235e-05 -0.000167934 -7.33631e-05 -0.000700224 0.000125113 3.44176e-05 0.000342148 0.00109318 -0.00052068 -9.02458e-05 0.000283918 -4.65829e-05 -0.00155395 0.000174763 -0.000794703 -0.000217402 -0.000853341 -0.00129255 0.000201523 0.000156523 0.000180541 0.000154034 -0.00107437 0.000182627
internal_weight=143.312 84.6682 58.6439 4.66819 53.9758 52.9716 51.5784 24.8483 23.4233 5.63279 17.7905 16.985 10.9273 5.57725 6.05776 6.79913 26.7302 3.83828 2.84221 79.0909 2.12442 4.9136 2.45347 2.02176 76.9665 70.9236 69.5662 68.0921 1.35742 66.3707
internal_count=4633 1601 3032 441 2591 2485 2458 1633 1546 275 1271 1263 939 76 324 897 825 152 245 1525 93 217 169 139 1432 1245 1188 1162 57 1124
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=13 0 3 7 5 18 3 3 3 3 15 22 19 13 15 15 20 10 10 23 7 5 5 23 23 9 21 0 23 3
split_gain=0.0964289 0.716223 0.510273 0.626442 0.534109 0.557699 0.385772 0.349002 0.561696 0.516779 0.780206 0.493995 0.38329 0.326423 0.362023 0.295261 0.289749 0.486934 0.353196 0.375298 0.297957 0.294068 0.471632 0.43601 0.653774 0.585091 0.55832 0.350136 0.405838 0.2993
threshold=112.67059178900001 90.321439350550008 87.399085362750014 20.797746106000002 20.971847224900007 13.546420092050001 88.813214339350012 86.26455603170001 85.589753040950015 84.812788641250009 28.826925781250004 -0.060989999999999996 12.851036860900001 113.98793627290001 33.995989817300007 35.133229767950006 36.558960102350007 64.369753017350021 62.907231794400012 0.090665000000000009 22.835261448650005 19.897785533950003 21.191508333600002 0.083395000000000011 0.091290000000000024 190.36745536595001 4.1758245803000014 86.538778761000017 0.08919500000000001 92.367355987800025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 4 -4 5 -1 -3 8 9 -7 12 -10 -11 14 -2 -5 -15 18 21 -20 -19 -18 23 25 26 -23 -25 28 -28 -24
right_child=1 6 3 15 -6 7 -8 -9 11 10 -12 -13 -14 16 -16 -17 17 20 19 -21 -22 22 29 24 -26 -27 27 -29 -30 -31
leaf_value=0.077516817696880083 -0.097283634043731818 0.0053128186235617911 0.017102161853684694 -0.096288375967771858 -0.091642379299089999 0.0022513193925137905 0.07212147159702692 -0.045542102399800569 -0.0059187457609738772 0.091755498268127636 -0.10321236001889739 0.078644882769509025 -0.025088656088793588 0.044415176105833398 -0.0029031506739747672 -0.00081029672392647981 0.031765550989533556 -0.0014735565016027795 0.091262846552474269 1.9399079019374626e-06 -0.10939058047302946 -0.045296954629358288 0.02888234242717562 -0.12215613529314591 -0.0038095843988078964 0.056781502529674725 0.032830259513265354 -0.074248199985502153 -0.055673440807315198 0.0017742118569416053
leaf_weight=0.92260715103475277 0.66898179735471675 1.3369982559233897 1.1067754990235692 1.4671583587969506 0.59183892841974639 31.854812688245715 2.1939276810735464 1.5272670400081541 1.1074067722838665 0.36742799277999383 1.154689328803215 1.6582146791042749 1.0160380509842069 1.5508385463544971 0.93885750696063042 0.39516244689002622 2.8903968436643472 0.41347237197623943 0.87835625521256477 0.85444713244214654 0.60678959265351295 0.83760000951588098 4.3872932866215697 0.93250920437276175 5.4012846481055021 1.5174910947680471 1.0255962088704111 1.3899604240432379 0.9680641684681176 36.348433436283813
leaf_count=27 74 32 196 231 106 2114 44 39 35 40 163 35 32 130 19 14 22 34 31 22 19 10 81 30 49 69 36 18 14 867
internal_value=0.00150115 0.00388253 -0.00209227 -0.041313 0.000804481 0.00218584 0.0468241 0.000389298 0.00227714 -0.00114094 -0.0437151 0.044784 0.00594341 0.00142152 -0.0421725 -0.0760291 0.00258967 0.00147996 0.00267262 0.046262 -0.065656 0.00131654 -0.000350049 -0.0173693 -0.0265416 0.0204768 -0.0549888 -0.0364778 -0.0101446 0.00469379
internal_weight=108.311 65.1413 43.1694 2.9691 40.2003 39.6085 3.53093 38.6859 37.1586 34.393 2.53816 2.76562 1.38347 61.6104 1.60784 1.86232 60.0025 58.4517 57.4314 1.7328 1.02026 55.6986 52.8082 12.0725 9.71741 2.35509 4.31613 3.38362 1.99366 40.7357
internal_count=4633 1601 3032 441 2591 2485 76 2458 2419 2349 235 70 72 1525 93 245 1432 1302 1249 53 53 1196 1174 226 147 79 98 68 50 948
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=13 23 19 18 18 19 16 8 5 22 5 19 6 6 20 22 6 17 6 7 22 10 5 5 13 18 18 21 10 16
split_gain=0.0900081 0.256542 0.188458 0.186678 0.154139 0.202717 0.435548 0.245082 0.14651 0.284158 0.153381 0.22293 0.162162 0.451161 0.43636 0.217467 0.437712 0.34122 0.244665 0.309937 0.188898 0.432681 0.335152 0.367671 0.277548 0.22607 0.320004 0.219688 0.31988 1.12868
threshold=95.937628385050019 0.079745000000000024 12.451004585100002 14.693728290050002 17.327266398450003 11.850956171350001 17.684958644900004 7.8438787148500007 12.306951632950001 -0.16533 13.153721664750002 12.050972309250001 13.665319288000001 13.825323026450002 42.320906304050006 0.04932000000000001 12.255286342800002 216.28597325495002 11.945279099550001 26.120741156850006 -0.51760499999999998 69.999384342500022 19.221712148250003 24.225659292200003 102.83621194775002 15.734606181450003 15.808230359600001 2.6652760371500004 66.859265246100009 18.974955628300005
decision_type=2 2 2 2 2 2 2 2 2 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 8 -6 7 -7 9 -2 11 -10 15 14 -14 16 18 -18 19 -12 21 22 -15 -24 -22 27 -27 -26 -29 -30
right_child=4 2 -4 -5 5 6 -8 -9 10 -11 12 -13 13 20 -16 -17 17 -19 -20 -21 24 -23 23 -25 25 26 -28 28 29 -31
leaf_value=-0.078163084854854681 0.026764091453477152 -0.10180277753606418 0.010035481178210039 0.014240178769030993 0.095019802053330868 0.031247633391828251 0.101471311722319 -0.10390199337630855 0.085464130268238736 -0.102369498702634 -0.0051348568422663289 -0.010275000047541567 0.076915708302576505 0.10233221422944834 0.0059003350375543299 0.0022643590941326258 -0.093183323929306575 0.065962938186081885 0.068050478722987875 -0.10374037660564724 0.062619025731351322 -0.10609356725766184 -0.088870939768737431 0.018693949421688193 0.011693597091720662 0.0049943390905138503 -0.10391073501845272 0.0028445121362693374 -0.00056645344280433537 -0.076986454549411831
leaf_weight=0.25153130646503941 0.30863957456313074 0.49872545059849915 0.21589810998557368 1.671689693962662 0.40347483009099849 0.23732280335389078 0.3220198592171073 0.30872765346430242 0.52533408859744568 0.38046604003829898 2.6956390361301592 0.45288796327076852 1.577932563144713 0.2578833326697344 1.9157139984890816 6.1502221336850198 1.1760000561771446 0.15215354785323132 0.3823789998423307 0.36151561405858945 0.7502451588443354 0.53299191500991572 0.51177678775275104 0.83828212937805802 18.60656557790935 0.60357158025726565 0.48792490654159337 51.899464869815347 10.337746695034182 2.377069213660433
leaf_count=68 27 556 32 557 14 20 17 26 14 181 156 33 50 4 22 132 175 11 22 42 51 31 94 28 761 5 43 1056 302 103
internal_value=0.00138861 -0.0168548 -0.0680148 0.00215508 0.00184888 0.0364535 0.00923213 -0.0451637 0.00142285 -0.0445326 0.00173153 0.0411397 0.00135215 0.00273817 0.037975 -0.0101618 -0.0261912 -0.0749515 -0.00736275 -0.0167952 0.00132647 -0.0280104 -0.00212788 -0.0220815 0.00206485 0.00152602 -0.0436888 0.00211904 -0.000638084 -0.0148534
internal_weight=107.192 2.63784 0.714624 1.92322 104.554 1.27155 0.86807 0.54605 103.282 0.689106 102.593 0.978222 101.615 90.6972 3.49365 10.9179 4.76769 1.32815 3.43953 3.05715 87.2035 2.14093 1.60794 1.35006 85.0626 84.3123 1.0915 83.2208 64.6143 12.7148
internal_count=4633 1213 588 625 3420 77 63 46 3343 208 3135 47 3088 2550 72 538 406 186 220 198 2478 157 126 122 2321 2270 48 2222 1461 405
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=16 16 16 13 17 20 16 16 0 6 22 3 22 5 15 17 18 15 6 4 15 21 0 22 5 22 2 22 19 22
split_gain=0.470333 0.777612 0.718317 0.637841 0.712787 0.784087 0.728675 0.660569 0.611931 0.966588 0.58369 1.01108 0.791209 0.755571 0.752454 0.743445 1.26808 0.700579 0.670622 0.663278 0.631202 0.556983 0.828583 0.789898 0.736715 0.70822 0.688256 0.547824 0.528178 0.510152
threshold=20.394952307700002 20.674951653000004 20.034953149600003 113.98793627290001 212.38791228795003 42.206017975500011 22.454947490600002 20.834951278800002 87.261973998100004 16.355382140900002 -0.060989999999999996 87.399085362750014 -0.068964999999999985 19.973460566700002 28.579157549250002 201.61829342215003 13.956123578150001 28.298162031900002 14.845346859150002 229.41769445250003 27.614913206150003 5.4349223666500004 86.208098410950015 -0.077085000000000001 21.701709660250007 -0.09280999999999999 103.92649527695001 -0.011849999999999999 14.251149826300002 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 28 10 7 5 8 -7 -3 9 -5 12 13 14 18 17 16 -16 20 -12 -17 -1 23 26 24 25 -8 -23 -28 -2 -15
right_child=1 3 -4 4 -6 6 21 -9 -10 -11 11 -13 -14 29 15 19 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00010177704585000576 0.0019328144916327414 0.00017838159688863769 -0.0017295665899344365 -0.0013453826829616948 0.0017560195554314805 0.00147352337934632 0.00020662174296263836 -0.0015401174969792285 0.00086859582568727636 0.00035198515810654188 0.00030351978316620618 -0.0015717910224702096 -0.002190865478825067 0.00097908127311474753 0.00061781321569225783 0.00079451444716866122 -0.0019544207806922835 0.001653106584064549 0.0012373638811436004 -0.0014742989090788816 -0.0017672759621766834 1.7982886579412618e-05 0.00041527628760750884 -0.0021394687456020556 0.00054189112088651376 -0.002029181011776474 -0.0020791984657116962 0.00044965852681173022 0.00041037274854406988 -0.0021358783978777281
leaf_weight=18.33235621229279 1.8113056610454799 1.988247720524668 0.85091571789234777 1.3328702095895995 1.256074871867894 1.1209128121845449 0.94529041368514333 1.5154096079058943 8.729225520975886 39.990832738229074 22.061612246081051 1.0815545868317702 0.69067968973831995 0.27743166929576546 1.0255615847272559 1.7813713668147104 2.6175789965200238 1.0817145399341814 3.4141124109737566 0.68624925963740668 0.72204084045370009 2.7576065547764292 8.7790434667840582 1.1334708951180825 2.0730250859051012 1.2853761734440921 1.4773575456929413 0.42382932236068649 1.6968667032197116 0.74485164607176446
leaf_count=1724 38 23 42 23 31 86 10 39 141 473 763 248 45 10 50 17 232 20 47 68 44 35 71 47 56 39 108 17 24 62
internal_value=0.000196401 0.000294191 5.80799e-05 0.000251881 0.000292015 0.000265763 -6.24501e-05 -0.000564907 0.000396882 0.000297238 8.59819e-05 0.000286494 -0.000119309 0.000362342 -6.47963e-05 -0.000667455 -0.00123032 0.000118094 0.000428668 0.000163554 3.09518e-05 -0.000153666 6.05884e-05 -0.00068319 -0.000299647 -0.00108171 -0.000607786 -0.00151544 0.00119643 -0.00129053
internal_weight=133.685 78.3167 55.368 74.8086 71.3049 70.0488 19.9959 3.50366 50.0529 41.3237 54.5171 27.5796 26.9376 26.498 26.2469 6.11076 3.64314 20.1361 25.4757 2.46762 19.0544 18.875 13.4378 5.43716 4.30369 2.23067 4.65879 1.90119 3.50817 1.02228
internal_count=4633 1261 3372 1199 1137 1106 469 62 637 496 3330 1130 2200 882 2155 367 282 1788 810 85 1768 383 231 152 105 49 160 125 62 72
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=15 7 23 20 10 19 22 8 22 8 4 7 0 16 23 2 21 15 23 22 15 15 15 21 13 5 22 18 21 23
split_gain=0.0950697 0.343119 0.318615 0.511549 0.230263 0.122145 0.166524 0.180366 0.10977 0.486236 0.357174 0.355646 0.294327 0.37685 0.207692 0.193991 0.17512 0.191029 0.167947 0.253792 0.131484 0.425642 0.308234 0.269411 0.279891 0.565994 0.417763 0.515944 0.292799 0.306178
threshold=46.055224235250002 23.209106085000005 0.090465000000000031 42.720329370750001 58.309968391300011 14.651182102100002 -0.098419999999999994 8.543332867800002 -0.27494999999999997 8.3434888241000014 222.34787280370003 25.221560561650005 87.261973998100004 20.079953044350003 0.083905000000000021 134.46474107450004 5.8920528450000011 21.406744877250002 0.10787500000000003 -0.58835000000000004 41.29990759910001 40.957632625650007 40.856592954650004 14.849677877150002 117.28936285705002 22.744024947450004 -0.06828999999999999 13.278511569200001 7.0919822770000005 0.085855000000000029
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 -2 8 -7 -8 9 10 18 -11 -12 14 -14 -16 17 -17 19 -1 21 22 -10 24 25 -22 28 -28 29 -26
right_child=1 2 -4 -5 -6 6 7 -9 20 11 12 -13 13 -15 15 16 -18 -19 -20 -21 23 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.073078515654788137 0.064706208692223488 -0.093724440006120041 0.019319288312875126 0.052655756166999183 -0.089238767825722848 -0.010011717259294823 0.076920108011272192 0.013339398381030081 0.00096778038842367355 -0.085560101085748505 -0.12921241667115912 0.024804805134754901 -0.10241719961575735 0.09933683376477398 -0.10362983504446012 0.085796948553539712 -0.059634998649036569 -0.014544521228474676 0.096507631553304413 -0.069955593386563375 0.02922722346165264 -0.05120082331662977 0.08194330181839142 -0.029978621780663978 0.012771592200358284 -0.092487670463716393 0.009388501758192537 0.075386906153878164 0.018756288879433418 -0.046793066170445402
leaf_weight=0.28970692047732882 0.10302400775253673 0.66623999812873114 2.4212164706550539 0.32970607973402366 0.69729238837317098 0.93881431454792652 0.71970610879361518 0.96471429418306798 77.305669196555982 1.1044987289351409 0.18786183520569455 0.35691315587609995 0.24934726655646944 0.27990058250725258 0.15848104187534751 0.35010576336389931 0.2395114024693612 0.35102270095376298 0.49026707635493949 0.18961005419805532 0.76523560896748921 1.4464068976230908 0.43673631735145946 1.4292329372838128 1.5828674463555201 0.65513291826937348 2.188744081882759 2.188445957377553 6.0540193859487772 1.6063180640339849
leaf_count=18 5 53 35 29 121 14 20 36 3559 67 6 22 113 3 10 47 50 27 18 100 37 37 7 22 22 22 30 43 38 22
internal_value=0.00137111 -0.0127719 0.000495771 -0.0452656 -0.0694216 0.00195287 0.0224263 0.0405057 0.0014153 -0.0137048 0.00985005 -0.0586062 -0.0152961 -0.00215374 -0.0232201 -0.00525336 0.0113213 0.0355606 0.0569539 0.0164965 0.00208663 0.000461496 0.00142268 0.00990036 0.0136898 -0.0269127 0.017924 0.0423855 0.00634002 -0.0172297
internal_weight=106.747 4.21748 3.41716 0.995946 0.800316 102.529 2.62323 1.68442 99.906 4.24723 2.78581 1.46141 1.81623 1.62837 1.34847 1.09912 0.94064 0.701128 0.969584 0.479317 95.6588 79.1888 77.7424 16.47 15.0408 1.42037 13.6204 4.37719 9.2432 3.18919
internal_count=4633 243 117 82 126 4390 70 56 4320 481 392 89 256 250 247 134 124 74 136 118 3839 3603 3566 236 214 59 155 73 82 44
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=13 0 15 0 13 20 16 23 15 20 16 9 0 20 21 15 22 6 22 20 20 16 6 13 22 9 5 5 5 23
split_gain=0.395047 1.04771 0.711953 1.03219 1.14878 0.87279 0.932746 0.718053 0.599569 0.554458 0.587011 0.963698 0.793104 0.618125 0.608534 0.533432 0.511737 1.06044 0.779575 0.62874 0.523116 0.507312 0.50153 0.500364 0.746478 1.05329 1.04347 0.727524 0.4315 0.396759
threshold=112.67059178900001 90.321439350550008 28.579157549250002 95.746747857800017 109.34496908160001 39.354247760400007 19.224955043700003 0.093325000000000033 31.445204138150004 42.206017975500011 21.719949209300005 193.49750438550004 87.261973998100004 41.444941515100005 3.2312802480000005 28.094167143500005 -0.075639999999999999 16.415383542800004 -0.078549999999999995 42.498713093000006 43.61821939175001 20.804951349000003 15.945372561050002 117.58509325145 -0.11534 195.74493321760002 21.836296031200003 21.701709660250007 22.665750084250003 -0.12193999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 15 4 -4 6 -6 -8 -7 10 11 14 -12 -14 21 -1 18 -18 19 -11 -19 -2 -3 24 27 -26 -27 -21 -28 -29
right_child=1 22 3 -5 5 8 7 -9 -10 16 12 -13 13 -15 -16 -17 17 20 -20 23 -22 -23 -24 -25 25 26 28 29 -30 -31
leaf_value=0.00011589833006358159 -0.0017940362410452922 0.00029943713518612011 -0.0019385016587185051 0.00023753324063743734 0.001789924191082406 -0.00037934100354501937 -0.0012867536524252007 0.00066341421923821902 -0.0021997732660413763 -0.0015065442527571837 0.00025954617634331618 -0.0014891827351879998 0.0014145344625008281 0.00018061619976049906 0.0017831212555125832 0.0010066150517509544 1.9735368379097188e-05 -0.0022335547204402444 0.0017893232996647117 0.0014731074823089159 0.00062721633185046735 0.00050482882512172932 0.0015807834930545435 0.00058855939512934418 -0.0019437273632417333 -0.0010560671663833289 0.0017393296139015151 0.00065591597598980793 9.1123290494136305e-06 -0.0013340629167872429
leaf_weight=33.872715029921892 0.56435798847814966 1.8507484663277853 2.3205557233086456 7.4198855667582384 1.0951133873313663 1.5903221257030966 1.4850895379204305 1.4199411820154635 1.2363436659798024 1.0010954586323393 42.113453225116245 1.7993644612142814 4.4271447211503974 2.4108344539999962 0.81632171875389747 2.7985655782686072 3.7546745261060996 1.5775988433088057 0.99202039319789115 1.6923598088324081 0.2910932937011238 1.066560599952936 3.2137515023350716 5.1731007177731945 1.6030444528441847 2.1594956908375025 1.0890189707279208 0.73429813596885651 1.1283391578472217 0.81024870387045644
leaf_count=2446 164 32 274 119 19 30 36 22 47 33 488 48 83 28 60 39 48 113 62 21 31 14 44 101 59 28 8 32 33 71
internal_value=0.000162433 0.000249298 3.14664e-05 -0.000305883 -0.000746676 -0.000341553 0.0002478 -0.000333537 -0.00117557 0.000191165 0.00029945 -0.000399856 0.000360116 0.000979498 0.000401085 0.000183873 -7.06028e-05 -0.000580964 0.000104575 -4.01427e-06 -0.00178792 -0.000290663 0.00111253 0.000100516 -0.000173408 -0.000583958 -8.59356e-05 0.000585047 0.00085888 -0.000388
internal_weight=133.507 80.2689 53.2385 16.5673 9.14737 6.82681 4.00014 2.90503 2.82667 75.2044 53.198 4.2466 48.9514 6.83798 2.44724 36.6713 22.0064 5.62337 16.383 15.391 1.86869 1.63092 5.0645 14.3899 9.2168 5.9799 4.37685 3.23691 2.21736 1.54455
internal_count=4633 1601 3032 547 428 154 77 58 77 1525 885 286 599 111 238 2485 640 192 448 386 144 178 76 353 252 128 69 124 41 103
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=20 15 20 19 15 15 21 9 22 23 22 5 13 15 0 3 5 13 6 17 5 12 13 9 21 20 0 6 3 9
split_gain=0.0844791 0.187219 0.128239 0.192457 0.155944 0.096086 0.307897 0.309906 0.249131 0.2421 0.134107 0.178962 0.113964 0.665058 0.650841 0.351861 0.609302 0.349227 0.345916 0.321779 0.314043 0.612999 0.285107 0.536029 0.377811 0.284406 0.363628 0.506745 0.432369 0.533995
threshold=32.724174661450007 36.370482311550013 34.515670600900002 13.951125619400001 23.241064975550003 46.055224235250002 15.294585115650001 199.17419511990002 -0.082275000000000001 0.097645000000000023 -0.63026499999999996 19.221712148250003 113.0174028878 36.136500007950012 90.321439350550008 87.399085362750014 20.452758643300005 109.64607639220002 15.945372561050002 195.18216166535004 18.946524085150003 217.08460102575 113.98793627290001 193.49750438550004 3.2312802480000005 42.206017975500011 87.261973998100004 16.355382140900002 91.996348765800022 203.80256579455002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 -7 -9 -10 11 -4 13 15 22 17 -17 20 -16 -19 -12 -22 23 24 -14 26 27 -24 29 -28
right_child=2 -3 5 -5 -6 6 -8 8 9 -11 12 -13 14 -15 18 16 -18 19 -20 -21 21 -23 25 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.082366247164020065 -0.099124425401177024 0.049126915935268675 0.00073375199319261099 0.072445782002920317 0.019656220708122247 -0.089855547999554738 0.022403489403084356 0.015982923134765611 -0.10381577177264606 0.0078980895759654356 0.0018577779289727474 -0.11010334166575476 -0.056647659198776838 -0.080321635666810776 0.0099027732703977807 -0.08502937291288655 0.011325670971180255 0.07098292608993774 0.07777405013194312 0.0074335600676510155 -0.10805647361743491 0.0068139795223181232 -0.06310697186913522 -0.10775769742169369 0.085445697109894442 -0.0076379665446695928 -0.0066608942289467753 0.0060715070849171309 0.079665456694769488 0.060438948401616503
leaf_weight=0.32168893624157036 0.13220821237700764 0.15384816937148571 0.33681524854182399 0.60727386502549052 0.54081538569880649 0.6958566698012868 1.4593237880617378 1.1263679411786141 0.44067175427335303 0.32321927812881768 32.262594481290307 0.2396441528107971 0.35227969143306725 1.0137526309117664 1.23568916786462 1.2227346171712263 1.302964614625125 1.3045089859515422 1.7354529835283754 1.8546274043619631 0.74966136953298601 1.1042449512606252 1.0513188801705826 0.63352378737181425 0.36746756663887936 15.602633349179085 3.309717438183724 31.888539946343371 1.3097417950630186 1.738906974904239
leaf_count=237 75 4 40 19 33 129 21 42 31 17 2008 9 9 114 31 109 281 20 37 24 66 91 11 19 53 471 48 501 38 45
internal_value=0.00140476 -0.0398249 0.00158982 0.0324298 -0.00367695 0.00121257 -0.0136019 -0.0339195 -0.0133279 -0.0565472 0.0018082 -0.0453431 0.0020799 -0.00190611 0.00482686 9.11581e-05 -0.0353215 0.00249062 0.0495466 0.0336751 -0.000397014 -0.039636 0.00246493 -0.0419904 0.0158982 0.00356072 0.00800696 0.00386359 0.0294719 0.0164504
internal_weight=106.418 0.475537 105.943 1.2803 0.673024 104.662 4.04544 2.58612 1.89026 0.763891 100.617 0.576459 100.04 40.8151 59.2253 39.8013 2.5257 37.2756 2.97114 3.15914 34.1165 1.85391 56.2541 1.35327 0.719747 54.9009 39.2982 32.9399 6.35837 5.04862
internal_count=4633 241 4392 127 108 4265 240 219 90 48 4025 49 3976 2713 1263 2599 390 2209 68 44 2165 157 1195 81 62 1114 643 512 131 93
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=13 21 23 10 12 8 6 5 19 6 23 22 22 8 0 10 4 21 20 16 17 17 16 4 20 2 9 20 5 17
split_gain=0.289849 0.441985 0.602822 0.34354 0.307573 0.284315 0.252518 0.261264 0.284843 0.64129 0.256791 0.249753 0.244172 0.629853 0.227984 0.55956 0.554829 0.40526 0.451118 0.482431 0.351776 0.312245 0.345865 0.284296 0.838386 0.711678 0.816519 0.640149 0.701023 0.763795
threshold=95.937628385050019 18.870920756500002 -0.098985000000000004 78.290589216800015 216.20511703005005 1.3489472949000001 5.5651300283500005 13.252098438300001 12.250988447150002 11.475268117800002 0.091885000000000022 0.20852500000000004 -0.086139999999999994 2.8477776226000002 97.886760529650019 75.424692849750016 171.12466686440004 7.961078016750001 41.11191809080001 15.454963859600001 187.52613723835003 209.18283600905002 17.684958644900004 309.25865594525004 40.165165956550005 229.44804549725004 198.73585755510001 41.559097512700014 21.363989181350004 203.09927826650002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 -8 12 -2 -4 13 -10 15 23 -16 21 -19 -20 -17 -18 -23 -9 -25 26 -26 -27 -29 -30
right_child=6 -3 11 4 5 -7 7 14 9 -11 -12 -13 -14 -15 16 20 17 18 19 -21 -22 22 -24 24 25 27 -28 28 29 -31
leaf_value=-0.0013923974696182545 -0.0020071187971820617 0.00096552386007681102 -0.0017563627079999883 -0.0019879222233960209 -0.0008257013893428908 0.001273778468769197 0.0012070902915914488 0.00019426732141754368 0.0014837300338908662 -0.0020695912345116648 0.00086498456478397996 0.00015470470468317425 0.0013972914813327967 -0.0020266525812054946 -0.0020458504835012266 0.00015741129408054322 0.00026617264150414403 -0.0020417483407493453 0.0011649967203416452 -0.0015172677689912989 0.0013633332158974098 -0.002074324866680658 0.00039802544177453371 -0.0013914274435925969 0.00098206660744484505 0.00089249847978698871 -0.0018936786523254139 -0.0011921944613579578 -0.00034073126582085815 0.0011601810923727337
leaf_weight=0.45452513758209612 0.39668285661173186 0.83591368456836779 1.5163286933343432 0.16684286872805376 0.31606321595609177 1.1514314544911028 1.9212167772930104 93.035341833514394 0.43579820822924364 0.40050597023218859 0.171398262726143 0.31806624706587161 0.88840280869044397 0.3578976858407259 0.54125634348019858 1.4987002340931206 8.4591296060825663 0.73906735767377441 0.57434389297850408 0.46777518827002496 2.4509053211659193 0.48340946907410476 0.39554781652987003 1.7065293011255551 0.53505946541554195 3.9423433179035765 1.3064964903751386 1.6970183011144397 3.3082077218423365 2.151183882728219
leaf_count=64 152 48 833 103 55 41 37 2008 12 18 13 69 36 41 53 16 214 67 14 36 47 40 10 98 35 87 111 63 168 44
internal_value=0.00014613 -0.000329002 -0.000604822 0.000115443 0.000534788 0.000821601 0.000163815 0.000169636 0.000662574 0.000160254 -0.00114056 -0.001425 0.000691178 -9.91909e-05 0.000153628 0.000180879 -0.000107257 -1.28913e-05 -0.000869994 -3.89893e-05 0.000905739 0.000150596 -0.000961719 0.000154292 -9.96269e-05 7.07319e-05 -0.00105814 0.000258039 -9.14736e-05 0.000250679
internal_weight=132.623 4.75917 3.92326 2.08886 1.63434 1.46749 127.864 127.296 4.00382 2.0826 0.568081 1.83439 1.6821 0.793696 123.292 111.632 11.6605 11.1193 1.78119 1.04212 3.94961 9.33809 0.878957 107.682 14.6468 12.9403 1.84156 11.0988 7.15641 5.45939
internal_count=4633 1213 1165 263 199 96 3420 3255 144 107 165 902 89 53 3111 2677 434 381 117 50 63 264 50 2614 606 508 146 362 275 212
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=6 6 2 6 3 21 15 10 3 21 18 0 3 13 20 10 16 3 22 10 18 9 8 21 15 21 3 9 3 20
split_gain=0.0790897 0.360627 0.428044 0.197588 0.185251 0.180545 0.166207 0.157919 0.241941 0.966701 0.431914 0.404019 0.364647 0.35037 0.260657 0.418083 1.29187 0.780068 0.452108 0.433466 0.626412 0.384921 0.335404 0.636853 0.534104 0.41892 0.253444 0.236535 0.211078 0.619485
threshold=13.665319288000001 13.825323026450002 189.32640726775003 13.595317652400002 81.699554126200013 3.6533552218000005 39.203018015350004 75.499969677400017 85.589753040950015 6.9984086918000008 14.1090729785 93.843319501450011 84.812788641250009 109.47132661375001 38.474425342400004 66.859265246100009 18.974955628300005 89.256809930900019 -0.084729999999999986 63.910026677050006 13.24088655595 197.20558004415003 8.543332867800002 4.9790488931500008 35.645792850250011 0.37234627945000004 86.26455603170001 207.40106631805003 92.367355987800025 41.444941515100005
decision_type=2 2 2 2 2 2 2 2 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 -3 -1 8 9 12 -11 14 -6 -14 21 17 -17 18 -16 28 -21 22 23 24 25 26 -10 -23 29 -19
right_child=1 4 -4 -5 7 -7 -8 -9 11 10 -12 -13 13 -15 15 16 -18 19 -20 20 -22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022049898414397465 0.011931689799786123 0.0063154999107477485 0.088742517350952815 -0.10539991140636228 0.0056381641224462226 -0.10191688700085387 -0.06851209910728856 0.030499135512113862 0.10019763008309389 0.0077058840251033271 -0.10384389001755227 0.059446520092136364 -0.1014882201741851 -0.0046385225613719758 0.099867069357607474 0.026927635621321808 -0.10488802940533654 0.059654500628621071 0.0075634522595712031 0.062897453842518228 -0.090976575945274862 0.075307051732760852 -0.039351289638373324 0.09570120161573667 0.030042708497216956 -0.11436399057646134 -0.028227338593946338 0.012358232062805312 -0.0017785989552001633 0.00082389673072593979
leaf_weight=15.610277175360464 2.4626434836536641 0.26996823091758315 0.97280318662524212 0.18593234616855703 10.610654276795684 0.32827056688256562 0.37201203871518451 1.7883675591874624 0.17493604030459919 0.43870882492046703 1.3928485912620088 1.2148928074166168 0.63331820018356555 0.82898086588829756 1.203859765082598 1.486572233756305 1.3762156920274717 2.2219121586531383 0.88497982174157996 0.33421561610157269 1.0633359711791852 1.508721109479666 1.2794555700384078 0.82306385491392564 2.4745044624432921 0.52426973059755244 0.94870538591931108 0.92582567769568402 43.983191788463955 7.6216954816190992
leaf_count=2019 35 13 38 15 138 27 22 31 4 33 109 29 141 11 29 47 64 57 17 105 45 36 22 29 38 28 177 38 1155 81
internal_value=0.00139469 0.00253144 0.0336819 -0.00491737 0.00129199 -0.0530747 -0.00374839 0.00167132 0.00105724 -0.0107557 -0.0771246 0.00340203 -0.000687071 -0.0465839 0.00241289 0.000124327 -0.0364395 0.00195069 0.0607607 -0.000273779 -0.0541786 0.0183164 0.00538993 0.016965 0.0012449 -0.0419979 -0.00823328 0.0513685 0.0011258 0.0141032
internal_weight=105.945 89.7769 3.43545 16.1682 86.3415 0.598239 15.9823 85.7432 83.9549 13.9045 1.83156 70.0504 12.073 1.4623 68.8355 60.176 2.86279 57.3132 2.08884 55.2244 1.39755 8.65948 6.22494 4.94548 4.12242 1.64791 1.12364 2.43455 53.8268 9.84361
internal_count=4633 2577 73 2056 2504 40 2041 2464 2433 432 142 2001 290 152 1972 1600 111 1489 46 1443 150 372 298 276 247 209 181 74 1293 138
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=2 12 12 12 15 12 22 13 20 20 6 16 6 13 20 20 20 2 22 17 14 6 8 10 22 5 20 7 7 3
split_gain=0.0796657 0.371345 0.224097 0.286445 0.326461 0.265508 0.214336 0.646068 0.239145 0.281049 0.264519 0.478163 0.472812 0.248623 0.211436 0.823192 0.250002 0.457323 0.277309 0.255465 0.498049 0.239353 0.235549 0.340833 0.233108 0.219266 0.218432 0.200121 0.330924 0.222191
threshold=121.84632764400003 145.32166322050003 150.80177373595004 145.32166322050003 41.54912092575001 144.66294237600002 -0.105535 104.04332964835001 42.759119507950011 43.895345911700005 16.395383075500003 21.754949127450004 14.845346859150002 107.06246812885001 42.783136484500005 43.847983878700006 42.027798546600003 113.24467684720001 -0.085550000000000001 197.02652249450003 162.62753922915002 16.375382608200002 8.2435668022500028 62.036171360100006 -0.066979999999999998 17.756175227850004 43.930205408700004 22.093462376800005 21.554186973500006 93.776108048150022
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -2 7 -1 10 -10 12 -12 -9 -11 16 -16 17 19 -18 27 -21 26 -20 -24 -19 -22 -17 28 -8 -29
right_child=2 -3 -4 4 -6 -7 14 8 9 13 11 -13 -14 -15 15 21 18 24 22 20 25 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.07473720404937699 -0.06334265574593112 0.053100145956291929 -8.4025794213688477e-05 -0.098481301039473931 0.020023212598604838 0.094990357846273174 0.00046814189384740239 0.0015924290609126656 0.086263390211769458 0.089685592215589596 -0.092672357615024778 0.011885856157663896 0.074790965841237927 -0.10013767082581279 -0.090725011094232338 0.0055992689908462906 -0.017398717217060211 -0.10724215169877298 0.007315043533045712 -0.10766690462289866 0.0083564345680317634 0.034734776087484064 0.016032203979052636 0.094692570205022975 -0.021089561750136258 -0.049169647068014299 -0.10154686929601225 0.0036248499325608071 -0.09920483795155409 0.034771354792891562
leaf_weight=0.69811601224864617 0.1718714989383433 1.4574043937027443 59.254412170852788 0.78300902350929369 0.31266187317669392 0.24967590145752183 1.0902862682196559 1.7822307286551207 1.0109873693145344 0.10965014330577094 0.47953802099800702 3.4087472148239613 1.6183508670756053 0.16782614248222671 1.1686825739543558 0.51932212710380588 1.3050207300111649 0.56226903683273122 1.6555507095281421 0.5646689895074809 2.2799031023914726 1.43679206129309 1.0249721623840744 1.0951770970423238 0.65181667396973242 0.88370501017197955 0.28228415457851952 15.853333228783642 0.45326768981612975 2.5564329100307068
leaf_count=183 123 23 2812 77 7 12 55 44 42 5 163 50 45 127 101 2 17 22 18 58 50 25 13 72 32 41 102 267 12 33
internal_value=0.00126542 0.00443662 -0.00103667 -0.0382419 -0.0646647 0.0304355 0.00277407 0.0159579 0.0233396 0.0622753 0.0164569 -0.0010092 0.0364279 -0.0251253 -0.000888987 -0.0240321 0.00174143 -0.00230323 0.0215604 0.000705395 -0.0228512 0.0107887 0.0350261 0.0566647 -0.0609887 -0.00771259 -0.032132 0.00510695 -0.028801 0.00794994
internal_weight=104.888 44.1163 60.7716 1.51722 1.09567 0.421547 42.6589 9.27545 8.57733 1.28846 7.28887 3.88829 3.40058 0.277476 33.3835 3.40708 29.9764 24.8957 5.08072 23.6816 3.72828 2.2384 3.7757 2.12015 1.21409 3.16361 0.801606 19.9533 1.54355 18.4098
internal_count=4633 1602 3031 219 84 135 1579 659 476 174 302 213 89 132 920 230 690 570 120 516 149 129 103 85 54 91 104 367 67 300
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=0 3 5 18 23 5 5 10 16 20 3 4 3 2 16 16 22 20 20 16 18 10 7 18 9 21 23 23 10 23
split_gain=0.0764409 0.360261 0.320235 0.279597 0.918693 0.622563 0.417663 0.24695 0.336879 0.606876 0.349253 0.403354 0.225953 0.256234 0.464996 0.185694 0.469886 0.53687 0.512784 0.245192 0.330483 0.681056 0.379002 0.361429 0.386725 0.338163 0.242076 0.496501 0.333228 0.303656
threshold=86.345209775600011 93.345954747300013 25.704065249550002 13.405741979600002 0.10249000000000003 21.482549112100006 24.800945798900006 62.079186690200011 22.614947116400003 42.154118731400011 93.82450029455002 209.52275111965002 93.499196860750018 238.63425815445001 22.724946859200003 22.614947116400003 -0.078504999999999991 41.873095646600007 40.722669576350008 22.594947163200004 13.781134552700001 62.165217350350012 23.393539929150005 13.480563334700001 194.03220695150003 3.2738626606000003 0.11458500000000002 0.11071500000000002 67.606656606400023 0.25799500000000009
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 5 -5 12 -3 10 -10 -9 -12 -7 14 -14 19 -17 18 -18 20 22 25 23 -2 -25 -22 27 -23 -28 -30
right_child=2 3 -4 4 -6 6 -8 8 9 -11 11 -13 13 -15 -16 16 17 -19 -20 -21 21 26 -24 24 -26 -27 28 -29 29 -31
leaf_value=-0.05629940960657151 0.012657520660512603 -0.001115805057011005 0.070389641468559597 -0.12584303078292433 -0.11600689330128758 0.096110360339008771 -0.085074851743164009 0.086596456540554922 0.041794302663917718 -0.10481458982051169 -0.10360836225970867 0.056899815563925642 -0.10461623822391236 0.074726033984311033 0.074492799789924194 -0.01348360318987123 0.026978637284427145 -0.0036959660254694176 0.099746138978383941 -0.026502084917618886 -0.024539104860776088 -0.00090309580667728522 0.036143355722280897 -0.090956702391576286 -0.0011627603905563012 -0.12033761257090264 0.08694487380073912 -0.082573514733555925 0.024429168583531714 -0.079494814300867911
leaf_weight=1.2239197660237575 7.8013917801945336 21.395496856997859 0.69546345551498134 0.31234402209520329 0.87430047403177003 0.58020718581974495 0.28544709303969273 1.2399395155953237 0.76652369031216927 0.44699158714502119 0.2499041025439509 0.41917635897698347 0.32751810499757972 0.45320184191223234 0.26002842414891347 4.0028428323566914 2.859951814170925 2.9528619181364775 1.4642084827646611 3.2830300671048454 0.78587061259895452 39.811152001199503 5.2251396737992755 0.76256388079855275 1.2927114386111496 0.69376625679433346 0.71365328435786013 0.75855593919641151 1.7591688978664026 0.33464211198008786
leaf_count=23 166 875 30 4 25 7 51 27 25 31 119 36 44 13 19 42 39 28 37 56 17 2512 89 70 18 23 12 55 88 52
internal_value=0.00116814 -0.00320929 0.00284671 -0.00085596 -0.0291878 0.00502344 0.0264645 0.00271821 0.0289887 -0.0122083 0.0551766 -0.0030506 0.0461064 0.0182297 -0.0253486 0.00221621 0.0140357 0.0291731 0.0516185 0.000107406 0.00156489 -0.00274071 0.0143708 0.00282883 -0.0344788 -0.0694567 -0.000464961 -0.00243014 0.0279331 0.00781958
internal_weight=104.032 28.835 75.197 27.6111 3.09305 2.21875 1.9064 24.518 3.12254 1.21352 1.90902 0.66908 1.62096 1.04075 0.587547 74.5015 11.2799 7.27702 4.32416 63.2216 59.9386 44.8568 15.0818 9.85667 2.05528 1.47964 43.3772 40.5697 2.80746 2.09381
internal_count=4633 1299 3334 1276 163 138 134 1113 238 56 182 155 83 76 63 3304 146 104 76 3158 3102 2759 343 254 88 40 2719 2567 152 140
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=9 18 6 9 3 13 18 18 3 6 5 16 7 9 19 2 20 3 17 19 20 22 4 15 18 2 7 21 17 21
split_gain=0.0742878 0.0887882 0.179309 0.0885538 0.210036 0.554123 0.256678 0.340404 0.213607 0.238499 0.302641 0.20083 0.19489 0.182589 0.340697 0.307425 0.286821 0.188072 0.280199 0.205176 0.203839 0.238422 0.175781 0.173528 0.170255 0.201682 0.210189 0.470489 0.206223 0.269722
threshold=28.715052674600006 16.435318745950003 2.7350639043000005 186.70853236170004 93.883646373400012 117.60122400020002 12.783127173500002 12.899561312100003 93.969677033550013 16.605387982250004 28.006145904900002 22.714946882600003 22.460452099450002 181.33671263215004 14.451165964200003 121.36426933400001 41.873095646600007 73.913779380400015 195.59800312745003 9.4507625164000029 44.749265482150008 -0.18437499999999998 143.58239362595003 36.136500007950012 14.349689277800001 305.67240907785003 19.052023743050004 13.367933388000003 190.68993848360003 12.717166023350002
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 6 -6 -5 -8 -7 12 -11 22 -10 17 15 23 -16 19 24 -2 21 -21 -9 -15 25 26 27 -19 29 -28
right_child=3 -3 -4 4 5 8 7 11 9 10 -12 -13 -14 14 16 -17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.077944288960276012 -0.10150880185507175 -0.1008342901230319 -0.10139796205145649 0.069916074823979227 -0.10510748549358262 -0.066295317772740545 -0.060149877540100441 0.051117082804269798 -0.0021126802829471653 -0.071568254751899818 0.026322554238139763 0.052844926504952629 0.071286796654963708 0.016141879677243617 0.098777114179689596 0.047608286040858601 0.001017050226683063 0.065301230689287892 -0.083512445650197803 0.073159138939141097 0.071202396962809028 -0.10134135997556432 0.00038366891681857986 -0.023044319591154973 0.043111353461446435 -0.10252054520415588 -0.048187335082511384 -0.10413569269735895 0.058145431921466373 0.0057725481693476693
leaf_weight=0.12386728268665947 0.10390528210200312 0.15647545216904746 0.10137462842976674 0.53787264227867027 0.67473438377055517 0.48840987193398211 0.91187247633933921 0.68876808229833741 0.75063611159566812 0.68005645152879857 0.58967027242761105 0.74861388746648927 0.69824207865167409 2.2244960479438305 0.87615767819806911 1.5690574901855141 0.45647403015755117 0.87964483223731782 0.47124753129537555 0.14197937933295168 0.83245713904034346 0.17456975367076655 80.757341876222199 2.2969316318631172 0.69494655062771915 0.22334588729790983 1.9643214041298054 0.20140573705430143 0.34440666996670177 1.7530769513905395
leaf_count=14 99 226 71 11 117 20 14 14 13 66 33 21 27 26 49 52 22 185 143 53 70 145 2275 20 147 75 506 31 17 71
internal_value=0.00106308 -0.0429703 -0.00277228 0.00122669 2.86895e-06 -0.0227367 0.00105816 0.000612506 -0.00540644 0.00553253 -0.0261071 0.00128661 0.0332599 0.00826992 0.0194911 0.00946993 0.0652908 -0.00242926 -0.00923614 0.0330603 0.0452294 -0.023074 0.000812708 -0.00376511 -0.00346124 -0.0094926 -0.00545255 0.0337342 -0.0158821 -0.0227406
internal_weight=103.116 0.381717 0.225242 102.735 87.5262 3.88175 83.6445 83.1066 3.20701 2.7186 1.26973 82.1947 1.44888 15.2084 7.42312 6.09049 1.33263 7.78531 6.5324 1.25291 1.14901 0.316549 81.4461 4.52143 6.06115 5.3662 5.14286 1.08105 4.06181 3.7174
internal_count=4633 311 85 4322 2611 276 2335 2324 159 139 99 2310 40 1711 169 98 71 1542 1175 367 268 198 2289 46 1032 885 810 216 594 577
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=17 15 13 5 19 20 23 16 13 2 17 20 20 2 12 12 10 10 12 20 21 3 7 23 21 22 13 0 18 22
split_gain=0.0767002 0.190938 0.0941802 0.348975 0.0963045 0.153247 0.138922 0.0938909 0.120313 0.0993949 0.413533 0.191703 0.212092 0.166221 0.346777 0.215357 0.360619 0.230656 0.253164 0.206147 0.336316 0.501078 0.601066 0.422302 0.380953 0.212274 0.210477 0.306682 0.299799 0.204466
threshold=162.04221493815001 23.340124910500005 118.84598011460001 30.133297129900004 14.651182102100002 41.685324604100011 0.097005000000000022 22.764946765650006 117.76521994615001 60.643165405350004 183.32030055335002 38.474425342400004 41.32819714970001 121.84632764400003 144.66294237600002 150.80177373595004 62.025417527550012 64.730006406800015 148.96091148645004 36.558960102350007 1.9176293050000004 89.103567817450013 24.414825394400005 -0.11595499999999999 2.3083050893000006 -0.077085000000000001 114.04170543550002 90.189704902150012 14.152310743200003 -0.043559999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 -6 8 9 10 -2 -12 -13 14 19 16 -15 -18 -19 26 21 22 -21 -22 25 -25 27 -11 -29 -30
right_child=2 -3 3 -5 5 -7 -8 -9 -10 13 11 12 -14 15 -16 -17 17 18 -20 20 23 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.10055322502020546 0.014828721508992946 0.017634218351435409 -0.084093296121338895 0.040788920538066223 0.060499300536123367 -0.011104894360528075 0.007378393390800324 0.027246507005328716 -0.028121766938896189 -0.068150805354152494 -0.022804226277937524 -0.13326025724737073 -0.028162661665323906 -0.11361825600287427 0.052385680401529189 -0.00074139803034534884 0.10040358076351301 0.022517837977162527 -0.10545311271186218 0.019379564363614755 -0.1041106758362001 -0.11287746197087996 -0.091614553816437655 0.097405354537297095 0.0044837766757204805 0.022565916167028507 0.096531949598631941 0.10011861971961275 -0.053320766837234558 0.031563226099091395
leaf_weight=0.24155408315800642 2.2857247295760308 0.28807572217920097 0.50409891902381687 0.37512663728557527 1.0053514149039977 1.0549940839409826 0.8939586377236991 1.2821028255857516 1.3874597327303479 0.33119643113604968 1.2509049128857439 0.40723697705470829 0.33752887859009206 0.43791144982605945 1.5447979527525593 55.235133785531048 0.16521464288234711 0.36137280015827855 0.25234303888282739 1.7988858794851728 0.33115338061907351 0.55383353368961241 0.63429804079351004 0.65367471228091745 25.595891536142517 0.82282419427065423 0.39657467236975197 0.49357822129968587 0.35179366181364535 1.2139640193225876
leaf_count=308 34 75 107 22 27 18 16 29 41 36 26 33 13 53 26 2565 3 75 21 41 28 91 39 63 680 13 41 10 63 36
internal_value=0.000943499 -0.0362688 0.0011368 -0.0308116 0.0014147 0.018855 0.0354966 0.000889615 0.000540678 0.000957289 -0.0136418 -0.0462502 -0.0856299 0.00164284 0.00698036 -0.00164017 -0.0424374 -0.00241983 -0.0301003 0.00486623 0.00252592 -0.0287125 -0.0095551 0.00593094 0.00727699 0.0556988 0.0303849 0.0194115 0.0334938 0.0124915
internal_weight=102.489 0.52963 101.959 0.879226 101.08 2.9543 1.89931 98.1254 96.8433 95.4558 4.2814 1.99567 0.744766 91.1744 34.7225 56.452 1.21684 0.77893 0.613716 33.1777 30.3906 2.98702 2.43318 27.4035 27.0724 1.4765 2.78711 2.39053 2.05934 1.56576
internal_count=4633 383 4250 129 4121 61 43 4060 4031 3990 106 72 46 3884 1167 2717 152 99 96 1141 955 171 80 784 756 76 186 145 109 99
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=13 8 6 4 20 8 17 0 10 20 12 21 22 22 3 23 5 16 17 22 17 23 3 6 23 5 6 20 13 2
split_gain=0.323351 0.350743 0.41178 0.303783 0.421513 0.363016 0.287686 0.292126 0.252458 0.334347 0.245672 0.239855 0.823236 0.305485 0.221388 0.214033 0.232945 0.446526 0.353604 0.327365 0.280853 0.320953 0.255067 0.550489 0.35142 0.347851 0.45873 0.330373 0.28124 0.463896
threshold=97.873318238950006 3.1475436881500003 13.185308072600002 310.6261364962001 49.960114208400007 1.3489472949000001 243.29790314680005 107.63242125250001 74.927328095600004 44.202975721700007 293.55977308740006 18.476280862950002 -0.011849999999999999 -0.21563499999999999 78.524485074150007 0.4369650000000001 13.252098438300001 15.184964490950003 238.05090660085003 -0.60723499999999997 182.37451917730002 -0.17949499999999999 80.785478361850011 12.325287978400002 0.11458500000000002 16.316541761950003 13.665319288000001 41.037275035300006 103.75835308650001 154.46567853970001
decision_type=2 2 2 2 2 2 2 2 2 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 10 -3 -8 9 -7 -5 15 13 -13 -4 16 17 -2 19 -19 -21 -22 23 -18 -25 26 -24 -28 29 -27
right_child=11 2 14 5 -6 8 7 -9 -10 -11 -12 12 -14 -15 -16 -17 22 18 -20 20 21 -23 25 24 -26 28 27 -29 -30 -31
leaf_value=-0.0019901784516203791 0.0013246741598928922 -0.0020136171356768253 0.0018359697180192489 0.0002374793810698801 0.00060915326326679235 0.0014074080929643473 0.0016062339363740125 -0.0019954472405310122 0.0010386230334811098 -0.0020284093573764679 -0.0019872652372965069 -0.00030901065037463254 0.0016921285552791694 -0.0022534724268825023 -0.00070184697313420104 -0.00083220642355598862 5.4437111236710687e-05 0.0019997574863121928 0.0016293193938295202 0.00084281195077950998 0.0010700567975631969 -0.0020357123700967907 -0.00046569701479472696 -0.002030184180231711 1.952211771767928e-05 -0.0021519412082071031 0.00047663537276431951 0.0019334013995585318 0.00016984749516820713 0.0002563643835310185
leaf_weight=0.58494376215503407 1.8615011335350566 1.1099357803686869 0.24970513768494118 0.39220298231521189 0.40656418540675077 0.18615832773502949 0.19684485590551037 0.15456413703213912 1.8357516710166235 0.26235579227795824 0.37168421439082522 0.5574395564617588 0.45205702984821883 0.70160921549540933 0.28074314136756584 0.8274435795028684 6.4389894023770458 0.16782392933964718 0.36535438941791643 0.26196851313579805 0.15612728771520756 0.70825314588000787 0.80599117372184936 0.90392361365957163 0.49918739404529333 0.53283175139222183 1.136377702932805 1.2645843606442211 105.03197151487802 0.72718018220621161
leaf_count=310 35 445 11 113 66 8 9 67 110 40 208 38 15 36 37 31 131 3 18 12 19 137 43 105 16 34 26 30 2433 47
internal_value=0.000129722 -0.000313574 -0.000986959 1.84452e-05 -0.000924332 0.000325113 -0.0015241 2.20663e-05 0.000716418 -0.000602354 -0.000845014 0.000151389 -0.000577622 -0.00139257 0.000492814 0.000161639 0.000168443 0.000665381 -7.41526e-05 -0.000555055 -0.000935718 -0.00147474 0.000153532 -0.00018807 -0.00130096 0.000177997 0.000814243 0.00124391 0.0001588 -0.000762056
internal_weight=129.432 6.03145 1.99179 4.03966 0.991508 3.04815 1.46134 0.351409 2.28427 0.448514 0.763887 123.401 1.71111 1.25905 0.530448 121.69 120.862 3.52103 1.65953 1.29417 1.12635 0.86438 117.341 7.8421 1.40311 109.499 3.20695 2.40096 106.292 1.26001
internal_count=4633 1424 569 855 376 479 521 76 158 48 321 3209 89 74 48 3120 3089 224 189 171 168 156 2865 252 121 2613 99 56 2514 81
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=13 21 23 10 12 6 9 8 18 13 4 2 22 3 16 16 15 16 0 13 23 22 17 16 21 21 15 21 22 16
split_gain=0.334982 0.427034 0.563713 0.354922 0.330799 0.290107 0.281085 0.250857 0.225931 0.31579 0.698086 0.289931 0.22345 0.223329 0.2163 0.216182 0.720847 0.730318 0.627689 0.819219 0.589556 0.651197 0.54567 0.531468 0.471141 0.437787 0.412477 0.392914 0.359232 0.353525
threshold=95.937628385050019 18.870920756500002 -0.098985000000000004 78.290589216800015 216.20511703005005 6.355148487000001 54.842324361600014 1.3489472949000001 17.327266398450003 98.050756475600011 405.45085113285006 260.77742537720002 0.20852500000000004 68.017990700350012 12.674970360400001 20.394952307700002 28.579157549250002 18.554956610400005 96.082805124100005 109.34496908160001 0.096715000000000009 0.022350000000000005 214.22447330960003 19.154955207400004 1.0000000180025095e-35 14.849677877150002 28.298162031900002 1.1709819147500002 -0.17605999999999999 20.674951653000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -7 13 9 10 -8 -10 -4 -6 -14 16 22 -18 19 -19 21 23 25 -21 -25 26 -11 -24 -27 -17
right_child=5 -3 12 4 7 6 8 -9 11 15 -12 -13 14 -15 -16 29 17 18 -20 20 -22 -23 27 24 -26 28 -28 -29 -30 -31
leaf_value=-0.0014513435928806377 -0.0011264166242600133 0.00092641530388637883 -0.0017711951149878202 -0.0019943317064227283 -0.0020034933379175072 0.0011519432441479641 -0.0020148339231509183 0.0012477224241943025 0.0013000176035335876 0.00025826849437529773 0.0017370701805911912 -0.00038548328482738482 -0.00200132186973265 0.001506258116046261 0.0014244802651832377 0.00092976797153459796 -0.0016014068331096708 -0.0020597832630441918 0.00037109704295044976 0.0008506035543605655 0.00067568181355143642 -0.0019336407606568415 0.00070571477707692199 0.00035511770580964457 -0.0017821766457204785 0.0005394018252517555 0.001230194270411535 -0.00204318201081779 -0.0021022666651831045 0.00020714772024651548
leaf_weight=0.46485518042754925 0.65685306816885614 0.81272235856158648 1.458598241767503 0.18181292343979283 0.19682811370785191 1.1337263552850334 0.68297460056783066 1.1104939704819115 1.4127817153930653 25.912933012839868 0.26450203466811217 0.54324495093896974 0.11597517228256027 0.10792179312556982 0.18214669464214239 2.7021749734994946 1.5124543154961418 1.1379207668360303 5.0358539745211601 1.161036238132511 1.8418429406883658 1.1188833763299042 0.28444486291846161 0.68303261560504303 0.94537036423571408 0.31661991972941905 1.7950737800856575 0.67269459215458483 0.52789351838146004 70.855245630838908
leaf_count=64 175 48 833 103 52 62 151 41 41 989 13 36 55 3 14 60 246 96 25 23 39 53 17 25 43 18 30 48 33 1197
internal_value=0.000153361 -0.000364179 -0.000638857 5.65216e-05 0.000495416 0.000173138 0.000180219 0.000815268 0.000170993 0.000159986 -0.000967435 0.000831905 -0.00145504 -0.000760577 9.1777e-05 0.000169155 5.86146e-05 -0.000317855 -0.000155047 -0.00053971 -0.000238897 -0.000669903 0.00023003 -0.000163 -0.00088569 0.000278847 0.000321235 -0.00122626 -0.00111187 0.000233694
internal_weight=125.829 4.63135 3.81863 2.06191 1.59706 121.198 120.541 1.41524 119.407 117.451 0.947477 1.95603 1.75672 0.30475 0.298122 116.503 42.9461 13.4364 11.9239 6.88809 5.75017 3.90832 29.5097 2.78944 1.6284 28.5525 27.708 0.957139 0.844513 73.5574
internal_count=4633 1213 1165 263 199 3420 3245 96 3183 3106 164 77 902 55 69 2942 1685 550 304 279 183 144 1135 91 68 1070 1019 65 51 1257
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=13 23 19 18 18 20 16 23 15 7 0 19 5 22 5 19 22 6 9 2 12 9 3 4 3 13 7 21 22 21
split_gain=0.0784565 0.230313 0.182048 0.159741 0.144159 0.189162 0.143565 0.289218 0.139865 0.129781 0.147273 0.136799 0.118908 0.253688 0.198059 0.272889 0.118302 0.121322 0.118035 0.219342 0.301799 0.232093 0.220706 0.185322 0.183982 0.508594 0.203173 0.28522 0.235074 0.157736
threshold=95.937628385050019 0.079745000000000024 12.451004585100002 14.693728290050002 17.327266398450003 42.320906304050006 12.604970524100002 -0.222165 20.268860138950004 21.350715310200005 101.80384402570002 9.4507625164000029 12.306951632950001 -0.16533 13.153721664750002 12.050972309250001 -0.24023999999999998 1.8500432259500001 186.70853236170004 56.799426908350007 94.177001085000015 185.62570708695003 84.850427055100013 376.61861354110005 93.883646373400012 117.60122400020002 22.557405306150006 4.3143180605000007 -0.088880000000000001 16.027392061700002
decision_type=2 2 2 2 2 2 2 2 2 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 6 8 7 -2 -6 -5 -11 -12 13 -8 15 -14 -13 -18 19 -16 -21 22 -22 -24 29 -26 27 -27 -28 -20
right_child=4 2 -4 9 5 -7 12 -9 -10 10 11 16 14 -15 18 -17 17 -19 24 20 21 -23 23 -25 25 26 28 -29 -30 -31
leaf_value=-0.075002733382850503 0.043185203513188559 -0.10170254222697819 0.0092271911479104973 0.091950052679023231 0.1015427292574464 -0.033351347475354641 0.024828156317345765 -0.10236390066111548 0.02278643394329664 -0.10153460064070281 -0.10132539548585887 -0.10104238780519476 0.10213309299050764 -0.10207438941084875 0.099153591413918052 -0.0068920910616234385 -0.10120931669608091 0.037293017170082092 0.0015216922835241395 -0.08419199592896108 0.06045019017745145 0.044430131177914334 0.0039328978587828229 -0.069040308408514037 -0.10469394621851907 -0.002240688131328526 -0.042656528110430171 -0.090538495492438337 0.053145277922128233 -0.033788565771525357
leaf_weight=0.23650098397047203 0.2172841334468103 0.46093591794749489 0.21786840750428382 0.18436866940464813 0.41301715746521839 0.2971770518925041 0.29999563589808531 0.3673101460262832 0.49665955605451018 0.12357825658546051 0.097762550659808656 0.074028853653544169 0.46185213653370638 0.33171181856596277 0.27313072257675131 0.45649599825264886 0.067106957635928777 1.0990094906574084 79.781644043745473 0.34103020535258011 0.670630166772752 1.7812527464702714 8.5587842998884263 0.36276845316570039 0.61718948722409495 1.3347371643758381 0.3586756092554424 0.50395705929258827 0.8958529586670918 1.2854959678370494
leaf_count=68 39 556 32 11 12 25 27 137 40 25 116 76 11 179 15 33 56 273 1716 37 23 50 676 81 115 49 46 31 33 45
internal_value=0.00112069 -0.016162 -0.0660986 0.00184592 0.00156286 0.0359155 0.00114366 -0.0482657 0.0585439 0.0128887 0.00291496 0.0125626 0.00143745 -0.0418088 0.00171712 0.0479384 0.0215406 0.0293226 0.00127846 0.0105664 0.00850096 0.0112803 0.00512447 0.000965659 -3.48642e-05 -0.0218099 -0.00527209 -0.0264417 0.0257551 0.000961771
internal_weight=102.668 2.56116 0.678804 1.88236 100.107 1.20685 98.8998 0.584594 0.909677 1.64585 1.46149 1.33791 98.3152 0.631707 97.6835 0.918348 1.24015 1.16612 96.7651 11.9876 11.7145 11.3734 9.59218 8.92155 84.7776 3.71041 3.09322 1.83869 1.25453 81.0671
internal_count=4633 1213 588 625 3420 77 3343 176 52 557 546 521 3167 206 2961 44 405 329 2917 882 867 830 780 757 2035 274 159 80 79 1761
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=22 23 12 15 8 13 10 6 21 16 0 17 20 22 16 0 22 17 4 2 2 18 18 20 15 8 22 16 22 21
split_gain=0.282058 0.808329 0.396672 0.527216 0.474851 0.398459 0.369594 0.700567 0.500658 0.48099 0.399498 0.419357 0.36584 0.33518 0.515684 0.464022 0.404485 0.601057 0.343084 0.603735 0.333258 0.516214 0.291423 0.284244 0.2798 0.233412 0.227193 0.303462 0.225278 0.308503
threshold=-0.23557500000000001 0.088075000000000028 155.27099795600003 19.736263398050003 8.7431769115000026 104.04332964835001 71.504920895500007 13.825323026450002 7.8791617619000007 15.614963485400002 86.780739992750014 190.92966541395 45.458122212500008 -0.16164499999999998 12.604970524100002 109.89341454020003 -0.15022499999999997 191.20566072810004 208.25848595475003 35.561888367500011 319.32263744460005 15.589604336850003 12.98549864095 43.477771593600004 15.840011140850001 0.84933718570000016 -0.59496499999999986 9.7049773055000017 -0.117885 7.3938557349000016
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -5 -1 8 9 10 26 11 -3 24 18 15 -15 17 -16 19 -2 -20 -22 -7 -17 -4 -25 -8 -28 29 -18
right_child=13 6 3 4 -6 22 7 -9 -10 -11 -12 -13 -14 14 16 23 28 -19 20 -21 21 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.002032192984848307 0.0019996405947658993 0.001483852247975043 -0.0013408083508801723 -0.0022002254296501164 0.00048658997079724359 -0.0007269790317499952 0.0012615058926479874 -0.0021211105910432242 -0.00050154147697470701 -0.0020242202658889694 0.001703249618986723 -0.0010266357427123746 -0.0020031867959932623 -0.001747457647093298 0.00083409754697003242 -0.0019939148438576902 0.00058757447916933973 -0.0022645749533465576 0.0011847822222614257 -0.0020329418791144422 -0.0017765615246503851 0.0013910409710659059 0.0018810988811916276 -0.0019790349081931658 0.001483200208082329 0.0010668293800124998 0.0017383335599239615 -0.0020297699385134023 0.00013646642161456335 -0.00023477694371903861
leaf_weight=0.22797534208802828 0.21665527671575446 0.47882265965199688 0.18454486472546738 1.7122824970829245 0.29671987611800421 0.25702612678287551 1.0193952635891035 0.62653373781358812 1.0457244070712475 0.28039266343694169 1.631119968020357 0.54926592786796391 0.26128745599271497 1.0505860975681565 0.39048575390915974 0.19637312831082443 9.0908509871514962 0.62729920110723469 3.122100704415971 0.41837105582817458 0.40761197145911854 0.38427903212141246 0.45864910969976336 0.11255456700746436 0.50130358868045732 0.68800932816520799 0.13379630369308904 0.21296116059238557 100.30086733705502 2.1731649974244638
leaf_count=58 4 21 86 152 13 101 42 22 28 31 33 22 53 338 62 258 211 118 156 160 62 30 10 76 30 118 25 31 2231 51
internal_value=0.000131357 -0.000187047 -0.000881514 -0.00123483 -0.0018034 0.000225318 0.000265992 -0.000356446 0.000647876 0.000315034 0.00109988 0.000142601 -2.88378e-05 0.000157747 0.000137032 -0.000838167 0.000154768 -0.00107573 0.000679733 -0.000657124 0.000896632 -0.000239427 0.000944439 0.000120056 0.000723329 0.000638599 0.000795148 -0.000575848 0.000165993 0.000428918
internal_weight=129.057 9.8778 3.89979 2.95614 2.009 0.943651 5.97801 2.27308 3.70493 1.64655 2.65921 1.02809 0.947136 119.179 114.63 2.04752 112.583 1.01778 4.54902 0.635026 3.91399 0.791891 0.715675 0.996937 0.685848 0.800564 1.36615 0.346757 111.565 11.264
internal_count=4633 758 503 334 165 169 255 151 104 129 76 43 169 3875 3463 790 2673 180 412 164 248 92 111 452 116 194 98 56 2493 262
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=23 23 22 23 4 17 20 0 0 17 23 17 23 22 13 16 22 16 16 23 23 23 16 12 23 12 4 21 15 7
split_gain=0.0829059 0.0897201 0.0750223 0.259542 0.389573 0.328495 0.45235 0.319659 0.347341 0.247086 0.313602 0.230714 0.213259 0.151356 0.33126 0.524348 0.371473 0.18544 0.262661 0.172083 0.157182 0.368946 0.229623 0.224616 0.182251 0.178022 0.186577 0.156535 0.133908 0.312898
threshold=0.4369650000000001 0.42293500000000012 -0.25105499999999997 0.085345000000000018 215.30949546175 188.51582982015003 39.852039223600009 87.028078140750011 97.615226258450022 199.59317753375004 0.083905000000000021 197.02652249450003 0.070640000000000022 -0.160525 117.57433941890001 22.399947619200002 -0.24150999999999997 12.604970524100002 9.5099777615500027 0.075320000000000012 -0.15544999999999998 1.0000000180025095e-35 18.684956306450005 194.34319615655002 -0.25420999999999999 144.66294237600002 325.36462540085006 2.3223121640500004 18.581945927850004 26.296311413900003
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -5 -7 -8 -9 -6 -11 -10 -1 14 15 16 -4 18 19 -15 23 -22 25 -18 -25 -23 -27 -16 29 -19
right_child=-2 -3 13 5 9 6 7 8 11 10 -12 -13 -14 17 27 -17 20 28 -20 -21 21 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.068714165444134917 -0.035443527394790536 0.018090785149275989 -0.10866113365545536 0.045584039463711978 -0.10852602813726774 -0.087630640002996224 -0.039003920990060947 0.095047589254443246 0.046889275583298119 -0.10179179381480714 0.094743128053858996 -0.10383033723833023 -0.10378296585146136 0.047080644236930924 0.053500998110913904 0.10346629726884971 -0.040185667178400122 0.038663007652417564 -0.081117370031730779 -0.10076311490632028 -0.10534122187995727 -0.10377533165844133 0.087699904004805151 0.015685653793147885 0.085834723379441979 0.073522079737356846 -0.10116703964135043 -0.10560094841251211 0.00043529601542271931 -0.057551202878352394
leaf_weight=0.35290326699032348 0.61620119589008382 3.1029329482698804 0.2415734996175164 1.2355521620411312 0.76595579584568418 0.67100123885938989 0.7870931413490323 0.59264208347303793 0.21317432764044497 0.16390942924817864 0.16087658004835248 0.19398185483260022 0.089936315489467233 0.38016707207998368 0.078888374257075955 0.75136207975447167 0.30105590150924477 2.1631704925857771 0.64953984559724631 0.099290337646039006 0.29361961759423028 0.16459119628416374 0.34267692174762487 0.66983115256880399 0.8284019485436146 0.22113333493996379 0.084504061094776262 0.2861281712539494 85.614074057590187 0.40060186105984019
leaf_count=28 38 27 52 99 129 77 25 11 10 88 3 37 82 101 45 22 44 107 384 271 150 34 16 55 50 24 67 43 2426 88
internal_value=0.00112625 0.00134739 0.00082153 -0.0108376 -0.0454187 0.00352112 -0.0176234 0.00866526 0.0461929 -0.0775333 -0.00444195 -0.0249182 0.0336817 0.00147283 0.0198795 0.0284082 0.0104899 0.000594039 -0.039677 0.0164638 0.0203955 -0.00926221 0.0254413 0.0386343 0.0544724 -0.0199293 0.0252232 -0.0712154 0.00110966 0.0236291
internal_weight=102.517 101.901 98.7976 5.22703 1.53358 3.69344 2.45789 1.78689 0.999798 1.09074 0.324786 0.407156 0.44284 93.5706 4.26377 3.89875 3.14739 89.3068 1.129 0.479457 2.90581 1.10653 0.812906 1.79929 1.49823 0.470229 0.305637 0.365017 88.1778 2.56377
internal_count=4633 4595 4568 589 330 259 160 83 58 220 91 47 110 3979 602 514 492 3377 756 372 440 291 141 149 105 125 91 88 2621 195
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=15 6 0 9 2 23 0 6 22 2 5 22 22 6 21 8 6 15 20 16 15 17 2 22 22 5 15 6 16 9
split_gain=0.358143 0.247717 0.562426 0.752758 0.655356 0.426816 0.395589 0.569331 1.00529 0.404136 1.08383 0.527207 1.61367 0.573253 0.42478 0.392679 0.39036 0.584271 1.31113 0.487751 0.986351 0.778929 0.643873 0.586314 0.686528 0.556424 0.412426 0.547196 0.527894 0.434503
threshold=51.19990836680001 14.845346859150002 95.746747857800017 201.65416293750005 344.91334945730006 0.10336500000000003 86.345209775600011 16.375382608200002 -0.102645 125.02712973155002 22.458857822500004 -0.017745 -0.051199999999999996 16.585387514950003 15.109659503850002 8.4434108459500017 16.455384477450004 37.050691080100002 41.243661560350013 22.624947093000003 42.33967733730001 201.23649604560003 199.01127796720002 -0.084729999999999986 -0.020814999999999997 20.315138807500002 28.444110612900001 15.785368822600002 22.534947303500005 197.89372115420002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 7 8 15 -9 -11 12 13 14 -12 -3 19 18 -18 20 21 26 -21 25 -25 -23 -8 29 -29 -28
right_child=-2 6 -4 4 -6 -7 16 9 -10 10 11 -13 -14 -15 -16 -17 17 -19 -20 22 -22 23 -24 24 -26 -27 27 28 -30 -31
leaf_value=2.7830171665469738e-05 -0.0014302622244348703 -0.00063800912846805958 0.00016541939621788696 -0.0016010130469949703 0.0009217552558871935 0.00075431853786966962 0.0014480399663446076 0.00037362868547757486 -0.0022424890517125386 -0.0016138559922898664 0.00043212179387747086 0.00075173678922372102 -0.0021098798336297124 -0.0012498629362619493 -0.00088638217970024851 0.0018541137034631676 8.3480190072922808e-05 0.00039311479356408989 -0.0022401130779068968 0.00028966245189043067 -0.00096676856141697152 -0.00052435969630369326 0.0015074008107764133 -0.0021343792899516786 -2.8567484714319527e-05 0.001456076113356151 -0.00040887720821575544 0.0013034844620073772 0.00039807046654151038 0.00064116896734011308
leaf_weight=7.4431686211028119 0.54947867838200082 0.53188043348200187 34.979353775390791 2.9937037397176036 0.56168705585878331 0.32823010149877507 2.1212079006945848 14.093714676830134 1.0793276044423681 1.5946389588061745 8.7396320041007112 3.5152727493841622 1.3763115212350392 1.0263814473146347 1.0525623619323585 0.44769561570137739 4.1527805356308809 8.2289063893258554 1.2044456326402722 3.1638797037303439 2.0500431042164555 1.0847938347142192 3.5340449726209044 1.0395071506500246 1.3926575896330167 1.0970197720453141 3.3474367801100042 4.5540276449173671 5.4251256659626961 2.7678161589428782
leaf_count=481 63 53 1964 256 20 14 33 448 59 30 183 144 46 151 30 6 52 57 47 28 38 44 54 27 32 21 67 108 37 40
internal_value=0.000149275 0.000156222 4.24518e-05 -0.000337296 -0.00103708 -0.00136829 0.000223231 6.16347e-05 -0.00093722 0.000127133 -7.36231e-05 8.27162e-05 -0.000110134 0.000144268 0.000290396 0.000500966 0.000342942 6.50285e-05 -0.000438925 0.000462513 0.000336072 0.000453064 0.000932181 -0.000266574 -0.000928591 0.000471407 0.000635347 0.000528235 0.00081126 6.63827e-05
internal_weight=125.477 124.927 46.3061 11.3268 3.88362 3.32193 78.6211 33.4574 2.0589 31.3985 17.3048 15.7102 12.1949 10.8186 9.79219 0.979576 45.1637 13.5861 5.35723 31.5776 24.8796 22.8296 6.69792 4.61398 2.43216 2.18181 18.2156 16.0944 9.97915 6.11525
internal_count=4633 4570 2735 771 290 270 1835 1150 118 1032 584 554 410 364 213 59 685 156 99 529 447 409 82 124 59 65 285 252 145 107
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=20 20 12 15 0 6 18 18 3 8 20 20 9 7 21 16 6 20 17 8 22 20 18 22 22 10 3 19 4 8
split_gain=0.0692461 0.383566 0.302108 0.285801 0.218565 0.433865 0.343604 0.365195 0.272258 0.170644 0.130646 0.4503 0.616077 0.440139 0.404995 0.464112 0.220688 0.231836 0.218501 0.216545 0.31948 0.215122 0.47924 0.171811 0.138366 0.519992 0.247812 0.226471 0.291083 0.162975
threshold=36.558960102350007 37.041406607950009 179.47323713510005 23.241064975550003 89.861713010250014 15.575363915900002 13.015629076450002 12.783127173500002 85.923121849150007 8.1436447804000007 38.474425342400004 38.751720283100006 201.81004550795004 24.528146684550006 0.98843639725000021 16.564961263900003 16.695390085100005 39.476991512000005 195.59800312745003 9.3427090425500019 -0.016679999999999997 39.032633164100012 14.668863553700001 0.11061500000000003 0.18839000000000003 68.20618276945001 92.813640037450014 11.450923895500003 193.23397520390003 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=3 2 -2 -1 6 8 7 -5 9 -6 13 12 -12 18 15 -15 21 -18 -3 23 -21 22 -13 -19 29 26 -26 28 -27 -23
right_child=1 10 -4 4 5 -7 -8 -9 -10 -11 11 16 -14 14 -16 -17 17 19 -20 20 -22 24 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.081968261140791129 -0.096767442930743366 0.016021627112074509 -0.0066259127391635822 0.050858889080045003 0.042732911167887966 -0.05438587249665388 0.094227934252781587 -0.10482045643272667 0.062815116145131009 -0.011913907474215635 -0.12574790553414791 0.099522077220439265 0.021916908325664435 -0.089031038740543342 -0.085827869563826292 0.081044954776045341 -0.10461818679098411 -0.087662382809406456 0.06318947235506954 0.061594754516309039 -0.077894575209661143 -0.00070486804951695736 -0.0092990001600125223 0.047467978354158585 -0.1075398334098559 0.019601466596293957 -0.0091721575172760018 0.052507532181719413 -0.10256977542531963 0.010106399102226968
leaf_weight=0.31460762826304645 0.71481524780619909 5.1295508216280714 0.77480992958408024 0.43273654233053072 0.8032754835721797 0.96834592963568855 0.79061047894356307 0.23118195419374388 1.0900824928539803 1.9798049929668193 0.65420035755778261 0.70946872769854852 0.49733222302529612 0.25137609009016137 0.76825148142961552 0.44357445952482522 0.36909442441537876 0.47486763746019256 1.2146743627963585 0.54235476434405427 0.23548928986929241 60.850519158799216 0.94206627239327645 0.11733997683040798 0.73628934158477866 0.59047043561440637 0.39269685480394401 0.80944615375483409 0.2911949430090317 18.088159254635684
leaf_count=338 54 105 38 74 51 15 43 37 27 28 32 17 21 55 99 13 18 210 32 43 33 2693 40 10 48 6 21 52 74 306
internal_value=0.00114975 0.000465282 -0.0498815 0.0110479 0.0156959 0.0054835 0.0496886 -0.00334996 0.0204517 0.0038587 0.00126221 0.000141534 -0.0619734 0.0136498 -0.0357901 0.0195254 0.000981555 -0.034275 0.0250524 -0.0153244 0.0193649 0.00171667 0.0374485 -0.0608877 0.000994885 -0.0207702 -0.0733245 0.014315 -0.020749 0.00177245
internal_weight=102.209 95.598 1.48963 6.61065 6.29604 4.84151 1.45453 0.663918 3.87316 2.78308 94.1084 86.301 1.15153 7.80743 1.4632 0.694951 85.1495 1.73915 6.34423 1.37005 0.777844 83.4103 1.65154 0.592208 81.7588 2.8201 1.12899 1.69111 0.881665 78.9387
internal_count=4633 4020 92 613 275 121 154 111 106 79 3928 3624 53 304 167 68 3571 314 137 296 76 3257 57 220 3200 201 69 132 80 2999
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=20 23 15 20 22 23 22 20 6 6 20 19 16 8 2 17 23 6 0 3 20 22 22 10 3 21 18 16 10 0
split_gain=0.0757246 0.182042 0.151259 0.117975 0.160732 0.13277 0.0945379 0.127037 0.0835217 0.290481 0.393524 0.274205 0.466702 0.586869 0.209792 0.51948 0.186443 0.190943 0.150942 0.136667 0.159318 0.134169 0.154343 0.132308 0.187466 0.880018 0.382207 0.343724 0.664215 0.793071
threshold=33.036871954450007 0.088565000000000019 27.874116299000004 34.515670600900002 0.18839000000000003 0.08729000000000002 0.63131000000000015 43.521589032450009 13.665319288000001 13.825323026450002 42.320906304050006 11.950964240300001 17.614958808600004 7.6440346712000009 186.79363985910004 214.22447330960003 0.09557000000000003 5.1951213832000009 104.86330937810001 81.80440399325002 40.94178426300001 -0.61402999999999996 -0.59614999999999996 75.499969677400017 85.589753040950015 6.9984086918000008 14.1090729785 19.154955207400004 66.859265246100009 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 10 -10 21 13 16 -14 -16 17 -13 -19 20 -11 -5 -23 24 25 -21 -27 -26 29 -29
right_child=3 -3 -4 6 -6 -7 7 -9 9 19 -12 12 14 -15 15 -17 -18 18 -20 23 -22 22 -24 -25 27 26 -28 28 -30 -31
leaf_value=-0.10133610045313686 -0.019768583626142193 -0.090277233739385884 0.079062812086810486 -0.10307372627532584 -0.030147243793798219 0.080948935731028848 0.073969059496503495 -0.022301570742834606 0.074437985058347353 -0.1037291249318141 0.0026526893853162444 -0.10080893655569978 0.015647457716193931 -0.10311585199992734 -0.10450780642270781 0.050799856217486665 -0.10370803835891539 -0.013352565549889839 0.053691066713715742 -0.00056410681616424847 0.0040465509252359455 0.081665234000263695 0.0058825477719042984 0.029276295690843147 0.034603295394553361 0.0039370719181080916 -0.10561406825454492 0.00075863891903226648 -0.04691792844719718 0.057104465563183326
leaf_weight=0.064381166280439994 0.16813961391744559 0.28711866164189814 0.16714613744989038 0.10885055036487745 0.27885742840589955 0.59072654829651583 0.39255879836855356 0.21060897558345459 1.2772701056674116 0.2703112211311226 1.8991094087250528 0.18869125125638753 3.0257555863936436 1.2168807811831355 0.5160272465473098 0.36964303429704159 0.21549093924113538 1.2062679243608725 0.46536366180953326 11.563850387174169 0.27844519028440118 0.27939311223963148 7.0540013787899607 1.6251355580170628 3.1994640864140811 0.42627365968655695 1.2592358068213796 57.454648043378256 2.7651787115610196 2.6115209385752669
leaf_count=140 38 81 38 24 15 56 42 23 32 29 23 179 65 205 54 37 36 87 54 281 11 24 1027 26 541 33 107 1170 98 57
internal_value=0.00103661 -0.0370761 0.028899 0.00123249 0.0347761 0.0586333 0.000883979 0.0403541 0.000644173 0.00185081 0.0315186 -0.0063281 -0.0202351 -0.0479761 0.00311762 -0.0396887 -0.0156521 -0.0054521 0.00531164 0.000693887 -0.0490425 0.00713395 0.00876977 0.00103123 0.000452249 -0.0104034 -0.077908 0.00263047 0.00100237 0.00320841
internal_weight=101.436 0.518646 0.231527 100.918 1.03772 0.758866 99.88 0.603168 99.2768 84.6304 3.17638 14.6464 7.20412 3.29269 3.91143 0.88567 2.07581 1.86032 1.67163 81.4541 0.548756 7.44225 7.33339 80.9053 79.2802 13.2494 1.68551 66.0308 62.8313 60.0662
internal_count=4633 259 178 4374 109 94 4265 65 4200 2408 55 1792 717 561 156 91 356 320 141 2353 40 1075 1051 2313 2287 421 140 1866 1325 1227
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=8 22 8 3 23 8 13 23 23 21 21 16 8 15 16 0 17 6 5 16 19 21 16 18 7 16 16 13 17 7
split_gain=0.0786088 0.292157 0.310053 0.243462 0.216227 0.172749 0.154822 0.150149 0.114704 0.101848 0.579195 0.22971 0.417259 0.265203 0.303446 0.429894 0.261826 0.320585 0.215444 0.214161 0.322197 0.179003 0.177243 0.288019 0.164935 0.162172 0.432615 0.232331 0.169676 0.434028
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 92.238309997550019 0.094595000000000026 8.7431769115000026 117.71413924170001 0.10249000000000003 0.4369650000000001 1.2219980417000003 1.7791739561500002 15.404963976500001 7.7439566930000003 28.444110612900001 19.134955254150004 96.741477366050006 193.82504409230003 15.745367888000002 18.057701168700003 17.379959358100002 12.851036860900001 0.26805182810000011 22.634947069650003 14.319708078400001 24.209421447000004 22.724946859200003 22.684946952700002 117.66037007905001 204.55825889135002 24.068567769550004
decision_type=2 2 2 2 2 2 2 2 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 -3 8 -5 -4 9 11 -11 12 -1 19 15 24 17 -16 -18 20 -13 -19 23 -20 -15 26 28 -28 -12 -30
right_child=1 4 7 6 -6 -7 -8 -9 -10 10 25 13 -14 14 16 -17 18 21 22 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.0074275757327940161 0.029934953903578004 -0.10425004914962531 0.068051476450533457 -0.08660954389410859 0.011079280632260123 0.020773550645498667 -0.014188467045476622 -0.0080980760828003283 -0.04590628746671991 -0.066727487528019935 0.0025480095871937437 0.050420142187432349 -0.097805533635872979 -0.020893989453546293 -0.073885925190660506 0.048195195452114509 0.0062250440606884533 -0.0060760329448840368 -0.0040222403885524002 0.067477793897466345 -0.10298395823895914 0.054225599215214276 0.095747787319647171 0.074941680537615726 -0.10933746561822971 0.041652841094853538 -0.016554072859840605 -0.11161576236514895 -0.11227983460571145 -0.0074107364433954499
leaf_weight=1.2481955423213538 0.54008064922527488 0.52583979715563955 0.74368613804108441 0.60227872544783145 0.23531549021208775 4.4246455924585453 0.57894773423322476 0.39724356486112811 0.52850022887611103 1.3004042700522394 67.794712959382196 0.38951209836341094 0.53971346410980903 0.3374132859025829 0.58581269998103414 0.40229160757735372 2.0659576188772917 2.2104186376673174 0.95079941581934713 1.4544188116706207 0.21112406745305634 0.63330808049067844 0.63021754939109076 0.89835789287462831 0.56214474787702784 0.9489675066433837 0.5111988603894122 0.51722192787565291 0.41671536929788899 7.4565726825921956
leaf_count=398 24 42 50 27 24 72 18 19 34 103 2568 62 69 16 15 15 21 62 26 178 26 43 29 20 35 30 26 15 24 542
internal_value=0.000930106 -0.0135315 0.00111167 -0.0256841 -0.0685953 0.00147021 -0.0511142 0.0415381 0.00054779 0.000814458 -0.000541434 0.00897334 -0.024339 0.0142293 0.00702893 -0.0377347 0.0143363 -0.00652344 0.0300754 0.0467325 -0.00350152 0.00735336 0.0499489 0.03434 -0.0761634 0.00056705 5.86938e-05 -0.0643633 0.000934267 -0.0129612
internal_weight=100.642 3.62339 2.86224 1.72131 0.761155 97.0186 1.18123 1.14093 92.594 92.0655 78.9458 13.1197 1.78791 11.3318 9.27672 1.30185 7.97487 3.42954 4.54533 2.05505 0.600636 2.84373 2.47937 1.84916 0.899558 77.6454 76.6964 1.02842 75.668 7.87329
internal_count=4633 204 138 69 66 4429 45 69 4357 4323 3308 1015 467 548 282 66 216 120 96 266 88 105 75 46 51 3205 3175 41 3134 566
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=8 22 23 8 9 23 8 8 20 20 5 12 2 17 15 23 2 19 22 17 22 17 10 5 6 12 9 22 22 21
split_gain=0.0660094 0.257524 0.261776 0.221267 0.215156 0.204053 0.141803 0.107365 0.101932 0.284551 0.253758 0.244339 0.214683 0.32866 0.327649 0.167238 0.142028 0.265448 0.242437 0.117136 0.399412 0.393193 0.316601 0.447889 0.291974 0.26326 0.3282 0.314929 0.179793 0.155398
threshold=8.8430989333000021 -0.0098449999999999979 0.10249000000000003 9.3427090425500019 214.94003843055003 0.094595000000000026 8.7431769115000026 9.7423971299500014 36.558960102350007 37.041406607950009 15.023351587500002 179.47323713510005 133.03767462420004 197.26918533450001 33.423812040500003 0.4369650000000001 100.92170827030002 13.451085274650001 -0.033594999999999993 204.55825889135002 -0.047144999999999999 204.73764675200002 62.245871094250013 21.757682542950004 14.415336812050002 225.44236677700002 213.03443802080002 -0.0098449999999999979 -0.21563499999999999 6.8552675721000007
decision_type=2 2 2 2 2 2 2 2 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 -4 -3 8 -5 10 11 -1 -10 14 -14 16 19 18 -18 -12 -11 21 -21 -23 24 28 29 -27 -28 -24 -22
right_child=1 5 4 7 -6 -7 -8 -9 9 15 12 -13 13 -15 -16 -17 17 -19 -20 20 25 22 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.10093060854839467 -0.0045230480915372925 -0.10383883494708449 -0.10662854200341319 0.10156932151137138 0.0033646146435901674 0.0099859679607912991 0.018914966277043855 0.023862193236603085 -0.091951478284764521 0.0019595470560846047 0.00048016854252693391 -0.0067690571903774137 -0.084414414848391753 0.012343843871683767 0.092728753379466552 -0.060223193462177194 0.060980028029987789 -0.10930285606558821 0.064888194037699881 -0.13257174235762256 0.011256288928472608 -0.10575031627651532 -0.10104967188333575 0.073352848569149837 -0.074951393416874221 0.083065116378521708 0.057032304145576564 -0.11045146163943148 -0.0036037348350243543 -0.045218857514021785
leaf_weight=0.18820907178024882 1.3796221729135152 0.47758773593522974 0.35405062293284562 0.36887310352176417 0.35731176190893166 0.23498944065067917 4.376140385400503 0.34326021536253393 0.6217231242692367 75.511632804848887 1.4950354358297779 0.73463292439191719 0.44628600990108713 1.6451000079978255 0.71218339866027225 0.45332846544624672 0.15424870019342041 0.22520125827577431 0.95947241822432294 0.33607634238433082 1.6270857412746398 0.40228105848655094 0.20271543452508956 0.52820585417794053 0.89446833793772373 0.938600875000702 0.24190046358853579 0.2095081005099928 2.8699594287809309 0.69548842016956758
leaf_count=289 47 42 25 13 16 24 72 37 51 2991 73 38 74 29 24 23 47 28 28 17 39 43 115 25 52 63 20 26 225 37
internal_value=0.00083648 -0.0126229 0.00102291 0.018844 -0.0513798 -0.0663024 0.00132699 0.0641132 0.000491232 -0.000373324 0.0132936 -0.0458148 0.017107 -0.00830364 0.0320932 0.000352549 0.0168553 -0.0400818 0.0256574 0.00067769 -0.0101419 -0.0279379 -0.0207579 -0.0131521 -0.0246698 0.0149455 0.049367 -0.0207004 -0.0100326 -0.00565504
internal_weight=99.9852 3.5157 2.80312 2.09176 0.711362 0.712577 96.4695 0.712133 92.0933 86.2676 5.82574 1.35636 5.63753 2.09139 3.54614 84.9113 2.83396 0.37945 2.45451 84.4579 8.94629 5.23371 4.89763 4.49535 3.96714 3.71258 1.39001 0.451409 3.07267 2.32257
internal_count=4633 204 138 97 41 66 4429 50 4357 3765 592 89 303 103 200 3676 176 75 101 3653 662 477 460 417 392 185 109 46 340 76
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=17 19 20 23 15 20 19 20 18 13 5 9 19 20 22 23 23 9 23 18 22 21 15 21 15 5 22 13 23 21
split_gain=0.0653389 0.161722 0.0874752 0.146442 0.122677 0.0866579 0.156631 0.137194 0.135637 0.107437 0.146192 0.253964 0.0939676 0.134149 0.0914564 0.0977518 0.550094 0.298428 0.285817 0.30694 0.44457 0.18582 0.306143 0.264552 0.425976 0.202375 0.365836 0.236888 0.194021 0.176809
threshold=162.04221493815001 13.551093343600002 33.036871954450007 0.088565000000000019 27.874116299000004 34.515670600900002 13.951125619400001 33.361153777850006 13.956123578150001 117.97223122220002 30.922794813800003 191.20686769655003 14.651182102100002 41.685324604100011 0.63131000000000015 1.0000000180025095e-35 -0.067414999999999989 210.25104900155003 0.079605000000000023 15.265416824250002 -0.078549999999999995 3.4316303497500003 22.354383166800002 4.3143180605000007 40.726271367500011 22.665750084250003 -0.047144999999999999 117.60122400020002 -0.225495 18.870920756500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -9 12 11 -11 14 -14 15 16 17 21 19 20 -17 22 -7 24 -23 27 28 -25 -27 -21
right_child=2 -3 5 -5 -6 9 -8 8 -10 10 -12 -13 13 -15 -16 18 -18 -19 -20 29 -22 23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.085705555907868838 -0.10119913809955138 0.032862613456988356 0.065567771085731252 -0.088261330401860572 0.074351054598145408 -0.00665759897482383 0.073625258898497359 0.032686838615652698 -0.10186944226262779 0.0052070637081932745 0.032464285196518318 -0.10260332662554426 0.036483884351372974 -0.0087167303594940914 0.041200677431876442 0.0021807109287699869 -0.093009160500310911 -0.073411817053957204 0.00025862350812166462 -0.0083334817488407865 0.089097101150750466 -0.1281590277866401 0.058089114608938987 0.0042295851336134876 0.0035841073733711977 0.0050109628991494536 -0.094705727977871093 0.07200336864851431 -0.069156713815206536 0.081386648958833838
leaf_weight=0.27615045553261452 0.055597323958010203 0.19717083024443127 0.1635766836698157 0.27985911609505365 0.14015979005489498 1.6227476217391061 0.45291376253589988 0.12563241424504668 0.18557372081522772 0.42883979884209 0.28761983872391284 0.44547695590881631 1.7277432158589356 1.0590854855836367 0.5534914996533179 1.0508107908608511 0.71021506193210271 0.57110414744966043 74.056695081710586 2.2194907046377925 1.3375644676416403 0.44229990798339613 1.3278428639605406 4.7869917343741673 0.55140232900157571 2.5052474550320776 0.54478147056579462 0.57799668610095967 0.41050591526436608 0.24377078245743167
leaf_count=351 126 32 12 74 38 100 19 21 55 34 13 71 39 18 61 120 62 61 2215 349 111 37 143 232 16 72 45 11 73 22
internal_value=0.000751821 -0.0363138 0.000929274 -0.0418533 0.0244927 0.00113609 0.031555 -0.00857741 -0.0475497 0.000846541 -0.0293794 -0.0497239 0.00121124 0.0193062 0.000671986 0.000430673 -0.00725393 -0.00268867 0.00179906 0.0253127 0.0508566 0.000474275 0.0224801 -0.00613829 -0.0550552 -0.000630531 -0.0194853 0.0115312 -0.00543103 0.000545456
internal_weight=99.3384 0.473321 98.865 0.475616 0.195757 98.3894 0.927697 0.474783 0.311206 97.4617 1.16194 0.874317 96.2998 2.78683 93.513 92.9595 14.0511 13.3409 78.9083 4.85164 2.38838 12.7698 2.95059 9.81923 0.993702 8.82552 3.46053 5.36499 2.91575 2.46326
internal_count=4633 383 4250 238 164 4012 107 88 76 3905 118 105 3787 57 3730 3669 852 790 2817 602 231 729 243 486 53 433 190 243 145 371
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=20 15 20 20 17 0 13 2 23 4 20 16 15 6 22 20 20 9 7 21 16 6 18 6 19 7 20 9 6 8
split_gain=0.0767091 0.133908 0.0784997 0.26805 0.242731 0.27458 0.201298 0.304382 0.260192 0.21228 0.379675 0.333047 0.184787 0.132905 0.115764 0.113433 0.393933 0.503132 0.344175 0.315712 0.345642 0.210555 0.496484 0.196117 0.152421 0.216778 0.172336 0.212983 0.156972 0.143483
threshold=33.036871954450007 33.221582556000008 36.558960102350007 37.041406607950009 193.82504409230003 92.168410086200012 113.98793627290001 62.357017394150006 0.085855000000000029 194.12161462850003 35.476804824450006 19.559954260300003 35.645792850250011 14.735344288950001 -0.11534 38.474425342400004 38.751720283100006 201.81004550795004 24.528146684550006 0.98843639725000021 16.564961263900003 14.845346859150002 12.899561312100003 16.585387514950003 14.451165964200003 21.946499523750003 39.788107623550012 192.39832633775004 18.055421862050004 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 6 4 -4 -6 7 -2 -8 11 12 -9 13 14 -11 18 17 -17 21 20 -20 -5 -23 29 25 -25 -26 -28 -29 -18
right_child=2 -3 3 15 5 -7 8 9 -10 10 -12 -13 -14 -15 -16 16 23 -19 19 -21 -22 22 -24 24 26 -27 27 28 -30 -31
leaf_value=-0.086113683949403108 -0.10792240118389596 0.025035802330295516 -0.098789129521130351 0.0021541145391216544 0.056182825836284436 -0.059428916024503432 0.0020465424963431269 0.0044811651624500487 0.09077305525369167 0.064287219938029216 -0.09141847258964686 0.10195044246211123 0.042634407726494586 -0.085305388244469649 -0.022492463432932899 -0.12163448690088322 -0.00074788903166420843 0.017930242081008733 -0.086900262099838407 -0.081906641275867081 0.074706919323855758 -0.00062521974059803406 0.076599483721171147 -0.017681371272106675 -0.058679349627671684 -0.10617761418359291 0.084505109869545472 -0.036982667066141249 0.043612172852016101 0.0094686962876297971
leaf_weight=0.2646800286061638 0.23870909507240767 0.18356290098745376 0.50630410362100409 2.7687930239335392 0.3523061778396368 0.49275956456767744 0.66000458592316114 1.0589475524793672 0.66204494226258248 0.20734352758563535 0.4663254840902481 0.52405493892729271 0.88804994820384298 0.2368764889324666 0.59442402204967981 0.59491874193918082 62.434284915289936 0.45651426185213495 0.20253333133132378 0.6689184597635176 0.38188453181646764 1.6038063072774096 1.731120518845273 0.69302083511683965 0.47659145551733662 0.46087846711452585 0.30712631344795216 0.71782915084622778 0.36430929618654773 17.627452050088323
leaf_count=251 17 8 50 46 9 33 42 64 27 40 64 12 11 27 50 32 2889 21 55 99 13 35 56 240 22 29 6 27 40 318
internal_value=0.000678148 -0.0405961 0.000866207 0.000176376 -0.0440353 -0.0112306 0.0124334 0.00175438 0.0464783 0.00833907 -0.010454 0.0367485 0.00914215 -0.019494 -5.05404e-05 0.000829412 -0.000211831 -0.0610379 0.0127367 -0.0349943 0.018701 0.0225378 0.0394612 0.00055795 -0.0244589 -0.0530276 -0.00679112 0.0110093 -0.00984986 0.00150153
internal_weight=98.8264 0.448243 98.3781 92.8414 1.35137 0.845066 5.53678 4.21473 1.32205 3.97602 2.39302 1.583 1.92669 1.03864 0.801768 91.49 84.1329 1.05143 7.35706 1.25334 0.584418 6.10372 3.33493 83.0815 3.01976 1.1539 1.86586 1.38926 1.08214 80.0617
internal_count=4633 259 4374 4020 92 42 354 285 69 268 192 76 128 117 90 3928 3624 53 304 167 68 137 91 3571 364 269 95 73 67 3207
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=15 21 8 5 13 13 16 20 4 21 21 15 7 6 5 0 2 23 6 13 12 17 19 10 3 17 3 21 18 0
split_gain=0.0703177 0.284274 0.0869898 0.128989 0.144575 0.352044 0.234452 0.213371 0.16488 0.182094 0.148407 0.136196 0.129669 0.118967 0.217965 0.304789 0.305999 0.230494 0.214575 0.197787 0.200565 0.160482 0.214114 0.156821 0.134503 0.124781 0.11627 0.890444 0.361363 0.327242
threshold=11.870705757150002 17.123843457500005 1.5487913386000003 13.252098438300001 98.255079293500017 99.865465713650011 17.874958200600002 39.032633164100012 404.75570863780007 3.2871511629000003 2.7948066777500005 12.17254680215 24.453757170650004 13.115306437050002 16.316541761950003 98.51854819030001 166.72194812590001 0.089045000000000027 12.410289964450003 103.75835308650001 243.44243106745003 201.23649604560003 13.351077205700003 75.424692849750016 78.524485074150007 207.48293496715004 85.589753040950015 6.9984086918000008 14.1090729785 93.843319501450011
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 7 -7 9 10 12 -11 -4 18 15 17 24 -15 21 20 -16 -5 -23 26 -17 -20 27 -21 -29 -28
right_child=2 -3 3 13 5 6 -8 -9 -10 11 -12 -13 -14 14 19 16 -18 -19 25 23 -22 22 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.10141161926253567 -0.033372106638068888 0.040608177657268485 0.0080374272282460763 -0.00032542038178683341 0.088410488756873754 0.050269450061877489 0.052843199560565823 -0.10238249138749059 0.070067983241371271 0.07518801282179112 0.093271224334858432 -0.10119554575735337 -0.10183050276191806 0.098671477612721673 -0.084146173138343827 -0.0020215694799274454 0.065507351080799497 0.020704622193501374 -0.10202353182820466 0.0010026638845298443 0.024161819734079132 -0.10253040849423159 -0.013066381212814587 0.029114131108799596 -0.10435476197803284 0.006371078752916523 0.0013813519888991337 0.0022820773505338697 -0.10486870408789845 0.056939759429852958
leaf_weight=0.29934052974931447 0.73863032825784003 0.26634927988925483 0.60789894057415883 6.4382066084472154 0.80998933599039424 0.13228570902720094 0.3745603108254727 0.29746009560767561 0.26918062283220923 0.050993314362131059 0.1659766135380778 0.30935622811375652 0.13047974658547901 0.72938271565362744 0.53182756828755273 0.2172763741982634 0.28782846964895725 0.78971357084810734 0.38785578997340042 13.55044728470966 0.25198621029994683 0.37531372476223601 0.93138281727442518 1.9570997345726926 0.31413558236090466 0.14624729286879301 64.138527554302982 0.42505121440626581 1.2127713254885746 1.0779724456951942
leaf_count=466 394 38 26 304 36 6 38 77 44 9 11 148 131 19 72 22 13 40 103 304 26 64 41 23 27 14 1954 33 121 29
internal_value=0.000612093 -0.034543 0.000815748 0.00107632 0.0209865 0.0418757 -0.00498792 -0.0553927 -0.000997777 -0.0161235 0.00782875 -0.0762354 -0.0113775 0.000407816 0.00151634 0.0316268 -0.0175356 0.0581398 -0.0110381 0.000669531 -0.0493265 -0.00681041 -0.0387625 0.00114533 -0.0625142 -0.0723431 0.000464552 -0.00741528 -0.0770607 0.00229968
internal_weight=98.2155 0.56569 97.6498 96.9112 3.14818 1.6143 0.804306 0.429746 1.53389 1.2647 0.904355 0.36035 0.738379 93.763 85.484 2.33834 0.81924 1.5191 8.27901 83.1457 0.783814 7.7449 1.3067 82.3619 0.531412 0.534103 80.4048 15.1883 1.63782 65.2165
internal_count=4633 504 4129 3735 526 157 121 83 369 325 168 157 157 3209 2683 121 62 59 526 2562 98 409 105 2464 49 117 2441 458 154 1983
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=15 7 23 20 3 22 4 22 17 5 22 19 5 21 22 20 15 23 23 23 16 15 22 12 18 7 23 12 12 20
split_gain=0.0646471 0.309984 0.274088 0.432209 0.121142 0.0845453 0.18703 0.108097 0.29953 0.2007 0.191473 0.198358 0.158571 0.162704 0.0995283 0.0916666 0.187248 0.175815 0.227807 0.197976 0.47164 0.400846 0.445061 0.393279 0.283048 0.305049 0.23155 0.213653 0.364342 0.210584
threshold=46.055224235250002 23.209106085000005 0.090465000000000031 42.720329370750001 99.351970210700017 -0.63026499999999996 253.41602286305002 -0.59238000000000002 197.02652249450003 12.451585980350002 -0.51760499999999998 14.851198240050001 16.043149448600001 2.7200266080500004 -0.60414999999999985 42.206017975500011 45.102215827400009 -0.25420999999999999 -0.55393499999999996 0.087700000000000014 22.644947046300004 39.203018015350004 -0.083834999999999993 226.26044291545003 15.105469479800002 25.606038725250006 0.087475000000000011 190.69347001700001 145.32166322050003 42.957059535450007
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 -2 6 -1 8 14 -10 11 12 13 -9 -7 -12 17 18 -17 26 21 23 -23 27 -25 -26 -19 28 29 -21
right_child=1 2 -4 -5 -6 7 -8 10 9 -11 15 -13 -14 -15 -16 16 -18 19 -20 20 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.040711559991713539 -0.090503355614110909 -0.097102401329866667 0.018500410254604662 0.054594072091834936 0.026033271910695179 0.026612128513560835 -0.082347565132627532 0.045944724561756578 0.071514574960456684 -0.10372526445258066 0.0033507638645796176 0.1015151107669075 -0.1029107827160558 -0.10177486603658376 0.093544957629615122 0.017190181222312011 -0.08096890786191413 0.0033689465091900242 -0.092574280589799524 0.00069235329379227907 -0.084881052679527169 0.073220776855775202 -0.011413076919732416 -0.11413446946145661 0.091541860343975781 -0.10254819749811182 0.062077498851209924 0.0092626658526824748 -0.11318651316870208 -0.078407924274446983
leaf_weight=0.19199660790036333 0.58659006493689902 0.57526035650516893 2.3692363292211667 0.27887098654173315 0.10519864223897457 0.43516248046671535 0.3462085456362729 0.19813826721292471 0.092313378200742591 0.22380026013706811 65.083051379607866 0.081102492287755013 0.42774065921548754 0.11955254454005626 0.45387633684003847 0.31279790088228765 0.30966542137320985 13.937073467809569 0.47804847840598697 1.9324800117619787 0.81542956802877675 1.1839956404874104 1.307495769113302 0.65953914530109603 0.17149676712688233 0.15341844292834139 0.70582576142624098 3.2113991553014785 0.430485367735855 0.40754460261086922
leaf_count=26 120 53 35 29 6 25 43 30 33 39 2250 2 129 56 22 37 18 1162 95 26 35 16 27 31 14 40 19 55 41 119
internal_value=0.000545961 -0.0120435 0.000991939 -0.047574 -0.0727819 0.00107217 -0.0384481 0.00130056 0.0310554 -0.0525507 0.000910472 -0.0470036 -0.0631623 -0.00964471 0.060783 0.00134519 -0.00367194 -0.00274082 -0.0491599 -0.00126747 -0.0119095 -0.00561809 0.0288063 -0.0179298 -0.076499 -0.000103571 0.00619885 -0.00829096 -0.028638 -0.013084
internal_weight=97.5848 3.91516 3.22337 0.854131 0.691789 93.6696 0.538205 93.1314 1.20515 0.316114 91.9263 0.826534 0.745431 0.317691 0.889039 91.0997 26.0167 25.707 0.790846 24.9162 10.2733 9.45785 2.49149 6.96636 0.984454 0.324915 14.6429 5.98191 2.77051 2.34002
internal_count=4633 243 117 82 126 4390 69 4321 119 72 4202 217 215 86 47 3985 1735 1717 132 1585 404 369 43 326 85 54 1181 241 186 145
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=13 0 15 22 3 15 22 21 8 15 2 21 15 7 22 13 23 6 22 22 20 15 15 0 21 20 10 22 15 14
split_gain=0.293357 0.609389 0.549086 0.454355 0.969802 0.59854 0.749567 0.698012 0.725708 0.653507 0.469805 0.446207 0.430165 0.38887 0.374827 0.449759 0.472954 0.398761 0.560352 1.09746 1.1041 0.594937 0.530737 0.523023 0.507996 0.4346 0.406147 0.785499 0.39718 0.704323
threshold=112.67059178900001 90.321439350550008 36.548474543700003 -0.060989999999999996 87.399085362750014 28.579157549250002 -0.074029999999999999 0.87557407920000008 8.1436447804000007 28.298162031900002 125.96573834520002 13.917356790500003 27.756828593300003 23.960918281000001 0.20852500000000004 113.98793627290001 0.10385500000000002 16.455384477450004 -0.051199999999999996 -0.043559999999999995 41.362929270750008 37.491361913600009 44.024213102900006 86.036037090600004 4.3143180605000007 37.995872310650007 61.971648364950006 -0.011849999999999999 40.42701969085001 264.19645454725008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 3 5 11 6 9 -7 10 12 -9 -5 -1 -4 15 16 -2 22 25 -20 21 -21 -17 -22 -24 -19 -26 -28 29 -27
right_child=1 -3 13 4 -6 7 -8 8 -10 -11 -12 -13 -14 -15 -16 17 -18 18 19 20 23 -23 24 -25 26 28 27 -29 -30 -31
leaf_value=0.00010458649375122113 -0.0016871937001816171 0.0010093811276957907 0.001297514521866418 0.00039111729150256185 -0.0017342116434620049 0.00045237709861792482 -0.0021384068656243151 0.0002410706486932694 -0.001894076429387249 0.0018739291690104817 -0.0020200491377835566 -0.0011713769652007516 -0.0020641603068082231 -0.0020326999280231091 0.0013202874558705749 0.0004577428704742958 0.00073797733198270761 0.0014422189487557184 -0.0024151940978332852 -0.00051793598442364554 -0.00032704124739526863 0.0007617855178910411 -0.0013878793743682407 -0.0023428912897715637 0.00073926054954688667 8.6659815204186949e-05 -0.0021362358402983615 0.0015613820753157259 0.0004163892420726425 -0.0013005846862498291
leaf_weight=14.312417435852693 0.96413549881253746 3.7772663105279198 0.16355015709996124 22.008118021394701 0.89987211153493163 1.5418003406939522 0.57306365740805887 1.596975209657103 2.1259767826413736 0.79744294055854048 0.45364698109915469 0.72585773855826019 0.36047853856871448 0.76713043230120093 1.1322552454075765 28.282281701511238 0.45510481670498848 1.0472560226044141 0.90042493236251164 2.2166661121591478 0.93127690562687337 3.7757135573774576 1.1829935823916451 1.0558958747424183 1.6850007195025685 12.783777255448515 0.6355959947977684 0.33852769876830235 12.078171479952287 1.5811361361993466
leaf_count=1536 81 76 6 769 142 37 56 34 179 9 71 77 24 92 38 374 8 120 16 45 103 38 61 27 14 240 55 6 204 95
internal_value=0.000166028 0.000241949 4.34054e-05 7.39707e-05 0.000262206 -0.000130457 6.3684e-05 -0.000675135 -0.00109136 0.000145255 -0.000259143 0.000341229 5.13055e-05 -0.00144748 0.000201148 0.000183023 -0.000909519 0.000205661 6.5056e-05 -0.000363168 -0.000131614 0.000288398 0.00036485 -0.00139817 -0.000318941 0.000203382 0.000156609 -0.000851239 0.000154319 -6.60332e-05
internal_weight=121.15 74.8235 46.3263 45.3956 23.6338 21.7618 16.0434 5.7184 4.1766 15.4703 2.05062 22.734 14.6729 0.930681 71.0462 69.914 1.41924 68.4947 36.3703 8.87998 7.97955 5.99238 32.1244 1.98717 3.84212 27.4903 2.65912 0.974124 26.4431 14.3649
internal_count=4633 1601 3032 2934 988 1946 1625 321 284 1569 105 846 1560 98 1525 1487 89 1398 888 229 213 83 510 130 136 659 75 61 539 335
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=9 9 19 20 2 9 20 4 5 3 6 17 21 23 12 23 19 10 4 20 14 10 20 23 7 13 12 5 21 6
split_gain=0.0661091 0.173554 0.30831 0.280794 0.248576 0.172115 0.476478 0.268737 0.660524 0.583706 0.219973 0.23303 0.179243 0.149676 0.459424 0.201434 0.152463 0.210215 0.348132 0.240475 0.188137 0.160829 0.268459 0.25353 0.225266 0.191921 0.141297 0.140781 0.228157 0.137802
threshold=186.70853236170004 181.33671263215004 14.451165964200003 41.873095646600007 121.36426933400001 192.20980299475005 40.574766824850009 228.08113677860004 21.757682542950004 92.585121096400016 16.455384477450004 187.63270803470002 3.8092755532000004 -0.17949499999999999 194.34319615655002 -0.23921499999999998 10.250827068050002 80.677940036650014 278.29044475435006 44.749265482150008 490.68379111130008 72.327589083450007 47.927946529500012 0.091510000000000022 22.703933514050004 120.78166996855002 143.62136700335003 7.754880527600001 18.870920756500002 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=1 13 4 -4 -3 6 10 8 -8 -9 11 -2 -13 14 -1 -16 -15 18 21 -19 -20 22 23 24 25 -18 -25 28 -21 -7
right_child=5 2 3 -5 -6 29 7 9 -10 -11 -12 12 -14 16 15 -17 17 19 20 27 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.075198370423000954 0.0078927792786765393 -0.0034433823401513438 0.098539170803304349 -3.8462146713563707e-05 0.044364644101704521 0.0036632569583314222 -0.073450177888557941 0.035973495084283678 0.042370251916609092 -0.10603192603877026 0.036539928103076671 -0.077378023379324645 -0.0080962387743688663 -0.10094340877131043 0.013516807189801808 0.0817125826013234 -0.1038880895718173 -0.10063504480669885 -0.10301288302769768 -0.10058947431765085 0.062090874625219498 -0.10159725412150596 0.054262636900823169 0.02980316114635791 0.050930293120610398 0.10172952526885576 -0.028866762734876691 0.10102625891060545 0.073999538270935847 -0.0065468070617848541
leaf_weight=0.43498687377200473 3.3288465804871503 4.399912194814533 0.80204263050109126 0.45168803073465824 1.4446644355284659 55.580779713676748 1.0155209859658501 0.37918101044488128 0.95588316791690875 1.2232739536848383 1.5381630565971134 0.68311168565651292 0.82371330392197706 0.19221126879142314 1.1583746799537946 0.69180162513089261 0.5971158338102226 0.1099761736666095 0.60858590063071449 0.11763220676584751 0.077845692198025063 0.16744404408382241 0.68737082220104628 0.98949933525000211 0.14179089515528176 0.049129173159599304 0.70150422248843824 0.36645875219255686 0.20581447682343423 17.343972482667596
leaf_count=254 53 46 49 22 52 1973 39 22 17 49 39 31 23 278 169 48 345 175 239 96 10 89 44 36 12 1 22 16 19 365
internal_value=0.000638361 0.00689342 0.0180264 0.0630241 0.00837382 -0.000448211 -0.0127872 -0.0420148 -0.0172918 -0.0724299 0.00360088 -0.0068766 -0.0395048 -0.00393558 0.017275 0.039016 -0.0136055 -0.0101228 -0.0194379 0.0366956 -0.0842891 -0.00608519 -0.00103438 -0.0163668 -0.0632127 -0.0882565 0.00546424 0.0585871 0.0105044 0.00123496
internal_weight=97.2683 14.3958 7.09831 1.25373 5.84458 82.8724 9.94769 3.57386 1.9714 1.60245 6.37383 4.83567 1.50682 7.29754 2.28516 1.85018 5.01238 4.82017 4.02029 0.799882 0.686432 3.33385 3.16641 2.47904 0.788036 0.646245 1.691 0.689905 0.323447 72.9248
internal_count=4633 2022 169 71 98 2611 273 127 56 71 146 107 54 1853 471 217 1382 1104 798 306 249 549 460 416 358 346 58 131 115 2338
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=8 22 8 19 23 22 8 7 17 17 8 7 9 23 9 5 9 20 22 23 7 9 23 10 23 17 16 23 6 18
split_gain=0.0619378 0.221081 0.226039 0.214907 0.185119 0.12344 0.116359 0.0900374 0.306642 0.327503 0.310755 0.296509 0.26878 0.252681 0.227323 0.252059 0.226957 0.305491 0.269566 0.210716 0.192382 0.42684 0.454038 0.35156 0.543597 0.302453 0.286794 0.259774 0.239094 0.342511
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 14.451165964200003 0.094595000000000026 -0.14907499999999999 8.7431769115000026 22.721067571950005 188.27285108100003 190.19286262750003 8.2435668022500028 22.598495330900004 195.13041324455003 0.08919500000000001 186.16747084260001 20.452758643300005 188.55070358395002 41.835830569250014 -0.084729999999999986 0.18642000000000006 23.109894804950002 195.97407267990005 0.088075000000000028 62.068432857650002 0.10876000000000002 188.85216786605002 22.694946929300002 0.088260000000000019 16.525386113000007 13.480563334700001
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 7 8 11 10 13 12 14 -10 19 -16 17 -11 -19 -1 21 23 -23 24 27 -25 28 -9 29 -22
right_child=1 4 5 -5 -6 -7 -8 20 9 16 -12 -13 -14 -15 15 -17 -18 18 -20 -21 26 22 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.00010635041814594784 0.0023154920749476706 -0.10353479524079373 -0.0084785296519649198 -0.074829238499301343 0.0094133049818418708 0.064191501659681488 0.017194630658070208 -0.018921466919060034 0.077592389553367447 0.086187089813092449 0.096895953992811895 0.056851107866441521 0.10280431707143112 -0.055329304291169223 0.00049331038192165235 -0.054201203560538994 -0.059221372753069004 0.040037542419928913 -0.079521066654119454 0.10318133444227583 0.019268514901856978 -0.0060519525462270135 -0.11296714832580053 -0.041808763673089118 0.019456664332611028 0.029382592952539643 0.064608146064257327 -0.088631588708592793 -0.023717098468821918 -0.0016301469192843594
leaf_weight=7.6301528226836073 1.1024497876205721 0.42828775702946487 0.37092187535017729 0.53700495086377475 0.21946573373134015 0.63204867611057103 4.2598462767200536 0.93352164089446787 0.26565082588604072 0.48956474923761539 1.088170504721347 0.8497442237621734 0.22929252684116441 0.30979340709745884 1.6035855393856766 1.7755070223647633 0.4357842361787333 0.40867287036962796 0.35017040105594799 0.20362385176122177 9.2908862584445142 0.76160177789279238 0.83016656618565321 0.73477651051507598 1.4926535009290089 3.1771787690086057 0.69555554492398997 1.2508570395730201 3.9698654335370511 50.29454759005381
leaf_count=902 34 42 28 35 24 41 72 27 29 44 44 29 3 20 11 37 17 34 27 4 90 18 25 37 15 59 35 31 49 2770
internal_value=0.000573518 -0.0129113 -7.70793e-05 -0.0229533 -0.0652668 0.0373164 0.00104889 0.000276723 0.00716593 0.0339966 0.0654666 -0.000141617 -0.00437414 0.0060333 -0.00656584 -0.0282453 0.00291104 0.0245997 -0.0151331 0.00278558 -0.00119057 -0.0147313 -0.0618122 -0.00485616 -0.0270563 0.0160108 0.000744254 -0.0588401 4.5321e-05 0.00162849
internal_weight=96.6213 3.29018 2.64243 1.63945 0.647753 1.00297 93.3312 89.0713 15.6397 3.34781 1.66361 12.2919 11.4422 0.575444 11.2129 3.37909 1.68419 1.24841 0.758843 7.83378 73.4316 9.18076 1.59177 7.58899 3.67703 3.91196 64.2509 2.18438 63.5553 59.5854
internal_count=4633 204 138 69 66 69 4429 4357 1201 215 93 986 957 49 954 48 122 105 61 906 3156 212 43 169 73 96 2944 58 2909 2860
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=15 2 22 21 17 19 22 8 17 16 7 22 23 5 12 5 23 5 6 12 10 17 6 6 22 23 5 21 16 12
split_gain=0.064378 0.276693 0.106853 0.100001 0.285488 0.0937812 0.160767 0.182813 0.0807528 0.492525 0.525954 0.969849 0.281726 0.305532 0.270037 0.222339 0.255252 0.22135 0.210857 0.161809 0.351877 0.171448 0.383969 0.575475 0.425455 0.338911 0.207328 0.165147 0.155781 0.157217
threshold=46.723315192750007 247.02271001585004 -0.10040499999999999 9.1670574189500034 198.39433209390003 14.651182102100002 -0.098419999999999994 8.6432548896500023 201.39543491635001 22.644947046300004 24.775165158000004 -0.094409999999999994 0.094595000000000026 21.757682542950004 337.27321795065006 20.743195000100005 0.10336500000000003 20.315138807500002 13.855323727400002 323.50112601465008 74.927328095600004 198.39433209390003 14.905348261050003 14.325334709150001 -0.064729999999999996 0.087935000000000027 16.546942136250003 3.1113400544000003 18.194957452300002 221.15890037120002
decision_type=2 2 2 2 2 2 2 2 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 8 -7 -8 19 10 11 17 13 14 -12 16 -13 -10 28 21 27 -1 23 26 25 -24 -23 -21 29 -14
right_child=1 3 -4 -5 -6 6 7 -9 9 -11 12 15 18 -15 -16 -17 -18 -19 -20 20 -22 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00079064004706080697 0.0078552722773894742 0.039165138103063997 -0.1038145892434179 0.011326757796395057 -0.10304262173939294 -0.013829740805704533 0.069698451679303206 -0.0061419862061966339 -0.031868104563808737 0.083712756574473024 0.0053115536537307155 -0.085051790478571865 -0.10130461023197444 0.06777602220485876 -0.070501011747052644 -0.11830614858325135 0.033475596125532969 0.043916953792857732 -0.086135685027597317 0.011856448180106595 0.025127018479304299 0.046538054571808499 0.042705635179866371 -0.10637361839989484 0.075233476338713023 -0.024361354064858006 -0.012307337250244361 -0.1095094191773528 0.09287291082871682 0.0241275890204561
leaf_weight=66.016279488904843 0.10839157085865769 0.26482934688101556 0.4090684982656958 1.8601433416479265 0.30232801694364753 0.81277204095386002 0.87847507279366144 0.49802559918316547 0.62502009476884302 0.58893171208910722 9.1348129173288672 0.64376535309565719 0.17914042939173558 0.74759308784268874 0.49530477404738427 1.1281916837906463 0.25313133560121059 1.0052683276298919 0.61177041562041268 0.14291383363160892 0.54442790439156852 0.92611815581005874 1.6613480374217036 0.52324917761143286 1.6602499298751352 1.3788024086970834 1.693723981734365 0.52031067631105543 0.13449297286570072 0.22598348329614737
leaf_count=2833 22 22 67 30 37 14 26 30 46 32 455 70 86 29 132 42 10 23 41 20 141 102 17 57 35 29 20 103 4 58
internal_value=0.000523075 -0.0140341 -0.0804233 0.00011898 -0.0366399 0.000983865 0.0214359 0.042259 0.000490969 -0.00601334 -0.00949338 -0.042546 0.000986168 0.00619303 0.00141229 -0.0887624 -0.0515998 0.0148625 -0.0459444 0.00185768 -0.0344508 0.00245134 0.016429 -0.0106282 0.0345217 0.0122887 0.0084946 -0.0833571 -0.000379085 -0.0313369
internal_weight=95.9749 2.94476 0.51746 2.4273 0.567157 93.0301 2.18927 1.3765 90.8408 15.7734 15.1845 3.65538 11.5291 10.3777 9.63012 2.02509 0.896897 1.63029 1.15139 75.0674 1.20765 73.8598 7.84349 3.14309 4.7004 3.04015 2.61984 0.663225 0.539617 0.405124
internal_count=4633 178 89 89 59 4455 70 56 4385 1028 996 191 805 616 587 122 80 69 189 3357 264 3093 260 179 81 46 122 123 148 144
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=6 0 9 2 23 0 22 22 18 15 15 21 2 17 6 18 5 23 17 18 21 7 10 10 0 0 3 20 7 5
split_gain=0.316943 0.598359 0.85713 0.520478 0.458447 0.39751 0.394909 1.7462 0.523822 0.596097 0.454328 0.407256 0.375659 0.374911 0.692959 0.55578 0.443792 0.364096 0.357273 0.537733 0.509877 0.472997 0.394325 0.348244 1.36078 0.853252 0.654284 0.649516 0.380339 0.343068
threshold=14.845346859150002 95.746747857800017 201.65416293750005 344.91334945730006 0.10336500000000003 86.345209775600011 -0.017745 -0.051199999999999996 13.511883313150003 44.024213102900006 37.491361913600009 5.0750534271500012 94.087390192850009 192.19686994285004 16.375382608200002 11.890615410500002 20.093158056800004 0.08729000000000002 191.20566072810004 13.154691941050002 14.731151610350002 23.109894804950002 62.116825104000007 66.859265246100009 93.308316333500017 90.321439350550008 85.667718326750006 37.817254840650008 23.913271136350005 18.331716563250001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 29 4 -4 6 7 8 13 -10 12 -9 -8 14 15 -2 -16 -15 19 -7 21 -20 -21 25 27 -23 -26 -25 -27 -1
right_child=5 -3 3 -5 -6 18 10 11 9 -11 -12 -13 -14 17 16 -17 -18 -19 20 22 -22 23 -24 24 26 28 -28 -29 -30 -31
leaf_value=-0.0005399116494897735 0.0010767745919572887 0.0001574898810336786 -0.0016420749986882706 0.00078476672456505813 0.00071358547410769015 0.00019840527890829381 0.00054243906764400458 -0.0003719004641632412 -0.0023697528388434016 0.00015703127029940384 0.00079475013888007854 -0.0022932650387353353 -0.0022210857759926554 0.0016630260693499305 0.002023359101353062 -0.0022147734250886021 0.00011820680840187426 0.00035692722754915844 -0.00056661875880479012 0.0019778041558236124 0.0014794960356571611 0.00024267542501074505 0.00078183004394504711 0.00012120480230441694 -0.00056897113922874825 0.00056176489710830374 0.0015519698437314298 -0.0021209039250160979 0.0020007910874876265 0.00034272066647843394
leaf_weight=2.6421395250144979 0.25815614406021115 33.568901895649788 2.9948271027533346 0.48311459505930532 0.35531652055215079 4.6697364070569147 0.37601703374821127 0.59161940464400631 0.67515324342821148 0.76645084444317035 4.5038850154378451 1.4982442310501936 0.38047091057160287 1.1627907846122973 0.48346099257469433 0.83561656407982809 16.995775567935198 2.7882981664733961 2.7493063805159208 1.4608533419668672 1.2655003573745478 20.672639040276415 3.8618755033239722 0.7659217042382801 0.8672739174216989 1.239264823496341 1.5742508890107272 1.4134752755053339 1.6414621192961929 4.7135302179376595
leaf_count=217 11 1964 256 20 14 49 27 22 40 58 94 51 149 42 6 70 606 27 49 23 20 304 58 16 38 17 27 58 35 265
internal_value=0.000156682 2.66013e-05 -0.000366089 -0.00111786 -0.00139223 0.000235897 6.8539e-05 -3.03968e-05 0.000119499 -0.00102635 0.000558586 -0.00174935 -0.000847459 0.000192837 7.61592e-05 -0.00143789 0.000170902 0.000741307 0.000360145 0.000684027 0.000259602 0.00020968 0.00111007 0.000285433 -0.000206728 0.00038199 0.000798573 -0.00133294 0.00138173 2.56812e-05
internal_weight=118.255 44.7578 11.1889 3.83326 3.35014 73.4975 31.3159 26.0556 23.9657 1.4416 5.26037 2.08986 0.756488 22.5241 18.573 1.09377 17.4792 3.95109 42.1816 9.99247 32.1891 30.9236 5.32273 28.1743 4.62092 23.5534 2.44152 2.1794 2.88073 7.35567
internal_count=4633 2736 772 290 270 1897 1203 933 860 98 270 73 176 762 693 81 612 69 694 130 564 544 81 495 139 356 65 74 52 482
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=22 22 17 6 3 15 15 6 23 17 4 8 12 5 23 0 23 6 5 21 19 20 6 0 23 21 15 5 15 8
split_gain=0.250232 0.701387 0.788754 0.615585 0.675901 0.55928 0.665267 0.599131 0.723496 0.677221 0.578512 0.537593 0.458025 0.544047 0.466092 0.442755 0.506006 0.495702 0.441227 0.426462 0.480001 0.414772 1.4715 0.591458 0.408598 0.543216 0.508801 1.1031 0.407435 0.40733
threshold=-0.064729999999999996 -0.054875 185.54770736950005 16.245379570700006 92.367355987800025 28.579157549250002 28.298162031900002 15.205355270700002 0.085855000000000029 195.59800312745003 271.78757961535001 9.0429429770000009 136.25092175885001 20.201591378100002 0.079395000000000021 85.705356740550016 0.088350000000000026 16.555386813950005 21.252944829650001 4.3702623492500008 14.351157895250003 41.489621506400006 16.415383542800004 86.036037090600004 -0.249005 1.2135331028500003 36.548474543700003 20.769304081650002 27.756828593300003 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=3 2 -2 5 19 6 28 9 -9 -7 -11 21 13 -6 -15 17 -17 -16 -14 20 -5 24 -23 -24 25 -3 27 -26 -1 -13
right_child=1 11 -4 4 12 7 -8 8 -10 10 -12 29 18 14 15 16 -18 -19 -20 -21 -22 22 23 -25 26 -27 -28 -29 -30 -31
leaf_value=3.5870698545648524e-05 -0.00085004089553808557 0.000731323098228897 0.0013439710785361463 0.00092218373493636538 0.0020148544011079914 -0.001860227067339127 0.0017230119803655628 -0.0011015889834246329 0.00041852482685820824 -5.0791574356425215e-05 -0.0014902559045856421 -0.0020673942751820115 -0.001286075330688837 -0.0014361933694027797 -0.0015115260002089015 0.0013903819000982206 0.00033107036177899623 0.0002138474448257124 -1.6412687400235426e-06 0.0012940910127649189 -0.00093563638500149531 0.00019693361673958393 -0.00025108342619082849 -0.0023747024987730157 0.00028697431323411259 -0.0021915351094864421 0.00073434758065199068 -0.0019610832466181905 -0.0020816335386858197 0.00029888016032274392
leaf_weight=14.570974618567559 0.75698319634466216 0.43515307609959464 3.7547195834049489 1.3480583557393395 0.7499125711619844 1.8837202172653613 0.897764355613618 1.6747935275780035 4.2801935477182269 3.5631693154573441 1.5362108831432122 0.71655460682813898 1.0816471846774245 0.5701728336425721 0.86771122133359258 2.3168286848813278 6.8877762891352177 2.4416385518852621 20.828704352927161 3.3088917769491673 0.88615605607628811 11.197872651746364 0.8088684785907384 1.3388342760736121 18.819272332348884 0.5578722143691266 9.7527687675319594 0.87835955967602686 0.35793938086135391 0.45875118043477414
leaf_count=1496 20 26 88 31 27 168 11 41 61 85 122 43 32 177 28 85 53 51 496 51 23 478 147 30 457 37 154 58 23 34
internal_value=0.000132089 0.000238842 0.000975855 5.66926e-05 0.000210113 -0.00016352 8.36835e-05 -0.000465914 -8.99529e-06 -0.000855562 -0.000484437 0.000164891 0.000111318 0.00039065 0.00029756 0.000376554 0.000597702 -0.000238545 -6.50499e-05 0.000847187 0.000185317 0.000200016 -8.82082e-05 -0.0015749 0.000326365 -0.000910711 0.000368078 0.000186729 -1.48991e-05 -0.00114378
internal_weight=119.528 49.476 4.5117 70.0523 41.2875 28.7648 15.8267 12.9381 5.95499 6.9831 5.09938 44.9643 35.7444 13.834 13.0841 12.514 9.2046 3.30935 21.9104 5.54311 2.23421 43.789 13.3456 2.1477 30.4434 0.993025 29.4504 19.6976 14.9289 1.17531
internal_count=4633 1572 108 3061 1054 2007 1530 477 102 375 207 1464 949 421 394 217 138 79 528 105 54 1387 655 177 732 63 669 515 1519 77
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=13 23 0 6 9 21 18 14 23 17 17 22 21 9 2 2 22 3 20 23 15 18 7 22 17 13 22 20 16 6
split_gain=0.0648621 0.158252 0.152962 0.129552 0.119359 0.130379 0.118232 0.189115 0.13866 0.111991 0.102374 0.101957 0.0996774 0.0802829 0.185568 0.091783 0.205671 0.121747 0.0985179 0.271594 0.359091 0.242931 0.633923 0.272264 0.237354 0.221169 0.178327 0.203284 0.323423 0.145984
threshold=92.146902421150017 0.079605000000000023 106.56510337475001 7.2601696327000012 40.734022239000005 12.944362924650003 17.327266398450003 366.02505068985005 0.089835000000000012 176.44238483465003 222.25139668490002 -0.094409999999999994 1.6974749567000003 223.65407503400004 310.93569142660004 349.18346353035002 -0.038374999999999999 89.404675128050016 43.477771593600004 0.085715000000000027 37.050691080100002 14.741741751300003 22.580797808900005 -0.237895 195.59800312745003 107.92277473060001 -0.55200499999999997 47.927946529500012 22.614947116400003 11.085259005300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -4 10 11 -9 -1 13 -8 -12 15 -15 18 17 -17 29 21 26 22 23 -20 -24 -23 -21 28 -28 -2
right_child=6 -3 3 -5 -6 -7 7 8 -10 -11 12 -13 -14 14 -16 16 -18 -19 19 20 -22 25 24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.039286418669158975 -0.030012744480901684 -0.1006903234426882 -0.072739258020114161 -0.10138158551243269 0.07805058663322724 0.039523099485880328 0.0091515912031870528 -0.10136174991263035 0.033686557486770595 -0.10119687129618629 0.027651980601742916 0.076348152369439301 -0.073469654270424581 -0.0010870129486076723 0.086712353070407269 0.013035889835758386 0.041905069552297822 -0.1059774515208069 -0.069433259340813638 0.079856937434819128 0.078257212166643927 0.012999340551641529 -0.10780537909458243 0.021815441035332148 0.0057549061005599611 0.10676273647070122 -0.10382533720995257 0.051468101918897349 0.014948538657460512 0.00037042559086896131
leaf_weight=0.075267823121974997 1.6128505855622268 0.21060283651405587 0.16843640014479888 0.08409962270889082 0.30112626783125052 0.2681422224823109 0.35060214200348128 0.16121657512849197 0.14387936680577695 0.23060063635057304 0.13526043042656866 0.63433496982906834 0.3489749460859457 0.72999583187629358 0.3591631762101315 0.11581948240927886 0.22464585456327668 0.33333714885520749 0.37909467578720102 0.27009115408873174 1.1894200855604138 1.5230906624856286 0.81134484122594563 2.3791693745806684 0.23805601493222639 0.30134184285998333 0.39182557104504689 0.3902710402617231 0.55257730931043625 81.082096055614784
leaf_count=20 176 471 202 33 90 44 30 45 12 109 14 45 48 48 17 29 28 46 180 14 31 158 131 182 12 5 75 17 2 2319
internal_value=0.000743043 -0.0211182 -0.00625736 0.0162116 0.0296175 -0.00378884 0.00105212 0.031119 -0.0376747 -0.0666269 0.000636694 0.0524286 -0.0452236 0.000875779 0.0278659 0.000555538 -0.0362163 -0.0752887 0.00082745 0.0111282 0.036617 -0.00151724 -0.0158933 0.00927426 -0.0820443 0.0284863 0.00575409 -0.00924172 -0.0343298 -0.000222156
internal_weight=95.9967 1.33828 1.12767 0.821805 0.737705 0.436579 94.6585 1.29003 0.305096 0.305868 93.3684 0.984937 0.484235 92.8842 1.08916 91.795 0.673802 0.449157 91.1212 8.42628 2.79419 5.6321 3.80766 2.75826 1.0494 1.82443 1.60477 1.33467 0.944403 82.6949
internal_count=4633 969 498 369 336 246 3664 132 57 129 3532 75 62 3470 65 3405 103 75 3302 807 139 668 505 362 143 163 108 94 77 2495
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=20 0 7 9 23 7 23 22 21 2 9 5 21 21 21 17 22 23 8 9 21 17 22 22 5 22 16 4 7 18
split_gain=0.174407 0.567565 0.671354 0.520751 0.982972 0.480913 0.740426 0.507795 0.468028 0.557816 0.399267 0.906403 0.569926 0.477417 0.589918 0.583653 0.453124 0.444409 0.390747 0.41506 0.400803 0.400478 0.373496 0.842035 1.05999 0.828075 0.927093 1.04678 0.685762 0.72236
threshold=42.081757894750005 86.208098410950015 22.598495330900004 207.40106631805003 0.089965000000000031 22.532843451200005 0.083745000000000028 -0.124155 1.8364927951500001 111.53582144370002 192.39832633775004 21.990725385850002 1.7791739561500002 2.3889051598000006 4.6112647835500011 199.05253715360001 -0.081844999999999987 0.094385000000000011 5.1459841250500009 186.70853236170004 13.061380410800002 184.89106522365003 -0.064729999999999996 -0.053874999999999999 17.886193876600004 -0.087660000000000002 22.624947093000003 245.47039328120005 23.276000438150003 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 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 5 10 -5 6 -2 -8 -4 -10 11 -3 -12 -14 15 -15 17 -16 20 21 -1 -20 25 24 -24 -21 27 -27 29 -25
right_child=1 3 8 4 -6 -7 7 -9 9 -11 12 -13 13 14 16 -17 -18 -19 19 22 -22 -23 23 28 -26 26 -28 -29 -30 -31
leaf_value=-0.0015762094481758125 0.00032721903511147131 0.00017570926318889819 0.00077173650780163264 5.6126655664145221e-05 -0.0017885312413912266 0.0015699191173655736 0.00088913160381173632 -0.002066846113046336 -0.00026022794399608299 -0.001890214951525539 -0.00098679556905824557 -0.0020565989694290589 0.0020495461687119257 -0.0023007461136973864 0.00072719497112793861 0.0010368282522485522 0.00026557659281148578 0.0020557127832987777 7.8320306618837127e-05 0.00018251091412574224 0.0010532236949893803 0.00096007436434057333 -0.00056620827564904635 9.6605076394641317e-07 0.0016182366658572416 -0.00029138107659839577 0.00044578895155398141 -0.0019276300467219248 0.00035438086198372876 -0.0014223972339177072
leaf_weight=0.90209739305487235 3.2471223095999431 6.1797739876947224 0.49331433326005969 5.7470199110903186 1.3766769591329646 0.70119100180454541 0.2859828344953711 1.0215370421865371 1.3017137404531243 2.1248143828706816 0.93851554865250264 0.78854862540902093 0.81336109828771341 0.54390353011512971 4.3416409318160705 0.31993627641350031 6.6356552013894552 1.2458679961855521 3.2451366563982429 29.212053596274924 0.2960119728159043 5.0811574318504427 1.1323279191274185 6.2400385400978875 3.4750813376158476 4.0265063612641843 2.823463081382215 2.3986754403740633 23.128788299851294 1.7567516730196073
leaf_count=719 275 770 13 235 71 13 65 76 15 140 32 48 59 73 88 6 66 13 72 675 27 106 34 79 53 95 31 159 476 49
internal_value=0.00013511 2.51448e-05 -0.000399768 0.000159909 -0.000300359 5.82686e-05 -0.000174451 -0.00142031 -0.00101392 -0.00127099 0.000310264 -7.6903e-05 0.000492077 0.000591927 0.000501335 -0.00106462 0.000612005 0.00102342 0.000185163 0.000201304 -0.000926566 0.000616415 0.000154719 0.000299051 0.00108138 2.06231e-05 -0.000490703 -0.000902232 0.000183246 -0.000311721
internal_weight=121.825 38.1066 9.17568 28.9309 7.1237 5.25583 4.55464 1.30752 3.91984 3.42653 21.8072 6.96832 14.8389 13.9004 13.087 0.86384 12.2232 5.58751 83.7181 82.52 1.19811 8.32629 74.1937 35.733 4.60741 38.4607 9.24864 6.42518 31.1256 7.99679
internal_count=4633 2058 597 1461 306 429 416 141 168 155 1155 818 337 305 246 79 167 101 2575 1829 746 178 1651 691 87 960 285 254 604 128
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=15 21 16 16 23 7 18 20 13 23 8 23 18 7 17 7 6 9 18 17 21 22 13 6 12 12 7 19 15 2
split_gain=0.061921 0.230862 0.0980346 0.155792 0.147779 0.100013 0.096114 0.0803033 0.249315 0.19215 0.313403 0.214673 0.197206 0.473235 0.328489 0.228282 0.220044 0.201831 0.185124 0.164526 0.15354 0.162592 0.243232 0.186768 0.148415 0.139856 0.138125 0.136732 0.13896 0.135373
threshold=11.870705757150002 17.123843457500005 9.7049773055000017 11.864972254500001 -0.20885999999999996 26.120741156850006 14.741741751300003 43.477771593600004 98.050756475600011 0.085715000000000027 8.4434108459500017 0.083745000000000028 14.349689277800001 22.598495330900004 195.59800312745003 25.139463727750002 5.0851188130000002 190.64005357525002 17.108018746400003 243.29790314680005 3.4893684343500007 -0.088274999999999992 116.51508691550002 16.575387281250006 119.80689146465001 154.32008656120004 23.727132803250004 12.451004585100002 19.198394745150004 250.17063008210002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -4 8 19 11 24 12 13 17 -15 16 -14 20 -10 -5 -9 22 23 27 -11 -26 -27 28 -22 -20
right_child=2 -3 3 7 -6 -7 -8 9 18 10 -12 -13 15 14 -16 -17 -18 -19 29 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.10126836164855878 -0.05347363866035202 0.035296481802514178 -0.058885158908082519 -0.086404935331702903 -0.10102211977096232 0.073965690652683463 0.057702048592223235 0.061608830406226028 0.00018805089143872068 -0.065941280058564478 0.079998370765680782 -0.10481792230607019 -0.042955619294980409 -0.107655473582079 0.044585370652174744 0.0032815886237776456 0.095696860492948649 0.099050386120421996 0.071456405865906167 0.026734388001698025 -0.063336115779397503 0.026705351696105602 -0.10408792279312891 0.076697443236106805 0.065337220244257296 -0.048662815024223163 0.024394231921258846 -0.085885474896658903 0.062164558499218904 -0.019397715960627431
leaf_weight=0.25306301361302885 0.075772096558465729 0.24231828130723443 0.1390930929192109 0.53354016673324522 0.29205981858728947 0.32882585064271552 0.14382864082290325 0.35367252658761517 84.316710043638523 0.23413632274605367 0.91080753567075579 0.18933764984467405 0.13983479374292107 0.6796523609318682 0.17907111416570842 1.4625688864034598 0.63076300016837195 0.23155104892794032 0.61777514759160013 0.16931998851941898 0.15403496052022159 0.73934720289071165 0.34263009193819016 0.21334747417131439 0.46909643077378849 0.3820855440571902 0.80198520357953385 0.26679580334530328 0.20650584995746613 0.22327178809791803
leaf_count=466 54 38 34 249 316 62 23 26 2439 13 41 92 98 91 13 118 28 8 44 22 23 56 71 19 30 44 19 43 20 33
internal_value=0.000796468 -0.034467 0.000979527 0.00077038 -0.0511248 0.0500992 0.000384164 0.00108631 0.000164162 0.0103065 0.0318228 -9.31561e-05 0.00344776 -0.0118363 -0.0759084 0.0264892 0.0705366 0.0101026 0.000653715 -0.0591495 0.00105473 -0.0100842 -0.0330706 -0.00412677 0.00857343 0.0191269 0.000819592 -0.0316138 0.00854652 0.0473375
internal_weight=95.9228 0.495381 95.4274 95.0228 0.574982 0.404598 0.282922 94.4478 85.8606 8.58722 2.79811 5.78911 5.59978 3.36661 0.858723 2.23317 0.770598 2.50788 85.1578 0.70286 2.27633 1.92266 1.18331 0.840684 1.8873 1.65317 1.18407 0.627337 0.360541 0.841047
internal_count=4633 504 4129 4013 373 116 57 3640 2787 853 147 706 614 370 104 244 126 266 2516 271 258 232 176 105 106 93 63 86 43 77
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=22 22 17 6 20 0 13 15 21 23 21 19 6 3 15 15 0 16 23 5 4 21 8 19 5 5 15 20 4 4
split_gain=0.0579757 0.542753 0.612741 0.29173 0.806436 0.424256 0.364959 0.351861 0.275506 0.227915 0.221123 0.215831 0.213842 0.599371 0.449739 0.482734 0.374412 0.459732 0.590143 0.53545 0.452991 0.519869 0.575011 0.324783 0.319856 0.306718 0.284171 0.215263 0.211222 0.239531
threshold=-0.064729999999999996 -0.054875 185.54770736950005 16.445384243750002 41.289992964000007 86.036037090600004 117.55283175385001 36.548474543700003 4.9210127084000002 0.084995000000000029 5.6297227860000012 14.551174033150001 16.245379570700006 92.367355987800025 28.579157549250002 28.298162031900002 87.727077254650013 20.804951349000003 0.085855000000000029 21.701709660250007 223.79242650755 0.87557407920000008 8.1436447804000007 14.251149826300002 20.201591378100002 21.990725385850002 27.756828593300003 42.91168285345001 168.18037996940004 169.78554988275002
decision_type=2 2 2 2 2 2 2 2 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 6 7 11 -3 9 -4 -5 -9 -6 14 23 15 26 -16 20 27 -20 21 -18 -23 -14 -15 -25 28 -19 -1 -30
right_child=1 3 8 4 5 -7 -8 10 -10 -11 -12 -13 13 24 16 -17 17 18 19 -21 -22 22 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.068693123956537913 -0.049192969469227243 0.0025990896006499067 -0.00039320601571678936 -0.0085711515925729707 0.016707019040418266 -0.11471619863083544 0.054802471829101911 0.045066614074415444 0.080620844604959566 -0.080709782527990159 -0.00021504676820810538 -0.10427772172727251 0.081819568281619612 0.07246882769785247 -0.089731550271241758 0.086734724100011901 0.06403600025732531 -0.082154053046822093 -0.0018989496739906749 0.086007869890733321 -0.094542451756208942 0.0014458405776005523 -0.092103922242772807 -0.00091085001919851544 -0.0028246023079691353 0.068542906273124482 -0.10488664016180865 -0.0098218311418031747 0.10668661020025481 0.0021490269752900979
leaf_weight=0.41093541917461962 0.5845389251617229 26.073896870812806 0.52688457682961631 1.0615304483071648 0.53718450211999869 1.0833748613949863 1.4117125663906325 1.5138594559393821 2.064759341563331 0.74556690115059598 3.7493224346544594 0.20324102968152147 1.2441299157217134 0.57522257696837442 0.81508766254410048 0.66727564822940699 0.57024064892902826 0.81013894849456825 1.9776314944028857 1.0666167801246045 1.2009583202861902 1.4405273423762994 1.208035862771794 2.0245388979092245 29.469561023310234 0.9269722057506441 0.25646648692782115 0.83602159563452005 0.22402900690212746 10.143661012432345
leaf_count=62 20 1068 38 29 156 35 38 29 50 51 36 22 44 30 22 11 14 23 29 27 182 37 123 36 919 25 23 20 2 1432
internal_value=0.000718148 0.00364749 0.043291 0.000186354 -0.0155558 -0.0748434 0.00528035 -0.000262343 0.0641506 -0.0383339 0.0128094 -0.0165023 -0.0013559 0.0035611 -0.00914038 0.00413998 -0.0247986 -0.018989 0.00281736 0.0289011 -0.0421307 -0.0225755 -0.0412231 0.038966 -0.00138307 0.0209023 -0.000854406 -0.0454193 0.00162094 0.00440792
internal_weight=95.4239 39.5559 3.17618 36.3797 8.89408 1.8238 27.4856 7.07028 2.59164 1.8071 5.26318 0.740426 55.8681 34.2404 21.6276 11.7024 9.92526 9.11017 4.69041 3.04425 4.41976 3.2188 2.64856 4.19564 30.0448 2.95151 11.0351 1.64616 10.7786 10.3677
internal_count=4633 1572 108 1464 358 213 1106 145 88 80 65 178 3061 1054 2007 1530 477 455 99 56 356 174 160 105 949 61 1519 43 1496 1434
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=22 22 4 8 13 6 20 16 12 9 17 10 15 5 22 13 6 6 10 6 15 6 0 20 21 0 15 18 8 21
split_gain=0.201338 0.624548 0.894294 0.504686 0.572169 0.725365 1.24186 0.549218 0.522022 0.699334 1.16967 0.519719 0.505886 0.447553 0.729216 0.442578 0.420853 0.413274 0.705304 0.654862 0.532216 0.560905 0.73277 0.595912 0.767948 0.563393 0.523885 0.514675 0.432653 0.427163
threshold=-0.064729999999999996 -0.054875 201.80971861865004 8.9430209551500024 117.67112391160002 16.445384243750002 40.636252116050009 22.644947046300004 238.25888830085003 209.86393725660002 204.45912381470004 61.987779113750001 41.831907381600011 22.382820633700003 -0.0057149999999999996 117.56896250265002 16.405383309150004 16.245379570700006 62.186725015400008 16.375382608200002 28.579157549250002 15.205355270700002 96.082805124100005 43.157831852650006 0.15802222800000001 88.350799540950007 28.298162031900002 14.057318556550003 8.543332867800002 4.3702623492500008
decision_type=2 2 2 2 2 2 2 2 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 2 -2 4 5 7 -7 8 16 10 13 -8 -6 14 -10 -13 -3 20 27 -20 26 22 23 24 -22 -23 -1 -19 -27 -21
right_child=1 3 -4 -5 12 6 11 -9 9 -11 -12 15 -14 -15 -16 -17 -18 18 19 29 21 25 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=3.5393327849918612e-05 -0.00080118239185019205 0.00026310805672451426 0.0013564044942228383 -0.0010221451909335597 0.0002762545791171759 0.00041897772188487139 -0.0022969172832654431 0.0014425005152732149 0.00153040296212373 -0.0021377872660662688 0.0016104094639211336 -0.0015907696749673048 0.0019517062376501306 -0.0023037467037188533 -0.0013269478742862816 -0.00011135288315228127 0.0017666487586486793 0.00013003596767210569 0.0016825836699339018 -0.00060642610651576883 0.00038970970809431541 -0.0010169759863363596 2.7409814348232305e-05 5.9114717891122894e-05 -0.0021409793542933107 0.00074215460424868751 0.0016308780975434086 -0.0014343703183866045 -0.00064519718770613354 0.00094149545547117888
leaf_weight=15.782926515303419 0.92719685315387224 27.564948419404804 3.6309371341412771 1.3553629806774541 1.4950268483953544 3.8383365673944336 1.0747643332433652 1.4495724635198701 0.52976461565413113 0.7678149119747103 1.0769720867101567 1.3231167781050319 1.291323655284941 0.6176757354842265 0.97608387274340158 1.8850923170102758 0.73482843930832942 36.059781256801216 2.1935342291835687 1.2407189811347055 0.55627879383973633 1.5003644796088336 2.531340227776127 0.94833111284970062 2.6919920268701389 3.2506153975846246 0.83300443290500048 0.82707006204873224 1.1771983485668895 1.5314399599446913
leaf_count=1519 43 749 65 86 26 39 145 43 18 75 53 41 19 30 110 19 11 867 50 43 24 26 80 96 175 52 11 48 24 46
internal_value=0.000130591 0.000225217 0.000917517 0.000156588 0.000192389 0.000135092 -0.000390965 0.000261799 0.000208759 -0.000457244 -5.40733e-05 -0.00111682 0.00105274 -0.000898237 -0.000321718 -0.000721488 0.000302149 6.3353e-05 0.000188351 0.000882101 -0.000115367 -0.000418309 -0.000805784 -0.00130836 -0.00170759 2.14399e-05 0.00011538 9.49591e-05 0.000373307 0.000248701
internal_weight=121.663 50.5388 4.55813 45.9807 44.6253 41.839 8.12131 33.7177 32.2681 3.96831 3.2005 4.28297 2.78635 2.12352 1.50585 3.20821 28.2998 71.1246 41.8525 4.96569 29.2721 12.6561 6.72794 4.1966 3.24827 5.92818 16.6159 36.8869 4.42781 2.77216
internal_count=4633 1572 108 1464 1378 1333 244 1089 1046 286 211 205 45 158 128 60 760 3061 1054 139 2007 477 375 295 199 102 1530 915 76 89
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=8 22 23 6 6 23 8 21 21 21 4 12 8 16 15 16 17 10 23 9 5 15 16 20 15 16 16 10 17 7
split_gain=0.0601575 0.178715 0.215772 0.200389 0.197821 0.196136 0.0962454 0.0939625 0.0845798 0.433337 0.169639 0.241274 0.158229 0.132578 0.361668 0.252463 0.248808 0.224596 0.213904 0.271459 0.205877 0.220239 0.400683 0.143445 0.140181 0.132365 0.333953 0.152394 0.116479 0.314803
threshold=8.8430989333000021 -0.0098449999999999979 0.10249000000000003 16.555386813950005 18.285427236100002 0.094595000000000026 8.7431769115000026 1.8364927951500001 1.2219980417000003 1.7791739561500002 141.79569928155004 77.955876436550014 8.2435668022500028 17.379959358100002 28.444110612900001 19.134955254150004 193.82504409230003 65.571493801650021 0.094385000000000011 66.136595672450014 18.057701168700003 36.136500007950012 22.634947069650003 40.574766824850009 32.548041893900006 22.724946859200003 22.684946952700002 61.928633034850002 204.55825889135002 24.068567769550004
decision_type=2 2 2 2 2 2 2 2 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 -4 -3 8 -5 10 12 -1 -12 -10 18 -15 24 17 -17 19 -13 -18 -22 -23 -20 -16 26 28 -28 -11 -30
right_child=1 5 4 7 -6 -7 -8 -9 9 25 11 13 -14 14 15 16 20 -19 23 -21 21 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.089886836107538323 -0.014559573525920372 -0.10331573388401152 -0.10544466152466739 -0.0040108335113033028 0.0045642674262653437 0.014804205444739435 0.016021833925637406 0.06851419259913416 -0.099185660094592371 0.001890413465565237 -0.094849615932282735 0.022846730033535587 -0.02510708684638906 0.065966140360625772 -0.0014315712693114598 0.0044522582631806992 0.0061450629522816144 -0.064160720739042609 -0.00189244150554699 -0.087926331353602089 0.085718684888651697 -0.025948884174188464 0.093146977776749892 0.090288253809485075 -0.073390159039278272 0.039134065414212132 -0.099143038527313029 -0.018747653172475138 -0.10224141374224334 -0.0066850226455369248
leaf_weight=0.24951898690778662 1.0516536535142229 0.39459829292900295 0.33052862944896322 0.24275434657465655 0.32339823440997861 0.21837090793997049 4.2087756195105603 0.67638101958436891 0.56715273318604775 65.100303651635613 0.23001954114806622 0.34256948653785402 0.58651872863993049 1.1551765475087439 0.52217824017861658 2.6242335368224308 2.0290142458397895 0.58308039605617512 0.86004388216497296 0.62455102589410671 0.97430843906477127 0.70958203158806987 0.46934446226805449 0.21004041514242999 0.56219064089236781 0.86468836292624374 0.4762364998459806 0.46697308172588237 0.36285925965057586 6.9128547734699168
leaf_count=15 25 42 24 19 17 24 72 53 66 2585 12 219 38 167 20 101 21 16 97 228 19 29 26 24 34 30 17 26 24 543
internal_value=0.000777832 -0.0126187 -0.00126489 0.015251 -0.05104 -0.0612354 0.00125087 0.0493595 0.000540247 -0.000708225 0.00828419 0.00657262 -0.0615246 0.00857232 0.0134757 0.0063201 0.0129321 -0.00802138 -0.014604 -0.0486887 0.0290011 0.0505387 0.0214646 0.0162012 -0.0387385 0.000237562 -0.000221163 -0.0593401 0.000549279 -0.0114507
internal_weight=94.9299 3.23769 2.62472 1.97079 0.653927 0.612969 91.6922 0.919135 87.4834 75.3376 12.1459 11.8963 1.15367 11.6663 9.62911 8.47393 7.38956 3.20731 2.0372 0.967121 4.18225 2.15323 1.17893 1.07008 1.08437 74.1839 73.3192 0.94321 72.376 7.27571
internal_count=4633 204 138 97 41 66 4429 72 4357 3329 1028 1013 104 1001 433 266 212 117 568 447 95 74 55 121 54 3225 3195 43 3152 567
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=22 8 9 3 3 13 3 9 0 2 6 5 12 21 9 22 21 21 23 15 2 20 22 12 16 16 12 5 7 8
split_gain=0.0619078 0.13206 0.0643666 0.161862 0.162807 0.424375 0.187073 0.156452 0.206272 0.159413 0.156139 0.236546 0.144889 0.139839 0.475136 0.139493 0.129156 0.188714 0.180258 0.175691 0.129708 0.149086 0.164632 0.135436 0.135363 0.127823 0.12779 0.726919 0.473667 0.401254
threshold=0.70681500000000008 5.1459841250500009 186.70853236170004 76.190903416900014 93.883646373400012 117.60122400020002 93.969677033550013 185.98753508445003 99.88966183685001 56.799426908350007 16.605387982250004 28.006145904900002 94.177001085000015 16.027392061700002 199.89081775665002 -0.038374999999999999 4.8814716696000007 6.3374497763500015 0.091705000000000023 15.000551226050002 285.01633004880006 48.96897326980001 -0.088880000000000001 256.19386559905007 13.634968115500001 17.874958200600002 133.01805689090003 21.042547594650003 22.958251375150002 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 -2 7 25 13 -6 -7 9 -9 -1 -8 15 -11 26 -15 -12 19 18 -18 -14 23 -22 -23 24 -19 -4 27 -5 -28 -29
right_child=1 -3 3 4 5 6 10 8 -10 12 11 -13 16 14 -16 -17 17 20 -20 -21 21 22 -24 -25 -26 -27 28 29 -30 -31
leaf_value=0.075698794399476133 -0.028981747841361212 0.081275389563657541 -0.075903014003295688 0.0023894768261712683 -0.10378586193277539 -0.067629811247838165 0.027864315516633032 0.077053065122908035 -0.0053834281172614124 -0.076421226731415687 -0.10401096169583589 0.027994821398969246 -0.10144761436307018 -0.10345714056308362 0.022138302171581942 0.0084470066878985697 -0.10209910164149726 -0.062263638987238648 0.029572882504976507 0.023068943932620573 0.050508037511205119 -0.10084780778838326 0.067226676097416546 -0.073084331903985972 0.0014448036058439047 0.079579529024716336 -0.033386365990625347 0.099446875304585416 0.001340153320726168 -0.0040907165955649727
leaf_weight=0.29830924530688108 0.18004704028135066 0.27387702418491244 0.44039541672373061 22.978027088262028 0.53223195107420851 0.41755759115767466 1.3022125988354676 0.69198577757924684 0.54070167222380405 0.23284892432957249 0.3702185147849385 0.45343922931351699 0.11713781601218842 0.53536035586148389 0.6886896614159923 0.15710515306272921 0.35276436534695488 0.35408312735034986 0.14741875123036152 3.4738903279114766 0.88541139206336061 0.15401023123558844 0.093757239825208671 0.28250031398965791 5.7391316240136803 0.060088694794103503 4.2898855746025211 1.2553085219115008 46.537484522017621 0.5333286691457032
leaf_count=22 32 27 399 575 117 20 40 37 9 41 44 33 256 19 27 22 185 181 19 543 141 151 11 64 327 5 103 72 1090 21
internal_value=0.000701144 0.0375424 0.000523078 -0.000543256 -0.000188811 -0.0221723 -0.00608763 0.00695041 0.0408934 0.00350138 0.00516847 -0.024966 0.00168128 0.000736331 -0.0327931 -0.0705064 0.00324904 -0.00381648 -0.0632915 0.0190073 0.000145275 0.0313205 -0.037247 -0.00539562 -0.00225736 -0.0572356 0.00127925 0.00716933 -0.0015908 0.0685745
internal_weight=94.3692 0.453924 93.9153 80.5513 80.0508 3.23277 2.70053 13.364 1.23269 12.1313 2.28298 0.980763 11.833 76.8181 1.22405 0.527324 11.6001 8.00908 0.500183 3.59103 7.50889 1.13318 0.247767 6.37572 6.09321 0.500484 75.594 24.7667 50.8274 1.78864
internal_count=4633 59 4574 2587 2183 276 159 1987 46 1941 139 99 1919 1907 46 66 1878 1079 204 799 875 303 162 572 508 404 1861 668 1193 93
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=22 22 4 21 21 22 18 7 20 16 21 9 21 6 7 18 5 18 2 6 10 6 15 15 0 6 23 15 0 20
split_gain=0.0535913 0.487913 0.540062 0.23561 0.394253 0.608364 0.510365 0.228617 0.476127 0.406781 0.206592 0.205279 0.189645 0.320057 0.204478 0.188435 0.175907 0.567267 0.268282 0.170555 0.505447 0.460547 0.379498 0.419979 0.319043 0.410315 0.471447 0.469256 0.424652 0.347743
threshold=-0.064729999999999996 -0.054875 201.80971861865004 17.123843457500005 14.438037386450002 -0.017745 13.317304170000002 23.299327580650004 41.037275035300006 22.654947022900004 7.3938557349000016 189.34276022045003 2.5883591406000002 16.100376182700003 21.833224794850004 13.204116077450001 21.612734424500001 13.829007611650001 247.02271001585004 16.245379570700006 62.186725015400008 16.375382608200002 28.579157549250002 28.298162031900002 87.727077254650013 15.205355270700002 0.085855000000000029 39.203018015350004 96.082805124100005 43.157831852650006
decision_type=2 2 2 2 2 2 2 2 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 -2 4 7 -6 -7 8 11 16 -4 15 -10 14 -14 -3 -9 -18 -19 22 -21 -22 23 -1 -24 28 -27 -28 29 -26
right_child=1 3 10 -5 5 6 -8 9 12 -11 -12 -13 13 -15 -16 -17 17 18 -20 20 21 -23 24 -25 25 26 27 -29 -30 -31
leaf_value=-0.00079945636624150916 -0.03969285420783631 0.010273500018274664 0.033101149393163408 0.066276243913655622 -0.10939295883448151 0.046511670826797982 -0.063015993951984706 0.0066223110168760722 0.0025992447564349781 0.066786973452628004 0.091769069465133551 -0.011457449500638187 -0.10163585528915922 -0.10402020193458515 0.074355957963826866 0.091202396206953362 0.029616947146819558 -0.10823918030368083 -0.020286208123643165 -0.001038529676952951 0.081533839294123681 0.006925511582110304 -0.084428862022177018 0.083362021126275027 -0.083120597895062084 -0.04917749844516163 -0.0031917274894179013 0.082076915376513598 -0.0032544217244467009 -0.0024422327165967883
leaf_weight=10.887176420250597 0.64060327783226911 0.99076249946665373 1.1533545745996892 0.53179203628678706 0.82373755611479316 0.90864180034986819 0.80000455825802419 22.510967965545611 0.37664502930419974 1.0685623483732332 1.2515488057833861 3.5658392090845155 0.10021648473684752 1.0320448122129162 0.19346002309976029 0.40544896712253831 1.1930342596024268 0.69619303056970216 0.69106217520311475 30.446389670163626 1.481054512842092 1.8745733096948241 0.78080905601382156 0.62707716386648904 2.0810018712654696 1.0796438939869406 1.7207828126847746 1.0327501897700129 2.1420634256694484 0.71878073469633808
leaf_count=1519 43 46 30 42 26 16 41 779 34 52 35 81 38 172 40 28 18 19 32 915 50 89 22 11 196 35 32 19 80 93
internal_value=0.00063277 0.00347032 0.0418989 0.00020925 -0.00078445 -0.0388021 -0.00477023 0.0021486 -0.014386 0.00636091 0.0636328 0.00126986 -0.0600195 -0.0778099 0.0142991 0.0337746 0.00378755 -0.0209435 -0.0644253 -0.00138058 0.00302109 0.039855 -0.00844204 0.00378406 -0.0231738 -0.0177233 0.00682945 0.0287894 -0.0367678 -0.0624083
internal_weight=93.806 38.9339 3.04551 35.8884 35.3566 2.53238 1.70865 32.8242 6.66442 26.1598 2.4049 4.96205 1.70237 1.32572 0.293677 1.39621 25.0913 2.58029 1.38726 54.8721 33.802 3.35563 21.0701 11.5143 9.55583 8.77502 3.83318 2.75353 4.94185 2.79978
internal_count=4633 1572 108 1464 1422 83 57 1339 439 900 65 155 284 250 78 74 848 69 51 3061 1054 139 2007 1530 477 455 86 51 369 289
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=15 16 16 22 21 20 0 19 9 15 5 23 16 7 23 19 6 4 10 22 7 20 8 15 9 20 15 18 7 13
split_gain=0.0582902 0.186057 0.366048 0.212067 0.38472 0.122905 0.282374 0.0930437 0.156094 0.0875392 0.166112 0.341454 0.296948 0.406285 0.219829 0.172391 0.15708 0.59449 0.602829 0.499435 0.26364 0.237086 0.256042 0.418099 0.223473 0.402704 0.189648 0.165161 0.313498 0.164155
threshold=45.793006327050001 22.614947116400003 22.644947046300004 -0.064729999999999996 15.294585115650001 42.206017975500011 85.931187223550012 14.651182102100002 201.16241229375001 41.54912092575001 23.714185006400005 0.077440000000000023 22.564947233300003 22.502236473750006 0.10176000000000003 14.351157895250003 16.455384477450004 269.33704784675007 61.950140699950005 -0.016014999999999998 20.714163848350005 38.238138001450004 8.2435668022500028 37.491361913600009 193.70978346765003 40.986363433950011 31.028113015250003 13.164254432300002 23.666491602800004 117.67650082785001
decision_type=2 2 2 2 2 2 2 2 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 -4 9 -9 16 11 -11 -13 -14 -15 -12 29 19 -19 21 -21 26 23 -23 25 -24 -18 -26 -29 -1
right_child=1 2 5 -5 -6 -7 -8 8 -10 10 15 12 13 14 -16 -17 17 18 -20 20 -22 22 24 -25 27 -27 -28 28 -30 -31
leaf_value=0.0026607155378021107 -0.10306426437814396 -0.1060756639456701 0.0013453074898092283 0.043129937757498543 0.024971613729977096 0.018948025145435279 -0.10377420230638496 0.00016241041358924324 0.05608922855383644 -0.012710667162386981 -0.035139298422668372 -0.016182293605738498 -0.0053213925653280165 0.088553227223746034 0.028916837068367826 0.0068814642535485991 -0.032647676440117138 -0.011205664074088328 -0.11105736697866304 0.05523124234622051 -0.10929247004234091 0.0026446124420921864 0.0038008210730008417 0.093824763259667432 0.021919648058045062 -0.079435247738637249 0.084928533661558406 -0.033691654806169889 0.011991573477378744 -0.036423672488823854
leaf_weight=56.120477194306488 0.36465895990841113 0.4905641170262246 0.84271334466757275 1.0619809158015403 0.65842189101385884 0.85832173745438911 0.36675006290897727 1.2807221142575138 0.81767322173982382 2.3678797255270165 1.4173425231128929 0.94898667710367579 1.0829778946936133 1.7276697503402831 0.9624335691332816 3.1375469007762149 0.17977139741560755 1.3955916231279837 1.0667938099650198 0.11616022855014385 0.60305136357419542 1.7540776830392126 1.2693762220442288 0.70503034070134152 2.5433525706903293 1.0722210295498369 0.57912143191788346 2.7166600517521147 3.3601990155875683 1.0955820349045087
leaf_count=3275 53 66 39 24 7 39 30 33 37 33 29 31 16 44 21 39 135 110 62 109 42 148 16 9 60 29 28 29 18 22
internal_value=0.00057552 -0.0103452 -0.0284163 0.0118278 -0.0206645 -0.00999233 -0.0305305 0.00114967 0.0219552 0.000643328 0.00870692 0.01828 0.0338203 0.0463966 0.0672172 -0.00619411 -0.000615755 -0.00894726 -0.054465 -0.00142446 -0.0827202 0.00269892 -0.000375877 0.0287861 -0.00691791 -0.0343131 0.0570763 0.000523734 -0.00843112 0.00191232
internal_weight=92.9641 4.64341 2.55835 2.08506 1.02308 2.06779 1.20946 88.3207 2.0984 86.2223 11.6448 7.08995 4.72207 3.77308 2.6901 4.55489 74.5775 17.3614 2.46239 14.899 0.719212 14.1798 13.4209 2.45911 10.9618 2.3416 0.758893 8.62021 6.07686 57.2161
internal_count=4633 258 174 84 60 108 69 4375 70 4305 213 145 112 81 65 68 4092 795 172 623 151 472 309 157 152 45 163 107 47 3297
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=12 2 17 7 19 3 7 20 2 17 15 15 16 21 20 12 2 20 7 23 6 9 7 23 8 22 21 8 20 7
split_gain=0.0573139 0.20028 0.183101 0.176751 0.260957 0.127996 0.247277 0.0820946 0.193052 0.266224 0.214832 0.220433 0.200636 0.334699 0.189569 0.216794 0.11349 0.177967 0.272426 0.172392 0.282062 0.167473 0.111158 0.0913248 0.0900092 0.230856 0.329758 0.145862 0.189242 0.124988
threshold=84.828830943350013 62.357017394150006 183.32030055335002 22.650953015950005 12.651020723000002 87.399085362750014 21.115414688150004 36.558960102350007 133.03767462420004 197.26918533450001 33.423812040500003 31.445204138150004 19.559954260300003 0.49227235280000009 37.041406607950009 179.47323713510005 67.992056490600007 37.572218886150004 24.745523433100004 -0.078164999999999998 16.465384711100004 219.19610828025003 24.872345000050004 -0.38221499999999997 8.8430989333000021 -0.122095 4.4906890396500012 8.7431769115000026 40.518963363600001 22.673598830200003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -1 -7 8 10 23 11 12 13 22 15 -9 19 18 -18 -16 -21 -20 -3 -10 27 -26 29 -19 -29 -27
right_child=1 7 3 4 -6 6 -8 14 9 -11 -12 -13 -14 -15 16 -17 17 24 21 20 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.018432436143972063 0.072491244424460075 0.0096111600673696399 0.003215303675147867 -0.0089705959061786231 -0.10305716358312432 0.035943244822726698 -0.086733384968839311 -0.090558316778041825 0.082726573290116845 0.0091500187751195668 0.081135338066576482 -0.080607805057633902 0.074028007118281405 -0.10367721971014901 0.007318024315161222 -0.0022455405682585174 0.093560985024537899 0.00031443258699233605 -0.10243856860149536 -0.10787339232293719 0.030139148514267123 0.063676530041472015 0.090069246355167665 -0.093294723839952354 -0.082798183527500291 0.061506743751256657 -0.083474246659001827 0.055367344547144495 0.0046182444064050473 -0.0012454914433538402
leaf_weight=2.1076470731059085 0.39118587877601285 0.6792885295562876 0.78623528755269934 0.56597009196912018 0.61524601910241472 0.2971284187369746 0.36757207056689367 0.49139147361427038 0.031879463836958277 1.610036460486185 0.65774964075535525 0.214412162429653 0.59377744718221936 0.23612897182829329 0.68909936957061291 0.64001561176519317 0.48742896311887207 73.708149669403156 0.14867697016870807 0.46215514663435786 0.21790465246886015 0.10255549569046707 0.22980210091969866 0.39084583259221994 0.45313318131957236 0.46822029366739915 0.40088417223159911 1.1138268893118941 2.1591864355141297 0.98538719153293641
leaf_count=28 12 96 17 30 34 38 16 48 17 127 28 9 39 46 6 38 29 3444 35 57 8 14 47 165 31 29 57 20 40 28
internal_value=0.000518642 0.00109839 -0.0101917 -0.0335229 -0.0579763 0.00636575 -0.0318956 0.000778016 0.0137148 -0.00939348 0.0317044 0.0150601 0.0268556 0.00239749 5.00508e-05 -0.0406014 0.000615104 0.00110351 0.0499613 -0.0279324 -0.0636514 -0.0346288 0.0299495 -0.0800202 0.000648349 -0.0188119 -0.0031772 0.0012317 0.0218885 0.0189676
internal_weight=92.3029 87.5631 4.7398 1.96745 1.18122 2.77235 0.6647 87.1719 4.64392 2.03276 2.61116 1.95341 1.739 1.14522 82.528 1.13141 81.3966 80.0274 0.738661 1.36916 0.68006 0.251232 0.909091 0.422725 79.2888 2.30762 1.85449 76.9812 3.27301 1.45361
internal_count=4633 4470 163 81 64 82 54 4458 574 309 265 237 228 189 3884 86 3798 3727 78 71 65 49 143 182 3649 145 114 3504 60 57
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=16 15 12 19 3 16 8 20 6 21 15 6 6 0 10 21 3 10 0 12 10 7 18 20 3 3 20 22 22 21
split_gain=0.148988 0.303325 0.321134 0.231318 0.469526 0.609539 0.567047 0.455241 0.273786 0.351832 0.24811 0.308177 0.218241 0.200491 0.19868 0.198034 0.188248 0.651282 0.526341 0.573197 0.623112 0.77608 0.355359 0.223467 0.48092 0.922535 0.716867 0.462393 0.503371 0.543643
threshold=13.534968349350001 18.019770707250004 279.38363401210006 11.950964240300001 79.47351079420001 17.684958644900004 7.1444245619500011 33.361153777850006 11.085259005300001 20.581461612800002 19.935988437250003 12.625294988000002 13.500315432750002 104.86330937810001 90.937096262400004 3.2738626606000003 82.912048743050008 70.182199495350019 94.625660817400004 204.10470872680003 71.053259929650025 24.872345000050004 13.744231039150002 40.621691032550004 88.813214339350012 89.256809930900019 42.580420142950011 -0.0057149999999999996 0.022350000000000005 13.291307514850002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 -3 8 5 6 13 -8 9 -2 11 -10 14 -5 -1 -4 -6 23 22 20 -20 -22 -19 -18 26 -26 -25 -27 -29 -30
right_child=3 2 15 4 16 -7 7 -9 10 -11 -12 -13 -14 -15 -16 -17 17 18 19 -21 21 -23 -24 24 25 27 -28 28 29 -31
leaf_value=0.00029067722141139078 -0.0015105593182618642 -0.0020172454069544107 0.0015150929312656471 -0.0010571272324694961 0.00031671437202202934 0.0013836619849898939 0.0015085348747728791 -0.0019206240510745731 0.0019965062173489655 0.0019788334586251324 0.0003927057604706401 4.2413173009329982e-05 -0.002024514632629858 0.0010954376737753462 -0.0013008023509931941 -0.00086009055337567708 0.00028281617978240231 0.00045214993868308666 0.0014129826824573523 -0.0020666795490093138 -0.0018325566621530574 0.00015860032313762143 -0.002037235949789089 -0.0018196272403774405 0.0017316733859777502 0.00011763658141747803 0.00026684845633157922 -0.0019161575396399796 -0.0010245113975933095 0.00090021365905438981
leaf_weight=3.4947322857888135 0.47594337377813545 0.64338526890423942 0.20982502740844211 0.2457189753622514 17.574575401995389 0.47982250674976956 0.16345004597678769 1.6654115198180077 0.97073656320571877 0.14492330886423588 3.2865588721469976 0.45607333762745839 0.18548377948718542 0.51507341294473008 0.33007110288167485 0.37825570225686533 28.653469694952946 0.27380028237530396 0.97134043439291406 0.57328207558020938 1.0017311289702773 3.0258690303890035 1.1318129156279608 1.2551969161722802 1.3109324108809222 41.970784794350031 1.2773938038153572 0.8832866898446875 1.2759562298015228 1.0114469125546746
leaf_count=478 93 145 19 58 325 33 9 173 22 6 37 59 55 51 521 45 669 22 18 80 160 41 193 33 31 1000 59 23 151 24
internal_value=0.000114236 -0.000208771 -0.00105995 0.000129545 0.000109358 -0.000646258 -0.00102237 -0.00161415 0.000527895 -0.000696062 0.00068912 0.00137189 5.26065e-05 0.000400207 0.000153336 -1.26339e-05 0.000132054 9.37009e-05 -0.000480106 -0.000209634 3.3331e-06 -0.000336634 -0.00155233 0.000145272 6.48169e-05 0.000110181 -0.000767246 6.30921e-05 -0.00065892 -0.000173434
internal_weight=115.836 5.24175 1.23147 110.595 105.26 3.06948 2.58965 1.82886 5.33424 0.620867 4.71337 1.42681 4.01029 0.760792 3.8248 0.588081 102.191 84.6163 6.97784 5.57222 4.99894 4.0276 1.40561 77.6385 48.985 46.4524 2.53259 45.1415 3.17069 2.2874
internal_count=4633 1263 209 3370 3153 324 291 182 217 99 118 81 1054 109 999 64 2829 2504 514 299 219 201 215 1990 1321 1229 92 1198 198 175
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=18 16 0 5 22 15 0 16 7 18 12 20 18 21 10 3 3 5 8 20 0 5 3 16 3 17 7 21 13 2
split_gain=0.0582726 0.36198 0.234619 0.532406 0.546302 0.288327 0.268706 0.230384 0.276001 0.335555 0.578942 0.678341 0.409115 0.273207 0.223718 0.209074 0.45688 0.423839 0.351956 0.288892 0.222797 0.699801 0.396576 0.390611 0.333717 0.538987 0.415716 0.208824 0.499585 0.339089
threshold=13.781134552700001 22.654947022900004 87.842680954300008 23.195398057700004 -0.087660000000000002 43.376643616500012 86.780739992750014 22.604947139800004 23.727132803250004 13.480563334700001 153.14646283970004 41.289992964000007 13.405741979600002 2.0502020052500005 62.229740345500012 88.813214339350012 89.256809930900019 21.043187000650004 8.4434108459500017 43.182896969600009 93.308316333500017 19.221712148250003 85.589753040950015 19.079955382750004 84.812788641250009 185.88129754265003 23.960918281000001 6.7841715403000018 107.29098706995002 166.72194812590001
decision_type=2 2 2 2 2 2 2 2 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 -2 15 -5 8 9 12 13 -12 -1 -11 -9 17 -17 20 -18 -19 21 -4 24 -24 27 -26 -27 -22 29 -29
right_child=1 -3 5 6 -6 -7 -8 14 -10 10 11 -13 -14 -15 -16 16 18 19 -20 -21 22 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=0.0092652928619464114 -0.009875626750808511 0.060594556074434029 -0.092547708312995233 -0.009729541218930755 -0.10596729193266093 -0.073531564379958031 0.082547283169088284 -0.0014781504911310947 0.041648723697570583 -0.050298069840469341 0.00064351883329882777 -0.10791500514836494 0.079356252468208391 0.045880494594224011 -0.05028848386199463 0.073011060816345952 0.033805030897273214 -0.11315069664860274 -0.030582094475775329 0.028118192907154171 0.0052119145516913096 0.025725252843212004 0.0879975103036061 0.00081792361333281295 0.094174802687117073 0.003549918395738462 -0.10363076239711953 -0.033080295893448984 -0.10283571071240756 0.017867391168464784
leaf_weight=14.156135897190328 1.2299646591563944 0.90366955602075805 1.0010243072101723 0.93169433299044591 1.1400271884649549 0.54168448789277945 0.4771954151801765 25.409456950961616 2.5344781000167123 0.37853164970874686 1.1894588289142123 1.1153241180873008 0.88481305462482929 1.3440066502225816 0.9750614421791387 1.1997112662756979 1.6777135484735484 0.56184083357220416 1.7186431428417561 0.1949991003566538 21.898725368273869 1.0000522164045831 1.0052237317995598 1.0515941767953334 0.24584774431786982 0.56534289443516161 1.0055141731572801 2.476922998876943 0.59592296154005442 2.7642903798514453
leaf_count=884 14 53 63 45 60 41 12 544 16 11 22 72 38 88 16 42 50 65 47 24 1322 35 42 31 23 17 186 195 84 491
internal_value=0.000574916 -0.00204531 -0.00335309 -0.0271578 -0.0560982 -0.00107603 0.0215249 0.00298767 0.0106451 0.00652423 -0.0191121 -0.0518898 0.0133885 0.024745 -0.00328198 -6.8726e-05 0.0199622 -0.00274754 0.0012235 -0.0767529 -0.00108109 -0.03344 0.000967438 0.043425 -0.00198755 -0.0435088 -0.065057 0.0007321 -0.0160745 -0.00620976
internal_weight=92.1749 44.1876 43.2839 3.77888 2.36999 39.5051 1.40889 47.9873 21.6027 19.0683 4.02732 2.30478 15.0409 1.72254 26.3845 38.9634 4.59607 34.3673 3.39636 0.75684 33.6105 2.00108 31.6094 2.05682 29.5526 1.8167 1.57086 27.7359 5.83714 5.24121
internal_count=4633 2942 2889 131 74 2758 57 1691 1131 1115 193 94 922 99 560 2717 139 2578 97 89 2489 98 2391 73 2318 226 203 2092 770 686
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=22 22 4 6 15 21 18 13 4 7 23 9 16 2 8 2 6 17 8 16 5 22 5 6 0 7 5 5 10 18
split_gain=0.245127 0.655833 0.609734 0.492162 0.92894 0.650107 0.806795 0.573682 0.550914 0.535198 0.525723 0.490566 0.470966 0.415606 0.526294 0.410238 0.493771 0.390738 0.381132 0.426737 0.683427 1.09568 0.618351 0.559635 0.521278 0.380214 0.565112 0.944388 0.707269 0.558758
threshold=-0.064729999999999996 -0.054875 201.80971861865004 15.205355270700002 28.579157549250002 0.87557407920000008 15.288668002700001 109.43099974175001 197.71977442185002 22.398098708400003 0.088350000000000026 206.22988073345002 22.674946976100003 166.72194812590001 8.4434108459500017 72.043920985000014 13.665319288000001 186.51219468755002 9.0429429770000009 22.644947046300004 22.327062271350005 -0.017745 23.195398057700004 16.425383776450001 86.345209775600011 23.032419884600003 21.252944829650001 20.872540794500004 62.245871094250013 13.344136431100003
decision_type=2 2 2 2 2 2 2 2 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 12 11 9 -5 -11 15 -7 14 -13 -1 -17 -18 19 20 24 -22 -23 -21 -3 29 27 -27 -28 -10
right_child=1 18 -4 8 5 6 -8 -9 25 10 -12 13 -14 -15 -16 16 17 -19 -20 23 21 22 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0014394940570736372 -0.0005416458394907059 -0.0012490024738267338 0.00131221426211336 -8.147414386647063e-05 0.00032288289802768518 -0.0020446336343069886 1.3882670035816181e-06 0.002017409676375427 -0.00022065793079742289 0.001285674313613406 0.0003887991278861427 -0.0019823541959868764 -0.00018115086721159641 0.00027785502019591864 -0.00028937767244588598 -3.6894067736453229e-05 0.00021217190145858954 0.001461666703416478 -0.0010287001403919485 0.0015631283445078829 -0.0019661764876713647 -0.0015388381430936561 0.00067225508746419189 0.00026560696577476446 0.00024451101070625174 8.7775975251172848e-05 0.00012887885238250328 -0.0022185946491664779 0.0013046795990519844 -0.0022793447572988742
leaf_weight=0.53397992530517413 0.84506947448244218 0.92393380464636621 3.5369004444801249 4.9703189883312033 1.4827017634652282 2.7644674554758244 1.5817514239752197 0.56017956849245898 7.4372874035179874 3.7908498195465636 7.4530091704800725 1.1935608576168317 0.64264924824237812 1.5396846446001289 1.7281221442681269 5.7716178422569993 1.8301566731679488 2.0289825377403758 1.0139046448239231 1.8733977777883399 1.5188183390273478 0.64533531352935769 1.9728831655520478 4.0213056092616171 32.620057147365401 2.2190544079057903 16.438075499143455 0.98581197578459967 2.2342062804382286 0.54394931136630464
leaf_count=62 43 21 65 269 49 262 59 8 345 142 75 114 5 167 37 965 103 32 77 45 57 26 195 58 985 69 208 15 47 28
internal_value=0.000125181 0.000230864 0.000954695 4.87685e-05 -0.000195016 -0.000817082 -0.00115588 7.00754e-05 0.000163367 0.000454329 0.000691179 -4.50746e-06 -0.00169314 -0.000546543 -0.000980989 0.000233396 0.000326149 0.000869107 0.000159731 0.000187383 0.000110637 -0.000641293 0.000127268 0.000677973 0.000203374 5.36404e-06 0.000139008 -0.00062166 0.000269568 -0.000360965
internal_weight=116.702 48.9716 4.38197 67.7304 21.6579 6.47157 4.98887 15.1863 46.0726 16.2142 11.2439 14.6261 3.40712 4.46137 2.92168 10.1647 9.63076 3.85914 44.5896 43.5757 37.681 4.13704 2.61822 5.8947 33.544 29.8584 21.8771 3.20487 18.6723 7.98124
internal_count=4633 1572 108 3061 1863 375 326 1488 1198 486 217 1480 267 318 151 1162 1100 135 1464 1387 1284 278 221 103 1006 712 339 84 255 373
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=13 23 3 8 9 19 9 18 16 15 21 3 6 17 22 10 4 6 4 0 23 5 6 21 23 23 4 22 20 19
split_gain=0.0627343 0.133847 0.134508 0.105867 0.107532 0.113864 0.102953 0.101446 0.15655 0.32903 0.0944246 0.0870126 0.419012 0.285851 0.205665 0.190332 0.392204 0.284883 0.187299 0.223648 0.163535 0.160138 0.127443 0.188282 0.0990274 0.252356 0.0936335 0.359336 0.25358 0.319859
threshold=92.146902421150017 0.079605000000000023 73.913779380400015 0.84933718570000016 72.978853106700015 9.4507625164000029 40.734022239000005 17.327266398450003 17.684958644900004 21.761438576950002 12.944362924650003 80.785478361850011 12.255286342800002 205.45998821870003 -0.15962499999999999 75.424692849750016 267.06082587310004 14.195331671650001 271.78757961535001 105.7585659356 0.11458500000000002 16.222050829800004 14.055328400500002 4.6112647835500011 0.083905000000000021 -0.24360999999999999 309.25865594525004 0.10610000000000001 40.165165956550005 13.251069136700002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 10 11 9 -9 -7 12 13 14 -2 26 17 21 -16 -20 -14 22 23 -17 25 -18 -13 28 29 -28
right_child=7 -3 -4 4 -6 6 -8 8 -10 -11 -12 15 20 -15 18 16 24 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10094270118055491 0.072425750741849398 -0.10060800496099234 -0.079346822910357884 -0.10158804157747864 -0.10048914564670726 -0.062176079816845101 0.093688544138873814 0.041832041250725781 0.10122517795451175 -0.10221539838885003 0.047077368526821026 0.0017743122417614799 -0.10278092446560282 -0.084457912870348081 0.0052191376779513448 0.052219687456154157 0.10171820680520105 0.076337834419121592 -0.088179989738796913 0.058223163668344569 -0.018921817341909578 -0.029215656339843146 0.10346322773611434 -0.10369050345177802 0.09621578190575017 -0.10270283792712348 0.050615320179661007 -0.085034023776723422 0.001456071003749603 -0.097737800876317074
leaf_weight=0.077461464731014784 0.4131855298182926 0.18358664162963112 0.21007559449572 0.05698829119205584 0.065477055450173793 0.11760974108619848 0.26260963564891426 0.75417526524688472 0.2444873689673841 0.20078836040920578 0.241638466832228 68.597948948732665 0.60531532796812815 0.38564252966898482 5.5411031129606263 0.22908152674790505 0.15892711079504807 0.43733211298422237 0.45004073583368143 0.13583743659546599 0.37761606217827648 1.5061196719179859 0.17885509878396988 0.11702555190095154 0.73584321889211424 0.097399790298368205 0.19636667752638093 0.58166068571154106 7.9000759925893362 0.55921695311553776
leaf_count=81 62 471 104 62 69 103 43 77 17 38 36 2093 119 94 199 12 7 13 82 12 33 26 2 58 35 49 30 55 500 51
internal_value=0.000632707 -0.0219348 -0.00793747 0.0103171 0.0218959 0.0337004 0.0460985 0.000936119 0.0298247 0.011545 0.0113103 0.00054768 -0.00946564 -0.000794306 0.00413894 0.00152181 0.0244693 0.0031258 -0.000466122 -0.054236 -0.0705645 -0.0126382 0.0349226 -0.000496588 0.0775696 0.0240417 0.000501557 -0.00895014 -0.0038373 -0.0591827
internal_weight=91.6195 1.21545 1.03186 0.821785 0.744323 0.678846 0.621858 90.404 1.19945 0.954964 0.359248 89.2046 7.90874 6.92581 6.54017 81.2959 3.46058 2.46841 6.12698 0.585878 0.982931 2.03108 0.524962 0.346107 0.99217 0.256327 77.8353 9.23732 8.65566 0.755584
internal_count=4633 969 498 394 313 244 182 3664 132 115 139 3532 601 449 355 2931 202 111 293 94 152 98 72 70 91 56 2729 636 581 81
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=6 6 3 20 10 15 21 7 10 19 3 2 12 17 16 19 8 10 10 10 0 16 17 15 5 9 20 10 10 0
split_gain=0.265472 0.421731 0.422896 0.355132 0.29927 0.256962 0.251354 0.24183 0.280322 0.431582 0.621578 0.610491 0.36303 0.315703 0.248797 0.314381 0.430639 0.365629 0.683959 0.23612 0.831759 0.827509 0.433739 0.60826 0.647158 0.621404 0.472423 0.405242 0.367418 0.800373
threshold=13.665319288000001 13.775321858200002 81.355431485500006 42.320906304050006 76.621056717750008 20.734744936600006 14.647131639200001 29.911984439950004 78.196493182200015 13.051052998800001 83.613736315050019 186.79363985910004 206.14208420540004 214.22447330960003 17.874958200600002 12.651020723000002 7.3442686056500008 78.537927364800012 80.13218303615001 66.859265246100009 90.321439350550008 20.034953149600003 188.70679832985002 23.949961253350004 19.973460566700002 196.40176798710004 33.96174662340001 71.053259929650025 70.182199495350019 95.988709089550014
decision_type=2 2 2 2 2 2 2 2 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 -2 5 6 -4 8 9 10 -1 -11 -12 -13 15 17 -17 -10 -19 20 -7 22 27 -24 25 -25 -26 -21 -27 -30
right_child=1 2 4 -5 -6 19 -8 -9 14 11 12 13 -14 -15 -16 16 -18 18 -20 21 -22 -23 23 24 26 28 -28 -29 29 -31
leaf_value=-0.0016295198883194357 0.0015447337091204396 -0.0020131904201584881 -0.001395946492010547 0.00028563409532894569 0.0013412322330098691 0.00016940233904465948 0.00094177289881746545 -0.0020053814596693574 0.0015788661390199613 0.00035377060371614717 -0.001985909435931037 -0.0020719480980188371 0.00077524433092448174 0.00015981929464614037 0.0018607285403670366 0.00077380494565822556 -0.0020180677307535238 -0.0018515654630695307 0.00024737585431501498 0.0011705986420621705 0.0012454938693027943 -0.0020496644347919473 -0.0021401034223129068 -0.0011733515034745173 0.0012040248065203708 0.00074126637528561733 -0.0020937887128691817 0.00015931944201236364 -0.0011815926253798787 0.00034534911315449809
leaf_weight=1.8341529803947252 1.5458013452589505 0.34649622946744685 0.75555535124021744 1.9448134396225212 0.81330343716399411 65.050812474397389 0.23086361550667789 0.24681677249532086 0.69102666675461932 4.1502830337558407 0.22948243025166426 0.70645095527288482 0.90521984918450471 0.37202011264162138 0.31811808439670208 0.33480333294574016 0.58106544695328921 0.64211635215178731 8.4731917346593928 2.0263007568428346 2.8840210083872071 0.74424032447859545 0.57210470596328278 1.3887415090575803 0.20398709177970775 3.4995716605335456 0.92127317370614037 6.1391335470834747 1.7592073059640823 5.2838826153893024
leaf_count=213 42 36 169 16 19 1584 16 282 37 104 84 52 85 27 18 67 81 53 953 40 59 45 20 54 5 52 114 92 164 50
internal_value=0.000131854 0.000174163 0.000148947 0.00084322 0.000157066 0.000146536 -0.000848822 -7.68388e-05 -5.20962e-05 -0.000326776 -0.000923842 1.22351e-05 0.000216828 -0.0013021 0.000151857 0.000101157 -0.000997476 0.000203764 9.95186e-05 0.000157389 0.000215085 -1.65199e-05 5.2909e-05 -0.0001612 -7.44903e-05 5.95697e-05 -0.00149596 0.000410274 0.000221977 -3.6047e-05
internal_weight=115.595 96.1101 92.6195 3.49061 92.273 91.4597 0.986419 19.4847 19.2379 8.19761 2.96886 5.22875 1.1347 1.07847 11.0403 10.7222 0.915869 9.80633 9.11531 90.4733 67.9348 22.5384 21.7942 13.6288 13.0567 11.9314 1.12526 8.16543 10.5427 7.04309
internal_count=4633 2577 2519 58 2483 2464 185 2056 1774 565 382 183 169 79 1209 1191 148 1043 1006 2279 1643 636 591 459 439 320 119 132 266 214
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=22 22 21 18 6 20 0 13 22 19 9 2 22 15 21 2 5 10 20 7 22 17 13 0 13 18 21 5 6 7
split_gain=0.0586314 0.40178 0.468692 0.562747 0.198337 0.611917 0.365477 0.306671 0.266717 0.195209 0.185254 0.21208 0.154082 0.702912 0.164122 0.258998 0.275531 0.535451 0.375338 0.362445 0.30857 0.549533 0.360765 0.248998 0.233274 0.239659 0.329586 0.269983 0.231449 0.229988
threshold=-0.064729999999999996 -0.054875 7.3938557349000016 13.829007611650001 16.445384243750002 41.289992964000007 86.036037090600004 117.55283175385001 -0.043559999999999995 14.551174033150001 188.90361612170003 146.87900114440004 -0.068964999999999985 39.864684991950007 12.489184206400003 140.61735485095002 21.990725385850002 62.165217350350012 41.16018805045001 23.209106085000005 -0.11534 198.90226058785004 116.99094400460001 87.028078140750011 117.67112391160002 15.329371696850002 18.476280862950002 16.222050829800004 16.335381673600001 27.014969757650004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 3 -2 7 8 9 -3 -6 -7 11 -10 14 -14 15 -1 17 -17 19 -18 29 -22 28 -21 25 26 -16 -27 -23 -19
right_child=1 4 -4 -5 5 6 -8 -9 10 -11 -12 -13 13 -15 24 16 18 20 -20 23 21 22 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0039114143778816194 0.044945643268054593 0.0025479759512722425 0.088000235193472123 -0.080247567100449543 -0.042047284758184526 0.017436840255838217 -0.11124176917566847 0.052281347074943765 0.091479446849763266 -0.10383000073654783 0.00067002271090862422 0.0030356053859214235 -0.11059090473762011 0.062091917035665946 0.0075661265712333066 -0.083999100165238788 -0.098962723128834945 0.011773475218632727 0.0058386361636425738 -0.042510395410322928 -0.095479987944449618 -0.0053354668371695391 -0.11258019817904469 0.052647318644136777 0.077075872189140859 0.0036162919354309785 -0.066367564659103276 0.10228891013590509 0.10119576111465096 -0.10101231653937444
leaf_weight=23.142927849816715 1.144790694699622 25.334474791184054 1.1816366804268907 0.52311428038046859 1.2155585139989851 0.50944411925593136 0.88710018456913531 1.3036756231449533 0.53598206279275273 0.1795212942379294 4.4688863148112432 0.54865272622555494 0.58281678438606732 0.39581144414842129 7.1041294351743964 1.3226814630470487 0.71292634050769166 3.3925379911665887 10.021712824498534 0.78125484054908134 1.0704518142461017 1.6774784610247482 0.28727976419031609 0.42434474796755239 0.50968851789366532 0.57807558149715965 0.65887413024029218 0.53294062570785172 0.2321655973792075 0.19097718549556919
leaf_count=1141 29 1068 38 41 20 156 35 38 45 22 72 8 38 8 240 44 104 304 294 31 127 170 6 25 13 165 70 15 8 258
internal_value=0.00069432 0.00370867 0.0398166 0.0056806 0.000767524 -0.0126851 -0.0688037 0.00498194 0.000381168 -0.0141612 0.00966794 0.0467409 -0.00143256 -0.0407484 -0.000701649 -0.00330231 -0.0116024 -0.0257486 -0.00191879 -0.0424409 -0.0145023 -0.0367282 -0.00810131 -0.00901696 0.0112868 0.00750813 0.00129111 0.0509483 0.0076161 0.00576275
internal_weight=91.4519 37.8328 2.84954 1.6679 34.9833 8.34515 1.57607 26.6382 6.76908 0.688965 5.55352 1.08463 53.6191 0.978628 52.6404 43.2567 20.1138 8.17357 11.9402 1.91853 6.85089 3.26738 2.19692 1.2056 9.38371 8.87402 7.763 1.11102 1.90964 3.58352
internal_count=4633 1572 108 70 1464 358 213 1106 145 178 125 53 3061 46 3015 2512 1371 917 454 160 873 311 184 56 503 490 310 180 178 562
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=20 0 20 16 0 19 21 8 16 9 23 6 22 9 5 3 7 13 15 9 21 10 21 21 8 6 5 9 20 5
split_gain=0.258737 0.474605 0.588005 0.392359 0.750007 0.470797 0.471146 0.453383 0.383982 0.375117 0.744176 0.357494 0.35435 0.351534 0.38646 0.775171 0.703779 0.351122 0.323221 0.332205 0.29861 0.615777 0.553286 0.50401 0.646933 0.353024 0.346889 0.323178 0.280461 0.279155
threshold=42.081757894750005 86.208098410950015 43.321682097200004 21.754949127450004 87.261973998100004 14.551174033150001 13.291307514850002 5.1459841250500009 22.694946929300002 211.24289424260004 0.089345000000000022 16.375382608200002 -0.031989999999999998 184.36538191430003 21.043187000650004 88.813214339350012 23.032419884600003 115.13321943645001 36.776646943950006 185.00606802455005 1.7791739561500002 66.439865777750015 3.0344668838000004 5.4349223666500004 8.2435668022500028 15.345358541850002 20.971847224900007 205.93480238635001 41.444941515100005 20.201591378100002
decision_type=2 2 2 2 2 2 2 2 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 8 5 11 6 7 -1 18 20 17 -5 28 -9 29 -16 -17 -11 -2 -20 21 -3 -22 24 27 26 -25 -24 -6 -15
right_child=1 9 -4 4 12 -7 -8 13 -10 10 -12 -13 -14 14 15 16 -18 -19 19 -21 22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012943320656666295 -0.00025436771673057363 -0.0021955328202471341 7.8868082799004867e-05 -0.00050224906455748031 0.0012361699379967127 -0.0018358340108160847 -0.0012117523548775379 0.0016554713985667958 0.000500590429279762 -0.00032499067756771026 -0.0021274654764434817 0.00028413769236002213 0.0019350525527409878 0.00015079345260767904 -0.0022165194218381409 -0.0010915775994958118 0.0015588018437692355 0.0012898046898437367 -0.00048596131317959145 -0.0020950615795253718 0.0013403358109209632 0.00055922915649889052 -0.00030805149699006769 0.00011619619397354977 -0.0020130849033769176 0.00061694662355315285 -0.0020227527751992057 0.0020040640065497463 0.00016896217169524964 0.001200393972764622
leaf_weight=0.85273293588272636 0.93719397002860105 0.57505917886738334 4.384944442230335 2.3784054331481448 2.0293549001216893 0.50121149874757875 1.0565942277662532 0.58856754772932518 0.58084476730437007 2.6508796812413489 0.79108188494865306 33.922006634180434 1.2683634953573335 29.588699301810269 0.79375539330067058 0.81076178399962351 0.73384631425142288 0.64334891643375147 0.70266264420934055 1.6554732595977837 1.7436365179091833 0.68191112184285885 1.3566128993988997 8.5790331107364182 0.85898275393992651 7.7121367810759685 0.30176089501765169 0.28047872249953787 1.7746863383799789 1.0073888859478746
leaf_count=719 82 24 340 27 40 18 105 51 29 111 60 446 43 936 71 34 19 21 26 120 95 53 166 644 88 82 56 61 24 42
internal_value=0.000138144 -3.2242e-06 -0.000412968 0.000201116 0.0003313 5.12264e-05 7.792e-05 0.00011756 -0.000969361 0.000126096 -0.000419727 0.000232614 0.00103754 0.000153475 0.000126633 -0.000641672 0.000167623 -9.62797e-06 -0.00122846 -0.00161559 0.000227042 -0.000701064 0.000283041 0.000186465 -0.000635003 0.000310038 4.35168e-05 8.80773e-05 0.000738289 0.000185352
internal_weight=111.742 34.436 8.26112 77.3064 41.3728 35.9336 35.4323 34.3758 3.87617 26.1749 4.08531 36.3004 5.0724 33.523 32.9345 2.33836 1.54461 3.29423 3.29533 2.35814 22.0896 1.25697 20.8326 19.089 2.49607 16.5929 8.88079 1.63709 3.80404 30.5961
internal_count=4633 2058 597 2575 580 1995 1977 1872 257 1461 192 473 107 1153 1102 124 53 132 228 146 1269 77 1192 1097 315 782 700 227 64 978
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=17 5 13 5 2 6 19 23 17 23 12 17 0 20 18 12 17 21 23 21 22 21 4 7 18 23 8 20 3 16
split_gain=0.0561062 0.153584 0.0760422 0.232996 0.0665341 0.0997333 0.0657474 0.111468 0.0666283 0.179968 0.343004 0.2554 0.21959 0.214992 0.160015 0.13583 0.187201 0.12301 0.107677 0.109091 0.10588 0.104658 0.149967 0.102684 0.358762 0.242152 0.127908 0.167418 0.210378 0.125988
threshold=162.04221493815001 28.543718473100004 118.84598011460001 30.133297129900004 100.00310400885002 16.575387281250006 14.651182102100002 0.090465000000000031 174.72950843050003 -0.144095 185.45355711640005 172.18378740490002 92.464140480550014 48.109449608500007 11.780626785300003 66.834523482800009 179.88087463185005 4.2092667883500008 -0.27118499999999995 11.668114288100002 -0.22754499999999997 2.3013353360500006 147.36370056065002 22.093462376800005 12.722397935550001 0.10453000000000003 8.8430989333000021 40.040404835300002 90.988176966900014 22.744946812400002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -6 8 -8 9 14 11 12 13 -11 -2 -10 17 21 19 -16 -19 22 -17 25 -25 29 -26 -28 -29 -18
right_child=2 4 3 -5 5 -7 7 -9 15 10 -12 -13 -14 -15 18 16 23 20 -20 -21 -22 -23 -24 24 26 -27 27 28 -30 -31
leaf_value=-0.085950258230896637 -0.045089017446866421 0.10145185845156313 -0.085697112519433599 0.033772967833454647 0.10142833946489527 -0.10048605052202747 0.044093441249719263 0.0009458083850916797 0.060401769889507441 -0.10993493003914015 -0.095622119643151982 0.071043596282705498 0.011399709624631266 0.10028035136970924 -0.061480916729612957 0.10139757553078439 -0.03418246898157775 -0.0086551131715931658 0.07633039565084454 0.072197447163957068 -0.1040831460827715 -0.0024174756473722926 -0.11087816780847402 0.10392549311869233 0.0013128830749388164 -0.10609074202351446 4.1256933216495765e-05 -0.0033877896530277668 -0.11437618728543771 0.016543470180417588
leaf_weight=0.25094804539344195 0.17072260513305115 0.081934869289398193 0.36901483533438195 0.29274249705486 0.040814835578203201 0.061059240048052743 0.95188983978005071 1.6138335497817022 0.37201797915622492 0.30135244535995287 0.33611197477421217 0.56419778196305959 1.43727264804329 0.058017644565552473 0.13078889996745591 0.039960142225026085 0.94597430794601622 0.17379314068239182 0.82995232045504952 0.11448358156485483 0.35127251367339329 1.1036979193231671 0.19910948931374151 0.33827319662668642 76.907833218509779 0.28823220264166582 0.96992163867253001 0.31067793199326843 0.37927529477747157 1.0149866081774233
leaf_count=305 45 2 107 22 1 75 28 33 13 139 114 35 114 6 32 1 144 31 72 14 51 18 133 5 3000 12 33 13 29 6
internal_value=0.000755218 -0.0350826 0.000927257 -0.032847 0.0343652 -0.0195911 0.00117586 0.0169537 0.000712356 0.0134149 -0.00110634 0.0123498 -0.0060817 -0.0759972 0.0448472 0.000111783 -0.000158371 -0.0314583 0.0591272 0.000914904 -0.0724971 -0.0154109 -0.0753966 0.000562016 0.00116257 -0.0205065 0.000720123 -0.0267445 -0.0643994 -0.0079269
internal_weight=91.0002 0.434757 90.5654 0.661757 0.183809 0.101874 89.9036 2.56572 87.3379 3.9429 2.69695 2.36084 1.79664 0.35937 1.24595 83.395 83.023 1.86783 1.07522 0.245272 0.525066 1.34277 0.23907 81.1552 78.906 2.24919 78.5677 1.65987 0.689953 1.96096
internal_count=4633 383 4250 129 78 76 4121 61 4060 571 408 294 259 145 163 3489 3476 234 118 46 82 152 134 3242 3080 162 3075 75 42 150
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=22 8 6 15 2 3 6 20 3 18 0 10 0 7 22 10 5 17 0 18 23 6 17 23 17 0 6 10 17 6
split_gain=0.0569119 0.11793 0.0644267 0.267647 0.30374 0.237019 0.538128 0.365158 0.344717 0.555492 0.178923 0.585813 0.528144 0.334941 0.220801 0.179976 0.533498 0.448224 0.213812 0.236427 0.310063 0.237766 0.209276 0.345742 0.205651 0.143063 0.379552 0.521648 0.198332 0.297096
threshold=0.70681500000000008 5.1459841250500009 14.845346859150002 38.469938489650012 344.91334945730006 86.26455603170001 15.155354102400002 37.817254840650008 85.589753040950015 14.329845562450002 90.321439350550008 66.859265246100009 91.886121982450007 23.913271136350005 0.20852500000000004 64.369753017350021 20.093158056800004 191.32023496460002 88.350799540950007 13.988302431200003 0.08376500000000002 15.745367888000002 204.73764675200002 0.08919500000000001 185.88129754265003 86.345209775600011 16.375382608200002 62.186725015400008 191.56943241645004 16.435384010100005
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 9 -4 14 13 -13 -12 15 16 -8 24 19 21 -21 -18 -22 -24 -17 26 27 -23 29 -27
right_child=1 -3 5 4 -6 6 10 -9 -10 -11 11 12 -14 -15 -16 17 18 -19 -20 20 22 25 23 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0015363862681645876 -0.025708630381715471 0.081760573983601093 0.086283717202789517 -0.095813415981675379 0.03597672649000181 0.016048003987001316 0.088252202477306363 -0.10002601831406098 0.06259849084940769 -0.085721172077916977 0.017577692389003009 -0.10426357024779231 0.029694438547611019 0.1012787429596424 0.061043871247735575 -0.02297188442789902 0.071879052078854019 -0.086700575745883315 0.034247282217568925 0.016326368535262908 -0.11142725223419925 -0.11350015764530674 -0.10640940911741331 0.056329188902690647 0.053464931383033348 0.049541115373908123 -0.0024687243245703028 0.032467560570788818 6.282842978343588e-05 0.0017905023022264203
leaf_weight=32.258052842248674 0.17400747645296988 0.24711413215845823 0.30636715516447965 0.61209987982874636 0.24482530576642603 0.39563623151116079 0.70492701139300962 0.86050608490768354 1.4837081932928411 0.48497261910233647 0.93558767065405779 0.52290700748562791 0.67325944732874632 0.97768477071076632 0.61135016840307699 0.9406926453666522 0.46445206990392662 0.80865791760152195 1.8156549604609598 0.68329780467320134 0.57044961303472497 0.70870834412198991 0.25723428139463067 0.26507704437244684 0.5624364442192018 2.3328047692775753 22.643469349402949 0.37404720381891821 13.691968008643014 2.9515968672931194
leaf_count=2595 32 27 7 68 16 10 23 52 44 41 19 32 17 34 43 56 33 37 34 19 25 56 30 10 18 31 1001 20 170 33
internal_value=0.000677985 0.0373543 0.000506643 -0.00300167 -0.0581607 0.00254387 0.00122972 -0.0634672 0.0341707 -0.0191295 0.00274887 0.0260292 -0.0288656 0.060349 0.00131221 0.000578575 0.00190564 -0.0266677 0.000603896 -0.000755262 -0.0365126 0.000715931 -0.0695525 -0.0238183 0.00562902 -5.80704e-05 -0.00523449 -0.0630744 0.00641402 0.0228701
internal_weight=90.5636 0.421122 90.1424 33.115 0.856925 57.0275 54.7524 1.25614 2.27505 0.79134 53.4963 3.10944 1.19617 1.91327 50.3868 49.7755 47.4637 2.31179 46.7588 44.9431 1.77606 43.167 1.09276 0.522311 1.50313 42.7026 23.7262 1.08276 18.9764 5.2844
internal_count=4633 59 4574 2679 84 1895 1803 62 92 48 1741 102 49 53 1639 1596 1485 111 1462 1428 84 1344 65 40 74 1311 1077 76 234 64
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=20 0 7 7 19 21 2 3 13 5 8 22 15 5 9 5 15 15 13 15 21 0 6 23 0 5 13 22 4 5
split_gain=0.214228 0.393151 0.575354 0.600942 0.671974 0.482374 0.405132 0.359583 0.305814 0.493185 0.484072 0.595899 0.716014 0.3825 0.66899 0.559782 0.35534 0.34797 0.284378 0.697724 0.538521 0.393017 0.680202 0.410885 0.392604 0.889302 0.566269 0.451373 0.827533 0.576621
threshold=42.206017975500011 86.208098410950015 22.598495330900004 22.435297587800004 14.351157895250003 1.8364927951500001 111.53582144370002 75.962384475800022 117.51519334005 22.825270530250005 8.4434108459500017 -0.10290999999999999 39.558912554250007 20.911722254300006 194.43273554075003 21.363989181350004 33.995989817300007 36.776646943950006 113.98793627290001 38.567335632300008 13.291307514850002 87.261973998100004 16.355382140900002 0.081235000000000016 93.308316333500017 19.768819263000005 112.36141910395001 -0.060989999999999996 168.18037996940004 18.678742451450002
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 -7 -1 9 10 13 -12 16 17 15 -15 -13 -3 19 20 24 22 -20 -23 25 -9 -27 28 -26 -30
right_child=1 8 5 -5 -6 6 -8 18 -10 -11 11 12 -14 14 -16 -17 -18 -19 21 -21 -22 23 -24 -25 27 26 -28 -29 29 -31
leaf_value=-0.0011049612711159118 0.0002088492877949033 0.00012973250339820769 0.00086606890619685378 0.0013244705357297454 -0.0016005956371391273 -0.00041846595814584416 -0.0019020281053932673 -0.0011353155511113423 0.00056085261761049511 -0.0013277811003334591 0.00094483348992341202 -0.00043409550431318036 0.00067442666065613039 0.0014327181648999944 0.0017071427120354953 -0.0021624602724416033 -0.0023777357044985434 -0.0021002209215209944 -0.0011747758191060346 -0.0015419691438378234 -0.00128004939791112 0.0018229532975826443 0.00025808428072442906 0.00051021232708633156 -0.0021137355178658794 -0.0005962160169233026 0.0011629437748209453 0.00045558442188077178 0.00022316301212135678 -0.0013441587290456852
leaf_weight=0.840162198869847 2.6778152573679095 14.631011907902586 0.45759838027879629 1.0949683766521046 1.1187454948667435 1.193067563697696 1.7395299521740524 2.7140300653554723 4.6491321641951791 1.0155886255379289 0.69304849836044047 0.52079829573631231 0.62180798046756525 0.28904136479832176 1.4875210540485566 0.3927773967734538 1.1833185534924267 0.27407564281020391 1.3182223374024022 1.0257060225703742 1.0542995748764941 1.0888412329368282 37.771162731936784 5.7979092476889491 0.70444728262373146 1.2089985270304171 1.682628800619568 15.814075963106008 9.8422616123934823 0.99357655677158696
leaf_count=640 337 1074 13 27 52 15 134 88 58 47 17 44 15 15 77 31 28 23 24 62 81 49 664 104 52 152 56 286 296 72
internal_value=0.000116844 -1.38833e-05 -0.000385515 4.47414e-05 -0.000324346 -0.00100631 -0.00129847 0.000171206 0.000105603 5.33722e-06 7.27175e-05 -0.000651054 -0.00112658 0.00020069 0.000969954 -0.000638367 -0.00178374 8.8728e-05 0.000184441 5.13718e-05 9.94192e-05 0.000285857 0.000209764 0.000717765 0.000143545 -0.000329186 0.000427434 0.00024042 -5.44277e-05 7.94497e-05
internal_weight=115.896 34.0398 8.28173 4.89153 3.79656 3.3902 2.9326 81.8563 25.7581 21.109 20.0934 3.01897 2.32592 17.0744 2.16934 0.681819 1.70412 14.9051 81.0162 35.04 34.0143 45.9761 39.0894 6.88675 32.96 5.60566 2.89163 27.3544 11.5403 10.8358
internal_count=4633 2007 578 416 389 162 149 2626 1429 1371 1324 104 87 1220 123 46 72 1097 1986 1145 1083 841 688 153 1002 296 208 706 420 368
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=16 15 12 3 15 22 6 21 9 3 22 23 4 10 21 20 21 18 16 4 23 14 7 18 21 23 10 2 15 22
split_gain=0.229711 0.302614 0.267685 0.216515 0.233368 0.241302 0.447309 0.330103 0.324098 0.31718 0.283284 0.249225 0.269668 0.233686 0.400135 0.229905 0.354518 0.215314 0.516182 0.485586 0.340628 0.528504 0.336756 0.451864 0.518551 0.452595 0.709668 0.506672 0.677765 0.370327
threshold=13.534968349350001 18.019770707250004 279.38363401210006 93.883646373400012 48.268997165750008 -0.059424999999999999 17.370405856750004 2.0523604381000005 229.11263139465004 93.905154038450021 -0.072755 0.12140000000000002 376.61861354110005 61.993156030000002 12.717166023350002 41.529896397300007 4.3143180605000007 13.829007611650001 22.654947022900004 195.04069921150003 0.088350000000000026 176.91101184095004 23.109894804950002 13.317304170000002 4.6112647835500011 0.10876000000000002 61.987779113750001 166.72194812590001 40.957632625650007 -0.076544999999999988
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 -7 -8 -5 11 12 13 15 -15 -11 -17 19 -19 20 21 -2 23 25 -25 26 -21 -28 -29 -24
right_child=3 2 -4 4 -6 6 8 -9 -10 10 -12 -13 -14 14 -16 16 -18 18 -20 22 -22 -23 29 24 -26 -27 27 28 -30 -31
leaf_value=1.6861320683880621e-05 0.0006250717049405681 -0.0020222374546251649 -0.00011745920172676955 -0.0021367948341532625 -0.0014651497432060857 -3.5075520944864766e-05 -0.0019976908865957329 0.0016480216154286793 0.0019964424358203019 -0.00021867980485611283 -0.0021240121542295668 -0.0017636359206918515 -0.002021600444553566 -0.0017714558362705579 0.00035048309454068692 0.0015524490501663928 0.00015657909881448712 8.658734211762308e-05 0.0014665015223207557 -0.0016499934261911796 0.0003657429541854492 0.0019962009530274357 7.5946626783988014e-05 0.00014871400393282047 -0.0016440300313112248 0.00071051547626691989 0.00052692972881849989 0.00078308108648433167 -0.0021527064576525941 0.00057400197732228851
leaf_weight=3.7883444858941848 4.0934200490301 0.60923686785645237 0.53079381932366232 0.31052808824460854 0.45215789778740223 0.75684600209933472 0.37705363376880985 1.0979302762425502 0.098514623939990997 1.8767535925871914 0.25931681098882187 0.30673541175201524 0.23413738606905088 0.61386203615984392 0.77052698098123074 1.0861970237456264 1.9650953435921108 45.946784204890719 1.0664066681638349 1.0813760327873732 8.694206092040984 1.4685706906020639 12.055627556052061 1.1301819696091109 1.3750164518933159 3.1016235160641372 3.2498014193843119 0.51425423379987456 0.73366746678948402 10.955774265341459
leaf_count=1054 79 145 64 12 72 27 168 50 2 250 10 13 54 143 14 28 97 1674 43 36 99 80 105 18 68 18 54 21 34 101
internal_value=0.000164106 -0.000249675 -0.00113538 0.000183404 -8.80514e-05 -2.42111e-05 0.000526235 0.00096123 -0.0011703 -0.000197012 -0.000112324 -3.62051e-05 4.47326e-05 0.000121376 -0.000590421 0.000321334 0.00065348 0.000212423 0.000117888 0.000304148 0.000608163 0.0009871 0.00017741 -0.000101669 -0.000835261 0.000110041 -0.000223784 0.000119116 -0.000942902 0.000313072
internal_weight=110.601 4.92838 1.14003 105.672 10.2057 9.7535 2.33034 1.85478 0.475568 7.42315 7.11262 6.85331 6.54657 6.31243 1.38439 4.92805 3.05129 95.4667 47.0132 48.4535 14.2562 5.56199 34.1973 11.1859 2.5052 8.68072 5.5791 4.49772 1.24792 23.0114
internal_count=4633 1263 209 3370 940 868 247 77 170 621 609 599 586 532 157 375 125 2430 1717 713 258 159 455 249 86 163 145 109 55 206
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=15 21 22 8 9 22 5 20 20 23 23 15 16 9 18 10 2 23 9 23 17 23 4 17 19 22 20 7 5 23
split_gain=0.0559191 0.193786 0.0807352 0.118075 0.138679 0.111845 0.130036 0.104706 0.126865 0.0972473 0.21651 0.0849773 0.214588 0.109933 0.0828053 0.0704162 0.113036 0.0681378 0.364551 0.313565 0.28108 0.272 0.204298 0.201372 0.196549 0.194954 0.181862 0.175898 0.37842 0.299901
threshold=11.870705757150002 17.123843457500005 0.63131000000000015 1.6487133604500002 53.996381295800006 -0.22932499999999997 9.5091965402000032 49.960114208400007 51.757767929250001 -0.17949499999999999 0.18642000000000006 14.021092838300001 12.604970524100002 63.05903418350001 17.232128601400003 83.89333596065002 312.25197865035005 1.0000000180025095e-35 210.61272793875003 0.079605000000000023 191.06791329340004 -0.067414999999999989 163.62029285410003 193.58688265170002 14.251149826300002 -0.26416999999999996 41.772405911750006 23.736034462250004 20.389142059250002 -0.15544999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 -9 -4 -11 14 13 -13 -6 -16 -17 18 21 20 -19 23 -23 25 -22 -14 -25 28 -27 -30
right_child=2 -3 9 4 11 6 -8 8 -10 10 -12 12 17 -15 15 16 -18 19 -20 -21 24 22 -24 26 -26 27 -28 -29 29 -31
leaf_value=-0.10119928931156302 -0.084284369042628982 0.029582191851937712 0.10096185144528087 -0.0013045026874184378 -0.039821967438264966 -0.029618583689204392 0.087578327844882037 0.038450016456115295 -0.10033828307652021 -0.077392347197280234 0.10059783285526475 0.009989571003227336 0.090960732471193462 -0.10113968034137433 0.096259748159242556 -0.10109802101985246 0.099165752893137019 0.092069883623101922 -0.089519857094669697 0.00043805456015557997 0.0049696255807861614 -0.0039269496212439737 -0.11624832759605055 0.052713475590358307 0.062602216051661039 0.046672345154089384 -0.010904522433564568 -0.036515536987173414 -0.0058201028936316068 -0.099867312353087004
leaf_weight=0.22099798765435608 0.30587904182681214 0.23249457484052982 0.17724430933594704 0.43620404253670131 0.093251444857741173 0.11723211643584253 0.4920072324002831 0.22428911586393951 0.09324306640883151 0.14597556501394038 0.1285031451843679 0.12454230990988335 0.20660104297712401 0.31206798960511151 0.24366267491132021 0.05545370928120974 0.05731518057291396 0.60470385238295365 0.50209890160476867 70.838696950082522 2.6100165893876697 0.29677718062884828 0.35640554020937998 1.2707574119558547 0.76524097050423723 1.3749572441447524 0.69515909989422642 1.6734810924390329 5.4934760818432506 0.3613722747195468
leaf_count=466 241 38 8 63 52 76 37 58 125 40 19 26 17 239 11 76 6 31 57 2040 81 9 43 55 104 32 39 41 277 226
internal_value=0.000876278 -0.0341508 0.00105266 0.000840071 0.00114392 0.0373506 0.0650269 -0.0425285 -0.00230505 0.0432226 0.00593761 0.000713466 0.000490596 -0.0694403 0.044073 0.0660221 0.000686739 0.000841344 -0.00607828 0.00197254 0.0292846 -0.00250629 -0.0652145 0.00119186 0.0180361 -0.00507195 0.0302178 -0.00730039 -0.000537967 -0.0116249
internal_weight=90.5101 0.453493 90.0566 89.6049 88.9815 1.04544 0.609239 0.623411 0.317532 0.451723 0.274479 87.936 87.4864 0.43661 0.449683 0.356432 0.112769 87.0497 12.2311 74.8187 3.97996 11.729 0.653183 11.0758 3.37526 9.10989 1.96592 8.90329 7.22981 5.85485
internal_count=4633 504 4129 4062 3638 176 113 424 183 67 59 3462 3317 265 145 93 82 3052 796 2256 216 739 52 687 185 593 94 576 535 503
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=16 16 22 3 20 15 23 5 22 21 16 12 14 6 19 13 9 20 22 23 6 22 22 20 22 5 15 18 16 22
split_gain=0.223655 0.437381 0.351018 0.64593 0.635863 0.623692 0.556027 0.534342 0.466638 0.364527 0.357469 0.44392 0.426689 0.347026 0.448351 0.341094 0.366542 0.298189 0.467748 0.402715 0.389599 0.706967 0.92 0.747075 0.507562 0.530634 0.504599 0.449555 0.447966 0.755584
threshold=20.394952307700002 20.034953149600003 -0.060989999999999996 87.399085362750014 39.788107623550012 31.445204138150004 0.097005000000000022 19.973460566700002 -0.074029999999999999 13.917356790500003 15.124964631250002 114.82338089645002 222.91179881215004 14.845346859150002 13.551093343600002 100.88707980320002 203.80256579455002 40.574766824850009 -0.13734499999999997 0.092185000000000031 16.455384477450004 -0.059424999999999999 -0.043559999999999995 41.362929270750008 -0.102645 21.612734424500001 40.42701969085001 13.087929333200002 22.644947046300004 -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 4 7 6 8 10 9 15 13 -1 -12 -13 -4 -15 16 -6 18 19 -2 24 26 -23 -24 25 -19 -22 -25 -26 -30
right_child=17 -3 3 -5 5 -7 -8 -9 -10 -11 11 12 -14 14 -16 -17 -18 20 -20 -21 21 22 23 27 28 -27 -28 -29 29 -31
leaf_value=0.0006687793975933983 -0.0011759856889458247 -0.0016385677356711731 0.00030813258215128055 -0.0015450932374378192 -2.0120834937253559e-05 -0.0020379486839676433 -0.0018619001047044507 -0.0013423522187082277 -0.0021967895361422484 -0.0011103263979941498 -0.0020388936949898052 0.00029124522672069304 -0.0015245285311465771 0.0019775439347744753 0.00025880719265094224 0.00038640745015091005 -0.0015978430341204658 0.0014567432754916938 0.00051074149835543124 0.0003154337950339993 -0.00016433521913417201 -0.0022932543496410559 0.00036111478030794304 0.00046197334382414224 -1.8234565935751325e-05 0.00020144449584605411 0.00050635454357591538 -0.0018875685390662292 0.00015264932927651652 0.0018930405718921288
leaf_weight=0.99124482051911655 1.2437385335797473 0.58520959015004237 18.439610781180377 0.75686092859541432 3.6291775888439579 0.51687819731887508 1.2256132205243373 0.73892037643236008 0.31859630134203776 0.63459084552505274 0.71453318271960631 1.6044589235243623 0.72122147129812209 1.1568268337287002 1.1774527968373147 10.840758994199858 0.67077592127498054 2.6859434489160803 20.14472755335737 1.580795614980161 9.3670587055967243 1.0709572340128941 2.7479919963516286 0.41721807504654851 13.791320470540088 2.4994554058648646 7.9930412500689263 1.2545625987695528 3.0699885856593028 1.3948043212294567
leaf_count=294 72 42 690 248 610 140 157 72 22 74 106 70 100 25 21 561 140 51 280 27 144 23 22 26 297 45 139 55 46 34
internal_value=0.000153528 4.54394e-05 6.77672e-05 0.000236128 -0.000113843 8.07998e-05 -0.000705361 0.000296999 0.00015164 0.000353582 -0.000353759 -0.000687152 -0.000271848 0.000398301 0.00111058 0.000201056 -0.000266239 0.000223321 0.000405967 -0.000341289 0.000132696 -4.94945e-05 -0.000662747 -0.000267658 0.000310296 0.000851667 0.000144468 -0.0013012 0.000156527 0.000696349
internal_weight=113.984 44.7227 44.1375 22.9043 21.2333 15.9762 5.25707 22.1474 15.4593 21.4085 4.03146 3.04021 2.32568 20.7739 2.33428 15.1407 4.29995 69.2616 22.9693 2.82453 46.2923 22.8508 5.49073 4.41977 23.4415 5.1854 17.3601 1.67178 18.2561 4.46479
internal_count=4633 3372 3330 1130 2200 1473 727 882 1333 810 570 276 170 736 46 1311 750 1261 379 99 882 409 126 103 473 96 283 81 377 80
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=20 23 8 20 20 12 8 0 3 3 9 22 17 7 21 17 2 20 22 20 20 8 21 23 13 8 6 10 22 9
split_gain=0.0633628 0.136565 0.112901 0.068677 0.175407 0.22028 0.145285 0.315536 0.172926 0.362044 0.0953624 0.14498 0.0822458 0.134052 0.0811301 0.234053 0.275771 0.324488 0.392338 0.221152 0.287542 0.253536 0.209068 0.250813 0.221986 0.189896 0.185139 0.180406 0.179484 0.175731
threshold=33.036871954450007 0.088565000000000019 7.943800736700001 36.558960102350007 37.041406607950009 179.47323713510005 8.6432548896500023 89.861713010250014 88.974521827200007 85.923121849150007 180.48474949425002 -0.23265499999999997 162.04221493815001 17.566486459500002 3.1734339793000008 202.02515103195003 92.716362671650018 41.319407281650008 -0.082484999999999989 42.527280425250005 42.055256506450007 8.3434888241000014 3.9632429946000003 0.09557000000000003 117.61735474900001 8.3434888241000014 15.205355270700002 74.257902021100008 -0.078504999999999991 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 2 -1 6 5 -5 7 10 9 -9 11 -2 13 -6 15 19 -17 28 25 20 -14 26 23 24 -16 -19 27 -21 29 -18
right_child=3 -3 -4 4 12 -7 -8 8 -10 -11 -12 -13 14 -15 22 16 17 18 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10024330250629365 0.10052839669789666 -0.086698869059941924 0.077955317638304655 -0.088289375242942392 0.051897197649032334 0.0020183409484970946 -0.039662588970222651 0.0020050161835430788 -0.035091756482432561 0.093454871156714206 0.10007295002429194 -0.10074842897273584 0.011164642371391396 -0.085494632374194385 -0.0040526328815825843 -0.10502371068763108 0.080744874400631786 -0.05125102792058113 -0.10114536526767524 -0.04216279261168817 -0.055006553331150378 -0.010195810114093852 0.0012921247780980525 -0.078788183321987906 -0.072940895356391644 0.079700179637655078 0.094742638907585955 0.070151188093402969 0.052272328944553019 -0.073849452336155905
leaf_weight=0.049127334013177371 0.07827538438141346 0.24206231765177222 0.12868678220547736 0.49945995140092125 0.0984683861670409 0.5881760342299458 0.4821160933934151 2.5266058256629558 0.7799730235710739 0.5224183281243312 0.53836714429780841 0.06592841854580811 11.210569234245668 0.25471308896976552 4.3728563967342771 0.33319214987568502 0.10156498663718594 0.19719682441245856 0.60245968722301713 0.25043605014798165 0.69755608508421652 0.63447917770827178 61.457367552283358 0.62297853613563337 0.52380570876994159 0.25257386756129563 0.87164001952623948 0.33341970371839125 0.86057299864478431 0.26637931434197526
leaf_count=170 10 81 8 54 38 38 29 194 10 17 23 71 527 309 253 20 23 52 72 18 48 23 2262 29 24 11 75 34 63 47
internal_value=0.000937429 -0.0378192 0.0287218 0.00111819 0.000448844 -0.0394524 0.0125155 0.0180914 0.00692552 0.017674 0.0807282 0.00850681 0.000965843 -0.0471892 0.00116931 0.00742489 -0.0200435 -0.00762878 -0.0483852 0.0125542 0.00728846 0.042557 -0.000382239 -0.0190251 -0.0114217 0.0222861 0.065553 0.0219758 0.0272793 -0.0311762
internal_weight=90.4434 0.419876 0.177814 90.0235 85.0299 1.08764 4.99368 4.51157 3.829 3.04902 0.682571 0.144204 83.9422 0.353181 83.589 16.612 2.61394 2.28075 1.05223 13.9981 11.9081 2.08997 66.977 5.51964 4.89666 0.449771 1.4555 0.583856 1.22852 0.367944
internal_count=4633 259 178 4374 4020 92 354 325 221 211 104 81 3928 347 3581 1013 288 268 135 725 575 150 2568 306 277 63 127 52 133 70
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=13 23 3 8 18 16 15 9 19 10 0 21 3 5 0 22 9 22 16 6 6 2 10 10 10 3 18 0 3 5
split_gain=0.0529463 0.123055 0.125778 0.0950798 0.0945641 0.146457 0.287044 0.0917316 0.0796964 0.159705 0.0750678 0.2448 0.365375 0.169555 0.209325 0.232453 0.250081 0.157647 0.149508 0.144957 0.13542 0.185195 0.126733 0.27694 0.100614 0.371103 0.372536 0.333338 0.373597 0.324018
threshold=92.146902421150017 0.079605000000000023 73.913779380400015 0.84933718570000016 17.327266398450003 17.684958644900004 20.343341900300004 72.978853106700015 11.450923895500003 85.213368902700012 98.230883170350012 6.7841715403000018 75.790323155500019 16.316541761950003 95.550490414250007 0.04932000000000001 208.34925031750001 -0.58835000000000004 15.564963602350003 13.705320222600003 13.185308072600002 156.09660346185004 75.629015667650023 75.424692849750016 66.859265246100009 87.399085362750014 13.807773949150002 90.321439350550008 88.813214339350012 19.973460566700002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 8 9 -5 13 20 -13 14 17 16 18 -2 -16 -14 -12 -22 23 24 27 26 -26 -15 -29 -28
right_child=4 -3 -4 7 5 -7 -8 -9 -10 -11 11 12 19 22 15 -17 -18 -19 -20 -21 21 -23 -24 -25 25 -27 29 28 -30 -31
leaf_value=-0.10085652336044999 0.10095375817254354 -0.10055367743584505 -0.078475371486892403 -0.1022235343516244 0.048480245697369355 0.10114025241633438 -0.074411937799974723 -0.10041975199283543 0.089739552227191072 0.042115327768028982 0.0027325607268423088 0.064348697633889673 -0.09474261530992012 0.0012104980060022098 0.092669126805002458 0.088122163860206632 -0.046812595378471954 -0.087818272985235313 0.002274105057072066 -0.0028744360747248905 -0.10293018283361913 0.028057030891421815 -0.034718530323915989 0.049057912447599376 0.067336860057013129 -0.058535949495625551 -0.0020215668755368442 -0.0062618918481672642 0.076026978900345321 -0.068935608656815042
leaf_weight=0.068570948478849258 0.05502094328403484 0.16482526231291672 0.19564812671524123 0.097628013092617039 0.63541316232294665 0.22954416694119573 0.27117912852554582 0.055712953726470005 0.17994322087724868 0.35687173502878977 6.4276510710315033 0.23106736004410766 0.79760949782212243 53.218607212462302 0.38588710207841337 0.68301544111454848 0.42188353277742863 0.22577013945192381 0.34794708486879244 0.2188898833701387 0.28587633240385901 0.17341203097021207 0.9849851970175213 1.1992618637159456 0.74449907875533128 1.2370373759099482 17.014155971693985 0.97059653460746576 1.2784307613037524 0.75580715962860168
leaf_count=81 2 471 104 50 58 17 57 69 26 168 351 62 150 1778 13 43 15 137 31 18 36 18 29 16 53 111 443 50 43 133
internal_value=0.000849657 -0.0207648 -0.00698484 0.01145 0.0011221 0.0297871 0.0117208 0.0226083 0.0334119 0.0111109 0.000750567 -0.00839926 -0.049158 0.00168651 0.0295907 0.0418715 0.0145378 -0.0508284 0.0498084 -0.07496 -0.00101583 -0.0534738 0.000922419 0.00138181 0.00062168 -0.00550724 -0.00196414 0.00280413 0.0405142 -0.00486761
internal_weight=89.9127 1.1192 0.954375 0.758727 88.7935 1.13614 0.906592 0.690156 0.634443 0.4545 87.6574 8.13451 1.24757 79.5229 2.11952 1.83873 1.15572 0.280791 0.733834 1.0165 6.88694 0.459288 77.4034 76.4184 75.2191 19.7515 18.5145 55.4676 2.24903 17.77
internal_count=4633 969 498 394 3664 132 115 313 244 218 3532 635 230 2897 241 102 59 139 44 168 405 54 2656 2627 2611 740 629 1871 93 576
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=7 17 6 2 12 23 7 18 2 17 7 0 13 21 15 9 18 4 18 5 3 18 23 0 3 22 5 23 23 9
split_gain=0.0556859 0.20289 0.258308 0.339493 0.3019 0.269235 0.229702 0.196165 0.14441 0.18662 0.140617 0.134763 0.42609 0.141856 0.12469 0.115153 0.200336 0.155642 0.134318 0.163456 0.291424 0.260802 0.177731 0.140573 0.134092 0.124198 0.153728 0.115655 0.113727 0.155392
threshold=22.721067571950005 188.27285108100003 16.435384010100005 82.092636011950006 116.03758433600002 0.10249000000000003 22.626138143200006 13.24088655595 115.49410390990001 189.44392401325004 22.557405306150006 85.732241321850012 117.66037007905001 1.2219980417000003 22.248428019100004 66.544071737050004 13.037923179150001 224.75522095420004 12.98549864095 21.482549112100006 93.716961969300016 12.899561312100003 0.12001500000000002 85.799452775150016 91.302726568150021 -0.237895 20.165068834500001 0.099855000000000027 -0.27297999999999994 227.40597858270002
decision_type=2 2 2 2 2 2 2 2 2 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 10 15 8 -4 -10 14 12 -2 -14 -6 17 18 -1 19 -17 -21 22 23 27 -18 26 -19 28 -22 -30
right_child=11 2 7 4 5 -7 -8 -9 9 -11 -12 -13 13 -15 -16 16 24 25 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.05907057935913821 -0.10287537581267631 0.092402218860836827 0.0775592120025555 -0.12956531655384032 0.042326632634591896 -0.10749286304892863 0.0511918310145612 -0.010675359707415854 0.08436957773077966 -0.043165315850350154 0.092999644593730946 0.0001072012518321444 0.079041795939855108 -0.023909636420265966 -0.072004985575715899 0.0043965486268041937 0.061019038213055682 0.040954040437313807 0.031394724869597788 -0.094711665053817104 0.001533065902061631 -0.10535270704995692 -0.10542320630073448 0.10162651967452102 -0.10568908393509871 0.049469852064602998 -0.10198616857646513 0.012346339436766288 -0.070709882124785697 0.10102227420108745
leaf_weight=0.20849506981539967 0.49779617915919405 0.26550133572891299 1.3935652272775771 0.25208110350649782 0.21918285432366247 0.19109611480962485 0.82141237527503186 0.47297846424771695 0.20564084968646046 0.25955247931415215 0.2175760794634698 72.064893294592082 0.25785026780795306 0.27828589218552224 0.16889205651386874 4.6796942936853103 0.057107697153697567 0.1686262785378857 0.93346975155873302 0.49643859740172036 0.71163945237640058 0.28347086386202125 0.16947358881589014 0.12969636544585217 0.31104249102008907 1.0823313769853937 0.13585755368694663 1.7656830036867175 0.61105424575180611 0.057661555241793394
leaf_count=57 99 10 45 5 25 15 27 40 10 35 14 3160 20 27 44 65 13 37 22 19 117 44 13 3 123 120 45 38 337 4
internal_value=0.000770536 0.00606173 0.0268404 -0.00861186 -0.0341827 -0.00400474 6.00175e-05 0.0468238 0.061455 0.0132121 0.028648 -0.000407097 -0.0362536 0.025604 -0.00743103 -0.0034988 -0.00740407 0.0214862 -0.00469391 -0.008477 -0.0227356 -0.0131527 -0.00556646 -0.000400268 -0.0798292 0.0335972 -0.0228244 -0.00460635 -0.0262914 -0.0559019
internal_weight=89.368 16.2692 3.64607 1.31433 1.04883 0.796747 12.6232 2.33174 1.85876 0.465193 0.605651 73.0988 1.03393 0.536136 0.388075 11.8017 10.2064 1.59531 9.83828 8.90481 4.22512 3.72868 3.44521 3.27573 0.36815 1.38682 0.304484 3.14604 1.38036 0.668716
internal_count=4633 1327 243 113 103 98 1084 130 90 45 83 3306 146 47 69 1057 798 259 662 640 575 556 512 499 136 202 82 496 458 341
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=22 22 17 18 21 21 21 22 18 7 20 16 6 21 7 22 21 21 6 7 6 10 6 15 15 16 21 23 20 4
split_gain=0.0557873 0.355181 0.446768 0.241611 0.46463 0.195296 0.332083 0.498059 0.38579 0.191851 0.358253 0.314887 0.19305 0.166793 0.291735 0.164512 0.224739 0.156888 0.273121 0.174673 0.153229 0.378244 0.362094 0.284625 0.371292 0.260833 0.241247 0.553883 0.423176 0.253354
threshold=-0.064729999999999996 -0.054875 185.54770736950005 13.829007611650001 7.6045750414500004 17.123843457500005 14.438037386450002 -0.017745 13.317304170000002 23.299327580650004 41.037275035300006 22.654947022900004 16.465384711100004 4.7516206878500009 22.650953015950005 -0.036264999999999999 11.845349650450002 2.5883591406000002 16.100376182700003 21.833224794850004 16.245379570700006 62.186725015400008 16.375382608200002 28.579157549250002 28.298162031900002 21.719949209300005 8.9448347342500032 0.084065000000000015 43.157831852650006 312.24436677560004
decision_type=2 2 2 2 2 2 2 2 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 -5 6 9 -8 -9 10 13 -11 -13 14 -3 -15 -17 -12 19 -19 23 -22 -23 24 -1 -24 27 -25 -28 -29
right_child=1 5 3 4 -6 -7 7 8 -10 11 17 12 -14 15 -16 16 -18 18 -20 -21 21 22 25 26 -26 -27 28 29 -30 -31
leaf_value=-0.0018731426235865389 -0.045331764466988306 0.0077001156417677496 0.086071899877810026 -0.065399811241093661 0.084097108244793647 0.06315490193462435 -0.10720150960700543 0.04056538047685207 -0.056567974770469071 0.0044220381655199646 0.0038089697371417237 0.09866126013788043 0.0056575179077269942 -0.014137169022320123 -0.058763834385491209 0.093986531126423523 0.004727868861331916 -0.10142076693776025 -0.10088142390835775 0.074165492500822619 -0.00056405923905721348 0.078634628776378016 -0.04920836604090767 -0.085182212322091555 0.082017733466413736 0.035128202800392368 -0.091033613056258678 -0.010660268014031499 0.0057514201911000404 0.046700339100233024
leaf_weight=10.234062242139004 0.50795641550439485 1.9933979894767646 1.2968733320012691 0.37602385348873202 0.4649594899819931 0.49721386823512048 0.69645750755444202 0.84850061227916629 0.78923507330091525 24.148882052282037 0.33506287755153596 0.58576734317466517 0.36056966346222907 0.69757559218851373 0.98760744713217707 0.54304670960846102 0.58699420563061722 0.084375729372368147 0.8699656181033788 0.17245363924303092 29.63145594670641 1.2244526605354615 0.55215539868368058 0.92169591983838284 0.55625320784747678 1.091923843603581 1.1602240914071442 5.0114626030554064 0.73982139681538672 0.90980885443423165
leaf_count=1519 20 65 30 35 23 42 26 16 41 848 34 37 15 10 39 32 9 38 172 40 915 50 53 128 11 36 95 155 40 59
internal_value=0.000693685 0.00367109 0.0389701 0.0590003 0.0172534 0.000940026 2.2097e-05 -0.0363667 -0.00624379 0.0027301 -0.0129158 0.0066395 0.0632253 0.000263352 -0.0143194 0.0240491 0.0476216 -0.0562671 -0.0741312 0.0164804 -0.00141451 0.00279253 0.0374655 -0.00841428 0.00245153 0.00680421 -0.0218245 -0.0130714 -0.0533484 -0.00184676
internal_weight=88.8762 36.8429 2.64581 2.13786 0.840983 34.1971 33.6999 2.33419 1.63774 31.3657 6.27048 25.0952 0.946337 4.80862 2.98101 1.82762 1.13004 1.46186 1.12679 0.256829 52.0333 32.5 2.86853 19.5333 10.7903 1.64408 8.74301 6.84297 1.90005 5.92127
internal_count=4633 1572 108 88 58 1464 1422 83 57 1339 439 900 52 155 104 51 41 284 250 78 3061 1054 139 2007 1530 89 477 342 135 214
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=13 23 18 7 19 17 19 15 19 16 22 23 23 21 22 20 20 22 21 8 21 7 22 20 9 13 0 21 20 0
split_gain=0.146876 0.248297 0.181044 0.178712 0.167597 0.142048 0.220077 0.183677 0.35601 0.392719 0.347536 0.219797 0.320282 0.157733 0.640751 0.279045 0.246602 0.229933 0.229312 0.211892 0.351925 0.227421 0.208696 0.573412 0.38631 0.277707 0.369954 0.32359 0.170328 0.576652
threshold=95.937628385050019 0.079745000000000024 14.693728290050002 21.350715310200005 12.451004585100002 162.04221493815001 13.551093343600002 19.846565044850003 12.250988447150002 13.534968349350001 0.13747000000000004 0.093635000000000024 0.077525000000000024 18.476280862950002 -0.011849999999999999 47.309807198350008 49.292797572200008 -0.21563499999999999 4.1758245803000014 5.1459841250500009 12.717166023350002 21.115414688150004 -0.25105499999999997 39.852039223600009 196.17233399030002 104.04332964835001 87.028078140750011 9.6397968770500011 42.081757894750005 86.208098410950015
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 11 -10 12 -7 15 17 19 -17 -15 -18 20 -9 -21 23 24 -23 -25 27 -27 -24 -30
right_child=5 4 3 -5 -6 7 -8 13 10 -11 -12 -13 -14 14 -16 16 18 -19 -20 21 -22 22 28 25 -26 26 -28 -29 29 -31
leaf_value=-0.0014418677892964243 -0.0019997945677547127 -0.0019885241386007955 0.0018023357388011459 4.4622327766491463e-06 2.1657974354283465e-06 0.00051795053109184041 0.00049375790823842614 -0.0015126061519438383 -0.0015957654861757235 0.0014340639815758624 0.0011313022620135546 0.00064918752372956033 -0.0020224949673228409 -0.00012906184532178734 0.001674987435493753 0.0013742920711319814 0.0013096543306685556 -0.0022111492025344028 -0.0020172155166819738 0.0013390672577741939 0.0011771221174676396 0.00044331274572759893 0.00019185999501925745 -0.0011200775569339917 -0.0017708217395007858 -0.0016278849372524076 0.0013842853613651588 0.00055632679215205717 -0.00058569656471519184 0.00015174067950461542
leaf_weight=0.28551082627382118 0.29792861331134091 0.47569678391414516 0.24321601982228447 1.6868046064421376 0.24704074455803493 0.41596327120350851 0.2504962959792465 0.70545567078443028 0.53345822409028176 1.7946285674843236 0.27090774802491069 1.4538699695549437 0.3524724438902922 0.31851121690124273 0.34900141204707213 1.1967785375891242 0.1420811591669916 0.5668155217426829 0.1812960433671833 0.59080535321117977 0.25448891933774576 0.40285242581739922 64.988322985707782 0.46425501909107003 1.2218192634754812 0.40716818190412618 1.0562014788156373 0.72529800294432789 5.1163902692496803 20.065003195835743
leaf_count=68 204 556 11 546 32 42 32 350 91 103 16 19 80 31 9 60 9 40 75 59 22 23 1226 36 72 54 28 6 236 497
internal_value=0.000122222 -0.000310109 1.54432e-05 0.000231025 -0.00130808 0.000134423 -0.00086085 0.000139693 0.000513394 0.000751822 -0.000677298 0.000200876 -0.000647322 0.000121448 -0.000575089 0.000130264 0.000963774 -0.00146208 -0.0005555 0.000117065 -0.000799538 0.000126323 0.000118737 -0.00030444 -0.00122181 0.000257362 0.000549542 -0.000228987 0.000138813 1.90716e-06
internal_weight=107.061 2.93827 2.21553 1.93002 0.722738 104.122 0.548425 103.574 4.8213 4.01693 0.804366 2.22231 0.768436 98.7525 1.23433 97.5182 1.52016 0.885327 0.323377 95.9981 0.959945 95.0381 94.4473 4.27759 1.62467 2.65292 2.18867 1.13247 90.1697 25.1814
internal_count=4633 1213 625 557 588 3420 236 3184 351 244 107 141 122 2833 80 2753 144 71 84 2609 372 2237 2178 219 95 124 88 60 1959 733
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=15 21 21 16 19 22 13 7 19 20 22 19 22 15 10 19 6 21 7 3 16 13 4 18 17 17 0 7 0 16
split_gain=0.059823 0.140113 0.241376 0.241621 0.368026 0.154603 0.0841042 0.204702 0.117726 0.104819 0.101089 0.1007 0.148803 0.0922625 0.146231 0.223254 0.221882 0.298086 0.210779 0.180759 0.123937 0.414286 0.109494 0.102472 0.290429 0.472375 0.344823 0.294641 0.224797 0.292992
threshold=45.793006327050001 14.028898926300002 9.4810485893500012 22.674946976100003 14.451165964200003 -0.064729999999999996 117.97223122220002 20.869210126600006 14.351157895250003 44.952171034750002 -0.017745 14.651182102100002 -0.09715 41.54912092575001 61.944763783650011 14.351157895250003 16.515385879350003 4.9210127084000002 22.460452099450002 93.017962855400015 22.674946976100003 117.61735474900001 278.75859950360007 13.278511569200001 188.13858192940003 186.51219468755002 86.345209775600011 22.598495330900004 86.538778761000017 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 2 3 4 -2 -6 11 8 9 -8 -9 13 -13 20 18 16 17 -16 -15 -17 23 -22 -21 24 25 -1 27 -26 -25 -30
right_child=1 -3 -4 -5 5 -7 7 10 -10 -11 -12 12 -14 14 15 19 -18 -19 -20 22 21 -23 -24 28 26 -27 -28 -29 29 -31
leaf_value=0.0074648489120913049 -0.089039830596089886 0.010004608207895477 -0.10436429289121159 0.043220149392931992 -0.018890915939786576 0.069468018524292532 -0.10106851361553515 -0.094614117826091693 0.079273357394546357 0.079628257436857808 -0.0072347728306365712 -0.0097258700912468826 0.048248660321921273 -0.0019479722369088075 -0.0010094009557464214 0.054729124994496059 0.013366208435893465 -0.081896557192221303 0.046810510467452549 0.022037823125968997 0.0064360665991162573 -0.077450960594404164 -0.015504417013136219 -0.021942747853066505 0.061129816786527451 -0.053017436736419732 0.065610471962391143 -0.0071679580137130675 2.0124432066629666e-05 0.093720499778224581
leaf_weight=8.20729292060423 0.68516478704987072 1.892957490737899 0.3399284925253595 0.55510682174644888 0.67636334308190293 0.28000094836170297 0.092820419551570832 0.38525159523123875 0.21055215131491423 0.049075374496169388 0.20172701831324957 0.74298580596223462 1.0955298133194435 1.5404603779315933 0.91797545400913827 0.96103706583380688 1.2642721403390167 0.90451622012187727 2.0887713511474431 1.7285509423818441 1.7772919032722705 0.8803279511630534 1.411058618687093 4.8360152408986314 0.8362395962903969 1.5324139939257282 1.615092887310311 2.5819113018515054 47.828730184980628 0.33605762803926964
leaf_count=642 62 37 42 34 69 14 83 50 15 4 28 10 37 10 25 37 9 34 34 29 37 25 16 92 30 37 34 59 2989 9
internal_value=0.00074324 -0.0105834 -0.0259475 -0.0138126 -0.033099 0.0069785 0.00134033 -0.028413 0.0318281 -0.0385736 -0.0645844 0.00167674 0.0248198 0.00115305 0.00975196 0.00148979 -0.0188239 -0.0411543 0.0261145 0.0167809 -0.000167542 -0.0213512 0.00516493 0.000663136 0.00802823 -0.00205124 0.0275328 0.00954087 -0.00138974 0.000673895
internal_weight=88.4555 4.42952 2.53656 2.19664 1.64153 0.956364 84.026 0.939427 0.352448 0.141896 0.586979 83.0865 1.83852 81.248 10.8166 7.18741 3.08676 1.82249 3.62923 4.10065 70.4314 2.65762 3.13961 67.7738 14.773 9.73971 5.03324 3.41815 53.0008 48.1648
internal_count=4633 258 221 179 145 83 4375 180 102 87 78 4195 47 4148 194 150 68 59 44 82 3954 62 45 3892 802 679 123 89 3090 2998
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=8 6 7 22 22 4 7 21 5 6 16 3 21 23 13 15 0 3 22 18 6 6 22 4 10 10 22 21 5 6
split_gain=0.054293 0.203195 0.128418 0.125607 0.110685 0.0978886 0.0703037 0.303045 0.107477 0.356137 0.209376 0.182144 0.143093 0.0901857 0.0706941 0.383177 0.302234 0.256246 0.365117 0.247169 0.254465 0.197016 0.177175 0.656195 0.29029 0.287741 0.263797 0.238872 0.25407 0.213062
threshold=9.5425530862500008 17.755414852450006 23.473156321500003 0.022350000000000005 -0.14510999999999999 121.10381237265001 19.052023743050004 13.367933388000003 24.453399453300005 16.485385178400005 22.834946602000002 92.813640037450014 6.5613067478000007 -0.25587999999999994 113.0174028878 36.548474543700003 90.321439350550008 87.399085362750014 -0.09715 13.480563334700001 15.105352934150002 15.945372561050002 -0.060989999999999996 168.18037996940004 69.545034918450014 69.999384342500022 -0.068964999999999985 12.092691673150002 12.679739965100001 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 6 5 4 -2 -3 7 13 14 11 -11 -10 -13 -1 15 17 -16 19 -19 -8 22 -18 23 -21 -25 -26 -27 29 -29 -24
right_child=3 2 -4 -5 -6 -7 8 -9 9 10 -12 12 -14 -15 16 -17 21 18 -20 20 -22 -23 27 24 25 26 -28 28 -30 -31
leaf_value=-0.0044562004442855645 -0.0019757714351328324 0.081800468758403633 0.043359183794476237 -0.039167267044448291 0.089824158880761118 -0.089205426073184296 0.069387496298220663 -0.10272102265981027 0.074553638848499318 -0.10333387404157075 0.10192480956166937 -0.07232733367957743 -4.5911252817222786e-05 0.080456246279406174 0.0021540792545544168 -0.08846660171229305 0.0064665634160467099 0.0060856222022945801 -0.095146299010008928 -0.10606532849149133 -0.074029994256055762 0.072568985842520514 0.0063121914141399428 -0.10409249222041424 0.078981173523709286 -0.0013424246680378258 -0.10676964578934921 0.028377140851883344 -0.10296816183238287 0.046930109187011057
leaf_weight=0.16782614690600894 0.22097319223394152 0.035991818178444102 0.10657773696584627 0.20545880051213317 0.32380783354164933 0.47854135689158284 0.51874031637271301 0.14095357106634765 0.28431221273785912 0.5673915989937085 0.054467003792524338 0.31995122319494873 1.9021850691497091 0.49111056774040562 46.760676668433007 0.50753217577584919 0.80330005940049787 0.74423918687625701 0.68348436633095733 0.64678640143028943 0.4600889043067572 1.0277619855478404 15.740502909953831 0.27685536469471017 0.43874170642811705 11.776064088929608 0.24221846349474141 0.23699176796208021 0.38902357160259271 1.4068552935495962
leaf_count=35 25 6 22 32 30 183 28 31 21 283 1 62 70 80 832 95 31 166 112 85 27 37 665 41 14 1440 33 58 49 39
internal_value=0.00067419 0.000443755 -0.056549 0.0274604 0.0525884 -0.0772435 0.000852573 0.0303619 0.000577428 -0.017617 -0.0853558 -0.000810725 -0.0104533 0.0588297 0.00126601 -0.00222662 0.00371471 -0.000922421 -0.0423764 0.000919459 -0.000203998 0.0435694 0.000886278 -0.00780513 -0.00281425 -0.000563355 -0.00346722 0.0074296 -0.0532445 0.00964469
internal_weight=87.9594 87.2092 0.621111 0.75024 0.544781 0.514533 86.5881 0.79989 85.7882 3.12831 0.621859 2.50645 2.22214 0.658937 82.6599 34.0681 48.5917 33.5606 1.42772 32.1329 31.6141 1.83106 31.154 13.3807 12.7339 12.457 12.0183 17.7734 0.626015 17.1474
internal_count=4633 4546 211 87 55 189 4335 146 4189 437 284 153 132 115 3752 2852 900 2757 278 2479 2451 68 2424 1613 1528 1487 1473 811 107 704
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=22 23 10 6 16 21 5 2 15 20 13 17 22 4 2 16 23 23 22 17 0 7 4 22 15 5 13 16 8 22
split_gain=0.170429 0.581692 0.415754 0.572181 0.408281 0.24672 0.273218 0.238238 0.275672 0.278253 0.21847 0.198715 0.18266 0.366905 0.398895 0.356469 0.315119 0.247102 0.236047 0.432254 0.215231 0.241292 0.211897 0.211565 0.207663 0.307691 0.266429 0.202288 0.181618 0.173662
threshold=-0.237895 0.088075000000000028 71.504920895500007 13.825323026450002 15.614963485400002 7.8791617619000007 22.627560662300002 126.88362105025001 18.871799531050005 44.202975721700007 104.04332964835001 184.89106522365003 -0.16164499999999998 208.25848595475003 35.561888367500011 12.604970524100002 0.075320000000000012 -0.222165 -0.15022499999999997 191.20566072810004 71.249517373150013 18.276616214250001 415.14998645010007 -0.22147500000000001 18.581945927850004 12.306951632950001 89.208417684550014 9.5099777615500027 8.7431769115000026 -0.59496499999999986
decision_type=2 2 2 2 2 2 2 2 2 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 29 6 -3 10 9 -9 -1 -12 13 14 -2 16 17 -14 19 -17 21 -15 -22 -24 25 26 -20 -19 -10 -4
right_child=12 2 3 -5 -6 -7 -8 8 28 -11 11 -13 15 20 -16 18 -18 27 24 -21 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020301141979780757 0.0019836283322229864 0.0015515369463240728 0.0013025088608448364 -0.0021204670987867696 -0.0020228818602211806 -0.00014516847337659385 -0.00010563977220406608 0.00096296977079756005 -0.0020763221211989851 -0.0019890900275427482 -0.0009769935622724441 0.0019334564415128747 -0.0020085156689347615 0.0011136957963833085 -0.0020115839432229342 0.00076382572512079521 -0.0018190479305508101 0.0014855536847807422 0.0011877110902253581 -0.002114412271393285 0.0013127282075894838 -0.0017582276017297732 -0.00099279719208194487 0.0014277163602015722 0.00013535562531932842 0.00092420145961931107 -0.0020032495142633623 -0.00083187697158263938 0.0001173862689931727 -0.000597888032065499
leaf_weight=0.12811829589190837 0.12938920967280809 1.3944346670768939 0.72739413634553751 0.57463464973261569 0.24262656003702432 0.90403645276091982 0.52708139605238091 0.33673784341567614 1.1233857116676516 0.19318212160578696 0.13873483310453594 0.25777271878905594 0.18092390213132603 0.20896641828585449 0.37323848008236382 0.34642468941456073 0.67242347403384883 0.37864742871170054 0.15697781201197303 0.47658736410085112 2.1415580421298732 0.24358123796992004 0.34711593706015265 0.2313698781072161 92.762838695025494 2.5331191993172979 0.28010894809267484 0.23450213897740468 0.16661820677109052 0.24787259960066887
leaf_count=48 4 41 42 22 31 27 35 102 178 56 84 6 83 14 163 62 588 69 13 118 149 32 44 23 2356 77 47 50 13 56
internal_value=0.000123907 -0.000172873 0.000230948 -0.000507697 0.000253251 0.000699544 0.00109697 -0.000968282 -0.00130387 -0.000113203 0.000195862 0.000915113 0.000144226 0.000573384 -0.000983114 0.000128136 -0.000831325 5.08223e-06 0.000142708 -0.000902896 0.000819977 -0.000432101 0.00102829 -2.46941e-05 0.000151697 0.000662051 -0.00085723 0.000599241 -0.00179298 0.000819506
internal_weight=108.66 6.96263 4.61808 1.79253 1.21789 2.82555 1.92152 2.34455 1.81992 0.52992 0.524626 0.396508 101.698 3.67522 0.502628 98.0226 1.4665 0.794073 96.5561 0.823012 3.17259 0.452548 2.72004 0.578486 95.733 2.97021 0.437087 0.61315 1.29 0.975267
internal_count=4633 741 254 151 129 103 76 487 349 158 138 90 3892 429 167 3463 790 202 2673 180 262 46 216 67 2493 137 60 119 191 98
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=13 21 12 6 10 20 22 17 0 15 18 9 6 6 12 7 2 19 22 19 18 7 18 18 16 19 19 23 22 20
split_gain=0.205368 0.262459 0.26389 0.221526 0.252261 0.340707 0.292013 0.262664 0.25073 0.18687 0.506007 0.346814 0.246825 0.485472 0.472869 0.432859 0.405221 0.323743 0.501159 0.390446 0.259169 0.257004 0.28835 0.234516 0.915772 0.485369 0.20797 0.188254 0.61297 0.691225
threshold=97.873318238950006 18.870920756500002 172.53297924300003 3.6650856341500009 73.007768990450018 44.908704241950012 -0.18437499999999998 243.29790314680005 107.63242125250001 19.846565044850003 15.771515858900001 193.70978346765003 13.665319288000001 13.825323026450002 212.31925379130004 28.961691114250005 189.32640726775003 13.351077205700003 0.04932000000000001 11.850956171350001 13.921859755900002 23.913271136350005 14.170404054850001 14.804191144800003 18.634956423400002 12.551012654050002 11.550931964450003 0.091510000000000022 -0.016014999999999998 36.016191615950007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -8 -9 10 11 26 14 16 17 21 -14 18 19 -11 -21 22 -16 27 25 -25 -2 28 -15 -30
right_child=9 -3 3 4 5 -7 7 8 -10 12 -12 -13 13 23 15 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0016453000249654452 0.00055822543419668086 0.00087156508396326552 -0.0015023327576095301 -0.0017145921405249923 0.00064231026119612527 0.0011835142184075784 -0.0017059916971339691 0.0019139202166351427 -0.0020022359674667116 0.00012182436054319459 0.0013294198542669108 -0.0020528475946782381 0.0004637519534164301 0.00016276454522644212 -0.0019976122216876151 0.0018281388956437068 0.0019211062818314559 0.00056033527929300921 0.00026969193536060176 -0.00018067924881200713 -0.0020391910287001799 -0.001678380440348737 0.0014880763022614796 0.00010644691760843167 0.00025118767148062934 -0.0018225358581235222 -0.00097613825157161433 0.0002799303533305507 0.001402613128480501 -0.0010604106112645658
leaf_weight=0.61052355058609409 1.6510436257185572 0.66451631797826838 0.45859273154451363 0.30472729231405571 0.66999575512090914 0.84806228871457268 0.67625710139873185 0.18164043519936968 0.096116374639677815 0.86994937714189147 1.862138578755548 0.28813791736320116 2.5208081733435388 35.854763218216242 0.14947724107332661 0.18858452088898037 1.0345960506238041 3.1704150860896334 3.2902006540825823 0.39528999832691614 1.0675983912806257 1.4209120823361443 0.23420951582374983 0.73443839180981596 5.7081900480552576 1.5812450585654003 0.42758418837183843 37.977951315748214 0.51365349875414468 2.9769861178974679
leaf_count=446 38 56 391 94 124 59 197 6 51 10 57 22 32 1155 32 18 37 58 81 29 147 155 35 20 134 153 125 620 22 229
internal_value=0.000143281 -0.00026632 -0.00046293 -0.000239815 -3.13078e-05 0.000176187 -0.000349842 -0.00104662 0.000558754 0.000161059 0.000564764 -3.68562e-05 0.000143934 0.000177919 -0.000136167 -0.000998477 0.000887831 5.92895e-05 -0.000223213 -0.000918399 -0.001537 -0.00129386 0.000130117 0.000148345 -0.000170724 -0.00121074 0.000242599 0.000181455 8.64018e-05 -0.000697973
internal_weight=108.429 4.51043 3.84592 3.23539 2.7768 2.47207 1.62401 0.954014 0.277757 103.918 4.2289 2.36677 99.6893 88.9026 10.7866 1.99318 3.5554 8.79345 5.62304 2.33284 1.46289 1.8046 0.383687 85.3472 8.02387 2.31568 2.07863 77.3234 39.3454 3.49064
internal_count=4633 1424 1368 922 531 437 378 254 57 3209 242 185 2967 2402 565 240 69 325 267 186 176 222 67 2333 307 173 163 2026 1406 251
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=13 21 12 21 23 18 17 16 9 15 15 13 18 9 9 20 9 7 22 6 17 22 20 22 23 21 13 13 5 9
split_gain=0.05366 0.142677 0.213554 0.123814 0.205567 0.121957 0.149246 0.291377 0.300775 0.0931235 0.085744 0.0778268 0.0715094 0.0690648 0.150715 0.375684 0.243656 0.21141 0.20306 0.143838 0.163568 0.130203 0.386842 0.203216 0.198132 0.231533 0.175689 0.209528 0.13632 0.125557
threshold=95.937628385050019 18.870920756500002 216.20511703005005 3.2738626606000003 -0.098985000000000004 17.108018746400003 211.79441883225005 17.684958644900004 201.81004550795004 15.166667628900003 13.824550858100002 92.146902421150017 17.232128601400003 186.70853236170004 192.20980299475005 40.636252116050009 189.68479361675003 22.870118039000001 -0.081984999999999988 16.455384477450004 187.63270803470002 -0.27494999999999997 39.571921479100006 -0.16164499999999998 0.08376500000000002 6.151769958900001 104.04332964835001 117.50981642375002 16.222050829800004 185.98753508445003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 13 -7 8 -8 -4 12 -3 -5 29 15 19 18 -18 -17 20 -15 22 28 24 25 -23 -24 -28 -16 -2
right_child=5 11 3 4 -6 6 7 -9 -10 -11 -12 -13 -14 14 21 16 17 -19 -20 -21 -22 23 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10099729359745468 0.0044742899546960837 -0.00055667385266243246 -0.10136955341160413 -0.019016418053754723 -0.1008539845480593 0.081738898316475059 0.075669354830845137 0.10102452159121283 -0.10212071173967503 0.062754696297617249 -0.036951620110724163 0.097626991366858137 0.081154569282840483 0.0055151122969444352 -0.0088202617601916052 0.020474290685511355 -0.032063903251987984 -0.10934203393575884 -0.056420945994248288 0.030676658868831221 -0.03652480584502428 -0.07653495830748111 -0.057553101006688423 0.0014258714207347626 0.075176111020987438 0.068529158833391265 0.062818464660264403 -0.017589172644669328 -0.10096561061349477 0.0389563567720057
leaf_weight=0.32500406362197409 9.8008615079079373 0.17916106095071871 0.039310578948771768 0.11773248207464349 0.27300672472165388 0.41470093489624449 0.14290186332073063 0.21040519792586565 0.28478160650411155 0.28674469291740934 0.25992131235398119 0.14695200277492404 0.18056369835539954 3.1632296764146286 0.21758746069826118 0.7870690969430143 0.68617813044693299 0.73128496852586977 0.60925531083194095 1.3297600576188413 1.3082639954227486 0.23810940972179284 0.33474288077559311 61.858485452232358 0.73528728532255627 0.20453825691947713 0.66621030365058664 0.63104842518805526 0.61248945607803762 1.1834866553544987
leaf_count=584 1107 39 123 23 302 21 6 17 54 60 49 9 24 40 21 25 27 37 22 39 41 25 31 1698 33 18 44 27 44 43
internal_value=0.000850149 -0.0161976 -0.0293726 -0.00925786 -0.0297436 0.001208 0.035035 0.0046816 -0.0427157 0.0429672 0.00503425 0.0436865 0.0416188 0.000789509 -0.00030724 -0.0127414 -0.042726 -0.0719325 -0.0130772 0.00180204 -0.00678487 0.00132823 -0.0212318 0.00220938 0.0433548 -0.00950385 0.00703749 0.0237044 -0.0768116 0.00818949
internal_weight=87.9591 1.8084 1.48228 1.15728 0.831224 86.1507 1.05279 0.638089 0.427683 0.326055 0.558217 0.326113 0.298296 85.0979 74.1135 8.61504 2.81379 1.41746 1.39632 5.80125 4.47149 65.4985 2.46208 63.0364 1.17793 0.442648 1.632 1.29726 0.830077 10.9843
internal_count=4633 1213 1165 581 398 3420 98 77 60 183 96 48 47 3322 2172 231 111 64 47 120 81 1941 167 1774 76 43 102 71 65 1150
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=13 21 12 23 21 10 20 8 17 10 17 23 18 20 12 13 16 17 16 13 22 6 5 0 5 21 23 22 6 23
split_gain=0.213435 0.25012 0.34954 0.243636 0.296234 0.29004 0.226426 0.193005 0.16961 0.702605 0.49353 0.368137 0.316826 0.183115 0.174942 0.398063 0.528207 0.48134 0.485706 0.205515 0.33084 0.172643 0.283531 0.235135 0.553957 0.530459 0.263007 0.226285 0.196605 0.321413
threshold=95.937628385050019 18.870920756500002 216.20511703005005 -0.098985000000000004 3.2738626606000003 78.290589216800015 42.498713093000006 1.3489472949000001 214.22447330960003 64.294476189700006 236.15709471040003 0.078655000000000017 17.108018746400003 37.765550062200006 328.37985594320008 98.405632948800005 22.604947139800004 204.04920942250001 22.674946976100003 97.873318238950006 -0.18437499999999998 6.9201616884500003 13.252098438300001 97.886760529650019 16.316541761950003 6.7841715403000018 0.090850000000000028 -0.087660000000000002 12.255286342800002 0.11458500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 -7 12 -10 11 -11 14 -13 19 -16 -17 18 -18 20 -2 -21 -23 24 26 28 -24 -27 -25 -30
right_child=8 -3 3 4 -6 7 -8 -9 9 10 -12 13 -14 -15 15 16 17 -19 -20 21 -22 22 23 25 -26 27 -28 -29 29 -31
leaf_value=-0.0019878566932964204 0.00051041438397728448 0.00078863879414689173 -0.0013419793810565172 -0.0019832263653606829 -0.0019832596389603328 -0.00082640749555620472 0.0016243030633434957 0.0012513512789311095 0.0016444720990543935 0.00079481011351003683 0.00065930610041634355 -0.0003642630183210487 0.0013995875466653364 -0.0020483246565654888 0.0016435375137956779 -0.0017268619048223218 -0.0020824566201653647 0.0014160069950603755 0.00083913887653323956 -0.0010838904067576737 -0.0019976267714280935 0.00093027192934685239 0.0018577226446444849 0.00019589917478976247 0.00014896069590537609 -0.0004082345859049856 0.00027795163285439028 -0.002048361559592691 -0.0011766991865064895 0.00076224003309669625
leaf_weight=0.57523288467928058 0.37549360152479494 0.5791749475756659 0.32746004129876405 0.099361496549022266 0.52912884990200837 0.22138662996076164 0.20468731709843269 0.76872584722514148 0.56043108180165235 0.26742815069155801 0.65944483689963806 0.3128431210934649 0.75876758084632356 1.2020535264746284 0.33937682118266765 0.99852324966195771 0.50640803948044755 0.6325883362442255 0.38516874390188605 0.43474665330722828 0.43818800552253279 1.7790781442308787 1.0861551077105094 6.0130438143387419 89.511013671350156 0.58391047175973654 0.64623981923796225 0.72494648606516399 1.0802763729589058 0.47244916530325998
leaf_count=584 45 48 39 133 302 55 11 41 24 14 43 25 26 92 13 168 36 23 23 110 132 41 21 61 2300 42 34 51 81 15
internal_value=0.000109364 -0.000381572 -0.000630201 -0.000267086 -0.00109698 0.000257706 0.000445382 0.00078677 0.000124146 -0.00033549 -0.000789928 -0.00132613 0.000137071 -0.00170055 0.000128034 -0.000350148 -0.000618358 0.000107854 -0.000820303 0.000141303 -0.000840229 0.000149107 0.000154368 0.00014058 0.000170215 -0.00016411 0.00126842 -0.00131666 3.52786e-05 -0.000586736
internal_weight=113.074 3.30516 2.72598 2.15075 0.833178 1.31757 0.304049 0.990112 109.769 3.0022 2.44177 1.78232 106.766 1.5149 106.008 2.86207 2.52269 1.52417 0.891577 103.146 0.813682 102.332 101.897 100.118 91.2434 8.87463 1.73239 1.30886 7.56577 1.55273
internal_count=4633 1213 1165 581 446 135 144 96 3420 198 174 131 3222 117 3196 263 250 82 59 2933 177 2756 2646 2605 2355 250 55 93 157 96
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=16 16 15 19 22 8 6 6 16 14 0 18 15 21 6 10 9 22 2 6 15 7 16 16 13 23 2 23 6 20
split_gain=0.182872 0.297457 0.190433 0.56283 0.382583 0.301583 0.210719 0.49693 0.339821 0.299703 0.433859 0.329715 0.279799 0.367768 0.259578 0.212254 0.206141 0.176622 0.177892 0.174476 0.189324 0.267386 0.233932 0.317491 0.22153 0.290501 0.177306 0.168539 0.164441 0.381523
threshold=13.534968349350001 12.919969787500003 19.846565044850003 12.250988447150002 0.13747000000000004 7.0445025401000008 13.665319288000001 13.825323026450002 15.839962959300001 278.00273168625006 105.7585659356 18.037292123150003 32.355961258350007 6.7841715403000018 13.855323727400002 69.873026810350026 69.057662079300016 -0.15962499999999999 394.27271598845005 13.500315432750002 18.019770707250004 24.613673730750005 11.949972055800002 10.604975200950003 95.811270852950017 0.075320000000000012 285.01633004880006 -0.249005 12.255286342800002 34.515670600900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 3 5 -5 16 9 8 -8 12 11 27 13 28 -9 -15 17 -2 -19 20 22 -22 23 24 25 26 -1 -11 -4 -30
right_child=2 -3 6 4 -6 -7 7 14 -10 10 -12 -13 -14 15 -16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00098380132579008964 0.0012440428721475392 -0.0020166728995861367 0.00015321194532364474 -0.001677042610046438 0.0011731210138415157 0.0017324446370226062 0.0016439934063735642 -0.0013207423825198383 0.00040609260669472976 0.00054498741230960348 0.00094391999546991135 0.0014395090519113789 0.00059499887189382462 0.00019528411517484492 0.00014574673785889357 -0.0020131380250503184 -0.0020289080733521883 -0.0019823430908977231 0.0020024583957813542 -0.0020139902059140408 0.00018256721528243352 -0.0020160735398519949 0.00067363493392608653 -0.0017173294498102763 0.001697768864968405 -0.0019855983927409399 0.00100117693813223 -0.0014952217118836598 0.0012580388853607662 -0.0020587012244327701
leaf_weight=0.25688639101940614 0.54204005115025256 0.33575908001330379 4.4111532396382227 0.55663305510825001 0.26836835267022252 1.3409714722074566 1.3826987678185099 0.4665712546557178 2.2238059509545565 0.17056939622853007 0.50220204504603305 0.18240958172827948 2.6092751887626946 0.23312812636140723 86.038972482936515 0.59275160356628476 0.12942180455138441 0.15328346103706225 0.0599067322909832 0.17706579914920428 0.44863857894961245 0.40431375694242888 1.7771911345698752 0.46856577540620481 0.283178933081217 0.27579335300754337 0.52987165281911075 1.7824347649657275 0.20092543284408737 0.39639956224709749
leaf_count=126 30 94 121 94 15 40 40 15 27 16 43 18 14 10 2315 123 50 72 1 62 41 102 56 224 11 464 83 256 15 55
internal_value=0.000133244 -0.00023471 0.000150742 0.00063342 -0.0007499 0.00114619 0.000136191 0.000167568 0.000880692 -0.000118963 -0.000695916 -0.00108157 6.12647e-05 -0.000177435 0.000137837 -0.00138975 0.000257544 0.000649367 -0.000862608 -0.000105248 -2.92041e-05 -0.000859625 0.000168015 -0.000327264 0.000156738 -0.000253959 0.000353057 -0.00131704 2.24709e-05 -0.000943031
internal_weight=109.201 4.95726 104.244 3.05062 0.825001 2.22562 101.193 90.112 3.6065 11.0812 2.63762 2.13541 8.44363 5.83436 86.5055 0.82588 0.884652 0.75523 0.21319 4.62151 4.44444 0.852952 3.59149 1.8143 1.34573 1.06255 0.786758 1.953 5.00848 0.597325
internal_count=4633 1263 3370 302 109 193 3068 2397 67 671 333 290 338 324 2330 133 153 103 73 1169 1107 143 964 908 684 673 209 272 191 70
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=16 15 12 15 19 22 8 20 6 23 20 9 20 16 8 21 15 20 0 8 8 20 22 5 6 21 6 16 7 9
split_gain=0.0517122 0.172787 0.17192 0.140712 0.336837 0.227526 0.167698 0.128779 0.112055 0.0967259 0.0901487 0.0898178 0.157226 0.129713 0.106663 0.142273 0.103754 0.0960584 0.206281 0.24083 0.21784 0.169045 0.196851 0.156261 0.149554 0.34215 0.281469 0.316331 0.194023 0.223156
threshold=13.534968349350001 18.019770707250004 279.38363401210006 19.846565044850003 12.250988447150002 0.13747000000000004 7.2443465838000014 43.321682097200004 13.500315432750002 -0.222165 46.324972967950011 38.283670303850009 47.079243513300007 19.304954856600002 5.1459841250500009 9.2861839891000013 33.995989817300007 36.558960102350007 89.861713010250014 8.6432548896500023 8.1436447804000007 37.041406607950009 -0.08158 17.687678651600006 13.665319288000001 6.7841715403000018 13.825323026450002 15.839962959300001 25.806080957700004 188.08209940425004
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 -2 -1 -4 -9 -5 14 -14 15 16 -13 18 19 -16 -20 22 -19 -22 25 28 27 -26 29 -23
right_child=3 2 9 11 5 -7 -8 10 -10 -11 -12 12 13 -15 17 -17 -18 21 20 -21 23 24 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.004534234410156276 -0.10238186671023784 -0.10208413636675691 0.048444414735379387 -0.067073375731702231 -0.082215518469233001 0.057396635405713971 0.084540721097649929 0.099058238783029384 -0.10186096566160459 -0.062442344216612801 0.0044789243780058371 -0.09027626594455837 0.057477835465610951 -0.015697352731877664 0.09995511024006884 0.020975584346812376 0.10106463025897026 -0.088700836255556206 0.048731294262661991 -0.007394872674100654 0.010298639010881388 0.0014956714939413727 0.00083458658330442614 -0.03475917649287754 0.083388928838539711 -0.079967518457211298 0.0005046193059896558 0.010451353394404075 0.0026108916670737371 -0.092267527653101922
leaf_weight=2.5401511749851124 0.082339764047445696 0.3709830502079966 0.17349777137860656 0.19422034222861739 0.3710342334507003 0.17031243816018105 0.79535442125052214 0.14432125119492412 0.10300312711933646 0.14391970287351796 0.33402594071230851 0.37721022044934116 0.86326319581712485 0.33673939038999379 0.53724570898339052 0.2412750312287244 0.030641268938779831 0.46303776965942234 0.88825849199201901 0.34202344994992018 1.9860312883974987 0.50496740639209636 0.52280265197623421 1.2567181058111598 0.85978493280708734 0.70351732079870988 65.766350084304577 1.9280156535096464 4.654430128633976 0.51038124872138724
leaf_count=999 68 145 10 144 94 15 38 7 55 54 80 448 69 36 32 92 1 24 55 20 33 2 19 37 39 118 1676 25 146 52
internal_value=0.000986883 -0.0112343 -0.0558587 0.00146665 0.028393 -0.0382923 0.0550146 0.0131307 0.000388037 -0.00183256 0.0330143 0.000850868 0.00101025 0.0369437 0.000481636 -0.0398928 -0.0759011 0.000805499 0.0142164 0.0581975 0.00485521 -7.96211e-05 -0.0412192 -0.00716339 0.000461663 -0.0141909 0.00182387 0.032946 -0.00602918 -0.0456359
internal_weight=88.1959 3.33155 0.688401 84.8643 1.89739 0.541347 1.35604 0.560687 2.64315 0.317417 0.478347 82.9669 82.7727 1.2 81.5727 0.649127 0.407851 80.9236 5.01028 0.879269 4.13101 75.9133 0.98584 3.24275 74.9274 6.3733 68.5542 2.7878 5.66978 1.01535
internal_count=4633 1263 209 3370 302 109 193 155 1054 64 87 3068 2924 105 2819 541 449 2278 177 52 125 2101 43 70 2058 318 1740 64 200 54
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=16 15 18 17 10 6 13 16 21 10 3 17 17 23 23 21 4 21 8 22 22 6 20 6 4 0 22 6 4 4
split_gain=0.183585 0.693408 0.541237 0.316796 0.498062 0.317462 0.595082 0.51571 0.353168 0.412733 0.300371 0.450549 0.25112 0.289339 0.400313 0.251987 0.228933 0.250276 0.389728 0.222172 0.448325 0.602997 0.410639 0.848683 0.537586 0.438514 0.34468 0.325199 0.46746 0.652961
threshold=18.684956306450005 29.326787846200002 14.032563378150002 201.81829107560003 75.981203682750007 15.635365317800002 108.49810477050001 16.224962059000003 4.7516206878500009 70.077349628250019 79.086372823400012 236.15709471040003 200.68261045605001 0.12001500000000002 0.10487000000000003 0.22610259290000004 143.58239362595003 1.9176293050000004 7.7439566930000003 -0.036264999999999999 -0.051199999999999996 16.315381206250006 41.489621506400006 16.415383542800004 222.34787280370003 86.036037090600004 1.0000000180025095e-35 15.205355270700002 271.78757961535001 191.03149642590003
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 6 7 12 -9 -10 11 -6 13 14 16 -16 -1 18 -18 20 27 -22 24 -24 -21 -25 -26 28 29 -2
right_child=19 2 -4 4 10 -7 -8 8 9 -11 -12 -13 -14 -15 15 -17 17 -19 -20 22 21 -23 23 25 26 -27 -28 -29 -30 -31
leaf_value=0.0020078468097995427 -0.0016954993313981035 0.00079829639830114975 -0.0016236385943660914 -0.0018270810557429039 -0.0014834920448698902 -0.0015084146580193252 0.0013283852910386258 0.00050446663572719654 0.0012619342581113551 -0.0020353594955325577 0.00058460602252642267 0.00064923335657387094 0.0016297538471387312 0.0015010991809056525 0.0003051996788462678 -0.0020669670553393315 0.00011180447300459223 0.00025698209403542295 -0.0018164546278821732 5.0048411131234782e-05 0.00036557612992176605 -0.0013718715849527731 0.00029529757432799405 -0.00014151399519245103 0.0014711953753176262 -0.0022201630206711504 0.00061073360779403051 0.00022290271681707746 -0.0013884961982206781 0.00029428232113975583
leaf_weight=0.26399867562579693 0.74389662558678438 0.45533226506449809 1.6059314911890394 0.77762990249902886 0.97639776966877911 0.41672362271583452 1.7106800496694621 0.45868684832657791 0.17208085628226377 0.96127044504100922 1.4311833373903935 0.62434876066436118 0.47134891882887942 0.61403878462044659 0.26174649902441238 0.50305514920455607 1.2442619610296777 13.833193305723396 0.59602403667122406 5.4681776117649887 1.3811549879610532 1.7298625721305141 7.2448079498717544 0.70540852053090908 2.3551160742063058 0.87320354313123971 7.4568840130232275 45.70458267487993 1.1428056517033836 4.2946943060960621
leaf_count=3 59 36 254 84 367 352 39 41 70 182 72 140 45 46 17 43 261 839 55 120 16 30 83 70 59 30 80 996 66 78
internal_value=0.000143361 4.97031e-06 -0.00108863 9.40108e-05 -0.000427148 0.000186324 0.00021981 0.000121954 -0.000947203 -0.00153472 -6.80926e-05 -0.000651652 0.000217646 0.000179209 0.000130611 -0.00125511 0.000197109 0.000166609 -0.000512712 0.00019126 0.000122466 -0.000600521 0.000348229 1.14349e-05 0.000542708 -0.00129131 0.000817265 0.000165815 -0.000256286 5.11329e-07
internal_weight=106.479 27.3779 2.06126 25.3167 3.80956 21.5071 21.0904 19.3797 1.59204 1.13335 3.03193 1.60075 17.7877 17.3163 16.7023 0.764802 15.9375 15.6735 1.84029 79.1006 54.997 3.11102 24.1036 8.82342 15.2802 1.57861 9.812 51.886 6.1814 5.03859
internal_count=4633 2946 290 2656 663 1993 1641 1602 293 252 579 507 1309 1264 1218 60 1158 1155 316 1687 1245 46 442 183 259 100 139 1199 203 137
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=18 16 19 15 20 18 21 10 6 9 15 10 17 23 4 20 13 17 4 5 23 0 5 3 6 6 0 15 5 20
split_gain=0.0538939 0.256159 0.25288 0.379418 0.194628 0.169609 0.416306 0.250906 0.500871 0.374574 0.31333 0.259274 0.242172 0.214034 0.187063 0.153323 0.140526 0.138653 0.249547 0.394987 0.269536 0.1643 0.204709 0.146131 0.20318 0.131335 0.174907 0.306095 0.383008 0.336186
threshold=13.900697602550002 22.644947046300004 14.451165964200003 42.968808980200009 40.806664626150003 14.085466345100002 4.4906890396500012 66.859265246100009 15.105352934150002 205.22231928645002 36.136500007950012 69.999384342500022 193.09202135800004 -0.25843999999999995 143.58239362595003 42.527280425250005 109.51703040195001 199.89028782265004 309.25865594525004 23.714185006400005 0.10087500000000002 86.162394622750014 24.650863849000004 87.399085362750014 14.865347326450001 14.905348261050003 95.217121606100008 31.264641197600003 18.331716563250001 36.952388736350009
decision_type=2 2 2 2 2 2 2 2 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 2 5 4 -4 6 -2 9 10 -7 11 12 -9 -13 -15 -11 25 18 23 -20 21 22 -21 24 -1 26 27 28 29 -16
right_child=1 -3 3 -5 -6 7 -8 8 -10 15 -12 13 -14 14 16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0067280823009440759 -0.0022106274400089014 0.057808455431091532 -0.0078347324306294475 0.057120132642108634 -0.093565042895274175 -0.034199463244128661 -0.087639311697702726 0.095974884345004396 -0.087032948669130944 0.088975232662617532 -0.083384594390630964 -0.079659326846129516 0.011592364788835527 0.09024099605884929 0.0034498277370647182 0.023481375282014542 -0.071795586231517591 0.028725412204640324 -0.086630898393766087 -0.1056102296401964 -0.10531359919950019 0.036613694260687453 -0.0022072954807444253 0.0030756917448555559 0.08344176365097862 0.04805725687025135 0.0019246317112931257 -0.10483019503503255 0.074920810594776857 -0.10346048686588943
leaf_weight=0.93721883680700446 2.2365775812795614 0.70554322889074583 0.38273963704705127 0.3062609527260064 0.85945500634261407 0.56691235037397136 0.76573125848517509 0.54045242657594872 0.66855668486095865 0.85216437838971593 0.43854657909832795 0.33657748308452085 0.91749591333791614 0.23070481792091868 0.78814448683989302 0.61569747608155012 0.27131096506491204 2.0328063787601414 0.76936345462490807 0.21866530951229002 0.25101231966982585 0.94607419063686382 1.5386869820631544 43.550871801082167 0.54660947318188846 0.56919672060757776 23.863930086782233 0.41769507378921833 0.40932377539866127 0.46925344974806649
leaf_count=60 52 52 20 24 58 35 70 21 53 27 105 111 31 3 17 34 8 36 69 52 16 20 140 1368 17 28 1831 108 25 142
internal_value=0.00101859 -0.00187256 -0.00302598 -0.0425714 -0.0671502 -0.00127434 -0.023999 0.000860673 -0.00145005 0.0348397 0.000505911 0.00178271 0.0428724 -0.000407168 0.000580061 0.0615037 -0.000192096 0.0031368 0.00206997 -0.0228089 -0.00618912 0.00301456 -0.0150736 0.00412715 0.0349877 0.000540506 -0.00050181 -0.0282815 -0.00909771 -0.0364485
internal_weight=88.0036 37.2123 36.5067 1.54846 1.24219 34.9583 3.00231 31.956 29.9212 2.03477 29.2526 28.8141 1.45795 27.3561 27.0196 1.46786 26.7889 50.7913 48.7585 3.7238 2.95444 2.70343 1.75735 45.0347 1.48383 26.5175 25.9483 2.08442 1.66672 1.2574
internal_count=4633 2855 2803 102 78 2701 122 2579 2483 96 2430 2325 52 2273 2162 61 2159 1778 1742 297 228 212 192 1445 77 2151 2123 292 184 159
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=16 16 22 3 20 7 5 12 21 15 22 20 20 6 19 22 16 13 19 15 0 20 0 17 16 23 5 21 2 22
split_gain=0.192276 0.442723 0.312468 0.659129 0.569051 0.580276 0.493819 0.409269 0.374226 0.317925 0.550897 0.309142 0.302926 0.293574 0.343703 0.276726 0.267868 0.441322 0.422067 0.385418 0.308793 0.266268 0.415597 0.487642 0.588055 0.465215 0.39741 0.332856 0.614166 0.491259
threshold=20.394952307700002 20.034953149600003 -0.059424999999999999 87.399085362750014 38.238138001450004 23.960918281000001 19.973460566700002 114.82338089645002 13.917356790500003 32.548041893900006 -0.068964999999999985 38.396531328800009 44.749265482150008 14.845346859150002 13.551093343600002 -0.06828999999999999 20.674951653000004 113.98793627290001 14.251149826300002 33.787611863550005 90.321439350550008 42.206017975500011 86.208098410950015 197.70480304825003 22.584947186600004 0.10487000000000003 21.363989181350004 1.8364927951500001 100.92170827030002 -0.011849999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 -1 13 10 11 -6 -10 -4 -15 -11 18 19 -2 -18 21 -19 25 -24 -25 27 -26 -23 -29 -30
right_child=16 -3 3 -5 9 -7 -8 -9 12 15 -12 -13 -14 14 -16 -17 17 20 -20 -21 -22 22 23 24 26 -27 -28 28 29 -31
leaf_value=-0.0020617732952481764 0.0018294081993887404 -0.0016669683868230213 0.00033160048945985951 -0.001585327252909674 0.0018076500065655663 -0.0018153571293200296 -0.0013414232975335692 0.0010764876800653147 -0.0020479472222248185 -0.0020492794592750691 -0.0021473937515551957 8.9084338322620031e-05 0.00076845096708828191 0.0019607712514868448 0.00036961619460015052 0.0010327669957486186 -0.0017069958952618471 0.00030999593673184306 0.00014236191717284332 -6.1800733134953622e-05 0.0013124279413837679 0.0014490246991010782 0.00052554422285128449 -0.0016253639371440459 -0.00084224009926078499 -0.0020587748563738084 0.00070661713371251219 0.00015663011696286192 -0.0018698898736601987 0.00094566554041401903
leaf_weight=0.21569161710249618 1.0258042416535311 0.55847481719683756 18.331662376517912 0.72783067999625828 0.41213023685851169 1.3628023455632954 0.67333809114643273 0.61621416288835462 0.43346976410248217 0.48604381253244355 0.41829397125729784 17.089405681272183 0.22203829623686033 0.97120215836912338 1.1283013722859321 0.14554202556610008 0.81069508311338667 42.013905475847423 1.2835505865514276 1.6860892269760368 1.0249005388468493 0.41797592141665774 7.4230166571214777 1.0051302500069144 1.0152591317892077 0.59618595748179348 1.7090493328869341 2.9072847788338549 1.3067632908496309 0.2913809366000345
leaf_count=74 38 42 665 248 10 350 72 130 43 80 48 1532 31 23 21 3 31 639 24 31 32 12 114 33 11 46 38 58 135 19
internal_value=0.000167938 6.76618e-05 9.00689e-05 0.000250178 -8.34815e-05 -0.00102762 0.000311572 0.000262818 0.000364355 2.82143e-05 7.64038e-05 0.000129554 -0.00109396 0.000411143 0.00110566 -0.00133906 0.000236002 0.000211659 0.00089174 -0.000595988 0.000245431 0.000226797 1.71323e-05 0.000234923 -0.000343524 -0.000422919 0.00012941 -0.00022483 -0.000380116 -0.00135654
internal_weight=108.309 43.7924 43.234 22.4878 20.7461 2.19471 21.76 0.831906 21.0867 18.5514 17.9198 17.5015 0.655508 20.4312 2.0995 0.631586 64.517 62.2076 2.30935 2.49678 59.7109 58.686 16.672 11.1525 3.72944 5.51959 2.72431 4.9234 4.50543 1.59814
internal_count=4633 3372 3330 1103 2227 554 855 204 783 1673 1590 1542 74 709 44 83 1261 1199 62 62 1137 1105 466 196 82 270 49 224 212 154
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=16 15 18 6 13 16 9 15 3 10 20 13 12 5 6 2 13 8 7 10 14 16 9 21 13 15 9 7 23 16
split_gain=0.221601 0.579389 0.492753 0.362776 0.500425 0.554958 0.511362 0.43672 0.575791 0.397703 0.323086 0.323908 0.335794 0.331836 0.270856 0.262217 0.303427 0.280889 0.237921 0.349827 0.236205 0.251511 0.234638 0.229985 0.362659 0.222824 0.209365 0.207824 0.335513 0.201652
threshold=18.684956306450005 29.326787846200002 14.032563378150002 15.635365317800002 108.64328150955002 15.839962959300001 191.61296531520003 28.298162031900002 77.817420585800008 78.728807892050014 37.232443001650005 97.873318238950006 216.20511703005005 2.7155367820000005 13.245309474550002 186.79363985910004 102.83621194775002 7.6440346712000009 24.103872582350004 74.927328095600004 316.16904661820007 9.7049773055000017 73.466513400400018 6.9984086918000008 103.75835308650001 13.699258176050002 213.03443802080002 19.506002767000002 0.089505000000000015 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 3 -3 4 5 10 22 8 9 -8 25 12 13 -12 -15 23 17 -17 19 -14 -20 -22 27 -13 -25 -1 -4 -7 -29 -2
right_child=29 2 26 -5 -6 6 7 -9 -10 -11 11 15 18 14 -16 16 -18 -19 20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.0010365864142164046 0.0010660697451663418 0.00074339788729312496 -0.0020289124335081334 -0.0015897218446451139 0.0011996468093082105 0.0018122734557581952 0.0017336337909931009 0.00067160921468403356 -0.0019667994743149905 -0.0012429450893922406 0.0010965950317136763 0.00037014763395872864 -0.00095916531187898498 -0.0019918926299695551 0.00049171201201942717 0.0011874596368823829 0.0017800968254459981 -0.00083072348605649476 0.0012631392332640623 0.001348717392222435 6.7439795172045657e-05 -0.0017079189853351224 0.00079108614298148243 -0.0016754280607926544 0.00026674589132738086 -0.001999090913407896 -0.00047182254276520582 -0.0020268280872746242 0.00088098415110509645 0.00021950823475356773
leaf_weight=0.1205198853204078 1.0970314668957133 0.48215994932979755 1.0373402472923769 0.4765272456825177 1.6006634237419337 0.11817349493503471 0.3224679799750455 0.47956353676272545 1.7705512762768192 0.37127425166545436 0.22678017914859339 12.310076559428127 0.34084432388772279 0.87346127433738707 0.20927168345951941 0.59715334326028757 1.0322681731195187 0.47687272354960442 0.27198981982655812 0.97438575091291568 0.66185128988035991 0.57188033478087164 1.2028649865824261 0.56968991388566692 1.0526574635878203 0.40657356949827772 0.488266723579727 0.4353804871916509 0.2348505819827551 77.882299941993551
leaf_count=149 29 36 206 357 38 5 20 14 166 35 71 158 61 442 27 29 42 29 16 42 224 192 33 59 9 197 48 222 19 1658
internal_value=0.000176961 3.26269e-05 -0.000984482 0.000106327 0.000136005 6.95818e-05 -0.000521259 -0.00104036 -0.00137352 0.00014064 0.000210471 0.000250075 -0.000239571 -0.00106013 -0.00151186 0.000376174 0.00102098 0.000291377 0.000141341 0.000750625 -0.000390862 -0.000755505 0.00024617 0.000278693 -0.000415252 -0.00130498 -0.00153057 -0.000585206 -0.00100792 0.000231267
internal_weight=108.696 29.7164 2.00777 27.7086 27.2321 25.6314 4.93513 2.94386 2.46429 0.693742 20.6963 20.1692 4.13046 1.30951 1.08273 16.0387 2.10629 1.07403 2.82095 1.31523 1.50572 1.23373 1.99127 13.9324 1.62235 0.527093 1.52561 0.788405 0.670231 78.9793
internal_count=4633 2946 290 2656 2299 2261 514 235 221 55 1747 1401 1075 540 469 326 100 58 535 103 432 416 279 226 68 346 254 246 241 1687
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=22 8 9 4 23 12 5 4 22 15 22 13 16 22 16 16 22 17 23 23 4 2 16 15 5 15 14 0 17 16
split_gain=0.0564965 0.255482 0.332198 0.177414 0.170559 0.187399 0.211004 0.15418 0.130838 0.206398 0.0983994 0.247632 0.3848 0.312181 0.244923 0.146843 0.170951 0.262192 0.161305 0.131777 0.125057 0.260792 0.120834 0.104755 0.163279 0.143135 0.103406 0.106777 0.0952074 0.0913679
threshold=-0.27494999999999997 8.3434888241000014 216.07042296730003 222.34787280370003 0.083905000000000021 179.47323713510005 13.8160216159 269.33704784675007 -0.58835000000000004 33.423812040500003 -0.16164499999999998 117.57433941890001 22.399947619200002 -0.24150999999999997 22.694946929300002 12.604970524100002 -0.15022499999999997 191.20566072810004 0.075320000000000012 -0.222165 208.25848595475003 67.992056490600007 9.5099777615500027 20.734744936600006 23.714185006400005 26.003567713650003 301.50888169040007 86.474255765850003 177.30738098725001 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -6 -7 -1 -10 11 12 13 29 -13 18 17 -17 19 -12 21 -15 -21 24 26 -25 27 -22 -28 -2
right_child=10 2 -4 4 5 7 -8 -9 9 -11 15 14 -14 20 -16 16 -18 -19 -20 22 23 -23 -24 25 -26 -27 28 -29 -30 -31
leaf_value=0.087858648673662831 0.053188302887514485 -0.085499531634343373 0.034871558122891687 -0.10389465516854612 0.023170717876921151 0.095046183275946841 -0.11420867192907241 0.004389466008441526 -0.10135812900185837 0.10083551612537128 -0.10137128769016407 -0.10360756424512954 0.087069947680055049 0.10082282752106193 0.082132055293474282 0.037342591488673464 0.0018303132046068272 -0.10788615076110797 -0.09243811591562652 0.074163492333237852 0.068029718124300628 -0.10212432814695094 -0.045024357518750134 0.086106878756869037 -0.06112087563325172 4.3925847750208293e-05 0.091826977419343953 -0.10189511616210099 0.0051499016580333658 -0.10308416285396423
leaf_weight=0.39563394828292076 0.042963182121184995 0.7934350865834856 0.32244867319241166 0.1697852145437081 0.20131138700889994 0.23506816010922171 0.25144556094892323 0.92897035976966436 0.11261671888996705 0.091509845107793808 0.10392635735945532 0.28931467914662778 0.80055679287761439 0.092001587152480968 0.09407988446764648 0.19587405436868621 79.503903868781663 0.34025862563066767 0.35050369650826951 0.21344163384367121 0.059551280563027609 0.20309164618447539 0.14141600449147518 0.56370126252295449 0.24909393733832985 0.29405518717248924 0.29912496675387956 0.09756566259329702 0.21987601077944419 0.28964058102064882
leaf_count=32 17 67 31 120 35 6 14 85 100 4 83 118 32 4 4 62 2493 118 588 69 6 135 50 52 39 45 31 44 51 98
internal_value=0.00122588 -0.0112197 -0.0507168 0.00724967 -0.00854845 0.00146418 -0.053125 0.0226969 0.0543095 -0.0107148 0.00174205 0.0179312 0.0270003 0.00705181 -0.0580296 0.00102227 0.0014508 -0.0548274 -0.0413606 -0.00233822 0.0214487 -0.0388512 0.0266654 0.0314288 0.00809008 0.0566029 0.0335886 -0.0374893 0.055106 -0.0828981
internal_weight=87.9462 3.50222 1.11588 2.38634 1.78658 1.6168 0.452757 1.16404 0.599761 0.204127 84.4439 3.59462 3.21122 2.41067 0.383395 80.8493 80.04 0.536133 0.809288 0.458784 2.07806 0.295093 0.354858 1.78297 0.925212 0.857756 0.676118 0.157117 0.519001 0.332604
internal_count=4633 494 98 396 260 140 49 91 136 104 4139 676 554 522 122 3463 2673 180 790 202 407 139 119 268 171 97 132 50 82 115
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=8 6 20 7 12 7 6 22 22 3 5 13 5 6 20 13 18 22 0 5 17 0 6 17 22 3 23 22 17 21
split_gain=0.054123 0.197233 0.122283 0.0996901 0.0993248 0.0846534 0.0822719 0.0656941 0.314634 0.41044 0.641376 0.21472 0.430373 0.316323 0.530421 0.333596 0.229597 0.170449 0.160776 0.277726 0.145791 0.211018 0.420892 0.222831 0.191081 0.339108 0.148828 0.229945 0.167344 0.211685
threshold=9.5425530862500008 17.755414852450006 38.751720283100006 23.473156321500003 58.770113158150004 21.698399695800003 22.495525604350004 -0.064729999999999996 -0.054875 93.636308225400015 18.057701168700003 117.67112391160002 22.887221773600004 16.445384243750002 41.289992964000007 117.55283175385001 13.087929333200002 -0.05953 86.036037090600004 22.533652790000001 205.09306577200002 87.525442894850016 15.945372561050002 210.59174899425003 -0.068964999999999985 93.216908757050007 0.089850000000000027 -0.086139999999999994 214.22447330960003 1.0853204796000002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -3 6 -4 20 9 10 17 13 -13 15 -15 18 -16 -9 -10 -20 24 -22 23 -23 -1 -26 27 28 -25 -30
right_child=2 3 5 -5 -6 -7 -8 8 11 -11 -12 12 -14 14 16 -17 -18 -19 19 -21 21 22 -24 26 25 -27 -28 -29 29 -31
leaf_value=0.0011677042572876086 0.081528304404172747 0.093727143468959676 0.021340131129714869 0.034902698301023695 -0.086798611970747064 0.036884250821199838 -0.10221461195951587 -0.11064048811009042 0.076962704664355272 -0.043891178197051753 0.088021666273000246 -0.0063985427327780996 0.094242219615641568 -0.0063018635112160621 -0.0044543981482745914 0.071197067255637583 -0.1081297557035637 0.017504345021965306 0.0039213686509312366 -0.06332997060741434 -0.1045215531804301 -0.082245031933819102 0.064417444006246827 0.013488439541581885 0.016887516121460666 -0.11353056943038353 -0.076484369728194418 0.078294262127153624 0.064760646651078405 -0.10262527421732684
leaf_weight=46.452809078661851 0.27090366499032725 0.032629154971799745 0.095696642298207735 0.099286486452911049 0.46218013799079927 0.25029380570049398 0.12337162491166964 0.22428709407358838 0.29088863936341169 0.48222317127510894 1.5803458843292899 1.0044301832094777 0.73645840430981468 5.0487667259294531 0.28556371665399616 0.740205776412039 0.84770829257467994 0.19322073041166676 23.635996563127382 0.63044511529733327 0.2814820665516885 0.64931130757224842 0.55486761906649906 0.60389879757713127 0.39948698611397659 0.39800054766237736 0.30308869356170465 0.29993253834618272 0.095970714652139577 0.355132146669348
leaf_count=2369 19 4 38 22 185 15 15 13 38 14 47 19 24 67 33 28 54 31 992 38 37 142 36 16 32 9 90 52 19 135
internal_value=0.0011058 0.000875879 0.0280305 -0.0565447 -0.0748942 -0.00284707 -0.0482416 0.00127211 0.00455403 0.0389126 0.058899 0.00198898 0.0361761 9.8359e-05 -0.0201796 0.00505375 -0.0820055 -0.0513356 0.00306006 0.00217417 -0.00105289 -0.0219054 -0.0137806 -0.0325856 0.00033448 -0.0482 -0.0131381 0.00103196 -0.0209334 -0.0670144
internal_weight=87.4289 86.6886 0.740266 0.594096 0.494809 0.469362 0.219068 86.0945 35.7005 2.48008 1.99785 33.2205 1.74089 31.4796 6.18204 25.2975 1.13327 0.417508 24.5573 24.2664 50.394 3.14368 2.8622 2.30733 47.2503 0.797488 1.65802 1.35493 1.055 0.451103
internal_count=4633 4546 87 211 189 68 53 4335 1398 105 91 1293 43 1250 154 1096 87 44 1068 1030 2937 527 490 454 2410 41 312 222 170 154
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=3 15 13 16 10 9 2 23 6 6 15 3 20 21 12 16 3 13 22 16 2 0 12 18 7 21 16 3 10 3
split_gain=0.197319 0.277093 0.230377 0.620242 0.542245 0.343213 0.604454 0.340833 0.31615 0.450343 0.395923 0.33664 0.284654 0.279763 0.583906 0.41723 0.831018 0.735331 0.499428 0.406813 0.36322 0.313113 0.443069 0.376992 0.28605 0.322673 0.267228 0.331776 0.623465 0.683142
threshold=93.883646373400012 48.268997165750008 115.13321943645001 21.074950717600004 62.907231794400012 181.33671263215004 78.110129541750013 0.090665000000000009 16.245379570700006 16.315381206250006 42.076928760450009 88.974521827200007 39.656620114300004 6.7841715403000018 288.20446809535002 18.974955628300005 85.589753040950015 107.29098706995002 0.20852500000000004 18.554956610400005 233.38240125640002 97.722764583650005 191.62027512645003 15.481271036150002 24.103872582350004 10.899813468900001 20.864951208700003 84.812788641250009 69.999384342500022 86.26455603170001
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 -4 -7 -6 10 -10 13 -11 -8 14 26 16 17 21 -17 20 -18 22 -15 -23 -25 -26 27 -1 29 -29
right_child=1 -3 4 -5 7 6 12 -9 9 11 -12 -13 -14 15 -16 18 19 -19 -20 -21 -22 23 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.0002989149533132447 -6.253414366816071e-05 -0.0016706915825377634 -0.00071600356831550067 -0.0013954202536185607 0.0017973620706996671 0.0011586298892057329 0.0009888015082970391 0.00033913599549758515 0.0020063196613063147 -0.0010454306835364076 -0.0017274610692763035 0.00095294302456331204 0.00015251476120649974 -0.00010658849851547858 -0.0012812057753175767 -0.0018039067000759123 -0.0019932303325134772 -0.0016332378448689316 0.00052097576504732293 0.0019482692002405081 0.0013839980976619274 -0.0017412226678450646 0.0014651947405686224 0.001586802858087727 -0.0016035769334395546 9.4553162257075683e-05 0.0015984725136540744 0.0014699633559847067 -0.001067229614109025 -0.00020644771270330258
leaf_weight=24.827546235244654 9.1415420754974512 0.43137337196094527 1.5095635233446945 1.0977608433458943 1.3713855710811906 2.5711031034588805 1.6216961224563409 1.1191324333194641 0.7912374641746277 0.54553700773976721 0.47116284354706195 0.79842813406139612 44.623495165375061 2.0243875354790348 1.036534134394741 1.1638349229469884 0.23135193259440701 1.3117333416012114 0.51132190413773049 1.0728404922410844 0.26006896913168021 0.68149513998650979 1.0456835159493492 0.33584735213571582 0.58534544756139473 1.623241189020973 0.52708260202780266 1.2263081754972507 2.1371739366877591 3.9283474439725978
leaf_count=1085 912 72 28 37 49 40 33 32 16 19 34 28 559 49 280 61 80 107 13 23 25 117 86 28 177 307 11 33 180 112
internal_value=0.000134052 -0.000135001 0.000159541 6.15722e-05 0.00024901 0.000204813 0.000233288 0.0011421 9.55041e-05 0.000832713 6.05253e-05 0.000141771 0.000181841 7.94436e-05 0.00016764 -0.000194427 -3.00823e-05 -0.000297709 -0.00109426 0.00127151 -0.000205939 -1.94602e-05 0.00042877 -0.000446034 -9.91342e-05 -0.000355505 0.000213641 0.000190916 -0.000176804 0.000192376
internal_weight=110.624 9.57292 101.051 48.2343 52.8164 50.3259 48.8163 2.49052 47.1365 2.1352 45.0013 1.34397 46.2452 44.5301 33.683 10.8472 9.17199 7.60773 1.67516 1.56426 0.491421 6.296 3.07007 3.22593 2.54443 2.20859 32.6465 32.1194 7.29183 5.15466
internal_count=4633 984 3649 2908 741 660 632 81 2871 63 2808 47 592 2774 1701 1073 999 871 74 128 105 764 135 629 512 484 1421 1410 325 145
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=5 5 22 23 2 4 8 9 22 4 5 23 5 3 15 15 16 16 13 13 18 10 21 19 21 21 2 20 20 22
split_gain=0.141324 0.292692 0.494626 0.291258 0.251079 0.301214 0.434258 0.435111 0.321955 0.285434 0.235175 0.230433 0.220694 0.215297 0.21114 0.303696 0.299983 0.237038 0.710034 0.51921 0.222797 0.680224 0.307276 0.48798 0.301492 0.726223 0.340571 0.678565 0.377493 0.410595
threshold=23.605484525250002 23.195398057700004 -0.06828999999999999 0.091885000000000022 323.30468295165002 325.36462540085006 8.3434888241000014 205.73475031020004 -0.237895 227.16561897400001 23.881206071300003 0.11458500000000002 30.922794813800003 112.7969493211 42.33967733730001 41.54912092575001 22.574947209950004 22.674946976100003 117.61735474900001 117.73026999045001 13.781134552700001 62.111448187750007 15.678076857950002 14.351157895250003 8.9448347342500032 9.8787602961000029 168.84984911130002 39.262923716450011 39.852039223600009 0.05642500000000001
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 6 8 -8 -2 13 -5 -12 -11 -10 15 17 -16 20 -19 -20 22 -22 -1 -24 -23 -26 27 -27 -28 -30
right_child=3 2 -4 10 -6 -7 7 -9 9 12 11 -13 -14 -15 16 -17 -18 18 19 -21 21 24 23 -25 25 26 28 -29 29 -31
leaf_value=0.00022021521680935219 -0.0020341914905123914 0.00014560028021825397 0.0016458331246222645 -0.00048598580389892115 -0.0017912006554934633 0.00037610850617389842 -0.0020511508281674533 9.1904973590312109e-05 -0.0019955946965342169 0.0014009033937677435 0.00049331395746661478 -0.00050852971015550501 -0.00058050826705524389 0.0020058263930927815 -0.0017211726230796883 0.00070320970880432198 0.00012283007565091391 0.00035902697181644831 -0.0024084414549315073 -0.00015512990989637447 -0.0017476100024412414 0.0001584238005177349 3.1744270474720386e-05 0.0020337146205789054 -0.0019654491468850226 0.00063172454657572734 -0.0017518350563963702 -0.0013164609492947175 0.00072198898550387795 -0.0010818182927787806
leaf_weight=32.72231056955934 0.23934457561699551 2.2781074748054384 1.3430534412618715 1.6616610056953485 0.46016237496587553 1.7650892938836475 1.101448123634327 0.54421318662934925 0.25995538943243501 0.83403511936194241 5.6838813620488509 1.0449615297256967 0.29171490258886479 0.064530834555625916 0.56751391245052107 3.6034706227947018 0.84302980359643698 2.2173561183735724 0.84575353935360886 0.73466134094633162 0.78870346467010577 39.710530267579998 0.93230484839295857 0.94016236858442426 0.85572766538461831 1.1126724252098941 0.31961546444472322 1.7982875851494098 3.3866293352184589 0.56629704405349901
leaf_count=598 72 44 36 38 94 79 103 48 287 68 109 38 36 1 28 39 26 39 16 30 44 1937 34 11 93 52 52 172 344 65
internal_value=0.000128316 0.000155228 0.000702022 -5.60346e-05 -0.000404054 -0.000278903 -0.00062555 -0.00134245 7.27157e-05 0.000420436 0.000174602 0.000337732 0.000887461 -0.00119983 0.000133693 0.000145422 -0.00061908 0.0001223 -0.000356742 -0.00136098 0.000144184 5.84887e-05 0.00026442 0.00103693 8.83208e-05 -0.00025796 -5.45567e-05 -0.000571795 0.000297847 0.000463575
internal_weight=109.517 95.5662 3.62116 13.951 5.56049 5.10033 3.33524 1.64566 1.68958 1.45024 8.3905 6.72884 1.12575 0.324486 91.945 90.5345 1.41054 86.931 3.79777 1.58041 83.1332 48.5385 34.5948 1.87247 47.7498 8.03923 7.1835 2.91096 4.27254 3.95293
internal_count=4633 3660 80 973 788 694 615 151 464 392 185 147 104 288 3580 3526 54 3487 85 46 3402 2759 643 45 2715 778 685 224 461 409
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=15 23 8 14 17 16 22 4 22 17 22 20 6 5 4 13 22 13 16 22 16 22 17 23 4 2 23 0 7 15
split_gain=0.0501323 0.145317 0.174652 0.127046 0.401657 0.120741 0.0823634 0.136938 0.078603 0.216151 0.174801 0.262362 0.3207 0.150024 0.142646 0.14213 0.0994845 0.202213 0.344798 0.273886 0.133385 0.154867 0.241186 0.150367 0.109118 0.23954 0.101605 0.0943416 0.146182 0.129197
threshold=45.793006327050001 0.086955000000000018 8.3434888241000014 309.54214150395006 188.70679832985002 22.724946859200003 -0.63026499999999996 253.41602286305002 -0.59496499999999986 197.02652249450003 -0.27494999999999997 35.476804824450006 16.245379570700006 13.153721664750002 264.40103451365002 96.975373223400013 -0.16164499999999998 117.57433941890001 22.399947619200002 -0.24150999999999997 12.604970524100002 -0.15022499999999997 191.20566072810004 0.078655000000000017 208.25848595475003 67.992056490600007 -0.222165 71.249517373150013 18.276616214250001 15.840011140850001
decision_type=2 2 2 2 2 2 2 2 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 -2 4 -3 -4 7 -1 9 -8 11 -10 15 -11 -14 -13 17 18 19 -12 23 22 -22 26 25 -21 -18 28 -26 -29
right_child=1 3 5 -5 -6 -7 8 -9 10 13 16 12 14 -15 -16 -17 20 -19 -20 24 21 -23 -24 -25 27 -27 -28 29 -30 -31
leaf_value=0.03828563386126424 0.023694082811159582 0.057448206840766694 -0.10397215068451791 0.0085228225700476109 -0.10084943559500917 0.011908274063318961 0.059612474683549126 -0.081814335729583243 0.083627196565138145 0.069854583145317214 -0.081534925987175821 0.041201503267938006 -0.034690873004445219 -0.10339120050342764 0.087392881067986886 -0.091819538758797975 -0.10126615723101658 -0.074370503623059345 0.085101081984196456 0.10075738991835997 0.033948135894149502 0.0023662038100031985 -0.1072842597527649 -0.10098317356243386 0.048854221336506506 -0.10194015181163461 0.013768741489433895 -0.019171986816000155 -0.08856029099364357 0.055865631677556898
leaf_weight=0.14207341552901098 0.23423519619973276 0.26124894484382855 0.42824635624128859 2.8626316903610132 0.41477918662712909 0.11381154833361506 0.68334133490452487 0.2861543698808191 0.17264880043580788 0.071559641172370902 0.30414809210151439 0.088777195827787869 0.18215983823756687 0.1657876661629416 0.20165955688571557 0.843573231475375 0.09453197773791544 0.21475460028887017 0.7460168907418846 0.084799684584140222 0.19665360410181065 75.815777000978414 0.31396025815411122 0.2642481371184715 0.15367039549164463 0.18657928430548054 0.40890390261335952 0.28820758268147972 0.15600883588194847 1.1255557736585613
leaf_count=26 31 25 85 73 34 10 45 43 32 31 112 88 32 25 16 150 83 83 31 4 62 2284 118 515 16 135 192 99 30 123
internal_value=0.00122926 -0.00928044 -0.0484616 -0.000685079 -0.0396758 -0.0796417 0.00177437 -0.0419687 0.00200071 0.0310566 0.00167384 -0.0322781 -0.047482 -0.051158 0.0294522 -0.0791534 0.00230291 0.0194146 0.026029 0.00686012 0.00157938 0.00199654 -0.0528912 -0.0398959 0.0203376 -0.0386018 -0.00783178 0.0296184 -0.0203719 0.0405686
internal_weight=87.5065 4.31495 0.776293 3.53866 0.676028 0.542058 83.1916 0.428228 82.7633 0.920689 81.8426 1.48882 1.31617 0.237347 0.383819 0.93235 80.3538 3.25974 3.04499 2.29897 77.0941 76.3264 0.510614 0.767684 1.99482 0.271379 0.503436 1.72344 0.309679 1.41376
internal_count=4633 258 126 132 59 95 4375 69 4306 101 4205 318 286 56 48 238 3887 633 550 519 3254 2464 180 790 407 139 275 268 46 222
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=3 9 10 22 16 3 4 0 18 2 13 16 7 18 3 20 14 4 22 23 2 6 5 20 17 13 6 9 23 9
split_gain=0.19003 0.37684 0.637841 0.347058 0.423668 0.274763 0.364316 0.358369 0.919138 0.523118 0.340628 0.67629 0.348379 0.564979 0.388171 0.366764 0.533803 0.376951 0.387556 0.363156 0.351163 0.344471 0.347985 0.79879 0.512562 0.378158 0.336138 0.330779 0.377238 0.33419
threshold=93.883646373400012 186.16747084260001 61.993156030000002 -0.074029999999999999 21.074950717600004 93.776108048150022 197.71977442185002 85.990333302400003 13.087929333200002 85.298498744850022 113.98793627290001 20.834951278800002 22.812602664350003 13.204116077450001 93.394346993650018 41.289992964000007 275.12526233465002 195.04069921150003 -0.022394999999999998 0.09117500000000002 98.91243606750001 16.245379570700006 18.946524085150003 35.476804824450006 175.03333773695002 111.98772342380001 16.315381206250006 197.00658341100004 0.10052500000000002 200.84251237905002
decision_type=2 2 2 2 2 2 2 2 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 -2 -5 7 -7 8 9 -1 11 21 14 -14 -12 16 -15 20 27 -20 -17 22 25 -24 -25 -9 -23 28 -19 -29
right_child=1 2 -4 4 -6 6 -8 10 -10 -11 12 -13 13 15 -16 17 -18 18 19 -21 -22 26 23 24 -26 -27 -28 29 -30 -31
leaf_value=5.1708156446038846e-06 -1.1762907496933728e-05 -0.00019290260268225041 -0.0020715159604673462 -0.0011694726420807336 0.0019209080308267088 0.0011523677960648892 0.0001337352341951766 0.00013679516805271751 0.00011869629893575015 -0.0023944174751089086 0.00047481005929213326 -0.0015381098149090365 -0.00097397137015837597 0.00024402705992481008 0.0016746052120184094 -6.1391303770999981e-05 0.001111243912936411 -0.00092736723189137027 0.00020164916631642364 -0.0017364372177874118 0.0020004987251702015 0.0020001101324986022 0.0010685483580420824 0.00051295878155222126 -0.0011631744124846136 -0.0015758281021617964 0.00023414575420884165 0.00072578387304889276 0.00021493539845501304 5.1931230551351605e-05
leaf_weight=0.51854480803012748 4.8045508503964811 3.7033864541444927 0.85534749146245292 0.21749845983867799 0.79019175807479769 2.4128256803378454 3.0642761180642992 38.426176546523834 4.6006860942579806 1.0701152977417221 5.6397942155599585 1.0098874382674683 1.4764648368582118 8.1856948640197498 1.2702371054328976 0.55244823917746788 4.0935644479468456 2.1787394806742695 0.64437480177730566 0.87845706939697266 0.74693502485752106 0.69285167753696342 1.0984594258625282 0.8893268340252688 3.3200702034810092 0.5021665277890851 1.0310853619594125 4.2440113429911426 2.2691319123841822 8.4902352725039218
leaf_count=11 516 162 117 172 17 28 40 2355 53 39 67 38 25 92 39 3 85 26 21 28 62 16 33 84 260 30 37 27 14 136
internal_value=0.000129209 -0.000123349 -0.000545384 0.000207667 0.00125388 0.000155585 0.000582473 0.000130666 -0.000325323 -0.00161118 0.000162869 4.91206e-05 0.000294238 0.000212135 0.000695363 0.000266381 0.000533133 0.00010264 3.16986e-05 -0.000916351 0.00112386 8.3997e-05 5.04861e-05 -0.000420485 -0.000809055 0.000114703 0.000943888 0.000115723 -0.000344609 0.00027651
internal_weight=109.678 10.371 4.55873 5.81224 1.00769 99.3066 5.4771 93.8295 6.18935 1.58866 87.6401 46.97 40.6701 33.7601 6.91003 32.2836 12.2793 20.0043 18.7049 1.52283 1.29938 45.9601 44.2362 5.30786 4.2094 38.9283 1.72394 17.1821 4.44787 12.7342
internal_count=4633 984 279 705 189 3649 68 3581 103 50 3478 2853 625 519 106 494 177 317 252 49 65 2815 2762 377 344 2385 53 203 40 163
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=20 21 21 20 2 6 19 23 22 20 23 23 22 2 4 15 18 18 23 22 7 23 23 18 21 13 18 7 0 6
split_gain=0.0498491 0.126155 0.110296 0.10435 0.122001 0.134856 0.0781027 0.0718969 0.162146 0.0928595 0.0549652 0.23063 0.217275 0.424576 0.200239 0.161561 0.156651 0.171875 0.143905 0.303583 0.523849 0.315366 0.491136 0.640542 0.306454 0.256516 0.239476 0.182866 0.409492 0.491201
threshold=49.292797572200008 19.549674911150003 3.4893684343500007 48.823707093150006 253.84121610105004 15.470361462550001 9.5507705853500013 -0.27297999999999994 -0.066979999999999998 41.600558339100012 0.084365000000000009 0.083905000000000021 -0.24023999999999998 126.88362105025001 157.77812180380002 46.055224235250002 13.552878921100001 12.917213570250002 0.090465000000000031 -0.085550000000000001 25.806080957700004 0.087795000000000026 0.08673500000000002 13.934548574650002 10.581646629650001 117.59584708395001 13.934548574650002 24.385896469550001 88.350799540950007 15.695366719750002
decision_type=2 2 2 2 2 2 2 2 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 7 -5 -6 -4 8 9 -1 11 12 13 -9 16 -14 17 -12 19 24 21 22 25 -24 -16 -21 -23 -20 -29 -30
right_child=1 -3 6 4 5 -7 -8 10 -10 -11 14 -13 15 -15 18 -17 -18 -19 27 20 -22 26 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.0027957412955516283 0.033852027936614869 0.039925280561308223 0.044382634262045112 0.07123924683953442 0.060976947720367193 -0.10345038015318056 -0.10185166978284783 0.055778211145975358 -0.10453672673312497 -0.064935914777685705 -0.052573526121733473 0.087030927061627669 0.0073351143818256026 -0.093404819563564001 -0.0014122809662834995 -0.055474194415208733 -0.088114716518183034 0.030572714729409079 0.0078528610937506887 -0.10177055611549553 0.011112980573664243 -0.11610120000369589 0.090224632692473439 -0.057232218960273917 0.058636671034655363 -0.023125458147150998 -0.027551624330123637 -0.11060734547361695 -0.009428517140972828 0.089353648777251923
leaf_weight=1.2631424409750023 0.10401040856959198 0.19726451818132773 0.041641655679995893 0.43819547241582668 0.097572921302344184 0.10204532905481756 0.29713184978572826 0.2831070693973804 0.19701371148107583 0.24104139862174623 0.55921766263781936 0.34234273084211864 22.811898223135589 0.58492958648804461 10.0242263668747 0.41701903220382419 0.42324005656882935 0.4476137567544356 30.927250502744755 0.81070308186644913 2.7164646710157285 0.87483501591123036 0.64338560219039187 0.54339786616765196 0.92860378808291066 0.84912493854062632 0.46922712472928652 0.37313590722624113 8.7941885466873337 0.53395052801352072
leaf_count=106 19 31 38 29 24 25 226 106 90 48 37 30 1316 240 337 66 29 18 598 99 201 38 40 48 46 20 37 23 653 15
internal_value=0.00121589 -0.0265892 -0.0562221 0.00142116 0.0417203 -0.0230787 -0.0838767 0.00112249 -0.0192312 -0.00805807 0.00153295 0.0055298 0.00437192 -0.0447493 -9.72609e-05 0.00620753 -0.0370673 -0.0156086 0.000806675 -0.00667464 -0.0230924 -0.0452648 -0.0264148 0.0227079 0.00367879 -0.0615378 -0.0851876 0.0040954 -0.00788322 -0.00377414
internal_weight=87.3369 0.640048 0.442784 86.6969 0.637814 0.199618 0.338774 86.0591 1.7012 1.50418 84.3579 24.4393 24.097 0.868037 59.9186 23.2289 1.43007 1.00683 58.4885 17.86 6.90714 4.19067 2.84661 1.18678 10.9528 1.65983 1.34406 40.6285 9.70127 9.32814
internal_count=4633 314 283 4319 78 49 264 4241 244 154 3997 1758 1728 346 2239 1382 84 55 2155 866 483 282 207 88 383 119 75 1289 691 668
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=5 4 5 22 18 17 21 3 5 21 15 15 16 17 17 20 0 3 21 22 22 5 17 23 20 7 18 17 21 3
split_gain=0.155039 0.320686 0.306227 0.514889 0.237319 0.562598 0.43315 0.318417 0.346319 0.459646 0.214232 0.339665 0.256165 0.219291 0.46717 0.339176 0.46625 0.458556 0.320844 0.294822 0.291528 0.421093 0.321108 0.242258 0.199736 0.400761 0.196355 0.292002 0.244926 0.26031
threshold=23.605484525250002 433.65962021140007 23.195398057700004 -0.06828999999999999 13.565012728250002 193.94976740385002 5.7328850847000004 93.077108934250006 23.967536448650005 0.37234627945000004 42.33967733730001 41.54912092575001 22.574947209950004 204.55825889135002 204.73764675200002 41.559097512700014 90.321439350550008 88.813214339350012 2.8426267373000003 -0.038374999999999999 0.15915000000000004 14.835543846500002 212.38791228795003 0.089965000000000031 38.804629908750009 23.493869161500005 13.278511569200001 189.31980273685002 16.639784844150004 93.668569722950011
decision_type=2 2 2 2 2 2 2 2 2 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 10 -4 5 7 -6 -2 9 -9 11 13 -12 -1 -15 19 -17 18 -18 24 22 -22 -21 -20 25 -16 27 28 29 -10
right_child=1 -3 3 -5 6 -7 -8 8 26 -11 12 -13 -14 14 15 16 17 -19 23 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00018387850826284287 0.0016490233835372932 -0.0016575131049454946 0.00015707622139258013 0.001693549887587974 -0.00085596987508421564 -0.0018328567597658469 0.00085713144433252739 8.4445746145778188e-05 -0.0021096629871937651 -0.0019524997506740285 -0.0016904410434787911 0.00076532007812262479 7.7332918417959791e-05 -0.0024169599006083815 0.0019221488089088568 -0.0021577817879401156 -0.0020382396803366844 0.0017635018753978623 1.5382209791459412e-05 0.0018325169123725377 0.001485586887654635 -0.0020931415711298346 0.00034645521936752958 -0.0015027870629774314 0.00016905981094515052 -0.0015839105375604907 0.00056195735073548295 -0.0020111342251138103 -0.0020346740939198148 0.00021477776450490722
leaf_weight=73.47585108670296 0.42489013192243241 0.45684092254669018 2.1835487202479276 1.3613225008593861 0.73183796412922797 0.69963311577157661 2.5263256426987937 0.89878073515137458 0.19443358201533545 0.80954712658422068 0.52337100269505643 3.5499471981311208 0.79217920359224081 0.32964400772470881 0.15252500562928561 0.54037096234969784 0.42566003631509453 0.40399530995637167 2.5885446607080671 1.0440047370611862 0.21760403407279216 0.30163313361117616 1.2034382918500339 0.47886456239211828 2.044520512350573 0.70338491522238655 2.3762111058604205 0.29735030324081879 0.21657430336927053 3.9136860031067044
leaf_count=2728 16 65 44 36 75 37 45 9 11 41 28 39 26 16 6 27 67 15 154 27 33 19 50 66 139 140 38 47 32 557
internal_value=0.000153248 -4.26418e-05 0.000181991 0.000747122 1.37203e-05 -0.000138273 0.00047234 -8.43734e-06 -8.93231e-05 -0.000880828 0.000159425 0.000171238 -0.000625948 0.000146105 -0.000119892 -4.49542e-05 -0.000450929 -0.000214255 -0.000442995 0.00027293 0.000730841 -0.000593353 0.00103678 -0.000221625 -0.000163864 -0.000959123 0.000103889 -0.000131605 -2.37583e-06 0.000104764
internal_weight=105.867 13.5461 92.3204 3.54487 13.0893 9.83111 3.25816 9.13147 8.70658 1.70833 88.7755 87.46 1.31555 83.91 10.4342 10.1045 4.43744 3.89706 3.49307 5.66711 2.76668 0.519237 2.24744 3.06741 2.90043 0.85591 6.99826 4.62204 4.32469 4.10812
internal_count=4633 973 3660 80 908 788 120 751 735 50 3580 3526 54 3487 759 743 329 302 287 414 129 52 77 220 285 146 685 647 600 568
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 9 3 18 10 20 23 23 21 9 15 9 22 5 13 9 15 16 3 10 21 13 18 0 5
split_gain=0.16668 0.685242 0.572453 0.325753 0.539336 0.482207 0.655374 0.494441 0.418981 0.369252 0.32026 0.292134 0.330255 0.273935 0.269871 0.24222 0.230886 0.210888 0.451955 0.256845 0.195531 0.188646 0.18722 0.188945 0.41805 0.444505 0.634325 0.464265 0.421672 0.313206
threshold=18.684956306450005 29.171703351550004 14.032563378150002 28.094167143500005 15.839962959300001 70.182199495350019 191.61296531520003 77.817420585800008 13.304953393500002 78.728807892050014 37.232443001650005 0.12001500000000002 0.10487000000000003 12.156412995750001 219.87257840710004 26.912781836550003 73.466513400400018 -0.24150999999999997 16.222050829800004 96.077428207850019 199.17419511990002 13.699258176050002 18.734956189500004 82.912048743050008 66.859265246100009 1.0000000180025095e-35 108.06526301150002 14.194363735100003 90.321439350550008 17.886193876600004
decision_type=2 2 2 2 2 2 2 2 2 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 8 16 9 13 -8 21 12 14 15 17 -6 -7 18 19 -12 -19 -1 -2 -24 28 -26 -27 29 -25 -28
right_child=22 2 -4 -5 5 6 7 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 20 -20 -21 -22 -23 23 24 25 26 27 -29 -30 -31
leaf_value=0.0010649472577541929 0.0010357252464805733 0.0007685660096161701 -0.001626761441117519 0.0011259475659500893 -0.0020934024918280599 -0.0010744961864580151 0.0017201911796969223 -0.0019774734395546362 0.0016627172237295902 -0.0013167211477451968 -0.0016028368530500595 0.0014531597841138384 -0.0012836311858889552 0.0016111384688549701 -0.0017408790682929736 0.0012566488639776457 0.00067288966749663617 9.2537598414643195e-05 -0.0020434434495376335 0.0011287900972437848 0.00052690876245423633 -0.0019980397682591309 0.000534829758075807 0.00018837917433583716 0.00045357519481642846 0.00025906776101485067 0.00091350500662591943 -0.0017742527998084931 0.0010000641147563912 -0.0012225517844462555
leaf_weight=0.097252236537442083 1.043656366993672 0.50628750980831627 1.5828482087890732 1.1836215374933079 0.36571225923762429 0.39867401496303534 0.27981257624924216 1.8062753300764596 0.64791635406436399 0.34214646942564286 0.17551028794334544 0.75940163675113481 0.55051627907687262 0.16345670918235555 0.2558532580260352 0.10733209257887211 1.0736664240539537 6.855246653565696 0.45531025685340865 0.53801736445166171 9.5137223414858436 0.37693868564269906 5.9460517563857129 59.262197763950098 2.1800580953713498 1.9351409208029506 0.53104133158922218 1.8715841053053734 2.5673049967735997 0.52465763152576983
leaf_count=151 29 37 265 42 279 162 20 171 25 35 94 51 56 19 95 24 25 819 63 24 262 227 39 1283 48 25 10 147 74 32
internal_value=0.000163239 3.40498e-05 -0.00104627 0.000121034 7.30012e-05 -0.000489298 -0.00083243 -0.00145828 0.00055274 4.95525e-05 0.000221921 0.000261432 0.000212098 -0.000577144 0.000258374 -0.00133329 0.00019974 0.00028754 -0.0005171 0.000456877 0.000344996 -0.00136985 0.000210982 0.000199478 0.000170525 -0.00028212 -0.000611967 -0.00118778 0.000222082 -0.000148065
internal_weight=103.897 28.0355 2.08914 25.9464 24.7628 5.18499 3.90057 2.42823 1.28442 0.621959 19.5778 19.1036 18.3442 0.636501 17.7937 0.473044 1.47234 17.5378 1.16884 0.713528 16.369 0.474191 75.8617 74.818 68.872 7.04248 4.86242 2.92728 61.8295 1.0557
internal_count=4633 2946 302 2644 2602 760 413 226 347 55 1842 1464 1413 322 1357 303 187 1262 181 118 1081 378 1687 1658 1619 262 214 189 1357 42
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=20 5 20 12 15 20 17 22 16 6 9 15 13 17 22 6 16 8 20 20 18 21 7 17 21 13 10 16 21 4
split_gain=0.0477145 0.187948 0.135939 0.204096 0.129055 0.157984 0.159303 0.142902 0.217099 0.138739 0.103877 0.0859481 0.0772295 0.133412 0.104761 0.153023 0.0652885 0.0663209 0.184118 0.178846 0.327809 0.268514 0.192489 0.30733 0.168936 0.164079 0.454858 0.13583 0.135634 0.204352
threshold=36.558960102350007 15.023351587500002 37.041406607950009 179.47323713510005 34.139075990150012 36.377496227400009 201.81829107560003 -0.056184999999999992 21.374950016100005 14.415336812050002 209.24553857890001 30.864223942000002 117.97223122220002 187.63270803470002 -0.017745 19.835463452400003 22.764946765650006 8.543332867800002 43.735142172100005 39.571921479100006 13.471502260950002 4.9210127084000002 23.109894804950002 189.44392401325004 13.165437349500001 116.99094400460001 67.181880221750006 22.544947280100004 8.0448977205000016 254.21219862280003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 5 6 7 8 9 -3 -6 -9 16 14 15 -14 17 -4 19 20 -19 -22 23 -21 25 26 27 -24 29 -27
right_child=2 4 12 -5 10 -7 -8 11 -10 -11 -12 -13 13 -15 -16 -17 -18 18 -20 22 21 -23 24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.10078145190403434 -0.086197839891746966 0.040626798587463799 -0.00030608883984718582 0.0039906894650490144 0.061979044651326157 0.074935628737219873 -0.066716382931871279 0.0386971913277891 0.092838925007152184 -0.089004714770544807 0.010177146976361288 -0.00074607615919390939 -0.1029411191186121 -0.10234448905771504 0.036490071204536532 0.024154492399751579 0.029414145622771056 0.085965129729369164 0.05160588767780673 -0.0039797733468232583 -0.050746210579050238 0.036528108815381904 0.034830294622447758 -0.074438834298792028 0.042929205931681688 0.0014217316564369318 -0.026710093586418744 0.10182749773412232 0.015401272605289779 -0.038659490689533775
leaf_weight=0.14711053940999264 0.44651548606600389 0.10260009636113032 61.303954607610422 0.57280379010899196 0.83114904648391508 0.28265600392478507 0.3501566803024615 0.98401252835174169 0.10659110639244318 0.42271798920592119 0.72457118699094281 1.2596322502940891 0.19939295307267457 0.19055321035557427 0.30011141163413313 0.18047657608985901 0.83234985545277496 0.72512002557051092 0.86523832134116574 2.7004822581420735 0.56022427962307098 0.95088342158123851 0.6228889171034091 0.80317904541152518 1.1547668129205693 3.6554455424193275 0.89224998146528367 0.58852000162005424 2.5211182606872171 1.9509055873350005
leaf_count=289 54 17 3366 38 38 8 34 30 5 160 13 19 47 38 28 13 15 23 23 82 33 20 29 38 26 16 31 24 19 57
internal_value=0.00136405 0.0106426 0.000774507 -0.0355166 0.0138794 0.00324903 -0.00303258 0.00472221 -0.0372835 -0.0636863 0.0378525 0.0165529 0.00123121 -0.0283934 -0.00766981 -0.0425578 0.00155307 0.00126061 0.00659911 0.00432525 0.0306944 0.00417225 0.000364922 -0.0201318 0.00667216 0.0025799 0.0274716 0.0673785 -0.00386289 -0.0125258
internal_weight=87.2284 5.2112 82.0172 1.01932 5.06409 3.50837 3.22571 2.87555 0.631909 0.525318 1.55572 2.24364 80.9979 0.870534 0.679981 0.37987 80.1273 79.295 17.991 17.1258 2.23623 1.51111 14.8896 3.50366 11.3859 10.2311 2.10366 1.21141 8.12747 5.60635
internal_count=4633 613 4020 92 324 273 265 231 182 177 51 49 3928 126 88 60 3802 3787 421 398 76 53 322 120 202 176 84 53 92 73
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=14 4 13 15 16 8 23 16 19 20 18 10 22 16 15 9 4 23 6 6 15 7 15 0 19 22 22 8 19 7
split_gain=0.150308 0.342396 0.269639 0.277768 0.269425 0.237181 0.267468 0.258892 0.230897 0.335367 0.255603 0.603034 0.297618 0.265532 0.226097 0.312601 0.225754 0.399276 0.264016 0.471057 0.243093 0.223045 0.322947 0.2193 0.209659 0.204407 0.762527 0.393435 0.455554 0.508295
threshold=310.33012040220007 312.24436677560004 97.873318238950006 13.019805569300003 14.184966829400002 8.6432548896500023 0.4149000000000001 22.624947093000003 14.451165964200003 41.685324604100011 14.032563378150002 62.041548276350007 -0.24023999999999998 14.224966735800002 46.435439118750004 206.78020849415003 372.37829975695007 0.08574500000000003 15.635365317800002 14.055328400500002 15.374253919750002 23.209106085000005 25.186533201700005 103.09430392830002 10.350835137000002 -0.08158 -0.083330000000000001 8.8430989333000021 14.351157895250003 23.276000438150003
decision_type=2 2 2 2 2 2 2 2 2 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 24 -5 6 8 -7 10 -10 11 21 -12 -13 25 -16 18 -18 19 20 -14 22 -3 -19 -1 26 -4 28 29 -27
right_child=1 5 14 4 -6 7 -8 -9 9 -11 12 13 16 -15 15 -17 17 23 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0019890180787347513 -0.0016954308359333466 0.00047430416372493567 0.00015713813513494981 -0.0019879066997710452 9.5009005167215801e-05 -0.0019377784648231791 -0.0021307773396669108 -2.6428506339317051e-05 0.0017194357847788706 0.00015790848670507927 -0.0015693812323102866 0.0004677773267248258 -0.0011384700114130365 -0.0021513994449201407 -0.0015974955525812019 0.0014291350423121037 0.00041437919900324692 -0.0019503102274667046 0.0020254961429614273 -0.0020512954797552627 0.0011455654667573132 0.00041303204914342162 -0.0020908260553614477 0.00046581467290026328 0.0014544112553714812 -0.00031272848256383548 -0.0012747659435522047 -0.00087112598719208973 0.00060422544819225459 0.00030856539111681175
leaf_weight=0.086548383113607907 0.46114898638916102 0.37046045507667713 37.76827800228147 0.63655270715776147 0.38205598935746821 0.47559937048936152 0.20269281635774028 0.63788102808757685 0.80310945946257684 1.5480768532725049 0.32034563538263228 0.18119313484930877 0.20508533270777229 0.83278976979272556 0.5589682518329927 0.17143852799199522 2.3038757892072685 0.50999308363680018 0.54349353280849744 0.24673007120145474 1.4168895770199013 2.065810265543405 0.38460426707752049 0.20149393109522862 0.31689202567213215 6.2452306314371517 1.4861002746620275 1.0915495374938462 14.878647656412793 26.737196971225785
leaf_count=190 134 46 1260 400 93 23 10 35 28 49 132 22 63 65 87 6 460 49 6 24 96 29 54 81 73 291 47 90 250 440
internal_value=0.000156768 -3.45272e-05 0.000185796 -0.000661274 -0.00120665 2.32779e-05 0.000102738 -0.000842821 0.000140674 0.000691289 5.57696e-06 -0.000386478 0.000267146 -0.00168337 0.00019934 -0.000887095 0.000375542 1.78726e-05 0.000822645 0.000472809 0.000856768 7.96973e-05 -0.000832286 -0.00126606 0.000715707 0.000208336 0.000102929 0.000292861 0.000319407 0.000190923
internal_weight=104.071 13.7113 90.3595 1.42205 1.01861 13.2501 12.1366 1.11348 11.934 2.35119 9.58276 3.83486 5.74791 1.01398 88.9374 0.730407 5.42756 3.01536 2.4122 1.8687 1.62197 2.82087 0.755065 0.711487 0.40344 88.207 39.2544 48.9526 47.8611 32.9824
internal_count=4633 1406 3227 756 493 1272 1214 58 1204 77 1127 216 911 87 2471 93 779 590 189 183 159 129 100 130 263 2378 1307 1071 981 731
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=22 8 22 7 23 23 20 16 8 15 20 17 15 8 17 7 22 15 22 21 6 9 15 14 19 21 17 2 4 16
split_gain=0.0476171 0.0997562 0.0630001 0.151643 0.0985568 0.163583 0.0597659 0.135361 0.179017 0.137508 0.113324 0.18993 0.109022 0.163992 0.101523 0.0992599 0.0921337 0.185573 0.0789988 0.0782548 0.0649702 0.109474 0.146337 0.254616 0.101894 0.0848826 0.241386 0.25705 0.298964 0.204071
threshold=0.70681500000000008 5.1459841250500009 0.27394500000000005 24.745523433100004 0.094595000000000026 -0.13578999999999999 36.558960102350007 21.374950016100005 8.6432548896500023 37.491361913600009 37.041406607950009 193.82504409230003 23.241064975550003 8.1436447804000007 206.35686538205002 23.736034462250004 -0.033594999999999993 31.264641197600003 -0.66761499999999996 21.779899400000001 16.665389384150004 226.58992707320002 42.968808980200009 160.60872747920004 14.351157895250003 3.1734339793000008 202.02515103195003 92.716362671650018 310.53945085780003 22.634947069650003
decision_type=2 2 2 2 2 2 2 2 2 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 6 4 5 -4 7 8 9 12 11 -8 19 14 16 -13 17 18 -14 -1 25 22 23 24 -22 26 -12 -28 -29 -30
right_child=1 -3 3 -5 -6 -7 10 -9 -10 -11 20 15 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.10080436754072034 -0.0237775628991094 0.08169966896694103 0.056317647218977501 -0.10291019418064627 0.014754626305937383 -0.10249045982148947 -0.092323404951518681 0.076068277254845773 -0.074587850160874103 0.070385562449236633 0.015066419584310695 0.043048728573441192 0.10011534997809096 -0.00068004425965441546 -0.0212860597443814 -0.035639899920911169 0.093409469128335879 0.095005494089072051 -0.10118643469796523 0.10077131111711279 -0.039805781553395793 0.061002742382451618 0.0028401308652429426 -0.091554172802102082 0.058237473387755138 0.00027937948888251196 -0.10477788551082926 0.029004757810142535 -0.077879438425370734 0.034560727014188608
leaf_weight=0.14008916770003921 0.15491161010140686 0.21288611274212599 0.093812563623941969 0.19239647879038546 0.69682979168283055 0.21018608230588032 0.34732033239424609 0.3106843247078358 0.24905888561625023 0.37610960629535828 11.121675949745621 0.2882739519700408 0.023680707672611212 3.0024773313780315 0.17087918929360058 0.36112231075094314 0.43625793598766904 0.15535798200289719 0.11029606922966195 0.02232871949672699 0.20833377778035334 0.17537742550484825 1.1791934072534784 0.58853687956434442 0.21580523787997663 63.776041778547324 0.31451501627452616 1.0397355238565067 0.65953640951738624 0.21371742431074381
leaf_count=279 32 27 11 81 18 44 47 22 13 24 622 9 7 46 25 33 13 10 107 1 32 13 24 272 22 2527 19 80 157 16
internal_value=0.00136881 0.037274 0.00121646 -0.0216027 -0.00597235 -0.053483 0.00153497 0.0121466 0.00790906 0.0125393 0.00087614 -0.0326335 0.00718235 0.0105263 0.0480589 -0.000709175 0.0643899 0.0206342 -0.0656059 -0.0730924 0.0012963 -0.0150218 -0.0211048 -0.048987 0.0100794 0.00179716 0.00904841 -0.0209989 -0.00722472 -0.0503612
internal_weight=87.0474 0.367798 86.6796 1.19322 1.00083 0.303999 85.4864 4.99722 4.68654 4.43748 80.4892 0.996717 4.06137 3.89895 0.896472 0.649396 0.725593 0.289335 0.133977 0.162418 79.4925 2.36725 2.19187 1.01268 0.424139 77.1252 13.3492 2.2275 1.91299 0.873254
internal_count=4633 59 4574 154 73 55 4420 547 525 512 3873 89 488 208 162 42 137 124 114 280 3784 363 350 326 54 3421 894 272 253 173
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=7 7 23 6 13 21 23 19 13 2 22 15 18 22 17 22 3 0 8 7 0 17 21 21 4 17 16 7 20 7
split_gain=0.0456046 0.147267 0.11993 0.112613 0.175976 0.215067 0.122208 0.132502 0.0998883 0.0843352 0.0822244 0.180161 0.0635791 0.188626 0.466101 0.145863 0.097258 0.13913 0.17106 0.108563 0.201993 0.165534 0.325468 0.233565 0.230419 0.150133 0.193784 0.159908 0.131179 0.170381
threshold=20.797746106000002 21.350715310200005 0.099855000000000027 15.635365317800002 116.36722171835002 11.772995266200001 0.079265000000000016 13.251069136700002 97.612537800350012 62.357017394150006 -0.23557500000000001 25.585355160750002 12.880535946600002 -0.043559999999999995 182.02915412410002 -0.088274999999999992 94.227769014100019 85.619326080400015 8.2435668022500028 22.721067571950005 85.732241321850012 188.27285108100003 5.4279412736500001 3.7295944789000006 195.04069921150003 186.34046889365004 22.674946976100003 22.532843451200005 41.835830569250014 22.435297587800004
decision_type=2 2 2 2 2 2 2 2 2 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 3 10 -5 6 7 -6 -2 -10 11 -1 13 14 -3 -16 17 18 -14 21 -21 25 23 -23 -24 -19 27 -27 -26 -30
right_child=1 12 -4 4 5 -7 -8 -9 9 -11 -12 -13 16 -15 15 -17 -18 19 -20 20 -22 22 24 -25 28 26 -28 -29 29 -31
leaf_value=-0.083074116962424921 0.015650501035946049 0.008942745448170239 0.098499332149220964 -0.10160427098498026 -0.10134261127177208 -0.10236692413830546 -0.10108288260794454 0.075723739341916702 -0.0024381803048444881 -0.10196821233943756 0.056343241655228526 0.083205395179097974 -0.0056078887867774194 0.027220761771331245 -0.034189512557462658 -0.11308166062186382 0.033697783263724572 0.012465660650547314 -0.096709396980189516 -0.068464117918187947 0.0010094326744579643 0.038412983804662994 0.093367548467123265 -0.046459624220485198 0.078124165806026616 -0.099194000266595195 0.013113400222641416 -0.0064328075954323549 0.045902541447388437 -0.10574113416573644
leaf_weight=0.15059171283428441 0.172648479903727 1.4592526555679803 0.16390589632828767 0.19070864882087335 0.047388957304065116 0.13796207294217311 0.055389292625477538 0.39062655670568347 0.1175634078681469 0.30862175577431117 0.56529838673395605 0.11485955771058798 0.58773968677269195 0.88371126500714936 0.39863243163563356 0.56868848993326482 0.94498191811908228 4.211931473087132 0.31742346494138474 0.42100962907716066 70.22887210164393 0.65695256204344354 0.97062350437045075 0.64024058914219495 0.16897142468951643 0.43665048619004643 0.70344686135649681 0.32353721060644602 0.14374067023891257 0.15291086591605563
leaf_count=48 26 29 24 242 103 42 24 91 6 147 78 6 14 26 31 20 89 95 70 42 3157 44 48 25 11 34 5 14 24 18
internal_value=0.00123312 0.000897334 0.0169099 0.00881891 -0.0174209 0.00800726 0.0388692 0.0565669 -0.048518 -0.0745128 0.0347847 -0.0111257 0.0012487 -0.012335 -0.0267404 -0.0805702 0.00180446 0.00142755 -0.0375555 0.00187388 0.000595433 0.012615 0.0328322 -0.00347661 0.0656256 0.00287808 -0.0247123 -0.0597147 0.00779568 -0.0322631
internal_weight=86.6349 84.8182 1.81673 1.65283 0.822076 0.631367 0.493405 0.438016 0.598834 0.426185 0.83075 0.265451 84.2193 3.31028 2.42657 0.967321 80.909 79.9641 0.905163 79.0589 70.6499 8.40901 2.73344 1.29719 1.43625 5.67557 1.46363 0.760188 0.465623 0.296652
internal_count=4633 3975 658 634 502 260 218 194 179 153 132 54 3796 106 80 51 3690 3601 84 3517 3199 318 170 69 101 148 53 48 53 42
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=20 15 20 15 20 12 0 8 0 7 10 21 13 17 2 7 5 5 3 3 22 15 5 21 22 5 21 22 0 21
split_gain=0.0551302 0.0908925 0.0567211 0.14533 0.0994865 0.1809 0.0925387 0.210598 0.140422 0.113604 0.0693578 0.0689373 0.0631817 0.127362 0.0836508 0.138331 0.0585692 0.400251 0.318755 0.368501 0.259614 0.164619 0.237418 0.213492 0.249994 0.148981 0.133635 0.478709 0.199726 0.131294
threshold=32.724174661450007 36.370482311550013 36.558960102350007 23.241064975550003 37.041406607950009 179.47323713510005 89.861713010250014 8.6432548896500023 90.60910437050002 24.068567769550004 70.816675614150014 21.779899400000001 117.97223122220002 187.63270803470002 146.87900114440004 20.869210126600006 21.191508333600002 21.072048321250005 88.813214339350012 90.730084986350008 -0.083330000000000001 36.548474543700003 21.042547594650003 7.2436429957500001 -0.053874999999999999 22.327062271350005 14.849677877150002 -0.156745 106.56510337475001 15.833449912500003
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -4 7 -5 -8 -10 -11 -2 16 14 15 -14 17 21 20 25 -18 22 26 24 -23 -20 -6 -28 -29 -21
right_child=2 -3 4 6 12 -7 8 -9 9 10 -12 -13 13 -15 -16 -17 18 -19 19 29 -22 23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.083756989962885137 -0.10075363782296654 0.028959771888233989 -0.083468901584404287 0.089598902813571815 0.0020156445084517634 0.0047086785736174339 -0.029572876788915965 -0.017698684694285396 0.044349616038097242 -0.018862718700041317 0.020207828001839061 0.10065916400122542 0.042148681167568154 -0.10223824372392978 0.050381356749517138 -0.075637596824572703 0.010614732776054028 -0.076140290691155701 0.10206215447436295 0.0021566599198732878 -0.11721239701898623 -0.10416804835998855 0.078505109116136063 -0.0046374542979432136 0.008744915949619644 0.026700927653380065 0.04499999750381535 -0.097862475313970007 0.027694189473840582 0.027197894898347254
leaf_weight=0.19011379385719251 0.15247878804961956 0.11470362730324268 0.39328187395574232 0.46224257815629233 38.731472831876999 0.56966486280271056 0.75430733058601651 0.30272288201376796 1.0936207228514834 0.7850557300262152 1.0786081042606381 0.019124804064631462 0.16232012887485225 0.17564258456695825 0.18563892743259203 0.25849066514638253 0.26964209097786807 0.70005750068230455 0.51923583651659899 31.558767991569766 0.38680830991506709 0.56250018940772872 0.39832631719764222 1.859582867240533 0.30101570574333825 0.53016570466570556 0.53376395878149197 0.70983117576360999 0.15421931886794482 2.2425738414312937
leaf_count=237 186 4 54 69 2120 38 11 19 24 17 45 1 29 38 23 36 42 29 22 1039 46 23 62 19 36 34 74 143 36 77
internal_value=0.00111132 -0.0413414 0.00126205 0.0120055 0.000647081 -0.0313044 0.0154675 0.0471376 0.00894028 0.0187637 0.00374963 -0.0783067 0.00103052 -0.0272534 -0.00553598 -0.0302037 0.00130892 -0.00113137 0.0043295 0.00562987 -0.0647064 8.273e-05 0.00168192 -0.0237178 -0.0648074 0.0639891 0.000919363 -0.029457 -0.0754526 0.00381804
internal_weight=86.156 0.304817 85.8512 4.64816 81.203 0.962947 4.47656 0.764965 3.71159 2.95728 1.86366 0.171604 80.2401 0.782092 0.60645 0.420811 79.458 43.9508 35.5072 34.8507 0.65645 43.2507 40.5276 2.7231 0.863516 1.0494 40.1293 1.39781 0.86405 33.8013
internal_count=4633 241 4392 372 4020 92 185 88 97 86 62 187 3928 126 88 65 3802 2542 1260 1172 88 2513 2435 78 59 56 2373 253 179 1116
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=12 15 12 8 16 22 5 22 15 7 21 9 16 8 19 7 18 22 23 16 9 21 18 5 18 4 17 13 15 7
split_gain=0.137179 0.325237 0.305268 0.273792 0.267729 0.265385 0.273081 0.25825 0.417799 0.396016 0.459365 0.347393 0.296846 0.256386 0.252826 0.280345 0.771566 0.345921 0.321998 0.429547 0.287524 0.256095 0.244531 0.30195 0.917869 0.391403 0.36462 0.343014 0.526074 0.329563
threshold=247.98708896700003 46.723315192750007 249.73381652755003 8.6432548896500023 12.604970524100002 0.09450500000000002 16.043149448600001 -0.036264999999999999 41.831907381600011 26.120741156850006 18.476280862950002 205.73475031020004 17.594958855300003 8.0437227585500022 14.651182102100002 23.322419822750003 13.317304170000002 0.24901000000000004 -0.225495 22.624947093000003 188.55070358395002 9.6897531394000023 13.344136431100003 21.363989181350004 14.693728290050002 328.87382113970006 204.04920942250001 117.55283175385001 41.831907381600011 26.709562027450005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 13 22 -7 9 14 10 -6 -11 -12 -1 15 16 18 -18 -9 20 21 -20 -4 24 -24 -25 27 28 -27 -26
right_child=2 -3 3 -5 7 6 -8 8 -10 11 12 -13 -14 -15 -16 -17 17 -19 19 -21 -22 -23 23 25 29 26 -28 -29 -30 -31
leaf_value=-0.0012911891773352193 -0.0019194963574510348 -0.0014335588608517594 -0.00060517520856751353 -0.00087649406773242678 0.0001625731509453162 0.00038006014608286688 -0.0016840904285838794 0.001761495649455465 0.0011316908387308505 0.00028042673349253468 0.00022407456434052586 -0.0018005948005771167 -0.0021689205569624575 0.00090938816498846334 0.0013913343478225062 0.00033573956892426094 -0.0021788627138161348 -2.1358734905474564e-06 0.0010658913817040581 0.00059268045392194544 -0.0022071298549763692 -0.0021599138502224244 -0.0018310979690037827 0.0017861224568787057 0.00094385124225723825 0.00051770008267943389 0.0012791579346878518 0.00045005450248958225 -0.0021616797298169292 -0.00039635380454487837
leaf_weight=0.86159617229441099 0.32459443100378749 0.48381316516315465 1.3250099754877727 1.2283079126209475 62.793786807480501 0.41086626039213914 0.61564756311418023 0.4983434073692482 2.3810113739309591 0.51809106669952487 0.31620828679297019 0.76203436439391226 0.53905759064946324 0.26652129546346259 0.75554681639186938 20.849082142658517 0.87872382884233935 0.41243598551955074 0.29816247450436195 1.7984735016361808 0.43718570553755853 0.1386063480458688 0.92796783303856356 0.87343341624364246 1.7578630787256773 0.55207194336981069 1.2432808095036305 2.5387194896466099 0.57534003397449851 1.1782769773291191
leaf_count=665 64 69 102 69 1670 57 53 64 44 66 25 102 25 44 30 389 66 30 90 25 19 16 66 14 186 39 64 37 37 406
internal_value=0.000143661 0.00016999 -4.08926e-05 5.20966e-06 0.0001782 9.54714e-05 -0.000857906 0.000189671 0.000345457 0.000121416 0.000143133 -0.000958366 -0.00128418 -0.000771296 0.000273639 0.000240276 -0.000205795 -0.00148355 0.000314515 4.4688e-05 -0.001083 4.21986e-05 0.000184667 0.000293152 -0.000131221 0.00057672 0.000361555 5.03716e-05 -0.000849639 0.000406025
internal_weight=108.54 94.9887 13.5514 13.2268 94.5049 11.9985 1.02651 93.3767 28.4476 64.9292 63.6491 1.28013 0.855266 1.12812 26.0666 25.311 4.46193 1.29116 3.17077 2.67243 0.873955 0.436769 10.972 9.64695 3.86411 5.78285 4.90941 3.66613 1.12741 2.93614
internal_count=4633 3439 1194 1130 3370 1061 110 2661 773 1888 1720 168 50 709 729 699 310 96 214 150 125 106 951 849 658 191 177 113 76 592
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=15 18 6 21 16 20 0 22 4 22 17 22 16 15 23 7 20 2 4 20 20 18 16 17 9 23 4 17 17 22
split_gain=0.0502246 0.133973 0.184611 0.129628 0.318429 0.197129 0.0855016 0.0693382 0.122443 0.0732711 0.214373 0.168618 0.16169 0.136866 0.10909 0.102654 0.0838238 0.163236 0.461856 0.382898 0.338114 0.323562 0.257837 0.249751 0.249986 0.25169 0.176489 0.144555 0.344425 0.305988
threshold=45.793006327050001 13.164254432300002 16.845393589950003 6.5613067478000007 22.694946929300002 41.184662530950007 86.162394622750014 -0.63026499999999996 253.41602286305002 -0.59238000000000002 197.02652249450003 -0.54488499999999995 20.079953044350003 19.077611477100003 -0.061414999999999997 24.673428656250003 42.206017975500011 189.32640726775003 274.81987900165007 41.675153845500006 41.935569238650011 17.370891598500005 22.594947163200004 186.51219468755002 190.36745536595001 0.083070000000000019 308.58584608000007 188.27285108100003 185.54770736950005 -0.076544999999999988
decision_type=2 2 2 2 2 2 2 2 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 5 -3 -5 8 -1 10 15 12 14 -12 -11 -9 17 18 20 23 -13 -20 26 -19 25 -25 -21 28 -18 -30
right_child=1 3 -4 6 -6 -7 -8 9 -10 11 13 16 -14 -15 -16 -17 27 19 21 22 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.038179976374156432 -0.10180649749620588 0.017523792836923648 0.040966195851531065 -0.0061500938090151697 0.073520266503045939 -0.10671610850216406 0.029751607747045668 0.012582450481106977 -0.078049046807235567 0.045554427472499819 0.071827305365811708 0.00070023701341660857 0.047249624176649109 -0.10285871259408866 -0.10228253538838734 0.089730792132843601 -0.0016935944143628503 -0.049708334573121161 -0.10946835987210252 0.016490457132949308 0.036399495254912095 0.058926484088286595 -0.11533704111482848 0.035727088725168492 0.033674317253607103 -0.099949207909056634 -0.070849209021318457 0.0009016875134615918 -0.085833289620831199 0.031072150377770204
leaf_weight=0.13575193482029035 0.3197161260759448 0.17657908101682585 0.12636125832796097 1.8618469351349634 0.19556592986918986 0.46146902481268626 1.0305101051926611 0.30020514078932947 0.27272748428754312 0.057646080356789753 0.061744881952108699 44.468900706860694 0.12380637571914122 0.16393244600840262 0.37209676031761674 0.40536210661866789 3.3815730337410086 0.43029056779334762 0.59324202172922369 0.76097399230638874 2.8213717226026338 0.14127674301096249 0.29553778312401835 0.25726308217161875 7.0416515521683323 0.29182469492943142 0.33243691282950749 17.803511028851062 1.0705479833668503 0.28309534406980663
leaf_count=26 91 15 9 47 10 69 17 22 43 7 33 1370 6 39 163 25 733 120 78 22 57 47 11 86 330 58 86 894 92 27
internal_value=0.00112995 -0.00957267 -0.061363 -0.00337227 -0.0381157 -0.0723329 0.00664123 0.00167537 -0.0394221 0.00188146 0.0297708 0.00155894 -0.0534427 -0.055065 -0.0824516 0.0569057 0.00193964 0.00396773 0.0016079 0.0160114 0.00283008 -0.0770794 -0.0324638 0.0244055 0.0286068 -0.036381 -0.010064 -0.00322849 -0.0187572 -0.0613842
internal_weight=86.0388 4.17205 0.446077 3.72597 0.833614 0.638048 2.89236 81.8668 0.408479 81.4583 0.931245 80.527 0.553549 0.225677 0.429743 0.705567 79.9735 57.4348 48.0248 9.40998 47.2903 0.734519 1.38895 8.02103 7.59074 0.549088 1.09341 22.5387 4.73522 1.35364
internal_count=4633 258 100 158 94 84 64 4375 69 4306 119 4187 176 72 170 47 4011 2265 1552 713 1427 125 119 594 474 144 108 1746 852 119
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=16 16 10 19 3 17 0 20 12 7 5 20 20 10 5 13 16 23 6 21 15 6 15 20 14 23 2 9 9 2
split_gain=0.176056 0.290932 0.201808 0.195884 0.350321 0.736428 0.598088 0.385135 0.257919 0.419137 0.422311 0.94614 0.602878 0.342134 0.35117 0.289338 0.349979 0.253622 0.248387 0.317856 0.228427 0.329424 0.202853 0.682251 0.307689 0.266886 0.306116 0.230463 0.560494 0.312063
threshold=13.534968349350001 12.919969787500003 68.20618276945001 11.950964240300001 79.47351079420001 236.15709471040003 105.7585659356 33.361153777850006 247.65401887280004 23.131311951800004 21.191508333600002 41.559097512700014 40.165165956550005 67.254468591300011 31.373072367600006 116.87802876315001 22.564947233300003 -0.17949499999999999 11.085259005300001 20.581461612800002 19.935988437250003 12.625294988000002 44.483611103700007 41.685324604100011 295.47576256845008 0.11231500000000003 210.71970372160004 186.70853236170004 185.62570708695003 90.828344481500011
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 5 6 7 -5 22 13 11 -11 -12 14 -10 -14 -17 -9 19 -2 21 -20 24 -24 27 26 -26 28 -6 -30
right_child=3 -3 -4 4 8 -7 -8 17 9 10 12 -13 15 -15 -16 16 -18 -19 20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0019910397732141741 -0.0014998155558688159 -0.0020274182652933446 -1.0744446337819319e-05 0.0012856627468262648 0.00023172779313717989 0.0010510072417028071 0.0014461815033345957 0.00061446785313872411 -0.0020948907642624314 0.00066503430812154185 -0.0016126445100422791 -0.0018255167443101633 0.0014831943503583009 0.0014970650062414847 0.00053233887464648158 -0.00081997221420301392 0.00045718321500189829 -0.0020355239263091648 0.0019965300443994891 0.0019769373450574368 0.00038902719336083718 -1.2738333225067965e-05 0.00015909607822716773 -0.0017563267179294656 0.0013956520020417143 0.0017743980006303779 -4.0359906431911271e-05 0.00014548615813433363 0.00062566698980623576 0.002027685133920972
leaf_weight=0.2066190872064898 0.4381776830268781 0.31909636676937214 4.6621039318174553 0.1707589928555534 10.19047241370208 0.83241184428334225 0.30239766602107909 0.15230794205854215 0.91176966625789535 1.0643264687969334 0.62118267419282336 1.306096954467648 0.8388658808544277 0.16365548211615522 0.24903098349022912 0.97866204194724549 5.2512626059469767 1.57189587328321 0.94766821525990941 0.13141975738108158 3.2759469472803175 0.46896544548508245 3.7608407826628527 0.88276407564990211 0.8972326018847524 0.8185182264423928 1.5683586766244841 66.319522520505416 1.3169603701680892 1.1376283913850782
leaf_count=78 93 94 1091 18 694 57 38 19 94 65 44 111 43 16 54 12 155 192 22 6 37 59 57 80 23 30 79 1227 31 14
internal_value=0.000139071 -0.000213658 -9.47843e-05 0.000156242 0.000137083 -0.000519614 -0.0011146 -0.00152325 0.000157328 -0.000120178 1.63293e-05 -0.000707253 0.000239372 -0.00115707 -0.00153126 0.000402122 0.000256554 -0.00180144 0.000525092 -0.000697645 0.000673511 0.00133138 0.000193687 -0.000205032 0.000216198 0.000804268 0.000482207 0.000191741 0.000434331 0.00127546
internal_weight=111.757 5.18782 4.86872 106.569 101.307 3.02977 2.19736 1.89496 98.2772 11.3849 10.0604 2.37042 7.68997 1.32446 1.1608 7.06879 6.22992 1.7242 5.26218 0.569597 4.69258 1.41663 86.8923 4.6436 82.2487 3.28411 2.46559 78.9646 12.6451 2.45459
internal_count=4633 1263 1169 3370 3153 324 267 229 2829 594 430 176 254 164 148 210 167 211 217 99 118 81 2235 137 2098 132 102 1966 739 45
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=20 23 15 20 15 21 13 17 23 7 7 10 9 19 20 22 20 15 4 9 23 22 10 16 12 10 12 5 21 21
split_gain=0.0483001 0.0933461 0.0728324 0.0523223 0.0824813 0.119099 0.0682802 0.115912 0.0761118 0.0821421 0.133872 0.0779411 0.0663416 0.0545018 0.128351 0.0622839 0.270989 0.244782 0.179941 0.34629 0.252336 0.146725 0.183752 0.269327 0.202187 0.194795 0.144259 0.154046 0.142711 0.139107
threshold=32.724174661450007 0.088565000000000019 27.874116299000004 35.374259656300005 35.645792850250011 0.54612131245000006 117.97223122220002 187.63270803470002 0.10249000000000003 21.833224794850004 20.869210126600006 57.027573863050009 200.15236065845002 14.651182102100002 41.685324604100011 -0.25224999999999992 39.065416244600009 18.939493156800005 215.30949546175 202.16842692300003 0.083905000000000021 -0.16164499999999998 62.084563606450011 18.924955745200005 144.66294237600002 61.86411003975001 179.47323713510005 15.735558026000001 3.5267096012500008 7.8791617619000007
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 8 9 10 11 -8 -7 15 -15 16 17 -5 19 -18 -20 22 25 24 -24 28 27 -22 -17 -28
right_child=3 -3 -4 6 -6 12 7 -9 -10 -11 -12 -13 -14 14 -16 21 18 -19 20 -21 26 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.10081256457152216 0.014259624271585137 -0.085362785477018435 0.074597582627802819 0.083164779249227799 0.03918789563429767 -0.092793564155252972 -0.033711752184085661 -0.10210569943061801 -0.064711623592555764 0.070798216097519018 -0.10230684008968423 0.08655291606222458 -0.0023396594825580677 0.034866817096333415 -0.012493301957826436 0.096735411485160128 0.084351554400220505 -0.10400041434607775 -0.10327833345255802 -0.10273542092865601 0.011049804785443727 0.00039899078494936641 -0.10195905909412833 0.095562138003225883 0.029078458621716364 -0.10396586539224298 0.05852330458513736 -0.11265988967976476 -0.013688587640831237 -0.010294946196099443
leaf_weight=0.032147470252111954 1.551404703265461 0.17701566971905436 0.089772338724287692 0.081942442477611066 0.92351995012722898 0.1802117252973402 0.10167998154065472 0.16704512617434375 0.17979695450048894 0.1577406361757312 0.11822579061845317 0.11464852245990187 0.14740635058842599 1.4365572645328932 0.95108605170389626 0.15158390538999755 0.49953388517315067 0.47453747788676992 0.27471099601279991 0.12336976302322 0.19894492972343858 73.775870640722701 0.13276543798565388 0.62401981506263826 1.0411649253019275 0.18733397711912403 0.49255752483622905 0.20373938046395779 0.51357443289089133 0.72762693903496256
leaf_count=135 122 69 37 46 24 29 36 38 16 13 19 11 25 39 18 13 92 66 128 22 31 3077 40 34 161 99 38 12 113 30
internal_value=0.00113911 -0.0389871 0.0283459 0.00127935 0.0147173 0.00269027 0.000824129 -0.0275562 -0.00902726 0.0113099 -0.0167385 0.0300254 -0.0520953 0.00111494 0.0160015 0.000667868 -0.0132815 -0.0764401 0.000662802 0.0472979 -0.0146457 0.00122948 0.0243463 0.042477 0.0142588 -0.0138921 0.000357552 -0.0515415 0.0114761 0.0174852
internal_weight=85.8315 0.298935 0.12192 85.5326 2.80254 1.87902 82.7301 0.839137 0.672092 0.492295 0.334554 0.216329 0.327618 81.8909 2.38764 79.5033 3.07696 0.55648 2.52048 0.622904 1.89758 76.4263 2.65044 1.79795 1.17393 0.852492 1.62287 0.402684 0.665158 1.22018
internal_count=4633 241 172 4392 200 176 4192 133 95 79 66 47 54 4059 57 4002 465 112 353 114 239 3537 460 235 201 225 111 43 126 68
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=16 15 18 13 0 16 9 21 16 16 9 18 0 10 8 2 16 3 0 22 0 0 18 21 3 20 0 23 3 0
split_gain=0.200533 0.853964 0.53343 0.364148 0.71106 0.691515 0.512606 0.442011 0.425981 0.278153 0.268844 0.261203 0.441348 0.335256 0.485041 0.253716 0.232522 0.206821 0.659782 0.513015 0.47083 0.421757 0.383752 0.314361 0.214733 0.20333 0.379394 0.518764 0.491576 0.297233
threshold=18.684956306450005 29.326787846200002 14.032563378150002 108.64328150955002 92.168410086200012 15.839962959300001 187.45330412110005 5.7328850847000004 17.684958644900004 14.184966829400002 73.466513400400018 15.481271036150002 97.789976036950009 75.629015667650023 8.7431769115000026 72.043920985000014 18.734956189500004 82.912048743050008 91.437149474700007 -0.053874999999999999 93.308316333500017 90.321439350550008 14.390586827150001 0.15802222800000001 88.813214339350012 42.081757894750005 86.208098410950015 0.10487000000000003 91.302726568150021 85.823648898300021
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 9 10 8 15 -1 -7 13 -13 -11 -15 -8 -2 -18 21 23 22 25 -21 -20 -23 -19 27 29 -28 -27
right_child=16 2 -4 4 -6 6 7 -9 -10 11 -12 12 -14 14 -16 -17 17 18 19 20 -22 24 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0001311984426213344 0.0010856253469803507 0.00078457158868893773 -0.0016262829712702209 -0.001568365222712035 0.001548890744273886 -0.0007621478202362651 0.00061331651768410276 -0.0019627283917535653 0.00053128526358385976 0.00032499965810945346 0.0007772317747769741 0.0018736030371015557 0.00043712740281821107 -0.0017893317214551284 0.00054612492302245875 -0.0019287599046075381 0.00054113650162185571 0.00027016747344035466 1.2317134194604645e-05 -0.0017856249310742045 0.00033123549458205547 0.00019412889434448021 0.00034088315701084584 -0.0015223645592099639 0.0013955432054925181 0.00011115912146309034 -0.00089690506286982895 -0.0020530369448772483 0.00037199273367138224 -0.00086055843834265187
leaf_weight=6.2372886444934599 1.1321776952827338 0.43917640519066425 1.7951932938212847 0.34753094414918351 1.4769664090126751 0.6958967236614616 0.19108620262704812 1.310947307385504 0.85767167573794723 6.4932552275131439 1.168741177592892 0.99859993468271557 4.6585167374823868 0.760026450443547 0.62145773693919182 0.71864055233891122 5.9581105932593337 41.418422310016467 0.71012458653422106 0.88114147027954348 3.8207559844013304 0.85098204645328168 0.51811923459172249 1.8501021424308417 1.7445044713094828 4.0622575319284833 1.3216191513929505 0.62921637501858629 10.495271310326642 1.7238265523337757
leaf_count=1394 29 36 254 299 30 247 8 125 36 123 36 23 195 60 5 75 39 719 26 35 50 24 15 131 49 263 35 49 174 49
internal_value=0.000151455 1.17553e-05 -0.00115242 0.000109778 0.000955115 4.73668e-05 -0.000608589 -0.00110002 -0.000460123 0.000211379 0.000202724 0.000369285 0.000690696 0.000138387 -0.000738731 -0.0013948 0.000203575 0.000190432 0.000160593 -0.00037775 -2.5134e-05 0.000227882 -0.00099822 -0.00109669 0.00100164 0.000194214 2.16703e-05 -0.000362212 0.000230077 -0.000178341
internal_weight=105.888 28.771 2.23437 26.5366 1.8245 24.7121 4.94298 3.07835 1.7674 19.7691 1.86464 13.5319 5.65712 7.87474 1.38148 0.909727 77.1166 75.9845 70.0263 7.78024 5.22002 62.2461 1.39926 2.56023 2.59549 59.6506 18.2322 6.4153 11.8169 5.78608
internal_count=4633 2946 290 2656 329 2327 527 244 119 1800 283 406 218 188 65 83 1687 1658 1619 257 100 1362 50 157 73 1289 570 361 209 312
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=13 18 17 16 9 12 21 18 7 2 16 10 23 17 10 21 9 12 20 22 17 2 13 18 0 21 13 9 8 13
split_gain=0.0490005 0.124729 0.12203 0.26026 0.274932 0.119132 0.209954 0.107932 0.128697 0.151292 0.122384 0.108123 0.122171 0.0666887 0.538049 0.210345 0.0797986 0.123572 0.266155 0.248658 0.178135 0.109577 0.0940587 0.0743231 0.229551 0.240555 0.204089 0.292107 0.351524 0.165338
threshold=95.937628385050019 17.108018746400003 211.79441883225005 17.684958644900004 201.81004550795004 216.20511703005005 20.581461612800002 14.693728290050002 24.103872582350004 206.22726210890002 9.7049773055000017 84.92839234085001 0.075320000000000012 214.22447330960003 64.294476189700006 0.49227235280000009 223.65407503400004 328.37985594320008 43.022303514600004 -0.088880000000000001 207.11089388870002 202.17021369765004 99.07774748140001 15.917243450850002 97.789976036950009 3.6533552218000005 103.89008753490002 193.24048816455004 8.7431769115000026 104.19926021995002
decision_type=2 2 2 2 2 2 2 2 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 13 -3 4 -4 6 -1 -7 -9 -10 11 -11 -13 16 -15 -16 17 23 20 22 -19 -18 -20 26 -25 -26 27 -2 -29 -28
right_child=1 2 3 -5 -6 7 -8 8 9 10 -12 12 -14 14 15 -17 21 18 19 -21 -22 -23 -24 24 25 -27 29 28 -30 -31
leaf_value=-0.10098399475193738 -0.0023662111290229603 0.080213054927403563 0.07515912099920237 0.10096328251010744 -0.10193039659289918 -0.078556954404881904 0.058544547905367464 0.060493299096357714 0.08051138448761791 -0.10233902246391535 -0.080508052977665306 0.068248507231548391 -0.10034237130369927 0.089930391523433184 0.031128269382077595 -0.091792219581114762 -0.010423490402106243 -0.088558767042770131 0.063079680764039525 0.07269105416179876 0.0092731947356690225 0.076133384482662367 -0.10277832880865677 0.082454933437248884 0.067256799682382296 -0.0051016687523151383 0.034346597939416711 -0.097199782912028507 0.006521739450684929 0.0015595819535265108
leaf_weight=0.32632522349299975 2.9916804667482202 0.39191324473358591 0.13494396803434938 0.19893824215978384 0.25023584306472912 0.1549102459430286 0.11041225958615541 0.35368278616738258 0.14384440940506238 0.071522083102991019 0.29350719100324341 0.22229505550072304 0.053286843918613158 0.30691135441884287 0.17757792565680575 0.64439968352235155 0.26163742764037934 0.6571220677869849 0.044058265164494514 0.38277341897264705 0.25966174894711003 0.33165130697307177 0.15268865234247642 0.44859724119305555 0.54625053627023623 2.8912979885208188 1.5726075272541482 0.86174568646674721 0.52631697474316752 69.984092108769801
leaf_count=589 331 21 6 17 54 45 14 48 17 27 213 86 174 24 18 84 23 97 4 25 35 23 90 16 34 97 44 121 5 2251
internal_value=0.00116277 0.00150578 0.0370456 0.00808242 -0.0398888 -0.0154974 -0.0606533 -0.000245576 0.0104133 -0.012166 -0.032976 0.0072165 0.0356496 0.00108806 -0.0230514 -0.0652368 0.00142074 0.00115414 -0.0273178 0.0257287 -0.0608497 0.0379622 -0.0656371 0.00168786 0.0151764 0.0063966 0.000997567 -0.0199573 -0.0578713 0.00228014
internal_weight=85.7469 84.0171 0.976031 0.584118 0.38518 1.72979 0.436737 1.29305 1.13814 0.784456 0.640611 0.347104 0.275582 83.0411 1.12889 0.821978 81.9122 81.3189 1.4963 0.57952 0.916784 0.593289 0.196747 79.8226 3.88615 3.43755 75.9364 4.37974 1.38806 71.5567
internal_count=4633 3420 98 77 60 1213 603 610 565 517 500 287 260 3322 126 102 3196 3150 251 119 132 46 94 2899 147 131 2752 457 126 2295
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=16 16 7 10 23 23 9 9 20 10 7 23 17 21 6 19 21 18 21 6 16 15 5 22 22 8 16 13 8 22
split_gain=0.0473911 0.131048 0.174261 0.116878 0.115692 0.109164 0.0750826 0.140204 0.167886 0.327754 0.407071 0.228032 0.288828 0.164483 0.1342 0.119704 0.13919 0.344324 0.19253 0.189688 0.188666 0.109306 0.127567 0.107901 0.281783 0.1545 0.144116 0.235577 0.263408 0.225554
threshold=11.949972055800002 9.7049773055000017 25.764895874800001 90.937096262400004 -0.222165 -0.22831499999999999 186.70853236170004 193.49750438550004 40.636252116050009 61.998532946250002 22.721067571950005 0.08846500000000003 190.37043331840002 8.449163415300001 16.455384477450004 14.551174033150001 15.833449912500003 12.816643511250001 15.109659503850002 16.405383309150004 17.154959884200004 31.445204138150004 21.191508333600002 -0.25105499999999997 -0.58319500000000002 8.7431769115000026 22.654947022900004 117.60660091645001 8.543332867800002 -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 -1 -4 5 -3 15 8 14 10 -10 12 -11 -13 21 16 18 -18 -2 20 -19 -8 -23 24 -9 -26 -25 29 -29 -28
right_child=6 4 3 -5 -6 -7 7 23 9 11 -12 13 -14 -15 -16 -17 17 19 -20 -21 -22 22 -24 26 25 -27 27 28 -30 -31
leaf_value=-0.082538747941435231 0.0044771072628834408 -0.056695455096036997 0.066815033323457632 -0.054578564506085697 -0.10095593745941617 0.076430977864068328 0.0065369281352998581 0.005428545075087195 -0.0071027697392869963 0.0096200365507676973 -0.11184192338364332 0.017621859687025156 -0.10089810158160989 -0.026129318298709854 0.024757532809266836 0.054849979185816092 -0.1025411236076102 0.046521732086852431 -0.10366897019477357 0.10180091426927743 -0.10426672672430576 -0.057390011080830639 -0.0059589505865237473 0.0014236810079745147 -0.09724331376484413 0.0070626275922317603 0.016722818037885955 0.052279539617308447 -0.021106730872344541 0.075824551288818542
leaf_weight=0.14859631734475331 9.28393106593807 0.16929327334582922 0.37896619635716888 0.10030447370616002 0.27251341199632861 0.096823923639021814 2.6371636714829929 1.5086628425779056 0.70759332960005827 0.42481982539175067 0.78021911310497671 2.5133987519802763 0.53334197821095586 1.3056901243471655 1.8387813393492249 0.54079960030503649 0.15058377201785411 0.41655252791315411 0.16758906823815856 0.52224188670516014 0.1036177944715746 0.74197526305215467 1.377805524272844 52.404191223917231 0.54430593423602758 0.19213377831329126 1.7050111420685428 0.65125144994817707 1.9644045269815249 1.0393597478978325
leaf_count=114 1150 59 80 398 341 7 49 103 24 25 24 41 32 37 42 42 33 79 34 11 40 29 27 1500 79 43 38 21 85 46
internal_value=0.00104768 -0.01897 0.0120745 0.0414091 -0.0551578 -0.00825881 0.00132548 0.000154535 -0.00932051 -0.0210436 -0.0620287 -0.00827933 -0.0518977 0.00266398 0.00181487 0.00895395 0.00662218 0.0388086 0.00255952 0.0592276 0.0164847 -0.00705354 -0.0239611 0.00218516 -0.0193235 -0.0700304 0.00302113 0.0186392 -0.00283487 0.0391061
internal_weight=85.2219 1.1665 0.627867 0.479271 0.538631 0.266117 84.0554 72.8701 12.8608 6.26506 1.48781 4.77725 0.958162 3.81909 6.59573 11.1853 10.6445 1.193 9.45152 1.04241 0.52017 4.75694 2.11978 60.0093 2.2451 0.73644 57.7642 5.36003 2.61566 2.74437
internal_count=4633 999 592 478 407 66 3634 2245 330 183 48 135 57 78 147 1389 1347 163 1184 130 119 105 56 1915 225 122 1690 190 106 84
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=20 22 20 21 15 21 15 20 7 19 15 16 5 0 16 7 7 8 21 15 20 0 21 9 5 9 15 20 2 5
split_gain=0.0460383 0.108826 0.0998952 0.110195 0.167277 0.0722907 0.0853182 0.064708 0.130269 0.144788 0.0665255 0.1712 0.149483 0.177933 0.150796 0.1408 0.118183 0.0962758 0.149371 0.0877704 0.222504 0.0831899 0.288469 0.117418 0.107152 0.126069 0.305017 0.0923 0.277214 0.27851
threshold=49.292797572200008 -0.15734499999999998 47.927946529500012 16.464809133250004 19.077611477100003 20.581461612800002 20.937157557000003 46.095286511800005 21.350715310200005 11.950964240300001 18.581945927850004 13.854967601050001 12.306951632950001 109.89341454020003 13.534968349350001 24.613673730750005 27.902905420600003 5.1459841250500009 9.2861839891000013 20.734744936600006 41.16018805045001 98.031937268650012 6.7841715403000018 219.87257840710004 16.546942136250003 211.24289424260004 21.761438576950002 38.474425342400004 63.548891378550003 17.456790312050007
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 -2 10 -9 -10 12 15 13 -1 -14 -12 -15 18 -13 20 -19 24 -23 -24 25 26 -21 -26 29 -29
right_child=1 -3 3 -5 -6 -7 -8 8 9 -11 11 17 14 16 -16 -17 -18 19 -20 21 -22 22 23 -25 27 -27 -28 28 -30 -31
leaf_value=-0.10108272637546334 -0.10139570925881503 -0.079127595139049045 -0.051927275532140119 -0.04724531665597196 0.064691372689125962 0.079823192797297812 0.023959567473573598 -0.10127499911608867 -0.068904228316744129 0.069019636561270178 0.0038948511996026907 -0.079221568623694782 0.010735422685750916 0.062571443558296289 0.067282113246060843 -0.10181240874421478 -0.1009903655286903 -0.0033392594297371723 0.026793150697205049 -0.0099307151512679926 0.075028083287845326 -0.0035515318359478688 -0.10200574126965711 0.013470787462031267 0.010258569770442656 -0.0079046108598357472 0.086584330002115351 -0.12406463150779275 0.0006232387829033548 -0.020911134155589473
leaf_weight=0.22033488239935595 0.08479013734995533 0.23743151576240862 0.14746713631393393 0.15028267335583223 0.7413021199463401 0.10147095390129834 0.15096094192995224 0.1864692820727204 0.14249345008647651 0.16338247328530997 0.21877749714076244 0.36028886299777596 1.7410413642508049 0.18341206034170909 0.64680592023978523 0.29715609092454542 0.058193017490850707 1.0235920770792279 0.21058165813883534 0.60117457108572059 0.56079085497185577 5.0013673224602817 0.44867368857376266 0.10955374853801914 9.0871062834776222 0.78806092590093602 0.71913210651837289 0.31980964774265785 58.584982508047688 1.441540433646878
leaf_count=212 59 214 54 32 61 12 29 56 80 10 40 513 219 182 78 120 264 63 93 7 25 182 87 20 296 15 37 32 1466 75
internal_value=0.000943233 -0.0272652 0.00113586 0.0319504 0.0453417 0.0092501 -0.0211257 0.000750632 -0.0353948 0.00476729 0.000966022 0.000429702 0.015979 -0.0360926 0.0260525 -0.0569881 0.0231759 0.000803472 -0.0401151 0.00110034 0.0243988 0.000621571 -0.0111616 -0.0793431 0.00153725 0.0237464 0.0426382 0.000862867 -0.000551962 -0.0396408
internal_weight=84.7284 0.574654 84.1538 1.03905 0.888769 0.337222 0.235751 83.1147 0.492345 0.305876 82.6224 79.7726 2.84979 0.46194 2.38785 0.515934 0.241605 79.2567 0.570871 78.6858 1.58438 77.1014 5.55959 0.558227 71.5418 2.10837 1.32031 69.4334 60.3463 1.76135
internal_count=4633 314 4319 147 115 100 88 4172 146 90 4026 3071 955 658 297 160 446 2911 606 2305 88 2217 289 107 1928 59 44 1869 1573 107
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=5 5 22 4 5 13 13 21 5 3 6 21 23 16 7 6 21 19 22 21 12 18 16 18 7 10 18 12 3 22
split_gain=0.0426402 0.20697 0.354075 0.136954 0.158562 0.46438 0.192749 0.143417 0.239068 0.19793 0.146806 0.142594 0.177404 0.23792 0.139947 0.245982 0.133954 0.441756 0.340143 0.258305 0.140407 0.551221 0.302989 0.306141 0.298976 0.242769 0.165602 0.145029 0.117448 0.17064
threshold=23.605484525250002 23.195398057700004 -0.06828999999999999 433.65962021140007 23.967536448650005 117.67650082785001 117.43453959610001 6.5613067478000007 30.133297129900004 91.302726568150021 16.305380972600002 2.0976681454000006 0.10821500000000002 22.694946929300002 22.958251375150002 16.575387281250006 15.678076857950002 14.351157895250003 -0.095854999999999996 15.294585115650001 263.8513961743501 14.1090729785 22.604947139800004 14.741741751300003 25.350214218950004 64.294476189700006 16.622853636350005 328.37985594320008 93.14163192940002 -0.156745
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 8 9 -6 -9 12 13 -11 15 -12 19 18 28 20 -1 -22 23 -23 -25 -26 -27 -28 29 -18
right_child=3 2 -4 -5 7 -7 -8 10 -10 11 14 -13 -14 -15 -16 -17 17 -19 -20 -21 21 22 -24 24 25 26 27 -29 -30 -31
leaf_value=0.0013662832366477997 -0.014611223124899896 0.0030176510946819824 0.080527727978389266 -0.080794581713799607 0.067336189430114143 0.013294128247624879 -0.11436996918819034 0.07638177491917679 0.056430695279214342 -0.09540813815060907 -0.10249139652443956 -0.088686422652305724 0.093488710124950275 0.032362139297374908 0.012108978367698059 0.023388087140387249 0.041564830495764676 0.085843087104944593 -0.058682276351235053 -0.079562938212099671 -0.10093382563769547 -0.097400847923337308 0.071921014903444436 0.053355409298203607 0.10079770379833888 -0.10250556326779499 0.016144681599312951 -0.10074332855661734 0.1015761990845586 -0.10151212061518798
leaf_weight=65.707828893732255 0.28453044465277022 1.7442354069899013 0.89011929524713096 0.23432643492560679 0.15579548710957158 1.170084313052939 0.60659840056905523 0.31895421494846221 0.31892191359838751 0.35871898492405285 0.30367744682007458 0.58256469811567513 0.11207300238311291 0.24546109576476738 5.1328077750440571 0.31757863842176448 0.42833305279782519 0.77317595557542507 0.6874097738686934 0.40672586264145039 0.66747175238742729 0.37492521850799754 0.488649247214198 0.68787102077544648 0.12151962146162965 0.35865537827339722 0.39888736610301123 0.14463832806333698 0.2131479661911726 0.10349878828128567
leaf_count=2642 39 44 36 65 9 17 26 32 81 235 79 171 10 32 65 112 71 21 67 28 46 47 29 71 7 86 204 173 5 83
internal_value=0.000848665 0.00167998 0.0292074 -0.00523303 -0.00344594 -0.0281284 -0.0825178 0.00303791 -0.0219795 -0.0391708 0.0103439 -0.0519465 -0.0220641 -0.0434987 0.00668333 -0.0381433 0.000666643 0.0249283 -0.00795231 -0.000104881 0.000363828 -0.0199498 0.00104112 -0.0155587 0.00236913 -0.0318909 -0.0497634 -0.0149605 0.0388574 0.0137209
internal_weight=84.3392 74.1971 2.63435 10.1421 9.90777 2.06121 0.891129 7.84655 1.77354 1.45461 6.07302 1.29882 0.716253 0.60418 5.75406 0.621256 71.5627 2.20557 1.43239 69.3572 68.9504 3.24262 2.57515 2.0865 1.71157 1.0237 0.902181 0.543526 0.74498 0.531832
internal_count=4633 3660 80 973 908 82 65 826 538 457 288 448 277 267 256 191 3580 247 226 3333 3305 663 617 588 541 470 463 377 159 154
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=18 16 19 2 20 15 3 0 7 5 8 3 21 16 18 0 15 7 0 10 12 23 12 17 2 21 23 0 5 22
split_gain=0.144624 0.336173 0.365409 0.693151 0.456787 0.373866 0.288307 0.391478 0.532804 0.394279 0.698004 0.647221 0.414074 0.766687 0.383642 0.356307 0.34701 0.328592 0.295716 0.265959 0.262904 0.265137 0.267608 0.258136 0.438938 0.33207 0.495024 0.32952 1.1728 0.48549
threshold=13.900697602550002 22.654947022900004 14.351157895250003 285.01633004880006 40.040404835300002 41.831907381600011 88.813214339350012 93.308316333500017 23.913271136350005 18.946524085150003 7.943800736700001 85.589753040950015 6.9984086918000008 16.294961895300002 14.152310743200003 88.350799540950007 23.949961253350004 24.385896469550001 98.230883170350012 75.806453904250006 288.20446809535002 -0.245505 225.44236677700002 188.13858192940003 106.99702195580001 5.4279412736500001 0.083395000000000011 86.345209775600011 22.533652790000001 -0.08158
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 6 7 8 -2 11 -11 12 20 16 -15 -8 19 -10 -18 -14 21 -9 -23 -1 25 26 -25 28 -26 -29
right_child=1 -3 3 -5 -6 -7 15 9 17 10 -12 -13 13 14 -16 -17 18 -19 -20 -21 -22 22 -24 24 27 -27 -28 29 -30 -31
leaf_value=2.2718765436980426e-05 -0.0018867120981211785 0.0013651704360767749 0.00054170909582557016 0.00068582337868097146 -0.0018531822589141474 -0.0012817044966767759 4.8785227020071281e-05 -0.0020059953359557641 0.0011111497707910693 0.00070839904477239919 -0.0017192588377797473 0.0013074876164926134 -0.0021513072273628606 8.4505488125820056e-05 -0.002019882785695344 0.0014810337456920334 0.0019873522973113756 -0.00086293326599795378 -0.00023073437272185882 -4.9913541112334771e-05 -0.0012275404768289835 0.00021416197487313099 0.0013076116446027351 0.0015565718024031865 -0.0018256148139441904 0.0012001687688042687 5.153757885648498e-05 2.8775816150339011e-05 0.00016700392798942889 0.00061398909536009277
leaf_weight=19.531117959802941 0.90985885322152116 0.74248055927455325 0.38717721216380541 0.98182996519608412 1.4639794762479139 0.75682726543163781 1.4028003583152888 0.20107707146917775 0.61429430672433205 0.75702285409351944 1.1426450748695058 1.8068317095967348 0.25512166968837835 0.45085114671383042 1.2749280836724208 1.2745455018666687 0.59040068555623282 0.68642257968895137 0.37970994705392513 2.5070677448588867 0.48119722243779861 23.039186642049014 0.89390734361279456 1.079563666600732 1.3224440439080378 3.1761389261810109 3.7898159464821219 10.755460828775542 8.0388481215049961 11.049271193332968
leaf_count=1077 51 46 15 60 78 46 37 85 17 62 141 53 27 34 201 56 11 30 48 452 236 929 140 68 33 82 54 101 258 105
internal_value=0.00014364 5.72348e-05 3.4254e-05 -0.000645934 -0.00135228 8.3131e-05 0.000109844 6.36657e-05 -0.000735738 0.000115979 -0.000751831 0.00016769 9.921e-05 -0.000389398 -0.00147012 0.000730604 0.000110318 6.93741e-05 0.00111917 -0.000244003 0.000207551 0.000236165 0.000255003 0.000206889 0.000298624 0.000706933 0.000385211 0.000193219 -0.000114488 0.000325325
internal_weight=101.743 43.0002 42.2577 2.83299 1.85116 39.4247 38.6679 35.9905 2.21058 33.7799 1.89967 31.8803 30.0734 5.45808 1.72578 2.67735 3.7323 1.30072 0.970111 2.76219 24.6154 24.1342 23.9331 58.7427 39.2115 8.04552 4.86938 31.166 9.36129 21.8047
internal_count=4633 2855 2809 153 93 2656 2610 2517 98 2419 203 2216 2163 773 235 93 538 47 59 479 1390 1154 1069 1778 701 204 122 497 291 206
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=8 22 8 20 13 23 8 23 8 9 9 15 19 0 18 22 20 22 19 17 18 21 16 13 9 13 5 10 5 12
split_gain=0.0446608 0.153002 0.156085 0.169518 0.15376 0.129119 0.102213 0.0632675 0.0720113 0.0620089 0.403949 0.146071 0.187751 0.170903 0.166589 0.127485 0.117034 0.172165 0.142903 0.112242 0.0951174 0.216521 0.203536 0.139336 0.456109 0.262145 0.122808 0.114503 0.112135 0.138527
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 40.040404835300002 117.28936285705002 0.094595000000000026 8.7431769115000026 0.10249000000000003 9.7423971299500014 210.61272793875003 212.49340169810003 24.322764446600004 12.551012654050002 98.752444047600008 17.370891598500005 -0.095854999999999996 41.935569238650011 1.0000000180025095e-35 14.151141757350002 201.81829107560003 15.917243450850002 3.4893684343500007 15.564963602350003 103.89008753490002 193.24048816455004 104.19926021995002 7.9916986750000012 68.20618276945001 11.783123780850001 211.51213392550002
decision_type=2 2 2 2 2 2 2 2 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 9 8 -4 20 15 12 13 -12 -15 -11 17 18 -13 -16 23 26 -23 24 27 -25 -22 -1 -29 -30
right_child=1 5 7 4 -6 -7 -8 -9 -10 10 11 16 -14 14 19 -17 -18 -19 -20 -21 21 22 -24 25 -26 -27 -28 28 29 -31
leaf_value=-0.068129583218290865 0.007150734182501936 -0.10263949413008117 0.10088390025771653 -0.0040592000499753795 -0.11375018008689314 0.0077572902867807303 0.017164994137111745 -0.00020257565905887722 0.018397579340865878 -0.014560173377103053 0.10166995757757291 0.065164608017099779 -0.091492086491282057 -0.1018736400277917 0.076327422275051224 -0.092785102251526141 -0.0093851627925506578 -0.01030338138149494 0.012995984320506216 -0.10057997244498679 -0.10033819538541613 0.011644023655762663 -0.077276744286984445 0.046325071473368326 -0.094857559453254414 0.00076552522313234818 0.067931709794845127 -0.048453326702851941 -0.0016349579518710859 0.05511546521961061
leaf_weight=0.25129710039436703 0.86825336473702985 0.30250209111545601 0.22601682413369406 0.22949394746683538 0.28836251921893563 0.16304832172318129 3.8673070563818319 0.26220629840099718 0.1990422144299373 0.30307356046978384 0.12843788787722576 0.92815371131291691 0.37345134429051541 0.17810261079284828 0.1443860833232975 0.66650073878781579 2.8001483631232986 1.3179386940028051 1.2090681022964416 0.047716700959426817 0.045685342054681111 3.1283634485694169 0.28049654390269996 1.290225488366558 0.63973882313439379 59.714639100844579 0.85675130517188336 0.3894313766325016 2.358468936014106 0.52606883362022916
leaf_count=119 27 42 13 16 26 24 72 19 37 22 3 64 69 40 43 76 83 26 18 81 223 529 48 36 103 2084 205 283 139 63
internal_value=0.000891232 -0.0121696 -0.000537271 -0.0198572 -0.0651394 -0.0639756 0.00129838 0.038428 0.0622581 0.000507425 -0.00777446 0.000463629 -0.0378769 0.00227735 -0.0322056 -0.0683332 0.00580894 0.0181226 0.0356518 0.0323851 0.00147255 0.0158578 0.00432722 0.000520905 -0.0171754 0.00172909 0.0594131 -0.0030782 0.00191489 0.00871493
internal_weight=83.9844 2.53893 2.07338 1.38611 0.517856 0.46555 81.4455 0.687265 0.425059 77.5781 8.09698 7.1274 0.872095 0.498643 0.370205 0.969574 6.25531 3.45516 2.13722 0.192103 69.4812 4.3113 3.40886 65.1699 4.16501 61.0049 0.902437 3.52527 3.27397 2.88454
internal_count=4633 204 138 69 42 66 4429 69 50 4357 525 427 236 167 164 98 191 108 82 124 3832 1005 577 2827 707 2120 428 604 485 202
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=22 23 23 9 22 20 23 5 6 18 7 17 9 0 6 16 21 21 20 0 12 17 10 5 23 21 8 23 22 18
split_gain=0.0403315 0.0662863 0.1674 0.0509823 0.0925099 0.0570068 0.158786 0.296667 0.251263 0.168786 0.437597 0.20047 0.175084 0.139443 0.127093 0.120608 0.125951 0.124028 0.111649 0.371145 0.202927 0.19378 0.334317 0.141788 0.132911 0.131151 0.124813 0.124132 0.110624 0.0988089
threshold=0.63131000000000015 0.18642000000000006 -0.17949499999999999 31.023622952750003 -0.15734499999999998 43.477771593600004 0.085715000000000027 21.252944829650001 14.325334709150001 14.741741751300003 22.580797808900005 195.59800312745003 190.64005357525002 96.082805124100005 8.0101871567500016 11.949972055800002 3.4893684343500007 6.4178488307500006 42.91168285345001 85.990333302400003 316.7844411196001 204.73764675200002 65.644082171150004 13.153721664750002 0.090665000000000009 3.0344668838000004 7.943800736700001 0.092675000000000021 -0.59614999999999996 12.880535946600002
decision_type=2 2 2 2 2 2 2 2 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 14 9 8 28 10 12 -12 15 -11 -5 -7 -17 -18 20 -20 23 25 -23 26 -21 -22 27 -16 -8 -25
right_child=1 -3 -4 5 -6 6 7 -9 -10 13 11 -13 -14 -15 18 16 17 -19 19 24 21 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=0.017065045546122235 0.077309168525715607 0.10057092224587148 -0.080652981866439752 -0.071607892370410639 -0.10067664676781292 -0.081429176133951384 0.099506505278496027 0.071943501336181478 -0.10391741133601787 0.080842496925565957 -0.10612495340468438 0.01218122410710586 0.098330186008798004 0.0098292490853494254 0.07827924645060122 0.076089072904130375 -0.08068103872978144 0.0066377681094675961 -0.088618807477049727 0.0043959563966195847 0.0040570938432106761 0.07005569624098415 -0.071233438592842674 -0.0148083187250246 -0.034269954152540028 -0.097828946903876002 -0.039634712791530621 -0.033262076255720842 0.0057229115399138348 0.0024454047417214343
leaf_weight=0.13086948649942087 0.15131241059862077 0.10578271956183016 0.12052871657419828 0.24716044156889339 0.13615917724672399 0.17154016256972671 0.14513634096510941 0.999412518878671 0.19923449051566411 0.33199806419906952 0.62003543635364611 0.18625634806812741 0.19371968423365604 1.6546154350762661 0.5978761349110745 0.22613796012592491 0.18481211939433695 1.3576171564127433 0.58685657478053954 3.8408199154146132 0.16559830827463773 0.34557885909453034 0.32494142626819666 3.5004736154169214 1.1567441482329739 0.53292756395967444 0.15368565191056405 0.1197575002843223 0.94283833125882688 64.086680439655083
leaf_count=105 11 19 46 439 273 69 8 50 31 45 121 18 9 197 89 17 111 171 113 104 38 35 66 346 33 70 48 44 144 1763
internal_value=0.000800782 0.0334076 0.00727203 0.00065268 -0.042972 0.000793246 0.0092874 0.0310655 -0.000672884 -0.000820374 -0.016035 -0.0787958 0.00767984 0.0216968 -1.65891e-05 -0.00137159 0.0063935 -0.00382467 0.000218049 -0.013388 0.00130618 -0.0368146 0.00158544 0.00206853 -0.00455372 -0.073675 0.0421506 0.0596654 0.0182337 0.0015518
internal_weight=83.5171 0.377624 0.271841 83.1395 0.267029 82.8725 7.21335 2.28662 1.28721 4.92673 2.94012 0.806292 2.13383 1.98661 75.6591 1.94011 1.76857 1.54243 75.4119 5.58442 69.8275 1.36905 0.67052 68.4585 4.99756 0.698526 0.871319 0.717634 1.08797 67.5872
internal_count=4633 76 57 4557 378 4179 991 233 183 758 516 139 377 242 3188 368 299 282 2749 250 2499 209 101 2290 137 108 181 133 152 2109
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=16 16 16 13 19 15 20 4 15 19 7 22 3 22 2 18 18 15 22 20 8 21 22 8 21 22 3 22 22 13
split_gain=0.135422 0.358725 0.304064 0.385744 0.373186 0.368959 0.342066 0.325276 0.250481 0.301499 0.28516 0.231298 0.760675 0.420873 0.341203 0.416793 0.31712 0.282825 0.468948 0.327182 0.252268 0.22617 0.439217 0.22435 0.21802 0.215635 0.192053 0.227004 0.401228 0.216847
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.98793627290001 14.251149826300002 33.787611863550005 37.995872310650007 150.69347026435003 36.548474543700003 14.051133688400002 23.960918281000001 -0.060989999999999996 87.399085362750014 -0.068964999999999985 71.708303056200009 13.807773949150002 14.295312909150001 31.445204138150004 -0.074029999999999999 36.558960102350007 8.3434888241000014 9.027058870800003 -0.040509999999999997 8.4434108459500017 7.515317457250001 0.24901000000000004 79.47351079420001 -0.237895 -0.58835000000000004 98.050756475600011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 5 -2 -4 23 -8 9 11 -10 13 16 14 15 -1 20 26 19 -19 -13 24 -23 -5 -18 -24 -16 28 -28 -30
right_child=2 -3 3 6 -6 -7 7 -9 10 -11 -12 12 -14 -15 17 -17 21 18 -20 -21 -22 22 25 -25 -26 -27 27 -29 29 -31
leaf_value=0.00062502773235884111 0.0018712315142341972 -0.0016091563593209853 -0.0017524366473894246 0.0017121571312352097 0.00021154053260921676 -5.1233745818135964e-05 -0.0011473272275115329 0.00018739724330076512 0.0015916080294946953 -0.0014836666424695177 -0.0020114101686333225 0.00047934087497451339 -0.0018696862881806863 -0.0020926396660920668 -0.00027605487008254396 -0.002052787206208417 0.00027001610324228108 0.0013659136564170111 0.00057123398386460468 -0.0020392443428250361 0.0020457065100110711 0.00054888630928695689 -0.0018992896188247366 0.00051816965183883407 0.0013406528851430646 0.00066023819450392669 0.00048903554076699506 0.00040617635437374878 0.00018375980810544877 -0.0020092861294798837
leaf_weight=0.34165518890950153 0.9188911546079902 0.49284923891536792 0.74689059355296139 0.83415459562092964 1.2025153632275758 1.425878472626209 0.71104917849879612 55.075074843814946 0.10608756425790389 0.46030521624197618 0.41412501398008317 0.91302111383994133 0.6272339489805735 0.38143757834222825 3.1147172087939898 0.6460153710359009 15.28788829865238 0.12484698777552694 0.64588622481096425 0.82783689917414449 0.6971537247300148 0.87396448583967867 0.69308764738525386 2.2028599199838936 0.76799507248870291 0.15481635862943222 0.9908606861717999 8.897652841456873 0.24647908134647767 0.58424187742639333
leaf_count=22 38 42 31 28 24 31 38 1020 7 35 85 45 247 43 918 93 542 11 5 153 9 21 135 51 50 28 60 579 56 186
internal_value=0.000144875 5.2879e-05 0.000200685 0.000175304 0.000930439 -0.000636023 0.000205272 0.000170385 7.45508e-05 9.34071e-05 -0.00127664 0.000113125 0.000255518 -5.65032e-05 -9.20417e-06 -0.00112648 0.000324272 6.23005e-05 -0.000718567 -0.00159301 0.00115753 0.000248802 -0.000426543 0.000846113 0.000321227 -0.00143195 0.000152533 0.000277069 -0.000353566 -0.0013586
internal_weight=101.407 38.2902 63.1173 60.9959 2.12141 2.17277 58.8231 55.7861 37.7973 37.2771 0.520213 36.8168 20.0152 16.8016 16.4202 0.987671 19.3879 15.4325 1.59857 0.952684 1.61017 17.7778 1.72187 3.03701 16.0559 0.847904 13.834 10.7192 1.82158 0.830721
internal_count=4633 3372 1261 1199 62 62 1137 1058 3330 3238 92 3203 1077 2126 2083 115 830 1968 169 164 54 776 184 79 592 163 1799 881 302 242
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=18 0 16 7 18 16 17 17 22 4 22 13 6 17 7 21 2 20 21 9 17 3 10 22 20 23 9 16 12 13
split_gain=0.222842 0.379234 0.463573 0.261302 0.456167 0.655018 0.59681 0.360343 0.332033 0.330811 0.426881 0.320964 0.339142 0.282688 0.542531 0.256393 0.401346 0.492395 0.354196 0.334697 0.322725 0.305924 0.885077 0.728938 0.587741 0.985839 0.326563 0.300399 0.508631 0.369003
threshold=13.900697602550002 86.692020874450009 22.654947022900004 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 191.06791329340004 -0.088880000000000001 273.29151239050003 -0.13867499999999996 117.67112391160002 16.525386113000007 188.13858192940003 22.835261448650005 8.9448347342500032 168.84984911130002 39.262923716450011 8.2961335722000005 201.40496258350001 187.14705358135004 84.812788641250009 70.182199495350019 -0.093604999999999994 39.117456157700005 0.081775000000000028 206.39860865795001 15.839962959300001 343.58463701550005 102.83621194775002
decision_type=2 2 2 2 2 2 2 2 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 15 4 6 -6 7 13 9 -5 -11 12 -10 14 -1 18 17 -17 21 -19 -18 -3 23 26 -25 -26 -23 29 -29 -22
right_child=1 2 -4 8 5 -7 -8 -9 11 10 -12 -13 -14 -15 -16 16 20 19 -20 -21 27 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=9.8181197095221695e-05 -0.001562600997646813 0.00019186761426214584 0.0017072193106502397 0.00026133174119602411 -5.5100780778520977e-05 -0.0019087875157726962 0.0012307510465382934 -0.0012251996751635342 0.0005248118906057708 -6.1817984229868323e-05 -0.0020095792294911297 0.0012814710971322399 -0.00042777963988791478 0.00052226865230212507 -0.0016259966108397429 0.00016802516588778908 -0.0013613027138271938 -0.0004569563754840848 0.0012216562081111609 -0.0020633205031064341 0.00023157736555729503 0.00022067973327958936 -0.0019540870286718563 0.00037672047732687154 0.00057116913644630635 -0.0015961801035408085 0.0016105423358031569 -0.001016890450564826 0.0016463213628381669 0.0020160621281086442
leaf_weight=14.88229152657733 0.55176873927848546 26.02579819698451 0.65751029876992007 9.3716462682932633 2.8910477433569208 0.98177683072572097 1.9819314618216584 0.75323557463707302 15.425523603451444 1.6199096251075391 0.59023558185435732 1.921684140281285 1.5845030987402413 5.8489347317954516 0.73636638521566133 1.2699718745461717 0.48398457369694403 0.86186794722380033 1.0790897638544255 1.1834071514022069 1.2920302464081035 1.4401539623431738 1.0097233291962755 2.3366889253265972 1.2030380032956602 2.4502839362248778 1.1845514841843394 1.0701370562455848 0.37139517916511966 0.67999107018113125
leaf_count=894 52 1474 38 74 184 41 58 24 199 36 35 30 28 150 25 65 124 114 60 80 246 41 184 49 28 119 36 102 32 11
internal_value=0.000156525 5.30041e-05 7.29917e-05 0.000236303 9.97894e-05 -0.000525018 0.000199768 0.000107813 0.000361909 0.000100403 -0.000581982 0.00052189 0.000436077 0.000154584 1.68921e-05 4.85386e-05 -0.000289446 -0.000790951 0.000114911 -0.00138641 0.000137134 8.14111e-05 -0.000217278 -1.37085e-05 -0.000391264 -0.000882473 0.000847936 0.000349587 -0.000330743 0.000846902
internal_weight=103.74 45.1514 44.5996 58.5891 28.0756 3.87282 24.2028 22.2208 30.5135 11.5818 2.21015 18.9317 17.01 21.4676 15.6187 43.9421 7.21279 3.31525 36.7293 2.04528 3.89754 35.6502 9.62444 8.61472 5.99001 3.65332 2.62471 3.41355 1.44153 1.97202
internal_count=4633 2855 2803 1778 1376 225 1151 1093 402 145 71 257 227 1069 919 2765 774 259 1991 194 515 1931 457 273 196 147 77 391 134 257
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=20 0 23 22 20 23 9 23 20 20 9 8 21 21 10 17 18 18 4 23 9 17 8 20 8 5 6 21 21 18
split_gain=0.176939 0.414469 0.462118 0.402264 0.470027 0.406314 0.355763 0.645295 0.342699 0.365066 0.32784 0.327111 0.324299 0.577499 0.553967 0.293295 0.333234 0.270678 0.32101 0.259862 0.257013 0.278381 0.256474 0.198691 0.193504 0.197719 0.189705 0.194298 0.188049 0.218266
threshold=42.081757894750005 86.208098410950015 0.10487000000000003 -0.11692 43.847983878700006 0.082325000000000023 211.24289424260004 0.089345000000000022 42.783136484500005 42.686561923500008 214.65309737590005 5.1459841250500009 1.7791739561500002 2.3223121640500004 66.439865777750015 187.14705358135004 13.378437733750003 11.634276750250001 376.61861354110005 -0.222165 186.70853236170004 184.89106522365003 8.1436447804000007 42.027798546600003 8.2435668022500028 20.971847224900007 16.435384010100005 2.9212203061500004 4.2092667883500008 13.921859755900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 17 8 -6 12 10 9 -5 -8 19 14 -14 -3 24 -17 -2 -19 -1 21 -13 -23 -22 25 -15 27 -18 29 -29
right_child=1 6 -4 4 5 -7 7 -9 -10 -11 -12 20 13 15 -16 16 26 18 -20 -21 23 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0001841862541887717 -0.0019923488080871615 -0.0022141204576574098 -0.0018587718859545584 -0.0012730236150493275 -0.001472617572428504 0.00081607090677369249 -0.0016622140159888779 -0.0020964284144822207 -0.0017975676392451606 0.00044935362760008951 0.00025698375533569261 0.00011359543449331546 0.0019193437094412213 4.8629369624683235e-05 0.00053800994211526719 0.0012924599951858265 0.0016354111804559161 0.0012677870410221989 -0.0011685388231770575 -0.0020018071336482678 0.00015483274971809773 0.00053760517198738519 0.0015527436270483688 0.00074318191159180333 -0.0020752778950291341 -0.001691317960959294 -0.00022440717920617072 -0.0023356496958511245 0.00035323818256110954 0.00035525670425644768
leaf_weight=0.38219343474827383 0.1396141996665391 0.53634401957970712 0.7375157752103404 0.99103244734215257 0.3827990578720345 1.3498835476930251 0.39686916003847716 0.7082276193968936 1.1773147602980314 0.90533513439004309 2.4842941591341514 3.0328557142474883 0.82135624641523719 1.5539641629166028 0.59108861938148038 1.2699084806954513 0.43621809835894865 1.2489671099319819 0.24945352614304273 0.46158225653658647 60.600795140687296 2.7336661033841665 1.4721803665161131 2.2902182261750559 0.24845187598839391 0.29948578630865075 2.6973861911101258 0.22020636720117082 11.213119066749639 0.24464009718758462
leaf_count=206 55 24 54 85 49 34 32 60 120 16 100 72 71 376 53 29 13 131 53 540 1617 59 47 34 29 60 38 7 535 34
internal_value=0.000148006 2.41699e-05 -0.00038852 -0.00022026 -0.000506248 0.000310434 0.000149115 -0.000419572 -0.000966624 -0.000450752 -7.37835e-06 0.000201928 0.000250507 0.000311121 -0.000771238 0.000238477 0.000328507 0.000618893 0.000862193 -0.00101165 0.000216529 0.00056641 0.000892936 0.000176258 -0.000450337 -0.000232516 0.00024586 0.000350571 0.000302577 -0.000919475
internal_weight=101.877 30.9035 7.18192 6.4444 4.80636 1.73268 23.7216 3.58939 3.07368 1.89637 2.88116 70.9735 20.1322 19.0047 1.12743 18.1834 16.0815 1.63803 1.49842 0.843776 70.1297 7.2387 4.20585 62.891 2.1019 1.85345 14.8116 12.1142 11.678 0.464846
internal_count=4633 2058 597 543 304 83 1461 192 221 101 132 2575 1269 1192 77 1121 656 239 184 746 1829 178 106 1651 465 436 627 589 576 41
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=20 0 20 16 9 23 21 21 10 17 18 0 22 9 7 3 5 22 20 21 7 23 3 9 6 22 5 15 13 15
split_gain=0.212637 0.380296 0.617597 0.42768 0.361277 0.704192 0.354281 0.561777 0.486628 0.332318 0.3511 0.32383 0.307511 0.303466 0.34712 0.284778 0.25318 0.252594 0.23035 0.225233 0.253855 0.241696 0.192596 0.197834 0.566587 0.202224 0.277577 0.224264 0.191082 0.54587
threshold=42.081757894750005 86.208098410950015 43.321682097200004 22.714946882600003 211.24289424260004 0.089345000000000022 1.7791739561500002 2.3223121640500004 66.439865777750015 187.14705358135004 13.378437733750003 85.683849075550015 -0.097799999999999984 187.55294863440002 22.502236473750006 75.962384475800022 21.701709660250007 -0.076544999999999988 42.027798546600003 1.2847270946000002 22.598495330900004 0.085910000000000028 93.216908757050007 197.47612518640003 16.435384010100005 -0.084729999999999986 21.252944829650001 31.264641197600003 113.98793627290001 38.567335632300008
decision_type=2 2 2 2 2 2 2 2 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 11 6 16 8 -8 -3 -9 -11 13 -13 14 -2 -1 17 -6 28 -4 -21 -22 23 24 -12 26 27 -25 29 -17
right_child=1 4 19 -5 5 -7 7 9 -10 10 22 12 -14 -15 -16 18 -18 -19 -20 20 21 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0010771627209575922 -0.0013503464511168393 -0.0022175007046027254 0.0020232709298903676 0.00088197114312302477 -0.0011787325750918327 -0.0021080047859064776 0.0018960369998606951 -0.00050421850747193325 0.00036752869492199727 0.0012675288289670855 0.0001778803531632214 -0.00050971759202770076 -0.0021001930435329799 -0.0016218260649804939 0.0015593490516303441 0.00012749562455778959 0.0013850260160669834 0.00015892106907941495 0.000815283609281953 0.00034807464685890295 -0.0020544364883239045 0.00024018433861519581 -0.00062965411328748107 0.0010735187128796662 -0.0022056719714500521 0.00027705683158597735 0.0019027210658281374 -0.00029359115521214332 0.00029214355801313833 -0.0015486206345455371
leaf_weight=0.65394498555178771 0.24775392432275445 0.52192138764076534 0.2439394551329318 0.44072928291279811 0.76335550914154837 0.75890151942985529 0.81297970947344111 2.0983813930124624 0.60397421151355957 1.3891720651299717 3.8276783323999526 0.6754638068377975 1.5171218246105125 0.41771869076183066 0.43334621185204014 29.697710734988508 0.43606186227407295 1.8780008176981928 2.4362967383349305 2.6847168683525529 0.3740074110100976 0.33417336345883086 0.9242319958284505 1.1086093285121026 0.42610493395477522 7.4308963752700929 0.76631046866532404 0.79012917936779548 39.380655911110807 0.76631079986691375
leaf_count=631 71 24 7 24 81 60 71 465 53 29 402 6 73 72 11 1046 22 29 30 290 27 16 10 37 10 90 10 68 810 58
internal_value=0.000152554 1.90423e-05 -0.000371584 -0.000931938 0.000136357 -0.000416323 0.000238783 0.000300303 -0.00083079 0.000231156 0.000323762 -0.00117483 -0.00161022 -0.00030604 0.000500931 0.000210959 8.51011e-07 -0.000227663 0.000222613 0.000203453 7.26136e-05 -0.00097166 0.000237926 0.000293804 -6.0882e-05 0.000443247 0.00090663 0.000504618 0.00020194 8.53336e-05
internal_weight=104.841 31.9057 7.36897 3.73213 24.5367 3.83632 20.7004 19.5745 1.1259 18.7615 16.6631 3.2914 2.19259 1.09882 0.6811 72.9349 3.07742 2.64136 72.281 3.63684 3.3929 0.708181 15.274 14.3497 4.25378 10.0959 2.66505 1.89874 69.8447 30.464
internal_count=4633 2058 597 257 1461 192 1269 1192 77 1121 656 233 79 154 82 2575 132 110 1944 340 333 43 627 617 412 205 115 105 1914 1104
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=6 0 9 9 22 3 6 3 7 20 5 20 6 6 16 2 22 10 19 21 21 5 21 2 13 20 9 13 7 16
split_gain=0.321336 0.572456 0.649404 0.475313 0.506264 0.357834 0.865189 0.742369 0.710518 0.478632 0.350362 0.744988 0.286685 0.394225 0.327665 0.301719 0.604066 0.288947 0.70644 0.339433 0.258431 0.40699 0.255837 0.254688 0.243094 0.23592 0.232164 0.229344 0.287808 0.541332
threshold=14.845346859150002 95.746747857800017 201.65416293750005 215.63980588275004 -0.122165 86.26455603170001 15.155354102400002 85.589753040950015 24.453757170650004 37.817254840650008 18.331716563250001 36.558960102350007 13.665319288000001 13.825323026450002 15.839962959300001 138.24741514690001 -0.027754999999999998 80.13218303615001 13.051052998800001 2.7948066777500005 11.007427546000001 14.252017113900001 1.0221947271500003 103.92649527695001 101.51349054760001 41.976795488650005 47.331347365000006 98.255079293500017 24.374195395050005 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 8 -2 -7 11 -1 17 14 -14 23 -17 18 19 24 -21 -22 -12 -15 -3 -5 -13 28 -19 -30
right_child=5 12 3 25 -6 6 -8 -9 -10 -11 22 26 13 15 -16 16 -18 27 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0005260627246917479 0.0013791695441617662 0.00060908935605232873 0.00087656978621663629 0.0011753660579326957 -0.0019021740268941234 0.00044755286833904941 0.00024432752588525789 0.0015426750074011347 -0.0017954390102813676 -0.0019941652170238815 0.0013459045494987887 0.00032599088121152 0.0017011215795784791 0.00012314169600169725 0.00046224072216623452 -0.0015037001850928843 0.00057537662187088774 0.00066223670457107257 0.0002045363694440756 -0.0020528149671825858 0.00070241656157483739 -0.0020272405709183968 7.6974477119216394e-05 0.00081807296519176807 -0.0015821710032876499 -0.00081135214680869269 -0.0021113441945315933 0.0004996437709514815 0.00058886427085226936 -0.0012704550937309514
leaf_weight=1.0633444615523315 0.47504037059843474 0.63861561479643869 0.28673070913646448 0.42032289365306486 2.0859941793023609 0.43831413673615216 61.75854667992644 2.161873753531836 0.63122073269914836 1.0433878976618869 0.73967398167587806 0.17708442275761604 1.2822343702428072 7.652005003532393 2.2807377558201551 1.1121525679482149 1.0394356073811639 1.1289308106806841 4.0056920515198726 1.2527137792640135 0.42474853877502017 0.41537232472910546 3.5079739154243725 2.7585684203950223 0.27998382295481861 0.50697661470621824 0.99165676068514585 4.5671894050901756 1.0007192331836452 1.5110841802733714
leaf_count=23 10 58 13 15 234 10 1743 44 38 52 40 97 40 63 21 56 13 92 131 139 42 51 225 23 34 28 97 77 501 623
internal_value=0.000157249 2.10155e-05 -0.000393154 -0.00110117 -0.00156638 0.000241499 0.000208804 0.000874172 -0.000432228 -0.00127186 -3.25723e-05 -0.00066154 0.000150216 0.000332413 0.000908086 0.000169136 -0.000499295 -4.27511e-05 -0.000334895 -0.00105242 -0.00148855 -0.00064718 0.000297943 0.000307283 -5.87942e-05 8.91801e-05 -0.00174205 0.000207009 -0.000160093 -0.00052969
internal_weight=107.638 41.1299 9.77976 3.30002 2.37272 66.5084 63.2402 3.26813 1.10626 1.4817 6.47973 2.23209 31.3502 16.1251 3.56297 12.5622 2.15159 15.225 7.01713 3.01143 2.09283 0.840121 4.24765 10.4106 0.918599 0.9273 1.16874 8.20792 3.64073 2.5118
internal_count=4633 2736 772 290 247 1897 1805 92 48 62 482 217 1964 216 61 155 69 1748 455 324 232 93 265 86 92 43 194 1293 1216 1124
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 20 9 20 10 20 13 4 23 23 9 23 3 8 7 21 13 17 22 5 13 9 9 19 22 14
split_gain=0.13413 0.696779 0.491064 0.340619 0.325394 0.463301 0.4297 0.288969 0.282476 0.263282 0.315395 0.194477 0.194424 0.190537 0.244814 0.220948 0.187098 0.201485 0.185174 0.2388 0.183087 0.209826 0.183034 0.299719 0.22616 0.1639 0.431727 0.84577 0.216071 0.459308
threshold=18.684956306450005 29.326787846200002 14.032563378150002 28.094167143500005 15.839962959300001 41.289992964000007 188.08209940425004 37.232443001650005 71.053259929650025 39.476991512000005 101.51349054760001 143.58239362595003 -0.25843999999999995 0.12001500000000002 219.87257840710004 0.10487000000000003 85.401560971850017 7.943800736700001 22.375171215700004 12.265872381800003 111.38282034450002 165.97616882865003 -0.24150999999999997 16.222050829800004 96.077428207850019 204.68881850780005 202.86134752310002 14.251149826300002 -0.08158 228.29423602175004
decision_type=2 2 2 2 2 2 2 2 2 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 9 18 -1 -5 10 -6 -9 -12 14 15 22 17 -11 19 -7 -18 -22 23 24 -13 26 28 -28 29 -2
right_child=25 2 -4 8 5 6 -8 11 -10 16 12 13 -14 -15 -16 -17 20 -19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0014523441780038449 0.00027846715683081755 0.00078046015893071545 -0.0016579923192821973 0.0017986071486963998 0.0016171074192598111 -0.0020143927313758542 -0.0020256633973909314 0.0019722318346630202 -9.8158655795705965e-05 0.00058184840877453445 0.00066309416844338124 -0.0016829633118966992 -0.0020383402233847951 0.0013182825511094481 -0.0017674499061133186 -0.001235675685675766 0.0019157996141601844 -0.0010503301075461768 0.00098657536613469673 0.00057919804433517383 0.0018477908134059452 -0.0022419796328292906 0.0002667603987904984 -0.0020242152011499359 0.0011019169576813529 0.00034275922636171885 0.00027764705056281327 -0.0018670497489169935 0.00028342423310154241 -0.00026124162921848878
leaf_weight=0.41108970365810549 13.330970430586605 0.40464571492702717 1.4746530396237174 0.80552585262921528 0.15771899849596538 0.30601338576161641 1.014783243066631 0.23772923462093132 0.48278816281526815 0.875025181216188 0.12885883714625379 0.15886082509316146 0.49938588940131012 0.55339506690506723 0.25245063637339527 0.41407171139962962 0.50598948262631882 0.43550679297186434 0.33706040043580288 0.2463743730695569 0.090743863431271166 0.1029469920322299 14.994706809547084 0.3616611145916977 0.38100495468825102 18.168286083819112 1.7162075825035565 1.2021044298890045 28.923647927003913 11.118805576930752
leaf_count=378 346 36 254 23 23 189 134 3 31 27 13 94 107 51 103 48 13 32 105 37 17 63 1078 63 24 421 29 43 534 314
internal_value=0.000138716 1.63808e-05 -0.00113295 0.000107311 5.10834e-05 -0.000407683 -0.00115364 0.000172468 0.00108781 0.000100325 -0.000861903 0.000210957 -0.00148425 0.000186495 0.000148679 0.000178337 0.000476542 3.94543e-05 -0.000158746 -0.000857607 0.00129523 -0.000325929 0.00021517 -0.00064291 0.000282438 0.000180831 0.000128568 -0.000605792 0.000168721 3.30286e-05
internal_weight=100.093 25.633 1.8793 23.7537 22.4654 4.70041 1.90423 17.765 1.28831 2.79618 0.785964 17.3539 0.628245 17.1162 16.5628 16.3103 2.01021 1.31053 0.889448 0.552388 0.69968 0.193691 15.8962 0.901527 0.539866 74.46 56.2917 2.91831 53.3734 24.4498
internal_count=4633 2946 290 2656 2602 760 465 1842 54 295 143 1464 120 1461 1410 1307 152 59 331 226 93 80 1259 181 118 1687 1266 72 1194 660
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=18 16 16 7 2 4 18 20 3 23 0 2 23 23 6 22 10 6 19 7 20 10 13 7 8 18 21 8 18 18
split_gain=0.0469954 0.262123 0.185301 0.186265 0.289841 0.448971 0.384652 0.424517 0.183937 0.179649 0.172932 0.228035 0.158798 0.257934 0.202118 0.158471 0.369132 0.246576 0.204433 0.221473 0.179789 0.15306 0.146632 0.179241 0.202696 0.211525 0.243336 0.227316 0.144672 0.328189
threshold=13.781134552700001 22.654947022900004 22.604947139800004 23.727132803250004 105.39281967610002 184.37197564920004 13.511883313150003 42.371983470600007 87.399085362750014 0.094595000000000026 86.692020874450009 289.38090566025011 0.11458500000000002 0.11148000000000002 14.845346859150002 0.075080000000000022 76.621056717750008 15.470361462550001 11.950964240300001 25.024903008400003 35.887362732750006 62.229740345500012 117.64961624655002 23.131311951800004 8.6432548896500023 13.037923179150001 2.3889051598000006 5.1459841250500009 13.531614672700002 13.405741979600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 3 4 5 8 22 -8 -1 -10 11 -2 13 15 -14 -12 17 20 19 -18 -17 28 23 24 25 27 -27 -6 29 -4
right_child=1 -3 21 -5 6 -7 7 -9 9 -11 12 -13 14 -15 -16 16 18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.07563885288305422 -0.10978228635693464 0.058706250359423409 -0.00093109544931062782 0.037179054278078348 0.0029627917695693694 0.10142532752065339 -0.0067016577222532188 -0.096751705722668502 0.00055643941522947509 0.051342576004549348 0.00024620503152571042 0.0089925502549965796 0.0079802519146690287 -0.077932887873187723 0.076305936462972623 0.0070941643269161669 0.0045228730745600553 0.013017149861363679 0.062363896399003887 -0.10172109057248713 -0.098853442662761776 -0.042167588293399227 0.068256280538036146 0.021122390904871852 -0.10447753099147448 -0.076729099647661378 -0.0045237770094890854 0.097318052679653266 0.016282899649740459 -0.057113443975504996
leaf_weight=0.46201558812754839 0.3399149285742159 0.72260088147595425 18.764956410399474 2.38353064097464 0.78381904687739357 0.68598498058418034 1.4802357881526398 0.80997460338039662 3.9286967058935716 0.84662182528700203 32.174666344865926 0.30820141680305824 1.9581868913816429 0.45247589900941321 0.55584339622873802 0.19167431797541146 1.2555874230633888 0.36220786697231222 0.49047625325511024 0.23254488551859243 0.97447139265568694 0.91328048810828377 0.37767493321007428 3.7786769099911908 0.20733396513969626 0.5476336393185196 3.1593734267516993 0.3786819326778641 4.2505636445421251 1.1007272759889009
leaf_count=18 25 53 424 16 370 68 31 69 171 34 2216 36 139 46 14 12 50 17 100 138 96 16 75 39 18 90 109 23 79 41
internal_value=0.00151507 -0.000976219 0.00373752 0.0109581 0.00737587 0.0253534 -0.00186505 -0.0385495 0.0153895 0.00956037 -0.00207369 -0.0533008 -0.00121463 -0.0029054 0.0230868 -0.00195399 -0.0221397 -0.0590539 0.00637425 -0.0120795 -0.0814393 -0.00198316 0.0072342 0.0046317 -0.00764227 -0.00351922 -0.0151906 0.0336988 -0.000461381 -0.00404407
internal_weight=84.8786 40.0189 44.8598 19.8303 17.4467 5.92332 11.5234 2.29021 5.23733 4.77532 39.2963 0.648116 38.6481 36.1341 2.51403 35.6816 3.50696 1.52835 1.97861 1.48813 1.16615 25.0295 9.23319 8.85552 5.07684 4.86951 3.70701 1.1625 24.1162 19.8657
internal_count=4633 2942 1691 1131 1115 291 824 100 223 205 2889 61 2828 2675 153 2629 413 125 288 188 108 560 724 649 610 592 199 393 544 465
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=22 23 23 16 7 15 23 21 6 22 17 5 5 23 0 17 17 0 5 15 8 21 22 21 16 7 3 21 9 21
split_gain=0.0445767 0.226342 0.278701 0.386859 0.366727 0.342772 0.212147 0.282272 0.350059 0.249956 0.207513 0.27975 0.215124 0.183605 0.371073 0.160532 0.291032 0.196463 0.23553 0.195146 0.163182 0.138376 0.336555 0.172612 0.16471 0.134089 0.173244 0.132342 0.163641 0.253116
threshold=-0.036264999999999999 0.096480000000000024 0.084065000000000015 19.794953710800005 25.806080957700004 40.726271367500011 0.070640000000000022 1.2847270946000002 14.475338213950002 0.63131000000000015 193.29780372785004 17.352342178450005 21.836296031200003 0.10214000000000002 91.437149474700007 204.55825889135002 204.73764675200002 87.028078140750011 21.757682542950004 32.548041893900006 8.543332867800002 18.476280862950002 -0.156745 17.123843457500005 16.024962526700005 23.445318439400001 83.511574906150017 12.489184206400003 200.95377551580003 6.6209860876500004
decision_type=2 2 2 2 2 2 2 2 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 6 5 10 7 8 -2 -9 -4 -12 -13 14 -3 21 -17 -18 19 25 -21 23 24 -1 -23 -19 -27 28 -15 -30
right_child=1 13 4 -5 -6 -7 -8 9 -10 -11 11 12 -14 27 -16 16 17 18 -20 20 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0015187512198259181 -0.078069994739840498 0.097190283603279318 -0.10708488690856628 0.05881071923448359 0.011879512329698555 -0.0023726773346088165 0.0099898685839568679 -0.098352326273196788 0.07215395053006593 0.047236263984568559 0.038242643252432297 -0.095113186321190493 -0.020266663074634341 0.0069594315683326677 0.0030072075169396452 -0.12013104541310599 -0.10356137086601797 0.092665300411462162 0.062839596540951601 -0.093053818260636439 0.010104325080171776 0.065668871615132782 -0.10795326329432893 0.063280425675906832 -0.062692629215186021 0.0019316426292910072 -0.063565242987224616 -0.0083820712482261545 0.012394578960457842 0.084098562949218636
leaf_weight=52.971352541285711 0.24982814347129234 0.77441697986796387 0.66105368769990525 1.345501043484546 2.6637677107905233 1.8545765418748485 4.7242452085972388 0.67212328931782395 0.40917442893260159 0.14301866249297746 0.35334172371949524 0.82781763601815306 0.71628700880683027 4.1898630566048194 0.9097597843560834 0.26204358277027395 0.22164846469968313 0.13699582187109705 0.43398617114871729 0.50379084103042249 0.22044149599969387 0.28387477598153055 0.38197609631606511 0.45641493756011087 0.15430317586287856 2.5385512821510052 0.48024729990720505 2.657130731394318 1.2134680964772999 0.82837503767223086
leaf_count=2548 68 19 120 86 182 59 157 236 17 17 22 70 18 88 52 18 36 11 41 55 9 29 49 46 31 371 46 62 44 26
internal_value=0.00137258 0.00489421 -0.00316609 0.0102062 -0.0174209 -0.0351069 -0.000344471 -0.0334633 0.015204 -0.0728084 -0.058835 -0.0420251 -0.060393 0.0160403 0.0463144 -0.00013004 -0.0176633 -0.0117433 -0.00702581 -0.0148403 -0.0616546 0.00142061 -0.0393432 0.00204636 0.0204667 -0.00409681 -0.00848797 0.0103042 0.0182718 0.0414849
internal_weight=84.2394 25.1937 14.6207 7.54389 7.07684 4.41308 6.19839 1.47414 0.659003 0.815142 2.5585 1.89745 1.5441 10.573 1.68418 59.0456 4.7977 4.53566 4.31401 3.88003 0.724232 54.2479 0.820154 53.4278 0.438178 3.15579 3.0188 8.88884 6.23171 2.04184
internal_count=4633 1343 1052 581 471 289 495 338 85 253 230 110 88 291 71 3290 587 569 533 492 64 2703 109 2594 60 428 417 220 158 70
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=15 2 22 20 9 22 8 9 15 17 13 15 6 17 16 9 22 13 16 22 16 23 23 14 9 23 4 13 23 15
split_gain=0.041556 0.219203 0.100162 0.0797144 0.0857377 0.0584272 0.156652 0.243895 0.157051 0.165621 0.176152 0.154843 0.174046 0.202204 0.0937242 0.103595 0.0719155 0.219095 0.287993 0.196734 0.0998077 0.1393 0.105154 0.0916629 0.149138 0.0875653 0.191296 0.114201 0.0946904 0.0907069
threshold=46.723315192750007 247.02271001585004 -0.10040499999999999 42.206017975500011 206.78020849415003 -0.27494999999999997 8.3434888241000014 216.07042296730003 42.33967733730001 173.77968723070003 105.40368946235002 24.140213186200004 13.825323026450002 204.04920942250001 14.464966174600002 209.24553857890001 -0.16164499999999998 117.57433941890001 22.399947619200002 -0.24150999999999997 12.604970524100002 0.075320000000000012 -0.222165 144.12207640715005 193.49750438550004 -0.15544999999999998 278.75859950360007 99.658454437600014 -0.23921499999999998 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 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 -3 -5 6 8 -8 9 -1 11 12 13 14 15 -11 17 18 19 -7 21 22 -18 24 -22 28 27 -27 -21 -29
right_child=1 3 -4 4 -6 16 7 -9 -10 10 -12 -13 -14 -15 -16 -17 20 -19 -20 25 23 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.10315643556790377 0.020863796652182954 -0.014929025369648748 -0.10311085322961755 0.061968773949032913 -0.0007197346059199212 -0.076245503700932304 -0.080469165073266166 0.033718382659873224 -0.12092927889707508 -0.10122137175539943 0.076389250780509968 -0.10188481206179412 -0.10338389029701536 -0.10084110512820413 0.084972777222665483 0.09999931991823284 -0.10103686648605875 -0.07879919847509681 0.086213352584757805 0.016326120154502903 0.015189902499368427 -0.090691667596346254 0.029397513321145853 0.0022180308880557628 -0.072590280572933027 -0.10140818170626449 -0.10208921902179656 0.069403702402680512 0.079035628246853146 -0.059716514611795418
leaf_weight=0.10951906271515044 0.081363357079681342 1.261328650871292 0.32740167539304732 0.35864097148441931 0.55701905128080398 0.24595883554911813 0.63297326839528967 0.26551860477775335 0.09091525780968357 0.06397048391784188 0.43667258683854016 0.130990463138005 0.10279233878827654 0.089441354314487853 0.39309650998620782 0.0426392070367001 0.077924746358121411 0.2162324978125979 0.60696130152791727 0.77822861447566538 0.35808559856377442 0.28014066919122627 0.29883632789596859 74.431732088823765 0.42123507030191831 0.061942682666994098 0.16795945749743169 0.2945409445092082 0.3486727080162384 0.066733408253639936
leaf_count=106 22 38 67 44 7 113 65 31 2 74 31 29 10 107 24 9 83 100 31 112 18 588 119 2481 27 32 100 114 35 14
internal_value=0.00123806 -0.0112416 -0.0784341 0.00137494 0.0238338 0.00163637 -0.0138722 -0.0467249 0.00634506 0.0147966 0.0250523 -0.00218872 0.0166847 0.0376338 0.0624191 -0.0207419 0.00210141 0.0178772 0.0260081 0.00740239 0.00152184 -0.0372882 0.00242003 0.00186081 -0.0322567 0.0193774 -0.0117921 0.0240436 0.035729 0.045553
internal_weight=83.5995 2.58575 0.408765 2.17699 0.91566 81.0137 2.35853 0.898492 1.46004 1.36912 1.2596 0.82293 0.69194 0.589148 0.499706 0.10661 78.6552 2.78723 2.571 1.96404 75.868 0.656902 0.376761 75.2111 0.779321 1.71808 0.591176 0.423217 1.1269 0.361274
internal_count=4633 178 89 89 51 4455 488 96 392 390 284 253 224 214 107 83 3967 651 551 520 3316 790 202 2526 45 407 260 160 147 128
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=17 2 22 16 5 15 7 6 9 6 23 22 20 22 22 17 6 15 5 0 18 22 2 23 12 4 21 0 2 7
split_gain=0.163908 0.324206 0.241949 0.288516 0.270492 0.477926 0.279847 0.287717 0.181197 0.160967 0.167521 0.19103 0.14058 0.137548 0.292723 0.12714 0.145317 0.533837 0.407462 0.341181 0.538788 0.327605 0.338951 0.314615 0.30921 0.312048 0.285399 0.480394 0.264015 0.253126
threshold=205.96542837505004 346.74082678410008 -0.053874999999999999 22.544947280100004 21.757682542950004 32.145494189350011 24.528146684550006 13.990326881750002 53.361180680650008 8.2451926476000015 0.089850000000000027 -0.094409999999999994 39.476991512000005 0.063030000000000017 -0.021344999999999999 205.28496454895003 14.845346859150002 38.469938489650012 18.280220412300004 95.746747857800017 14.508675588850002 -0.097799999999999984 120.31044416595002 -0.25843999999999995 105.28371344000001 157.77812180380002 3.4465547941500003 91.498984011650009 82.092636011950006 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 4 13 5 6 -2 9 -3 -8 11 -11 -12 14 -4 16 17 19 29 20 24 22 -22 -21 25 -1 -26 -28 -29 -18
right_child=2 8 3 -5 -6 -7 7 -9 -10 10 12 -13 -14 -15 -16 -17 18 -19 -20 23 21 -23 -24 -25 26 -27 27 28 -30 -31
leaf_value=-0.00011335077901552532 0.0015035814164876681 0.00063333229008713434 0.0005154523805369841 0.0017873736085566886 0.00074116408701334964 -0.0019722499929899421 -0.0019831136755157361 -0.0020344505207664822 -0.0018720366226673551 -0.00013738847716220055 0.00048816069291453262 0.0015921516017614887 -0.0020054577159244556 0.00026791308121602267 -0.0015596226116426197 0.0010299120974779198 0.00040655375218342891 -0.0020944884015073814 0.00019387756489094743 -0.0020157719117795225 -0.0020301608094194551 -0.002034174274727634 0.0012816880758674196 0.00022381964658347146 0.0011218314107060404 -0.002125431840738626 0.00033014028565847038 0.0020158089165857435 -0.0017848814156443348 0.0018677570955871285
leaf_weight=0.77459367411211733 0.30254697002237785 0.14633340120371841 0.49865693994797766 0.39731202507391561 0.5822577686049043 0.84974006778793398 0.16773562105754569 0.38905720249749709 0.45946509181885631 0.76016219802841067 0.1370826445709098 0.36266517950571131 0.23753674526233226 2.6296941682248871 0.54924865454631733 0.65974708046996866 0.91449486953206249 0.43664863021694955 59.821523563895425 0.24361942576059092 0.19992800249019638 0.94471838034223743 0.29283010885410476 23.870769544169317 1.0346592441601385 0.47995961657215958 2.8262383251276337 0.078053809702396282 0.7045461258639989 0.90872315567685291
leaf_count=16 17 36 21 26 37 82 189 33 94 48 27 34 35 111 74 30 26 40 1653 74 32 127 56 1286 51 45 146 1 165 21
internal_value=0.000140411 0.000162976 -0.000131616 0.000200026 -0.000488303 -0.000711556 -0.000257012 -0.000516312 -0.00126685 -0.00016161 4.24248e-05 0.000421241 -0.00109298 2.85357e-05 -0.000572176 0.000172172 0.000166122 5.86603e-05 0.000221708 8.85545e-05 -0.00028173 -0.00135814 -6.20368e-05 0.000201194 -1.93867e-05 -0.000883121 0.000213972 -4.63126e-05 -0.00140581 0.00113484
internal_weight=102.661 94.7969 7.8637 4.07491 3.78878 3.20653 2.35679 2.05424 0.605798 1.66518 1.49745 1.12283 0.374619 3.6776 1.04791 94.1911 93.5313 31.8866 61.6447 31.4499 7.33553 1.43748 0.492758 24.1144 5.89805 1.25455 4.6435 3.60884 0.7826 1.82322
internal_count=4633 3899 734 232 502 465 383 366 130 333 144 82 62 206 95 3769 3739 2039 1700 1999 639 215 88 1360 424 61 363 312 166 47
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=8 6 22 12 18 22 20 22 23 23 13 22 19 21 20 23 0 7 16 21 19 17 23 18 5 8 6 7 22 22
split_gain=0.0392326 0.169845 0.107803 0.0795915 0.0881097 0.075344 0.0695686 0.0506871 0.181367 0.249504 0.428897 0.322528 0.35835 0.338543 0.276744 0.169098 0.337676 0.156481 0.267213 0.174907 0.23891 0.163345 0.154333 0.16497 0.217785 0.218767 0.191131 0.153457 0.162531 0.141058
threshold=9.5425530862500008 17.755414852450006 0.022350000000000005 58.770113158150004 13.921859755900002 -0.14510999999999999 36.952388736350009 -0.036264999999999999 0.096480000000000024 0.084065000000000015 113.95029785905002 0.22387500000000005 14.251149826300002 0.37234627945000004 40.21994457600001 0.10214000000000002 91.625341543800019 26.168093931450006 9.7049773055000017 18.476280862950002 12.851036860900001 246.55589432395001 0.079395000000000021 14.032563378150002 17.756175227850004 8.2435668022500028 14.475338213950002 23.225757870600003 0.26597500000000007 -0.053874999999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -2 -5 17 9 10 22 12 13 -11 -14 16 -10 19 -19 29 -21 -20 23 27 25 26 -25 28 -9 -1
right_child=2 3 -4 4 -6 -7 -8 8 15 11 -12 -13 14 -15 -16 -17 -18 18 21 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0030941574867155617 0.0018973421858453059 0.094350847052226114 -0.038997818124132326 -0.011964916666171032 0.058350627330079542 0.085916570832183944 -0.10339850173344448 -0.087928781643462156 0.096882129151530258 -0.10654258315577901 0.081715870634371773 -0.09398621687689572 0.00051147021377687281 0.012338002706659888 -0.078541163061998903 0.0098031380306022684 0.0044367195913167772 0.054428687087278965 -0.063476747943684741 0.016775440841807019 -0.10636448567620178 0.060137926446054646 0.01574809080187517 -0.010837350613500807 -0.089553369095162982 -0.11057694175494293 0.10251280932883766 0.10129378589167411 0.072157367395996666 -0.012486025374654588
leaf_weight=49.159756200061274 0.1769724368059542 0.033124253503045931 0.18067403827808448 0.11143095829174854 0.051206135540269315 0.2689088036713646 0.32863398855624837 0.13655085714708759 0.70577840227633604 0.25410598469323975 0.76111116365063924 0.49162988897569437 0.73814339074306179 4.1811611157445441 1.1069171311755779 8.7507966922522638 0.89766985130063404 0.29228275808273352 1.130615015528093 0.28449362071114492 0.35311978359459317 0.11805897800513765 3.7186601189637543 1.5317824564705804 0.44016015145461995 0.19932195905130345 0.16476075910031784 0.21382313966751099 0.11842053476721048 6.5900157444823497
leaf_count=2224 25 4 32 33 7 30 167 33 17 49 59 85 18 241 51 206 51 273 433 42 44 50 97 213 33 10 3 7 12 84
internal_value=0.00123546 0.00104697 0.0261647 -0.0556838 -0.0658 0.0525689 -0.0802462 0.00140827 0.00523035 -0.00216755 0.010678 -0.0159855 -0.00987957 0.00552708 -0.046915 0.0152735 0.0451278 -0.000202342 -0.0316423 0.000656849 -0.0514213 -0.0517893 0.00238988 -0.0153206 -0.0261849 -0.0114728 0.000170715 0.0388168 -0.0135774 0.00125247
internal_weight=83.4901 82.8635 0.626555 0.524395 0.491271 0.445881 0.440065 82.3391 24.4108 14.0565 7.28459 6.77196 6.28033 4.43527 1.84506 10.3542 1.60345 57.9283 1.54096 56.3874 0.637613 1.24867 6.52348 2.80482 2.33603 1.89587 1.69654 0.468795 0.254971 55.7498
internal_count=4633 4546 87 211 207 55 200 4335 1185 911 467 444 359 290 69 274 68 3150 756 2394 86 483 408 311 259 226 216 52 45 2308
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=5 5 22 5 13 4 15 16 3 21 5 21 10 23 16 17 21 19 22 21 3 15 6 7 6 16 13 13 3 17
split_gain=0.0416669 0.135576 0.435038 0.131111 0.205041 0.171506 0.129277 0.167628 0.129268 0.128357 0.204475 0.159917 0.2124 0.163758 0.160181 0.1627 0.121402 0.390407 0.26186 0.150648 0.167157 0.116641 0.115062 0.12278 0.220787 0.112875 0.306277 0.266993 0.218711 0.226733
threshold=23.714185006400005 23.195398057700004 -0.06828999999999999 23.967536448650005 117.69263157665002 433.65962021140007 42.33967733730001 22.574947209950004 93.216908757050007 6.5613067478000007 30.133297129900004 2.0976681454000006 63.565904036300005 0.10821500000000002 22.694946929300002 172.68891404560003 15.678076857950002 14.351157895250003 -0.095854999999999996 15.191342547400001 93.571785230250015 41.54912092575001 16.305380972600002 22.958251375150002 16.575387281250006 22.674946976100003 117.61735474900001 117.73026999045001 93.883646373400012 188.51582982015003
decision_type=2 2 2 2 2 2 2 2 2 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 8 9 16 -8 -2 10 11 13 -13 14 15 -5 19 18 -18 21 -21 25 -11 24 -24 28 -27 -28 -1 -30
right_child=3 2 -4 5 -6 -7 7 -9 -10 22 -12 12 -14 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 -26 26 27 -29 29 -31
leaf_value=0.0019152309391024854 -0.023732394651447081 -0.0035241900105871696 0.078817993022274518 0.040402246032792521 -0.0015009760075969454 -0.090005024066729111 -0.086854841414698986 -0.00081922249126677594 -0.11269076458333049 0.070838698787335966 0.053387288906403263 -0.10455789868843426 0.0666364923160713 0.093806622566276865 0.033730435392306121 -0.10241761444367906 0.036786078840096055 0.086496610549553321 -0.052842991815794896 -0.10846972399928226 0.0052671681393542148 0.021485526174486791 -0.10220655108460866 0.01131958846509739 0.021553762016257538 0.006275845206144031 -0.1119204375373461 -0.0079150903132527393 -0.091041303945159982 0.024750770097900218
leaf_weight=60.884189737478991 0.29062534496187964 1.9950083217918293 0.94581495990860176 0.10639359689957906 0.96368261828320101 0.20511925074970339 0.38180794173967925 0.55658154981210828 0.3729975993919652 0.29103039171604894 0.29713658375294461 0.48170807556925865 0.085307457706221612 0.12890798598527908 0.25376061807037331 0.31868864816715359 0.67701092771130778 0.692979899002239 0.62864084975399137 0.26467798605290127 0.25247948430478573 2.7291910904750685 0.27490658249735123 5.1008064123088843 0.30305860099178972 1.6806775124277913 0.53322293423116196 0.45954243649612181 0.50328767745713676 0.25467689766082913
leaf_count=3004 12 69 44 86 9 62 28 26 31 32 81 150 23 11 32 155 159 19 67 30 10 33 79 65 112 38 16 30 107 13
internal_value=0.00111621 0.00192137 0.0229583 -0.00512514 -0.0309574 0.000232054 0.00104383 -0.035825 -0.0737326 0.00265421 -0.0218358 -0.0380943 -0.0788017 -0.00951892 -0.0291398 -0.0666713 0.0015412 0.0258305 -0.00636823 0.000822667 -0.0529427 0.00123739 0.00951289 0.00637001 -0.0373123 0.000378175 -0.0197379 -0.0637773 0.00125062 -0.052135
internal_weight=82.9139 73.4398 2.94082 9.47413 1.62731 7.84682 70.499 0.938389 0.663623 7.6417 1.6719 1.37477 0.567016 0.807751 0.678843 0.425082 69.5606 1.99863 1.30565 67.5619 0.517157 67.0448 5.9698 5.67877 0.577965 64.3156 2.67344 0.992765 61.6422 0.757965
internal_count=4633 3693 113 940 52 888 3580 54 43 826 538 457 173 284 273 241 3526 245 226 3281 40 3241 288 256 191 3208 84 46 3124 120
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=13 10 16 23 5 3 0 21 13 13 3 22 2 18 7 5 17 13 21 20 18 3 3 3 7 7 20 0 17 21
split_gain=0.137175 0.46435 0.456352 0.281457 0.256177 0.515959 0.418971 0.537976 0.309394 0.542564 0.427018 0.427598 0.526945 0.496287 0.365967 0.983932 0.358921 0.280742 0.261918 0.354482 0.256692 0.354523 0.484688 0.259613 0.242828 0.240266 0.617302 0.369783 0.240841 0.236729
threshold=115.13321943645001 62.907231794400012 21.074950717600004 0.098510000000000028 21.043187000650004 88.813214339350012 90.321439350550008 12.265872381800003 112.67059178900001 113.19215266625001 87.399085362750014 -0.060989999999999996 71.708303056200009 13.807773949150002 24.040556609400003 18.678742451450002 180.19381692845005 111.12203990580001 2.0523604381000005 41.362929270750008 14.032563378150002 86.26455603170001 85.589753040950015 84.643415779050017 20.714163848350005 25.070284486400002 39.788107623550012 97.789976036950009 203.37411447725003 7.6045750414500004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 8 24 7 -7 10 -10 11 12 13 -1 18 16 -16 -12 -14 -20 -13 22 23 29 -6 26 -18 28 -27 -22
right_child=1 3 -4 -5 5 6 -8 -9 9 -11 17 20 14 -15 15 -17 25 -19 19 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.00089141673449742893 0.00017062491142920918 0.0016895949228794976 -0.0013005480224120281 0.00012978639447185829 0.00064660826881047921 -0.00081346915264751414 0.0019990719591891832 0.001586235190296819 0.0019917946108646218 9.6530329342652609e-05 -0.00010333675820744407 0.0013967604565341247 0.0011800561452552506 -0.0020909189680245496 -0.0020094345107047823 -0.0018896560126183699 -0.0018957330259859483 -0.0020869970909844307 -0.0020942398378112044 0.00051083068102743886 0.00037344160424032782 -0.00096851564775255708 0.0014723915970248909 -0.00075166049403908549 -0.0021419052010159729 0.0014272144323978107 6.3684412175490823e-05 -0.00010784618118808127 0.00035389263754137057 -0.00037170251605418442
leaf_weight=0.2823271621018637 52.799918934382731 1.2709176102653135 0.92852011695504089 0.68420353077817697 0.14262058102758546 1.6739382954715445 0.35611124522984017 0.4572981914752744 0.92427693307399694 1.5623652786016462 0.53631380743536172 0.80322112294380232 1.5228914804247318 0.89329166265815729 0.32740197974294361 1.1409284637775261 0.77285886548088312 0.56147869932465255 0.25548649560369063 0.93862519371396047 15.257996826370812 0.85580956467310798 1.3107031409454055 0.9655509445728957 0.75914998108055443 1.2718954970769121 3.0883385035122046 4.4060295327359427 2.1838183806103189 1.8364936126313285
leaf_count=8 1264 57 38 25 12 406 8 40 23 35 91 28 46 99 185 154 65 41 23 161 528 20 32 35 111 31 105 732 34 196
internal_value=0.000139052 0.000205371 6.0137e-05 0.00114373 8.81588e-05 -0.000430268 3.03847e-05 -0.000298566 0.000130295 0.000800994 8.77621e-05 0.000122489 -0.000107937 -0.00137471 -1.43229e-05 -0.000149294 1.54837e-05 -0.0011179 0.000640973 -4.65379e-05 0.000309679 0.00026651 0.000321074 0.000237517 -0.00170088 7.20362e-05 -0.000328513 0.000268761 0.000748935 0.000293389
internal_weight=100.771 54.755 46.0157 1.95512 45.0872 3.38912 2.48735 2.13124 41.6981 2.48664 39.2115 38.1137 17.0839 1.17562 15.9083 13.1913 12.0503 1.09779 2.717 1.19411 21.0298 20.2266 19.3707 18.06 0.901771 11.7229 3.8612 7.86174 3.45571 17.0945
internal_count=4633 1346 3287 82 3249 577 454 446 2672 58 2614 2482 1643 107 1536 1306 1152 132 230 184 839 811 791 759 123 967 170 797 65 724
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=13 16 10 23 5 3 0 21 13 13 3 18 22 4 10 7 5 17 23 22 7 10 21 20 15 13 23 9 0 16
split_gain=0.150141 0.484845 0.432604 0.305633 0.208643 0.50616 0.372542 0.444434 0.288029 0.496404 0.361331 0.294246 0.290389 0.871345 0.318387 0.364246 0.64447 0.327114 0.314955 0.301628 0.274786 0.273025 0.268242 0.260469 0.268183 0.241877 0.225113 0.468159 0.225918 0.380567
threshold=115.13321943645001 21.074950717600004 62.907231794400012 0.098510000000000028 21.043187000650004 88.813214339350012 90.321439350550008 12.265872381800003 112.67059178900001 113.19215266625001 87.399085362750014 13.546420092050001 -0.059424999999999999 168.18037996940004 69.545034918450014 24.040556609400003 18.678742451450002 180.19381692845005 -0.22831499999999999 -0.06828999999999999 20.253927392100007 70.077349628250019 2.9212203061500004 35.771221912400001 37.882159664350006 111.12203990580001 0.083555000000000032 205.73475031020004 102.65877371115 16.499961415900003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 8 20 7 23 10 -10 11 -1 13 -13 -15 22 17 -17 -14 -18 -6 -19 -16 24 -7 -12 27 -23 -28 -30
right_child=2 -3 3 -5 5 6 -8 -9 9 -11 25 12 18 14 15 16 19 21 -20 -21 -22 26 -24 -25 -26 -27 28 -29 29 -31
leaf_value=0.0014610744266354587 0.00017255136098056549 -0.001343058911924542 0.0017021561297017171 5.9350209625169463e-05 0.001190883289166819 -0.0014171224714517694 0.0019980058509049105 0.0015171877891271381 0.0019892632651076006 0.00012707730729221377 -9.3764327401204121e-05 -0.0018702767109546122 -0.0014162797208426866 -0.0016632894938726417 0.0012711318614088876 -0.0020029505876397089 -0.0020376293234887657 0.0020019665274717477 0.00028151080893042054 0.0010929067135659076 -0.0021512223820052403 0.00027549884223295726 -0.00013471602516962911 -0.0012069793820280704 0.001832470867910059 -0.0020559618975460386 0.0002554168252495646 -0.0018259342025135927 -0.0020101791694541239 0.0015749048152686866
leaf_weight=0.60906472007627499 54.188406801971723 0.93725498137064178 1.2344337180256832 0.67264934210106719 0.10879698471398969 0.15714744750948817 0.32949467934668053 0.42956732009042742 0.84443830512463991 1.5803653551265595 0.46881096806100586 1.0111901030504622 0.42929913401292452 0.42546613128979416 1.4832654413967241 0.28945546651948184 0.84453077602665871 0.28524631634354491 19.578833632551387 0.13761094212532121 0.72397723590984242 0.9751581477091793 0.80500613694857737 1.1655109263579104 0.25785480719059706 0.49819864623714238 8.7683703854781889 0.70029050847006147 0.41189452851819019 0.157319267760613
leaf_count=27 1264 38 57 25 7 51 8 40 23 35 91 109 82 33 49 196 146 5 716 3 116 375 151 345 10 41 249 108 222 11
internal_value=0.000137422 5.22521e-05 0.000204854 0.00112272 8.23321e-05 -0.000401828 6.54534e-05 -0.000251333 0.000120441 0.000775584 7.85022e-05 0.000109499 8.6823e-05 -0.000107501 9.12678e-06 5.70168e-05 -7.39717e-05 5.52851e-05 0.000245083 -0.001599 -0.0017146 0.000108016 0.000776559 -0.000731999 0.000601959 -0.00110468 5.89611e-05 -0.000602841 0.000177709 -0.00101933
internal_weight=100.509 44.4134 56.0955 1.90708 43.4762 3.17235 2.33958 2.01008 40.3038 2.4248 37.879 36.912 36.3029 16.2948 15.2836 14.8581 12.5699 11.5877 20.0081 0.982142 0.832774 11.2983 2.28827 1.58051 0.415002 0.96701 11.013 1.67545 9.33758 0.569214
internal_count=4633 3287 1346 82 3249 577 454 446 2672 58 2614 2482 2455 1657 1548 1515 1315 1166 798 149 123 970 200 406 61 132 965 483 482 233
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=23 18 23 23 22 7 3 22 21 15 18 5 16 21 2 3 22 20 20 0 20 18 6 14 5 16 0 18 17 6
split_gain=0.0433534 0.056788 0.234407 0.154616 0.157617 0.303409 0.241552 0.158907 0.108585 0.109548 0.108173 0.105551 0.0891363 0.243104 0.301083 0.234944 0.198516 0.201939 0.206935 0.182824 0.35149 0.466248 0.176071 0.58949 0.158407 0.157553 0.374905 0.193192 0.224763 0.200425
threshold=0.4369650000000001 12.880535946600002 0.11360500000000003 0.10787500000000003 -0.057599999999999998 21.554186973500006 94.383699585650007 -0.086139999999999994 16.464809133250004 19.198394745150004 11.890615410500002 22.887221773600004 22.624947093000003 2.3223121640500004 263.5517324101001 93.915907870950022 -0.10434500000000001 41.873095646600007 43.477771593600004 86.692020874450009 42.720329370750001 13.055593598800002 16.465384711100004 244.85040433755003 23.714185006400005 22.614947116400003 86.780739992750014 13.480563334700001 193.58688265170002 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 -7 9 -1 -11 -12 15 14 24 25 -15 22 19 20 21 -19 23 -18 -14 27 -27 28 -3 -29
right_child=-2 12 -4 -5 6 7 -8 -9 -10 10 11 -13 13 16 -16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.081926208114185856 -0.03157690552709734 0.0082983236269973722 -0.089933163817405862 0.070953662577021945 0.094455967807906882 -0.019986186040436157 -0.0070907703233083824 -0.11107448345875182 -0.10194246134845833 0.060148545817670845 0.098363885029253958 -0.010328156276625682 0.09976633204344626 -0.040143598415786769 -0.039123554816957881 -0.074228590307175032 0.0040828291482048161 0.096189795722537677 0.031210617440950102 -0.0050019808320768931 -0.10435414994703043 -0.075688730021510164 0.0065393401851102789 0.090329617161785489 0.010312626535432098 -0.05640930579775047 0.010627620117325702 -0.0024170652295293187 0.05202624198057864 0.037088321017251451
leaf_weight=0.1274267646094821 0.40071245227954833 11.017035917800966 0.33657546961330798 0.26386961822572619 0.33203421282814749 0.32581365850637667 0.79541015455833985 0.46466021984815586 0.096577561576850601 0.38841620782477537 0.097751882931333856 1.0388291542076329 0.73674868117086834 0.92559338890714826 0.29509548051282752 0.42200468777855249 2.3158801458776019 0.2866080997919187 1.0459888812183633 2.9884918350726366 0.61626134847756475 0.35123772110091522 7.5907811403740197 1.2047404432087203 0.27069513147580437 1.5528206808958196 1.8027729326859114 42.199575117441753 1.3158551667875134 1.3245290457271028
leaf_count=57 38 231 31 8 17 37 181 13 23 79 63 138 30 32 26 222 39 9 15 21 64 33 58 48 43 33 17 2951 29 47
internal_value=0.00123589 0.00139521 -0.00983842 -0.00298027 -0.00830052 -0.0221148 0.0228149 -0.0735302 0.00112281 0.00714656 0.0145894 -0.000980075 0.00200773 0.00804603 0.0497099 0.000121544 0.00491374 0.00745671 -0.0086276 -0.0184495 -0.0504944 0.00154275 0.0151122 0.0335961 0.0757306 0.000651433 -0.0203941 0.00191574 0.0129639 -0.00121483
internal_weight=82.9308 82.5301 4.26736 3.93079 3.66692 2.53948 1.12744 0.790474 1.749 1.65242 1.525 1.13658 78.2627 18.6281 1.30254 59.6346 17.3256 16.4 5.28859 4.2426 1.25411 0.637846 11.1114 3.52062 1.00744 59.2126 3.35559 55.857 12.3329 43.5241
internal_count=4633 4595 647 616 608 410 198 50 360 337 280 201 3948 418 99 3530 319 287 142 127 106 42 145 87 73 3308 50 3258 260 2998
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=8 22 23 22 6 23 7 8 4 23 9 21 9 23 23 2 17 10 23 6 17 2 12 6 20 10 23 9 9 8
split_gain=0.0470829 0.123773 0.137759 0.141172 0.133307 0.119479 0.104846 0.0822104 0.0751071 0.061874 0.0470907 0.311922 0.382595 0.176383 0.161317 0.16062 0.155733 0.34175 0.150484 0.25457 0.110629 0.109522 0.156698 0.0939705 0.0923655 0.0844514 0.0832715 0.0823589 0.407621 0.11959
threshold=8.8430989333000021 -0.0098449999999999979 0.10249000000000003 -0.13734499999999997 18.285427236100002 0.094595000000000026 22.907491544400003 8.7431769115000026 168.18037996940004 0.4369650000000001 207.09414646890002 8.7680435256500022 214.52351813370004 0.076835000000000028 -0.098985000000000004 84.740378741850009 197.02652249450003 80.538140213850014 0.083395000000000011 13.185308072600002 199.24932835515003 223.87650328090004 367.09662155515008 14.865347326450001 41.489621506400006 76.621056717750008 0.084805000000000019 204.68881850780005 204.20786774030003 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=7 2 3 8 -4 -3 -5 9 -2 10 27 13 -13 14 -12 18 17 23 -15 -20 -18 -22 24 -17 -23 -14 -27 28 -1 -29
right_child=1 5 4 6 -6 -7 -8 -9 -10 -11 11 12 25 15 -16 16 20 -19 19 -21 21 22 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.0017218222995248958 0.0079207277038730855 -0.10236649735325715 -0.1041211170936617 0.073750452442003997 0.0043492265349810433 0.0065869894893698828 0.0089273914132309649 0.01593379173737889 -0.077892089284644681 -0.040751828077370489 0.013210071408650804 -0.097698753512891076 0.047234865478224683 0.10124883426249716 -0.10586144705493657 -0.10370730577207998 0.038889518733964838 0.0092517894773621878 0.085107926339007045 -0.10241935844170143 0.0072536840697274745 0.0028865274790495915 0.035110258063052888 -0.031321770697193031 -0.082909890472026584 0.054718009032110021 -0.10170281534378059 0.036122939973079062 -0.09140481827322107 0.0042837277624939111
leaf_weight=57.879907817378466 0.19061082959524345 0.26739486513906641 0.22936051267606661 0.37458070093998708 0.22390616039774613 0.16140186546181212 0.74729160338756628 3.7808262003818518 0.21938684095221106 0.35623825601349679 0.1881987353117438 0.73936398259365776 0.31678094834205694 0.3154799009062107 0.28773787853788135 0.48230033449362775 0.94070249018841412 1.1575535406095694 0.16282154773944058 0.13033731863833964 5.7121138787169912 0.17604395154830843 0.25427209526242223 0.28551314305514097 0.43686193212852231 0.053639302397641586 0.093112111062509939 1.663023893045646 0.47385920511442137 4.0591241999936756
leaf_count=3262 24 42 24 33 17 24 22 72 18 34 19 94 32 11 35 55 30 50 64 13 186 43 39 9 41 19 34 110 88 89
internal_value=0.00112537 -0.0126343 -0.00211034 0.0122191 -0.0505386 -0.0613557 0.0305711 0.00154084 -0.0379971 0.000826377 0.00102176 -0.00480268 -0.0530441 0.000708224 -0.0587772 0.00352415 0.000315655 -0.0250609 0.0533162 0.00173401 0.00681289 0.00222659 -0.0308869 -0.0767906 -0.0582667 0.0181829 -0.0445292 0.00208826 0.000965592 0.0135371
internal_weight=82.3597 2.41393 1.98514 1.53187 0.453267 0.428797 1.12187 79.9458 0.409998 76.165 75.8087 11.7328 1.2029 10.5299 0.475937 10.054 9.44536 1.92537 0.608639 0.293159 7.51999 6.57929 0.867178 0.767813 0.612906 0.463532 0.146751 64.0759 58.3538 5.72215
internal_count=4633 204 138 97 41 66 55 4429 42 4357 4323 774 179 595 54 541 453 114 88 77 339 309 123 64 84 85 53 3549 3350 199
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=13 0 3 18 20 13 0 6 23 16 13 9 16 15 20 13 8 20 22 23 8 16 21 5 5 21 23 21 5 13
split_gain=0.130794 0.591534 0.406949 0.484697 0.538126 0.411522 0.469243 0.882253 0.577627 0.546281 0.353319 0.361171 0.324154 0.62672 0.292544 0.33463 0.258921 0.273497 0.240277 0.232336 0.221687 0.213642 0.700585 0.212048 0.344903 0.354873 0.589691 0.266433 0.250901 0.395307
threshold=112.67059178900001 90.321439350550008 86.26455603170001 13.565012728250002 37.765550062200006 109.64607639220002 95.746747857800017 14.745344522600002 -0.086715 19.154955207400004 113.98793627290001 188.55070358395002 18.684956306450005 29.326787846200002 37.995872310650007 115.86448004795001 5.1459841250500009 48.109449608500007 -0.051199999999999996 0.09721500000000001 9.3427090425500019 22.454947490600002 11.772995266200001 20.315138807500002 21.191508333600002 3.8092755532000004 0.094780000000000017 9.4810485893500012 24.458659404000002 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=2 10 5 16 -5 6 7 8 -1 12 11 -2 13 -9 -12 19 17 -4 -3 20 -16 22 -17 -23 25 26 -25 -27 -26 -30
right_child=1 18 3 4 -6 -7 -8 9 -10 -11 14 -13 -14 -15 15 21 -18 -19 -20 -21 -22 23 -24 24 28 27 -28 -29 29 -31
leaf_value=0.00063210706732522084 0.00084026921045039901 0.0016173364006143746 -0.0014992233683919802 9.4226253132114854e-05 -0.0018656517388562627 0.00099932420687624639 0.00018272388212283553 0.0011883355237142631 -0.0018809262166666794 -0.00094854579739656357 0.00079825149885907561 -0.0015437448105033041 0.0018658769071287157 -0.0013229120049039495 -0.0014681451587786707 0.0015671103733186074 0.0010589064785111056 0.00065073647435952883 0.00038057514376992318 -0.0020839248290222224 0.0012662440030835203 0.00055335402302476768 -0.0020705801261734851 -0.002117623576154391 0.00025308829191914971 0.0001662847734662413 0.00024274864843891092 -0.00064477900122152977 -0.0020467071684855329 -4.7260925358527093e-05
leaf_weight=0.43655625245082808 0.33861434453501604 1.543996418360621 0.47209954791469388 0.86781219582326263 1.4199314208999565 1.9699875432997931 27.509887991757239 1.0299272038391798 1.8080519172326592 1.0990756402024997 2.8703248398232963 0.87732820957899094 0.68167792400345195 0.60741813757340413 0.22292870175806356 1.1609235645009892 0.8130211066454649 0.43903863405284937 0.99196340050548215 0.42573437551618554 0.23327847479231423 4.665355298202484 0.24682589482108586 0.89508645981550106 33.230944055685541 5.9892140794545394 0.74615899729542434 2.1042826529592276 0.43963988631730844 2.8103044071394834
leaf_count=59 65 45 265 37 144 33 1969 24 339 32 171 28 16 56 53 207 28 30 31 29 26 63 48 35 501 60 10 24 63 142
internal_value=0.000149181 0.000206869 6.1085e-05 -0.000530546 -0.00112221 0.000128626 7.69187e-05 -0.000437091 -0.00139216 0.000190089 0.000165825 -0.000879847 0.000729732 0.000256719 0.000188513 0.000155598 0.000254518 -0.000463249 0.00113357 -0.00104214 -6.99336e-05 0.0001758 0.000929301 0.000154952 0.000114734 -0.000213176 -0.00104453 -4.45892e-05 0.000202236 -0.000317738
internal_weight=98.9474 59.7929 39.1545 4.0119 2.28774 35.1426 33.1726 5.66271 2.24461 3.4181 57.2569 1.21594 2.31902 1.63735 56.041 53.1707 1.72416 0.911138 2.53596 0.881942 0.456207 52.2887 1.40775 50.881 46.2156 9.73474 1.64125 8.0935 36.4809 3.24994
internal_count=4633 1601 3032 504 181 2528 2495 526 398 128 1525 93 96 80 1432 1261 323 295 76 108 79 1153 255 898 835 129 45 84 706 205
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=21 21 21 12 16 9 9 20 18 20 20 16 22 2 5 23 14 22 22 23 23 23 0 18 20 23 8 7 17 18
split_gain=0.0418192 0.147261 0.337044 0.285997 0.216563 0.132279 0.286981 0.277783 0.272075 0.250955 0.243431 0.248997 0.207565 0.244516 0.269161 0.232558 0.228208 0.235361 0.21583 0.190054 0.180939 0.19672 0.174588 0.349916 0.241254 0.158446 0.129369 0.121926 0.120332 0.286307
threshold=3.1734339793000008 3.8092755532000004 3.5267096012500008 195.51336019310003 22.574947209950004 202.70031010240004 201.40496258350001 42.546237522150008 13.141419083100002 41.404176814550006 42.081757894750005 22.664946999500003 -0.21563499999999999 127.74713841330002 19.221712148250003 -0.091114999999999988 195.37489133290003 -0.102645 -0.08158 1.0000000180025095e-35 0.098950000000000024 0.086555000000000021 87.727077254650013 13.431207332600001 41.11191809080001 0.11636500000000001 8.0437227585500022 25.487785026200005 188.06121519230001 13.304953393500002
decision_type=2 2 2 2 2 2 2 2 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 -2 6 7 9 -9 12 19 -12 25 15 -15 -14 -17 -18 -16 -7 21 -11 23 -21 -24 27 -10 -1 -3 -30
right_child=1 28 3 -5 -6 10 -8 8 26 20 11 -13 13 14 18 16 17 -19 -20 22 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.10302032133434949 0.0041318082990563741 -0.0066450609480097405 -0.1158752025719445 0.018229328445516484 -0.071483486017514267 -0.066540934937664484 0.076420269423514639 -0.05344613898675582 0.024301013057098426 -0.0037415536512809921 -0.084954531939170685 0.030872998034971302 0.067112653808731382 -0.060903850866412083 -0.0082171384058142612 0.003739298354470007 0.040634658104156292 -0.09180625731890224 0.08594888781005007 0.030640906432910554 0.035151969124075207 -0.11576390236707551 0.0049017544117115454 -0.10573420008642453 0.073567335722988569 0.070185102584351997 0.088854729541166577 0.078131149775636136 0.021982605176528103 0.00022315354867634445
leaf_weight=0.35320052432711868 3.1688319915310781 14.616786689026638 0.55546002269511507 0.22282288448877807 0.43017788254655887 0.38363249069152416 0.64059350206753229 0.22892369734472673 0.49703436825075165 0.24909858610135494 0.68180331976236619 0.25501520637772046 0.52075536540542078 0.20234220981060946 0.32200580041262583 6.4484145522119416 0.18242955187452026 0.50733707028905417 0.99709578874171689 0.37146136723458756 0.19510839320719242 0.4228936143554165 4.1137985917339392 0.38124740484636277 0.58436034818078031 0.080234225242747925 0.82697197643574327 0.041522700192530237 7.2515529932643394 36.401663881103786
leaf_count=256 227 1043 62 47 30 41 32 24 63 52 81 13 47 193 41 113 21 61 46 35 20 19 233 52 72 12 68 42 192 1395
internal_value=0.00113785 -0.000120644 -0.01781 -0.077481 -0.00490624 0.00518361 0.0111958 0.00773566 0.0472164 0.00190899 -0.00610675 -0.0534246 0.00653696 0.00987192 0.0464887 0.00259802 -0.00210855 -0.0567783 0.062962 0.00149086 -0.0496244 -0.0742387 0.00627894 -0.0384332 0.0134424 -0.0579239 0.0646211 -0.0839642 0.0012082 0.00383777
internal_weight=82.1346 62.6473 4.37729 0.778283 3.59901 19.4873 12.716 12.0754 1.55293 10.5224 6.77132 0.936819 9.65534 9.18038 1.52144 7.65894 7.13818 0.689767 1.3191 5.8345 0.867101 0.671992 5.45087 0.752709 4.69816 0.474957 1.32401 0.394723 58.27 43.6532
internal_count=4633 2996 366 109 257 1637 1110 1078 155 923 527 94 832 522 280 242 195 82 87 433 91 71 392 87 305 310 131 298 2630 1587
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=13 10 19 2 17 9 10 0 5 22 20 14 21 9 5 20 15 23 5 23 6 5 23 13 21 21 21 16 18 21
split_gain=0.160186 0.564673 0.522967 0.27222 0.356872 0.35576 0.291369 0.286057 1.07833 0.323021 0.340315 0.295212 0.350883 0.274506 0.28907 0.48716 0.40672 0.415573 0.321693 0.269324 0.246784 0.328769 0.279532 0.398321 0.246722 0.239377 0.225187 0.556048 0.589949 0.473482
threshold=115.13321943645001 62.907231794400012 14.551174033150001 103.92649527695001 188.85216786605002 196.40176798710004 62.025417527550012 86.345209775600011 22.382820633700003 -0.06828999999999999 41.489621506400006 244.85040433755003 14.323584591800001 193.00469145105004 21.252944829650001 42.654057868200006 39.864684991950007 -0.15544999999999998 20.872540794500004 0.098510000000000028 16.395383075500003 22.705169530700005 0.07771500000000002 117.59584708395001 15.109659503850002 3.0344668838000004 8.9448347342500032 17.204959767300004 14.194363735100003 10.581646629650001
decision_type=2 2 2 2 2 2 2 2 2 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 26 4 -2 6 -6 8 -5 13 11 -11 -13 -9 18 16 -16 -18 -15 -3 21 -10 23 24 -22 -24 -1 29 -29 -28
right_child=1 19 -4 7 5 -7 -8 9 20 10 -12 12 -14 14 15 -17 17 -19 -20 -21 22 -23 25 -25 -26 -27 27 28 -30 -31
leaf_value=0.00014195472966853733 0.0001583592310600174 0.0017414132656489575 -0.0018223152002307343 -0.0016780244052636494 0.0005158899087858214 0.00032338539046642849 0.0018826028294827717 -0.00073359542508084701 0.00015526526589538511 0.00033391344924503128 0.00011069940875109054 0.0020024302329653089 0.00060807203029152458 0.00017724607854682566 0.00034708625428463505 0.00085837368533574372 2.7787704252176592e-05 -0.0015642053489309771 -0.0011639038553354119 0.00020190717042346376 0.00025777885527082504 -0.0021296926011639106 0.00095990433149907106 -0.0019097017398895337 -0.0015783406468422045 0.00014368302636571747 -0.0019978890379383695 0.00013520281604304429 -0.0015970142841131413 0.000416320088850872
leaf_weight=37.434743865006737 7.9255463135341397 1.3407396408729244 0.56243920006090675 1.5255322821903963 0.98433853220194611 2.6921384464949369 1.5348350685089824 1.5448697954416299 0.52704587578773399 2.2612405363470298 4.3379766091238707 1.3545613209716978 1.4225502535700796 1.5346404216252261 4.3188036009669286 3.7216219576075673 1.5137942805886251 1.0802947608754057 1.2458264464512465 0.64806721184868354 1.7068315736396469 0.44779508511419408 1.6362619424762659 0.56133196101291094 0.33689745061565179 8.8698235422780254 0.33920276901244406 1.3084996799370858 1.7899422794434938 3.94235099261914
leaf_count=2345 171 57 21 41 22 17 99 19 2 16 47 38 11 43 19 29 6 43 16 25 170 44 96 103 29 183 124 76 221 500
internal_value=0.000142921 0.000213995 5.66593e-05 0.000175565 0.000420418 0.000818967 0.00134858 9.5045e-05 -0.000112119 0.00022794 0.000513282 0.000859901 0.00128818 4.90967e-05 0.000139232 0.000286407 -2.15164e-05 -0.000635189 -0.000423675 0.00123975 5.74708e-05 -0.000894335 0.00012824 -0.000446719 -4.48953e-05 0.000270805 8.0241e-05 -0.0002328 -0.000865484 0.000225056
internal_weight=100.451 55.0734 45.3772 53.0846 13.1369 5.21131 2.51917 39.9477 15.6115 24.3362 9.37633 5.03835 2.77711 14.9599 13.415 10.6345 6.91289 2.59409 2.78047 1.98881 14.086 0.974841 13.1111 2.60506 2.04373 10.5061 44.8147 7.38 3.09844 4.28155
internal_count=4633 1346 3287 1264 309 138 121 955 668 287 112 65 49 175 156 97 68 49 59 82 627 46 581 302 199 279 3266 921 297 624
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=23 15 7 22 21 5 9 23 2 10 17 15 7 16 21 13 22 13 20 20 9 17 0 0 16 8 20 15 0 22
split_gain=0.0442812 0.140704 0.143359 0.304376 0.136215 0.0642723 0.062759 0.202953 0.199157 0.333027 0.182941 0.314831 0.177813 0.161149 0.135941 0.171257 0.173039 0.201139 0.196131 0.113815 0.110493 0.14527 0.391844 0.25127 0.245173 0.354552 0.341113 0.186615 0.184961 0.206111
threshold=-0.25587999999999994 42.629181320700006 23.960918281000001 -0.074029999999999999 8.2213425669500015 5.136608915900001 186.70853236170004 -0.17949499999999999 182.22337690155004 80.677940036650014 190.37043331840002 30.404760455250003 25.806080957700004 22.764946765650006 16.769207050200006 99.658454437600014 -0.14704500000000001 117.47755492620001 36.558960102350007 49.292797572200008 193.49750438550004 195.44378352670003 87.261973998100004 89.057864029250013 22.604947139800004 8.3434888241000014 39.656620114300004 30.054399297400007 89.861713010250014 -0.047144999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 -2 10 -10 13 -12 -11 14 15 -9 19 18 -18 -17 21 24 -23 -24 28 -26 -27 -25 29 -8
right_child=6 -3 5 -5 -6 -7 20 8 9 12 11 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22 23 27 25 26 -28 -29 -30 -31
leaf_value=-0.079202883745280284 0.050267093851751626 -0.10532993293437337 0.01800549101638765 0.078772259392351232 -0.0029235981281128523 -0.10262951509275918 0.044119469530085685 -0.10117846656346241 -0.086864924795371404 0.077997937340209655 -0.0021551332160655956 0.08734866995549867 -0.039241033719025355 0.076337467945997994 0.059488202264355854 0.06012696623660934 0.072090389744867311 -0.0015336966461276657 -0.10016597137874428 -0.10244671992671471 0.0023246605978734648 -0.10011267323748066 0.034588256472753792 0.008170535422404061 0.0041598614455090948 0.0015536191832322499 -0.091751279045736545 -0.1041578435888178 -0.0079167435258940804 -0.0096073391917990553
leaf_weight=0.28922283006977556 1.0605276538996697 0.15230196737684298 0.056632100112551487 0.41953198728333463 1.2284626609616678 0.20061853009769948 2.0766318165260604 0.17854733395469136 0.59238636513328013 0.27496775615418301 0.8327018045980592 0.74426467766897986 0.24430583876397804 0.28031343594193447 0.34906965066329565 0.57723644485213021 0.079822398583931142 4.6643826017389074 0.38446860890871903 0.046533884011296323 56.933649034997416 0.60367390068131399 0.76530332490801789 0.27582014519680342 2.0461259536677976 0.61676093935966481 1.0743379653140435 0.31890117970760912 3.4124013370001194 1.0882062422533616
leaf_count=108 203 10 29 83 57 65 51 146 312 50 168 44 326 11 28 255 23 61 106 10 2137 23 9 37 40 11 55 30 132 13
internal_value=0.00115388 -0.0123842 -0.00593357 0.00338045 -0.01746 -0.0760725 0.00155341 0.00883233 0.00408125 -0.0356201 0.00950495 0.0400871 0.0228398 0.00215369 -0.00115753 -0.00472685 -0.00173313 -0.00778174 -0.0705511 0.0479988 0.000469168 -0.00813472 -0.0330638 -0.00330285 -0.00338864 -0.0238418 -0.057722 -0.0520621 0.00823294 0.0256459
internal_weight=81.8681 2.34677 2.19447 1.93722 1.51769 0.257251 79.5213 10.3095 9.249 1.11166 8.13734 1.57697 0.519274 6.56037 6.28006 5.93099 5.75244 5.12867 0.464291 0.62377 69.2118 12.2782 1.9637 1.36002 10.3145 3.73722 1.6911 0.594721 6.57724 3.16484
internal_count=4633 352 342 248 165 94 4281 1743 1540 688 852 212 376 640 629 601 455 190 129 265 2538 401 99 76 302 106 66 67 196 64
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=16 16 8 8 9 4 20 17 21 17 21 21 21 17 22 20 6 21 2 17 19 16 4 15 15 5 2 2 15 22
split_gain=0.0414843 0.271147 0.291801 0.252459 0.343024 0.192715 0.142066 0.128497 0.151385 0.148196 0.134182 0.253627 0.188623 0.147071 0.14384 0.124195 0.118129 0.113425 0.112132 0.111434 0.109601 0.178743 0.357758 0.279165 0.357258 0.353882 0.103113 0.134002 0.0988862 0.094839
threshold=15.564963602350003 17.809958352600002 8.1436447804000007 8.0437227585500022 188.08209940425004 143.58239362595003 37.232443001650005 187.14705358135004 10.681001598350003 172.68891404560003 11.772995266200001 6.8552675721000007 10.738578069800001 188.06121519230001 0.13747000000000004 40.722669576350008 12.040281319250001 14.647131639200001 154.46567853970001 168.62011096010002 12.951044929850001 18.634956423400002 201.80971861865004 28.826925781250004 26.912781836550003 15.839549529050002 90.828344481500011 107.71644982635 13.699258176050002 -0.016679999999999997
decision_type=2 2 2 2 2 2 2 2 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 19 -1 28 8 18 17 11 13 -13 -9 -15 -12 -17 -10 26 -2 -3 22 -22 24 -24 -25 -8 -28 -7 -20
right_child=1 20 -4 -5 -6 6 7 10 9 -11 15 12 -14 14 -16 16 -18 -19 29 -21 21 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=0.10404177459343139 -0.10144307487393028 0.040440359165125325 -0.089835624573611772 0.069933731764806981 -0.090588527493281404 0.061979752228517454 0.0011655114754801675 0.095061884966072693 -0.10082947882117921 -0.093162083621467315 -0.04924680141943915 -0.10415545156462871 0.026560710640040452 0.0074274266238834978 0.07508611877139526 0.025461578670450898 0.094113622669320579 0.083145467157528755 0.048873329043937597 0.0099459829057821011 -0.097714168278151103 0.0018040589094944792 -0.052196487236299854 0.092975788261991724 0.093263690249129366 -0.10213941245677426 -0.01094689574093434 -0.1028204280222219 -0.10158227626916452 -0.042530099789669949
leaf_weight=0.19753121584653754 0.097022931846367899 0.70891432955249811 0.63716409644257499 0.3146523805335163 0.58302619960886648 0.045429961060604707 5.6105298230186218 0.23078513942527923 0.049036594543849676 0.3391306144749251 0.11724191845132725 0.31763213693011483 0.16919487402265077 3.7911701853217892 0.3426156535560948 0.50511074885798712 0.49750367880187696 0.10584572384004787 0.73503440924378083 1.2084221399360329 0.54619114120214263 61.825590312480927 0.26789953970728653 0.1212728435639292 0.45666764333145693 0.39809945148590486 0.53945576311434695 0.22495830477373602 0.19833552138589994 0.13425065983210505
leaf_count=2 176 56 95 20 108 151 173 13 57 78 30 101 29 330 48 172 21 24 149 260 228 1721 53 8 10 92 25 121 212 70
internal_value=0.00103946 2.7093e-06 -0.0302343 -0.012997 -0.0268147 0.00596026 0.00457175 0.00591725 -0.00258722 -0.056148 0.0169383 0.00973616 -0.0587255 0.0173724 0.0130351 0.0481392 0.0595272 0.024898 0.00106531 0.00166736 0.00133784 0.000902093 -0.030249 -0.000626326 0.0394816 -0.0565802 -0.0035289 -0.0379842 -0.0710996 0.0347572
internal_weight=81.3157 67.1649 2.84029 2.20312 1.88847 14.1508 13.9533 13.7095 7.73824 0.494013 5.97125 4.8514 0.486827 4.36457 4.13379 1.11986 1.00261 0.154882 7.24423 1.30545 64.3246 63.6157 1.79013 1.24394 0.724567 0.519372 6.37494 0.764414 0.243765 0.869285
internal_count=4633 2827 659 564 544 1806 1804 1441 697 159 744 521 130 391 378 223 193 81 538 436 2168 2112 391 163 63 100 319 146 363 219
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=13 4 18 10 7 16 19 16 23 23 20 22 14 4 4 23 5 20 18 8 4 3 17 22 10 4 20 9 16 15
split_gain=0.164786 0.182567 0.175551 0.16293 0.205911 0.209018 0.196029 0.183754 0.233481 0.184318 0.178094 0.178036 0.252028 0.145689 0.34763 0.327843 0.334313 0.751657 0.378322 0.351729 0.312979 0.269467 0.240323 0.247299 0.234218 0.208035 0.187671 0.272116 0.172313 0.166215
threshold=97.873318238950006 250.04947801505003 17.108018746400003 74.927328095600004 24.103872582350004 9.7049773055000017 11.750948102400001 9.3849780538500021 0.075320000000000012 -0.24748499999999998 44.202975721700007 0.20852500000000004 260.23832086035003 309.77412212245002 312.24436677560004 0.25799500000000009 21.363989181350004 41.559097512700014 13.344136431100003 8.6432548896500023 328.87382113970006 93.571785230250015 204.04920942250001 -0.08158 62.057679025150001 376.61861354110005 39.571921479100006 207.89602404040002 16.354961755000005 44.483611103700007
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -5 7 -7 8 9 -6 -3 12 -8 29 -15 16 17 26 21 20 -20 -18 23 -22 -25 -23 27 -16 -19 -2
right_child=2 3 -4 4 5 6 11 -9 -10 -11 -12 -13 -14 14 15 -17 18 28 19 -21 22 25 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013810129580696931 0.00020256329402802727 0.00080044573833049028 0.00098831427915839357 0.00090857950792533055 -0.0020284207774066425 -0.0019865908550145851 0.0016361645971283455 0.001863140373932713 -0.0019929198105226643 0.0013038758338060575 -0.0019887121828791026 0.001905454674373238 -0.001425835195369805 -0.0019804090949546303 0.00085436670137329328 -0.001770996046819955 -0.0021262909373408008 0.00011639781421552197 0.001758131702185496 -0.00089208850441405325 0.00051220186686249259 0.00031704781949359 0.0012614196988248901 0.00038802988764089912 -0.0017051747416230697 -0.001790102114485651 0.0014182800445825797 -0.0020202933394788229 -0.0019167777648016371 -0.00020422385983575838
leaf_weight=0.48384149752644079 80.864295826761918 0.12254526151264178 0.98552767524961282 0.8240668819898932 0.078655027567492652 0.37381613501065636 0.13606488424557028 0.25258993471561553 0.18074509810446671 0.33830791673165084 0.3123735169210704 0.12390215585401165 0.42979438477414078 0.35156323306728055 0.34442921598383358 0.38464227877557355 0.3461209344677626 0.18886340988683503 0.8576305083988699 0.61499522393569339 2.3750467409190583 0.83870997981284723 1.0772621608339248 0.38368687524053058 0.44259677012450993 0.22941118919698056 0.55445668124593794 0.20018398977117613 1.0582065358321413 4.0555350351060033
leaf_count=371 2296 31 80 85 42 230 18 37 252 84 103 11 160 107 19 12 17 16 18 39 50 38 67 21 35 64 32 30 120 148
internal_value=0.000149474 -0.000259071 0.000165011 -8.79821e-05 8.91089e-05 -0.000263735 -0.000843118 0.000460975 -0.000131577 0.000675278 -0.00120282 -0.000223413 -0.000689556 0.000156486 -6.43595e-05 3.708e-06 7.54758e-05 -0.000566953 0.000285822 0.000509241 0.000677032 -0.000622745 0.000460329 0.000190758 -0.00073319 -0.000135526 0.00061526 -0.000202275 -0.00160886 0.000183136
internal_weight=99.8099 3.6567 96.1532 3.17286 2.73794 1.91388 1.06358 0.850298 0.597708 0.416963 0.434919 0.689761 0.565859 95.1676 10.2478 9.89624 9.5116 2.34614 7.16546 5.75122 5.13622 1.41424 4.27859 3.20133 0.826284 1.06812 1.09907 0.544613 1.24707 84.9198
internal_count=4633 1424 3209 1053 919 834 419 415 378 126 134 189 178 3129 685 578 566 217 349 230 191 119 173 106 56 102 81 49 136 2444
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=13 18 21 12 23 21 10 20 7 7 2 20 8 21 22 2 9 22 0 14 12 2 2 12 18 21 15 5 0 6
split_gain=0.14889 0.230265 0.199369 0.270053 0.175825 0.224514 0.179408 0.165719 0.1608 0.233762 0.204765 0.175595 0.221336 0.168167 0.314198 0.172549 0.16634 0.174601 0.152175 0.213302 0.151486 0.335496 0.251776 0.291233 0.245609 0.633847 0.433227 0.860932 0.277922 0.51026
threshold=95.937628385050019 17.327266398450003 18.870920756500002 216.20511703005005 -0.098985000000000004 3.2738626606000003 78.290589216800015 42.498713093000006 22.093462376800005 20.797746106000002 305.67240907785003 48.393869453650005 5.1459841250500009 4.7516206878500009 0.17437500000000003 231.02502004595001 71.932467616300016 -0.23371499999999998 114.09278614000002 414.58009066150004 148.96091148645004 129.01927736685002 120.31044416595002 140.76381847615002 13.900697602550002 11.845349650450002 31.445204138150004 20.201591378100002 85.705356740550016 16.555386813950005
decision_type=2 2 2 2 2 2 2 2 2 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 3 -1 6 7 -5 -6 9 10 11 12 16 -11 15 -15 17 -2 -8 -20 22 -22 23 24 28 26 -26 -28 29 -10
right_child=1 -3 -4 4 5 -7 18 -9 20 13 -12 -13 -14 14 -16 -17 -18 -19 19 -21 21 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0019810821809476452 -0.0014596756191642419 0.0010727951786075342 0.00081202979194508918 -0.0013495684105469428 -0.0019800778654665853 -0.001980576092134177 0.0014029124388528185 0.0016328932792510856 -0.0014565954833766464 -0.00019721716455505675 -0.0019866968206277195 0.0012664250667560795 0.0011377006658217633 -0.0018834396182144731 0.0014733727745271541 0.00058200378836404895 -0.0019686850016103078 0.00067794277794018033 -0.0020142712727109244 0.0011141681269289541 -0.0010514074504485776 0.00010021373899773572 0.00084711413553850581 -0.00091019876461413414 0.00021814773908783566 -0.0018751618099545149 -0.001844057903316871 0.0019859107125460066 0.00049379596295006723 0.00042471680117108065
leaf_weight=0.4325991914838595 0.22034821712804842 1.0079072131775308 0.46929620997980226 0.21092286863131426 0.071548122795320412 0.38480667365911359 0.46976158421603031 0.15357968840544345 0.84040943812579216 1.800709482207367 0.14299161321832787 0.66504810139304016 0.46188935183454305 0.85354233437101334 0.1506816938490374 0.12514096289669396 0.23056547847590991 0.44077868141175691 0.15501465817305871 0.18236843650083756 0.99237999925389786 48.761246172070969 2.4564285286469376 0.88814410861232218 17.757267012500968 0.62036533082209544 0.98290868254843988 0.29289232008159161 15.123063753824679 1.6280133991967884
leaf_count=584 76 77 48 39 133 302 35 11 30 100 58 31 51 132 14 27 355 49 41 20 30 1376 61 15 474 55 99 9 272 29
internal_value=0.000128186 0.000140503 -0.000341372 -0.000604056 -0.000238147 -0.00107066 0.000260618 0.000484651 0.000130657 -0.000208371 0.00028077 0.000441389 3.6028e-05 -0.000569229 -0.00116238 -0.00156819 -0.000534629 -3.4508e-05 0.000681392 -0.00032323 0.000149765 7.72436e-05 0.000238659 0.000199464 0.000225925 7.52815e-05 0.000138854 -0.000964792 0.000394226 -0.000215803
internal_weight=98.9726 96.4427 2.5299 2.0606 1.628 0.609934 1.01807 0.225128 95.4348 5.0917 2.16162 2.01863 1.35358 2.93007 1.12936 0.978683 0.891692 0.661127 0.807145 0.337383 90.3431 49.7536 40.5895 38.1331 37.2449 19.6534 19.0331 1.2758 17.5915 2.46842
internal_count=4633 3420 1213 1165 581 446 135 144 3343 893 620 562 531 273 173 159 480 125 96 61 2450 1406 1044 983 968 637 582 108 331 59
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=5 4 13 0 17 15 21 6 10 0 20 3 16 22 12 20 17 3 22 21 16 21 13 5 13 20 6 3 9 3
split_gain=0.172305 0.252074 0.216317 0.527951 0.610018 0.489042 0.591487 0.456361 0.401086 0.378854 0.329779 0.293269 0.284638 0.416871 0.281425 0.324749 0.27191 0.268918 0.244725 0.23711 0.554369 0.279219 0.338793 0.254769 0.235944 0.25697 0.22794 0.350171 0.379637 0.513571
threshold=23.605484525250002 433.65962021140007 112.67059178900001 96.082805124100005 205.96542837505004 30.054399297400007 1.0000000180025095e-35 14.815346158200002 68.327163385350005 90.321439350550008 36.016191615950007 88.813214339350012 18.714956236300004 -0.060989999999999996 123.91241841185001 36.654713368950006 174.72950843050003 85.589753040950015 -0.117885 6.9984086918000008 16.294961895300002 7.7895855139500005 104.04332964835001 10.098719381700002 113.98793627290001 39.427119987250002 16.455384477450004 93.733092718100025 194.45262321395003 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=2 -2 3 4 5 7 -7 14 16 24 -8 -11 13 -12 15 -1 -9 -10 -17 23 21 -21 -23 -5 -4 -26 -27 28 29 -28
right_child=1 -3 9 19 -6 6 10 8 17 11 12 -13 -14 -15 -16 18 -18 -19 -20 20 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=5.6346514654997105e-05 9.214883229352384e-06 -0.0016604085181952319 -0.00062893050347031902 -0.001053054731771706 -0.0020209475586874608 0.00045813870947218502 0.0013904826295382145 0.00067131675417187874 0.00024413421194065284 0.0002514396872333129 -0.0020508157052901124 0.0016654481802700601 -0.0020625238082791477 0.0007180674911601828 0.00030324902808469522 0.00010460495494752213 -0.0020488481527865536 0.001613433732520579 -0.0021397878635975396 -0.0021150545465213506 -0.0018049873024912478 9.9490546030488356e-06 0.0017865959591628268 0.00034941818118934054 0.00074987094359517999 0.00037490203863248126 -8.9781303262289331e-05 0.00052904273736758308 0.00012296697919101743 -0.0015812854372506686
leaf_weight=0.86573326887446134 11.519174509674482 0.35847578896937271 1.1209392976015795 0.5089038252303969 0.71598219052248246 1.0761473425081933 0.16308756760554421 0.27287700045053531 0.88080349011579562 0.97118929610587601 0.40024624851867041 1.3447807580232618 1.3355277237715197 0.43762463692109999 1.569196952270431 0.24835938353135123 0.2929740531835705 1.4745499402233688 0.75338209012988944 0.2033464320320485 0.67892346295411687 3.0903718879471858 0.47625341359525908 23.214144518735338 4.0957219395786515 21.107848028186709 2.6424162629991801 4.9429298511240622 10.235177392722106 1.3365271037910131
leaf_count=13 908 65 36 561 78 37 7 26 28 32 117 42 111 45 241 79 20 44 67 43 100 504 10 718 93 349 33 83 108 35
internal_value=0.000180267 -4.11755e-05 0.000210689 0.000101631 -0.000273945 -0.000145925 -0.000744689 0.000175466 0.000745258 0.000298895 -0.00129869 0.00107249 -0.00150048 -0.000604613 -0.000308863 -0.000823206 -0.000737071 0.00110137 -0.00158334 0.000241432 -0.000173957 0.00011977 0.000247186 0.000319333 0.000259503 0.000281952 0.000234356 7.94976e-05 -7.68308e-05 -0.000590778
internal_weight=98.3336 11.8777 86.456 38.6584 10.4865 9.77051 3.41263 6.35788 2.9212 47.7975 2.33649 2.31597 2.1734 0.837871 3.43667 1.86747 0.565851 2.35535 1.00174 28.1719 4.4489 3.76997 3.56663 23.723 45.4816 44.3606 40.2649 19.1571 14.2141 3.97894
internal_count=4633 973 3660 2849 913 835 317 518 118 811 280 74 273 162 400 159 46 72 146 1936 657 557 514 1279 737 701 608 259 176 68
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=8 22 9 21 9 7 22 8 23 22 0 3 2 0 5 20 7 19 0 16 7 22 2 4 7 18 15 7 7 5
split_gain=0.0411984 0.119006 0.173309 0.11629 0.086355 0.0720292 0.097934 0.0702347 0.0640443 0.0481446 0.0447245 0.218897 0.225793 0.201974 0.445489 0.433533 0.14803 0.434069 0.180649 0.435169 0.220532 0.122463 0.302465 0.3101 0.289017 0.277062 0.28074 0.231963 0.215402 0.190457
threshold=8.8430989333000021 -0.088039999999999993 203.09362050815002 4.4218562789000009 216.72927494925003 22.907491544400003 -0.14510999999999999 8.7431769115000026 0.4369650000000001 -0.057599999999999998 85.823648898300021 93.883646373400012 112.39935172340002 85.990333302400003 23.374630421750002 40.986363433950011 22.721067571950005 14.351157895250003 86.345209775600011 22.604947139800004 23.322419822750003 -0.06828999999999999 71.708303056200009 169.30632827135003 22.995234593000003 13.602243858600003 37.646552559600003 23.322419822750003 23.393539929150005 21.252944829650001
decision_type=2 2 2 2 2 2 2 2 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 -3 6 -4 8 10 -9 11 12 -1 14 15 -12 17 -15 19 -18 -21 22 27 -24 -25 26 -23 -20 -27 -26
right_child=1 3 5 -5 -6 -7 -8 9 -10 -11 13 -13 -14 16 -16 -17 18 -19 21 20 -22 25 23 24 29 28 -28 -29 -30 -31
leaf_value=0.056319764028925835 -0.061990641398712992 -0.059264953058123543 0.0035481677173405217 -0.10216540106053143 0.017168528003155329 0.0030193339157758388 0.096422344005458432 0.0077419679887745056 -0.041497257333360182 0.03254737257935255 -0.012847675693371467 -0.003642401840854586 0.0025038448583882033 0.0052743130155869407 0.0048075215558247191 -0.11040940923216576 0.01204654293382928 0.083519915166000006 0.026054711609502974 -0.085885348296033545 -0.018806740935243274 0.0081792386028745386 0.10436969291518028 -0.047402229334891056 -0.0070272416567365749 -0.059116676568947285 0.0595501137015437 -0.10453647213861504 0.0038369937900570149 0.011108772550017555
leaf_weight=1.5504367570392772 0.31037462032691143 0.27906862084637296 0.21261458827939339 0.23289650899096159 0.31428390910150483 0.77133916059392504 0.24365119030699123 2.6546175694093113 0.35201648222758208 1.109460167819633 0.98056090995669254 5.7517033290957897 1.568180372851202 4.336870138007952 2.9065163611958269 0.85056372953113168 2.0657191085629156 0.84754284564405669 0.18771173502318106 1.0215006722864926 0.94218576815910626 2.5229890258924668 0.27588969960925425 1.3411938869685425 14.340962719322023 0.55791408806180953 1.8394272122532127 0.4938869562211039 21.052868844343635 9.7118430860864446
leaf_count=23 18 28 27 57 28 31 15 44 34 28 12 850 29 325 51 30 30 49 8 31 15 22 4 36 1539 53 28 90 942 156
internal_value=0.00133377 -0.0116743 0.00477017 -0.0422841 -0.0187801 0.0216493 0.053144 0.00172177 0.0010571 0.0150533 0.00125645 0.00792493 0.0292587 0.000363943 -0.0195319 -0.0581654 0.00189566 0.0180658 0.000408046 -0.0199947 -0.0537007 0.00197921 -0.00282376 -0.00107799 -0.00222361 0.00685214 0.0298399 -0.0685718 0.00221175 0.000295568
internal_weight=81.6268 2.36423 1.53798 0.826249 0.593353 1.2276 0.456266 79.2626 75.4985 3.76408 75.1465 8.87032 3.11862 66.2761 4.73764 1.83112 61.5385 5.18441 56.3541 4.02941 1.96369 52.3247 26.3515 25.6699 25.394 25.9732 4.36242 0.681599 21.6108 24.0528
internal_count=4633 204 91 113 56 73 42 4429 4357 72 4323 902 52 3421 93 42 3328 374 2954 76 46 2878 1833 1735 1731 1045 50 98 995 1695
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=22 22 3 8 19 9 22 22 10 4 3 10 9 18 6 20 12 5 6 16 4 17 10 13 9 23 20 20 8 0
split_gain=0.131248 0.411403 0.542276 0.354228 0.284264 0.393265 0.35416 0.33208 0.28453 0.301046 0.274745 0.374605 0.528641 0.317046 0.27354 0.541157 0.256864 0.411637 0.350132 0.592103 0.308698 0.352289 0.251898 0.29786 0.250065 0.228769 0.224631 0.281332 0.217367 0.205308
threshold=-0.079369999999999996 -0.083330000000000001 92.738363209800013 9.0429429770000009 14.351157895250003 195.97407267990005 -0.075639999999999999 -0.07490999999999999 61.966271448700006 373.87951532005007 93.292185584700022 62.020040611300011 186.70853236170004 13.317304170000002 16.515385879350003 43.182896969600009 222.66054638440002 19.973460566700002 14.815346158200002 18.974955628300005 308.58584608000007 204.55825889135002 61.944763783650011 118.06363879865002 194.57718764590001 0.091885000000000022 41.600558339100012 40.00488309970001 9.6424751081000029 89.576736448400013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 29 4 5 7 -6 -2 -7 16 13 -12 -13 -8 15 -4 17 18 -10 -20 -18 25 23 -9 -24 -22 27 -11 -5 -3
right_child=3 2 14 28 6 8 10 22 9 26 11 12 -14 -15 -16 -17 20 -19 19 -21 21 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0001184497660822282 -0.0021730669963361316 -0.0022085483050251925 -0.001833957796342583 -0.0020250709420005777 0.0015322836254915188 0.0016353944184163592 0.0014051204439960762 -0.0021815217483528589 0.00016931804337883964 -0.0020065799783107693 0.00033602842298411241 0.00038841867823267095 -0.0019152551599536749 0.00040648514679227164 0.00058559481299080265 0.00024962301035122284 0.0018395263748999238 -0.00093607620562681385 0.001988148545459287 7.1904166223017345e-06 -0.0015061490929882482 0.0018319081002406484 5.2626517402251306e-05 0.0015104989655923432 -0.00090510597090932778 0.00038445587621309271 -0.0020924075272781709 0.0015395752140723695 0.00014799718026970951 -0.00079210437695060221
leaf_weight=41.982284692994028 0.3116408320711298 0.70508508384227642 0.75351176509866569 0.44047079018491686 1.0748008062073484 0.56978836841881531 1.5613430198281983 0.42108801159338582 16.511324107742453 0.14513938706659146 4.6744690881751012 0.75436756201088406 0.77792176528600976 5.6283329646685161 1.5250497836386783 1.3166980181122196 0.83662878070026581 1.1555983771104354 1.1428906386718147 1.178062032908201 0.36002801521681227 0.45225454807950871 9.3604298401132251 0.10495180828729644 1.1803226728225116 0.77739352804928785 0.36586636715219356 0.21113876784511376 0.29583244253808516 0.89008695701204488
leaf_count=2565 16 34 41 46 97 10 21 139 366 24 82 7 34 118 11 12 13 33 23 24 35 26 582 7 26 38 36 23 41 103
internal_value=0.000128359 5.40644e-05 -0.00046671 0.000198045 0.000218104 0.000122728 0.000449337 -0.000176914 0.00026655 0.000232839 0.000362451 6.02321e-05 -0.000781124 0.000623353 -4.45502e-05 -0.000508756 0.000272986 0.000199853 0.000269557 0.00098266 0.000875449 0.000368066 -0.000120703 -0.00144492 -5.46176e-05 -0.000213977 -0.00101325 9.49545e-05 -0.00115197 -0.00141819
internal_weight=97.4648 47.1727 5.19043 50.2921 49.5558 35.0845 14.4712 11.3784 23.7061 23.1363 13.3964 6.20676 1.53229 7.18968 3.59526 2.07021 22.4142 19.9879 18.8323 2.32095 2.4263 1.58968 11.0668 0.52604 10.5408 1.13742 0.722145 0.356278 0.736303 1.59517
internal_count=4633 2766 201 1867 1780 1421 359 770 651 641 262 123 41 139 64 53 558 446 413 47 112 99 754 146 608 73 83 47 87 137
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=13 18 23 16 12 18 6 19 5 22 5 19 21 7 15 15 22 20 20 20 23 23 21 20 0 10 10 17 3 4
split_gain=0.149344 0.248559 0.210377 0.18455 0.210324 0.152231 0.146678 0.144863 0.144124 0.303319 0.151194 0.31556 0.132054 0.201888 0.244077 0.252782 0.130618 0.239886 0.440752 0.164887 0.167959 0.340383 0.232463 0.112823 0.110187 0.776491 0.241828 0.182292 0.288446 0.143824
threshold=95.937628385050019 17.327266398450003 0.079745000000000024 12.604970524100002 247.65401887280004 14.693728290050002 1.8500432259500001 12.451004585100002 12.306951632950001 -0.16533 13.153721664750002 11.950964240300001 18.870920756500002 24.209421447000004 13.699258176050002 11.406933305300003 -0.25105499999999997 39.852039223600009 35.771221912400001 40.099856909850011 0.098950000000000024 0.092385000000000023 3.3069203559500004 39.262923716450011 100.01333091085002 80.538140213850014 75.424692849750016 187.52613723835003 81.699554126200013 309.77412212245002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 -1 -7 -4 9 -5 11 -10 13 -8 15 -15 17 18 -12 -19 21 22 -21 -20 26 -26 29 -28 -29 -18
right_child=1 -3 7 8 -6 6 12 -9 10 -11 16 -13 -14 14 -16 -17 24 19 23 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0015323945092822209 -0.0019842587746005478 0.001120627282482488 -0.0019912471482018057 0.00072830226494142948 0.00064539038618975414 -0.0019882042875191334 0.0011405037338056703 2.5425940088872919e-05 0.0020078067308583764 -0.0019907510727601519 0.0010424871395130003 -0.00027065346229584742 0.00152512804414333 -0.0019881135206630267 -0.001674990205182183 0.0014267132401171753 0.00019856426731032698 0.0015722925903287064 -0.0020378443416243877 -0.0020495549373583388 0.00079877181585405401 -0.0019649317635170964 0.00054118176143834679 -0.00067973518383949538 -0.0016831474088403865 0.00026254846604286661 8.8281057356065309e-05 0.00034672618285043445 0.0016560109224609651 -7.0379219153059467e-05
leaf_weight=0.21796794588590218 0.32073398687407362 1.0402120916405682 0.40840756475620299 0.28697561405715533 0.18403572164243087 0.10888570323686497 0.44414249120927685 0.20603030966231017 0.50432539451867242 0.35023948737580113 0.34736634451837678 0.43551346042659134 0.30370127002242941 0.11411182204392389 0.36958078110001225 0.3090898702839695 72.953881645844376 0.28522308665560592 0.61897350690560415 0.15508191240951441 0.67245239758631203 0.3864909162512048 0.94189433078281581 0.37927283218596131 0.96965528826694836 4.222863883129321 1.3719678979250596 1.3544133937684821 1.2384859840385614 8.5397273556882265
leaf_count=68 154 77 556 27 22 100 52 32 10 179 41 34 23 107 200 75 1818 11 57 45 37 25 94 20 89 56 31 43 35 515
internal_value=0.000155187 0.00016727 -0.000319793 0.000156996 -0.00102551 7.65778e-06 0.000211162 -0.00131503 0.000163212 -0.000766201 0.000169422 0.000951987 0.000366605 8.21532e-05 -0.000510769 0.000505942 0.000161634 -0.000195155 -0.00085987 0.000171251 -1.41031e-05 -0.000382577 0.000174924 -0.00152185 0.000176538 -0.000100792 0.000193389 0.000666271 0.0009721 0.000170382
internal_weight=100.042 97.5598 2.48192 96.5196 0.50477 1.86748 1.64951 0.614438 96.0148 0.637215 95.3776 0.939839 1.54063 1.23692 0.792782 0.423202 94.4378 3.78676 1.34561 2.44114 2.15592 1.48347 1.09698 0.998246 90.651 5.19252 85.4585 3.96487 2.5929 81.4936
internal_count=4633 3420 1213 3343 176 625 557 588 3167 206 2961 44 457 434 382 182 2917 330 118 212 201 164 139 77 2587 145 2442 109 78 2333
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=13 16 10 23 5 3 6 0 21 7 22 2 18 3 3 20 17 15 21 15 22 17 20 2 20 0 6 15 13 6
split_gain=0.196928 0.542324 0.481146 0.276833 0.262761 0.616738 0.415161 0.413048 0.484686 0.349667 0.322047 0.524774 0.714285 0.510373 0.631931 0.456442 0.453516 0.381024 0.763293 0.514934 0.369757 0.321103 0.624337 0.352181 0.312824 0.303008 0.288184 0.283084 0.243899 0.542163
threshold=115.13321943645001 21.074950717600004 62.907231794400012 0.098510000000000028 21.043187000650004 88.813214339350012 16.245379570700006 90.321439350550008 12.265872381800003 20.253927392100007 -0.060989999999999996 71.708303056200009 13.629518043050002 86.26455603170001 85.589753040950015 38.536700832000001 176.64562507980003 28.826925781250004 5.8464528668500009 28.298162031900002 -0.074029999999999999 197.26918533450001 35.119813570500007 125.96573834520002 35.771221912400001 99.647700605050019 16.335381673600001 37.882159664350006 109.43099974175001 14.355335410100002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 6 9 10 8 24 -6 11 12 -1 14 -12 -15 -17 19 21 20 28 22 -19 -23 27 -25 -8 -7 29 -13
right_child=2 -3 3 -5 5 7 26 -9 -10 -11 13 17 -14 15 -16 16 -18 18 -20 -21 -22 23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.00092891054548346766 0.00017620690696935396 -0.0014247330859363143 0.0017260065814719389 0.00018492548648479186 0.0012464033685901808 -0.0013245143840852193 0.0018794542824290947 0.0019989900835814985 0.001575751899188735 -0.0021889561414344533 0.00023563975279224038 0.00016531622019960867 -0.0021022508341610813 0.00018579039326198225 0.0015198203353555533 0.00052422633909568039 -0.002150566825535672 0.0020056693407842054 -0.001753315663369687 0.0017090677725905231 -0.0020731010158822234 0.00082804932697233915 -0.0020862239822853875 -0.002054082953447221 -0.0012519703738351374 0.00021670429852341296 9.4004511628500366e-05 0.0018956893830207515 0.0017851263351062318 -0.0020641402804729074
leaf_weight=0.41710280999541183 54.135291710153979 0.95471530547365446 1.2409047787077714 0.70149881090037514 0.13093178771668978 0.16960451749400896 0.84771587140858062 0.36646965332329262 0.43929134386416979 0.876330791041255 18.196474738545373 9.7092842663831735 1.0546175377921825 1.4223883533268229 1.6030411956016895 0.33204935397952773 0.91604691950487904 0.1883638016879553 1.3215187626119584 0.78182525350712317 0.30333284177322717 1.7782330270856621 0.60004831955302507 0.3643990957061759 1.2219398627175904 0.59451551663096325 0.58909075785413734 0.27535307127982378 0.32872087985742915 0.43829511696640189
leaf_count=10 1264 38 57 25 7 51 20 8 40 116 770 1198 100 22 40 14 79 3 133 14 44 16 90 42 345 9 29 10 8 31
internal_value=0.000132506 3.77476e-05 0.00021061 0.00116945 6.85924e-05 -0.000449081 0.000111703 7.7767e-05 -0.000256519 -0.0017424 7.48227e-05 -0.00012155 -0.00124318 0.000231084 0.000339612 -0.000573561 -0.00143895 -2.0948e-05 -0.000482412 0.000172518 6.10752e-05 -6.02654e-06 -0.00110861 0.000311563 -0.000739393 -0.000646222 0.00114742 0.000668244 0.000122869 6.90213e-05
internal_weight=102.299 46.2217 56.0777 1.9424 45.267 3.47992 41.7871 2.47266 2.10619 1.00726 40.3503 17.8803 1.47172 22.47 19.7995 2.67048 1.2481 16.4085 4.84708 11.5615 10.7796 3.52556 0.788412 2.73715 1.6669 0.958915 1.43681 0.444958 10.4763 10.1476
internal_count=4633 3287 1346 82 3249 577 2672 454 446 123 2623 1698 110 925 810 115 93 1588 293 1295 1281 160 93 67 406 51 49 61 1237 1229
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=13 2 10 7 16 16 23 12 22 20 23 20 15 18 15 5 18 18 16 19 2 20 15 0 3 20 5 3 8 3
split_gain=0.122568 0.156615 0.145438 0.185789 0.182246 0.182843 0.179674 0.172008 0.149232 0.142704 0.139499 0.12199 0.109596 0.335859 0.180209 0.197687 0.145205 0.124749 0.28168 0.282211 0.569413 0.458743 0.321666 0.337707 0.386101 0.431646 0.379621 0.705227 0.661057 0.539424
threshold=97.873318238950006 145.83272221200002 74.927328095600004 24.103872582350004 9.7049773055000017 9.3849780538500021 0.075320000000000012 172.97487380805003 0.20852500000000004 44.202975721700007 -0.24748499999999998 49.960114208400007 19.846565044850003 15.771515858900001 18.019770707250004 23.286780469550006 16.399957653700003 13.900697602550002 22.654947022900004 14.351157895250003 285.01633004880006 40.040404835300002 41.831907381600011 91.109157582800023 86.26455603170001 37.817254840650008 18.946524085150003 85.589753040950015 7.943800736700001 83.866451379300017
decision_type=2 2 2 2 2 2 2 2 2 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 9 -4 5 6 10 -6 -9 -3 -5 -1 13 14 -2 -16 -15 -14 19 22 21 -21 23 -19 26 -26 27 29 -28 -25
right_child=12 2 3 4 7 -7 -8 8 -10 -11 -12 -13 17 16 15 -17 -18 18 -20 20 -22 -23 -24 24 25 -27 28 -29 -30 -31
leaf_value=-0.0019890970018679919 0.00031047496056676083 0.00066896407019701517 0.00097190428598109124 -0.0020083633857443379 0.0012514548915074579 0.0018700241809784033 -0.0019832764159645249 -0.0016500372469453487 0.00047197014430599629 -0.0019825465805193587 0.0012045791258560494 0.00028415572294162678 0.00021345843209301233 0.0018953434363556565 -0.0020191377945742305 0.00091129494006115174 0.00061371964525036549 0.00076082900921185315 0.0013402312544470306 0.00060584667545330153 0.00071874192439537487 -0.0018015244056399145 -0.0012555098759719193 0.00018631085539172885 0.00025206357473278032 -0.0017624573710605025 0.0013608855161445343 0.0013700465783832013 -0.0016465467470358945 -0.00072305177015603297
leaf_weight=0.30733413956892208 1.472367303194914 0.11136364591402559 0.70414302100380188 0.064211229398324576 0.12970252507511759 0.24504278959011572 0.15099171013872592 0.59168495120133002 0.16238707302045441 0.26078625973605085 0.27219005695803822 0.12879308297669922 53.828883133057388 0.68975577919627518 0.29591703759433574 0.12627359003090532 0.67003305173420813 2.8577593845402616 0.65232764976099034 0.39654584508389179 0.85534540697699402 1.308654934284277 0.66942810220643778 21.011566790526572 0.73732800033758283 0.91811660690291319 0.38003916363231738 1.7421439523895959 1.0782742977607993 2.8478470888294387
leaf_count=352 92 35 79 42 33 33 241 344 41 105 83 36 1566 20 40 53 37 80 46 15 60 78 46 509 20 62 19 50 139 277
internal_value=0.000153953 -0.000227746 -5.11843e-05 0.00013132 -0.000234902 0.00048836 -0.000206288 -0.000834312 -0.00119307 -0.0011891 0.000591303 -0.00131778 0.000166858 0.000520303 -1.33496e-05 -0.00114267 0.00126383 0.000153975 6.36671e-05 3.97399e-05 -0.00058681 -0.00124169 8.94976e-05 0.000118015 5.4042e-05 -0.000865198 0.000110278 0.000165707 -0.000862804 7.77698e-05
internal_weight=95.6672 3.12863 2.6925 2.32035 1.61621 0.732436 0.487393 0.883775 0.754072 0.37215 0.336401 0.436127 92.5386 3.25435 1.89456 0.422191 1.35979 89.2843 35.4554 34.803 2.56055 1.7052 32.2425 31.5731 28.7153 1.65544 27.0599 25.6016 1.45831 23.8594
internal_count=4633 1424 1036 896 817 399 366 418 385 140 125 388 3209 242 185 93 57 2967 1401 1355 153 93 1202 1156 1076 82 994 836 158 786
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=13 12 5 7 21 10 0 17 13 21 18 13 7 20 15 18 16 16 10 10 20 18 18 4 3 10 20 14 5 20
split_gain=0.172059 0.188689 0.155679 0.22543 0.265387 0.446706 0.472936 0.362386 0.294874 0.261121 0.212771 0.328 0.194129 0.185368 0.179841 0.32389 0.259784 0.424511 0.472183 0.591116 0.37375 0.333588 0.41874 0.260681 0.778566 0.474895 0.364302 0.276681 0.229403 0.202262
threshold=97.873318238950006 150.80177373595004 23.714185006400005 24.374195395050005 6.5613067478000007 61.917879202350001 87.028078140750011 197.02652249450003 117.62810858150002 4.8542393434000006 13.1052958007 116.51508691550002 19.164717746300003 40.767054867700004 19.846565044850003 15.771515858900001 18.594956516900002 15.774963111300002 71.053259929650025 75.981203682750007 41.243661560350013 14.863842190850002 13.913874241250001 310.44950696480004 92.367355987800025 64.294476189700006 41.529896397300007 295.47576256845008 21.757682542950004 43.61821939175001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 4 5 9 -7 8 10 13 11 12 -6 -4 15 -2 17 -16 21 29 -21 22 -19 27 25 26 -25 -18 -28 -20
right_child=2 -3 3 -5 7 6 -8 -9 -10 -11 -12 -13 -14 -15 16 -17 23 18 19 20 -22 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0016936847251078164 9.5251039669762728e-05 -0.0001121795279567404 -2.7828246291216478e-05 -0.0016859722448654465 0.00081090218728575262 -0.001795924165331688 0.00058356723428780932 0.0011280853593303533 -0.0015244758733204814 -0.0020320750753504107 0.00031789003798912311 -0.0020415118371143333 -0.0020227181914104172 0.0012045181642855317 0.00018839561928535485 0.001324943491468108 0.00025617560713997976 -0.00076654527981368187 -0.001893746575078833 0.00057138594209284405 -0.0015892621951814677 -0.0019948181413826128 0.0016265735464523218 0.0019777850499326575 -0.0021411285004170884 -0.0010531182716524753 -0.00069107221470242255 0.00087846156785580511 0.00077003257395312139 -0.00029893778582677235
leaf_weight=0.31954226845812117 1.7789215863044767 3.1420616867026183 1.5618677485253982 0.30483435234055001 0.47317443722931773 1.2177183646563206 0.43616588879376639 1.4262308788020162 0.43484197864017904 0.19348389255901555 4.8629203782184049 0.40302569014602341 0.11567842718795873 0.67083480044675514 11.294158202435939 1.5333010867470873 57.706648218561895 0.42525931770796777 1.6109962490154432 1.1844374480133408 0.41587776173764712 0.18655267928261299 0.82930931611917913 0.58212213497608933 0.68168334569782008 0.88483915082178999 0.69051831075921644 2.8842983203940085 1.0284875254146753 0.37735946034081269
leaf_count=322 84 1102 156 33 80 246 19 22 60 55 52 79 37 84 255 57 960 119 173 72 141 58 26 38 38 68 18 32 40 107
internal_value=0.000171321 -0.000258169 0.000186777 -2.11669e-05 2.18555e-05 -0.000382592 -0.0011684 0.000235723 3.33722e-05 0.000153078 0.000149075 -0.000678579 0.000254246 0.000342441 0.000216699 0.000664503 0.000198338 -2.26177e-05 -0.000496438 -0.000877147 9.89312e-06 0.000451602 0.000815382 0.000254294 -0.000239248 0.000167686 0.000637115 0.000285798 0.000183112 -0.00159108
internal_weight=99.6572 3.4616 96.1955 12.1008 11.7959 4.08007 1.65388 7.71587 6.28964 2.42619 5.8548 0.991879 0.588853 2.2327 84.0948 3.31222 80.7825 16.324 5.02979 3.58867 1.60032 1.44112 1.25457 64.4586 3.86765 3.18597 2.30113 60.5909 1.71901 1.98836
internal_count=4633 1424 3209 923 890 560 265 330 308 295 248 196 117 240 2286 141 2145 951 696 493 213 203 145 1194 202 164 96 992 58 280
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=2 12 2 21 17 12 16 15 5 21 0 6 17 9 3 20 22 19 9 9 2 9 13 9 18 17 0 5 22 5
split_gain=0.0454275 0.242939 0.136902 0.223372 0.177586 0.138765 0.107136 0.520531 0.265777 0.257468 0.243021 0.294214 0.208906 0.236331 0.201348 0.265172 0.361981 0.194957 0.471738 0.26656 0.153461 0.141619 0.307689 0.136719 0.107261 0.092595 0.0920347 0.44984 0.184236 0.177833
threshold=125.02712973155002 150.80177373595004 120.31044416595002 5.5614473604500008 202.72018094520004 140.76381847615002 20.394952307700002 31.445204138150004 20.201591378100002 11.845349650450002 92.168410086200012 14.845346859150002 188.27285108100003 196.40176798710004 83.17551763980002 36.654713368950006 -0.117885 14.551174033150001 189.68479361675003 191.20686769655003 118.20523333310003 194.45262321395003 117.73026999045001 205.22231928645002 14.295312909150001 186.34046889365004 86.345209775600011 22.458857822500004 0.063030000000000017 25.704065249550002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -9 10 20 14 21 17 -12 -16 -17 19 -19 -14 -1 25 -23 -15 -13 -8 27 -3 -29 -28
right_child=1 26 3 -5 -6 -7 12 8 -10 -11 11 24 13 23 15 16 -18 18 -20 -21 -22 22 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.096771452039902353 -0.073273136935021188 -0.073546307440693542 0.099548410496539674 -0.0042674440401393897 0.021406891145509341 -0.036762609271899171 -0.0022121602071720672 -0.096074990400586799 0.033879271491475613 -0.074523631789956926 0.006787806881869681 0.071194336077278375 0.025597619780418846 -0.0066837690938195892 0.0091441851483304217 0.039278316058441724 -0.10579562833716111 0.071912725926788532 -0.072409559010502486 0.090423877706963876 0.099588045818671256 0.073707936166510377 -0.017675698315624037 0.02897653150586324 0.018247603030973371 -0.032381333821114043 0.0023064370130081815 -0.0041384890519031471 0.060253481029030415 0.067533328424653385
leaf_weight=0.33920871407145092 0.45146614801706064 0.93856780501300718 0.5568672141307609 1.0878422283376492 0.60877919106246736 0.86094222073734172 5.2306189385126372 0.81881022348534205 0.19481943904247601 0.41985337927144506 12.087049157786536 0.87441964610479661 1.4013809924945224 2.9485977101139724 0.8994768787670171 0.23293470789212734 0.65737676568096504 0.46073319553397585 0.44545399164780974 1.1587982191704211 0.045091829968441743 0.70925652747973778 0.7667755637812661 1.6920995040563864 0.68029056891100481 1.2629675818607209 33.141249904699023 10.548243057066426 0.46387702990614421 0.42332341673318197
leaf_count=312 167 40 33 44 11 18 78 114 9 65 448 25 33 38 18 16 82 35 19 86 10 17 42 38 32 31 2149 556 38 29
internal_value=0.00181234 -0.000278146 0.00444932 0.0283228 0.0587376 0.00287566 0.00389967 -0.00157411 -0.0710978 0.0027664 0.00481817 0.00677435 0.00977272 0.0210749 0.0021526 -0.0291506 -0.0678395 0.0408302 0.000968291 0.0549395 -0.0737316 -0.00172442 0.0262356 0.00631875 0.0480266 -0.0080799 0.000445891 -0.00709012 -0.00142603 0.00312909
internal_weight=82.4072 45.9667 36.4404 2.25349 1.16565 34.187 33.326 17.2493 1.01363 16.2357 15.8158 15.4315 16.0767 8.10706 13.8768 1.78979 0.890311 3.46637 0.906187 2.56018 0.384301 7.96962 1.47603 4.6407 1.55471 6.49359 45.5153 11.9507 11.0121 33.5646
internal_count=4633 2979 1654 88 44 1566 1548 1131 123 1008 943 621 417 249 564 116 98 173 54 119 322 168 59 76 57 109 2812 634 594 2178
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=13 18 21 12 10 7 2 23 12 4 6 21 5 13 6 0 7 8 21 22 15 23 16 6 17 6 8 0 0 21
split_gain=0.15905 0.236441 0.225684 0.271858 0.199888 0.234464 0.259293 0.232551 0.219455 0.154464 0.251552 0.339861 0.291148 0.274765 0.43689 0.324142 0.411556 0.477457 0.313826 0.48948 0.269382 0.225243 0.219958 0.649513 0.503372 0.476692 0.471121 0.389825 0.361684 0.572056
threshold=95.937628385050019 17.327266398450003 18.870920756500002 216.20511703005005 78.290589216800015 24.103872582350004 206.22726210890002 -0.15544999999999998 316.7844411196001 240.27283890470002 16.515385879350003 13.917356790500003 22.744024947450004 117.55283175385001 16.465384711100004 86.162394622750014 23.164713644150002 8.7431769115000026 10.096870423100002 -0.071969999999999992 46.055224235250002 0.43380000000000013 19.794953710800005 14.135330269750002 169.76344673365003 13.665319288000001 7.943800736700001 97.491557184450016 86.692020874450009 14.647131639200001
decision_type=2 2 2 2 2 2 2 2 2 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 3 -1 -5 -6 -7 8 -8 -2 13 12 -12 14 21 16 17 -15 19 -17 -14 22 23 25 -25 26 -11 -27 29 -24
right_child=1 -3 -4 4 5 6 7 -9 -10 10 11 -13 20 15 -16 18 -18 -19 -20 -21 -22 -23 28 24 -26 27 -28 -29 -30 -31
leaf_value=-0.001983233219582381 0.00019815614298102839 0.0010596579200740719 0.00084216452087638853 -0.0016399218342898517 0.0013715971069030298 0.0016187683514344974 -0.0020119591076697011 -0.0019828995845785858 0.0012782641874057607 -1.8465840979332099e-05 -0.00080221589086002377 -0.001787362582098144 0.00027787889710816755 -0.0021394627976787854 -0.0013640742448202874 -0.00022054984566133578 0.00030490534622420654 0.0002398454529513556 0.0011866365974750662 0.0012931915125049352 -0.0013566360425033004 -0.0010186096986501735 -0.0021100089256573707 0.0012158328806067876 -0.0014885952799552863 7.1268045353303222e-05 -0.0017633247089182097 0.0014800316287514764 0.00035044512320782291 0.00015520301625785411
leaf_weight=0.45069523392896815 54.837994668738247 1.0596171774668608 0.49164419644512225 0.32605982682434831 0.38117317465457723 0.18658942471677165 0.11604911751464886 0.40179689869819424 0.23733095352508826 3.9624962972157025 1.9522629831917573 0.54705049286712881 3.8261317524920742 0.65311173420923097 0.88162206602282722 2.4237137907184665 4.2138587320223451 0.64398886397248134 2.5641065910458565 1.2422043662518261 0.43136522755958129 0.7493527909682588 0.6211236022645602 0.30865994584746692 1.8538931195071198 1.6465999409556391 0.70004369074013073 1.3949580108746884 12.498827935429288 1.3830500377807764
leaf_count=584 1803 77 48 70 29 17 38 407 20 301 37 50 165 58 43 40 67 10 27 33 46 21 50 19 191 30 84 50 201 17
internal_value=0.000125954 0.000138334 -0.000353669 -0.000633674 -0.000264821 7.40954e-05 -0.000451059 -0.000962473 0.000197763 0.000128506 4.26724e-05 -0.000305753 -0.000175231 0.00010505 -7.37391e-06 0.000354016 7.61711e-06 -0.000958176 0.000660434 0.000292385 0.000112272 4.02433e-05 7.28024e-05 -0.000153047 -0.00110259 0.000113492 -0.000280443 0.000717373 0.000226452 -0.00054682
internal_weight=102.987 100.396 2.59134 2.09969 1.649 1.32294 0.941766 0.755177 0.35338 99.3364 44.4984 6.75681 6.20976 37.7416 26.0006 11.741 5.51096 1.2971 6.23002 3.66592 4.2575 25.119 24.3697 9.86665 2.16255 7.7041 4.66254 3.04156 14.503 2.00417
internal_count=4633 3420 1213 1165 581 511 482 465 58 3343 1540 298 248 1242 1007 235 135 68 100 73 211 964 943 675 210 465 385 80 268 67
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=13 12 18 7 23 10 18 16 17 10 21 12 19 3 16 18 7 13 9 10 20 5 6 4 20 20 8 21 22 9
split_gain=0.139107 0.174629 0.154591 0.141979 0.140217 0.164881 0.135823 0.1486 0.126798 0.734293 0.344311 0.23988 0.333653 0.354126 0.144153 0.137374 0.313812 0.226102 0.656943 0.207907 0.259442 0.168949 0.123031 0.122065 0.121142 0.120985 0.199722 0.174192 0.177629 0.139993
threshold=97.873318238950006 150.80177373595004 17.108018746400003 29.911984439950004 0.095830000000000012 82.299080289250014 15.734606181450003 11.949972055800002 214.22447330960003 65.644082171150004 0.49227235280000009 323.50112601465008 14.351157895250003 92.913112988300014 22.674946976100003 15.917243450850002 25.688358367700005 103.39541123890002 193.24048816455004 80.538140213850014 41.935569238650011 11.926356180100003 5.1951213832000009 404.75570863780007 44.279556297950009 48.393869453650005 5.1459841250500009 9.2861839891000013 -0.23168999999999998 186.70853236170004
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 11 -10 -11 15 14 -14 -13 17 -17 18 21 20 -18 -2 -9 -15 -3 26 27 -19 -29 -28
right_child=2 3 -4 -5 -6 -7 -8 22 9 10 -12 12 13 23 -16 16 19 25 -20 -21 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0015887052551096907 -0.0014265622175564439 0.00086008623863319104 0.00097826726167888744 -0.0019846932988670904 -0.0015970330063765201 0.00052439328452255792 -0.001711586043149706 -0.00081968213883818961 0.0015516221857470435 0.00076720910469856398 -0.0020239166153660586 -0.0015851638927256995 0.001398682394015364 0.00011159328462193442 0.00050266881679772077 0.0016581604337603463 -0.0013688431424509796 -0.0015473649024003791 -0.0020350873338707319 0.00056377277401377292 0.00063422761381110428 0.0002999197116201724 0.0013490756524190146 -0.0020287596306087204 -0.0015536582259704046 0.00092407940522284179 0.00041212966261769949 -0.0019788257778535429 0.0011314172559865813 0.00015930175873195973
leaf_weight=0.33043973848339137 0.24191694280671061 0.1074672684462723 0.89825015937094477 0.14476396162677918 0.19620181283380578 1.6032553756851937 0.25501775675729732 0.1462665645085508 0.48783013178035506 0.21929707887466066 0.75471621652832255 0.87565267733589169 0.52797705167904485 0.19245227437932044 0.14873901451937854 0.76989103807136317 0.55915484053548448 0.47876729253402928 0.69275857110187633 2.7384868841618299 0.44761515199206769 2.1965352913903189 0.32187073853856418 0.21903588657733053 0.31210955179994926 0.84661857946775754 9.5316602323437092 0.0976760629855562 0.25464292700053193 72.202085110839107
leaf_count=322 110 40 80 252 94 478 74 54 26 13 80 173 33 18 17 21 45 461 99 38 16 73 30 25 80 38 192 36 45 1570
internal_value=0.000154744 -0.000233955 0.00016867 -8.89375e-05 4.33901e-06 0.000118758 -0.00045035 -8.8029e-05 0.000160974 -0.000412019 -0.0013955 0.000169978 -0.000508036 0.000335912 -0.00128202 0.000184601 0.00051803 0.000167205 -0.000350072 0.00028366 -0.000478268 0.000128637 0.000671461 -0.00102772 -0.00093542 0.000186624 0.000179062 -0.000777301 0.000269141 0.000188786
internal_weight=98.7992 3.41739 95.3818 3.08695 2.94219 2.74599 1.14273 0.887714 94.4835 1.46184 0.974013 93.0217 1.96386 0.939465 1.02439 91.0578 4.51515 86.5427 3.13121 3.74526 1.00677 2.43845 0.468137 0.411488 0.419577 83.4115 82.5648 0.831086 0.352319 81.7337
internal_count=4633 1424 3209 1102 850 756 278 204 3129 119 93 3010 266 76 190 2744 120 2624 282 99 61 183 84 43 120 2342 2304 542 81 1762
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=6 6 19 19 0 2 17 3 10 21 20 16 19 5 3 0 21 0 10 0 17 15 20 3 16 22 10 17 10 9
split_gain=0.193789 0.632399 0.357039 0.469698 0.461056 0.367884 0.346609 0.324278 0.265288 0.346969 0.257736 0.250348 0.239261 0.223766 0.39238 0.904423 1.08455 0.461034 0.335179 1.05793 0.675987 0.723234 0.788953 0.377274 0.310099 0.232573 0.264049 0.675831 0.259038 0.255265
threshold=13.665319288000001 13.775321858200002 11.950964240300001 13.051052998800001 105.7585659356 186.79363985910004 214.22447330960003 81.80440399325002 69.999384342500022 2.7200266080500004 42.320906304050006 17.464959159300005 12.250988447150002 16.546942136250003 85.589753040950015 95.988709089550014 1.0221947271500003 93.843319501450011 66.859265246100009 90.321439350550008 198.90226058785004 30.247508226550003 37.892416320650007 86.530713386600013 18.044957803000003 0.20852500000000004 64.369753017350021 191.32023496460002 62.907231794400012 210.09631269260004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 -1 4 8 -5 -7 12 -4 -10 -2 -8 -3 -9 15 16 -15 18 19 25 21 23 -23 -20 -18 26 28 -28 -16 -30
right_child=1 7 3 5 -6 6 11 13 9 -11 -12 -13 -14 14 17 -17 24 -19 20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.00022983613555100952 0.001620888839423797 6.2539933752114114e-05 0.00086862212695965773 0.0003016494503530652 0.00091604543058920653 -0.0020529920214269223 -0.0019964494538027146 0.00074585239443895283 -0.00028249609501416329 -0.0018891909468682678 0.0005411008614726947 0.00090766445691220911 -0.0020518582257280163 0.00032052533791443379 0.00015879087023399781 0.00019440899829851533 -0.00039509694302210349 0.0013209998035815847 0.0018935892036970195 0.0014691880216916632 -0.0015944213289030415 0.0010850308233275176 -0.0019415949609565132 0.00011042200076132778 -0.0019414559056805212 0.0012926198482649525 0.00027447165261192645 -0.0018181736273233978 0.0016609872830635436 -0.00031867978569535696
leaf_weight=8.6128971832941961 1.4733144734054797 0.38210057024843891 0.21145293775407381 4.0339674177084817 0.44379598298291956 0.56366284270188749 0.15719445727881975 2.4101041454705401 0.73068490387595408 1.7649695489089934 2.008460521697998 0.41651492821983993 0.44584260790725239 1.8481336090953835 52.053545980614217 9.4826630801544507 0.63936137524433467 1.3902117008983612 0.85678719729185038 2.4920574710704377 1.202903820434585 0.50421845633536555 0.96457222197204828 0.97562224369175965 2.2644173466833308 0.69311918510356818 1.6911829768760065 0.91402515926165495 0.85061117722579982 0.35490099294111133
leaf_count=1252 42 17 30 128 101 53 35 30 91 321 16 45 35 42 1448 91 29 29 15 58 57 13 44 40 269 42 144 38 60 18
internal_value=0.000141679 0.000179474 -5.00227e-05 -0.000339656 -0.00093642 2.39539e-05 -0.000960961 0.000144893 -0.00124011 -0.00141878 0.000998014 0.000111947 -0.00107605 0.000157283 0.000139368 -0.000155466 -0.000853657 0.00020399 0.000179556 0.000218883 -0.000336031 0.000122506 -0.00090259 0.000944185 -0.00160097 0.000163792 0.000149786 -0.000459723 0.000179601 0.00107818
internal_weight=102.833 85.8982 16.9351 8.32224 3.1509 5.17134 1.13737 82.4164 2.70711 2.49565 3.48177 0.573709 0.827943 81.5884 79.1783 14.2346 4.75191 64.9438 63.5535 59.0494 4.5041 3.3012 1.46879 1.83241 2.90378 56.5574 55.8643 2.60521 53.2591 1.20551
internal_count=4633 2577 2056 804 543 261 133 2519 442 412 58 80 52 2467 2437 431 340 2006 1977 1808 169 112 57 55 298 1750 1708 182 1526 78
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=8 22 8 19 23 8 23 22 10 5 21 18 12 12 10 6 16 8 16 12 9 17 3 22 22 20 5 18 7 12
split_gain=0.0467539 0.115091 0.125544 0.134848 0.115112 0.0616891 0.0580493 0.0566521 0.0818995 0.056399 0.171759 0.0727431 0.129129 0.0937202 0.129921 0.125563 0.119652 0.0935864 0.081014 0.108489 0.0863543 0.0834033 0.316172 0.184626 0.284098 0.174048 0.0900125 0.0870411 0.351084 0.125708
threshold=8.8430989333000021 -0.0098449999999999979 9.3427090425500019 14.451165964200003 0.094595000000000026 8.7431769115000026 0.4369650000000001 0.63131000000000015 80.677940036650014 7.754880527600001 17.629804977050004 17.327266398450003 172.53297924300003 288.20446809535002 83.75622459600001 6.5151522255000005 17.614958808600004 7.1444245619500011 11.949972055800002 302.29409891075005 36.88451200090001 205.96542837505004 80.785478361850011 -0.038374999999999999 -0.096559999999999993 43.067541470150012 19.327153142150006 15.534793034950003 25.606038725250006 328.37985594320008
decision_type=2 2 2 2 2 2 2 2 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 -3 6 7 9 -9 10 -1 18 -13 14 -14 -15 -17 -16 19 20 -11 27 -23 24 26 -26 -24 29 -29 -20
right_child=1 4 -4 -5 -6 -7 -8 8 -10 11 -12 12 13 15 17 16 -18 -19 21 -21 -22 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.079557912993973412 0.001320344374453707 -0.10219287342990027 0.034690150688347292 -0.068769792503334093 0.0053602484698229225 0.014827903266314463 -0.038115596014145318 0.070550339821078598 -0.034537925198142083 0.096989933084307214 0.030598259301298204 -0.10228273923195706 0.081764734679504736 0.079270745622231562 0.051415083244156147 -0.10096181303768403 0.085638981563731981 -0.1016617911433475 0.0022779457909125416 0.013050821566620406 -0.10067686032518175 -0.10187565694720163 -0.012240417894924898 0.015398457622032331 -0.10286469253078148 -0.0070028276091220537 0.047320065685113551 0.07375254148112842 0.0037165052498806827 -0.036909340007974065
leaf_weight=0.31176247927655154 0.93285751846269727 0.25138531503398454 0.63873467512894411 0.38893564218597021 0.16471501365322183 3.7939379062736398 0.36326494691597488 0.26471432924154115 0.1030226011838522 0.024351335800019025 0.25925477934652008 0.070847624409906329 0.52646521828137338 0.10338246129686013 0.084328821016242728 0.14724694314372755 0.044823899399489164 0.075872240180615336 62.863672890545786 0.21712655118244584 0.23918659281753207 0.3535141844622548 0.85851752624148503 2.3747184893582016 0.55506848054938029 0.28749847644940019 0.36019569319614675 0.85607683510170218 4.3668872367670701 0.82940118268197593
leaf_count=684 34 42 69 35 24 72 34 39 35 5 72 111 41 24 27 81 9 72 2165 40 242 89 38 65 79 13 32 49 147 164
internal_value=0.00197228 -0.0118506 -0.00171256 -0.0193036 -0.0596175 0.00238121 0.00176426 0.00195443 0.0411095 0.0017645 -0.0295445 0.00200212 0.0281014 0.037507 0.0577701 -0.00958676 -0.0574145 -0.0210831 0.00163168 -0.0392894 -0.0824121 0.00189854 -0.0108616 -0.00360852 -0.0255057 -0.070155 0.00536293 0.00278534 0.0151959 0.00176766
internal_weight=82.7118 2.37663 1.96053 1.32179 0.4161 80.3351 76.5412 76.1779 0.367737 75.8102 0.571017 75.2392 1.05297 0.98212 0.686666 0.295453 0.192071 0.160201 74.1862 0.480664 0.263538 73.7056 4.78951 4.436 2.06128 0.842567 1.21871 68.916 5.22296 63.6931
internal_count=4633 204 138 69 66 4429 4357 4323 74 4249 756 3493 365 254 140 114 90 99 3128 287 247 2841 316 227 162 92 70 2525 196 2329
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=19 17 7 5 7 17 5 22 22 23 21 19 16 7 7 21 7 7 19 21 18 0 4 16 20 23 23 17 17 9
split_gain=0.0453568 0.128248 0.186168 0.0517386 0.185491 0.236969 0.145827 0.346751 0.117461 0.122883 0.110966 0.374082 0.250006 0.251537 0.363909 0.115167 0.105751 0.136004 0.143847 0.12209 0.104485 0.102937 0.0970069 0.168332 0.134403 0.182074 0.160542 0.262243 0.185212 0.0936718
threshold=14.651182102100002 197.38773738110004 23.822419043000004 23.714185006400005 24.209421447000004 199.05253715360001 23.195398057700004 -0.06828999999999999 -0.082404999999999992 0.072890000000000024 15.678076857950002 14.351157895250003 22.604947139800004 22.812602664350003 25.662597900150004 15.191342547400001 22.040683815500007 20.797746106000002 13.151061067750001 0.91803327455000017 12.783127173500002 99.403050915200012 375.68261871230004 22.674946976100003 48.393869453650005 0.091885000000000022 0.082325000000000023 192.00947391610003 169.76344673365003 209.03603029655002
decision_type=2 2 2 2 2 2 2 2 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 22 10 8 9 -8 15 12 13 -12 -15 16 17 18 21 -19 -18 -1 24 -24 25 26 27 28 -5 -28
right_child=1 2 -4 4 -6 -7 7 -9 -10 -11 11 -13 -14 14 -16 -17 20 19 -20 -21 -22 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.10185386823088705 0.058538750039295095 -0.028861913380520028 0.033935550620832554 0.013208754660235304 -0.082636627491346648 0.064912663708023594 -0.0075781601498812745 0.079550624249815474 -0.029689650745340697 0.058225811250496279 0.074168732854590788 0.090680416243700032 -0.1059309818962257 -0.10286206147550246 0.044726953322316639 -0.049233509828141508 0.052038442665718734 0.045344806215189923 0.085643910142135987 -0.069982327834528985 0.001220427314410306 0.067724645151231264 -0.093627045575724835 0.066016253276585821 0.051789672538840703 -0.00056248909224014695 -0.10469103933572275 0.093382285246946473 -0.10239231306527585 0.0082974300738910631
leaf_weight=0.10729608297879056 0.53379723237594534 0.9296581257949581 0.9591397475451231 0.26895680622419227 0.3043474771257032 0.48182265054856532 0.64324014943122165 0.81497485094587219 0.73637417610734712 0.50782349216751754 0.42649829646688775 0.59774190426105622 0.20604514144361008 0.31280405524375965 0.35857491771639616 0.45916619305148643 0.40713723422959347 0.10704149380399031 0.1752701249497477 0.64443702419112014 64.712535997796479 0.053715944240593672 0.28825910578780156 0.08568069152534008 0.3966042380343423 5.7799830475632916 0.428331705450546 0.17716588476105244 0.2859387206590327 0.08854088722000597
leaf_count=51 37 26 17 241 45 25 26 37 19 21 48 18 7 94 77 39 18 16 15 173 2969 17 94 10 27 125 104 19 201 17
internal_value=0.00177841 0.0152584 0.00302691 0.00136947 -0.00596422 -0.00314641 0.00225292 0.025038 0.0015 0.0214531 0.00135492 0.0251738 -0.00485568 0.0141137 -0.0240367 0.000675483 0.00102161 -0.0299011 0.0229575 -0.053555 0.00153815 -0.04528 -0.00735086 -0.057048 -0.00484817 -0.00804394 -0.0426676 -0.0125416 -0.0463607 -0.085336
internal_weight=82.2789 2.4226 1.8888 79.8563 8.58563 8.28128 71.2707 2.70241 1.88744 1.15106 68.5683 1.90166 1.30392 1.09788 0.671379 66.6666 66.2074 1.08776 0.336282 0.751479 65.1197 0.161012 7.79946 0.37394 7.42552 7.02892 1.24893 0.732061 0.554896 0.516873
internal_count=4633 80 43 4553 908 863 3645 103 66 47 3542 244 226 219 171 3298 3259 272 83 189 2987 68 838 104 734 707 582 461 442 121
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=13 23 18 5 22 19 18 7 9 7 17 17 4 20 19 12 2 16 15 6 13 6 9 21 0 20 13 22 22 7
split_gain=0.130767 0.197868 0.148738 0.149665 0.282603 0.136307 0.128577 0.1368 0.121997 0.162734 0.161802 0.266817 0.169485 0.192385 0.20595 0.134479 0.290606 0.250416 0.641828 0.460202 0.439411 0.390809 0.383312 0.307036 0.254473 0.539638 0.88484 0.298158 0.359355 0.355752
threshold=95.937628385050019 0.079745000000000024 17.327266398450003 12.306951632950001 -0.16533 12.451004585100002 14.693728290050002 24.209421447000004 54.842324361600014 22.093462376800005 188.13858192940003 182.02915412410002 376.61861354110005 48.109449608500007 13.051052998800001 148.96091148645004 129.01927736685002 18.684956306450005 28.579157549250002 13.665319288000001 99.322397171300011 13.825323026450002 205.73475031020004 2.8426267373000003 86.345209775600011 41.835830569250014 117.64961624655002 -0.06828999999999999 -0.051199999999999996 23.032419884600003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -3 -1 -8 -5 10 11 12 13 14 -10 -11 -17 18 19 20 -18 -21 -23 -22 25 -19 -27 29 -29 -26
right_child=2 5 -4 8 -6 -7 7 -9 9 15 -12 -13 -14 -15 -16 16 17 24 -20 21 23 22 -24 -25 27 26 -28 28 -30 -31
leaf_value=-0.0015299894893514706 0.0007380235182120015 -0.0019868099767718921 0.00095691236399197521 0.0010294497225635723 -0.001997799107871324 7.675006445823669e-05 0.0010974174192149486 -0.0001859577969514998 -0.0016731171749995882 0.00025366464092739369 0.0010295976860331894 -0.0015090848397163366 -0.0019978506319093662 0.00096683277709370984 -3.3551711549542863e-05 -0.0010064121857027157 0.00017296336714116192 0.00014036798493651098 -0.0016558117744733172 0.0019592330759567716 4.3246106111744743e-05 0.0014627204293090085 -0.00067605288471835783 -0.0020464559357010179 -0.0010168489162758773 -0.001829996197332462 0.00058261254655929927 0.0014562083935654381 0.00037819932453615366 0.00016439716394961969
leaf_weight=0.18476873713370823 0.25288370304042473 0.3840025445221612 0.884230564115568 0.6096502758882697 0.34079116980501467 0.18111202510772273 0.45805045602719463 1.054396894909132 0.33913598689196112 39.01806892548484 0.36504964351479419 0.62662526547501318 0.17446697884952289 0.62064968701452006 2.2406412794225616 0.89693608094239508 1.7612866876588662 10.058321624994276 1.038387072709156 0.68652513064444098 0.4034200843889264 0.5228832916181998 0.8392812843376305 0.81933573143032845 1.0522228530608053 1.492608344604377 0.96058761423046224 1.3094830587506301 12.908596976427367 14.325989435135851
leaf_count=68 27 556 77 53 181 32 57 500 347 986 31 58 56 28 285 28 61 163 174 30 31 16 37 79 18 156 42 27 173 256
internal_value=0.000145346 -0.000320526 0.000156493 0.000148937 -0.000832439 -0.00132547 1.40848e-05 0.000202717 0.000155197 0.000149432 -0.00022005 -0.000334052 -0.000115881 -1.3288e-05 -0.000249088 0.000167746 9.94366e-05 0.000120024 -0.000252264 3.73249e-05 -0.000453965 0.000752918 0.000144941 -0.00135701 0.000173701 -6.07401e-05 -0.000885301 0.000272808 0.000477484 8.35728e-05
internal_weight=96.8104 2.26233 94.5481 93.6638 0.593675 0.565115 1.69722 1.51245 93.0702 92.4605 4.36657 4.00152 3.37489 3.20043 2.57978 88.0939 49.0759 48.1789 6.07112 5.03273 2.98404 2.04869 1.36216 1.22276 42.1078 12.5115 2.4532 29.5963 14.2181 15.3782
internal_count=4633 1213 3420 3343 208 588 625 557 3135 3082 805 774 716 660 632 2277 1291 1263 428 254 171 83 53 110 835 361 198 474 200 274
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=13 8 6 18 4 20 8 17 17 17 0 9 5 22 15 10 5 0 5 21 22 2 6 3 20 20 22 7 22 9
split_gain=0.167809 0.205898 0.257531 0.177612 0.173823 0.25959 0.225759 0.159134 0.179392 0.149859 0.191487 0.14748 0.145736 0.200492 0.144069 0.185529 0.139645 0.118556 0.406852 0.381657 0.238279 0.156299 0.154717 0.265936 0.24463 0.130247 0.206678 0.38024 0.719944 0.451519
threshold=97.873318238950006 2.8477776226000002 13.185308072600002 17.327266398450003 310.6261364962001 49.960114208400007 1.3489472949000001 201.00900942685004 201.39543491635001 243.29790314680005 107.63242125250001 211.71843659965 12.306951632950001 -0.16533 11.406933305300003 74.927328095600004 13.153721664750002 97.886760529650019 16.316541761950003 6.7841715403000018 -0.076544999999999988 201.25557642380002 12.255286342800002 80.785478361850011 33.361153777850006 41.559097512700014 -0.070854999999999987 24.355397875400005 -0.087660000000000002 212.20546459280004
decision_type=2 2 2 2 2 2 2 2 2 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 12 5 -1 7 -6 -9 -3 -11 -4 13 -2 -8 -16 -14 18 20 22 -18 -21 -19 24 -24 26 27 -20 29 -29
right_child=3 2 11 -5 6 -7 14 8 -10 10 -12 -13 16 -15 15 -17 17 19 25 21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019806056081232673 0.00048779119313114807 -0.0017481898379854376 -0.0012002907716367106 0.0011340742896144471 -0.0016751926407472526 0.00055568527532868801 -0.00095738659786813419 0.0019819272162994641 -0.0019662773388475882 0.0016580432179362249 -0.0019922017775061422 0.0015860703055359043 0.00090008215589928889 -0.0020083534937513333 -0.00058247259441554121 0.0014281632703215742 0.00014884799409019026 0.0002049021577984609 0.00017198586123991363 -0.001798682684650001 0.001745818578029901 -0.00026325506714958862 0.00091000911902327814 0.00031916302514234152 -0.0020113402145457921 4.6843675200461289e-05 0.00033198730513235672 -0.00052601313532511784 -0.0020425926788773903 0.0013757717918732131
leaf_weight=0.33855226106425096 0.22073667787481099 0.81460577191955941 0.11053433772394772 0.69931878353236143 0.29139455761787747 0.28639758329518372 0.15655571830484394 0.12754208222031593 0.06774665433329119 0.12629420302982908 0.098226413123484235 0.21525925301830284 0.93948024307610367 0.28146021550492051 0.21764230700500753 0.93208623422106029 0.56766265665646642 6.3115195700665918 22.927689240895237 0.63282621157122754 0.97822457901202031 0.42680246039526537 0.13905356393661328 0.70598419406451285 0.53120854866574518 32.38425505187115 25.284598758033098 1.6497345430252615 0.89441148319747199 0.67690499074524257
leaf_count=292 19 473 41 62 191 66 38 7 123 9 67 14 37 142 29 74 25 77 591 80 40 33 9 30 82 1293 499 83 77 30
internal_value=0.000133587 -0.000271509 -0.000880365 0.000149508 7.21915e-05 -0.000818292 0.000382575 -0.000757313 0.000612275 -0.00135727 6.10831e-05 0.000640722 0.000142302 -0.000911193 0.000807264 0.00104755 0.000147868 0.000140359 0.000162637 -7.70452e-05 0.0011594 -0.00118024 7.5011e-05 -0.000520675 -0.00140527 0.000144253 0.000205586 8.33618e-05 -0.000547471 2.7286e-05
internal_weight=100.035 3.78284 1.36492 96.2519 2.41792 0.62495 1.79297 0.486683 0.195289 1.03913 0.224521 0.325794 95.5526 0.502197 1.30628 1.14973 95.0504 94.1109 85.3635 8.74739 1.54589 1.05963 7.68777 1.37625 0.670262 83.8176 51.4333 26.1487 3.22105 2.32664
internal_count=4633 1424 604 3209 820 358 462 321 130 549 76 55 3147 161 141 103 2986 2949 2638 311 65 113 198 121 91 2573 1280 781 190 113
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=13 8 6 17 0 9 5 13 22 7 6 4 5 8 12 19 2 2 7 2 21 12 10 3 6 0 6 20 17 9
split_gain=0.182639 0.190962 0.271785 0.160472 0.214582 0.160217 0.202046 0.364884 0.328553 0.189302 0.147639 0.144105 0.296137 0.149302 0.194655 0.146994 0.125203 0.353546 0.244891 0.187379 0.298375 0.220699 0.172318 0.752912 0.351308 0.321974 0.476518 0.395171 0.263068 0.29605
threshold=97.873318238950006 2.8477776226000002 13.185308072600002 243.29790314680005 107.63242125250001 39.44667418560001 13.252098438300001 101.03763345850001 -0.15397999999999998 25.412871131150002 1.8500432259500001 310.6261364962001 2.7155367820000005 1.3489472949000001 293.55977308740006 12.651020723000002 125.02712973155002 129.01927736685002 22.791048179400004 120.31044416595002 5.5614473604500008 140.76381847615002 70.128430332750014 83.17551763980002 14.845346859150002 93.501885318850015 15.205355270700002 36.772607578000013 188.85216786605002 194.82237869650001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 9 -9 -7 -1 12 -12 14 -13 -14 19 18 -18 21 -21 22 25 -24 -25 26 27 -8 -28 -30
right_child=5 2 -4 4 -6 6 16 8 -10 -11 11 13 15 -15 -16 -17 17 -19 -20 20 -22 -23 23 24 -26 -27 28 -29 29 -31
leaf_value=-0.0019876595388921242 -0.0014247551556704756 -0.0017714664526077859 0.00069051343979290611 0.0016300822453105168 -0.0019954002384197588 0.00035596468126527933 0.0011252431324793892 0.0013418100947290173 -0.0017304345251803088 0.0016304028393785233 0.0018525236327542941 0.00076927477966559968 -0.0019797099718213609 0.00076705552183151441 -0.0019795780129124819 0.00093049061975690017 -7.1305712028432575e-05 9.5320919818827227e-05 -0.0022155866865197025 0.0013354395136804832 3.7269767967719011e-05 -0.00071950844532776891 0.00023634440775330525 -0.0014884092712804714 8.1935278775212896e-05 0.0011503024858663467 0.00010666559323463413 -0.0016805804111797605 0.00096212359880565464 0.0002682790519476716
leaf_weight=0.12992080488379532 0.24774904072546533 0.81215537360094436 0.32989964454827703 0.14081234703189693 0.11324165682162857 0.73820368245651424 0.2521119477933158 0.207110904622823 0.378238387274905 1.1402663816988932 0.13615879184362745 0.19790100134377997 0.36631248688718188 1.3118404275637656 0.19827093549247365 0.081591696573013905 0.38854729097511054 50.752591387332359 0.43293711007572711 1.4255878179683343 1.3027612681471508 1.012156678829341 12.733075075841041 1.6067574306507588 0.83098941181515318 1.6435909965075541 10.895683861672298 0.82287559076212347 3.9735912475734931 5.837776165921241
leaf_count=179 100 473 55 9 67 24 9 13 51 60 18 64 252 141 151 15 30 1607 13 30 41 15 191 206 39 23 416 98 153 90
internal_value=0.000133406 -0.000287212 -0.000864784 -0.00134601 1.4065e-05 0.000150027 0.000154076 0.000708353 -0.000643399 0.00112957 4.5718e-05 0.000160975 -0.000679781 0.000448476 -0.000606435 -0.00144958 0.000139534 7.46667e-05 -0.00120138 0.000218553 0.000715576 0.000184317 0.000208019 4.52161e-05 -0.000953104 0.000313453 0.000250308 -0.00102254 0.000316387 0.000549285
internal_weight=100.441 3.81811 1.39611 1.06621 0.254054 96.6226 96.3749 2.46382 0.585349 1.87847 2.422 2.29208 0.584063 1.70801 0.396172 0.447904 93.911 51.5741 0.821484 42.337 2.72835 39.6086 38.5965 15.1708 2.43775 23.4256 21.782 1.07499 20.7071 9.81137
internal_count=4633 1424 604 549 76 3209 3109 148 64 84 820 641 285 356 215 267 2961 1650 43 1311 71 1240 1225 436 245 789 766 107 659 243
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=13 23 10 18 7 21 19 17 10 21 9 20 20 19 16 8 12 0 19 13 20 0 0 13 18 2 10 0 21 7
split_gain=0.142259 0.193918 0.144391 0.137814 0.13049 0.135142 0.12678 0.123884 0.625944 0.310419 0.11945 0.129329 0.138922 0.11176 0.259484 0.204087 0.111455 0.246609 0.318967 0.300598 0.14099 0.19397 0.125601 0.235841 0.110858 0.162222 0.153107 0.691284 0.357707 0.301192
threshold=95.937628385050019 0.079745000000000024 78.290589216800015 17.327266398450003 24.209421447000004 15.004713615700002 12.451004585100002 214.22447330960003 65.644082171150004 1.1709819147500002 40.734022239000005 48.109449608500007 39.065416244600009 11.850956171350001 17.684958644900004 7.7439566930000003 323.50112601465008 86.420486603250012 14.351157895250003 98.405632948800005 42.154118731400011 91.498984011650009 102.65877371115 98.577694269150015 15.534793034950003 199.01127796720002 70.182199495350019 94.625660817400004 6.9984086918000008 24.872345000050004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 10 -3 16 -9 -10 -6 12 -12 -5 15 -15 22 -18 19 -19 21 -21 24 -24 26 -26 -2 -28 -29 -30
right_child=3 6 4 13 5 -7 -8 8 9 -11 11 -13 -14 14 -16 -17 17 18 -20 20 -22 -23 23 -25 25 -27 27 28 29 -31
leaf_value=-0.0012878134994506205 0.00022110593584423406 -0.0019846782608579404 0.0012780028472653051 0.0018949121577666475 -0.0019803646673340379 0.00066003056274608772 7.3982352377516778e-06 0.0015114471606378066 0.00043954502272993952 -0.0020144464728697291 0.001230179492153079 0.0019916334443083787 -0.0019747119663917731 0.0010109139756379801 0.0019810275593137353 -0.0020024241500838365 -0.0016191050607206323 0.001599188538122412 0.0011679990750543107 0.0008703555961249857 -0.002068850520675152 -0.0020131304315956643 0.00013402453266456936 -0.0020150649968640514 0.0003245634399541413 0.0012534705747557562 -0.0015229271955101344 0.00022581769572037233 -0.00010008595125195558 -0.0015861437135926547
leaf_weight=0.27270477407364468 63.663683915703587 0.37269891085816187 0.36494725222837565 0.3096371628344049 0.19906642401247154 0.47395104487804929 0.18320664139173459 0.44632816454395541 0.27970713836839423 0.67993836938694585 0.081256144310600575 0.087133783847093582 0.1444243268451828 0.15722014638595283 0.24694719444960356 0.19187204452464357 0.41798643324363993 0.18247787328436949 0.61848843959160149 0.21152614243328571 0.36862985922198277 0.15572426724247634 0.63339678678312239 0.28450550159323029 6.8137499656186256 0.80858721985714499 1.055752158509679 14.692495496274207 1.567193507060437 0.78802747452573374
leaf_count=85 1854 556 49 14 258 79 32 26 26 86 49 2 103 10 17 36 113 11 42 19 63 28 28 56 206 38 192 354 130 71
internal_value=0.00016665 -0.000328634 1.36192e-05 0.000178064 0.000276362 -9.44382e-05 -0.00132816 0.000170704 -0.000406945 -0.00129918 -0.000793002 -3.73968e-05 -0.000820792 0.000939266 0.000442816 -0.000645311 0.000179507 -0.000283699 7.95005e-05 -0.000653573 -0.00121219 -0.000352322 0.000189533 -0.00053209 0.000196943 0.000423103 0.000175861 1.67489e-05 0.0001121 -0.000597302
internal_weight=96.7533 2.17939 1.62348 94.5739 1.35078 0.985832 0.555906 93.6682 1.40597 0.959646 0.511881 0.312814 0.22568 0.905677 0.596039 0.349092 92.2622 1.95483 1.53685 0.918358 0.73588 0.36725 90.3074 0.917902 89.3895 7.62234 81.7672 18.1035 17.0477 2.35522
internal_count=4633 1213 625 3420 540 491 588 3343 138 112 412 154 152 77 63 46 3205 276 163 121 110 47 2929 84 2845 244 2601 747 555 201
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=3 19 9 10 3 3 4 20 17 20 22 16 18 12 9 15 15 23 13 23 14 16 6 16 0 21 22 2 10 22
split_gain=0.154702 0.237594 0.229451 0.491887 0.229169 0.307481 0.221852 0.217925 0.188006 0.15846 0.214935 0.269967 0.192378 0.153613 0.561271 0.432716 0.828892 0.374156 0.44637 0.290173 0.214343 0.304288 0.186094 0.433498 0.3718 0.171727 0.226599 0.282445 0.538646 0.463488
threshold=93.883646373400012 14.651182102100002 186.16747084260001 61.993156030000002 94.227769014100019 94.383699585650007 376.61861354110005 42.498713093000006 188.27285108100003 48.393869453650005 -0.059424999999999999 21.074950717600004 12.947178517500001 133.01805689090003 182.80199813410005 32.548041893900006 31.445204138150004 0.088350000000000026 117.63886241405002 0.091290000000000024 212.59255576180001 22.594947163200004 15.785368822600002 19.224955043700003 93.972365491700018 11.155580190950003 -0.15580499999999997 68.96170560420002 70.182199495350019 -0.054875
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 6 4 7 -6 8 -4 9 10 12 -12 -2 14 -1 16 25 18 -17 -19 21 22 23 24 -15 26 -16 29 -29 -28
right_child=2 -3 3 -5 5 -7 -8 -9 -10 -11 11 -13 -14 20 15 17 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0014487341337470804 -0.00012493163708717466 0.00074350001593039765 -0.0019327020836771268 -0.0020404348321130758 0.0013566950347253454 -0.00027620555771748782 -0.0019991969606297706 5.8164138313432377e-05 0.0012530405244406365 0.0010224156074429911 -0.0011722341172188356 0.002002539078640593 -0.0020333710181576897 0.0014264733890710908 -0.00086647816553698002 0.0017018145890941039 -0.0018395916909224354 -0.00032449363427073774 0.00017334403054813631 0.00061018531322993641 0.00012281731512810311 -0.0012916030661043821 0.0004661838810294439 -0.0020124018813519355 -0.001154420045293548 -0.00079801661415017551 -0.001243886574534401 0.0015787818444885312 0.0003164954426221867 0.00019546307408987602
leaf_weight=0.7188854779934698 2.7352064648694072 2.6819526113104066 0.45660186313034579 0.63964258609121305 0.62031892850063775 1.5541978109395129 0.17457146794913558 0.39361950248712674 0.6252078303368761 0.60692051794103452 0.14314773127989466 0.36696950159966946 0.21936275770485725 0.48593115762923822 0.67060641659919795 2.1556160701438771 0.78397488873451848 1.7123441742733119 1.1143141910433767 5.0228785541839898 52.666691395844396 0.99434075038880099 1.4284242247231302 0.49445857759565115 0.38432885345537215 0.61878210491340624 1.001850237153121 1.5180041436105955 9.0382003014092316 6.0806246800420949
leaf_count=126 312 43 27 117 17 99 69 19 29 28 159 8 100 13 75 116 98 16 5 55 2489 19 23 16 32 38 103 38 268 76
internal_value=0.000144658 0.000168694 -0.000107569 -0.000478232 -0.000147872 0.000189608 0.000171253 -0.00101101 0.000251925 9.82004e-05 -6.36974e-05 0.00111164 -0.000266624 0.000150952 0.000263234 0.000304648 0.000136081 0.000636758 0.00118095 0.000372555 9.04174e-05 -0.000360119 -2.85163e-05 -0.000546309 0.000286686 0.000217911 0.000252245 0.000294778 0.000498015 -8.13988e-06
internal_weight=98.108 89.5722 8.53577 3.66438 3.02474 2.17452 4.87139 0.850221 4.69681 4.07161 3.46469 0.510117 2.95457 86.8903 30.4361 29.7172 19.712 10.0052 3.26993 6.73522 56.4542 3.78748 2.79314 1.36472 0.87026 18.9281 18.3093 17.6387 10.5562 7.08247
internal_count=4633 3649 984 279 162 116 705 46 636 607 579 167 412 3606 1014 888 696 192 121 71 2592 103 84 61 45 598 560 485 306 179
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=7 7 17 17 2 13 0 20 6 17 23 15 18 18 9 10 20 17 16 10 3 13 3 22 15 7 7 9 20 19
split_gain=0.141427 0.189667 0.198542 0.265052 0.179667 0.172884 0.16748 0.158129 0.17561 0.173833 0.20394 0.157519 0.259357 0.152011 0.14731 0.202997 0.248085 0.394187 0.554467 0.218873 0.187563 0.518207 0.235122 0.234217 0.223752 0.19913 0.166318 0.259954 0.384781 0.354178
threshold=22.093462376800005 20.797746106000002 188.85216786605002 182.02915412410002 316.46407472665004 98.050756475600011 86.420486603250012 45.321989007550009 13.185308072600002 243.29790314680005 -0.17949499999999999 19.846565044850003 15.771515858900001 16.399957653700003 186.70853236170004 61.917879202350001 41.835830569250014 185.88129754265003 22.554947256700004 62.041548276350007 93.883646373400012 117.60122400020002 93.969677033550013 -0.088880000000000001 47.117206525000007 22.435297587800004 22.460452099450002 192.20980299475005 40.636252116050009 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 4 3 -3 -1 7 -4 8 9 10 -2 12 -7 -14 15 -13 19 -18 -19 -17 26 -22 -23 24 -24 -25 -16 28 -28 -30
right_child=5 2 6 -5 -6 11 -8 -9 -10 -11 -12 14 13 -15 20 16 17 18 -20 -21 21 22 23 25 -26 -27 27 -29 29 -31
leaf_value=0.00041062698792312664 4.9295476660950085e-05 -0.00026978396565902995 0.0019150695549087248 -0.0016252513628237999 -0.0019803623703524668 5.5209894814034283e-05 -0.00038872049442199662 0.00020817093696680496 0.00085582372552521024 0.00050200366327851956 -0.0019920697664303553 0.001585632969693647 0.0018900969486078736 0.00059209350610367549 0.00083149292830068163 0.0013070438695448807 0.00060840401243769649 0.0012508532164193671 -0.0015853369779862926 0.00035873621457587932 -0.0020480697033188645 -0.0012452253794441714 -0.0020582469242166057 -3.6091934353170637e-05 0.00071584031083341828 0.0013795029379826814 0.00013363644880026455 0.00019374170360928326 -0.0017595637031249899 -0.00022800645058930252
leaf_weight=2.1849635519956787 0.25844238531726649 1.8671138564145628 0.22798528782732308 0.78902798092167348 0.12790276924351918 1.4033408227842294 0.25931277626659721 1.1534918299844319 0.21451765110214172 0.21868942783839884 0.69186018927348358 0.54483051913848424 0.70411449432140194 0.68371523357927799 1.433610810432582 1.3010041671805082 1.4348379533512345 0.35657060745870683 1.0320648591732604 3.332874482312036 0.55108625283173696 0.43648181611206416 0.2646094175288457 0.72348412708379262 0.19355368489050306 0.80954380464390852 4.532371732115279 69.124910987826297 0.96022413176251609 1.4680436885682864
leaf_count=598 133 188 9 73 60 31 40 354 30 80 734 13 20 37 34 16 40 72 49 82 84 20 28 18 21 30 70 1596 45 28
internal_value=0.000159096 -0.000147786 -0.000461367 -0.000672436 0.000278404 0.000176942 0.000689121 -0.000327945 -0.000774929 -0.00107418 -0.0014369 0.000190973 0.000649601 0.00125063 0.000176508 0.000430233 0.00034582 -0.000112341 -0.000857067 0.000624982 0.000151286 -0.000331549 5.8105e-05 0.000343803 -0.000886318 0.000711439 0.000169839 0.000157372 -0.000203804 -0.000833639
internal_weight=99.2846 5.45631 3.14344 2.65614 2.31287 93.8283 0.487298 2.537 1.38351 1.16899 0.950303 91.2913 2.79117 1.38783 88.5001 8.00218 7.45735 2.82347 1.38864 4.63388 80.4979 2.97876 2.42767 1.99119 0.458163 1.53303 77.5192 76.0856 6.96064 2.42827
internal_count=4633 968 310 261 658 3665 49 1331 977 947 867 2334 88 57 2246 272 259 161 121 98 1974 201 117 97 49 48 1773 1739 143 73
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=13 18 23 18 19 6 19 16 9 19 12 21 8 7 15 17 10 21 12 0 19 13 21 20 6 19 13 6 22 8
split_gain=0.047427 0.13123 0.123987 0.0974099 0.0972278 0.0846325 0.080058 0.183842 0.177359 0.0773287 0.0854631 0.0662915 0.112484 0.0972763 0.0842502 0.0654593 0.439203 0.211463 0.0676632 0.176945 0.260196 0.263917 0.0852879 0.0814239 0.119168 0.0563299 0.138982 0.0609394 0.134813 0.17785
threshold=95.937628385050019 17.327266398450003 0.079745000000000024 14.693728290050002 12.451004585100002 1.8500432259500001 11.850956171350001 17.684958644900004 207.52229237540004 12.050972309250001 374.99834609790008 18.870920756500002 1.3489472949000001 24.407759398400003 11.406933305300003 214.22447330960003 64.294476189700006 1.1709819147500002 323.50112601465008 86.420486603250012 14.351157895250003 98.405632948800005 6.5613067478000007 42.154118731400011 15.470361462550001 14.651182102100002 117.60660091645001 17.755414852450006 -0.016014999999999998 9.3427090425500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 -1 -4 -5 -3 8 -8 10 11 12 13 -7 -14 18 -17 -18 25 -20 21 -21 -22 24 -23 27 -27 -2 29 -29
right_child=1 6 4 5 -6 9 7 -9 -10 -11 -12 -13 14 -15 -16 16 17 -19 19 20 22 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.078014990116168206 0.0027762736267372959 0.095887241867144549 -0.10098597972381795 -0.10089086423585199 0.0043181672151550088 0.079307353679485368 0.066114703987924101 0.10078790613330069 -0.10172485090032923 -0.071123879911664009 -0.10178490853441413 0.09498076797286055 -0.062916217474812741 -0.10040353098632115 0.060338403256536534 0.088888511679652296 0.026344837030795661 -0.090101267543748226 -0.086172642143015718 0.085103268412774324 0.012087333044046147 -0.097608237843160445 0.095712884874687071 -0.10497697045070056 0.03236594284213528 0.047735359018262882 -0.0015822792080692494 -0.083558846016590402 -0.10205374740041091 0.032746106741913104
leaf_weight=0.13639456062628497 75.410811404062542 0.2223932882770886 0.25103913853379811 0.062310807914741195 0.13474015331303235 0.04104643012260567 0.10820512194186449 0.17664394527673721 0.15057084464933723 0.085813499243158731 0.047641505985666299 0.15451394277624786 0.063367096206434326 0.11315277649930522 0.44432824832801998 0.266375655774026 0.2119915383082116 0.58991610871453304 0.30695932562593853 0.13785692234523572 0.23652288410812616 0.13603032374521717 0.25178506225347519 0.30058070532686543 0.14652715064585209 0.95093013433506657 1.4317698430677408 0.18986884150581318 0.17682593758763587 0.42754255108593497
leaf_count=68 2608 14 556 100 32 6 6 17 40 68 23 17 50 180 113 24 26 88 113 11 36 30 6 63 17 32 42 72 123 52
internal_value=0.00226172 0.00258833 -0.015157 0.00131768 -0.0642067 0.0120081 0.0470733 0.0221412 -0.0315441 0.0194142 0.0284061 0.0360033 0.0222355 -0.0525661 0.0449546 0.00222783 -0.0223626 -0.0593177 0.00255577 -0.018368 -0.001157 -0.0393306 0.055207 -0.0687474 -0.0302069 0.00295947 0.0181003 0.00248606 -0.0250689 -0.00302046
internal_weight=83.3645 81.8301 1.53435 1.14857 0.385779 1.01217 0.657813 0.43542 0.258776 0.949863 0.86405 0.816408 0.661895 0.154199 0.507695 81.1723 1.06828 0.801908 80.104 1.51626 1.2093 0.720995 0.488308 0.583138 0.282557 78.5877 2.3827 76.205 0.794237 0.617411
internal_count=4633 3420 1213 625 588 557 77 63 46 457 389 366 349 186 163 3343 138 114 3205 276 163 121 42 110 47 2929 74 2855 247 124
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=2 12 2 7 6 16 23 22 13 20 6 13 15 20 13 20 20 8 22 20 2 22 17 4 9 20 2 21 22 9
split_gain=0.0451652 0.180467 0.12442 0.255452 0.205986 0.181644 0.113542 0.113536 0.330027 0.170412 0.177735 0.374039 0.231395 0.153422 0.157655 0.148687 0.550665 0.14789 0.126968 0.123058 0.317212 0.158581 0.151176 0.242914 0.13798 0.144042 0.24542 0.136255 0.134022 0.149544
threshold=121.84632764400003 145.32166322050003 129.01927736685002 22.650953015950005 16.515385879350003 19.224955043700003 -0.26804999999999995 -0.105535 104.04332964835001 42.759119507950011 16.395383075500003 109.43099974175001 31.890196708700007 43.895345911700005 107.06246812885001 42.783136484500005 43.847983878700006 8.4434108459500017 -0.088274999999999992 42.027798546600003 113.24467684720001 -0.066979999999999998 197.02652249450003 171.12466686440004 199.17419511990002 39.746231405950006 69.881082014850008 1.0221947271500003 -0.085550000000000001 198.73585755510001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -5 -1 8 -8 10 11 -10 17 -11 -15 19 -17 -12 -18 20 22 -22 24 27 -9 26 -26 -24 -21 -30
right_child=2 -3 -4 5 -6 -7 7 15 9 13 12 -13 -14 14 -16 16 18 -19 -20 28 21 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.065482654730158754 0.092683724932999145 0.044218970496622365 0.00080197713747415928 0.011220655166478799 -0.051972052475200536 -0.09931879630900281 -0.072531493774755318 -0.00088122994969452764 0.0043815009077193849 0.086185619692536242 0.053220525394590906 0.082363192225693119 0.0086065168022042733 0.099785202682769095 -0.10105968717623899 -0.091675557644071815 -0.039755647197874659 -0.1065595870750355 0.02311905157670234 -0.0090013085378254885 -0.10590079108559808 -0.018418673197053974 -0.011908934519507188 -0.0028227694666896892 0.0082813997943461167 0.00609796881440726 0.071469715125515448 -0.10607935899433998 0.074192115358322749 0.018921011018793225
leaf_weight=0.23745321432397659 0.23166952906467375 1.1194580392912019 45.608031817448136 0.20756225617810742 0.17117181948742655 0.52382372738793492 0.40323880289906355 10.38305653673739 1.6176841756430351 0.63561384953209188 0.071899218964972866 0.99242213358957077 2.8130888249725103 0.064292167109670117 0.099674116296228021 0.78540798364065212 0.41758507233316788 0.29812536989629734 1.3911068017514476 1.2783895786851642 0.39868131332332268 0.43145432367236836 0.2424959893105546 2.2987614181690788 1.3705160395838896 4.0921114385764668 1.1145095750234757 0.41934792557731271 0.60238965117059651 2.6126392032911099
leaf_count=72 14 23 2910 51 37 19 182 225 54 39 112 28 43 4 125 98 28 23 99 17 22 32 11 74 23 56 51 60 70 31
internal_value=0.00204181 0.00469391 -1.16407e-05 -0.0327278 0.0312179 -0.0679485 0.00343231 0.00390208 0.0152903 0.0206618 0.0146889 0.0340319 -0.00117203 0.0639375 -0.0223072 0.00104011 -0.0217582 -0.0755128 0.00860274 0.00338285 0.000133912 -0.0604329 0.00265784 -0.0181925 0.00629752 0.0176303 0.0366207 -0.0715758 0.0183867 0.029277
internal_weight=82.9337 36.1914 46.7423 1.13423 0.402841 0.731386 35.0719 34.8345 6.99604 6.5928 5.79322 2.61011 3.18311 0.79958 0.163966 27.8385 2.5941 0.370025 1.80869 25.2444 20.7509 0.830136 19.9208 2.96061 16.9602 6.57714 2.48503 0.661844 4.49342 3.21503
internal_count=4633 1602 3031 121 51 70 1579 1507 610 428 260 82 178 168 129 897 225 135 127 672 554 54 500 145 355 130 74 71 118 101
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=22 8 22 23 3 0 8 20 6 5 2 18 6 2 10 13 3 17 22 20 2 18 5 17 6 17 22 5 2 0
split_gain=0.134225 0.357667 0.325166 0.569602 0.343227 0.348893 0.280722 0.237354 0.729775 0.498327 0.375477 0.546302 0.428862 0.388645 0.363508 0.296557 0.620137 0.429254 0.291642 0.324233 0.285219 0.259253 0.316894 0.285675 0.245799 0.225585 0.215556 0.248813 0.386481 0.204185
threshold=-0.079369999999999996 8.9430209551500024 -0.083330000000000001 0.092185000000000031 92.738363209800013 89.576736448400013 8.2435668022500028 41.489621506400006 16.455384477450004 22.533652790000001 226.19683278270003 14.390586827150001 16.425383776450001 279.14774722020007 62.132955852800002 113.89115178020002 87.399085362750014 197.18249712500003 -0.060989999999999996 38.804629908750009 159.92742394165003 14.032563378150002 19.841254985200006 198.79333437865003 14.845346859150002 188.27285108100003 0.15915000000000004 13.8160216159 79.152355410850021 101.91675926715001
decision_type=2 2 2 2 2 2 2 2 2 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 29 4 5 -4 -7 15 10 -10 12 -12 26 -13 20 16 18 -17 19 -2 25 -20 24 -24 -23 -11 27 28 -9 -1
right_child=1 -3 3 -5 -6 6 -8 8 9 14 11 13 -14 -15 -16 17 -18 -19 21 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00015368459321820919 -0.0016383672765321539 -0.0010440054172245155 -0.0022082735827838994 -0.0020518578056113674 0.00016770283591575078 -0.0013755079552697719 0.001371970566506363 0.0013982491714280298 -0.0022229801947072007 -0.00092263683641669654 -0.0020185458176953702 -0.0015457710426533147 0.0019785637683218484 0.0010261107445165597 0.0019799971856794244 0.00039890375175202547 -0.0013397803729315134 0.0013579440978897684 0.0016822259234270864 1.756386883535495e-05 -0.0016045891315733015 0.00027698737236686095 -0.0020946887308278483 0.00047235031256841984 0.0011725801882371233 0.0020019205227498468 0.0013673015083009541 0.00025741817094360615 -0.0020465995392264674 -0.00057888920734786692
leaf_weight=41.510544133997882 0.5974047522804552 0.85148520999064103 0.54363632132299133 0.68817366141593073 3.447746182064293 0.28862871084174913 0.28332957474049181 0.17686903872526727 0.83202944952063207 0.20654248446589896 0.67614347048220125 0.32599858250614466 0.58162292465567667 0.73567501957586501 0.22705924286128709 13.886537280617629 1.0032333830749838 2.060571785666979 0.53669024957344369 1.901813140051672 0.6152451280177047 13.163318907794514 0.39431214507203627 0.28870898555032909 1.2940227240324027 0.1992012020200491 0.62189466643303681 9.115419715002643 0.42871998924465515 1.5162178661699943
leaf_count=1794 62 96 23 41 56 66 15 7 23 76 58 30 78 103 8 162 78 87 13 33 76 432 24 22 30 6 47 130 186 771
internal_value=0.000145654 0.000216093 7.16509e-05 -0.00038896 -0.000138187 -0.00108354 -1.44963e-05 0.000237609 2.88009e-05 -0.00104756 0.000205617 -0.000640955 0.000340286 0.000236386 -0.000263946 0.000325244 0.000160963 0.000522824 0.000243796 -0.000378264 -0.00076298 0.000342964 0.00029549 -0.00100962 0.000357149 0.000513184 0.000248159 0.000176562 -0.00104049 0.000127869
internal_weight=98.9988 50.7205 48.2783 5.25151 4.56334 1.11559 0.571958 49.869 14.7424 2.08008 12.6623 1.73782 10.9245 1.06167 1.24805 35.1266 19.1795 15.9471 18.1763 2.49922 1.02099 15.6771 15.1404 0.683021 14.4573 0.405744 10.3429 9.72101 0.605589 43.0268
internal_count=4633 1867 2766 201 160 104 81 1771 828 189 639 191 448 133 166 943 694 249 616 95 158 521 508 46 462 82 370 323 193 2565
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=13 8 6 7 7 16 12 23 9 20 14 13 3 3 12 7 5 7 0 9 21 21 16 15 20 6 20 22 22 21
split_gain=0.152048 0.174869 0.193445 0.155311 0.197559 0.268216 0.306564 0.264585 0.193394 0.256667 0.386018 0.326178 0.220912 0.562552 0.238345 0.696582 0.635698 0.453249 0.36752 0.64739 0.277516 0.428795 0.24185 0.484605 0.401131 0.223049 0.197312 0.414047 0.468034 0.34365
threshold=97.873318238950006 2.8477776226000002 13.185308072600002 22.093462376800005 20.797746106000002 22.744946812400002 74.22129117770001 -0.222165 186.70853236170004 42.206017975500011 164.59441174210002 117.55283175385001 93.883646373400012 94.227769014100019 133.01805689090003 22.958251375150002 21.042547594650003 22.870118039000001 86.103248543850015 194.57718764590001 10.681001598350003 12.156412995750001 20.394952307700002 31.445204138150004 37.688226470200007 16.575387281250006 41.289992964000007 -0.076544999999999988 -0.087660000000000002 4.1356549245000007
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 11 -11 -5 14 -14 16 17 20 18 19 -16 22 -22 23 -10 -25 -18 27 28 -17 -28
right_child=3 2 -4 8 5 -7 7 -9 12 10 -12 -13 13 -15 15 26 25 -19 -20 -21 21 -23 -24 24 -26 -27 29 -29 -30 -31
leaf_value=0.00010715804015219149 0.00029518006545165048 -0.0013005503026453733 0.0005353628001629428 0.00040032846833317924 0.00076495631867335454 8.2240386204596554e-05 0.00016419158394104607 -0.0021023670179834151 0.00024972560907379342 -0.0017721524166401134 0.00030601009877681762 0.0014096068473261922 -0.0013545824737386208 0.00036478935101507705 -0.0022114230888976931 0.00014483160791168339 0.0017259449695939295 -0.0018241836727826419 0.00027865656130468189 0.00026747838085216207 0.00038643383866972768 -0.0021225215235449835 0.00060474338743857117 0.001127540261346358 -0.0021120709372186392 0.00016217306134929321 -0.00043213647440472992 0.00051873377159384758 -0.0012896878606093469 0.00017428755748055924
leaf_weight=1.9873766623753675 2.2333798415929769 0.88935055198180613 0.29346498561790213 3.7132093084583158 0.26913348957896266 1.5361447406467048 0.25887015333864827 0.84227460311740276 15.942165522428706 0.40208732509563594 2.3642231442936463 1.8417057930491862 1.2422960810799843 1.7797468821081563 0.81909713856293753 6.6196992530021816 1.6311755739152425 0.94341072649694968 1.9454365978017447 0.80129223695257679 0.59412107919342705 0.46833998500369489 7.211955066304653 0.19458082504570562 0.60026424337411299 0.44672142225317646 4.2985280595021349 14.644228348668554 1.0075158512918232 21.880537487857509
leaf_count=820 605 549 55 98 8 38 29 176 314 23 143 26 114 87 39 203 74 24 29 16 25 27 80 6 86 21 205 308 60 345
internal_value=0.000174418 -0.000248115 -0.000845047 0.000188294 -0.000143353 -0.000480335 -0.00111101 -0.00156952 0.000206946 0.000491935 3.9461e-06 0.00073495 0.000178399 -0.000342007 0.000198045 0.000121524 0.000347644 -0.0006156 -0.000295845 -0.000985591 0.000261068 -0.000719531 0.00030457 0.000175226 -0.001319 0.00138975 0.000190127 0.00032579 -4.4661e-05 7.47145e-05
internal_weight=99.7023 3.17019 1.18282 96.5321 5.1398 2.90642 1.37028 1.10114 91.3923 8.32123 2.76631 5.55492 83.0711 3.02204 80.0491 52.9597 27.0893 4.50924 3.56583 1.62039 25.0114 1.06246 23.949 16.737 0.794845 2.0779 48.4505 22.2714 7.62722 26.1791
internal_count=4633 1424 604 3209 856 251 213 205 2353 290 166 124 2063 201 1862 1229 633 108 84 55 538 52 486 406 92 95 1121 571 263 550
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=13 12 10 0 5 20 0 22 20 13 20 23 23 21 21 17 21 21 22 21 17 18 18 9 8 0 18 18 2 4
split_gain=0.174557 0.184062 0.177482 0.249208 0.455576 0.160435 0.363528 0.471132 0.434005 0.377985 0.358988 0.317315 0.43084 0.39669 0.302187 0.458522 0.3523 0.402031 0.395691 0.336438 0.319354 0.303646 0.284452 0.255037 0.431545 0.319029 0.345574 0.296563 0.240851 0.203371
threshold=97.873318238950006 150.80177373595004 81.011308844800013 102.21786657775002 13.252098438300001 42.081757894750005 86.208098410950015 -0.11692 43.847983878700006 117.60122400020002 42.027798546600003 0.08846500000000003 0.08759500000000002 2.5883591406000002 1.7791739561500002 187.14705358135004 2.3223121640500004 4.6112647835500011 -0.102645 3.3686516035500005 201.23649604560003 13.378437733750003 11.634276750250001 186.70853236170004 5.1459841250500009 99.755238930300024 17.108018746400003 12.917213570250002 83.777728670400009 376.61861354110005
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 11 28 23 12 13 -9 -8 -16 -17 18 19 -18 -20 -19 -7 24 -2 -25 -27 -26 -10 -24
right_child=2 -3 -4 4 -6 6 14 8 9 -11 -12 -13 -14 -15 15 16 17 21 20 -21 -22 -23 29 25 27 26 -28 -29 -30 -31
leaf_value=-0.0016710699214746213 -0.0013366099809451163 -0.00012597240336795958 0.00059752663590879537 0.00094293258879818691 -0.0020499750819354757 -0.001984914086820346 -0.0008983153573111877 0.00072483343275762913 0.00026887204486618761 0.00087225935633722547 0.0009701096379096185 -0.0017735637214285249 0.00056840590057548042 -0.0020563902626944863 -0.00089472586871395046 0.0015153109548954153 0.0019750596695252446 0.0012970715346686786 -0.0022269742433069801 -0.0019811500708101261 -0.00018202931146216774 0.00026284809185945205 0.0010335310280314839 0.00016878308536159514 0.00018868019883444038 -0.0015187101409021313 0.00097481478040687287 0.00099744658232412352 -0.0020555202517080744 -0.0010759976988301539
leaf_weight=0.32734300737592947 0.44735167310227453 3.1382516057234966 3.6930741239921181 0.31571945783798483 0.51369024574523792 0.15853559612878587 0.96516050735954451 0.2631494460365531 0.31509594060480584 1.0493041968438772 2.3694933287915765 1.4308629127262973 0.77520475636993058 0.78636800937238149 1.3091248073069461 0.88242061901837843 0.31332145677879442 1.1809311695396889 0.62998819077620527 0.1122507342370227 0.54988568113185465 14.402312952253849 1.399024397251196 55.52335027079971 3.0633001164533198 0.84067662322195136 0.28651010012254119 4.0447453893721104 0.37580606716801412 0.20093784446362395
leaf_count=322 348 1102 53 46 67 55 45 13 8 15 28 115 12 123 155 67 7 28 28 65 23 286 131 1160 56 69 17 77 62 50
internal_value=0.000160577 -0.000271915 0.000175841 0.000159362 -0.000910708 0.000168836 4.16495e-05 -0.000352499 -0.000659741 0.000130737 0.000220608 -0.00108227 -0.000540197 -0.00135904 0.000172499 0.000225827 0.000307004 0.000244972 -0.000689291 0.000931553 -0.00127392 0.000341224 0.000520357 0.000192948 0.000531338 0.000147818 -0.000884902 0.000648899 -0.000995447 0.000768597
internal_weight=101.663 3.46559 98.1976 94.5045 0.82941 93.6751 27.0997 6.75429 4.99579 1.74021 66.5754 3.25559 1.82472 1.04952 20.3454 19.3802 18.0711 17.1887 1.60545 0.425572 1.17987 15.5832 1.7585 64.2059 7.5554 56.6505 1.12719 7.10805 0.690902 1.59996
internal_count=4633 1424 3209 3156 113 3043 1288 584 348 85 1755 263 148 136 704 659 504 437 123 72 51 314 236 1727 481 1246 86 133 70 181
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=7 7 21 17 8 0 13 15 18 20 6 8 17 23 16 15 18 10 16 21 21 14 20 9 22 3 10 13 5 9
split_gain=0.150161 0.278357 0.217826 0.327521 0.250144 0.217617 0.20519 0.312153 0.214803 0.192748 0.244558 0.22446 0.208598 0.287778 0.186244 0.516436 1.00262 0.491 0.679267 0.502246 0.385793 0.283646 0.323684 0.2945 0.430887 0.555632 0.265721 0.235846 0.231469 0.201337
threshold=22.093462376800005 20.797746106000002 0.63092463060000015 188.85216786605002 9.3427090425500019 86.420486603250012 98.050756475600011 19.846565044850003 15.771515858900001 45.044778924400006 13.185308072600002 7.1444245619500011 243.29790314680005 -0.17949499999999999 18.634956423400002 28.444110612900001 14.032563378150002 71.053259929650025 15.774963111300002 5.7328850847000004 4.6112647835500011 287.24487179220006 40.858951393400005 204.99169312540002 -0.047144999999999999 82.831394999100013 77.209829048350016 101.26615239960002 14.835543846500002 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 -3 4 -4 -5 9 8 -8 10 11 12 13 -2 15 17 -17 -9 21 20 26 23 -23 -19 25 -25 -20 -28 -18 -16
right_child=6 2 3 5 -6 -7 7 14 -10 -11 -12 -13 -14 -15 29 16 28 18 19 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.000312328369026861 0.00056147618870135087 0.00016256190874716926 -0.0016159535858640568 0.001944325159972741 0.00020250444051854726 -0.00061636163410422741 0.00024521601419564133 0.0013681748953987103 0.0012589159872506996 0.00020041532287164298 0.00080621928627197699 -0.0019949351142649402 0.0013117809616360731 -0.0019968515461719245 0.0001284204007426427 0.0014509995213695358 0.0012408091301848432 0.00035292835890751094 -0.0020269227828401968 -0.0018264448822904271 0.00066370795540883444 -0.00014203616823301306 0.0019613052763991423 -0.0020974333171694861 0.00019466349584518243 0.00037082221503094545 -0.001320290729510596 0.0012908791304584554 -0.0020131238356539839 0.00036373561797752474
leaf_weight=2.6709952296350812 0.28391297019879846 1.1770020806361574 1.4777430674148493 0.22727192248566996 0.36209599610810972 0.29093666045810096 1.5639512244961218 1.0639023017356581 1.6532282501575535 1.4570953545271548 0.31887699021172 0.61603733925767301 0.19918895352748223 0.41782709944743546 54.776689394886489 0.48346974312153079 0.089609442162327357 6.7665869682969042 0.5276427195058202 1.1797578316909492 0.9848664509190711 0.4677840913645912 0.70559110539034009 0.9174251115182408 2.3549247460905471 0.56757299602031708 0.27636647568579065 0.25634379452094436 1.3546253486420026 18.769190598177374
leaf_count=658 109 51 184 7 32 36 31 27 57 360 29 399 25 409 1030 9 12 64 48 189 25 27 24 62 17 2 44 14 241 411
internal_value=0.00013038 -0.000165404 -0.000526367 -0.000870241 -0.00125807 0.000506685 0.000149101 0.000165822 0.000766131 -0.000332069 -0.000754697 -0.00108281 -0.000459122 -0.000961792 0.000144724 -3.40667e-05 -0.00099306 8.09798e-05 -1.02873e-05 -0.000807623 -0.000219929 0.000207999 0.00112278 0.000106799 -0.000326921 -0.00115405 -0.00104066 -6.37781e-05 -0.00181123 0.000188474
internal_weight=104.259 6.20604 3.53505 2.35805 1.83984 0.518209 98.0525 94.7595 3.21718 3.29294 1.83584 1.51697 0.900929 0.70174 91.5423 17.9965 1.9277 16.0688 15.0049 3.22498 2.04522 11.7799 1.17338 10.6065 3.83992 1.485 1.06035 0.53271 1.44423 73.5459
internal_count=4633 968 310 259 216 43 3665 2334 88 1331 971 942 543 518 2246 805 262 543 516 320 131 196 51 145 81 64 106 58 253 1441
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=22 20 10 12 19 0 22 17 6 3 20 13 15 15 21 23 20 15 22 22 21 22 22 17 9 10 4 9 13 13
split_gain=0.145993 0.338835 0.926662 0.344217 0.393703 0.553796 0.355661 0.334668 0.292742 0.494549 0.362782 0.447281 0.351153 0.403112 0.391678 0.484 0.431334 0.342639 0.31502 0.400867 0.2671 0.263581 0.258413 0.241263 0.354199 0.373237 0.315955 0.306428 0.228269 0.372644
threshold=-0.064729999999999996 41.489621506400006 62.111448187750007 189.97915716370002 13.751109481500002 86.264556031700025 0.0027500000000000003 200.37850214585004 16.245379570700006 89.256809930900019 37.995872310650007 115.13321943645001 28.579157549250002 28.298162031900002 8.9448347342500032 0.084065000000000015 43.157831852650006 27.756828593300003 -0.082484999999999989 -0.072755 1.0000000180025095e-35 0.70681500000000008 -0.074029999999999999 188.85216786605002 204.99169312540002 67.254468591300011 196.82258699960002 197.89372115420002 109.43099974175001 108.06526301150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 3 -3 -2 7 -6 -7 21 12 -10 -11 -12 13 17 15 20 -16 22 23 -20 -14 -5 28 -17 26 -26 -25 -28 29 -1
right_child=1 2 -4 4 5 6 -8 -9 9 10 11 -13 14 -15 16 18 -18 -19 19 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.00016715444652851195 0.00021638873046623763 -0.0012688442809350923 0.00020136661168845639 -0.001676581298134867 0.00013089540042882715 0.0019546676565196366 0.00084063710430991941 0.0006755741892518352 0.0015306122592629622 0.0014288010195633893 -0.0013753937670713051 0.00015867950038438901 0.00042138528095232692 0.0016665329951604049 -0.0017955586557810296 0.0016913741873826869 3.5407196445333221e-05 -0.002054913092845812 -0.0014640876505959061 0.00036126230557254437 -0.0020180893879012062 0.0013437782890273031 -0.0020321946860417037 0.00099306386373289855 0.0017590154338704576 0.00012385812542808387 -0.0018955894736218868 -0.00013407800060865092 0.0015612540327371387 -0.0016029678467073547
leaf_weight=10.227642471905476 20.752276881202651 1.9643255152404879 10.243216104010569 0.62591720291152142 2.4806224060012028 1.8185330671258269 2.7955249728984199 0.80047014482261147 1.0365228973096225 0.84109630381862999 0.74689787447277822 33.726052356534638 0.22431441780645212 0.62395986204501319 1.327935867244378 0.4286438114941119 0.78832348680589337 0.29023913574565163 1.0484889354556797 0.82772722048684944 0.74791793307667831 0.13505385037569795 0.21388680916061353 0.44649654382374171 0.79112064279615912 1.6687895476352421 0.65730049762350951 0.89893467677757144 0.42022500419989306 0.47864205493533596
leaf_count=1387 528 211 506 98 45 65 31 74 32 163 87 772 23 11 95 17 40 23 45 21 105 14 39 31 16 39 29 16 21 49
internal_value=0.00015064 0.000239403 -3.52062e-05 0.000353395 0.000681854 0.000878031 0.00127971 -0.000209513 8.74537e-05 0.000195668 0.000156485 0.000125442 -9.04538e-05 0.000131151 -0.000365989 -0.000161596 -0.00111351 4.87807e-05 2.42528e-05 -0.000658801 -0.00145525 -0.00114054 0.000102621 0.000286261 0.000151298 0.000649734 -0.00046092 -0.00087808 0.000143659 8.80182e-05
internal_weight=100.077 41.6159 12.2075 29.4084 8.65612 7.09468 4.61406 1.56144 58.4612 36.3506 35.314 34.473 22.1106 12.2546 9.85599 7.73973 2.11626 11.6306 6.7675 1.87622 0.972232 0.760971 11.3404 4.89129 4.46264 2.45991 2.00273 1.55624 11.1265 10.7063
internal_count=4633 1572 717 855 327 141 96 186 3061 1054 1022 859 2007 1530 477 342 135 1519 214 66 128 112 1496 148 131 55 76 45 1457 1436
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=8 22 20 8 21 23 18 16 15 17 9 8 22 5 15 6 15 6 0 0 2 22 4 18 18 13 6 4 3 17
split_gain=0.104073 0.220014 0.212457 0.235529 0.244165 0.193929 0.118015 0.379848 0.353457 0.765639 0.584548 0.6365 0.463387 0.512121 0.277634 0.272307 0.23971 0.244608 0.408202 0.251338 0.240684 0.23957 0.467976 0.22938 0.331518 0.290587 0.279795 0.25163 0.225586 0.220436
threshold=8.8430989333000021 -0.0098449999999999979 41.808689985400001 9.5425530862500008 4.0344380320500006 0.093185000000000032 13.900697602550002 22.654947022900004 28.579157549250002 196.21449749970003 204.68881850780005 8.1436447804000007 -0.056184999999999992 18.280220412300004 28.298162031900002 16.245379570700006 31.264641197600003 15.885371159150003 96.324766355850002 88.350799540950007 346.74082678410008 -0.074029999999999999 198.95919911430005 14.122113655700002 13.921859755900002 109.43099974175001 14.515339148550002 143.58239362595003 89.614374862250017 199.89028782265004
decision_type=2 2 2 2 2 2 2 2 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 -4 29 8 14 12 11 21 -10 -14 23 -13 -12 18 20 -19 -18 22 -11 24 -8 26 27 -25 -17 -1
right_child=1 -3 5 -5 -6 -7 7 -9 9 10 16 15 13 -15 -16 28 17 19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.00019280637839769445 -0.0010825197471061451 -0.0013065722743201829 0.00019322652132583212 0.0014004093006682694 0.00053014963089139126 -0.0020925702700055671 0.0014408007398523379 0.0014179982453911884 -0.0020636543573293881 0.0016450718923232122 0.0012325457789562296 -0.0021039181933578096 0.0012726778203893214 -0.0014164749900391186 0.0010633771425564498 0.00036703962844677763 -0.0014410847457954855 0.0002378302535880063 0.00028499953261987938 0.0015119381108783033 0.00069701946962780377 0.00031143136172859926 -0.0020355975711920703 0.0020707419507029492 -0.0021019629149534756 0.00136757439222739 -0.001175022391847802 0.00015457714912376882 -0.0012974289510136981 0.00079810351839078796
leaf_weight=52.07240162267135 0.57718753829249292 0.56739146115432859 0.26851440768223245 0.5708982866781297 0.96349403070053086 0.30455561430426314 0.13929959716916229 0.80208471976220508 1.1920259140897544 0.18446810857858542 0.99903844558866506 0.91856554837431792 0.46298278309405094 0.66098141553811729 1.36423978008679 0.47570048831403233 1.0042576781706882 1.6436636168509724 3.6532014432013966 0.93323053419589985 0.25351652584504325 2.7548172126989803 0.47425083590496797 0.26678173244000447 0.37473728045006283 0.76886040005774603 0.60381711905574675 21.323493564251351 0.91561747109517455 2.4206893088412462
leaf_count=1584 28 66 28 35 24 23 10 46 159 8 40 61 13 41 22 9 107 30 34 30 18 44 55 2 65 18 40 1913 48 32
internal_value=0.000147818 -0.000197195 3.72676e-05 0.000324624 -7.40068e-05 -0.00102155 0.000159425 8.15429e-05 5.56301e-05 -0.000166581 3.79921e-06 -0.000480468 -0.00121199 -0.00030876 0.000203462 -0.00127536 0.00033038 0.000210012 -4.67023e-05 0.000699253 -0.00101013 5.74231e-05 -0.00100486 0.000153493 -0.0011419 0.000182491 0.000141437 0.000178254 -0.000728337 0.000219695
internal_weight=99.9148 3.25204 2.68465 2.11158 1.54068 0.57307 96.6627 42.1696 41.3675 16.5263 14.2103 5.72342 2.31599 1.12396 24.8412 2.30988 8.48691 7.48787 4.91098 2.57689 1.25777 3.41354 0.658719 23.477 0.514037 22.963 22.1941 21.5903 1.39132 54.4931
internal_count=4633 204 138 87 52 51 4429 2813 2767 697 484 225 213 54 2070 118 259 219 159 60 125 107 63 2048 75 1973 1955 1915 57 1616
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=13 8 6 18 17 0 22 9 18 16 21 22 20 21 16 7 19 20 10 0 22 22 5 7 10 9 21 10 12 0
split_gain=0.0452172 0.118259 0.125011 0.111822 0.11066 0.123524 0.0880899 0.101331 0.101157 0.1023 0.0953292 0.0863294 0.0814977 0.0709776 0.0701146 0.186632 0.0880371 0.0673958 0.0650108 0.246625 0.364698 0.114802 0.0890653 0.0611175 0.124576 0.0751575 0.151287 0.060174 0.221427 0.275128
threshold=97.873318238950006 2.8477776226000002 13.185308072600002 17.108018746400003 243.29790314680005 107.63242125250001 -0.021344999999999999 28.715052674600006 14.693728290050002 11.949972055800002 21.779899400000001 0.24901000000000004 39.571921479100006 12.944362924650003 17.684958644900004 26.614251743050001 12.150980378200002 45.458122212500008 80.909147435850016 100.01333091085002 0.063030000000000017 -0.14510999999999999 13.252098438300001 22.375171215700004 80.677940036650014 38.283670303850009 18.870920756500002 75.424692849750016 191.62027512645003 98.752444047600008
decision_type=2 2 2 2 2 2 2 2 2 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 18 17 -6 7 10 9 -9 -1 -8 -4 -13 15 -5 -17 -3 19 27 21 -21 -20 -10 -25 26 -26 -2 -29 -30
right_child=3 2 12 14 5 -7 11 8 23 -11 -12 13 -14 -15 -16 16 -18 -19 22 20 -22 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=-0.10052342016378513 0.0022623439832156508 -0.10129332634440713 0.082127555139710012 0.084463041568982447 0.085283428733318456 -0.10111529357034488 -0.10070813934886874 -0.077001678508479846 0.10002767485576465 0.043766793798609011 0.063509707030291337 -0.10050051367047826 -0.049823558193179858 0.05430336418543287 0.10074360556899803 0.036327388166367394 -0.10099793259109897 0.016592854798855208 0.043992740868613975 0.000959706336241396 0.0015870745373149282 -0.10315361645543455 0.0064370439154270501 -0.10123738511240316 -0.10114284120302233 0.084698531224378606 0.087494985740719497 0.0012341733345207799 0.086927199381954534 -0.043194478074911807
leaf_weight=0.12136027223283463 72.271211750687598 0.41647551758205725 0.1145148940549916 0.23628410766832431 0.089697288294701139 0.058896285292576067 0.13797923035514181 0.14794394509954145 0.18806020496413112 0.13337376053095795 0.050036850967444479 0.041549363859616051 0.079167706653606729 0.10314222436863929 0.16783895203843713 0.07650071382522583 0.11977466984535567 0.054887457066797651 0.86222734501643516 0.126484785840148 1.2078363500040721 0.65108092953596408 2.3595742016041186 0.060614194624577067 0.079402137470879097 0.26841469130442874 0.091517352964729071 2.7956961069048698 0.72009585662817688 0.20984584945836104
leaf_count=213 2678 451 24 13 9 67 168 51 12 21 5 81 31 11 17 5 45 22 12 31 24 81 57 39 123 83 13 130 83 33
internal_value=0.00250172 -0.011525 -0.0419359 0.00288529 -0.0638449 0.0114028 0.00585837 0.0182421 0.0307749 -0.0197449 -0.0526364 -0.0441163 0.0281926 0.00985017 0.045883 0.0245963 -0.0474737 -0.0875662 0.00256738 0.00199227 -0.0328009 -0.0862177 0.0164878 0.0514317 0.0331519 0.0516934 -0.000138359 0.00290123 0.0152946 0.0575646
internal_weight=84.0415 2.23703 0.813639 81.8045 0.619957 0.148594 1.42339 1.14072 0.969326 0.281318 0.171397 0.282671 0.193683 0.144692 0.600398 0.432559 0.196275 0.471363 81.2041 77.9823 1.9854 0.777566 3.2218 0.688009 0.499948 0.439334 0.170919 75.9968 3.72564 0.929942
internal_count=4633 1424 604 3209 549 76 820 560 342 72 218 260 55 92 80 63 50 473 3129 3060 136 112 69 270 258 219 136 2924 246 116
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=16 16 22 3 22 15 5 22 20 13 21 5 19 13 15 20 4 6 19 21 8 3 10 18 16 21 10 22 6 22
split_gain=0.212965 0.285799 0.282767 0.80093 0.469512 0.406596 0.395744 0.392845 0.38799 0.322606 0.282611 0.352848 0.273378 0.269411 0.39283 0.310965 0.300853 0.251509 0.38676 0.237251 0.212805 0.209739 0.264029 0.480314 0.26292 0.322464 0.542203 0.28847 0.463462 0.280437
threshold=20.394952307700002 20.674951653000004 -0.060989999999999996 87.399085362750014 -0.068964999999999985 31.445204138150004 19.973460566700002 -0.074029999999999999 38.238138001450004 110.65693664925001 12.092691673150002 13.252098438300001 14.251149826300002 113.98793627290001 33.787611863550005 37.995872310650007 150.69347026435003 14.845346859150002 13.551093343600002 0.63092463060000015 8.4434108459500017 79.47351079420001 80.538140213850014 17.327266398450003 16.094962363000004 5.7892729308500011 71.104340634100012 -0.237895 13.825323026450002 -0.58835000000000004
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 5 8 10 9 -1 -7 17 -12 -2 14 -3 20 -17 -4 -19 -10 -15 22 23 -21 27 -26 -27 28 29 -23
right_child=1 13 3 -5 -6 7 -8 -9 19 -11 11 -13 -14 15 -16 16 -18 18 -20 21 -22 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0010714220616306295 0.00184288170815284 -0.0017126041501886564 0.0003292933789627668 -0.0017376100381200381 -0.0020945815724648462 -0.0020271027846437716 -0.0013461463664648191 0.00031333676487362082 0.0010159428544866268 0.00030687368726416175 0.00068938464089673013 -0.0020201415369600663 0.00039414679307452153 0.00172626134468581 0.00012015366115338223 -0.0011082371783337147 0.00025363952046419448 0.0019685661452526378 0.00019437050244425598 -0.0019794959573823951 0.00056015508907242403 0.001730906274325761 1.5862046815275616e-05 0.0013552421112433385 0.00035972832989712288 -4.9827083747359732e-06 -0.0020275305759957199 0.00081997998926893368 -0.002047112991393275 -0.00078352989248033425
leaf_weight=1.076816277451434 0.84794966405024697 0.64777673152275328 17.110637965907372 0.76013238027371599 0.44159902486990077 1.0210022414685229 0.53839903419429802 0.69832734239753236 1.119072337525721 0.29303506278665725 0.33095495357338123 0.41837188496720046 1.2231234596110878 0.8385894510429347 1.4699110141955314 0.63116621613153157 52.34842598742398 0.94653799338266142 0.9430164706427604 0.73958732887695022 2.1297681471332908 0.38840198010439031 2.0729662984285824 0.214139272517059 2.8512334709375864 1.6949162590099152 0.72867815146673809 3.5801358679891546 0.38931151909491746 0.30402069102274254
leaf_count=485 38 31 655 269 45 200 73 6 140 19 66 43 24 28 31 38 1020 25 21 106 51 20 523 24 156 163 138 87 36 72
internal_value=0.000198568 0.000271561 8.503e-05 0.000238428 -9.82825e-05 -4.69442e-05 0.000312465 -0.00087506 6.29866e-05 -0.00150662 0.000357681 -0.000823426 0.000987295 0.000246032 -0.000440466 0.000272017 0.000237415 0.000404261 0.00108312 0.000149729 0.000889591 7.49528e-05 -0.000376952 -0.00123075 0.000212602 -8.72432e-05 -0.000613082 0.000551872 -0.000335467 0.000626898
internal_weight=98.798 60.1367 38.6613 21.0481 17.6132 17.1716 20.2879 2.01236 15.1593 1.31404 19.7495 0.749327 2.07107 58.0656 2.11769 55.9479 52.9796 19.0002 1.88955 14.0825 2.96836 12.9634 3.02669 0.953727 9.9367 5.27483 2.42359 4.66187 1.08173 0.692423
internal_count=4633 1261 3372 1152 2220 2175 883 225 1950 219 810 109 62 1199 62 1137 1058 701 46 1465 79 1325 653 130 672 457 301 215 128 92
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=20 15 20 19 22 7 20 17 17 23 15 13 22 6 18 10 16 7 12 2 23 23 22 20 2 7 7 17 17 4
split_gain=0.0569924 0.109322 0.0561704 0.145633 0.163874 0.226424 0.0906329 0.211331 0.0900195 0.216392 0.0893499 0.0795232 0.134811 0.135637 0.076672 0.108979 0.06824 0.0635727 0.287311 0.153047 0.13432 0.122302 0.109883 0.127182 0.125243 0.0963586 0.140677 0.213219 0.120214 0.213688
threshold=32.724174661450007 36.370482311550013 36.558960102350007 13.751109481500002 -0.043559999999999995 23.822419043000004 37.041406607950009 193.82504409230003 185.88129754265003 0.10526500000000003 35.929665612950011 117.97223122220002 -0.017745 19.835463452400003 15.329371696850002 72.04530097975001 22.764946765650006 22.093462376800005 123.91241841185001 45.979371440700014 -0.15544999999999998 1.0000000180025095e-35 -0.237895 44.749265482150008 305.67240907785003 22.721067571950005 22.626138143200006 191.06791329340004 188.27285108100003 158.55438663830003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 -10 -9 16 13 -13 -6 -16 17 18 19 -8 22 -22 23 -20 -24 26 28 -28 -19 -30
right_child=2 -3 6 8 14 -7 11 10 9 -11 -12 12 -14 -15 15 -17 -18 25 20 -21 21 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.08630640509862797 0.038854461217927606 0.036538234600261357 -0.095024300224890126 -0.001659349903574402 -0.0081126291135604611 -0.10305648300831538 0.031129085483413428 0.045058476597950065 0.073986025847054465 0.010771642558447543 -0.03279913340448419 -0.10217613977407909 0.025813735147039576 0.010830829325737862 0.1032778921765396 -0.010237440404072195 0.030859487577258107 0.00041852657031417892 0.064971079862042813 -0.1058793819022945 -0.10147146283649496 -0.0076132838762313776 0.062135081512390083 -0.10153458211085375 -0.035292948486580163 0.0015766674458221174 0.069580662944294741 -0.013618366205378494 0.093612991166242387 0.0099427379262096369
leaf_weight=0.19392668595599971 0.16508959177190252 0.11564203631132841 0.31901759600270807 0.87135267903795499 0.67762099166793521 0.35249433236310779 0.10111004533246104 0.29392435134286643 0.90575224184431169 1.3465825761668382 0.29567355662584305 0.30510897182102781 0.27077738538355234 0.16292702592909336 0.18053887039422989 0.15910735738998483 0.84621099010109802 5.6750258623032988 0.07364226998470258 0.42108361415739637 0.15389555400724875 1.4183517047076746 0.71609679260655024 0.1216594150318997 0.16174527488328749 64.579230100702716 0.92812704559764803 0.46103773701179307 0.41101467050611962 1.1860588521158204
leaf_count=237 85 4 50 20 22 138 7 27 39 22 15 76 37 13 2 44 15 117 14 175 185 135 104 43 36 2793 41 35 13 89
internal_value=0.00241117 -0.0404167 0.00256984 0.01324 -0.0119835 -0.0577923 0.00193985 -0.0294607 0.0256338 0.0361926 0.00601418 0.00230566 -0.0303466 -0.0628375 0.011324 0.0501016 0.00261793 0.00230516 -0.0115649 -0.079351 0.00181596 -0.0168004 0.0290905 -0.0387504 0.0441836 0.00290502 0.0128094 0.0419685 0.00723919 0.0314757
internal_weight=83.8698 0.309569 83.5603 4.65854 1.53485 0.517584 78.9017 0.908616 3.12369 2.25233 0.589598 77.9931 0.738813 0.468036 1.01727 0.339646 77.2543 76.4081 3.16758 0.522194 2.64539 1.57225 1.07314 0.195302 0.877842 73.2405 8.66126 1.38916 7.2721 1.59707
internal_count=4633 241 4392 372 291 223 4020 92 81 61 42 3928 126 89 68 46 3802 3787 699 182 517 320 197 57 140 3088 295 76 219 102
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=8 22 22 2 21 9 8 23 2 5 16 16 21 18 16 15 17 5 2 6 18 4 5 22 12 9 5 20 6 9
split_gain=0.0470744 0.12126 0.150953 0.195949 0.116323 0.0918124 0.0606827 0.0624412 0.0509644 0.11292 0.0504348 0.0641794 0.278933 0.065183 0.278802 0.198911 0.579221 0.38625 0.266726 0.240522 0.25896 0.195513 0.192643 0.461701 0.363265 0.4512 0.18145 0.147139 0.364389 0.254013
threshold=8.8430989333000021 -0.088039999999999993 -0.13734499999999997 67.992056490600007 4.4218562789000009 216.72927494925003 8.7431769115000026 0.4369650000000001 74.766480717350007 22.744024947450004 22.764946765650006 22.684946952700002 3.7942438092000006 13.781134552700001 22.654947022900004 28.579157549250002 196.21449749970003 17.886193876600004 78.110129541750013 14.815346158200002 14.152310743200003 143.58239362595003 20.743195000100005 -0.082275000000000001 227.12825541940001 202.38851837455002 21.438877744300004 40.806664626150003 13.665319288000001 210.61272793875003
decision_type=2 2 2 2 2 2 2 2 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 10 -8 -10 11 13 -13 -1 15 19 17 -17 -18 20 -15 -22 -20 26 -25 -26 -24 29 -29 -23
right_child=1 4 -4 -5 -6 -7 8 -9 9 -11 -12 12 -14 14 -16 16 18 -19 22 -21 21 27 23 24 25 -27 -28 28 -30 -31
leaf_value=0.0053526733077579672 0.036989297641438483 -0.060912571492862881 0.028499524375170272 -0.082723536743813955 -0.10214193504995189 0.017393606151157801 -0.00090832001118172374 -0.039046765150940958 0.044755844104594912 0.0020979154679503821 0.023381633410386102 0.013527672521321216 -0.061514474555985181 -0.075223537400585766 0.092889169841808783 0.020662659349403617 -0.079642931111277682 -0.089097054730446046 0.0081035491034255318 0.0524252388939919 0.10397172471844854 0.00052363461573313639 -0.032047924394667242 -0.11735471201159856 0.047124400689319147 -0.0716593474045992 0.017998592916695567 0.000328261248743953 0.048871393238396288 -0.056593153215409288
leaf_weight=36.593332740045525 0.22438766792765819 0.28034497675252978 0.98882818146375961 0.35000070139358286 0.23430984882907069 0.32137338240863755 1.327311520930379 0.36919004407130174 1.2376016958151015 1.2445777178509159 1.1055824963841576 1.284525103401392 0.80620397825259704 0.41466139158729376 0.31629574485123058 0.41948601922195194 0.44125207891920482 1.3602781759109346 9.3462719555864151 1.0361277657611925 0.19625911861658352 9.349911271768292 0.97331809699244365 0.62607169174589117 0.5258725141175089 0.81597839278401807 2.8333433669176884 5.4292640910286982 2.16218941740226 0.84935735971612381
leaf_count=1408 19 28 34 38 57 28 12 34 26 34 36 31 40 95 16 34 43 180 270 48 2 659 26 18 21 90 50 1025 68 163
internal_value=0.0021793 -0.0116252 0.00481557 -0.0359571 -0.0423665 -0.0190898 0.00258787 0.00198031 0.0149089 0.0233669 0.00217732 0.00186796 -0.0154093 0.00235815 -0.000595793 -0.00139974 -0.00918551 -0.063227 -0.00300504 0.00554652 0.00290695 0.00470812 -0.000768619 -0.0151284 -0.0544551 -0.0251079 0.00520229 0.00361309 0.0141543 -0.00423284
internal_weight=83.4635 2.39924 1.56322 0.574388 0.836028 0.601718 81.0643 77.2548 3.80949 2.48218 76.8856 75.78 2.09073 73.6893 37.0959 36.7796 17.3419 1.77976 15.5621 19.4378 18.4016 17.987 15.1209 5.77458 1.96792 1.34185 3.80666 17.7907 7.59145 10.1993
internal_count=4633 204 91 57 113 56 4429 4357 72 60 4323 4287 71 4216 2808 2792 732 214 518 2060 2012 1917 475 205 129 111 76 1915 1093 822
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=20 0 23 22 6 20 20 18 15 15 5 5 0 4 13 7 2 6 9 22 16 6 8 22 20 9 17 8 9 20
split_gain=0.0440417 0.224413 0.298391 0.25622 0.280836 0.26932 0.240455 0.181655 0.177874 0.42193 0.35723 0.26462 0.19134 0.158741 0.137236 0.138892 0.128364 0.119834 0.118234 0.247079 0.133602 0.571747 0.204481 0.122279 0.115562 0.126602 0.224054 0.218719 0.164316 0.132951
threshold=42.081757894750005 86.208098410950015 0.10487000000000003 -0.11692 16.375382608200002 43.847983878700006 43.067541470150012 11.634276750250001 38.86986296220001 37.646552559600003 22.327062271350005 21.438877744300004 86.420486603250012 376.61861354110005 117.61735474900001 23.853977146050003 158.58656282205001 9.4652211533500026 211.24289424260004 -0.090369999999999992 22.494947397000004 16.285380505300001 8.2435668022500028 -0.122165 42.027798546600003 186.70853236170004 184.89106522365003 8.1436447804000007 185.62570708695003 41.559097512700014
decision_type=2 2 2 2 2 2 2 2 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 2 3 7 -5 6 16 -2 9 11 -10 12 -3 -9 15 -12 -6 -1 20 -20 21 22 -14 -24 25 26 28 -28 -19 -27
right_child=1 8 -4 4 5 -7 -8 13 10 -11 14 -13 18 -15 -16 -17 -18 24 19 -21 -22 -23 23 -25 -26 29 27 -29 -30 -31
leaf_value=-0.054226618929123852 -0.10106853806057595 0.10097035283713068 -0.093404056800265089 -0.10309644852924277 -0.0026232579238837147 0.023155930386287431 -0.10378753075706092 0.062031179234372784 0.065202580176620131 -0.090704563052045786 -0.04480709920407764 -0.073201999901408701 0.010083647905689889 -0.052544043510865973 0.026901612473035158 0.0084704711649707404 -0.072094718893657414 0.0025275451554759303 -0.10205952435571866 -0.0054926784340756235 -0.0075200287873413516 0.10152470466021113 0.025877466386741883 -0.10280275449505592 0.027877146564966412 0.0030560359883997595 0.017214051295376877 0.072543954253687551 -0.087318966514941324 -0.013830964463840304
leaf_weight=0.35808832443916472 0.094094036190653929 0.19910578988492389 0.50422246984817309 0.40924429261940831 1.1375711661858079 1.1579887622101521 0.42998840038853803 0.79771048115435406 1.2815741181839246 0.51965120626846406 0.83038195874542076 0.46332475600138501 5.6269652413593558 0.14252777575711661 1.4500649655237792 1.1913124693091957 0.347128198496648 2.5908510192753051 0.30688684062170102 1.9393560275602784 4.1732332734391093 0.68944487161934365 0.10239125741645694 0.26488484488800157 1.9275051148724731 44.993961892915195 2.4220516288769436 1.0133531496394423 0.22090832167305041 5.2010847792444102
leaf_count=577 55 12 54 51 56 62 76 131 38 14 15 61 910 53 13 39 59 373 64 87 39 69 6 94 31 1321 57 47 11 158
internal_value=0.00196924 -0.00163434 -0.0204418 -0.0122958 -0.0252777 -0.0149132 -0.0379371 0.0314058 0.00332518 -0.00225046 0.0200817 0.00108869 0.00367627 0.0446631 0.00342566 -0.0134125 -0.0188659 0.00344552 0.00219786 -0.0186859 0.0065186 0.0152842 0.00536499 -0.0669286 0.00379932 0.00297706 0.0164018 0.0335349 -0.00453132 0.00130625
internal_weight=82.7869 24.0591 5.02048 4.51625 3.48192 3.07268 1.91469 1.03433 19.0386 14.2852 4.75333 13.7656 13.3023 0.940238 3.47176 2.02169 1.4847 58.7278 13.1032 2.24624 10.8569 6.68369 5.99424 0.367276 58.3697 56.4422 6.24716 3.4354 2.81176 50.195
internal_count=4633 2058 597 543 304 253 191 239 1461 1356 105 1342 1281 184 67 54 115 2575 1269 151 1118 1079 1010 100 1998 1967 488 104 384 1479
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=22 22 5 0 6 20 0 13 22 19 6 0 20 15 15 21 23 20 15 13 8 16 21 22 20 20 2 9 13 13
split_gain=0.0432959 0.298359 0.585738 0.250379 0.18673 0.551484 0.243148 0.177733 0.160222 0.132345 0.132116 0.365453 0.304985 0.233895 0.309911 0.251803 0.382236 0.368513 0.232963 0.208179 0.211686 0.208335 0.335025 0.18024 0.329592 0.210102 0.217175 0.23624 0.179909 0.236589
threshold=-0.064729999999999996 -0.054875 17.886193876600004 86.264556031700025 16.445384243750002 41.289992964000007 86.036037090600004 117.55283175385001 -0.043559999999999995 14.551174033150001 16.245379570700006 90.321439350550008 37.995872310650007 28.579157549250002 28.298162031900002 8.9448347342500032 0.084065000000000015 43.157831852650006 27.756828593300003 115.86448004795001 9.3427090425500019 22.454947490600002 11.772995266200001 -0.082484999999999989 39.065416244600009 42.654057868200006 104.39392676985001 210.25104900155003 109.43099974175001 108.06526301150002
decision_type=2 2 2 2 2 2 2 2 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 -2 -4 7 8 9 -3 -6 -7 13 12 -12 14 18 16 -15 -17 28 20 -14 22 -21 25 -25 26 -18 -28 29 -1
right_child=1 4 3 -5 5 6 -8 -9 -10 -11 11 -13 19 15 -16 17 23 -19 -20 21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.002684206138933538 -0.084026907281752328 0.0044236476619469714 0.012367337690638676 0.086599494232290616 -0.034496551630283798 0.010501116592093844 -0.10928337388730625 0.047229078961426946 0.0079287944395877111 -0.10318455334146961 0.075518505532238045 0.075401378254631918 -0.092595134806603085 -0.079612355129518947 0.083161972871351991 -0.092113788027673352 0.066799706620758487 0.0018232311912228533 -0.10409634320762128 0.082215088744043763 0.033179977518932001 0.00059784959540068482 -0.1019092855975027 0.0024322681686560778 -0.096844562654793589 0.066900353479386276 -0.036698239640290412 0.019776036440595276 0.079036360823667606 -0.081185939369631657
leaf_weight=8.1174670235771575 0.33010241298097698 23.491355519070716 0.70968451027874824 1.2630237650737397 1.0811033647041766 0.38136480195680611 0.73605839785886928 1.011774647515266 5.0401899247626707 0.13998702460230561 0.55568020763894921 0.69640282320324232 0.45383635396138089 0.70612117620112158 0.46413047710666511 1.0186916586098957 0.43101707834284786 0.70777288323915843 0.21249867850565429 0.63977059141325554 0.18976822822151007 28.028765867304173 0.11687556320976 0.9946728306822481 0.50378560030367225 0.55380983708892007 1.5195084155859606 1.4452227993169797 0.29206272384180998 0.35087995386857151
leaf_count=1426 40 1068 24 44 20 156 35 38 125 22 163 32 74 128 11 95 36 40 23 180 28 537 40 24 42 23 60 29 21 49
internal_value=0.00178252 0.00450228 0.0392636 0.0598944 0.00199149 -0.0119547 -0.0722745 0.00619115 0.000435903 -0.0200244 -0.000154487 0.0037871 0.00212384 -0.00713767 0.00348241 -0.0198552 -0.0103875 -0.0536038 -0.000639071 0.000737998 -0.0555101 0.00199563 0.0537743 -0.00141523 -0.0309449 0.00978828 0.000473919 -0.00916862 0.00187046 -0.000790894
internal_weight=82.1834 34.1846 2.30281 1.97271 31.8818 7.3787 1.25741 24.5031 6.12129 0.521352 47.9987 30.6811 29.9847 17.3176 9.43704 7.8806 6.15414 1.72646 8.97291 29.429 0.643605 28.7854 0.756646 5.44802 1.49846 3.94956 3.39575 2.96473 8.76041 8.46835
internal_count=4633 1572 108 68 1464 358 213 1106 145 178 3061 1054 1022 2007 1530 477 342 135 1519 859 102 757 220 214 66 148 125 89 1496 1475
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=8 22 23 8 20 23 16 19 20 23 8 23 12 23 20 22 19 22 7 15 14 8 22 22 22 17 9 3 18 10
split_gain=0.043769 0.10402 0.121482 0.129958 0.123316 0.104804 0.0858131 0.106957 0.0600299 0.140532 0.0674434 0.0594273 0.209746 0.0664338 0.0624597 0.0860015 0.0802413 0.124459 0.139376 0.0571699 0.269644 0.0693569 0.0739087 0.0826265 0.231542 0.137654 0.160317 0.11036 0.142699 0.0629068
threshold=8.8430989333000021 -0.0098449999999999979 0.10249000000000003 9.4426310644000022 39.955516828000007 0.094595000000000026 22.634947069650003 14.351157895250003 32.724174661450007 0.088565000000000019 7.943800736700001 -0.27450499999999994 197.15611335610004 -0.51222499999999993 34.515670600900002 0.18839000000000003 13.951125619400001 0.11061500000000003 23.822419043000004 46.723315192750007 333.18090622380004 8.7431769115000026 -0.63026499999999996 -0.59238000000000002 -0.50748499999999985 190.78889055330004 206.57490536735003 81.549000470900012 15.152522491700003 61.982402197500001
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 -3 7 -6 9 10 -1 12 -10 -14 15 16 17 18 -13 21 -21 22 -16 25 27 -24 -27 28 -25 -22
right_child=1 5 3 -5 6 -7 -8 -9 11 -11 -12 14 13 -15 19 -17 -18 -19 -20 20 29 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.10017057268522832 0.053857195670110262 -0.10206877341405377 -0.10401646670580166 0.0076661995491997485 0.0092166534239419614 0.0038537051667191418 0.015508160328577401 -0.093021317020098138 -0.10251907142466635 -0.10494474523676377 0.07773445238310725 0.060425401523810811 0.040852148507390107 -0.017624451214815252 -0.046094680994897226 -0.036111504226196821 0.10082362040456871 0.10206804389375919 -0.10221626478890096 -0.10286807342824691 0.012548686475838129 0.016198811816346921 0.08085949927869851 0.0985079416865665 0.0023837450512450738 0.04219470715860045 -0.10403550649160605 -0.10224519217874616 -0.10067672774129782 -0.02302860162723662
leaf_weight=0.027564151939599379 0.46275658906961359 0.23094031815344251 0.21553658055199765 0.20168765749986051 0.19747017777990528 0.15685965389820922 0.60470612297649495 0.21237512398511171 0.24482138079565519 0.16187240997653873 0.093901144922710955 0.099956792036208664 0.29495934761507669 0.56916761040338315 0.31760322225090831 0.14308931059554197 0.20230022259056568 0.12040736082417425 0.11142364802299198 0.29273414370982154 1.351711552240886 3.6352243683068073 0.34799676312104466 0.075371511949923753 69.600910444205567 0.21245353069753037 0.11585904670573655 0.31369477392581757 0.068797517567873001 0.78598340514872678
leaf_count=165 34 42 27 14 30 24 18 15 123 68 7 29 39 26 33 14 15 3 58 75 27 61 27 5 3354 35 29 100 80 56
internal_value=0.00161465 -0.0120382 -0.00237944 -0.0500287 0.0110778 -0.0592246 -0.00843478 -0.0437614 0.00200815 -0.0439385 0.0373624 0.00217314 -0.0208129 0.00233583 0.0025008 0.0327386 0.0511845 0.0209181 -0.0253069 0.00223528 -0.0128582 0.00272643 0.00203716 0.00225327 0.00191747 0.037039 -0.00940884 -0.0689624 0.00345694 -0.0005323
internal_weight=81.4701 2.28233 1.89453 0.417224 1.47731 0.3878 1.01455 0.409845 79.1878 0.283338 0.121465 78.9045 1.10895 0.864127 77.7955 0.677177 0.534088 0.331788 0.21138 77.1183 2.43043 74.6879 71.0527 70.7351 70.0588 0.676309 0.328313 0.457864 0.144169 2.13769
internal_count=4633 204 138 41 97 66 63 45 4429 240 172 4189 188 65 4001 119 105 90 87 3882 158 3724 3663 3630 3539 91 64 185 85 83
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=15 21 18 6 12 7 16 15 17 16 16 23 2 17 18 7 22 22 8 15 16 18 21 6 20 21 4 8 10 21
split_gain=0.045315 0.130511 0.0549846 0.144401 0.114882 0.0969538 0.14145 0.198992 0.0627786 0.325144 0.195076 0.130873 0.117381 0.2156 0.0951906 0.114692 0.0890999 0.199905 0.210023 0.0597325 0.17772 0.05594 0.122628 0.194143 0.155081 0.123714 0.228505 0.13145 0.106872 0.411546
threshold=11.870705757150002 17.123843457500005 17.108018746400003 3.6650856341500009 172.53297924300003 26.545218975000001 17.684958644900004 20.343341900300004 205.96542837505004 18.764956119400004 15.664963368500002 0.088890000000000011 325.13486840910008 204.04920942250001 14.804191144800003 22.435297587800004 -0.053874999999999999 -0.095074999999999993 8.543332867800002 19.077611477100003 9.5099777615500027 15.329371696850002 12.489184206400003 13.705320222600003 43.477771593600004 6.9285860282000007 405.45085113285006 8.3434888241000014 70.182199495350019 11.668114288100002
decision_type=2 2 2 2 2 2 2 2 2 2 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 19 12 10 11 -10 21 14 -14 -16 17 -11 -19 20 -7 28 25 24 -24 -23 27 -27 -2 -30
right_child=2 -3 3 4 5 6 -8 -9 9 16 -12 -13 13 -15 15 -17 -18 18 -20 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.10084139077239068 0.0031869197266266702 0.02503227713459685 -0.10079077885539448 -0.10148950944020699 0.081398426953548333 0.075058925074774685 0.10072591750724716 -0.10096981879547709 0.060224732852318191 0.010754796841417048 -0.095332529660834955 -0.07026274013314858 -0.094446621240422135 0.084332576675911319 0.095755310083947831 -0.10071582231451855 0.015451249893470527 -0.1040136019268787 0.019878749810450628 0.085834447872463804 -0.10084577110732365 0.0094881060879796145 -0.10208528798003316 0.097730205949465479 0.051984648524367877 -0.10263126185737273 0.092229998484718079 0.029414861313345825 -0.0027774690030675929 -0.084343338197524098
leaf_weight=0.15875343429981015 53.294985232320869 0.17120228470594157 0.087705681521042744 0.060575719838197872 0.37006619473288516 0.13962223823000386 0.15889831888489425 0.15777769511623774 0.17152777158480503 1.0961291129933668 0.61949322556574771 0.13926898016688938 0.37793847989996621 0.11097563976363745 0.066322134662186727 0.05382608362560859 2.3197949003078975 0.39340923388954241 0.20979711459949613 0.13595875189321305 0.097574536834144965 8.2488866742715974 0.1137785848623033 0.37822389882057905 0.15343155030859634 0.33101371087832454 0.10470365034416318 0.097623223380651325 10.616312475190167 0.65686186468883612
leaf_count=466 1894 38 112 55 42 28 17 67 29 52 142 29 112 5 6 42 57 41 22 21 103 359 19 10 34 77 23 12 550 169
internal_value=0.00145346 -0.03553 0.00160456 0.0227775 0.0324499 0.0401049 0.0179526 -0.00681993 0.00128301 -0.00962337 -0.0628977 0.00175289 0.00200656 -0.0417143 -0.069798 0.00773676 0.00270779 -0.0146885 -0.0609234 0.0329886 0.00269783 0.00236643 0.00956199 0.0516317 -0.0136186 0.00647015 -0.0402069 -0.0725574 0.00131579 -0.00753012
internal_weight=81.0924 0.329956 80.7625 1.20818 1.12047 1.0599 0.689832 0.530933 79.5543 4.94942 0.93029 0.310797 74.6049 0.609062 0.498087 0.120148 4.01913 1.69934 0.603206 0.373156 0.237197 73.9958 9.42766 0.645434 0.26721 8.78223 0.533341 0.428637 64.5682 11.2732
internal_count=4633 504 4129 445 333 278 236 219 3684 372 200 58 3312 165 160 48 172 115 63 152 131 3147 534 63 53 471 112 89 2613 719
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=13 12 7 9 3 3 22 0 7 18 16 18 2 23 3 20 22 14 13 7 4 9 16 21 0 7 23 17 17 9
split_gain=0.12819 0.156586 0.151706 0.224521 0.30475 0.628147 0.277468 0.212595 0.239548 0.677143 0.48932 0.461018 0.692495 0.424583 0.383709 0.303309 0.238838 0.602796 0.281896 0.249165 0.451372 0.399126 0.490118 0.337029 0.315235 0.268803 0.426234 0.275799 0.247714 0.24957
threshold=97.873318238950006 150.80177373595004 22.093462376800005 186.70853236170004 93.883646373400012 94.227769014100019 -0.088880000000000001 85.823648898300021 23.109894804950002 13.317304170000002 22.554947256700004 13.258241318650002 108.63443756215001 0.10990500000000002 93.571785230250015 39.852039223600009 -0.064729999999999996 168.77963633815003 117.64961624655002 24.314922763450003 191.03149642590003 193.00469145105004 22.454947490600002 4.0873253509500005 91.109157582800023 24.775165158000004 0.090850000000000028 190.78889055330004 206.53037489145004 216.72927494925003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -6 -7 -5 9 11 -11 12 15 14 -14 -9 17 -10 -18 21 -21 -19 24 -24 -23 26 -22 -27 -29 -30
right_child=2 -3 3 4 5 6 -8 8 16 10 -12 -13 13 -15 -16 -17 18 19 -20 20 25 22 23 -25 -26 27 -28 28 29 -31
leaf_value=-0.0016530978928683408 -0.00017725792056282909 -0.00010717979400227475 0.00048831779278636026 0.000606857238922365 -0.0014843047355462811 -0.0010827002827722058 0.00072424374310831551 0.0010592462882562954 -0.0018114517532812706 -0.00038184520532426748 -0.0021594137018245809 0.0010388287047614641 -0.00061006674157116096 0.00025365131303557644 -0.0022775953399705646 -7.9595067200096439e-05 0.00027910443633476998 -0.00084869154192270088 0.0011702257350089504 -0.0016815177538187327 -6.9071065867019253e-05 0.0016091684360525294 -0.00043093504799491096 0.00032046090939097675 0.00043994437603896538 -0.0011560127473627597 -0.0017077041689773766 0.00046443135872388996 -0.0013074750166219527 0.00018032966556583876
leaf_weight=0.27828225717217892 4.8013864121826364 2.6577475220316273 8.269777099019846 4.1175025142729273 1.3124034951470087 0.42781530536012713 1.3827138221677158 1.9654759671539053 0.63610295497346214 1.7896849587559693 0.89220499526709307 1.792922349530272 1.6435319180600352 1.2624743441119788 0.78343038063030679 1.6572415977716444 29.340948384633531 1.175513562397106 1.43139989953488 0.65795918263029207 2.319621310482034 1.6495702597312658 2.8820503462920888 11.267775843851267 1.9165882312809115 0.56101273998501522 0.82820550247561175 5.9231195753091015 0.67443485220428545 1.2132511117670217
leaf_count=322 856 1102 290 49 114 40 47 24 83 48 18 26 26 8 38 25 592 45 21 99 60 108 44 70 40 49 54 169 80 86
internal_value=0.000149789 -0.000253705 0.000162316 0.000180477 0.000149242 -0.000451428 0.000297276 0.000173174 0.000149129 -0.000107258 -0.000973203 0.000147806 -7.06712e-05 -0.000668604 -0.00114835 0.000538274 0.000197499 7.80635e-05 0.000320556 0.000116749 -0.000101957 0.000257729 0.000331144 0.000167416 0.000980783 -1.17387e-05 -0.000500202 0.000171925 0.000267304 -0.000351235
internal_weight=97.5121 2.93603 94.5761 89.7747 81.505 3.12293 1.81053 78.382 74.2645 11.787 2.68189 9.10508 7.31215 3.68944 2.42696 3.62272 62.4776 31.7052 30.7723 31.0691 12.1776 18.8915 17.716 14.1498 3.56616 11.5196 3.14783 8.37182 7.81081 1.88769
internal_count=4633 1424 3209 2353 2063 201 87 1862 1813 213 66 147 121 72 64 49 1600 987 613 904 597 307 262 114 148 498 114 384 335 166
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=20 0 23 21 22 12 0 23 21 0 21 10 21 3 21 17 18 8 23 9 15 7 20 6 2 22 16 21 8 23
split_gain=0.0412544 0.179106 0.257933 0.220532 0.228157 0.269928 0.246645 0.224718 0.179427 0.159612 0.152483 0.279479 0.252874 0.177302 0.162967 0.223667 0.286116 0.190138 0.238733 0.200621 0.162803 0.144187 0.330497 0.138842 0.123714 0.15426 0.115073 0.115514 0.113005 0.149119
threshold=42.081757894750005 86.208098410950015 0.10487000000000003 0.46270957945000007 -0.11692 119.80689146465001 85.683849075550015 0.10214000000000002 2.5883591406000002 71.249517373150013 1.7791739561500002 66.439865777750015 2.3223121640500004 92.738363209800013 5.514213733400001 187.63270803470002 13.391483899700001 8.2435668022500028 0.088075000000000028 206.22988073345002 18.471549165800003 22.435297587800004 44.952171034750002 16.435384010100005 309.04644204820005 -0.088880000000000001 18.304957195050005 3.2738626606000003 5.1459841250500009 -0.222165
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=28 2 3 -2 9 21 7 8 -7 -5 11 -3 13 -12 17 -16 -17 20 19 -19 -14 22 -6 26 -18 -26 27 -22 29 -1
right_child=1 10 -4 4 5 6 -8 -9 -10 -11 12 -13 14 -15 15 16 24 18 -20 -21 23 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.012992474433520307 0.093900167511905414 -0.090030430205120443 -0.090742317836133318 -0.045407004135363867 -0.10339030639189438 0.032667153177267587 -0.1043650087462559 0.10095028694075961 -0.10195249464069288 0.051008246271705207 -0.026807373804148816 0.027303280069086295 -0.10119811149481216 0.10310133109043768 -0.044108285297584315 0.070506051970770894 0.0041641639431402814 -0.089396771041828763 -0.10816832587641741 -0.0029386884193755201 0.050176693824635479 0.020686563354077262 0.01537319874235501 -0.014549191307160559 -0.022372479659208147 0.080209620746888449 0.092279712393720528 -0.061007602138177311 0.0032626946255552764 -0.1007952167085471
leaf_weight=0.2205929334920711 0.18874163847067649 0.4721012511872712 0.45778855185199052 0.22802304966899045 0.39833445462591111 0.16043619013362309 0.70836856633832213 0.12806830629779142 0.25858531036283239 0.69514971868557041 0.14024526659022996 0.35614581806294154 0.1215591140298814 0.41876008920371532 0.79900312323161315 0.74636747036129136 11.212205721561983 0.33640009071677957 0.38103594811400388 1.3275405699387191 0.28634431668615412 0.99517915397882462 0.56905720985378139 0.6490010553970933 0.21351895917905495 0.46767930695205073 0.3347987761371769 0.13870835949273896 57.207334392886651 0.24099170967158912
leaf_count=206 10 28 54 85 49 12 57 5 156 149 31 55 186 58 323 23 392 67 21 39 15 16 4 7 108 36 12 60 1829 540
internal_value=0.00143273 -0.00212933 -0.0193589 -0.0118118 -0.0166297 -0.0292016 -0.0654126 -0.0149772 -0.0504089 0.0271937 0.00235349 -0.039577 0.00432973 0.0705094 0.00215538 0.00720346 0.010447 -0.0168188 -0.0367683 -0.020418 0.00983833 -0.00603742 -0.033529 0.0194188 0.00667806 0.0480557 0.0484314 0.0138937 0.00286507 -0.0464157
internal_weight=80.8581 23.1891 4.78773 4.32994 4.1412 3.21803 1.25546 0.54709 0.419022 0.923173 18.4014 0.828247 17.5732 0.559005 17.0142 13.4388 12.6398 3.57539 2.04498 1.66394 1.53041 1.96257 0.967392 1.40885 11.8934 0.681198 0.759851 0.425053 57.6689 0.461585
internal_count=4633 2058 597 543 533 299 230 173 168 234 1461 83 1378 89 1289 882 559 407 127 106 280 69 53 94 536 144 87 75 2575 746
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=17 9 9 9 3 13 3 23 3 6 23 16 0 19 21 8 13 12 5 7 12 8 23 21 15 5 22 6 20 20
split_gain=0.0453751 0.0953988 0.0473334 0.132739 0.131656 0.345539 0.140318 0.114045 0.162763 0.12544 0.113736 0.108979 0.105587 0.0830444 0.0828934 0.400024 0.074084 0.0734222 0.490626 0.318057 0.150551 0.199108 0.176654 0.195894 0.137782 0.178803 0.263373 0.13607 0.132046 0.342926
threshold=159.52695360440003 58.084576609100004 186.70853236170004 185.98753508445003 93.883646373400012 117.60122400020002 93.969677033550013 0.10249000000000003 95.002044955650021 21.760508430800005 0.4369650000000001 22.764946765650006 99.88966183685001 14.651182102100002 16.027392061700002 8.543332867800002 117.69263157665002 133.01805689090003 21.042547594650003 22.958251375150002 126.97170174405001 8.2435668022500028 0.10990500000000002 8.1054293463000011 40.957632625650007 22.958759589950002 -0.075639999999999999 16.535386346650004 41.257948413050009 41.11191809080001
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -6 -7 8 -8 -10 11 -2 -5 14 17 -16 -15 18 20 24 22 -22 -4 -24 -19 -26 -27 -20 29 -21
right_child=2 -3 4 12 5 6 7 -9 9 -11 -12 -13 -14 16 15 -17 -18 19 27 28 21 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=0.075301684109438008 0.00074119473533399674 -0.10183672858252549 0.0021622388382112382 0.072007221215405801 -0.10331243149970747 -0.064703470148470929 0.055330228036528997 -0.022295878514942333 -0.10142689809253827 0.032955439853628213 0.10144158655466172 0.061387278671632795 0.0096675799781808514 0.04018985904963631 -0.089640550679147876 0.060067802340730475 0.0022694938749919999 -0.019724967278187979 0.093154570883552723 0.0046463773497153254 0.00091107377311611256 0.083208042951347941 -0.0067265165783550896 -0.10764514392921042 -0.1104641471939944 -0.10332987676640622 0.068833171785915942 0.015246267574940598 -0.0038075138004826157 0.071047237315280384
leaf_weight=0.041915239717467467 9.3770330827887225 0.11069611153629921 18.290039308669304 0.54068517545238026 0.43307710274530054 0.33170462121779598 0.6870777892108888 0.77526513546035858 0.1412951585080009 0.13663469096354675 0.11797376987945618 0.30597277474589724 0.54612456280301558 1.0199864524183788 0.46591429062391299 0.28931058943271637 1.0410451553761957 2.4720033011399205 0.7848179806023825 15.651399651102565 0.67592036158202862 0.52026510194991715 0.50100635692069673 0.31220343822496943 0.43720540427602816 0.17315527470782432 0.18251932026760154 0.31381985568441451 22.77743674728481 0.81844509229995388
leaf_count=47 1758 239 540 37 114 20 39 33 45 20 10 15 4 36 52 7 7 35 68 632 41 15 36 21 15 30 13 20 640 44
internal_value=0.00129055 -0.053185 0.00139431 0.00752342 0.000430413 -0.0220762 -0.00509646 0.00626493 0.02921 -0.0353624 0.0038466 0.00265755 0.0406814 0.00127536 0.000645544 -0.0322905 0.0210359 0.00103475 0.00581222 -0.00136994 0.00228954 0.0367051 0.000134544 -0.0454707 -0.0313593 -0.0676322 -0.014982 0.0709005 0.0011248 0.00794607
internal_weight=80.2719 0.152611 80.1193 10.8878 69.2315 2.50505 2.07198 1.74027 0.965008 0.27793 9.80098 9.68301 1.08681 66.7265 64.6655 0.755225 2.06103 63.9102 21.3981 42.5122 20.2994 1.19619 19.1032 0.81321 3.26488 0.79288 0.355675 1.09864 39.2473 16.4698
internal_count=4633 286 4347 1824 2523 271 157 137 104 65 1783 1773 41 2252 2209 59 43 2150 741 1409 653 56 597 57 93 58 43 88 1316 676
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=22 20 19 23 16 15 23 21 22 3 9 7 18 22 7 18 16 6 5 21 14 16 21 22 18 20 7 22 17 21
split_gain=0.121794 0.296254 0.447333 0.50433 0.464454 0.440516 0.401607 0.334908 0.28332 0.471696 0.330765 0.303285 0.565971 0.380602 0.30543 0.257951 0.248819 0.363043 0.27207 0.278986 0.243019 0.238681 0.236602 0.211952 0.332514 0.249714 0.195742 0.245269 0.285212 0.220082
threshold=-0.064729999999999996 39.896141435400004 13.951125619400001 0.095830000000000012 19.154955207400004 38.469938489650012 0.090665000000000009 2.0523604381000005 -0.054875 85.667718326750006 194.03220695150003 23.276000438150003 13.317304170000002 -0.040509999999999997 22.626138143200006 13.258241318650002 22.644947046300004 16.435384010100005 21.556055031700001 13.543469468350002 280.19857341720007 22.604947139800004 8.2213425669500015 -0.13734499999999997 13.471502260950002 35.771221912400001 26.120741156850006 -0.156745 236.15709471040003 18.476280862950002
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 20 -7 9 22 -11 12 13 -10 -14 -15 18 -18 -13 21 -1 -20 -2 24 -4 -25 29 -28 -29 -3
right_child=8 26 5 -5 -6 7 -8 -9 11 10 -12 16 14 15 -16 -17 17 -19 19 -21 -22 -23 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.0016788066342611283 -0.0021434328704043816 0.00018901704727279306 0.0010620900342158425 -0.0018967694108000439 -0.0020638121378600389 1.5127165296887093e-05 0.00067801955519140389 -0.0015755569873338955 -0.00078313930798199751 0.00017328866334521067 0.0017005765291640623 0.00028589924037191638 0.00018864836243045286 0.00022304072562762879 -0.0016478610640532894 0.0017757682775554004 0.0019321520078576214 0.00021137465226153131 -0.0015600823741799624 0.0004110965979491687 0.000316568370911113 0.00012972771060452238 0.00061853299804404919 0.00010780006146069972 -0.001351615373801436 0.0014342770668989574 0.00050838733567707556 -0.0015325014178630358 0.00085595267463709152 -0.00093550917563309331
leaf_weight=0.62577933064880997 0.27534839291820334 44.30140349451176 0.41512844480166711 1.051276249311172 0.48844955224194553 1.4899149267002942 1.4770642555449738 0.7728507641586474 1.4353786771062003 0.8345161774195734 1.572406986611895 24.68028718654751 0.48017393309055467 4.7720951048813713 1.2664237449062055 0.45014729149988841 0.83054507942870159 1.0900192426634019 0.9124144796514877 0.94765185378491867 0.37546425500181613 0.49610144330654293 0.2103347746306099 0.89354966161772642 0.46548035234445706 1.4013689765706656 0.61294415086922516 0.90802836614420701 0.24383459924138151 0.67938217424671066
leaf_count=257 34 1599 38 180 54 34 67 33 27 22 40 829 88 290 82 12 39 24 35 11 162 27 12 15 22 36 232 196 57 79
internal_value=0.000141838 8.28708e-05 -0.000233645 -0.00072979 -0.000316269 0.000132927 2.81547e-05 -0.000528173 0.000224166 0.000815361 0.00117104 0.000178394 -0.00014953 0.000111095 -0.00114297 0.000356883 0.000273568 0.000955522 0.000225124 -0.000411476 -0.000930545 -0.000964905 -0.000947309 0.000604003 -0.000213769 0.0009178 0.0001469 -0.000493669 -0.0010269 0.000172032
internal_weight=96.4558 56.2019 9.45633 4.01803 2.96676 5.43829 2.47831 2.26277 40.2538 2.89261 2.40692 37.3612 8.40422 6.65762 1.7466 5.22224 28.957 1.92056 27.0365 2.35617 1.00124 1.40852 0.485683 3.17553 0.880609 2.29492 46.7456 1.76481 1.15186 44.9808
internal_count=4633 3061 898 720 540 178 486 67 1572 108 62 1464 499 329 170 302 965 63 902 73 419 62 46 111 60 51 2163 485 253 1678
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=22 20 19 23 23 0 2 8 14 22 5 22 23 20 22 6 0 13 7 7 23 5 17 0 14 2 9 17 22 6
split_gain=0.201035 0.406643 0.63908 0.530224 0.466525 0.45051 0.387959 0.375571 0.354603 0.345089 0.556827 0.357372 0.35253 0.317565 1.07152 0.407039 0.609812 0.392342 0.315876 0.295606 0.290359 0.317926 0.2651 0.247268 0.24165 0.225271 0.275871 0.213396 0.323431 0.233007
threshold=-0.064729999999999996 39.896141435400004 13.951125619400001 0.094595000000000026 0.090665000000000009 94.770837556450019 101.75236940730001 8.9430209551500024 159.50774844380001 -0.054875 18.057701168700003 -0.059424999999999999 -0.24748499999999998 41.037275035300006 -0.033594999999999993 16.445384243750002 86.135510041400025 117.47755492620001 22.747724408400003 23.393539929150005 0.087125000000000022 22.744024947450004 197.91512403570002 86.264556031700025 280.19857341720007 222.85070906495002 202.38851837455002 204.45912381470004 0.15915000000000004 16.555386813950005
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 -6 8 9 -4 10 11 -2 18 27 -15 17 -17 19 -11 -16 22 -22 -8 -12 -1 -21 -27 29 -29 -14
right_child=7 -3 6 -5 5 -7 20 -9 -10 12 23 -13 13 14 15 16 -18 -19 -20 25 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0017737209889655066 -0.0021950551288394669 0.00013785653773181795 -0.0001685636128964612 -0.0018460334156600797 -0.0012242790746824284 0.00094463431689468689 -0.0021121770502615322 -0.0010319024312227046 0.0014800923525481046 0.00096467643887432569 0.00046007915012458671 0.00082031380231703608 0.00027847636533760424 -0.0018212927151781372 -0.0013501713478944713 0.00017813507987149822 -0.0021927962124948268 0.001619339863149595 -0.0016349729452541826 0.0003782069733909435 0.00052624927038155049 -0.00067696255468498786 0.0002482587147863112 0.0017081352038224003 6.1680868448214552e-05 0.00068416589365561515 -0.0014386189057696876 0.0014583371164351255 -0.00073634206057064373 0.0011447255569963218
leaf_weight=0.97436742842444191 0.33033418298873585 47.485265246189556 0.84348357806447927 1.4072389046965552 0.53075886235455971 1.2021421325962363 0.52087967685656611 0.87734821653430017 1.2374202397186307 0.24135447405205823 0.9486573662143204 0.27852251964395636 19.978315711356522 1.1305025326218991 0.44840880232914138 1.1303799038250861 0.66094992472790171 0.81610947987064797 0.70344606832577483 8.7588195062439773 2.0273519153706734 1.4468739889562128 0.28194896382046863 1.7112933226017046 0.38467545732987674 0.38632672256062583 0.602368178893812 1.3902055574399117 0.31704226714191452 1.2697054749442021
leaf_count=289 33 2163 26 193 26 41 36 89 37 77 21 11 415 37 96 106 21 31 61 251 37 24 18 40 171 79 46 81 44 33
internal_value=0.000134037 5.95817e-05 -0.000282765 -0.000848277 -0.000394167 0.000280332 0.000117417 0.000237512 0.000811818 0.000264608 0.00087584 -0.00081567 0.000211798 0.000242089 8.58094e-06 0.000170154 -0.000696671 0.000311161 -0.000970878 0.00020645 -0.000220428 2.51604e-05 -0.00128321 0.00126302 -0.00125421 0.000278059 -0.000609153 0.000383829 0.00105078 0.00033024
internal_weight=100.322 58.3424 10.8571 4.49918 3.09194 1.7329 6.35796 41.9801 2.0809 41.1027 3.26881 0.608857 37.8339 36.8891 13.9339 12.8034 1.79133 11.012 0.944801 10.1959 4.27705 3.47423 0.802829 2.65995 1.35904 9.74751 0.988695 22.9553 1.70725 21.248
internal_count=4633 3061 898 720 527 67 178 1572 63 1483 105 44 1378 1240 667 630 127 503 138 472 115 61 54 61 460 376 125 573 125 448
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=13 0 13 15 3 22 3 2 18 15 21 22 15 17 9 23 15 9 15 5 16 2 21 5 20 0 6 0 23 21
split_gain=0.177168 0.371115 0.357984 0.347405 0.341123 0.283278 0.670696 0.507175 0.413913 0.301232 0.563116 0.461043 0.367903 0.313911 0.293738 0.330077 0.299691 0.278203 0.274288 0.32345 0.251562 0.319829 0.226217 0.342949 0.215398 0.317429 0.438465 0.303661 0.399964 0.326018
threshold=112.67059178900001 90.321439350550008 113.98793627290001 36.548474543700003 88.813214339350012 -0.059424999999999999 87.399085362750014 71.708303056200009 13.807773949150002 28.826925781250004 7.6791457491500008 -0.074029999999999999 28.298162031900002 196.39284362915004 205.73475031020004 0.083905000000000021 26.135540888150004 188.55070358395002 23.884857921950005 15.735558026000001 13.534968349350001 223.87650328090004 12.092691673150002 13.252098438300001 42.206017975500011 87.261973998100004 16.355382140900002 86.208098410950015 0.10487000000000003 1.8364927951500001
decision_type=2 2 2 2 2 2 2 2 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 17 5 -3 7 22 8 -1 11 13 12 14 -11 16 -16 20 -2 19 -17 21 -9 -7 -24 25 26 -4 28 29 -26
right_child=1 4 24 -5 -6 6 -8 9 -10 10 -12 -13 -14 -15 15 18 -18 -19 -20 -21 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=0.00068770921761477136 0.00073762783227383929 7.9828296341505136e-05 -0.0010926704783988475 -0.001439010672939062 0.0015711824228494076 0.00033876007747141558 -0.0018629408800205517 -0.0017195587421406885 -0.0020714883096464619 -0.0014786061823609594 -0.0018133783252646453 -0.0020562021004178099 0.0017934024580950787 0.00017577236010824038 -0.0017700890928702814 4.705507093107534e-05 -0.0012278678702994734 -0.0014756000635826011 0.00036007882220663394 -0.0020614368587383372 0.00063619976938758538 0.00035269584791843001 0.00067165064886744999 -0.0020141135938811605 0.0014807743419328111 0.00072808356560691853 0.00026499863315285622 0.00022434647861450447 -0.002034079694184883 -0.00033930555928002928
leaf_weight=0.27881401870399958 0.29612793260093784 0.97980798734351937 0.9413290205411603 0.58484975638566439 1.4809225481003521 19.362151913907674 0.56768294112589401 0.42313009372259081 0.83511697936864948 0.52338448562659268 0.92654943035449822 0.35468185870422431 0.54012277082074511 2.7999422939301439 0.51726806439182871 0.66209357955995096 0.4304285298931062 0.83144954219460487 1.9922578707337377 0.48434496669506188 5.6874792514345245 0.88578640675723364 0.34067023075749503 0.39442183402570663 0.41420222737360646 5.6808592849411061 32.146128945300006 10.157434097956864 0.49451855418737967 4.374236912237393
leaf_count=10 65 32 24 98 44 705 142 334 121 91 108 53 11 87 104 137 38 28 51 27 515 286 66 48 19 143 664 196 50 336
internal_value=0.000163584 0.000232276 0.000199143 6.07072e-05 0.000977358 8.37852e-05 0.000238857 -0.000101007 -0.00138087 -1.31508e-05 -0.00046164 0.000145982 0.000213183 -8.47726e-05 0.00013617 -0.000318803 0.000360138 -0.000894355 -7.9626e-05 -0.000843736 0.000457834 -0.000317197 0.000298226 -0.000769426 0.000221889 0.000299891 0.000226373 2.60377e-05 -0.000355247 -0.000181868
internal_weight=96.3882 57.797 55.3363 38.5912 2.46073 38.0063 20.6649 17.3414 1.11393 16.2275 4.24988 11.9776 11.6229 3.32333 11.0828 3.65596 7.42682 1.12758 3.1387 1.14644 6.9964 1.30892 20.0972 0.735092 54.2087 38.7683 33.0875 15.4404 5.28296 4.78844
internal_count=4633 1601 1525 3032 76 2934 961 1973 131 1842 286 1556 1503 178 1492 319 1173 93 215 164 1135 620 819 114 1432 831 688 601 405 355
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=22 22 5 0 7 18 22 7 18 16 6 22 15 21 13 2 2 20 9 21 22 23 21 15 0 13 13 16 15 22
split_gain=0.0412029 0.267423 0.449919 0.211444 0.150017 0.359182 0.245984 0.230815 0.225217 0.203654 0.190242 0.109423 0.461818 0.145953 0.188247 0.162528 0.291285 0.151244 0.386743 0.349287 0.264006 0.378548 0.173769 0.246565 0.38395 0.344561 0.165333 0.247228 0.182384 0.149522
threshold=-0.064729999999999996 -0.054875 17.977320987800002 86.264556031700025 23.276000438150003 13.317304170000002 -0.040509999999999997 22.626138143200006 13.258241318650002 22.654947022900004 16.435384010100005 -0.068964999999999985 39.864684991950007 12.489184206400003 117.67112391160002 140.61735485095002 145.83272221200002 40.986363433950011 204.89606367675003 1.2219980417000003 -0.082404999999999992 0.084805000000000019 0.46270957945000007 37.491361913600009 86.904409066750006 116.99094400460001 112.67059178900001 15.839962959300001 19.077611477100003 -0.09715
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 -2 -4 5 6 -3 -7 -8 -6 -11 13 -13 15 -15 -1 -17 18 19 29 22 -22 -19 25 -25 26 27 28 -24 -18
right_child=1 4 3 -5 9 7 8 -9 -10 10 -12 12 -14 14 -16 16 17 20 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0035552311117595936 -0.066530356643174193 -0.03953736311483879 0.014116650355084005 0.08427146060883553 0.0038386627296495149 0.014658524367892688 0.0042048155278302532 -0.082912748935816016 0.087922687158741533 0.097314207855714985 0.00075174499622560162 -0.10707311930395967 0.057302485225320526 0.008994303859198428 0.080656429617912764 -0.11374532193982859 -0.045673214810910523 0.079404779881103393 -0.00010034715717424327 -0.094754167586481128 -0.00022263885239625728 -0.094052453500685876 -0.053565456339410927 0.0011207508708936992 0.065399370763115652 -0.11026256926410127 0.023002644952827288 -0.082507843097814948 0.048344673061874247 0.066931154776757207
leaf_weight=20.905900003286206 0.34564021207552231 1.2434202810345594 0.68887908253236663 1.1415161358745534 23.715830797959402 0.32294380633197739 4.0797323497599818 0.97269190793304006 0.34881472546840075 0.45851963083259661 0.36759845190681517 0.41549658469602846 0.29036983195692301 7.7371914699767768 0.38479422061936919 0.26422935190203389 0.24681287940408903 0.29000566195463839 2.4530498671865644 1.0935510601675558 1.0555112061847438 0.72551593026219041 0.30175699279152446 7.2479991674917965 1.0659325412125324 0.40856266784248862 0.88858455968147598 0.56662591995336697 0.42008622635330539 0.22580811190971706
leaf_count=1141 41 27 24 43 909 88 290 82 12 36 20 38 8 490 13 44 175 27 170 157 28 94 219 132 40 32 51 116 54 32
internal_value=0.00153466 0.00420379 0.0381089 0.0578683 0.00186232 -0.0110875 -0.000235952 -0.0585926 0.0107989 0.00553884 0.0543467 -0.000378836 -0.0394545 0.000217125 0.0123894 -0.00237364 -0.00955737 -0.00793701 -0.0248864 -0.063708 -0.00268488 -0.038445 0.00300701 0.000974283 0.00936194 -0.0259958 -0.0101817 -0.0330671 0.00574249 0.00812672
internal_weight=80.6734 33.6856 2.17604 1.8304 31.5096 6.9676 5.67197 1.29564 4.42855 24.5419 0.826118 46.9878 0.705866 46.2819 8.12199 38.1599 17.254 16.9898 4.01922 1.56617 12.9706 1.78103 11.1896 10.8995 8.31393 2.58562 2.17705 1.28847 0.721843 0.472621
internal_count=4633 1572 108 67 1464 499 329 170 302 965 56 3061 46 3015 503 2512 1371 1327 534 364 793 122 671 644 172 472 440 389 273 207
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=16 16 22 3 22 15 20 5 6 22 19 13 23 20 20 23 20 3 2 23 21 7 12 4 16 19 13 15 20 14
split_gain=0.185273 0.291625 0.273787 0.54239 0.429921 0.401573 0.369389 0.358703 0.34107 0.332579 0.299872 0.29823 0.283813 0.221587 0.269153 0.332989 0.349514 0.22238 0.217436 0.215323 0.228544 0.398714 0.215266 0.382406 0.211492 0.426369 0.334616 0.433437 0.309453 0.299112
threshold=20.394952307700002 20.034953149600003 -0.060989999999999996 87.399085362750014 -0.068964999999999985 31.445204138150004 38.238138001450004 19.973460566700002 14.845346859150002 -0.074029999999999999 13.551093343600002 110.65693664925001 -0.22831499999999999 38.396531328800009 39.788107623550012 0.095830000000000012 39.522095559600011 79.47351079420001 312.25197865035005 -0.10212 6.9984086918000008 24.545313225450005 225.44236677700002 342.02920059975003 20.674951653000004 14.251149826300002 113.98793627290001 33.787611863550005 37.817254840650008 151.17331664065003
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 8 12 11 -10 -7 -4 -8 15 16 -15 -16 -1 -14 22 -22 -21 -24 25 -2 27 -26 -28 -30
right_child=24 -3 3 -5 -6 9 13 -9 10 -11 -12 -13 19 14 17 -17 -18 -19 -20 20 21 -23 23 -25 26 -27 28 -29 29 -31
leaf_value=-0.0014667866636678675 0.0018880527711787718 -0.0015847682247194907 -0.0014076636150790237 -0.0016728129824259161 -0.0020942220045555883 -0.0020261181930150726 0.0017056582026381722 -0.0013401456892015743 0.0018607896621892165 0.00019688966790730526 0.00030284367282385822 0.00041150508688951696 0.0013999254539757244 0.00099124334257407755 -0.00030860244698075894 -0.0020581283419048579 -0.0020218036577153106 0.00032562705577398368 0.0014942165214393984 0.00024690784588204923 0.00035575631952726737 -0.0017291521285759 0.0019031408377049332 -0.0012031091393256074 -0.0017990576270164537 8.4804094428143266e-05 0.00099534123277621308 6.7778624177794317e-05 -0.0011280719326002176 0.00023022346033713375
leaf_weight=0.84163053801319421 0.87754846821189803 0.4100903871585605 0.3931287275852452 0.56075140473694673 0.40877304249989066 0.95496688048297051 0.336303490010322 0.51052407751558249 0.99012030009180196 0.66387305140960862 0.91299052152317017 0.24182996369199827 0.63269543948264484 0.48164360284499597 2.7526673709471643 0.47990464195390814 0.21368689776863903 9.3291299674310704 0.10753052092502458 14.261239687155516 0.8508790230280272 0.6022655055148789 0.70794293438666578 0.19416518105663272 0.70969950826838557 1.1846721572801469 2.0235884131398043 1.4656278011389074 0.63077580690150981 52.678247754483891
leaf_count=435 38 42 82 248 45 198 10 72 26 6 21 16 49 58 632 32 40 686 42 345 41 130 44 72 31 24 71 31 38 1028
internal_value=0.000167035 5.97393e-05 7.77575e-05 0.000229195 -0.000107952 -5.84537e-05 5.12859e-05 0.000282374 0.000324754 -0.000916149 0.00111339 -0.00153356 0.000239683 0.000133863 9.39897e-05 -0.000801807 6.52827e-05 0.000181127 -0.00113133 0.000277227 0.000234479 -0.000508348 0.000305666 0.00123457 0.000235189 0.000852151 0.000213065 -0.000541276 0.000242721 0.000214152
internal_weight=97.4089 37.8387 37.4286 20.6167 16.8119 16.4032 14.5425 20.056 19.5454 1.86067 1.90311 1.1968 17.6423 13.5933 13.257 1.17524 0.695331 12.0818 0.949161 17.2492 16.6165 1.45314 15.1633 0.902108 59.5702 2.06222 57.5079 2.17533 55.3326 53.309
internal_count=4633 3372 3330 1130 2200 2155 1935 882 810 220 47 214 763 1458 1448 130 98 1318 477 681 632 171 461 116 1261 62 1199 62 1137 1066
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=12 17 12 17 12 9 6 0 6 0 21 18 21 2 17 22 22 23 17 9 17 18 18 20 6 20 13 6 17 13
split_gain=0.126723 0.212965 0.198119 0.22138 0.282023 0.177309 0.271372 0.180481 0.285835 0.232982 0.277007 0.18583 0.175894 0.162641 0.165531 0.162554 0.315514 0.587947 0.450425 0.263232 0.308255 0.387325 0.262609 0.221509 0.393925 0.312964 0.290318 0.339604 0.257447 0.226812
threshold=133.01805689090003 166.68115439205005 128.54148248460004 200.30016490490002 103.28033049195001 179.11733629770001 16.890394641350003 85.705356740550016 16.555386813950005 85.823648898300021 11.845349650450002 12.933745112000002 0.26805182810000011 110.58799860680001 172.68891404560003 -0.076544999999999988 -0.083330000000000001 0.09117500000000002 192.80507188075003 198.44478460200003 195.59800312745003 16.352301071400003 12.947178517500001 41.641174900500005 16.415383542800004 42.081757894750005 117.67112391160002 16.525386113000007 186.51219468755002 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 -1 8 -7 -9 -11 -10 -5 -3 -15 16 19 18 -18 20 22 -22 -16 26 -25 -26 27 28 -17 -30
right_child=1 13 -4 4 -6 7 -8 9 11 10 -12 -13 -14 14 15 23 17 -19 -20 -21 21 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0014153555618416046 -0.0011518420219356756 -0.00096204303707289357 0.00078662971310708874 6.6819868628628415e-05 1.9307467497529576e-05 -0.0012935264880277941 0.0013167400208049366 0.0010666429429967382 -0.00019443514826391272 0.00034116575853773061 -0.00083987515585664835 0.00085390014460598582 -0.0020347425384844081 0.0008263003311699224 -0.0015163704424380718 -0.00051237337048478499 -0.0017855553671569397 -0.0021062242667132507 8.7166843760558735e-05 0.00026836691494094801 -0.0015770335580459871 0.0004687748405614569 7.9268886837380388e-05 0.00013336640808683941 1.4229340794260269e-05 -0.0018156538106305258 0.0011617398460741315 -0.00068141688256873533 0.0001504286031824 0.00063963620934956011
leaf_weight=0.53052453643613517 0.51916930766833402 0.53967394097708066 2.4378511768882154 0.22494111434207242 2.9020547563932269 0.65159566234797539 0.189775654940604 1.6327020265162016 2.0410607684025313 21.605257278521098 0.79149008743479399 0.95392549991811382 0.47954261739505455 1.2462183617499238 0.41668221562213403 1.2494063567127245 0.57355227142261256 0.7090348895635542 3.5503298681760498 13.852606119573464 1.1170510005686072 0.52209559744943579 8.2084886728424618 8.4008236298268439 0.66512199782300629 0.78162321759737097 1.498115379246882 1.3523574643768359 6.7419884934450902 7.9286765389842913
leaf_count=270 272 25 151 12 82 27 100 24 77 616 33 19 47 185 84 81 32 55 126 537 113 239 493 316 25 66 46 25 334 121
internal_value=0.00015304 9.85278e-05 0.000247805 0.00020676 -0.000250845 0.000264879 -0.000695537 0.000289875 -0.000116589 0.000351557 0.000299428 0.000139467 -0.00136372 0.000109465 0.000119297 0.000103992 3.97512e-07 -0.000456872 -0.000173293 9.20322e-05 -0.000145947 -0.000925409 2.18351e-06 0.000208787 -2.93783e-05 -0.000974389 0.000333735 0.000261919 0.000342052 0.000414818
internal_weight=94.3137 59.873 34.4407 32.0029 3.60654 28.3963 0.7203 27.676 3.64658 24.0294 22.3967 2.99499 0.704484 59.3538 58.8142 57.568 28.9498 4.83292 4.12388 24.1169 10.2643 1.63915 8.62517 28.6181 9.84757 1.44675 18.7705 17.2724 15.9201 14.6707
internal_count=4633 3175 1458 1307 141 1166 370 796 123 673 649 96 59 2903 2878 2693 1679 213 158 1466 929 352 577 1014 407 91 607 561 536 455
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=18 7 16 20 7 2 7 21 2 16 10 4 16 8 16 20 0 23 12 22 21 10 21 5 10 18 7 16 20 21
split_gain=0.0433921 0.18387 0.111763 0.2541 0.244022 0.192838 0.109211 0.130743 0.128228 0.110483 0.109881 0.105944 0.0892647 0.148918 0.142045 0.0567986 0.31676 0.321044 0.271103 0.211231 0.153539 0.28752 0.212182 0.208527 0.129954 0.124004 0.304401 0.391958 0.227259 0.325956
threshold=12.880535946600002 22.557405306150006 22.624947093000003 39.683197198900011 22.040683815500007 127.74713841330002 19.164717746300003 15.551195696050002 305.67240907785003 21.374950016100005 54.884872733100003 121.10381237265001 22.724946859200003 8.6432548896500023 22.794946695500006 42.081757894750005 86.208098410950015 0.08846500000000003 172.53297924300003 -0.011849999999999999 1.7791739561500002 66.439865777750015 2.3223121640500004 21.042547594650003 61.821094709650005 13.317304170000002 23.209106085000005 22.634947069650003 41.257948413050009 7.3938557349000016
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 7 8 10 11 -1 -8 15 -14 -15 24 17 18 -17 -19 21 -18 23 -22 -2 -26 27 28 29 -27
right_child=12 -3 3 5 -6 -7 9 -9 -10 -11 -12 -13 13 14 -16 16 20 19 -20 -21 22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.10023468574305026 -0.084004791891181874 -0.097117903592655555 0.0039606191065880659 -0.10036076027072685 0.089365740072045688 0.011653110689469899 0.066939651890552301 -0.10163961784090003 -0.10089355194242451 0.10076548736292697 0.068717854739102732 -0.093515809055253057 0.072203954593398442 0.046569913357820465 -0.10163435678886844 0.0053194648246184606 -0.10214448955058059 -0.095508716182350933 -0.079577128358198856 0.019625675751148229 -0.048258250932022462 0.022465802765317344 0.002911835344075183 0.10279085186927378 0.011324664260623006 -0.029483190109003705 0.0032809017450343989 -0.11391655361866332 -0.09110767896165553 0.05790013451192394
leaf_weight=0.042169088161244206 0.16879200484254298 0.22068387475883344 1.8692036097054372 0.49960277868376568 0.36862010415643454 0.22197692282497883 0.048413654789328575 0.077894707923405804 0.060089264903581352 0.043248146772384644 0.44167222225951264 0.27425680345913861 0.45096502522937854 0.1380556600051932 0.12166063120821491 2.0859141079708969 0.3812854746356632 0.89183325275371317 0.45889415612327855 0.19401321199256905 0.11872366429452341 0.3599874815572548 16.894414687616973 0.39706067182123661 15.782279683047816 1.3113877335422328 35.128416129061279 0.474833927117288 0.32729331534937944 0.63289151444223524
leaf_count=116 31 13 40 40 12 23 4 29 37 2 91 243 24 7 34 55 25 98 92 12 30 55 1278 59 307 98 1712 10 19 37
internal_value=0.00164725 -0.00828858 -0.00332216 -0.0154975 0.0199338 -0.0659023 -0.00597774 0.0195299 0.0368822 -0.0493242 0.0539928 -0.069441 0.00218985 0.0374652 -0.0228544 0.00185828 -0.00245026 -0.0294139 -0.00998957 -0.0749371 0.002943 -0.0416295 0.00484076 0.0680222 0.00360185 0.00387744 0.000774211 -0.0312881 -0.014016 -0.00103863
internal_weight=80.4865 4.16783 3.94715 2.59078 1.35636 0.72158 0.987744 0.621825 0.543931 0.365919 0.483841 0.32267 76.3187 0.710681 0.259716 75.608 21.7821 3.63065 2.54481 1.08585 18.1515 0.741273 17.4102 0.515784 53.8259 53.6571 37.8748 2.74641 2.27157 1.94428
internal_count=4633 650 637 103 534 63 522 273 244 249 207 247 3983 65 41 3918 1704 257 147 110 1447 80 1367 89 2214 2183 1876 164 154 135
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=9 0 13 12 22 22 23 9 13 15 10 18 6 3 13 15 4 9 23 0 3 6 7 7 18 17 16 9 17 22
split_gain=0.154046 0.146892 0.220735 0.134789 0.0980969 0.120096 0.281974 0.114032 0.207 0.200433 0.444883 0.179728 0.163127 0.485925 0.673517 0.398898 0.577879 0.359986 0.309292 0.257637 0.664512 0.556756 0.531786 0.240809 0.508851 0.608759 0.593342 0.332605 0.326292 0.299693
threshold=37.364870866050005 113.1679565431 96.357027853400012 293.55977308740006 0.70681500000000008 0.27394500000000005 0.094595000000000026 53.996381295800006 98.255079293500017 19.846565044850003 76.621056717750008 15.771515858900001 14.845346859150002 83.511574906150017 109.47132661375001 28.444110612900001 201.80971861865004 216.07042296730003 -0.061414999999999997 93.308316333500017 85.589753040950015 15.045351532250001 24.453757170650004 23.109894804950002 13.317304170000002 191.56943241645004 22.554947256700004 190.64005357525002 191.06791329340004 0.11061500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -2 -9 10 -10 -12 13 -11 15 16 18 -17 -15 21 22 -14 -21 24 25 28 27 -26 -23 -25
right_child=4 -3 -4 -5 -6 6 -8 8 9 12 11 -13 19 14 -16 17 -18 -19 -20 20 -22 23 -24 29 26 -27 -28 -29 -30 -31
leaf_value=0.00077902285546825503 0.00073213655470040799 -0.0019906866928462927 -0.0019882056231536327 -0.0019711078397201187 0.0010005214008932388 -0.0017326853010669722 0.00018789620174231454 -0.0005560066932861447 -0.00094885507243967716 0.00017148972697279591 0.00025616397281275083 0.0014774223506285222 -0.0015552346744879503 0.00091715229202633613 8.6079021296287854e-05 -0.0020236675867944301 0.00095427328036470525 0.00047598444789040379 -0.0020469702858757176 0.0011574213487749276 0.0014609002871264615 9.6048604811548472e-05 -0.0017810736572533496 0.00025860313951675583 0.00068856450005271334 0.0012450291958551946 -0.0020330991115779821 -0.00089123401934982087 -0.0012745914451081893 0.001155881021542285
leaf_weight=0.49708290358830598 1.2645904496212086 0.23324013099187368 0.20056588432635181 0.079473096062429249 0.51091967354295675 0.43880010532075064 0.89003477054666291 1.6173731535641298 0.51541805492342918 21.543406598357254 0.68473135994281653 1.43264611151244 0.71313799731433292 0.17012668457755353 4.7527390982722864 1.585114804387558 0.7244230899377726 0.25748796801781271 0.66196398240572152 0.40957838296890203 1.8548744733852798 18.894038104048388 0.56123655918054283 30.042492889959252 0.98401207907591004 1.7807488946273213 0.91420042700337933 1.068993851135019 0.69222344586159934 1.5027279075002287
leaf_count=140 248 286 104 77 49 89 34 695 145 453 9 48 21 4 103 253 35 19 114 10 41 824 34 569 25 57 41 44 24 38
internal_value=0.000135648 -0.000625999 -0.00021641 0.000399942 0.000143626 0.000139063 -0.000446307 0.000147283 0.000139362 0.00015162 0.000684812 0.00108248 0.000135867 1.71983e-05 -0.000390557 -0.001057 -0.000326172 -0.00167436 -0.00144093 0.000195174 0.000772993 0.000166323 -0.000541348 0.000188294 4.17396e-05 0.000147401 -0.000719137 -0.000134032 4.7607e-05 0.000301347
internal_weight=97.4784 1.01036 0.777122 0.576556 96.468 95.9571 1.32883 94.6283 93.3637 91.7463 2.6328 2.11738 89.1135 29.6953 8.15186 3.39912 1.55651 1.8426 0.832091 59.4183 2.82569 56.5926 0.970815 55.8794 24.3342 21.367 2.96721 2.05301 19.5863 31.5452
internal_count=4633 607 321 217 4026 3977 123 3854 3606 2911 202 57 2709 981 528 425 153 272 118 1728 85 1643 44 1622 1015 905 110 69 848 607
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=9 0 13 12 18 16 4 7 12 9 12 20 16 9 6 7 5 3 5 5 6 20 12 6 22 20 20 22 6 7
split_gain=0.0431311 0.0969104 0.14758 0.0811018 0.0715565 0.118003 0.121852 0.096998 0.102232 0.0791272 0.0762007 0.130316 0.0566279 0.10954 0.0549351 0.327082 0.0928766 0.0615549 0.352994 0.239439 0.231465 0.256426 0.19276 0.130686 0.104955 0.070356 0.637412 0.18728 0.259289 0.146277
threshold=37.364870866050005 113.1679565431 96.357027853400012 293.55977308740006 17.327266398450003 11.864972254500001 402.75382129015003 29.911984439950004 172.53297924300003 54.842324361600014 202.20743612260003 47.74983977685001 17.684958644900004 219.87257840710004 11.085259005300001 25.522455861100003 13.153721664750002 81.699554126200013 16.316541761950003 14.608687763150002 13.665319288000001 41.037275035300006 94.177001085000015 13.775321858200002 -0.076544999999999988 38.474425342400004 38.751720283100006 0.13747000000000004 15.345358541850002 23.156313609200001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 10 11 -7 13 -10 15 -11 -16 19 24 -18 22 23 -21 -22 -19 -20 -27 -28 -29 -30
right_child=4 -3 -4 -5 7 9 -8 -9 12 14 -12 -13 -14 -15 16 -17 17 18 25 20 21 -23 -24 -25 -26 26 27 28 29 -31
leaf_value=0.04432430187448913 -0.10084197406496163 -0.10093786791043778 -0.10095667566526501 -0.10036363127173167 -0.10113418381299036 -0.10068077986658173 0.012640070275094013 -0.10089121860743742 0.050431192164094578 0.0056993781501787164 0.063582119330270012 0.040503380834708023 0.10068117208561592 -0.055175772856622243 0.041634605469518478 -0.10269513556844262 0.0028433491845929774 0.023192958453765039 0.0096166166221610099 0.056005995460274308 0.0076695242639106022 0.071832620254467891 -0.10266604477569544 -0.10295771470321813 0.094223445266050684 -0.098733364636554966 0.0022824276676820005 -0.096502321759283693 -0.042905706258705531 0.034776640028862875
leaf_weight=0.32491790849871804 0.22667445302238221 0.13136086950744641 0.11910208319204685 0.043984975854982622 0.050897494758372797 0.093952341294424424 0.16241491459595636 0.05438838957684311 0.59392556248576511 1.3773802374707873 0.4027989903697744 0.2149504913832061 0.14943660516291857 0.11767729239090841 0.58177174476440896 0.348898701937287 4.6855736812176465 0.34682835999410599 9.3733000082384006 0.087013257900252716 0.19942362559959292 0.27708712639287114 0.63746731639548671 0.22987130816909485 0.51979229412972827 0.64296649719471943 56.743443365460735 0.45696661883266532 0.49866371497046202 0.47168416876229458
leaf_count=140 273 286 104 77 125 88 35 152 155 65 63 15 17 51 31 94 128 16 485 8 9 11 117 33 31 27 1877 51 49 20
internal_value=0.00159029 -0.0246965 -0.0041739 0.0270729 0.00179496 0.00146236 -0.0534719 0.0288413 0.0365786 0.00173573 0.0349273 -0.00243757 0.0447191 0.032967 0.00143083 -0.0162083 0.0018328 0.00152476 0.00237642 -0.00809032 -0.0438942 -0.00316209 -0.0836088 -0.0515672 0.0657965 0.00157038 0.000288033 0.00138253 -0.0343934 -0.00514447
internal_weight=80.1646 0.619366 0.488005 0.368903 79.5452 78.5789 0.389089 0.966325 0.911937 78.1898 0.711702 0.308903 0.861039 0.711603 77.4781 1.72628 75.7519 75.1701 69.0536 6.11644 1.43086 0.706382 0.724481 0.429295 0.866621 68.187 58.8137 58.1708 1.42731 0.970348
internal_count=4633 607 321 217 4026 3526 308 500 348 3218 166 103 223 206 3052 159 2893 2862 2556 306 178 53 125 42 47 2509 2024 1997 120 69
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=18 7 16 20 7 2 7 21 2 16 4 3 22 16 3 21 22 2 20 18 23 13 21 5 21 23 20 16 0 18
split_gain=0.0391252 0.162134 0.0974728 0.219273 0.216234 0.178438 0.0976735 0.11647 0.113285 0.0984724 0.0930324 0.0896949 0.0923797 0.0777964 0.234498 0.216604 0.240218 0.238446 0.150742 0.144726 0.389719 0.176342 0.154525 0.13419 0.132454 0.271045 0.105141 0.0930998 0.258864 0.156289
threshold=12.880535946600002 22.557405306150006 22.624947093000003 39.683197198900011 22.040683815500007 127.74713841330002 19.164717746300003 15.551195696050002 305.67240907785003 21.374950016100005 121.10381237265001 108.48197402175002 0.11061500000000003 22.624947093000003 93.915907870950022 2.3223121640500004 -0.10434500000000001 263.5517324101001 41.873095646600007 13.531614672700002 0.10307000000000002 117.61735474900001 12.315862460400002 23.714185006400005 5.2472773321000004 0.085235000000000019 43.477771593600004 22.614947116400003 86.780739992750014 13.480563334700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 7 8 11 10 -8 -1 -13 14 27 17 -17 23 19 21 -21 22 -18 -15 25 -20 -26 29 -29 -2
right_child=13 -3 3 5 -6 -7 9 -9 -10 -11 -12 12 -14 15 -16 16 18 -19 24 20 -22 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=0.074393831617928785 0.011775497369635611 -0.094275740245629069 0.0030310741634449138 -0.098296962947383701 0.086875027227165363 0.01057503857414371 0.062631566545463743 -0.10149420752390247 -0.10081413419615998 0.10069125093934062 -0.091502502776473496 -0.10028475314316013 0.10119973085942953 0.099232833357139116 -0.074655535165237971 -0.04361781508410166 0.041540185423109756 -0.02962064600987957 0.016337202049254148 0.090221478482985284 -0.011120205643734379 -0.0086599662603668529 0.0081211450395678765 0.014265396191313668 -0.0079817049411500304 -0.10540838403978048 0.031477082582300912 -0.047182100151439359 0.0097922950407940291 -0.0011945132500850353
leaf_weight=0.36290757244569183 11.930280288768698 0.20742315565439629 1.8624585046200084 0.464963338774396 0.34363839216530323 0.22261804691515863 0.046242792159318924 0.070954651109786937 0.054849356268277916 0.039140420034527779 0.25564951903106703 0.067084345046168892 0.034437477588653564 0.63594813644886261 0.41609550128009587 0.96770319718053066 2.1251121153472869 0.29198182024993002 0.35652469127671871 0.81094642356037983 0.71319658437278122 3.3950640526600182 3.9652525577694178 0.262635403778404 3.3372801040932245 0.37542961895815097 0.84658590774051834 1.4488325454294675 1.7737989695742724 41.991530715438145
leaf_count=59 260 13 40 40 12 23 4 29 37 2 243 147 1 30 222 34 41 27 13 38 9 37 24 43 93 27 9 33 17 3026
internal_value=0.0014296 -0.00816818 -0.00349865 -0.0147861 0.0190782 -0.0630475 -0.00593888 0.0186783 0.0350987 -0.0485444 -0.0678928 0.0511501 -0.0319387 0.00194123 0.000143715 0.00766275 0.00475731 0.0488884 0.00769681 0.0141979 0.0428004 0.00960197 0.0197821 0.0743988 -0.00686314 -0.0461078 2.59794e-06 0.000688363 -0.0158223 0.00167512
internal_weight=79.6766 4.03237 3.82494 2.55004 1.2749 0.687581 0.931266 0.590233 0.519279 0.341033 0.301892 0.464429 0.101522 75.6442 57.5605 18.0837 16.8931 1.19057 15.9254 11.0096 1.52414 9.48543 6.09036 0.898584 4.91582 0.731954 4.18387 57.1444 3.22263 53.9218
internal_count=4633 650 637 103 534 63 522 273 244 249 247 207 148 3983 3558 425 325 100 291 149 47 102 65 73 142 40 102 3336 50 3286
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=17 9 17 17 18 12 15 2 12 12 21 21 9 9 16 15 7 18 21 3 0 5 22 16 12 23 23 3 22 6
split_gain=0.0419369 0.0767451 0.0452951 0.36251 0.161742 0.101255 0.110865 0.0931655 0.182469 0.157563 0.148274 0.211547 0.12857 0.231254 0.208501 0.373217 0.181585 0.171923 0.151279 0.126153 0.121737 0.593942 0.134845 0.240901 0.201891 0.185933 0.181425 0.421855 0.168375 0.302016
threshold=159.52695360440003 58.084576609100004 182.37451917730002 183.09840208680004 12.816643511250001 84.828830943350013 21.881081380950004 82.092636011950006 114.82338089645002 133.01805689090003 6.7841715403000018 6.9984086918000008 206.50942114985003 210.85023439230002 20.394952307700002 28.579157549250002 22.435297587800004 12.964611930900002 2.5378969943000005 94.16862293520002 86.345209775600011 22.458857822500004 -0.076544999999999988 22.644947046300004 134.67483745670003 0.12376500000000003 0.094780000000000017 92.367355987800025 -0.054875 14.865347326450001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 12 10 -10 -9 -12 14 -14 15 18 -16 -18 -7 20 21 -11 24 28 -22 -26 27 -25 29 -24
right_child=2 -3 3 4 5 7 -8 8 9 19 11 -13 13 -15 16 -17 17 -19 -20 -21 22 -23 23 26 25 -27 -28 -29 -30 -31
leaf_value=0.068837352530522269 0.0076623678969124243 -0.10143510372703615 -0.083734344669621749 -0.070190689827152458 0.0026984082970404571 0.029315351289096722 -0.041642948162638832 -0.0094205558078722072 0.016283131657844063 -0.081310500984358311 -0.008488516741061573 -0.10497834647769014 0.082084500578917807 0.0022062861758035562 -0.0059389824618297973 -0.095613877033953895 0.014619391228775321 0.069988271483781617 -0.027189240269830203 0.042768067098890535 -0.10653233681364266 -0.001807597264471255 -0.0087993482231974573 0.10102732528699893 -0.0011213386729484011 -0.071090206994865332 0.10181651588547298 -0.072385415976936027 0.0016283203470542794 0.062983979213209224
leaf_weight=0.036457823911631659 10.05491398477511 0.096627957893133498 0.5074113311666214 0.31675329298741317 1.1313406426152135 1.0149521875500789 1.1241466350074913 3.4737168026549616 7.0798998870692449 1.0484747227746982 0.47383422535131092 0.43656408358947374 0.67575261338788528 0.78170029576358502 1.52846916904673 0.48146384028950695 1.2952689044177534 0.98897133301943529 0.88869327271822829 0.68844697518579678 0.18900429312906553 9.0554361777431023 1.0732314740919311 0.29066888312809058 17.542972432011201 0.38819801432204215 0.4642682671546936 0.27113712672144175 14.526182715212951 1.2913449979387222
leaf_count=47 1090 239 52 39 36 20 42 68 323 38 6 35 29 27 33 40 10 50 43 104 15 267 77 31 1187 43 13 12 576 41
internal_value=0.0012974 -0.0547903 0.00139179 0.00047839 0.001102 0.0014331 -0.0194016 0.00214566 0.000783601 0.00237909 -0.0188353 -0.0547584 0.0125175 0.0392421 0.00623301 -0.0169568 0.0207398 0.0385916 0.00293688 0.000277008 -0.000356982 -0.0100575 0.00236282 0.0085145 -0.00371982 -0.00263612 0.0555606 0.0173354 0.00565656 0.030403
internal_weight=79.2163 0.133086 79.0832 69.0283 68.5209 68.2041 2.25549 65.9487 58.2934 53.9093 4.38412 0.910398 7.65527 1.45745 6.19782 2.38511 3.81271 2.28424 1.90365 46.8294 46.1409 10.1039 36.037 17.9168 18.1202 17.9312 1.02607 0.561806 16.8908 2.36458
internal_count=4633 286 4347 3257 3205 3166 78 3088 2836 2727 109 41 252 56 196 103 93 60 63 2404 2300 305 1995 750 1245 1230 56 43 694 118
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=6 0 9 9 22 5 20 3 10 0 18 3 17 20 13 22 9 3 7 23 20 18 13 9 21 5 13 3 18 16
split_gain=0.137773 0.391105 0.480829 0.432821 0.369525 0.30436 0.508077 0.284891 0.51791 0.719778 0.51811 0.494514 0.557006 0.480023 0.367607 0.400022 0.247484 0.204715 0.195962 0.188683 0.168576 0.369395 0.245051 0.244775 0.263108 0.22598 0.23635 0.199786 0.193011 0.347229
threshold=14.845346859150002 95.746747857800017 201.65416293750005 215.63980588275004 -0.122165 18.331716563250001 36.558960102350007 86.26455603170001 66.859265246100009 90.321439350550008 13.581061237400002 85.589753040950015 186.18082682465004 37.817254840650008 113.89115178020002 -0.23455499999999999 219.19610828025003 84.597711990850016 23.913271136350005 -0.25843999999999995 38.474425342400004 13.360173059150002 116.17096427480001 194.57718764590001 2.0523604381000005 20.201591378100002 117.60660091645001 90.730084986350008 14.085466345100002 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 5 4 -4 6 -1 11 9 14 -10 12 -2 -12 15 -9 -5 -7 -11 -3 21 23 -22 24 -16 26 -24 -27 -29 -30
right_child=7 19 3 16 -6 17 -8 8 10 18 13 -13 -14 -15 20 -17 -18 -19 -20 -21 22 -23 25 -25 -26 27 -28 28 29 -31
leaf_value=0.00036439323827760773 0.0015772880222587747 -0.0014308649917204709 0.00084498683666896625 0.0015000947844121548 -0.0018740325518442618 0.001515970412233967 -0.0016832736374423768 0.00075418943309716149 0.00078889459179922621 0.00073387428832029302 0.00015991328713317723 0.0014684237084773859 -0.0017221543213105713 -0.002067083630154413 0.00025178602580569438 -0.002108019205419065 -0.00079231520762019147 0.00013626190612855011 0.001987656656535706 0.00017545858123753447 -0.00091196454408049303 0.0017162900553153307 0.0017534928097986313 -0.0010134701655147599 0.0019422070438303084 0.00099913013935896381 0.00013534729912555686 0.00014645343912365367 -0.0017668854528662093 0.00076864819827564485
leaf_weight=0.9314444559495294 0.32912336662411634 0.28408308986968478 0.21837437537033122 0.32885722874198098 1.6012618603999726 0.47202216016739873 0.93205932851560647 0.28596086619290872 0.61897726915776674 0.91563827358186145 0.56270771459048763 1.6568616517470216 0.48897002614103258 1.0986743615376324 2.5531728068526718 0.54652804100260155 0.40286736708367243 3.3326298913598293 1.0056967223063109 27.165777799823672 0.81469634303539251 0.85174769116565574 0.70051059499382862 0.48724901699461032 0.41098453977610905 1.0348013178445388 0.68776598945260048 40.937449194563669 0.53584477445110579 0.33903698576614261
leaf_count=23 6 103 13 12 234 21 194 46 17 19 18 44 42 69 116 175 31 244 34 1861 139 35 36 25 24 18 5 960 51 18
internal_value=0.00014201 4.64823e-05 -0.000328729 -0.00103559 -0.00154772 -1.05531e-05 -0.000659778 0.000201935 0.000172328 0.000212356 -0.000742321 0.000852547 -0.000394771 -0.0013128 0.000167264 -0.00112485 0.000237957 0.000307435 0.00139015 0.000158834 0.00018906 0.000559846 0.000153642 0.000274456 0.000486165 0.000173268 0.000951847 0.000148042 0.000126978 -0.000784307
internal_weight=92.5318 35.6694 8.21952 2.55136 1.81964 5.66816 1.8635 56.8624 54.3874 52.1071 2.28036 2.47496 0.818093 1.66138 50.1857 0.832489 0.731725 3.80465 1.92133 27.4499 49.3533 4.30315 45.0501 3.45141 2.96416 44.2354 1.38828 42.8471 41.8123 0.874882
internal_count=4633 2736 772 290 247 482 217 1897 1805 1701 104 92 48 87 1648 221 43 265 53 1964 1427 200 1227 165 140 1088 41 1047 1029 69
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=13 8 6 4 20 20 17 6 18 4 4 6 13 23 5 20 20 5 10 17 5 16 16 22 19 17 22 13 6 15
split_gain=0.120497 0.158031 0.184813 0.14387 0.218802 0.140501 0.134212 0.165576 0.133622 0.143476 0.392318 0.209211 0.251529 0.326184 0.3447 0.476217 0.309432 0.287836 0.231955 0.238448 0.147622 0.145987 0.130135 0.126831 0.24286 0.201681 0.328961 0.438316 0.357122 0.190575
threshold=97.873318238950006 2.8477776226000002 13.185308072600002 310.6261364962001 49.960114208400007 48.96897326980001 243.29790314680005 8.2451926476000015 17.108018746400003 309.77412212245002 312.24436677560004 13.005303866850001 105.21549739325002 0.11636500000000001 21.363989181350004 41.685324604100011 40.165165956550005 22.825270530250005 62.041548276350007 203.83164298205003 20.389142059250002 22.584947186600004 11.949972055800002 -0.036264999999999999 14.651182102100002 205.09306577200002 -0.088880000000000001 112.67059178900001 14.055328400500002 43.79812286300001
decision_type=2 2 2 2 2 2 2 2 2 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 22 -3 -8 9 23 -11 20 -13 14 15 -14 -16 21 -19 -20 -12 -18 -5 25 -25 29 27 28 -27 -2
right_child=8 2 -4 5 -6 -7 7 -9 -10 10 11 12 13 -15 16 -17 17 18 19 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0019769918453432568 0.00017080218935103079 -0.0017167675179850822 0.00055740899289943911 0.00010031435144353095 0.00062675828305218796 -0.0008732362297255372 -0.0019871224333170511 0.0015894295917935584 0.00095397333308868358 -0.0019860718440920713 -0.0017101695734053598 0.0012842367550307883 0.00058657248856770609 -0.0016474402556735759 -0.0013701182441936603 -0.0021251802245160459 0.00039369293925269289 0.00035417666475050013 -0.0016999941897859771 0.00056315823844880087 0.00021105501115648416 0.0018319013820721443 0.0013986395646173914 0.00025424039833968581 0.0014109294700653645 0.00013956784928472068 -0.0020427172871835889 0.0016259414010724115 -0.0020353212544386178 -0.00032359641299792058
leaf_weight=0.27760489498729102 51.252436978467358 0.6483223156428719 0.27955702003237093 0.65198388341255487 0.22437245027595054 0.27053969128701272 0.085130876941548195 0.11979469100333517 0.78843553870683436 0.40007792564574529 0.44547469420649477 0.62109213780786188 0.43357266357634194 0.4424235876649617 0.41768421413144086 0.5848051190841943 0.44896964001236461 3.9127107542990416 0.46648252705926996 0.29042409150861204 0.23481382121099159 0.68589895823970437 0.54486343965299966 23.520791016775551 0.7192227355480999 0.7684484593337404 0.41485665587242593 0.42535516398493189 0.46647315681912005 3.1837912323535411
leaf_count=292 1514 473 55 253 66 146 55 21 80 107 113 47 34 18 49 33 25 157 40 12 21 29 63 638 37 40 36 14 33 132
internal_value=0.000137306 -0.000242708 -0.000826225 9.29389e-05 -0.000813175 0.000402911 -0.00127956 0.000103646 0.000150272 0.000143241 -8.62372e-05 -1.63657e-06 8.40041e-05 -1.30229e-05 8.68459e-05 -0.000970656 0.000259926 0.000377223 0.000161968 -0.000831626 -0.00104702 0.00126293 0.000691375 0.00016991 0.00028856 0.000119016 -0.000480935 -9.06894e-05 -0.000681964 0.000141886
internal_weight=94.0264 3.10217 1.1328 1.96936 0.501977 1.46739 0.853248 0.204926 90.9242 90.1358 9.38443 8.98435 8.30406 7.68297 7.24055 1.01838 6.22217 5.80449 4.66962 0.756907 0.680289 1.13487 1.19685 80.7514 24.24 56.5114 2.07513 1.66028 1.23492 54.4362
internal_count=4633 1424 604 820 358 462 549 76 3209 3129 685 578 444 397 379 67 312 263 209 52 134 54 316 2444 675 1769 123 87 73 1646
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=13 18 23 19 18 6 5 22 5 19 9 17 17 23 9 13 20 3 13 3 7 22 18 3 6 5 22 9 23 17
split_gain=0.03763 0.129484 0.110482 0.0762304 0.0745028 0.0773804 0.0691682 0.205174 0.074499 0.220132 0.0752844 0.157769 0.166788 0.151814 0.138849 0.150429 0.123394 0.0972558 0.318933 0.111103 0.0977161 0.22091 0.0913626 0.0853716 0.258665 0.186968 0.161461 0.204246 0.135536 0.074419
threshold=95.937628385050019 17.327266398450003 0.079745000000000024 12.451004585100002 14.693728290050002 1.8500432259500001 12.306951632950001 -0.16533 13.153721664750002 12.050972309250001 186.70853236170004 187.52613723835003 186.34046889365004 0.18642000000000006 180.48474949425002 117.47755492620001 41.873095646600007 93.883646373400012 117.60122400020002 93.969677033550013 22.435297587800004 -0.088880000000000001 13.405741979600002 80.785478361850011 12.255286342800002 16.316541761950003 0.063030000000000017 208.34925031750001 0.11458500000000002 182.37451917730002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 4 -4 -1 -6 7 -2 9 -8 11 12 13 -10 -13 -16 -17 23 -19 -20 -21 22 -22 24 -12 26 27 -25 -26 -27
right_child=1 -3 3 -5 5 -7 8 -9 10 -11 17 14 -14 -15 15 16 -18 18 19 20 21 -23 -24 25 28 29 -28 -29 -30 -31
leaf_value=-0.073398105029950964 0.043676696945127297 0.050780977571579615 -0.10085792755030686 -0.00030171475863576908 -0.10088562415819856 0.018560972931211853 0.086939640989435601 -0.1014746152778431 7.0964388477693096e-05 -0.031882919806117738 -0.0029187758593106927 0.0034280828844633297 -0.075432725660695157 0.10287009922014863 0.015637081511131381 0.10152080068571093 0.033491557230596325 -0.10306426603287805 -0.060035042613581481 -0.015031657779240766 -0.10263446107039614 0.069724352152336327 0.023509302133937312 0.056629492508657425 -0.10173794536604429 0.013333710774181601 0.087528790752189334 -0.042120946374226004 -0.0081350844557619272 6.7492413811973915e-05
leaf_weight=0.11860840888038982 0.16859230230329558 0.5336937542015211 0.21386244879745664 0.11643385777460935 0.057952829206527667 0.84552377217357844 0.36131283571012218 0.23055598604514571 4.975527337153606 0.274265992018627 4.8122571357234838 1.6054181543076995 0.28597371568321239 0.14793044701218594 1.0563543393509465 0.55529725225642301 0.51289300119969994 0.38489002593541899 0.29771517061817609 0.95524908321385715 0.13142145997699162 0.5159547139119236 0.10196300089592114 0.4819148042006407 0.44038057966099575 4.592789616668596 0.45420551928691566 0.37045256339479238 0.23846177803352475 53.316187746226205
leaf_count=68 27 77 556 32 100 457 14 181 758 33 191 70 21 4 45 18 31 117 20 65 17 30 27 32 112 63 33 21 31 1382
internal_value=0.00140637 0.00169384 -0.0151313 -0.0654105 0.00111684 0.0108992 0.00135479 -0.0401656 0.00157039 0.0356651 0.00128613 0.00980071 -0.00110937 0.0030391 0.0256232 0.042395 0.0688565 0.000126294 -0.0196957 -0.00367027 0.00617412 0.033207 -0.0475237 0.000857578 -0.0110705 0.00196368 0.0393723 0.013711 -0.0688574 0.00111964
internal_weight=79.154 77.8017 1.35238 0.330296 1.02209 0.903477 77.268 0.399148 76.8688 0.635579 76.2332 9.13939 5.40943 5.12346 3.72996 2.12454 1.06819 67.0938 2.38719 2.0023 1.70459 0.749339 0.233384 64.7066 5.4911 59.2156 1.30657 0.852367 0.678842 57.909
internal_count=4633 3420 1213 588 625 557 3343 208 3135 47 3088 947 783 762 164 94 49 2141 276 159 139 74 44 1865 334 1531 86 53 143 1445
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=5 23 6 5 3 7 10 5 21 20 13 3 0 15 13 10 22 2 18 3 20 7 5 17 21 5 6 10 4 23
split_gain=0.121692 0.208249 0.180842 0.339745 0.282568 0.217758 0.480576 0.177534 0.20803 0.168767 0.156608 0.668671 0.529473 0.43599 0.402289 0.352485 0.294444 0.49797 0.451206 0.285523 0.278573 0.25411 0.52194 0.283248 0.24925 0.299734 0.245248 0.23855 0.222508 0.206374
threshold=23.605484525250002 -0.25587999999999994 16.405383309150004 24.953649448350003 92.913112988300014 22.929105819350003 61.740440965750004 24.458659404000002 15.294585115650001 48.914776625700007 112.67059178900001 87.399085362750014 90.321439350550008 36.548474543700003 111.12203990580001 65.571493801650021 -0.059424999999999999 71.708303056200009 13.807773949150002 88.813214339350012 39.427119987250002 24.040556609400003 18.678742451450002 180.19381692845005 12.092691673150002 13.252098438300001 14.935348962050002 69.633754036750005 143.58239362595003 0.083555000000000032
decision_type=2 2 2 2 2 2 2 2 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 9 3 -3 -4 6 -6 -7 -9 -2 11 13 15 16 -13 20 17 18 -1 -14 -12 27 23 -23 28 -26 -24 -19 -18 -25
right_child=1 2 4 -5 5 7 -8 8 -10 -11 12 14 19 -15 -16 -17 24 21 -20 -21 -22 22 26 29 25 -27 -28 -29 -30 -31
leaf_value=0.00081200418892686706 -0.0020218616772380701 -0.0015818745975451245 0.0017228792709443666 0.00011465161873125492 1.1170515375290699e-05 0.00044091513044571679 -0.0020517364972945638 -0.001308619585327798 0.0001731449095761533 0.00046896635291563538 0.00069930444331275064 -0.00018301183353457452 0.00027310368679723114 -0.0017347320420228411 -0.0021023553242124149 -0.00084188477991991196 0.0020417211432787541 -0.0010698482161450701 -0.0020659113548233961 0.0016567342226549661 0.00015263778146281019 -0.0019932995300650132 -0.0020498548815731641 -0.00057634312548522474 0.00059789092204984154 -0.0020129370009302006 0.00017159238957705647 0.00083494624070777667 0.0003049312826384853 0.00019522002857956484
leaf_weight=0.28048482351004611 0.36036221259382806 0.75622387340990549 0.39616111479699512 1.1349264926975591 1.8867557898993239 4.2959178888704628 0.56394520675530646 0.54394461995980226 1.1028151336358858 0.14734470704570413 3.9519059627782545 0.82713448868571393 0.940104008186608 0.48679694830207054 0.85264681465923786 1.2772881733253587 0.2878608256578542 0.28693433327498441 0.82700926744746539 1.4700214285403488 38.484418497944716 0.2589190585188107 0.72018552376539524 1.5613769945968545 0.3004719075797756 0.38654930101620266 0.26006858589244075 2.1236517524412193 19.173506978309604 9.1052540959068704
leaf_count=8 162 73 13 72 273 83 222 54 8 13 92 221 32 87 48 36 3 41 121 42 609 185 131 486 66 47 12 206 699 488
internal_value=0.000120057 -7.20229e-05 -1.36993e-05 -0.000563747 0.000104649 2.82692e-05 -0.000463537 0.000231085 -0.0003163 -0.00129898 0.000145683 5.20088e-05 0.000222328 0.000108341 -0.00115726 0.000172999 0.000133563 -7.03278e-05 -0.00133705 0.00111703 0.000203546 2.76637e-05 -8.98817e-05 3.30909e-05 0.000289645 -0.000871079 -0.00146049 0.000608217 0.000330621 8.22789e-05
internal_weight=95.051 11.1884 10.6807 1.89115 8.78954 8.39338 2.4507 5.94268 1.64676 0.507707 83.8626 37.7389 46.1237 36.0591 1.67978 43.7136 35.5723 15.4239 1.10749 2.41013 42.4363 14.3164 11.9058 10.9256 20.1484 0.687021 0.980254 2.41059 19.4614 10.6666
internal_count=4633 973 798 145 653 640 495 145 62 175 3660 2849 811 2580 269 737 2493 1678 129 74 701 1549 1302 1159 815 113 143 247 702 974
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=3 18 20 13 20 13 12 15 13 15 21 9 15 16 7 23 9 9 3 3 20 22 21 20 0 8 10 7 9 22
split_gain=0.111209 0.152994 0.145 0.145698 0.123727 0.12835 0.248827 0.135772 0.152233 0.129392 0.122059 0.12166 0.131444 0.119583 0.204732 0.232204 0.184641 0.285133 0.176419 0.334522 0.166272 0.324645 0.158438 0.232149 0.285422 0.233758 0.141583 0.130017 0.163289 0.18713
threshold=95.002044955650021 12.678381831100001 49.064150740050003 96.357027853400012 47.927946529500012 97.873318238950006 172.53297924300003 23.585080304000005 81.048947258600009 18.581945927850004 15.551195696050002 39.44667418560001 7.0363378272500006 22.724946859200003 22.093462376800005 0.080110000000000028 186.70853236170004 185.98753508445003 93.883646373400012 94.297668925450012 42.686561923500008 -0.088039999999999993 5.0192588681500014 40.986363433950011 85.823648898300021 7.943800736700001 67.254468591300011 22.460452099450002 190.07378137140003 -0.102645
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 4 -4 5 6 -1 8 -8 -7 -2 12 -6 14 15 26 17 22 27 20 -20 -22 -16 -24 -25 -26 -11 -18 29 -29
right_child=1 -3 3 -5 11 9 7 -9 -10 13 -12 -13 -14 -15 16 -17 18 -19 19 -21 21 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.0019783190721548065 8.3382838886289043e-05 -0.0011504572872639003 -0.0001102207220434227 -0.0020095873704964475 0.0016869012338261847 0.0006275582610241944 -0.0019910517481791161 -0.0019917121283424761 0.00024265563309710476 -0.0011000436927458056 -0.0020040803051666152 0.0015149014836754601 -0.0019952831102165044 0.00068362597143254876 0.00078352801591017533 -0.0016057908922810285 0.00073594892936272712 0.0012702644557207553 -0.0020326400726415552 0.00096433989571032594 -0.0020353620277261302 0.0010272000300782687 0.00067580195350535872 8.5125326169781541e-05 0.00026971327918690302 -0.0021472820270713594 0.0013191127518355373 0.00036025544147508568 0.00013108182011604833 -0.0006331638200172871
leaf_weight=0.30408085256976791 2.0912399507215014 0.58712439732153132 0.45502299095824028 0.23570508839111426 0.062947074580732898 2.1211730413779142 0.12653332905239256 0.13082612919743031 1.6083521698960792 0.15281317185144772 0.11354105506325129 0.46657880279235542 0.091382180566142779 1.5111412618425664 1.5970887814692094 0.54865260945916816 1.2992668510414649 1.2935705315321682 0.46944518865347962 0.38709716172888864 0.25428484471922264 0.27918007686093926 1.5371353404116233 2.1404209026368339 0.22848525581503043 0.47091334639117122 0.23768473311793059 1.0753497621044519 66.935606068407651 2.2635669703595331
leaf_count=402 396 324 215 96 18 75 244 37 450 30 32 35 27 42 57 46 34 37 57 15 34 31 21 34 39 20 19 18 1704 44
internal_value=0.000124311 -0.000260981 0.000136495 -0.000758363 0.000143552 0.000137325 -0.000333578 -6.55121e-05 7.97409e-05 0.000149374 -2.41166e-05 0.00101573 -0.000493411 0.000137106 0.000126932 -0.00078325 0.000137586 0.000435629 0.000107899 -0.000583959 -0.00118156 -0.000432621 0.000254904 6.20168e-05 -0.000270212 -0.00135768 0.000372427 0.000121335 0.000109972 -0.000313218
internal_weight=91.0762 2.79191 88.2843 0.690728 87.5936 86.9727 2.16979 1.86571 1.73489 84.8029 2.20478 0.620908 0.154329 82.6817 81.1706 0.939151 80.2314 7.26761 72.9638 1.39001 1.00291 0.533465 5.97404 4.37695 2.83982 0.699399 0.390498 71.5738 70.2745 3.33892
internal_count=4633 752 3881 311 3570 3490 1133 731 694 2357 428 80 45 2282 2240 95 2145 208 1937 137 122 65 171 114 93 59 49 1800 1766 62
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=5 13 3 13 15 0 13 22 2 6 3 20 23 21 5 23 7 5 17 6 10 23 0 16 21 21 18 3 3 6
split_gain=0.191856 0.252751 0.467536 0.384928 0.372802 0.360875 0.327451 0.315986 0.396524 0.57152 0.310768 0.28572 0.2408 0.230544 0.306602 0.215396 0.206816 0.490285 0.285217 0.233558 0.223845 0.208508 0.226695 0.242807 0.220582 0.201332 0.200101 0.235798 0.428564 0.198061
threshold=23.605484525250002 112.67059178900001 87.399085362750014 111.12203990580001 36.548474543700003 90.321439350550008 113.98793627290001 -0.059424999999999999 71.708303056200009 15.345358541850002 88.813214339350012 38.474425342400004 0.091885000000000022 12.092691673150002 13.252098438300001 0.11071500000000002 24.040556609400003 18.678742451450002 180.19381692845005 14.935348962050002 69.633754036750005 0.083555000000000032 102.65877371115 16.499961415900003 12.315862460400002 3.8811533507500005 14.032563378150002 86.26455603170001 85.589753040950015 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 2 4 25 7 6 -3 8 9 -1 -7 -8 -2 26 -15 -14 20 18 -18 -19 -10 24 -23 -24 -20 -4 -9 28 -28 -13
right_child=12 5 3 -5 -6 10 11 13 16 -11 -12 29 15 14 -16 -17 17 19 21 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0019332366489960293 -0.00044921514218095162 -0.00073175297155022266 -0.0019928605308363479 -0.0020804811214380011 -0.0016703913250081625 0.00018872927621669064 0.00090533564955743947 0.0014036532105134961 -0.0010406799225467632 0.0019885171170796979 0.0016732309631347308 0.00037523223671022561 0.00028457355367620985 0.00066864776341434744 -0.0020110022530988713 -0.00063811383798908952 -0.0019929047257346293 -0.0020476558356379375 -0.0011775552201663717 0.0002008636181434311 0.00077257603016460201 0.00026368312804905971 -0.0019940656108547871 0.0014399887836881531 0.00039189624473991988 0.0003953026185168908 0.00027690864084939094 -0.00081762418872113841 0.0015531252769646047 0.00010073989632247425
leaf_weight=0.8310228399914148 4.1352276117413549 1.2527495129033912 0.1707122778420842 0.68253234936855733 0.43976361176464607 0.92044179933145587 2.6788463043048969 0.66787932108855841 0.29950697550520944 0.17252685315907001 1.319243357516825 21.161264216993004 6.2646352249284973 0.29456159720530095 0.37084053258149652 1.1515185190510235 0.26194728345171547 0.68239002604968924 0.93879461492485805 0.24009806921822019 2.0763803246354655 8.449617880294678 0.33484991762401328 0.10366786035592668 0.54369260593375657 0.66212369641471014 16.568065599380027 0.68508836350520042 1.0774284769431677 19.345909752766602
leaf_count=124 788 36 56 48 87 32 63 30 41 5 42 358 137 66 47 48 185 131 331 12 206 257 220 11 155 165 624 18 30 280
internal_value=0.000166707 0.000199571 7.74688e-05 -0.000988844 0.000123586 0.000295189 0.000256484 0.000146388 -6.86298e-05 -0.00125902 0.00106315 0.000285151 -7.00918e-05 0.000309692 -0.000824769 0.000141306 1.7123e-05 -9.12095e-05 2.77583e-05 -0.00146243 0.000543995 7.87974e-05 0.000192345 -0.00118224 -0.000601969 -9.42161e-05 0.000349426 0.000311015 0.000354834 0.000244137
internal_weight=94.7833 83.2319 36.5535 1.51537 35.0381 46.6785 44.4388 34.5984 14.9345 1.00355 2.23969 43.186 11.5514 19.6639 0.665402 7.41615 13.9309 11.5551 10.6326 0.922488 2.37589 10.3706 8.88814 0.438518 1.48249 0.832836 18.9985 18.3306 17.6455 40.5072
internal_count=4633 3660 2849 269 2580 811 737 2493 1678 129 74 701 973 815 113 185 1549 1302 1159 143 247 974 488 231 486 221 702 672 654 638
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=5 3 22 22 7 5 13 10 4 4 22 5 20 8 20 3 20 0 7 5 10 5 13 3 15 5 16 18 23 23
split_gain=0.137381 0.152795 0.234661 0.150663 0.155317 0.104189 0.279211 0.351133 0.130812 0.334593 0.226055 0.266857 0.205819 0.312762 0.257773 0.40013 0.387846 0.289763 0.812653 0.192337 0.556712 0.19345 0.17284 0.849461 0.630742 0.478064 0.424745 0.374267 0.352473 0.209012
threshold=11.783123780850001 75.790323155500019 -0.16533 -0.21563499999999999 29.911984439950004 13.252098438300001 101.03763345850001 81.339300736700025 309.25865594525004 312.24436677560004 0.09450500000000002 16.316541761950003 40.165165956550005 8.2435668022500028 41.559097512700014 92.585121096400016 42.876019054300009 89.057864029250013 24.799466712900003 21.363989181350004 73.007768990450018 23.714185006400005 109.34496908160001 83.866451379300017 29.171703351550004 18.160071980500003 16.759960807900004 14.780131328250002 -0.061414999999999997 0.099465000000000012
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 -2 22 -10 12 -12 13 -11 15 -14 17 -16 -19 20 -18 -21 23 29 25 28 -27 -24 -25 -7
right_child=5 2 -4 4 -6 8 -8 -9 9 10 11 -13 14 -15 16 -17 19 18 -20 21 -22 -23 27 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0019901651857169565 0.0016421683299987456 0.000571890774389591 -0.0019900799216903513 0.0003975899031171587 -0.0019799344941528853 0.00024074188116066607 -0.0009454370002983908 -8.0588279013708684e-05 -0.0017306711015903705 0.0003065240647773744 0.00083789367169740119 -0.0017213095768978982 0.001617907773155934 -0.0018691567477952442 -0.001582294105539108 0.00012967977495190712 -0.0017723622966305686 0.0020245292487803533 -0.0016954711089629195 0.0015580092282900641 0.0013937936918185841 0.0002849497039422226 0.00019829556576594654 0.00077847516926199953 -0.0020217877063291507 -0.00087316071673478718 0.0013809879232618092 0.0013576810015719456 -0.0020430995545081916 -0.00033356448643807364
leaf_weight=0.13465853054242427 1.0288195611501572 0.20208366802762612 0.42977516335122334 1.1965167773802239 0.11586989356425204 19.250125298021892 0.39007939491420973 0.81535220811201714 0.4478591590304849 0.52495780374738099 0.21676187962293703 0.56486434939142782 1.0534610389731809 0.49221228616079316 0.91844583377678624 2.0388655076967552 0.51968400516489088 0.4103704085573554 0.50192328574485146 0.60567983389046309 0.36241178389173001 1.8938765188904652 54.654906459976701 0.22533238124015043 1.2051959703094324 0.53464783057142973 0.80569807233405299 1.09188429173082 0.69590407737996418 2.7894073522475074
leaf_count=187 67 34 218 552 225 415 28 68 143 65 14 58 63 49 76 37 43 9 50 35 28 107 1397 13 180 235 22 24 63 128
internal_value=0.000132321 -0.000366251 -0.0011707 -1.49854e-05 0.00018768 0.000143343 0.000561706 0.000880497 0.000133161 -7.22328e-05 1.28094e-06 -0.00101159 8.62084e-05 -0.000746296 0.000188174 0.000636674 -7.79043e-05 -0.000804834 -2.21305e-05 0.000315637 -0.000471537 0.000593431 0.000159833 2.61368e-05 -0.00087609 -0.000265549 0.000481835 0.000221004 -0.00135295 0.000168055
internal_weight=96.1176 2.0789 0.631859 1.44705 1.31239 94.0387 2.23425 1.84417 91.8045 10.5514 10.1035 0.781626 9.32189 1.01717 8.30472 3.09233 5.21239 1.83074 0.912294 3.38165 0.882096 2.49956 81.2531 25.5063 3.46678 2.26158 1.34035 55.7468 0.921236 22.0395
internal_count=4633 1216 252 964 777 3417 163 135 3254 777 634 72 562 114 448 100 348 135 59 213 71 142 2477 1056 513 333 257 1421 76 543
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=17 10 0 13 18 23 12 13 10 17 2 12 7 3 17 22 17 19 13 9 9 6 2 15 0 21 18 15 21 0
split_gain=0.0423234 0.161364 0.504592 0.196429 0.141967 0.134025 0.131446 0.22457 0.206819 0.127556 0.104185 0.0940928 0.2231 0.182178 0.177155 0.132706 0.111126 0.0998382 0.0791496 0.067876 0.297431 0.0877678 0.112555 0.0924056 0.0608322 0.071199 0.0573573 0.132078 0.226237 0.196909
threshold=205.96542837505004 67.031326566450005 96.324766355850002 116.99094400460001 15.502113896900001 0.08919500000000001 328.37985594320008 117.61735474900001 74.927328095600004 205.28496454895003 335.38346138495007 222.66054638440002 26.826254787300005 82.081315180750025 236.15709471040003 -0.078504999999999991 238.05090660085003 12.150980378200002 94.456287955200011 215.63980588275004 217.47560379410001 17.755414852450006 56.799426908350007 43.376643616500012 110.78598263955001 16.241109211600005 15.917243450850002 20.538897842700003 6.5280300271500007 102.90611185915002
decision_type=2 2 2 2 2 2 2 2 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 10 -4 -5 9 8 -8 19 -2 13 -13 14 17 -14 -17 -6 24 21 -21 26 -23 -24 -10 -26 -1 28 29 -28
right_child=1 2 4 5 11 -7 7 -9 18 -11 -12 12 15 -15 -16 16 -18 -19 -20 20 -22 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0015619566360599831 0.027276044528858869 -0.10242516116926298 -0.10485815638173052 -0.080217983061050449 0.035445703038853277 0.033528876163379656 -0.088701238653874623 0.0543959524096638 -0.10157457003817633 0.054291644342959633 0.10066049508101001 0.078465853824520676 -0.10099447310168011 0.0059046119294021921 0.048108020352421316 -0.10084210964037124 0.065518021559607273 -0.10162389233688723 0.070154257291396557 0.086717603136259813 0.0024521566963674902 0.021038303504084768 -0.10203698850654166 0.043805020093235003 -0.10070291844368776 0.081020610307561899 0.094988984548268318 -0.0012542290128841483 -0.014671561473481899 -0.029186272959842715
leaf_weight=65.862667182025461 0.60255072673316934 0.5838184916137833 0.13074311471427824 0.24388730456121266 0.060924667777954578 0.18006817391142249 0.59400192918201244 0.24063336293329485 0.072945249296026304 0.4790679544894364 0.28495446988381445 0.44694327485194651 0.14566904702466876 2.2117473819525912 0.12869777577361674 0.053908641743191432 0.1573586244485341 0.41583370804619335 0.13414315586487646 0.51157857887301306 2.3115998862112974 0.18751641362905402 0.25550880425998912 0.052344458083098289 0.032596059868978955 0.063680798673885874 0.67160894557673534 1.9734058139256374 0.48377968622071421 0.15768348660563447
leaf_count=2492 39 86 16 41 67 8 171 20 40 20 26 40 146 18 51 42 35 119 42 26 141 23 198 6 61 7 37 66 197 352
internal_value=0.00169881 -0.00664617 -0.0159431 0.0240893 -0.00248575 -0.0319059 0.00233491 -0.0313892 -0.0543929 0.00286102 0.0508379 0.00121051 0.0313873 -0.00740032 -0.0560036 -0.0275629 0.0230682 -0.0841079 0.0127842 0.00252103 0.0177216 0.00190484 -0.0400375 -0.0772394 -0.0326934 0.0194952 0.00220531 0.0150983 0.0396745 0.071378
internal_weight=79.7319 5.64711 4.33564 1.31146 3.75183 0.423955 74.0848 1.138 0.897367 72.9468 0.887505 3.62108 0.80388 2.8172 0.605456 0.356936 0.211267 0.476758 0.303365 72.4677 2.82318 69.6445 0.49537 0.307853 0.169222 0.0962769 69.1491 3.28648 1.31307 0.829292
internal_count=4633 734 620 114 534 49 3899 341 321 3558 65 518 263 255 237 223 77 186 150 3538 167 3371 227 204 108 68 3144 652 586 389
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=15 23 6 19 9 22 8 7 15 17 13 22 3 17 22 13 19 22 23 23 22 18 21 16 0 12 23 4 0 15
split_gain=0.0375756 0.192068 0.0753021 0.0668276 0.147719 0.0833288 0.225823 0.202868 0.134017 0.141772 0.156671 0.169274 0.0973117 0.116606 0.0812511 0.185032 0.253184 0.165031 0.101046 0.153546 0.102421 0.0933066 0.148364 0.0907809 0.129206 0.0905052 0.081746 0.0792398 0.0783918 0.105296
threshold=46.723315192750007 0.090465000000000031 16.265380038000004 14.651182102100002 201.16241229375001 -0.27494999999999997 8.3434888241000014 25.257178691350003 42.33967733730001 173.77968723070003 108.34217419895002 -0.59496499999999986 81.549000470900012 196.01244718945003 -0.16164499999999998 117.57433941890001 14.251149826300002 -0.25224999999999992 0.086955000000000018 -0.15544999999999998 -0.24023999999999998 13.328768336950002 6.5613067478000007 12.604970524100002 109.89341454020003 194.34319615655002 -0.25587999999999994 160.20223982390002 97.886760529650019 20.538897842700003
decision_type=2 2 2 2 2 2 2 2 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 6 8 -8 9 -1 11 28 13 -13 15 16 17 -7 19 20 -19 22 -21 24 -16 -22 -27 -17 -11 -30
right_child=1 -3 -4 4 -6 14 7 -9 -10 10 -12 12 -14 -15 23 27 -18 18 -20 21 25 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.10290974808275642 0.01514935238784222 0.0024029454259836074 -0.089844609693703281 -0.00010995699536112206 0.061223350751942754 -0.10342713047388022 -0.089122666786330407 0.032105079532066309 -0.11749410438788202 0.09791548564437566 0.080488315454365078 0.075570157222174639 -0.1016527619914849 -0.10048965005864932 -0.084797498442767072 0.071936145301705376 0.09688694574221364 -0.056406908567668973 0.071630340209129895 0.065832641435442069 -0.029985070705062067 -0.10176290166462398 -0.1019565726730277 0.0017580985083118395 0.0075901599659347471 0.012018235346073975 0.080686061699387968 -0.10265024052803336 0.05822200132949773 -0.061559363167996518
leaf_weight=0.094309393744310355 0.084211700712330084 2.0482990301316022 0.36172883965991787 1.1203614459373046 0.6045942120545077 0.11658453785912604 0.59565725536958769 0.17968178211594932 0.081346016377210506 0.15474055643426243 0.34971689487429103 0.094149874197910211 0.18654250365216285 0.06265101085648439 0.29326465879694197 0.031019317626487353 0.43125281977700058 0.12440844204684254 0.30574880009294236 0.12941190128003555 0.15138250169547995 0.16720748621602866 0.088901090810395544 69.903229294230414 0.31287119968405364 0.27770473187774769 0.46141364199866075 0.1605638148394064 0.18458287231612758 0.12182683072751388
leaf_count=106 9 75 94 33 37 50 69 20 2 9 24 22 34 90 338 10 19 36 44 108 38 101 55 2463 452 44 56 90 75 30
internal_value=0.00153434 -0.010545 -0.0700175 0.00192672 0.0213873 0.0014795 -0.0181348 -0.0610286 0.00687315 0.0149762 0.0246085 0.000317319 -0.0528434 0.00522409 0.00204549 0.0199647 0.0279839 0.0116819 0.0195474 0.00817636 0.0285843 -0.0455489 -0.00249423 0.00142397 -0.0371094 0.0404581 0.0548859 -0.0743829 0.0398974 0.0105976
internal_weight=79.2794 2.49424 0.445941 76.7851 1.72496 75.0602 2.1052 0.775339 1.32987 1.24852 1.15421 0.804494 0.343343 0.156801 72.955 2.4456 2.25402 1.82276 1.70618 1.40043 1.01491 0.38552 0.218313 70.5094 0.606136 0.890501 0.739118 0.191583 0.46115 0.30641
internal_count=4633 178 103 4455 70 4385 481 89 392 390 284 260 146 112 3904 651 551 532 482 438 174 264 163 3253 790 138 100 100 114 105
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=17 10 0 13 18 4 23 2 17 22 15 9 21 9 5 5 21 8 6 22 22 7 18 14 14 15 19 6 21 7
split_gain=0.0379907 0.131213 0.459188 0.169141 0.127625 0.114017 0.108199 0.105168 0.101347 0.0938677 0.170753 0.20941 0.0955768 0.0864613 0.0796289 0.0642385 0.0629936 0.0581127 0.114876 0.0827538 0.183231 0.081813 0.111852 0.0575251 0.052214 0.0522827 0.320374 0.282001 0.275963 0.257158
threshold=205.96542837505004 67.031326566450005 96.324766355850002 116.99094400460001 15.502113896900001 433.65962021140007 0.08919500000000001 335.38346138495007 205.28496454895003 0.13747000000000004 23.884857921950005 184.36538191430003 10.899813468900001 203.42345995920002 21.191508333600002 20.608876568850004 16.241109211600005 9.5425530862500008 17.435407375500002 -0.10040499999999999 -0.11334499999999999 21.698399695800003 11.939817493900003 129.42733769190002 144.12207640715005 34.139075990150012 13.751109481500002 14.815346158200002 11.772995266200001 26.545218975000001
decision_type=2 2 2 2 2 2 2 2 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 7 -4 8 -5 -2 17 10 11 -6 -13 -14 15 16 -7 18 24 20 23 22 -19 -20 -1 27 29 -26 -29 -27
right_child=1 2 4 6 9 14 -8 -9 -10 -11 -12 12 13 -15 -16 -17 -18 21 19 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.027009941709419883 0.023834374420445968 -0.10220179294125316 -0.10439063433681871 -0.077486467820840288 0.051855328285275559 -0.10059743342566761 0.027865008421753767 0.1005984007056596 0.048287998949315111 0.057407855376716693 0.0082854344891050164 -0.10185169102335366 0.062125964435138306 -0.10060639789700641 -0.088092951626822458 0.10083097800164183 0.027522849333907497 0.048221525603748518 0.047357688607896485 -0.098976112721430434 0.10086115238623038 0.073901130206510554 -0.10119964851162117 -0.10311044218581933 0.00016397673206322588 -0.091550139778169962 0.0015522573377595003 0.028251378308499664 -0.063020342917391795 0.0025548857346670006
leaf_weight=0.61224659081926702 0.58841692295391002 0.52977505219314469 0.11896470359351985 0.22578401979990304 0.1629964910748648 0.073314328891568858 0.17155906511470675 0.25616795616224408 0.47575339262402749 0.27147171341789533 2.5317274968701895 0.40384711516890093 0.079574499512091279 0.055365804364555515 0.2373646121341153 0.046287396922707558 0.080528228209004737 0.12951598261133668 0.031307115277741104 0.18928391180543158 0.092477323021739721 0.26433744029054651 0.081700683874259994 0.13483844601250894 22.281511183797367 0.676944918319349 40.846386313871335 6.3849152930137043 0.34939422679599363 0.50852501392364502
leaf_count=29 39 86 16 41 126 117 8 26 28 57 96 187 14 38 70 2 28 14 11 150 6 25 44 75 1804 103 836 504 51 2
internal_value=0.00138463 -0.0067144 -0.0152414 0.0218047 -0.00252888 0.00197921 -0.0319993 0.0471174 0.002284 0.000928474 -0.00381329 -0.0474602 -0.0775056 -0.00464288 -0.048919 -0.00245672 -0.0335334 0.00198246 0.00175268 -0.048733 -0.0119605 0.0368249 -0.00957605 -0.0747575 0.00206823 0.00231881 6.49251e-05 0.00558376 0.023516 -0.0511824
internal_weight=78.8923 5.39565 4.15372 1.24193 3.62395 73.4966 0.397343 0.844585 73.0591 3.50498 3.23351 0.701784 0.538787 0.13494 0.437495 0.20013 0.153843 72.5834 72.1078 0.447907 0.258623 0.475554 0.211217 0.166146 71.6599 71.0477 42.0319 29.0158 6.73431 1.18547
internal_count=4633 734 620 114 534 3899 49 65 3682 518 461 365 239 52 217 147 145 3654 3571 242 92 83 58 86 3329 3300 941 2359 555 105
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=6 15 2 3 3 18 6 20 0 10 7 21 3 7 18 20 15 17 7 6 16 17 16 21 0 10 18 9 20 7
split_gain=0.111384 0.504862 0.304904 0.296954 0.549628 0.623038 0.517997 0.378728 0.244864 0.590152 0.423526 0.380978 0.412593 0.181449 0.491408 0.423816 0.309185 0.254779 0.267219 0.237434 0.349356 0.460331 0.297442 0.265735 0.253907 0.541523 0.368539 0.736149 0.232153 0.231575
threshold=14.845346859150002 38.469938489650012 344.91334945730006 86.26455603170001 85.589753040950015 14.329845562450002 15.155354102400002 37.817254840650008 95.746747857800017 70.128430332750014 22.343045670750005 3.1734339793000008 84.812788641250009 23.109894804950002 13.391483899700001 37.892416320650007 46.055224235250002 192.19686994285004 22.907491544400003 16.525386113000007 22.604947139800004 197.78839148195001 22.634947069650003 3.8811533507500005 90.321439350550008 66.859265246100009 13.876389391100002 205.22231928645002 42.055256506450007 23.913271136350005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 -5 9 -1 -11 12 -12 14 16 -16 17 -8 -19 22 -21 -22 24 -24 26 29 -15 -28 -17 -26
right_child=3 2 -4 6 -6 -7 13 -9 -10 10 11 -13 -14 19 15 28 -18 18 -20 20 21 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.00018967944990990094 0.001622907154595473 -0.0019558467272152804 0.00061020669707983913 0.00043513628293772027 0.0014768092556194615 -0.0017175698515828452 9.2203134123151629e-05 -0.0019080817349850447 0.00016162742248808842 0.00091030125307784229 0.00038161792967891323 -0.0020155186140466551 -0.002027161462093678 0.0002588554148535544 0.00082559499461546987 -0.0020355529910548076 -0.0014279884906203924 0.0015138956660443296 4.9478615931379206e-05 0.00015603037709648014 -0.0020986693159870521 0.00053996696660271921 0.0015095393217030167 0.00051202086741489682 0.00062293859444428413 -0.00064041436255923509 -0.0016981989612145111 0.00037587171460235321 -0.00031692022274237413 0.0019896361775893316
leaf_weight=4.6882181352812031 0.3517653383314604 0.75177211582194914 0.23327101883478463 0.39665565237191802 1.7043420449917901 0.55076321616070345 20.252136426888693 0.80015007357360446 27.301903699592827 0.40645208344722084 0.77825454222329449 1.2365432506776413 0.42144183890195563 14.588433510100016 0.39984451119926134 0.91712107732382697 0.48346997490443655 1.0382539029669704 0.88949997955933202 3.6846553604991632 0.67835384060163029 0.40653722983552143 1.2663540672510851 5.4266521038953215 0.90995700471103136 0.73620565817691375 1.171305866679176 1.5011072122724725 0.45067271683365107 1.001010790467262
leaf_count=245 7 68 16 10 44 41 883 52 1957 68 32 300 50 202 19 33 109 52 15 51 29 31 49 55 17 36 63 37 30 32
internal_value=0.000122556 3.61376e-05 -0.00134817 0.000174486 0.000821635 -0.000415601 0.000144889 -0.00113147 7.52847e-05 -0.000237735 -0.000942634 -0.00125177 -0.000464563 0.000172263 4.5564e-05 -0.000950175 0.000123227 0.00015704 0.000838188 0.000270935 -0.000131921 -0.0011099 0.000343167 0.000700757 0.000222947 0.000788395 0.000136228 -0.000533184 -0.00146928 0.00133885
internal_weight=95.4231 35.8179 0.985043 59.6052 2.60687 0.902529 56.9984 1.19681 34.8328 7.53091 2.84269 2.43624 1.1997 55.8016 24.431 1.76764 22.6634 22.1799 1.92775 31.3706 4.76955 1.08489 26.601 6.69301 19.908 2.64717 17.2608 2.67241 1.36779 1.91097
internal_count=4633 2736 84 1897 92 48 1805 62 2652 695 450 382 82 1743 1141 82 1059 950 67 602 111 60 491 104 387 85 302 100 63 49
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=8 22 8 23 23 22 9 14 8 5 17 22 12 17 9 9 5 21 7 7 12 13 10 19 16 8 13 16 7 0
split_gain=0.0329181 0.106992 0.124272 0.155462 0.0879914 0.0642186 0.0551734 0.0501325 0.0697293 0.0600306 0.0454762 0.11412 0.191742 0.140361 0.137293 0.179422 0.133946 0.0988334 0.177915 0.101048 0.0967393 0.269934 0.227235 0.0853482 0.0812166 0.202586 0.063472 0.0554246 0.083438 0.0532007
threshold=8.8430989333000021 -0.0098449999999999979 9.5425530862500008 0.093745000000000023 0.094595000000000026 -0.14510999999999999 203.09362050815002 144.12207640715005 8.7431769115000026 21.990725385850002 205.96542837505004 -0.053874999999999999 225.44236677700002 210.59174899425003 213.03443802080002 224.20824026050005 21.950234501100002 1.2847270946000002 25.764895874800001 26.168093931450006 328.37985594320008 117.55283175385001 74.927328095600004 13.351077205700003 18.804956025800003 8.2435668022500028 94.456287955200011 17.684958644900004 25.522455861100003 110.78598263955001
decision_type=2 2 2 2 2 2 2 2 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 -1 10 -10 20 13 24 16 -14 -16 -12 27 -19 -20 -9 22 -22 -21 25 -13 29 28 -15 -24
right_child=1 4 5 6 -6 -7 -8 8 9 -11 11 12 14 17 15 -17 -18 18 19 23 21 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.027947498924412718 0.0055803053130821035 -0.1018903347747948 0.00040907066492112574 -0.023129447359115499 -0.0020002513990314652 0.084964340677587027 -0.10235391198301591 0.0023710630771163689 0.028385880082386294 0.0024546411648734799 -0.082038126940882888 -0.087035481619610222 0.082219845067258907 0.1006610994608645 -0.095363736621146666 0.0672460897864956 0.032703481878798381 -0.097877102388343851 0.021071791516470307 -0.10094164027048268 -0.10347212790050604 0.058747824663406056 -0.10139338576237551 0.0083069167934049937 9.9886872695418736e-05 0.065877520690480015 0.066261711976708798 0.093556526447522437 -0.10085115976453876 0.020514373149254524
leaf_weight=0.56665347170928626 1.015794376988197 0.21213907866331183 0.1514392610770301 0.14711106107279182 0.15092302943958202 0.22075483274238639 0.21841712642344646 66.554129694970555 1.8032870425377034 1.7680293181911109 0.58214358840734837 0.33737548847057031 0.4627639186583109 0.037385355681180843 0.12509545504872221 0.14829364404067746 0.12328480719588697 0.22938680513107079 0.6803563647554256 0.152374679840932 0.45596439412838563 0.25702947354875505 0.062581045407569036 0.13474516363203293 1.6175733027048407 0.11657837498933077 0.12094833305673092 0.13630477641709149 0.045622365069675652 0.083643542862887443
leaf_count=36 40 42 25 9 24 30 34 3287 32 37 141 84 70 2 17 28 15 35 17 165 142 38 40 44 13 8 42 10 58 68
internal_value=0.00134647 -0.0109557 -0.000725265 -0.014544 -0.0603665 0.0505603 -0.0704691 0.00168639 0.00190724 0.0155483 0.00123495 -0.00803767 0.00518891 -0.0255414 0.0490265 -0.00715977 -0.0619852 -0.00738795 -0.0186964 7.72052e-05 0.00191176 -0.0292755 -0.0605622 -0.0496714 -0.0103895 -0.0477664 0.0126691 0.0543261 -0.0100932 -0.0316596
internal_weight=78.7181 2.11658 1.75352 1.38132 0.363062 0.372194 0.365528 76.6016 76.0349 3.57132 72.4636 4.92928 2.80768 2.1216 0.736153 0.273389 0.705428 1.41618 1.19686 0.967476 67.5343 0.980167 0.723137 0.28712 2.07153 0.453954 0.267173 0.219312 0.0830077 0.146225
internal_count=4633 204 138 83 66 55 43 4429 4393 69 4324 707 220 487 115 45 156 331 261 226 3617 330 292 209 105 92 150 70 60 108
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=9 9 16 0 23 9 20 13 17 0 6 10 16 18 22 5 23 7 13 0 5 23 2 12 7 0 17 2 21 2
split_gain=0.0328091 0.11184 0.106048 0.102984 0.101487 0.0895776 0.32654 0.17611 0.187406 0.2298 0.0953659 0.0941182 0.0781424 0.189965 0.160792 0.182224 0.111179 0.149172 0.186184 0.139844 0.123745 0.117144 0.225863 0.118839 0.12733 0.106216 0.168162 0.106058 0.102398 0.130224
threshold=186.70853236170004 185.98753508445003 22.764946765650006 99.88966183685001 0.4369650000000001 192.20980299475005 40.574766824850009 117.45067034490002 188.27285108100003 86.345209775600011 16.455384477450004 62.025417527550012 22.654947022900004 13.807773949150002 -0.098419999999999994 24.650863849000004 0.075810000000000016 24.899526511700007 104.19926021995002 97.722764583650005 22.665750084250003 0.079605000000000023 83.274686722450014 82.088033630950022 22.673598830200003 85.732241321850012 195.59800312745003 245.22092942750001 2.6195973652500002 164.37582864125002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 6 10 -8 -9 -10 11 -2 16 14 15 -14 17 20 19 -19 -7 22 -18 24 -23 26 -25 -15 29 -24
right_child=5 3 -4 -5 -6 12 7 8 9 -11 -12 -13 13 27 -16 -17 21 18 -20 -21 -22 23 28 25 -26 -27 -28 -29 -30 -31
leaf_value=-5.4750657723691858e-05 -0.034961344645593771 0.070513566479930095 0.060964407758275108 0.0082468752837073309 0.10115747083422762 0.0020210241043606392 -0.085853332049276837 -0.073730646595762922 -0.039075404490141102 0.051466456226724723 0.028875831002805549 0.0036897309548161021 -0.10684512991216522 0.10132285476107772 0.012375789764852121 0.021795929366280196 0.098372673100775285 0.10192921356361125 -0.091036533624830968 -0.045544197236472267 -0.032472505734344688 0.0049841752587666942 0.10166958449845911 -0.10331186628164923 -0.10588175829532707 0.0019284683524199966 0.026511294040877494 0.014353799499982795 0.0039069728470118772 -0.041429695405282969
leaf_weight=9.1698878895047873 0.7684995080344369 0.49437917675822862 0.30502745625563044 0.57403213819270604 0.10015301473471616 4.3352653282272504 0.6382389170212267 0.52445023207837937 0.67831194526661398 0.47775510000064969 1.1772499249782411 3.4961581279299025 0.25144097230804607 0.35401973919942964 4.4645752147298472 0.19591121008852497 0.33919828599755364 0.10653382539749134 0.48004813597071916 0.1622016144610825 1.3683003273035863 0.20045045302140252 0.24044700711965594 0.23928602532578125 0.21439272796851583 44.246542080778227 0.17113323049852625 0.23218675184762105 2.2380259350102278 0.086461168975802138
leaf_count=1951 11 37 15 9 10 84 53 29 34 11 39 96 33 16 127 17 14 2 43 79 55 14 57 48 36 1530 28 34 98 23
internal_value=0.00121082 0.00637192 0.00294776 0.0370591 0.00103874 0.000399256 -0.00970971 -0.0411341 -0.0241503 -0.00165817 0.00367999 -0.00327527 0.0017084 0.01307 0.00664861 -0.0505087 0.000560697 -0.0117633 -0.0537276 0.0129182 -0.00625406 0.00221817 0.0216849 0.000963856 -0.0523118 0.00145876 -0.0491793 0.0668758 0.0115434 0.0638225
internal_weight=78.3306 10.6435 9.57507 1.06841 9.27004 67.6871 7.76066 2.31876 1.68052 1.15607 5.44191 4.26466 59.9264 5.49813 4.91193 0.447352 54.4283 6.45235 0.748784 0.268735 5.70357 47.9759 2.90413 45.0718 0.414843 44.657 0.410419 0.586206 2.56493 0.326908
internal_count=4633 2022 1976 46 1961 2611 273 127 74 45 146 107 2338 227 177 50 2111 263 124 81 139 1848 192 1656 50 1606 76 50 178 80
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=6 15 3 3 18 6 20 12 0 10 0 7 13 23 6 20 14 3 6 21 22 19 4 4 10 6 7 18 20 23
split_gain=0.031953 0.243036 0.193449 0.42158 0.415601 0.369507 0.314781 0.179367 0.151452 0.430673 0.34004 0.195079 0.145058 0.183491 0.159171 0.145308 0.183703 0.182897 0.111874 0.387703 0.210708 0.272943 0.171191 0.120529 0.100122 0.117135 0.0943106 0.351874 0.342825 0.0937441
threshold=14.845346859150002 38.469938489650012 86.26455603170001 85.589753040950015 14.329845562450002 15.155354102400002 37.817254840650008 371.73724940330004 90.321439350550008 66.859265246100009 91.886121982450007 23.913271136350005 113.98793627290001 0.10787500000000003 15.745367888000002 37.817254840650008 151.17331664065003 89.993447458600016 14.515339148550002 0.87557407920000008 -0.122165 13.851117550450002 193.23397520390003 143.58239362595003 59.98487780655001 21.760508430800005 24.717948180000004 13.988302431200003 41.319407281650008 -0.25843999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 18 3 4 -2 6 -4 -3 12 11 -11 -10 13 -7 -14 17 -17 -16 23 22 -21 -22 -20 -1 25 -19 27 -18 -29 -25
right_child=2 7 5 -5 -6 8 -8 -9 9 10 -12 -13 14 -15 15 16 26 24 19 20 21 -23 -24 29 -26 -27 -28 28 -30 -31
leaf_value=0.071106806003812681 0.074276140394475831 -0.095844076377050669 0.022434877913053167 0.071159842300220516 -0.090510900362705565 -0.059458768083523253 -0.099837368774573193 0.034566298920982889 0.026214151065457103 -0.1029123030883613 0.025856449144493473 0.100958737443903 0.053566110807392514 0.033163043702116965 -0.0035807406847401116 -0.066324416906499567 0.0018413504878539073 -0.10119715152266624 -0.013787710876702067 0.060280105366963925 -0.10294616555865888 -0.013943198925565163 0.060016966740702594 -0.063856350445184271 0.089987384329333786 0.10055768473447367 0.030926058578784655 0.032857391420195635 -0.10642514516440922 0.0017282139566057613
leaf_weight=0.24879670306109858 0.24354852549731631 0.44899028397048724 0.3122544972002278 1.1532368125481296 0.41187838313635439 0.79734896509034914 0.64641984798981866 0.13784728321479633 0.72787165641784601 0.35481569240801025 0.48592287092469633 0.67115441849455237 0.59799479492357832 0.29229740108530677 0.63488137023523339 0.40660221008147246 38.193168675164088 0.065228760049649281 0.64603824255027509 0.14956838281068474 0.79911090532186768 0.60573791968636215 0.61199068261066714 0.21981265525483706 0.53757204726571217 0.05149376206099987 1.0417805081233371 0.25447708007413794 0.57832400349434465 25.607145874731025
leaf_count=8 7 68 10 44 41 230 52 16 19 33 18 34 34 20 8 44 1051 67 12 67 189 5 32 128 78 4 24 18 61 2211
internal_value=0.00109562 -0.00150065 0.00267483 0.034763 -0.0292781 0.00143073 -0.0600115 -0.0652109 0.00271989 0.0280783 -0.0284876 0.0620714 0.00141275 -0.034613 0.00233942 0.00160593 0.000553209 0.0346566 -0.000206436 -0.0191552 -0.0525569 -0.0645702 0.0221159 0.00183731 0.0717595 -0.0121902 0.00123187 0.000439201 -0.0638649 0.00117003
internal_weight=77.9333 29.475 48.4583 1.80866 0.655427 46.6496 0.958674 0.586838 45.6909 2.23976 0.840739 1.39903 43.4512 1.08965 42.3615 41.7635 40.4744 1.28918 28.8882 2.81245 1.55442 1.40485 1.25803 26.0758 0.654295 0.116723 40.0678 39.026 0.832801 25.827
internal_count=4633 2736 1897 92 48 1805 62 84 1743 104 51 53 1639 250 1389 1355 1198 157 2652 305 261 194 44 2347 149 71 1154 1130 79 2339
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=15 2 22 4 22 19 9 23 23 23 16 23 22 2 6 4 22 22 15 2 2 23 5 22 23 19 22 2 12 10
split_gain=0.0319659 0.193997 0.0623 0.093575 0.057931 0.054411 0.135026 0.0501377 0.227661 0.113212 0.349401 0.114413 0.0855792 0.186638 0.222333 0.152554 0.122569 0.114733 0.162135 0.143247 0.129419 0.095318 0.0846732 0.317383 0.235951 0.208559 0.124798 0.122056 0.113915 0.300757
threshold=46.723315192750007 247.02271001585004 -0.63026499999999996 253.41602286305002 -0.09280999999999999 14.651182102100002 201.16241229375001 0.11458500000000002 0.12001500000000002 0.11071500000000002 22.624947093000003 0.11296500000000002 -0.27494999999999997 166.17270395525003 13.775321858200002 290.13641166820008 -0.58835000000000004 -0.14314999999999997 36.270131511550012 72.043920985000014 193.30716668855004 0.093745000000000023 23.195398057700004 -0.064729999999999996 0.09557000000000003 14.351157895250003 -0.082654999999999992 224.74008820395002 133.01805689090003 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 4 3 -1 -2 7 -7 9 -9 12 11 -11 13 14 16 -15 -4 18 19 -14 -20 -21 28 26 25 27 -24 -25 -19 -30
right_child=1 -3 5 -5 -6 6 -8 8 -10 10 -12 -13 17 15 -16 -17 -18 22 20 21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.037594889216728919 -0.0017699175626992225 0.001018154600530145 0.067326401842843428 -0.079757898881511524 -0.1028929191396685 -0.00048203062709334025 0.060649393667556839 0.046987422700543659 0.0016825858191490844 -0.10832595218589409 0.023584497200798433 -0.019987746437580431 0.094420402376459836 0.058248609669531694 -0.090406590603627157 -0.064251581112630629 -0.057041619336241814 0.0038654730431755008 0.099829496490004638 0.0059901662883497311 0.015278933574318268 -0.10110658923471522 0.0089731857220954666 0.00055596899110564168 0.07959655049712891 0.072268041922541867 -0.024308645630455851 -0.10359275113922158 -0.049666630338622807 -0.0031440101852997456
leaf_weight=0.098969019825743909 0.072272268065717404 2.0832339696353301 0.18480308075231733 0.21677455785243183 0.26210646596155041 1.1024269086774428 0.53747288634622226 1.290088734269373 7.9094551687632446 0.45088029679391073 0.64491990208625793 0.21726381286907781 0.18152151747926115 0.36756608953783143 0.55193759766541461 0.14052618314852339 0.13873068255610721 23.306692676590401 0.38876509480178345 2.9262075394749449 0.33881102144368924 0.085533161946386715 2.995602356717427 0.59742466033003372 0.96012449711270154 0.37868334391532699 1.8058384483738334 0.13863796598525369 1.4698134035461432 25.459771372113835
leaf_count=26 31 89 31 43 58 33 36 36 199 35 6 25 26 37 123 134 64 842 17 919 39 33 92 148 37 31 43 39 48 1313
internal_value=0.000986744 -0.0103308 0.00135212 -0.042974 -0.0810363 0.00153981 0.0195536 0.00113475 0.00803586 0.000138559 -0.0289206 -0.0796006 0.000749875 -0.0238434 -0.0518236 0.024368 0.0139976 0.00130738 0.017855 0.00814836 0.0604568 0.00294863 0.000171365 0.0105787 0.0432603 0.0119641 -0.00354423 -0.0190605 -0.00125318 -0.00568321
internal_weight=77.3029 2.41761 74.8852 0.315744 0.334379 74.5695 1.6399 72.9296 9.19954 63.7301 1.31306 0.668144 62.417 1.38356 0.875471 0.508092 0.323534 61.0334 3.92084 3.19326 0.727576 3.01174 57.1126 6.87631 2.07487 1.11475 4.80144 0.736063 50.2363 26.9296
internal_count=4633 178 4455 69 89 4386 69 4317 235 4082 66 60 4016 389 218 171 95 3627 1034 978 56 952 2593 390 255 218 135 187 2203 1361
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=5 5 10 10 6 6 20 14 9 18 3 0 21 0 16 3 9 22 9 20 10 16 3 10 9 7 15 22 3 13
split_gain=0.114502 0.168448 0.170579 0.306153 0.154513 0.274394 0.240374 0.22161 0.439145 0.208744 0.183639 0.745095 0.774375 0.272975 0.24285 0.229441 0.192319 0.267849 0.379353 0.175437 0.309956 0.904574 0.413972 0.383265 0.301634 0.298683 0.249113 0.246553 0.243203 0.30688
threshold=12.306951632950001 13.252098438300001 78.537927364800012 81.339300736700025 13.665319288000001 13.775321858200002 42.320906304050006 278.00273168625006 56.26909282270001 16.922055371600006 85.589753040950015 95.988709089550014 1.0221947271500003 93.843319501450011 18.044957803000003 84.812788641250009 206.50942114985003 -0.076544999999999988 218.96512164950002 38.474425342400004 66.859265246100009 18.974955628300005 89.256809930900019 63.910026677050006 197.20558004415003 22.502236473750006 33.221582556000008 -0.084729999999999986 86.092494711350014 113.95029785905002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 -6 -3 -9 -10 11 12 15 19 -14 -7 -13 18 -18 24 22 -22 27 -24 26 -25 28 -21 -12 -30
right_child=1 4 3 -5 5 10 -8 8 9 -11 13 16 14 -15 -16 -17 17 -19 -20 20 21 -23 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.00032814523681689141 -0.00054219734708479701 4.8001366634846923e-05 0.0018401044242185086 7.1200097105076322e-05 0.001523381971885632 0.00089985381463012631 0.00033143401976809181 0.00098644525268381362 -0.0014760453661460473 0.00034588348945307731 0.0019960792420477573 0.00036644180560756114 -0.00032592260838412175 0.0011763971770288803 -0.0019232662287151316 -0.00053599995562884483 -0.0020418117180733162 0.00023679998075116913 4.380355349284896e-05 0.0019851921571121464 0.00052040032991832342 -0.0020638895198068713 0.00015355996131151501 0.00038691994682997369 0.0011741400596455703 -0.0018981044076544873 0.00051413679013146904 0.00031247032936825307 -0.0017572853367803527 0.00011159041676117674
leaf_weight=2.0598232462753563 0.33391187162487668 8.1153062809498788 0.79823891120031454 0.71144857761464664 1.0095978346653276 0.86017720837844469 1.8286998383700845 0.47917740477714632 1.3419326271432508 0.29490879257355107 0.14271088596433301 7.8554612782609166 0.46640069095883552 1.0463293740176585 1.698771806200966 0.8513437996916764 0.59466872038319729 2.2360689035849646 0.76876683795126155 0.7436749842017889 1.1932643045329308 0.92395392432808865 47.099544982298539 0.33915152483677857 1.7149160751141606 0.62565430131508037 3.4021764112403616 0.62225367687642463 0.59312311345684043 0.7847493071021745
leaf_count=1267 30 367 50 32 42 20 16 48 210 53 4 70 30 29 269 22 40 33 27 29 49 64 1293 112 75 41 74 17 114 106
internal_value=0.000128922 0.000139444 0.000725999 0.0010065 0.000127104 0.000157039 0.000755416 -9.93538e-05 -0.000664487 -0.00114779 0.000134261 -5.70026e-05 -0.000800034 0.000183768 -0.00157918 0.000185632 0.000194461 -0.000180865 -0.000865847 0.000165918 0.000127282 -0.000607384 0.00015875 0.0001285 0.000465959 -0.00109487 0.000219253 0.00122318 -0.000440524 -0.000692891
internal_weight=91.5362 89.4764 1.8436 1.50969 87.6328 77.4015 2.8383 10.2313 2.11602 1.63684 74.5632 15.3317 3.87669 59.2315 2.16517 1.71152 11.455 3.5995 1.36344 58.1852 51.5475 2.11722 49.4303 48.0644 6.63768 0.964806 4.92276 1.36593 1.52058 1.37787
internal_count=4633 3366 112 82 3254 2576 58 678 311 263 2518 511 341 2007 299 42 170 100 67 1978 1605 113 1492 1446 373 153 298 46 224 220
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=3 9 3 6 5 0 4 22 16 3 0 18 2 22 20 17 18 18 18 22 0 15 22 20 15 22 20 16 23 20
split_gain=0.0901246 0.244329 0.540339 0.230184 0.266582 0.225075 0.316775 0.220632 0.282453 0.18732 0.174389 0.684315 0.282554 0.173973 0.163976 0.163457 0.269343 0.157195 0.169302 0.129612 0.176668 0.267891 0.315118 0.161642 0.225715 0.134746 0.237945 0.188181 0.206933 0.126298
threshold=93.883646373400012 186.16747084260001 94.227769014100019 16.565387047600002 28.006145904900002 85.823648898300021 197.71977442185002 -0.074029999999999999 21.074950717600004 93.905154038450021 85.990333302400003 13.087929333200002 86.916594916350007 -0.016014999999999998 40.636252116050009 190.4716172434 12.964611930900002 13.063922652800002 13.141419083100002 -0.25224999999999992 87.028078140750011 37.646552559600003 -0.59496499999999986 39.955516828000007 19.077611477100003 -0.16164499999999998 44.701063782750005 12.604970524100002 0.078655000000000017 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=5 7 29 -4 13 6 -1 9 -9 -2 11 12 -7 -5 -13 16 -11 -12 -19 20 -20 22 23 24 -22 26 -21 28 -27 -3
right_child=1 2 3 4 -6 10 -8 8 -10 15 17 14 -14 -15 -16 -17 -18 18 19 25 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.001161344089467423 -0.0021602769333603253 -0.0019984426023958229 0.00070555561837434941 -0.0020316939043025467 0.00070228691179995378 -0.00033735080307677201 0.00014194196672244529 -0.0011671351650900399 0.001921883215842374 0.00020701480916628554 0.00051301136833515368 0.00057035204509196856 -0.0022187980905081905 0.0006015680261029331 -0.00020735743339762427 0.0017129665992571324 -0.0015127758319985398 -0.00058416300833727776 -0.0021620814307272869 0.0012398768488026746 0.0016384353388772166 0.0017458117716613597 -0.001193194961305566 0.00081689002962154016 -0.0020169924457195598 -5.843399926456509e-05 -0.00029653754567702471 0.00015122431601746864 -0.0019798625877825693 -0.00074812717016285886
leaf_weight=1.9678598437458266 0.1429621186107396 0.74744545950670749 1.1908284471574009 0.43586935214261791 0.36647598301351536 0.50903162360191234 2.897783990483731 0.14505917953647252 0.52821614244021475 3.2834481265235818 4.2033964266447574 2.0058581312187016 0.77278329955879599 0.12387578014022393 2.169913703110069 0.23424130186322134 0.39190777439398505 1.2795392837724637 0.18213012767955605 1.0985310321748816 0.094491950409520298 0.25346813115174871 0.98283761969616978 0.77452701747824904 0.20769206477689295 0.61778253557691343 0.59878098680201208 62.302147199238107 0.33093381506279229 0.53147256714873947
leaf_count=29 5 58 26 74 35 12 41 172 17 385 70 15 38 26 36 13 113 24 9 124 49 13 233 73 28 261 126 1957 511 60
internal_value=0.000125784 -7.13724e-05 -0.000472561 0.000135346 -0.000597765 0.000145019 0.000554229 0.00021692 0.00125634 4.42346e-05 0.000119617 -0.000218462 -0.00147164 -0.00144893 0.00016622 0.000124847 2.36314e-05 0.000144918 0.000122404 0.000135809 -0.00030274 -0.000156333 -0.000390429 0.000342347 -0.000873952 0.000152657 0.000697858 0.000138027 -0.000728672 -0.00147886
internal_weight=91.3713 8.1218 3.39597 2.11705 0.926221 83.2495 4.86564 4.72583 0.673275 4.05256 78.3838 5.45759 1.28181 0.559745 4.17577 3.9096 3.67536 72.9263 68.7229 67.4433 2.49515 2.31302 2.05955 1.07671 0.302184 64.9482 1.69731 63.2509 0.948716 1.27892
internal_count=4633 984 279 161 135 3649 70 705 189 516 3579 101 50 100 51 511 498 3478 3408 3384 405 396 383 150 77 2979 250 2729 772 118
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=5 3 22 7 22 5 21 10 0 7 7 20 21 5 22 15 20 8 18 18 19 20 4 12 20 17 6 17 21 16
split_gain=0.121112 0.165517 0.187941 0.139706 0.162185 0.113012 0.215067 0.451106 0.436118 0.386776 0.443035 0.190609 0.242095 0.18181 0.318199 0.214091 0.200249 0.166073 0.257248 0.170207 0.397218 0.333552 0.243776 0.391551 0.217581 0.310282 0.225589 0.324399 0.217263 0.437707
threshold=11.783123780850001 75.790323155500019 -0.16533 29.911984439950004 -0.21563499999999999 23.605484525250002 6.5280300271500007 61.917879202350001 87.028078140750011 22.958251375150002 19.506002767000002 40.767054867700004 2.2933574171000006 23.195398057700004 -0.06828999999999999 42.33967733730001 41.808689985400001 8.8430989333000021 13.154691941050002 13.900697602550002 14.351157895250003 40.679780036550007 308.58584608000007 252.38897074515003 39.656620114300004 188.06121519230001 16.455384477450004 190.19286262750003 8.9448347342500032 15.954962690350003
decision_type=2 2 2 2 2 2 2 2 2 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 13 7 11 -9 10 -8 12 -7 15 -15 17 -17 19 -19 22 28 -22 24 -24 -2 -26 -27 -28 -21 -30
right_child=5 2 -4 -5 -6 6 9 8 -10 -11 -12 -13 -14 14 -16 16 -18 18 -20 20 21 -23 23 -25 25 26 27 -29 29 -31
leaf_value=-0.001986609372449552 0.00068532672844572387 0.0004903702057177143 -0.001987048512260428 -0.0019771400572709897 0.00046108503899890482 0.00015087420389101703 0.00025511428229408164 -0.001782911077158575 0.00048494324894840339 0.0003769891434219843 -0.0020585334504029285 0.0011194493686404227 -0.0020239214514303568 0.00021476729061893217 0.0015594446786791314 0.00022600250477144838 -0.0014569664183896691 -0.001672326119237218 2.7037755642541092e-05 0.00021363119310667403 0.00066457799128281545 -0.0013835378869384524 0.00044151088883677826 -0.0017369387492002107 -5.4368785963827582e-05 0.00055313891997225994 0.00078267006180562579 -3.9744915406485217e-05 0.00037123045888819844 -0.00090807064788244569
leaf_weight=0.11457845827794688 5.5809745618848856 0.16977891260830802 0.38401423257528211 0.12011661028805054 1.1356119087055265 1.3512111928430375 0.6963695282993283 1.1939645856909917 0.44846566836349655 6.4486086371325655 0.58594764127701637 0.61650941154039163 0.23033920667512564 1.9859293289046038 1.0261983052478161 0.5051781169604499 0.5884293713606894 0.45123616466298599 1.4210157288580374 30.151367390632004 0.41384218912571569 1.1700575683498753 0.70295278112280246 0.57807792770472588 8.5204273080780712 13.061707605142148 2.4415732100605947 7.534008146263659 2.0617892992122497 2.0512238396331668
leaf_count=137 124 34 218 275 552 152 163 252 33 98 115 136 24 44 36 33 21 25 69 1054 19 91 16 41 227 208 28 72 161 175
internal_value=0.000163959 -0.000322902 -0.00122753 4.26938e-05 0.000236757 0.000174161 -6.99226e-06 -0.00038626 -0.00116367 0.000181416 -0.000802094 0.000194638 -0.000165866 0.000200284 0.000672884 0.000181852 -0.00067954 0.000194224 -0.00038253 0.000208764 0.000111588 -0.000848405 0.000299437 -0.000541536 0.000328444 0.00026533 0.000383571 0.000161545 0.000155964 -0.000266777
internal_weight=93.7415 1.9241 0.553793 1.37031 1.25019 91.8174 11.5714 3.84049 1.64243 7.73093 1.28232 2.19806 1.58155 80.246 3.01213 77.2339 1.09361 76.1403 1.87225 74.268 35.8483 1.5839 38.4197 1.28103 37.1387 31.5577 23.0373 9.97558 34.2644 4.11301
internal_count=4633 1216 252 964 689 3417 973 597 285 376 278 312 176 2444 80 2364 54 2310 94 2216 1500 110 716 57 659 535 308 100 1390 336
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=12 17 7 19 13 5 22 15 2 0 0 7 8 20 18 8 5 22 12 16 20 19 16 6 17 7 5 5 23 7
split_gain=0.0348822 0.0965009 0.092311 0.249406 0.0559093 0.13146 0.100058 0.0544466 0.0498044 0.0477726 0.1549 0.156094 0.0443594 0.129685 0.246109 0.0895331 0.113961 0.0586275 0.072554 0.0728176 0.0686361 0.0529575 0.176258 0.206434 0.103046 0.211587 0.146859 0.283258 0.225064 0.284104
threshold=82.846568806150017 183.32030055335002 22.650953015950005 12.651020723000002 117.97223122220002 27.179953022650004 -0.11963999999999998 42.968808980200009 62.357017394150006 96.978061681550017 92.168410086200012 21.115414688150004 8.8430989333000021 40.00488309970001 14.215125380400002 8.7431769115000026 21.990725385850002 0.63131000000000015 87.111491403900018 19.934953383400003 43.521589032450009 14.451165964200003 22.534947303500005 16.485385178400005 188.27285108100003 22.598495330900004 21.438877744300004 21.701709660250007 0.088565000000000019 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 9 -3 -4 8 7 -7 -6 -2 10 11 -1 15 -14 -15 17 -17 18 19 -10 -19 -20 23 -23 -24 -26 -27 -28 29 -29
right_child=4 2 3 -5 5 6 -8 -9 12 -11 -12 -13 13 14 -16 16 -18 20 21 -21 -22 22 24 -25 25 26 27 28 -30 -31
leaf_value=0.03765290248894599 0.025596619298623752 0.0036723598189247193 -0.0015827852620778123 -0.10114426403212713 -0.10228496365492051 -0.075520718197752676 0.05961800702953314 -0.02059700421507454 -0.10166807289898364 -0.016068222314116507 0.043109179968758994 -0.085115114239487977 0.0043959175166482104 -0.10778604379214932 0.049752706158490971 0.043115479807368823 0.0029560060079478895 0.079425001716959057 1.4407795323027504e-05 0.018012379957164548 -0.015389541226105849 -0.065403826264476772 -0.01273972074495857 0.011125568450000803 0.06699274483930473 -0.0037392629682659051 0.090959178260024323 -0.026464381765788955 -0.001926879428857117 0.081460716871122676
leaf_weight=0.1845345655747217 0.88157731147202767 0.64830645243637253 0.58323281237971947 0.44250436616312072 0.20537460614286729 0.075209254908259027 0.20178831550583709 0.13537758817983558 0.13521236780627433 0.59647680035050132 0.83917694841511548 0.23603486127922224 1.0328063446067961 0.32156075003149442 0.1433791839517653 1.1834878276567899 1.7536352399038149 0.20248547834523734 56.008824849729422 0.081469792872667313 0.1225618926982861 0.67898481266456545 1.4426251407712687 0.73296638857573271 0.74731449809041706 3.5706011943984759 0.54596689157187928 0.34288409996952418 2.6989338338680682 0.84501759119302733
leaf_count=37 23 13 29 29 48 74 35 11 53 12 11 14 46 57 9 29 25 48 3635 3 22 31 35 15 50 80 11 29 81 38
internal_value=0.0012564 -0.00845519 -0.025865 -0.0445337 0.00171915 -0.0282392 0.0229257 -0.0698311 0.00197103 0.00724592 0.0182849 -0.0312478 0.00168411 -0.0153471 -0.0592039 0.00204292 0.0191379 0.00130622 0.00110319 -0.0566697 0.0436744 0.00128834 0.0074365 -0.0256762 0.0120232 0.0161055 0.011354 0.0235115 0.0140374 0.0503085
internal_weight=77.6203 3.53027 1.67404 1.02574 74.09 0.61775 0.276998 0.340752 73.4723 1.85622 1.25975 0.420569 72.5907 1.49775 0.46494 71.093 2.93712 68.1558 67.8308 0.216682 0.325047 67.6141 11.6053 1.41195 10.1933 8.75072 8.0034 4.4328 3.88684 1.1879
internal_count=4633 145 71 58 4488 168 109 59 4320 74 62 51 4297 112 66 4185 54 4131 4061 56 70 4005 370 46 324 289 239 159 148 67
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=5 3 22 22 7 9 16 6 20 5 19 4 22 6 15 20 6 22 20 20 13 18 22 22 21 20 20 9 4 6
split_gain=0.0336378 0.094546 0.140397 0.0959299 0.097814 0.0864795 0.0802655 0.145811 0.0884593 0.0854795 0.264206 0.148475 0.0725012 0.066023 0.0606065 0.0605309 0.0493055 0.0460441 0.0401015 0.384017 0.131525 0.322617 0.190045 0.3056 0.271732 0.264838 0.345786 0.151264 0.126852 0.106611
threshold=11.783123780850001 75.790323155500019 -0.16533 -0.21563499999999999 29.911984439950004 53.996381295800006 12.604970524100002 11.945279099550001 39.525197829750006 13.153721664750002 12.250988447150002 310.24664133230004 -0.22932499999999997 1.8500432259500001 16.596563276100003 40.722669576350008 12.040281319250001 -0.18437499999999998 38.474425342400004 38.751720283100006 113.98793627290001 13.378437733750003 -0.054875 -0.093604999999999994 4.6633733285000014 38.238138001450004 35.374259656300005 191.61296531520003 271.42658756670005 16.695390085100005
decision_type=2 2 2 2 2 2 2 2 2 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 13 12 7 -7 -9 10 -8 -12 14 -5 -2 17 -10 -15 20 -20 22 -22 23 24 25 26 28 -25 -11 -21
right_child=5 2 -4 4 -6 6 9 8 16 18 11 -13 -14 15 -16 -17 -18 -19 19 29 21 -23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.10096909694269821 0.064318145237713648 0.028812551357693075 -0.101089517849451 -0.1009129591493083 -0.10072736638575319 -0.10084053721959306 0.08217859146170392 0.07094034046797533 0.069822516024181477 0.075733838889128879 -0.089684567777359392 0.061851052948251009 0.082439851419043655 0.10049607371453598 -0.030029720377345581 0.04092816866713328 -0.064271832159416689 -0.10053009777081912 -0.080219463756063619 0.0013112601137009487 0.0076493246734848979 0.086532158956735897 0.010654856408724486 0.00039670573202324906 -0.10408510272070109 0.094502755515298048 -0.086765020342410903 -0.1036517188160212 -0.00058671478984231602 -0.035271144920175294
leaf_weight=0.081018485455160771 0.11349371448886814 0.12544226750105736 0.24707580995982426 0.04005147718663582 0.068872072761379854 0.21601841799565491 0.4598462381400158 0.12551163293426271 0.033876784393214621 0.32875486914599628 0.19513153695152141 0.0967006410646718 0.2394787183002326 0.01443955022841692 0.1701738912051951 0.62423136153938685 0.14387592946059158 0.054016526682346466 0.58996852138079603 61.738293483875168 2.5456654439185518 0.65106867486610998 5.2656621155256271 0.18773170351050783 0.22584881053626293 0.32058666669763614 0.38504645452121622 0.54634710983373225 0.64514129879535176 0.80704293149028572
leaf_count=187 17 34 218 64 225 182 29 41 7 47 37 32 22 1 32 283 91 204 33 1991 155 35 129 11 33 7 88 81 13 304
internal_value=0.00113747 -0.0150997 -0.0573461 0.00273059 0.0132115 0.00140552 0.0011248 -0.0380551 0.00666755 0.00139612 0.0349488 -0.0394722 0.0419233 0.0239209 0.0077183 0.0311388 -0.0387156 -0.0581273 0.00105638 8.17716e-05 0.00659891 0.0237151 -0.000322683 -0.0222226 -0.00110234 0.0127459 -0.00654127 -0.0770426 0.0251766 0.000839225
internal_weight=77.2864 1.25515 0.372518 0.882629 0.801611 76.0313 75.5081 0.519283 0.303264 74.9888 0.751678 0.291832 0.523146 0.732739 0.283668 0.692687 0.177753 0.0684561 74.2372 63.1353 11.1019 3.19673 7.90512 2.63946 1.90538 1.67953 1.35894 0.734079 0.973896 62.5453
internal_count=4633 1216 252 964 777 3417 3346 321 139 3025 98 69 71 552 49 488 98 205 2927 2328 599 190 409 280 188 155 148 92 60 2295
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=17 5 2 6 17 17 4 22 5 2 19 16 7 10 19 15 15 19 12 22 9 16 21 16 21 20 20 20 21 16
split_gain=0.0367401 0.0965769 0.0399139 0.0468422 0.0354326 0.342741 0.277456 0.129224 0.126319 0.0817521 0.0784491 0.17734 0.0869034 0.0845337 0.0809506 0.167491 0.12629 0.239228 0.171166 0.178523 0.173265 0.123367 0.185298 0.15361 0.232354 0.279867 0.219938 0.204914 0.18534 0.114731
threshold=162.04221493815001 28.543718473100004 100.00310400885002 16.575387281250006 182.37451917730002 183.93802912725002 147.36370056065002 -0.031989999999999998 16.546942136250003 52.497771754550008 11.450923895500003 9.7049773055000017 26.709562027450005 89.89935142405001 12.250988447150002 20.538897842700003 23.884857921950005 12.851036860900001 222.66054638440002 -0.051199999999999996 202.70031010240004 15.839962959300001 7.961078016750001 18.634956423400002 5.8464528668500009 39.955516828000007 41.243661560350013 47.309807198350008 4.6112647835500011 14.184966829400002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 -7 11 12 -11 -14 15 29 17 18 19 20 -16 22 -18 24 25 -23 -27 -26 -28 -12
right_child=4 2 3 -5 5 9 7 -9 -10 10 14 -13 13 -15 16 -17 21 -19 -20 -21 -22 23 -24 -25 27 26 28 -29 -30 -31
leaf_value=-0.088995353211499095 0.0068100587432620742 0.10093265525956566 0.10063760333930015 -0.10025075319603183 0.0096878986869390928 -0.066818911133888298 -0.0061511881625637421 -0.00066990405663730349 -0.11149536863032289 -0.10154425015752522 -0.00019487425126486164 -0.093716624351577293 0.094814988829793237 -0.045306822831763925 0.012737410437812555 0.003023170766960015 0.0016236640843628693 -0.073173220786258444 0.062288852096827031 0.0050389584600912295 -0.10418666813649191 -0.089574399349658204 0.076578032376920985 0.0025001602514265141 -0.092700467720209082 0.040834401869970699 -0.10153717862025685 0.045794669842176908 0.033947360965474849 0.07559335217657262
leaf_weight=0.14718902569120373 9.6624546420763391 0.05047457292675972 0.018507163971662521 0.031132995276493602 0.57595972949638863 0.1749632814899077 0.13634173612445 0.18038033824882393 0.68930850987180747 0.04524340842857455 0.28625487981457753 0.26737478179515506 0.14013945483748103 0.062147943069561506 0.19570392800051228 2.3979124580282587 0.82106155290966742 0.64305342807256227 0.33269089065561264 1.2642015031451586 0.35963199262550916 0.30593718731688513 0.55126057806410245 54.654637855619512 0.62778628287196614 1.0174055421666706 0.24392871861346055 0.1287408036278066 0.17228255622831057 0.66095453083835309
leaf_count=305 993 2 1 75 6 13 42 36 64 42 190 183 24 208 43 82 20 199 79 32 46 50 33 1416 134 37 128 48 19 83
internal_value=0.00102502 -0.0374568 0.0383155 -0.0253543 0.00114926 0.000332097 -0.0456604 -0.0773478 -0.0940996 0.00144543 0.00162867 -0.0372497 0.0237441 0.0517659 0.00193826 0.0170868 0.00111185 -0.0196535 -0.00366267 -0.0157215 -0.0629819 0.00210369 0.0317328 0.00139222 -0.0228673 -0.00274685 0.0157824 -0.0691323 -0.045456 0.0526895
internal_weight=76.8451 0.247304 0.100115 0.0496402 76.5978 66.9353 1.58199 1.00603 0.82565 65.3533 65.1784 0.514906 0.247531 0.202287 64.6634 3.34512 61.3183 2.79528 2.15223 1.81954 0.555336 58.523 1.37232 57.1507 2.49608 1.73955 1.43362 0.756527 0.416211 0.947209
internal_count=4633 383 78 76 4250 3257 148 142 106 3109 3096 457 274 232 2639 355 2284 399 200 121 89 1885 53 1832 416 234 184 182 147 273
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=20 0 23 22 6 20 20 3 20 9 23 21 21 10 21 17 18 18 2 8 23 9 4 3 13 22 21 20 17 20
split_gain=0.0963917 0.245267 0.310562 0.336717 0.350285 0.338742 0.254961 0.229577 0.226168 0.206302 0.493428 0.21654 0.454559 0.390126 0.37886 0.236262 0.251116 0.191996 0.191746 0.182879 0.265581 0.209133 0.171116 0.146447 0.146328 0.16888 0.136863 0.136177 0.130728 0.120205
threshold=42.081757894750005 86.208098410950015 0.10876000000000002 -0.11692 16.375382608200002 43.847983878700006 42.783136484500005 75.962384475800022 42.686561923500008 211.24289424260004 0.089345000000000022 1.7791739561500002 3.0344668838000004 66.439865777750015 5.514213733400001 187.63270803470002 13.391483899700001 11.634276750250001 137.50513673700002 8.2435668022500028 0.081775000000000028 205.93480238635001 376.61861354110005 79.804191144250012 115.13321943645001 0.059500000000000011 11.007427546000001 42.027798546600003 188.51582982015003 42.527280425250005
decision_type=2 2 2 2 2 2 2 2 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 17 -5 6 8 -1 18 11 24 13 29 -3 19 -16 -17 -2 -6 21 -21 23 -19 -14 25 26 -11 -9 -7 -13
right_child=1 9 -4 4 5 28 -8 27 -10 10 -12 12 14 -15 15 16 -18 22 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011931492703559242 -0.001977958612464074 -0.0021321287263858296 -0.0020371760181483434 -0.0020227202649613146 0.00020364927695002655 0.00010544515597812952 -0.0017488054594004888 0.00016516358641037321 0.00037111552980068031 -0.0017067765850010681 -0.0020574190182457179 0.00031759735919641277 -0.0019883394964438474 0.00054823953996613155 -0.00069475547215239446 0.0013666416859373176 0.00028976073433858963 0.0012335634066061949 -0.0020289900580372044 -0.00020924946256853141 -0.0021478112179987839 0.0019272373804845788 -0.00093368036967047272 -4.9003746925352458e-05 0.001133034275846367 0.00014410627137470276 0.00043664282510665395 0.00067848787045579769 0.0014617910885820163 0.0017635482620923281
leaf_weight=0.47026983912394271 0.095601650828029849 0.40878181881271913 0.38470213762047922 0.50082114976976599 0.23875289488933116 0.83337450366161625 0.6623458338799536 60.661910357214538 0.85425561193551403 0.40542973186711639 0.53164715761567993 0.29089378181379533 0.17952476158279684 0.42669752601796063 0.8593202579154412 0.89855077210813661 11.330590117388054 0.95803703645651672 0.38861949085912784 0.56274056271649875 0.52536425273865461 0.17715774258977024 0.16405157567714923 0.90125142888427945 0.38470556307584036 1.6156378909945486 0.15962829900672659 2.0541966640448655 0.40644807145145023 0.92052126254657196
leaf_count=631 55 24 41 58 15 46 105 1914 18 87 60 9 117 53 311 23 442 132 58 9 82 61 53 52 21 10 14 30 16 86
internal_value=0.000130356 3.00281e-05 -0.000338317 -0.000210227 -0.000492242 -0.000265723 -0.000737495 0.000171742 -0.000285399 0.000128243 -0.00033819 0.000210878 0.000259768 -0.000763206 0.000168992 0.000299053 0.000368886 0.000689446 -0.00117934 -0.000556612 -0.00114524 -4.74555e-05 0.000916708 -0.000371141 1.80988e-05 -0.000178592 -0.00110126 0.000181977 0.000550093 0.00141634
internal_weight=89.2518 26.0655 5.48701 5.10231 3.88462 3.3838 2.14397 63.1864 1.48163 20.5784 3.09705 17.4814 16.6459 0.835479 15.4345 13.0885 12.2291 1.21769 0.627372 2.34604 1.0881 1.25793 1.12209 1.08078 2.5654 2.1807 0.565058 62.7161 1.23982 1.21142
internal_count=4633 2058 597 556 316 258 196 2575 91 1461 192 1269 1192 77 1097 776 465 240 73 321 91 230 185 169 132 111 101 1944 62 95
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=9 0 16 9 22 20 22 22 13 18 22 8 3 22 19 16 9 2 6 4 9 5 0 10 17 22 6 23 15 20
split_gain=0.0315863 0.0875461 0.124044 0.0663733 0.0900057 0.0756892 0.0745196 0.108652 0.0692564 0.111975 0.0712488 0.0843223 0.059953 0.170951 0.055495 0.124169 0.114926 0.045061 0.0431237 0.274358 0.169879 0.142094 0.192733 0.102914 0.0619508 0.0569331 0.241039 0.0677322 0.198209 0.0503527
threshold=38.283670303850009 113.1679565431 16.094962363000004 53.996381295800006 0.050115000000000014 46.645430295100006 -0.24150999999999997 -0.61402999999999996 95.811270852950017 17.327266398450003 0.20852500000000004 2.7478556007500008 69.085308578100012 -0.15962499999999999 11.850956171350001 17.684958644900004 207.52229237540004 145.83272221200002 13.665319288000001 274.81987900165007 194.43273554075003 16.316541761950003 97.886760529650019 74.927328095600004 207.26881593930003 0.053690000000000009 12.255286342800002 0.08729000000000002 16.891056077300004 38.474425342400004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 7 -2 10 18 11 -5 -1 -14 -11 16 -16 -8 19 25 23 22 -20 -21 -22 26 27 28 -10 -23
right_child=3 -3 -4 8 5 -7 17 -9 9 14 -12 -13 13 -15 15 -17 -18 -19 21 20 24 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.089355760540791362 0.080670024177709132 -0.10075601862084445 -0.10079627914590461 -0.0019008682579462089 -0.10095966354807501 0.072514982208496989 0.00055043068018986057 -0.10118160559234057 0.091766771778163544 0.090058311156649681 0.057785736388359266 -0.10057651813333718 0.067302757768591848 -0.10043044653218602 0.059222823099553457 0.10052942668440526 -0.10096989175199488 0.07461706785244808 0.073605327848609681 -0.061941169206283724 -0.10220182410703404 0.0081068437220630351 -0.011665379849179073 0.036604274935769412 -0.037449168729721739 0.0069251407123068522 -0.087132506962991865 0.007628684439861819 -0.10245381498137769 -2.2011254343079885e-05
leaf_weight=0.10283723919564991 0.057863429572535097 0.11412188338010765 0.1005932297284744 0.153967898146674 0.084925890199428977 0.035734337492613122 0.10105010137863146 0.076019497523589052 0.073556071234633147 0.1948235952295353 0.06336881426977925 0.19792742730601276 0.1486082491283014 0.10279051126872218 0.079936757683753967 0.12003081291913986 0.10184303368441761 0.43893527048203396 0.62718252110062056 0.17728612277278422 0.4827578502590768 8.8346040472828218 0.4590978844644269 0.26346079228096642 0.21291588072199374 5.2576409179819166 0.35984790650400089 1.927547895505995 0.18395390003570355 55.433990644088226
leaf_count=37 10 293 106 46 106 4 18 54 11 16 28 437 40 150 6 17 43 87 41 54 88 499 29 28 45 98 106 66 89 1981
internal_value=0.00102885 -0.0224454 -0.00279638 0.00120459 0.0299561 -0.049584 0.0441982 -0.0225864 0.000900835 0.00112696 -0.0398246 -0.0574021 0.0250329 -0.00127905 0.0484524 0.0215951 -0.0305259 0.0607566 0.0008106 -0.00570384 -0.0516092 0.00170162 0.0375671 -0.00303466 -0.0823838 0.000982158 -0.0112957 0.00119351 -0.046976 0.00109541
internal_weight=76.5692 0.568951 0.454829 76.0003 0.794529 0.12066 0.673868 0.133883 75.2057 74.7905 0.415264 0.351895 0.354236 0.251399 0.496634 0.301811 0.18178 0.539985 74.2938 8.93897 1.13642 65.3549 1.08628 0.440747 0.695674 7.80255 2.54491 2.18506 0.25751 64.2686
internal_count=4633 626 333 4007 279 110 169 64 3728 3217 511 483 227 190 82 66 49 105 3135 585 215 2550 70 82 133 370 272 166 100 2480
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=22 22 7 4 15 9 8 14 0 9 9 8 15 9 16 8 10 17 16 16 9 10 17 3 10 20 20 6 17 0
split_gain=0.140722 0.259139 0.323029 0.339593 0.345251 0.2594 0.143288 0.188494 0.142038 0.13212 0.106187 0.0972938 0.227514 0.153106 0.174271 0.191527 0.129301 0.132512 0.0883707 0.56605 0.342175 0.408247 0.632142 0.439265 0.255187 0.217264 0.326044 0.188709 0.185831 0.224375
threshold=-0.25105499999999997 -0.58319500000000002 23.299327580650004 270.14719820550005 33.221582556000008 211.71843659965 8.3434888241000014 227.64501646235001 100.01333091085002 193.70978346765003 213.52050414910005 1.7486353823000003 18.019770707250004 53.996381295800006 12.604970524100002 2.8477776226000002 90.937096262400004 201.39543491635001 15.774963111300002 18.594956516900002 191.61296531520003 71.053259929650025 191.75825325995004 77.709882260600011 78.728807892050014 43.61821939175001 43.663128814500006 11.085259005300001 194.56623159050002 97.886760529650019
decision_type=2 2 2 2 2 2 2 2 2 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 8 -4 7 -1 -3 -9 -8 12 16 -13 15 -15 17 -2 27 20 -20 22 -22 24 -23 -25 -27 -16 -29 -30
right_child=11 2 5 -5 -6 -7 10 9 -10 -11 -12 13 -14 14 18 -17 -18 -19 19 -21 21 23 -24 25 -26 26 -28 28 29 -31
leaf_value=0.0014903584344173452 0.00075229706425843795 -0.0020063865501784906 -0.002080112921520467 -0.0020331861385890384 0.0017326019015485681 0.00049946674662296241 -0.0014704584237857569 -0.0013535978627969088 0.0019897758418826071 0.00034502778344729925 0.0001241548160629728 0.00094868201197494649 -0.0019764075580578824 0.00038544493786227447 -0.00076470033423757923 -0.0016128113656582381 -0.0019700125830653084 -0.0019851636993861955 0.00021507845993368204 0.0001660047923397497 0.0018707760306165408 0.0016418345426986612 -0.0020004804816788559 -0.0019764548671261338 -0.0012106112835500273 0.0020623387452948041 -0.0019817222703945622 0.0002322886535652716 0.0016671887532785997 0.0003990060446525162
leaf_weight=0.50360377180913962 0.56848468881207626 0.18014693650957159 0.76397988370547409 0.22322361507394817 0.45562878233613446 0.18645430715696421 0.296064052148722 0.20757134620180284 0.042208358645439148 1.1592477366884848 0.35078012882149778 0.90798572699713886 0.27742440119163803 0.31244396113561279 0.62014392063429014 0.45002777371882985 0.10010863849379348 0.077220636816491606 1.5571974250124174 67.712980578835413 0.43324956159631289 0.27283558831550214 0.25918634136905894 1.6613791761337777 0.21608177700545639 0.13763059675693501 0.17298509704414755 10.692066301106022 0.82192078582011108 1.5439300249563528
leaf_count=38 152 110 120 58 18 48 20 88 1 77 21 123 226 49 75 470 234 56 300 1595 22 24 63 177 29 1 97 238 35 68
internal_value=0.000123779 -0.000219774 -0.000776569 6.44789e-05 0.000755127 -0.00157406 0.000189791 0.000464897 -0.00124782 8.70668e-05 -0.000605708 0.000140683 -0.000460445 0.000147691 0.000139318 -0.00079397 0.000103455 0.000424921 0.000147583 0.000120284 -0.000536947 -0.000908315 0.000421722 -0.00128255 0.000381168 -0.00169504 -0.000189841 0.000292129 0.00034232 0.000839586
internal_weight=93.1642 4.36891 1.85164 0.901208 0.677984 0.950434 2.51727 1.87042 0.222355 1.36682 0.646844 88.7953 1.02324 87.772 86.8641 0.762472 0.745814 0.645705 86.1016 72.4235 4.71055 3.15335 0.692436 2.46091 0.488917 1.97199 0.310616 13.6781 13.0579 2.36585
internal_count=4633 599 355 187 129 168 244 203 111 165 41 4034 668 3366 3243 519 442 208 2724 2308 713 413 85 328 53 275 98 416 341 103
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=5 5 22 15 20 23 23 23 15 9 20 16 20 0 7 20 21 21 5 22 18 21 16 23 3 15 13 16 23 16
split_gain=0.0317597 0.110275 0.23607 0.122994 0.132734 0.100237 0.124647 0.184428 0.0977893 0.0908546 0.0905192 0.192217 0.204984 0.185176 0.160526 0.144472 0.119209 0.0806888 0.338093 0.264563 0.112427 0.100244 0.0767094 0.0736221 0.197547 0.0702819 0.0699016 0.165743 0.333575 0.165664
threshold=23.605484525250002 23.195398057700004 -0.06828999999999999 42.33967733730001 41.808689985400001 0.091885000000000022 0.11071500000000002 0.42293500000000012 41.54912092575001 192.39832633775004 48.393869453650005 22.634947069650003 40.574766824850009 86.162394622750014 17.817961733300006 41.542492784600007 9.1670574189500034 15.678076857950002 21.191508333600002 -0.156745 16.922055371600006 15.191342547400001 22.794946695500006 0.095830000000000012 93.668569722950011 26.806761490850004 117.61735474900001 22.654947022900004 0.08376500000000002 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 3 -3 8 -5 10 9 -8 17 -7 11 12 13 -2 -14 22 -17 21 19 -19 -21 26 -13 -11 -25 -12 29 -28 -29 -1
right_child=5 2 -4 4 -6 6 7 -9 -10 23 25 15 14 -15 -16 16 -18 18 -20 20 -22 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=0.00036194803618620541 -0.10107829314928279 0.0033018092309170135 0.074584078538101659 0.0076322496867173677 -0.074142065572193966 -0.017175067316891342 -0.082874913086767088 0.0069188691897178675 0.020550340852495155 0.0026004922972631926 0.053451336113490892 -0.093047405521427928 0.041637891522345184 0.055127879672897923 -0.10439192919406313 0.071083012062370485 -0.0058479769792468914 0.042652135972417682 0.068275516985946832 -0.10363537309158054 0.025700825413679313 -0.050066290785761247 -0.0031998791086926071 0.073971115802541565 0.0069567694589886264 -0.041741694204625812 0.0015881149299131387 0.0029292206573637001 -0.077331858360999622 0.025524777437540266
leaf_weight=50.416401752144665 0.11173543763106752 1.6566615276242376 0.64567434202763152 0.35692912520607833 0.4471806981600821 1.1180234240200659 0.39835177356144402 0.53719864599406719 2.5886439713358405 2.2932044972039876 0.26249527820618812 0.21058795793214791 0.084900775264941331 0.23656526929698884 0.66407742346564191 0.30894929577334551 0.57873215746076312 0.32321064734423999 0.80248310726165073 0.33551671596433041 0.08404551466128396 0.39521315328306528 0.17316083880723454 0.65336887334706251 1.3462353402865117 0.11008626187685877 4.4971418752102172 1.1752991129178556 0.92566698569862627 2.7596385902725151
leaf_count=3041 171 44 36 33 21 42 45 3 39 29 48 49 71 17 320 36 20 63 34 100 43 39 31 33 33 25 47 15 44 61
internal_value=0.00103587 0.00178401 0.0232924 0.00102343 -0.037844 -0.00451357 0.00238886 -0.0313148 0.00150946 0.00821633 -0.0204935 -0.0277003 -0.0583643 0.00501668 -0.0878387 -0.0012365 0.0209271 0.000710784 0.023274 -0.0253452 -0.0777271 0.000131322 -0.0525051 0.0148293 0.0288536 0.0253248 0.000463217 -0.0092449 -0.0324331 0.00166781
internal_weight=76.4974 67.4097 2.30234 65.1074 0.80411 9.08767 6.34638 0.93555 64.3033 5.41083 2.74129 2.36871 1.09728 0.348301 0.748978 1.27143 0.887681 61.7146 1.54526 0.742773 0.419562 60.1694 0.383749 4.29281 1.9996 0.372582 59.7741 6.59811 2.10097 53.176
internal_count=4633 3660 80 3580 54 973 185 48 3526 137 788 715 579 188 391 136 56 3487 240 206 143 3247 80 95 66 73 3208 106 59 3102
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=22 4 2 5 21 17 12 18 5 7 16 15 15 15 15 8 5 22 23 15 18 21 21 3 3 15 0 21 13 0
split_gain=0.0310421 0.0722693 0.0688157 0.0469827 0.100528 0.0547659 0.0496069 0.0491 0.0731444 0.061071 0.116622 0.06466 0.0927176 0.0491991 0.0446399 0.0961753 0.0466951 0.0420873 0.139393 0.0608429 0.12003 0.0857962 0.0723834 0.0506556 0.351631 0.37221 0.193718 0.190869 0.41483 0.302603
threshold=0.63131000000000015 292.45535980730006 231.02502004595001 7.754880527600001 17.629804977050004 180.67147619190004 316.7844411196001 17.327266398450003 14.47989612135 26.826254787300005 17.684958644900004 20.343341900300004 19.314972497650004 12.537637863700001 16.223386011700004 2.5480115570500002 23.499898996300001 0.27394500000000005 0.094595000000000026 18.581945927850004 15.957401718700002 3.1113400544000003 18.220332737300001 85.589753040950015 84.812788641250009 28.826925781250004 93.843319501450011 6.9984086918000008 105.40368946235002 97.722764583650005
decision_type=2 2 2 2 2 2 2 2 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 14 9 -9 11 12 13 -11 15 -5 -17 19 -19 20 21 -16 -23 24 27 -26 -25 -21 29 -29
right_child=1 2 -4 7 -6 -7 -8 8 -10 10 -12 -13 -14 -15 17 16 -18 18 -20 23 -22 22 -24 26 25 -27 -28 28 -30 -31
leaf_value=-0.10039343035837377 -0.053320463744216597 0.099007194154961065 -0.0090647649544406596 0.038705874481860754 0.021733191259028506 -0.10047602531214668 0.092910112030545111 0.077247541517102877 -0.10063054643203187 0.028795059510749399 0.10048209432796995 -0.1007347166551766 0.08285050376083751 -0.10077352850088334 0.018483562218586269 -0.10119621015491179 0.010477813403385957 -0.082585827873533565 0.0029479685461331817 0.0038849655335180208 0.075030143978551081 -0.1006052608085518 0.078112685694571207 0.001861879860810713 -0.0051158102084670832 -0.10269121069592957 0.056886837719467544 0.032370378362735527 -0.10203546423505779 -0.048790133302492496
leaf_weight=0.022599552734788086 0.076502497700856931 0.15441298523433034 0.095273716443102785 0.11212903530758822 0.19411325667533674 0.18783799260501155 0.032179099207269246 0.2312973729267459 0.041547888176864944 0.048362458771407546 0.10974904079921544 0.07466668299457524 0.092527179724129383 0.074374668523205401 0.68340068411634891 0.16425386285709465 0.04849807679602236 0.25909684939870103 0.71998198257279 17.982259573607742 0.32900038709703949 0.11736893986562791 0.02808503748383373 49.540788945932036 0.87736266011779551 0.70513140593538992 0.64818041388207248 1.0406097577724716 0.55378983548143867 0.8224935870784974
leaf_count=122 21 29 26 41 72 544 24 27 21 146 17 49 12 95 36 138 36 57 27 440 36 112 6 1938 30 197 27 32 104 171
internal_value=0.000932634 0.0317154 0.0577698 0.000800065 -0.0319044 -0.0748188 0.0131605 0.000989734 0.0278889 0.0363515 0.0126847 -0.0205497 0.00726328 -0.0497192 0.000747341 -0.0362399 -0.0757394 0.000909054 -0.0196871 0.00118405 0.0239257 0.00364062 -0.0660974 0.000819202 -0.003184 -0.0485937 0.00257252 0.000338721 -0.0260462 -0.00345909
internal_weight=76.0679 0.326189 0.249687 75.7417 0.43673 0.242617 0.0547787 75.305 0.672525 0.630977 0.39968 0.289931 0.215264 0.122737 74.6324 0.324881 0.212752 74.3076 0.979079 73.3285 1.15786 0.828855 0.145454 72.1706 21.9816 1.58249 50.189 20.3992 2.41689 1.8631
internal_count=4633 76 55 4557 762 690 146 3795 367 346 319 302 253 241 3428 215 174 3213 84 3129 190 154 118 2939 974 227 1965 747 307 203
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=12 7 0 21 13 8 9 15 3 8 5 8 20 5 20 7 20 15 2 2 14 4 15 4 13 22 10 5 22 10
split_gain=0.0295587 0.0749127 0.107747 0.10567 0.0484041 0.0452024 0.122862 0.156686 0.127303 0.0657837 0.103349 0.0627909 0.0487907 0.114745 0.105896 0.0970371 0.148734 0.113537 0.0520514 0.0503623 0.121662 0.179209 0.0438478 0.261617 0.197801 0.452486 0.169921 0.148035 0.166301 0.584837
threshold=82.846568806150017 23.695207782600004 92.168410086200012 0.91803327455000017 104.55682515125001 8.8430989333000021 207.89602404040002 31.028113015250003 93.017962855400015 8.7431769115000026 21.990725385850002 9.6424751081000029 35.476804824450006 18.946524085150003 33.036871954450007 22.747724408400003 34.424709467050008 37.491361913600009 62.357017394150006 67.992056490600007 162.62753922915002 157.77812180380002 34.139075990150012 162.32075757215003 113.98793627290001 -0.0309 62.907231794400012 21.191508333600002 -0.097799999999999984 62.046925192600007
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -7 -8 -9 12 -11 -10 13 14 -2 16 17 -15 -14 20 21 -20 23 -21 25 -24 27 28 -26 -30
right_child=5 4 -4 -5 -6 6 7 8 11 10 -12 -13 18 15 -16 -17 -18 -19 19 22 -22 -23 24 -25 26 -27 -28 -29 29 -31
leaf_value=0.007128836214847778 -0.10306582685204556 -0.04326220268359221 0.029462935204230097 -0.055351257645829099 -0.0049421445136515942 -0.07267685672274625 -0.078969140757894699 0.065440609584321394 -0.02397402610292345 0.03994928551975576 0.0011903258159195558 0.037968093761202137 0.025345081333002142 -0.10634098920131588 0.0059576297907783602 0.072838952497744219 0.079748736913960047 0.10044647944595818 -0.008121137396206601 0.080712983671520286 0.017909867342892512 -0.092970632998690156 -0.093329541602485952 0.0026057030876590979 0.0062509748513018722 -0.00083006104031581307 0.041911421631293334 0.0028170525556855614 -0.10242249669974096 -0.0088536605208206342
leaf_weight=0.71170821999112355 0.09541168952468071 0.76057215057244298 0.90783530103544752 0.43683060948114871 0.58177330053877085 0.30202945046767027 0.22449148095620319 0.32513136183842994 0.63663163164528669 1.1346451439894729 1.7474985304288564 0.22027821406118164 0.83428888759476549 0.12859839473458112 1.3450811931692213 0.5006174356876727 0.13064902080077445 0.033460007747635245 0.74648411199450382 0.4367236080952378 0.6523950032274114 0.37345047295093536 0.75434009515447575 23.720932061368217 2.8997807633131742 1.7691045336541709 0.9633663734421124 27.34411229057514 0.79608249245211382 4.1516493910457939
leaf_count=29 165 48 20 40 8 36 37 22 39 29 38 35 21 92 102 30 27 4 13 65 10 56 110 2662 39 70 63 583 25 115
internal_value=0.00083516 -0.00827877 0.00371626 -0.0166346 -0.0266543 0.00126379 -0.0148082 -0.00238187 0.0121635 0.00165297 0.016449 -0.00805111 0.00102285 0.0155559 -0.00126359 0.0460961 0.000357879 -0.0636458 0.000526778 0.000206299 -0.0164179 -0.0364148 0.000675194 0.00401773 -0.00141248 -0.0284812 0.000476788 -0.00065748 -0.0127642 -0.0239087
internal_weight=75.666 3.39872 2.05637 1.14854 1.34235 72.2672 1.70856 1.40653 1.18204 70.5587 2.88214 0.85691 67.6765 2.23382 1.44049 0.793325 0.292707 0.162058 65.4427 64.6084 1.77233 1.11993 62.8361 24.1577 38.6784 2.52344 36.155 35.1916 7.84751 4.94773
internal_count=4633 145 89 69 56 4488 169 133 96 4319 67 74 4252 420 267 153 123 96 3832 3811 79 69 3732 2727 1005 180 825 762 179 140
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=23 3 0 22 0 20 9 0 23 18 16 0 21 14 19 17 5 18 17 16 7 18 22 5 9 23 13 9 10 9
split_gain=0.10492 0.0931564 0.20974 0.264535 0.195971 0.466683 0.255239 0.2135 0.195388 0.188069 0.362029 0.309141 0.197012 0.302168 0.260585 0.243301 0.362664 0.286184 0.220587 0.208446 0.307475 0.238479 0.204009 0.232689 0.37348 0.19363 0.185111 0.312301 0.180734 0.376496
threshold=0.4369650000000001 93.883646373400012 85.823648898300021 -0.092084999999999986 86.09518316945001 41.685324604100011 191.61296531520003 85.990333302400003 0.11768500000000003 13.781134552700001 22.654947022900004 86.692020874450009 4.6633733285000014 178.81552749445004 14.351157895250003 188.13858192940003 21.482549112100006 13.063922652800002 195.18216166535004 22.554947256700004 22.995234593000003 13.602243858600003 -0.10434500000000001 21.482549112100006 201.16241229375001 0.092015000000000027 114.04170543550002 188.55070358395002 61.917879202350001 187.45330412110005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -7 28 12 11 -11 18 14 -14 16 17 -15 19 20 26 -22 -17 -24 25 -25 27 -6 -3 -30
right_child=-2 8 4 -5 9 7 -8 -9 -10 10 -12 -13 13 15 -16 22 -18 -19 -20 -21 21 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.0012403588054384447 -0.00083019792482817202 0.00024552888859792919 -0.00066617660290814288 0.00024542644866656883 0.00045403531025132689 -0.0020547694762213576 0.00028720206239967887 -0.00039961149300001057 -0.0017850800301896722 -0.0014914401877833951 0.001465100651264915 6.778553278965292e-05 0.00042185715859802901 0.0017228914939224943 0.0019891329563452398 -9.2587993300526615e-05 -0.0018934086484477522 -0.00040544600666011019 -0.00091596857098338348 -0.00015454620823610144 0.0016625817502747215 0.00029143246124544727 0.00023270709435944411 0.00064302061267336355 0.00031042864243014659 0.0016384563794905355 0.00042276406980255973 -0.0017908973879927511 7.4786594574720945e-05 -0.0014171611551921247
leaf_weight=1.4632692122249862 0.43958935534629873 4.1517176632605688 1.4501811168156553 3.449525312811601 0.46497661517059929 0.65600941289449088 4.2252459915471263 0.55153111458639614 0.24973262361527293 0.49458858903380942 0.70631025242619117 42.320426429755173 0.82334455579985177 0.32987787469756102 0.80826321244239807 2.769439821713612 0.45204059904790472 0.92120872358646011 0.83367193071171719 4.5353775445837528 1.0431692530401049 0.91585243120789517 6.6214656294323433 1.2461605807766321 3.4819548199884593 1.8918506973423062 1.4070513639599083 0.48859307961538434 2.1213211820381734 0.93777636816957954
leaf_count=23 38 539 34 47 32 39 40 17 29 27 45 2800 17 14 42 31 45 54 27 40 86 7 40 18 27 29 21 12 270 143
internal_value=0.000125449 0.000130025 0.0001486 0.000541766 0.000124285 -0.000191912 4.35954e-05 -0.00129879 -7.99888e-05 0.000154281 7.27432e-05 4.97737e-05 0.000276502 0.000390806 0.00119825 0.000316434 -0.000388141 0.000155739 4.82694e-05 0.000139049 0.000447308 0.00102156 0.000391382 0.000492604 0.00075256 0.00124315 -2.92523e-05 -0.00069623 -2.09362e-05 -0.000382575
internal_weight=92.2515 91.8119 84.3514 4.91279 79.4386 6.88297 5.67543 1.20754 7.46055 72.5556 43.5213 42.815 29.0343 19.3456 1.63161 17.714 1.70313 1.25109 9.68869 8.85502 4.31964 1.95902 16.0109 13.2414 6.61997 3.13801 2.36062 0.95357 7.21082 3.0591
internal_count=4633 4595 3614 70 3544 130 74 56 981 3414 2872 2827 542 317 59 258 113 68 225 198 158 93 145 114 74 47 65 44 952 413
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=5 5 22 15 20 23 23 23 20 16 20 20 7 18 15 15 9 0 21 19 22 0 22 21 10 0 6 7 7 21
split_gain=0.0308899 0.090567 0.210443 0.102785 0.121885 0.0877011 0.106153 0.164286 0.0804749 0.176935 0.184188 0.177375 0.141978 0.13013 0.0783232 0.077376 0.0746281 0.0681818 0.0664516 0.308081 0.197987 0.0920178 0.105475 0.0826902 0.0948027 0.167618 0.107607 0.139752 0.107152 0.138875
threshold=23.605484525250002 23.195398057700004 -0.06828999999999999 42.33967733730001 41.808689985400001 0.091885000000000022 0.11071500000000002 0.42293500000000012 48.393869453650005 22.634947069650003 40.574766824850009 39.852039223600009 17.817961733300006 13.405741979600002 44.483611103700007 41.54912092575001 192.39832633775004 89.237990724000014 15.678076857950002 14.351157895250003 -0.095854999999999996 87.380266155850009 -0.156745 15.191342547400001 61.740440965750004 85.683849075550015 16.555386813950005 22.227765484150002 22.093462376800005 0.98843639725000021
decision_type=2 2 2 2 2 2 2 2 2 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 15 -5 8 16 -8 9 10 11 17 -12 14 -11 18 -7 -2 23 20 21 -20 -23 24 -1 26 27 -26 29 -27
right_child=5 2 -4 4 -6 6 7 -9 -10 13 12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 22 -24 -25 25 28 -28 -29 -30 -31
leaf_value=0.067936736823002317 -0.10135132528434461 0.0026331439433750058 0.071017462393383121 0.0087733354048739522 -0.070701333685085063 -0.015808023171368309 -0.080041610752958514 0.0059928493572774513 0.023620019815919668 0.0014888972854073977 0.036075556945905807 0.084568297494714464 -0.10402117967748109 0.01909451981029291 -0.091844573780287764 0.018421124455700013 0.013180502953682994 0.035583611707421046 0.1010296924991928 0.090282587351306356 -0.05745081688652838 0.03154617426508264 -0.10088208179910406 -0.045908908784731667 0.030741842865618426 0.045397597912472207 0.010941890751034695 -0.1037993606078693 0.0012858173190347072 -0.055173892975780084
leaf_weight=0.20730236596226959 0.12985850437598745 1.6553118399315283 0.6180248222372019 0.34914133383426715 0.43141382094472647 1.1228856614125104 0.37967949311132532 0.53427140321582556 0.36444373612175684 0.15751916437875457 0.082123636528649513 0.14849972477531992 0.60705363877968921 0.88028606602892978 0.20948509789013769 2.5508654318982726 4.2468807353725424 0.050502355210483074 0.14161705411970604 0.45221613696776319 0.45957454625727123 0.32840397427571577 0.073627285677503207 0.38760983840029339 0.097470385321570485 0.17259876752120717 0.2056075342652548 0.37134650629013777 57.457687173869282 0.67137924206917887
leaf_count=35 173 44 36 33 21 42 45 3 73 22 71 8 320 48 66 39 95 7 5 14 67 71 83 39 77 30 18 21 2880 147
internal_value=0.000868171 0.00160776 0.021224 0.000914851 -0.0351524 -0.0046605 0.00175646 -0.0297482 -0.0199935 -0.02701 -0.0579445 0.003631 -0.087327 -0.00176134 -0.0517856 0.00135766 0.00711864 -0.0630085 0.000644416 0.0217557 -0.00913375 0.0317112 0.0072935 0.000128626 0.00043014 0.000192852 -0.0493745 -0.0758273 0.00076624 -0.0346064
internal_weight=75.5447 66.6312 2.27334 64.3579 0.780555 8.91349 6.28372 0.913951 2.62977 2.26533 1.01804 0.328861 0.689177 1.24729 0.367004 63.5773 5.36977 0.180361 61.0264 1.45544 1.00322 0.543648 0.402031 59.571 59.1834 58.9761 0.674424 0.468817 58.3017 0.843978
internal_count=4633 3660 80 3580 54 973 185 48 788 715 579 188 391 136 88 3526 137 180 3487 240 226 159 154 3247 3208 3173 116 98 3057 177
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=15 21 18 6 7 16 15 23 7 17 12 21 5 23 18 20 7 18 22 3 18 19 20 8 2 7 23 23 23 5
split_gain=0.0375454 0.0948365 0.0357434 0.102719 0.0673341 0.102382 0.1341 0.0710663 0.0344311 0.176899 0.180848 0.200912 0.264223 0.154838 0.110849 0.168099 0.0991061 0.195917 0.325873 0.209887 0.15596 0.222603 0.377591 0.128613 0.117773 0.0973662 0.0879902 0.273774 0.0875433 0.106114
threshold=11.870705757150002 17.123843457500005 17.108018746400003 3.6650856341500009 26.545218975000001 17.684958644900004 20.343341900300004 0.096915000000000015 22.721067571950005 188.27285108100003 171.52228777160002 5.4279412736500001 21.950234501100002 -0.10696499999999999 13.24088655595 41.835830569250014 23.109894804950002 13.344136431100003 -0.085550000000000001 92.913112988300014 13.24088655595 14.351157895250003 40.040404835300002 8.4434108459500017 143.79541367925003 22.626138143200006 0.18642000000000006 0.11768500000000003 0.10787500000000003 20.093158056800004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 9 25 11 12 -11 -12 -13 -16 17 20 19 -19 21 22 -10 -23 -22 26 27 28 29 -2
right_child=2 -3 3 4 5 -7 -8 -9 16 10 13 14 -14 -15 15 -17 -18 18 -20 -21 24 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10085924837849468 0.026223032012978077 0.021106314751580965 -0.10053101115450708 0.071023170762153462 0.044513690849670787 0.10043735249456812 -0.10065595267792116 -0.1008228181075991 0.0040989449629863089 -0.027472301501334825 0.036659095807393967 0.095757906424591421 0.067069970335993212 -0.096792663056356018 0.098226490381259385 -0.059399807293081232 0.0012402171876415725 0.043549442410950184 -0.096568593423885324 -0.069227270348517125 0.042155340714333134 0.02177712381909927 -0.099996944079223563 -0.020812128734204949 -0.0037101187947595829 0.040774918710087926 0.063375396393080485 -0.10667595515827272 0.059231694986800344 -0.0072269066641941554
leaf_weight=0.1227155380470738 1.0840169495167993 0.13268606518249726 0.06395368477411878 0.27604331961839534 0.24757232567185383 0.099813584238290787 0.12136387072132493 0.038935769734962378 0.70160058193141484 0.69215116236591689 0.15685838981153211 0.68317721257335495 0.51597869605757296 0.19505355200453767 0.13656904362142086 0.13407833050587215 53.80702730270707 0.44371295777091291 0.64844191734300671 0.2627409727210761 1.0505011393688621 1.4670733891107377 0.69230602922471007 1.3723415176900742 1.1986669525358591 0.53933820193742654 0.19598743307869959 0.25417003005259253 0.23178659134282575 7.579360255098095
leaf_count=466 114 38 112 50 145 17 74 47 9 38 35 29 28 58 26 19 2165 34 43 20 17 23 36 29 28 27 9 20 20 857
internal_value=0.000780264 -0.0374958 0.000910797 0.0213286 0.0312726 0.00965905 -0.012556 0.0247628 0.000677043 0.00548539 0.0291711 0.0399924 0.0129056 -0.037309 0.074301 0.0201386 -0.000290058 -0.0107961 -0.0453795 0.00160607 -0.00356782 -0.0148738 -0.0476019 0.00119295 0.0177119 -0.000538368 -0.00292264 -0.00434281 -0.00141875 -0.00304144
internal_weight=75.146 0.255402 74.8906 0.847683 0.783729 0.507686 0.407872 0.286508 74.0429 12.3985 2.51387 2.16195 1.20813 0.351912 0.953825 0.270647 61.6444 7.83739 1.3549 0.706454 6.48249 4.23332 1.39391 2.83941 2.24917 9.88466 9.34532 9.14933 8.89516 8.66338
internal_count=4633 504 4129 445 333 283 266 192 3684 1280 233 140 66 93 74 45 2404 239 97 54 142 97 45 52 45 1047 1020 1011 991 971
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=14 4 23 8 16 13 15 16 18 5 5 18 5 13 9 7 6 23 16 18 19 18 7 23 21 16 18 23 5 6
split_gain=0.0992591 0.270947 0.173117 0.161662 0.165207 0.161596 0.170735 0.197246 0.143502 0.252105 0.239031 0.494643 0.283804 0.241225 0.238681 0.212611 0.154861 0.137575 0.137222 0.13157 0.128125 0.124071 0.353489 0.317106 0.273827 0.299715 0.624247 0.218942 0.201674 0.455497
threshold=310.33012040220007 312.24436677560004 0.25799500000000009 8.6432548896500023 22.624947093000003 97.873318238950006 13.019805569300003 14.184966829400002 13.602243858600003 24.225659292200003 21.363989181350004 14.693728290050002 22.825270530250005 117.55820867010002 202.38851837455002 26.709562027450005 4.9151148409000003 -0.067414999999999989 22.584947186600004 15.064837217800003 10.350835137000002 13.988302431200003 23.853977146050003 0.080110000000000028 8.9448347342500032 15.564963602350003 14.194363735100003 0.088755000000000014 20.743195000100005 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=5 -2 3 8 -5 6 20 -8 9 -3 11 17 18 14 -14 16 -13 -10 19 -12 -1 -7 23 -23 28 27 -27 -26 29 -24
right_child=1 2 -4 4 -6 21 7 -9 10 -11 12 15 13 -15 -16 -17 -18 -19 -20 -21 -22 22 24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0019743295482566583 -0.0017565827788075363 -0.0018246893543108305 -0.0013512610555662086 -0.001834310923775465 7.4396712697399791e-05 0.00022784463372282687 -0.0019779524917276458 0.00011670068543476293 -0.00013422244140794037 -4.8768886189128473e-06 -0.00083199311501536448 -0.001060494169026014 0.00034487151199426275 0.00064355264954974801 -0.0019614351780971387 -0.00049154186338829431 0.00093014166388571008 -0.0020977790378824326 0.0020206808638517032 0.0016224996123962807 0.0014534204763096833 1.8944339512339036e-05 0.00015451921908382773 -0.0014176398022953489 0.0014622656104316229 0.0011683126384440369 -0.0017256562213596007 -0.00028587812604905654 -0.00054788209699563545 0.0011323290545552935
leaf_weight=0.052926624759890184 0.34544150518195138 0.35501602528528975 0.34620928385763328 0.33714091478032138 0.36105845026031602 48.181582273580034 0.42605258204864072 0.29081781798413431 0.18715340884227771 1.6667661721858165 0.1563541744144461 0.16802601365407133 0.37638857052297714 1.8416825352906014 0.31851754273520783 0.85849995590814376 1.4203541893402869 0.51384324808532289 0.66552252927795053 0.18135177623480558 0.20170013254937658 1.2506782782984402 21.215567014896816 1.1195651668749631 0.39826318217092127 0.37831193860620249 1.1816932345827806 0.89318242995068431 1.3238539267331351 2.0046999299083827
leaf_count=190 134 47 15 23 32 1490 400 93 28 123 24 125 42 45 23 515 142 44 27 17 73 54 537 91 18 7 131 38 30 75
internal_value=0.00013303 -4.9999e-05 1.0441e-05 6.05526e-05 -0.000847265 0.000156452 -0.000638306 -0.0011282 0.000133328 -0.000324428 0.000271714 -0.000121383 0.000621286 0.000272127 -0.000712248 0.000294641 0.000719563 -0.00157354 0.00150411 0.000486096 0.00074093 0.000166358 6.68299e-05 -0.000659614 0.000129681 -0.000445452 -0.00102385 0.000253224 0.000196498 0.000238938
internal_weight=89.0182 10.0993 9.75388 9.40768 0.698199 78.9189 0.971497 0.71687 8.70948 2.02178 6.68769 3.14788 3.53982 2.53659 0.694906 2.44688 1.58838 0.700997 1.00323 0.337706 0.254627 77.9474 29.7658 2.37024 27.3956 2.85145 1.56001 1.29145 24.5441 23.2203
internal_count=4633 1406 1272 1257 55 3227 756 493 1202 170 1032 854 178 110 65 782 267 72 68 41 263 2471 981 145 836 194 138 56 642 612
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=9 9 4 23 13 3 6 20 22 20 19 0 16 12 2 9 21 16 13 21 5 17 9 21 22 8 6 10 19 4
split_gain=0.0302823 0.101716 0.240783 0.161612 0.206145 0.111752 0.104156 0.177794 0.0935518 0.112347 0.0807081 0.110839 0.106779 0.0844107 0.149973 0.0757489 0.0634028 0.14235 0.187509 0.133768 0.0987137 0.111569 0.0932306 0.0867924 0.0924031 0.0769552 0.101859 0.0684337 0.0815739 0.0601255
threshold=186.70853236170004 192.20980299475005 235.16798915710004 0.093635000000000024 117.56896250265002 76.190903416900014 16.485385178400005 40.040404835300002 -0.11334499999999999 42.081757894750005 14.551174033150001 85.495657006400009 22.794946695500006 94.177001085000015 56.799426908350007 186.16747084260001 4.8814716696000007 22.694946929300002 117.67112391160002 4.8172533029000011 7.9916986750000012 190.37043331840002 185.62570708695003 6.4653354687000002 -0.61402999999999996 6.6448144527000013 5.4301268740500008 74.257902021100008 13.051052998800001 157.77812180380002
decision_type=2 2 2 2 2 2 2 2 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 6 4 -4 -3 7 -2 -9 -10 12 -12 13 14 -1 16 19 18 22 20 -15 27 23 24 -18 26 -23 28 -22 -25
right_child=1 5 3 -5 -6 -7 -8 8 9 -11 11 -13 -14 15 -16 -17 17 -19 -20 -21 21 25 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=0.039335994103510533 0.0015171225841954443 -0.065533860457914081 -0.072266154996954032 -0.096223489343070581 0.033740139759337963 0.0017269810039201282 0.019188497155397763 -0.013674112181702419 -0.11062632660491728 -0.027600996698425563 -0.0061692813117519806 0.096841217578008051 0.10058595245635066 -0.10059944203571228 -0.10363053356680607 0.035248979400859769 0.099630885826765492 -0.10351623521352245 0.082181294106636257 0.098155026617576191 -0.072008787299009766 0.094210897249394451 -0.080893419741911637 -0.1099918767846722 -0.095688238937271339 0.099915995241132788 -0.046676985643651588 0.068558450815103977 0.0035348204867500831 0.00049120747215503026
leaf_weight=0.11950247902130939 3.2499969116699949 0.24808466523540929 0.3867584845429517 0.4875669073589961 0.34896949928952381 57.470429849899119 1.5748495340812949 0.5715365600772202 0.32584429398411863 0.32608448601968121 0.19551497278735119 0.22427588887512684 0.11325849080458361 0.080102973933340205 0.19008770904508765 0.74314823830445753 0.028224963753018528 0.14032095274887968 0.25527506048092607 0.17874821503028204 0.1559525024904368 0.091357042780145892 0.15935504634398956 0.049757882952690013 0.17075356752593496 0.21947933494811878 0.11708052326503093 0.14494500509681518 1.7132126004526069 4.8921153582091392
leaf_count=15 73 364 47 27 36 1974 39 8 14 29 16 26 9 331 46 14 4 11 34 21 180 7 9 1 189 9 54 39 171 836
internal_value=0.00082134 3.36806e-05 -0.0111122 -0.0515744 -0.0219854 0.00143788 -0.00292856 -0.0107147 -0.0432072 -0.0690984 0.00594934 0.0488647 0.0040654 0.00290853 -0.0484451 0.00464802 0.00193968 -0.0040441 -0.00153162 0.0145587 0.00863405 0.0122171 -0.0055635 -0.00322844 -0.0679824 0.0585893 0.0150734 0.00236489 -0.00276811 -0.000621206
internal_weight=74.9726 64.9901 7.27161 1.22329 0.735728 57.7185 6.04831 4.47346 1.22347 0.651929 9.98247 0.419791 9.56268 9.44942 0.30959 9.13983 8.39668 5.6958 5.55548 2.70088 2.52213 2.44203 5.30021 5.14085 0.198979 0.427917 0.208438 2.01411 1.86917 4.94187
internal_count=4633 2611 273 110 83 2338 163 124 51 43 2022 42 1980 1971 61 1910 1896 1084 1073 812 791 460 1039 1030 193 70 61 390 351 837
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=18 0 16 2 15 3 16 10 0 12 16 8 9 15 21 6 21 2 9 23 7 12 17 23 23 15 21 22 15 23
split_gain=0.0306492 0.21352 0.317914 0.175922 0.189698 0.120522 0.199504 0.186918 0.155664 0.128412 0.116712 0.204446 0.236079 0.152372 0.140339 0.490181 0.240991 0.124653 0.179679 0.221081 0.152496 0.122851 0.119385 0.112341 0.175476 0.159903 0.156716 0.124057 0.255899 0.124922
threshold=13.781134552700001 86.692020874450009 22.654947022900004 289.38090566025011 46.674706678850008 87.399085362750014 18.554956610400005 65.765062787050013 94.743952975150009 149.55860771285003 22.554947256700004 8.543332867800002 201.16241229375001 33.629340877950007 4.6633733285000014 16.425383776450001 5.1185473364500007 156.09660346185004 192.20980299475005 0.10307000000000002 24.021206791900003 164.61452761535003 191.06791329340004 0.11458500000000002 0.11071500000000002 35.645792850250011 5.0655779142000013 0.075080000000000022 20.734744936600006 0.099465000000000012
decision_type=2 2 2 2 2 2 2 2 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 23 -2 -5 6 8 10 -1 -9 11 12 17 -12 15 -15 -16 18 19 21 -20 -7 -13 24 27 -25 -26 -3 -29 -30
right_child=1 2 -4 4 -6 7 -8 9 -10 -11 13 22 -14 14 16 -17 -18 -19 20 -21 -22 -23 -24 25 26 -27 -28 28 29 -31
leaf_value=-0.1026121624485864 -0.10754798620190216 -0.00012933936911646408 0.080952847912613701 0.090606271985224612 -0.084385032776922553 0.0048483923873915138 0.09982542365885777 -0.088064121291983807 0.044793049567284235 0.010719401027986932 0.040407917571115504 0.0025739394953140978 0.10272788653247052 -0.090307411262007031 0.056625867189265683 -0.0044864107188420568 0.00097988181116987557 -0.0015344559553203043 0.091984712767010146 0.098795886467959892 0.021984339634657096 -0.10986115701699242 -0.058590726700466417 0.0097230492295982216 0.015533598512135037 0.088801788211004484 -0.1038860368207699 0.0042836197284845719 -0.071350035593543512 0.011789237803728002
leaf_weight=0.1176105737376848 0.34204946426507277 28.621019688755716 0.47391137457452615 0.12387994872551644 0.12391344008210581 1.6070636967738203 0.32925594388507307 0.38380582471290736 0.18328915666825196 0.20025512417487334 0.91469487652648496 0.85665858470292711 0.34782985597848881 0.73524689231999474 0.8071350605168871 7.0191204020375153 21.765061708512803 2.0592484047338075 0.67224808223545529 0.25046145811211307 0.57947703450918198 0.099122263549361267 0.50856137019582093 1.9063151406340275 0.16785310113846108 0.29531674561440002 0.31823235205138189 1.5978551867343207 1.0071868012419143 0.22024922777200107
leaf_count=43 30 2210 43 12 29 443 16 28 30 34 22 49 5 47 24 195 394 221 85 21 2 3 29 143 16 10 41 232 159 17
internal_value=0.000739515 -0.0014055 -0.000388687 -0.0610652 0.00309879 0.002654 0.0460361 0.00194953 -0.0128222 -0.0541945 0.00280746 0.0144975 0.0229357 0.00019538 -0.00101749 -0.0126237 0.00296967 0.0176669 0.0299911 0.0110631 0.0595785 -0.00181575 -0.0202107 -0.00151802 -0.00302439 0.0203303 -0.0626485 -0.00210274 -0.0220939 -0.0564317
internal_weight=74.6339 35.1978 34.6079 0.589843 0.247793 39.4361 0.630156 38.806 0.3009 0.584061 38.2219 6.98067 5.61545 31.2413 30.3266 7.75437 22.5722 5.26762 3.20837 1.95665 1.25173 1.70619 1.36522 34.134 31.9324 2.20163 0.486085 31.4463 2.82529 1.22744
internal_count=4633 2942 2871 71 41 1691 89 1602 73 62 1540 858 780 682 660 242 418 775 554 467 87 446 78 2828 2675 153 57 2618 408 176
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=9 0 13 12 20 20 23 23 3 18 13 12 15 15 13 8 6 20 15 2 15 9 17 17 4 15 10 3 0 20
split_gain=0.0890019 0.117985 0.174654 0.0957323 0.0873058 0.140236 0.172781 0.121099 0.107779 0.130307 0.108104 0.165659 0.0908853 0.0881284 0.09057 0.100955 0.0985367 0.114194 0.0836184 0.077243 0.0986851 0.0723282 0.0710865 0.423706 0.33422 0.138782 0.139372 0.670992 0.467701 0.445136
threshold=37.364870866050005 113.1679565431 96.357027853400012 293.55977308740006 47.927946529500012 49.064150740050003 -0.17949499999999999 0.076130000000000017 101.45434446875002 11.634276750250001 97.873318238950006 172.53297924300003 25.716185026400002 23.180824130700003 81.048947258600009 2.5480115570500002 13.185308072600002 42.388109226950007 16.453392729050005 224.74008820395002 12.17254680215 65.064848378650012 182.37451917730002 183.93802912725002 147.36370056065002 18.939493156800005 66.859265246100009 86.26455603170001 90.321439350550008 34.424709467050008
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 7 -7 21 10 12 11 -2 -10 14 -13 19 17 -17 -19 20 -16 -6 -12 24 -24 -25 28 -28 -27 -29
right_child=4 -3 -4 -5 5 6 -8 -9 9 -11 22 13 -14 -15 15 16 -18 18 -20 -21 -22 -23 23 25 -26 26 27 29 -30 -31
leaf_value=0.00075988695195284206 -0.0019752722767382583 -0.001982114296520854 -0.0019825049151112831 -0.0019680836746466921 -0.00059549299680443748 0.00099555234550399328 -0.0015434477415967427 0.0019219877126136322 -0.0019667790756813974 -0.0019773367562856093 0.00030317584045932159 -0.0019952595507834905 0.00077182345877163075 -0.001983893969008845 0.0019123235248293237 -0.0019940343388884321 0.00082116940848607294 -0.0019778048826454538 0.00059289502421872964 0.0014051994932407445 -0.0019725289492121757 0.0010861870916623374 0.00027878105699656288 0.0011364082242739165 -0.0015642325754683191 0.00015676419884384153 0.0001101931758583945 0.00092356225586079431 0.0011188176826852961 -0.0015761415333371042
leaf_weight=0.42502972438160114 0.21694546638809598 0.16805728898444272 0.14973920111515326 0.055971292371395975 0.16769156933878437 0.2068980754702352 0.20529083686051308 0.38903945402853424 0.061222905205794542 0.20602956670882122 9.3773952646852177 0.079588391295942418 0.19493342423811555 0.090545278173521981 0.040169558573324826 0.18631400586673408 0.20615963651653146 0.063330458729979 0.20982292950793635 0.31717133133861353 0.067190433319865406 0.2377195247754571 0.60588059667497773 0.53803631029586441 1.0071256983792407 45.01324536154425 21.564573504270815 0.33464098803233255 2.0304420024040146 1.5086814817113916
leaf_count=140 344 286 104 77 32 20 59 21 122 273 360 118 41 30 4 139 29 43 37 37 69 23 6 45 81 1012 872 11 88 110
internal_value=0.000129231 -0.000522221 -0.000133241 0.000442449 0.000135344 0.00065902 -0.000268998 0.00114051 0.000127815 -0.000816441 0.000133044 -0.000392668 0.000117281 -0.00012024 2.40178e-05 0.000171438 -0.000305091 -0.000810436 -3.1203e-06 0.000918592 -0.000518982 0.000390588 0.000142517 0.000121766 -0.000871956 0.000144345 0.000136769 1.31338e-05 0.000198287 -0.00112234
internal_weight=85.9249 0.798798 0.63074 0.481001 85.1261 1.20664 0.412189 0.794451 83.9194 0.462186 83.4573 1.47724 0.256156 1.26029 1.16975 1.09016 0.665627 0.459467 0.273153 0.424531 0.10736 0.405411 81.98 72.6026 1.61301 70.9896 70.4516 23.4079 47.0437 1.84332
internal_count=4633 607 321 217 4026 155 79 76 3871 436 3435 850 163 506 476 358 248 219 80 110 73 55 2585 2225 87 2138 2093 993 1100 121
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=6 3 6 3 18 20 15 2 0 10 0 7 10 5 17 0 18 20 15 4 18 7 0 6 18 21 2 6 18 19
split_gain=0.0295295 0.201982 0.32709 0.30872 0.37549 0.260792 0.176638 0.174674 0.164657 0.352004 0.382429 0.180854 0.109187 0.360508 0.296435 0.118463 0.144208 0.173501 0.0778416 0.0765726 0.0866137 0.0977983 0.24524 0.108738 0.134614 0.208197 0.10652 0.235919 0.214926 0.0945243
threshold=14.845346859150002 86.26455603170001 15.155354102400002 85.589753040950015 14.329845562450002 37.817254840650008 38.469938489650012 344.91334945730006 90.321439350550008 66.859265246100009 92.168410086200012 23.913271136350005 64.369753017350021 20.093158056800004 191.32023496460002 88.350799540950007 14.085466345100002 41.529896397300007 33.423812040500003 143.58239362595003 15.329371696850002 24.930088150450004 96.082805124100005 11.085259005300001 17.232128601400003 20.581461612800002 188.61740261325005 13.665319288000001 17.108018746400003 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=6 3 5 4 -2 -3 19 -8 12 11 -11 -10 13 -4 18 16 -15 -18 -14 -1 29 -22 -23 24 25 -24 -25 28 -28 -21
right_child=1 2 8 -5 -6 -7 7 -9 9 10 -12 -13 14 15 -16 -17 17 -19 -20 20 21 22 23 26 -26 -27 27 -29 -30 -31
leaf_value=0.055588129490240605 0.07977885158514797 0.016782378915239433 0.088290675809078789 0.068360913445757981 -0.087062957090873028 -0.098540772719860448 -0.092865648615123586 0.036858150238657593 0.025901757108127327 -0.083925202499275875 0.067479915385827746 0.10086105797931653 -0.015323314829791821 0.00073985247495671463 -0.079869272353668891 0.02988946995897504 0.025148491895171068 -0.086657152942211907 0.035919367300896697 -0.011103524369082516 0.042474143229403259 -0.10231777936543354 -0.1018666466357151 0.0042383889642319678 0.0067774177313823904 0.089823847441427032 -0.084200030882809959 0.075373579413804792 0.057545974092206735 0.0074140066812217152
leaf_weight=0.23987888055854156 0.21953512914478679 0.29661671243411447 0.47878797119483252 1.0730827483785104 0.34986850258428603 0.57860952988266945 0.39394312867079762 0.1409308708680328 0.6798103917390097 0.4387108547380193 0.26919486722908914 0.61129698343575001 0.73386750126462519 37.384364532240397 0.61005500117607869 1.3692097839666519 0.21184025425463815 0.40252462821081281 0.49735586580936797 10.903792716532736 0.65553265314087994 0.21787550276348966 0.34668882337922369 9.918689441852619 0.49318547915700606 0.067728492198511958 0.23619225967922719 0.64953856694046408 0.1955239798517141 3.6893368645578439
leaf_count=9 7 10 23 44 41 52 68 16 19 38 13 34 54 1380 40 34 24 49 35 942 177 37 296 307 721 9 53 29 26 46
internal_value=0.000785829 0.00234131 0.00107196 0.03678 -0.0227366 -0.0594574 -0.0017674 -0.0586855 0.00228461 0.0303203 -0.0263505 0.0613925 0.000940246 0.00204037 -0.0228674 0.000991408 -4.9877e-05 -0.0481052 0.0053763 -0.000664918 -0.00115786 0.00485271 0.0028188 0.00474251 -0.0285256 -0.0705385 0.00748745 0.0372921 -0.0200034 -0.00642205
internal_weight=74.3536 46.2047 44.5622 1.64249 0.569404 0.875226 28.1488 0.534874 43.687 1.99901 0.707906 1.29111 41.688 39.8467 1.84128 39.3679 37.9987 0.614365 1.23122 27.614 27.3741 12.781 12.1254 11.9075 0.907603 0.414417 10.9999 1.08125 0.431716 14.5931
internal_count=4633 1897 1805 92 48 62 2736 84 1743 104 51 53 1639 1510 129 1487 1453 73 89 2652 2643 1655 1478 1441 1026 305 415 108 79 988
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=22 21 9 22 20 20 23 23 5 21 7 21 22 21 22 13 12 21 8 13 21 16 15 18 18 22 7 20 17 17
split_gain=0.029854 0.0588518 0.0371676 0.0849248 0.0631321 0.0892523 0.105685 0.0924873 0.05973 0.0958919 0.0502885 0.0416537 0.1311 0.178746 0.136362 0.0691137 0.0747903 0.0814762 0.0603681 0.124793 0.0943653 0.0902312 0.0655461 0.144206 0.131846 0.05805 0.0756151 0.0664709 0.0464763 0.285774
threshold=0.56229000000000018 0.98843639725000021 37.364870866050005 -0.156745 47.927946529500012 49.064150740050003 -0.17949499999999999 0.076130000000000017 2.7155367820000005 2.7200266080500004 19.164717746300003 17.123843457500005 -0.054875 18.476280862950002 -0.14174999999999999 97.873318238950006 172.53297924300003 8.3507597823000008 5.1459841250500009 99.658454437600014 12.717166023350002 21.074950717600004 19.846565044850003 15.771515858900001 16.399957653700003 -0.02903 27.329343979000004 42.498713093000006 182.37451917730002 183.93802912725002
decision_type=2 2 2 2 2 2 2 2 2 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 8 11 7 -7 10 -1 -10 -6 15 13 -13 -15 16 -4 25 19 -17 21 -21 23 -20 -25 26 -18 -27 -24 -30
right_child=1 -3 4 -5 5 6 -8 -9 9 -11 -12 12 -14 14 -16 18 17 -19 22 20 -22 -23 28 24 -26 27 -28 -29 29 -31
leaf_value=0.063943094342162179 -0.052728087272067806 0.054132117031910447 -0.10061496164857005 -0.085874941342353059 0.045805125127026419 0.041592236184100288 -0.079848007779294475 0.09679707997364001 0.056593720516187176 -0.10060515043225003 -0.040466635390265848 0.063285142993742938 0.081101779281999464 0.023902001783147952 -0.10572970892840572 0.07006774744806761 0.039285874326737254 -0.083529218847043743 -0.001917383926280308 -0.092242666614827939 0.047407827307866114 0.054321046800223795 0.0080847027218595869 0.098147284584396199 0.011527343620469904 -0.10153776541396867 -0.10043902602190571 0.036372783342830742 -0.046917045125437429 0.00039283325020072498
leaf_weight=0.1065125921955854 0.065261838907814673 0.24508199747947401 0.12374600174382422 0.16199983869563439 0.18175878367037412 0.14902645282563753 0.13804011716274545 0.24979963403711736 0.068149148232748757 0.090118939679086907 0.10754479540628381 0.23039051993691828 0.26270953856146562 0.13992209035495762 0.19318041739461478 0.098467031288236195 0.33297459412267472 0.14086202327916908 1.2081635112417632 0.3381196296888902 0.076693947090461734 0.047963911900296807 6.8269877053435257 0.35317205497995008 0.34974033837715979 0.094494588382644906 0.043829355676564319 0.055461945932620438 1.3045271620649135 60.043820948605571
leaf_count=97 40 52 329 358 26 20 57 21 45 84 29 26 33 27 24 23 87 121 26 573 24 8 195 17 32 65 168 21 77 1928
internal_value=0.000710318 0.0316606 0.000579667 -0.0288453 0.000751479 0.0282381 -0.0168041 0.0522226 0.006047 -0.0329164 0.0137347 0.000437239 0.022762 -0.00443696 -0.051277 0.00017905 -0.0292092 -0.0159739 0.000508246 -0.0321577 -0.0539087 -0.0740348 0.000769832 0.0190353 0.0550488 0.00209119 0.0230333 -0.0505311 0.000257818 -0.000613176
internal_weight=73.8285 0.310344 73.5182 0.426781 73.0914 0.82617 0.287067 0.539103 0.264781 0.158268 0.289304 72.2652 0.826203 0.563493 0.333103 71.439 0.791369 0.667623 70.6477 0.561245 0.462777 0.386084 70.0864 1.91108 0.702912 0.52676 0.376804 0.149957 68.1753 61.3483
internal_count=4633 92 4541 584 3957 153 77 76 226 129 55 3804 110 77 51 3694 791 462 2903 628 605 581 2275 75 49 341 255 86 2200 2005
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=13 15 21 3 7 21 6 8 19 9 23 9 7 6 21 21 18 7 15 0 12 22 21 21 7 21 7 8 23 2
split_gain=0.0270224 0.13257 0.122597 0.206657 0.200616 0.141384 0.178817 0.234033 0.208535 0.169608 0.180919 0.153314 0.13712 0.134681 0.12221 0.172037 0.115598 0.166355 0.326745 0.266083 0.189544 0.175043 0.165871 0.283157 0.155406 0.131148 0.162509 0.113493 0.113224 0.112321
threshold=117.55283175385001 46.723315192750007 8.9448347342500032 93.883646373400012 19.052023743050004 9.6397968770500011 16.455384477450004 8.4434108459500017 14.551174033150001 200.95377551580003 0.12376500000000003 199.66502090505003 23.623818563000004 13.705320222600003 10.096870423100002 12.156412995750001 13.480563334700001 23.365573965200003 31.584168001000005 86.420486603250012 82.088033630950022 -0.085550000000000001 4.3702623492500008 6.2486180938500011 23.473156321500003 8.2961335722000005 24.545313225450005 8.2435668022500028 0.088350000000000026 193.30716668855004
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 -5 12 8 28 9 11 13 -7 -4 -11 -2 -16 22 18 20 -19 -18 -22 -1 -24 27 -26 -27 -21 -8 -17
right_child=14 -3 5 4 -6 6 7 -9 -10 10 -12 -13 -14 -15 15 29 17 19 -20 24 21 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=0.0048526914413971204 -0.0022148117273447648 -0.07061644480307952 0.0061260817701399269 0.034168952276274776 -0.096488944875143215 0.0014869857637805446 -0.0021326644733896277 -0.10622993272162931 0.075597834947504883 -0.079220420131448366 -0.1069018529302348 0.080614667776933921 -0.10230869920556374 -0.0079344974184689509 0.051969461445220334 0.01974982347029762 -0.10483645955626911 -0.11033751780788892 -0.1069561879041652 -0.0079773664755982583 0.056105986197008066 -0.053032532369271107 0.089381211292626231 0.012485875393712837 0.00081242721544153278 -0.0020005716530686205 0.076530981806527787 0.097900241621224057 -0.063653148984620017 -0.0057435073681183181
leaf_weight=5.1222733218746717 13.308595310161765 0.26889074893551779 0.18736364106007286 0.16709699207649364 0.39604211908169873 6.2916069547574089 1.1811619152631454 0.36823708740394057 0.34100841893814582 0.30390131257308972 0.24744131593979535 0.25477977469563473 0.30885057527234494 2.0722101647988893 1.0120783249403746 3.6985768132290104 0.14005110680591204 0.20882551325485366 0.4197297916689422 0.15454007561948202 0.4804881843720068 0.21170576193401303 0.71476936282488202 1.4510669856172169 29.264325596943852 0.53453132300637551 0.51969894361627667 0.29355818533804268 0.40062532210140478 3.244174414772715
leaf_count=108 509 61 27 120 351 610 90 31 14 117 27 10 67 91 31 60 8 5 27 15 97 64 47 32 1827 7 44 63 16 57
internal_value=0.000640501 -0.000581475 -0.000219576 0.00243165 -0.0577196 -0.00910609 -0.00684348 -0.0344293 -0.00118758 -0.00404305 -0.0255261 0.00456657 -0.0613652 -0.0170519 0.00364638 0.0134523 0.00328887 0.000716779 -0.03502 0.0021612 0.00125986 0.0227262 0.0146625 0.0378629 0.00292477 0.00206075 0.0367128 0.0613852 -0.0177142 0.00783743
internal_weight=73.5682 52.3048 52.0359 40.0787 0.563139 11.9572 11.461 1.95002 9.51095 9.16994 2.62355 6.54639 0.496214 2.37611 21.2634 7.95483 39.5156 32.2275 1.25197 30.9755 0.832245 0.692194 7.28811 2.16584 30.7667 30.3186 1.05423 0.448098 1.58179 6.94275
internal_count=4633 3976 3915 2815 471 1100 1006 137 869 855 235 620 94 208 657 148 2344 2157 196 1961 169 161 187 79 1956 1878 51 78 106 117
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=13 12 4 4 7 15 8 5 18 5 13 0 16 20 16 15 9 15 14 23 20 4 19 17 23 21 21 18 10 3
split_gain=0.0827259 0.119781 0.0924337 0.261558 0.264422 0.307871 0.188902 0.257557 0.676473 0.214239 0.250151 0.314265 0.188565 0.186735 0.153773 0.145809 0.216924 0.143192 0.132626 0.115232 0.110286 0.177412 0.101646 0.0988358 0.203279 0.189355 0.164583 0.102928 0.144631 0.613794
threshold=97.873318238950006 150.80177373595004 309.25865594525004 312.24436677560004 23.131311951800004 25.186533201700005 8.6432548896500023 21.363989181350004 14.646070254650002 22.533652790000001 117.55820867010002 87.028078140750011 22.624947093000003 41.489621506400006 15.484963789400002 46.055224235250002 200.15236065845002 32.548041893900006 301.50888169040007 0.07771500000000002 39.896141435400004 342.02920059975003 14.451165964200003 204.55825889135002 0.098950000000000024 6.6686919569500009 7.3938557349000016 15.917243450850002 70.182199495350019 83.866451379300017
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 5 -5 7 8 -6 -9 11 -11 -8 20 -15 18 -17 -4 23 -16 21 -10 -12 27 25 -25 -27 28 -2 -30
right_child=2 -3 3 4 6 -7 12 9 13 10 22 -13 -14 14 19 16 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0015891295955887258 0.00024329988667392364 -6.339866825830086e-05 0.0016075734904805567 0.00042719751101813583 -0.0021062876459332709 -0.0018686984939545361 -0.0018551344694888044 0.0015262047555146525 0.001290299250479217 -0.0021111338588929319 0.00032005405131472657 0.00043675171452909158 0.00022610937069499998 0.0011950812314385395 0.00050921799772895551 -0.0017211326000155353 0.00052842033819665768 -0.0019828695990175942 0.00069183301173997476 -0.0019920706537345945 0.0016170180541546615 -0.0013646704086642662 0.0010302588753340132 0.00025887922058407547 -0.0011842342949081332 1.9647807165701008e-05 -0.0015155341836299528 0.00053692224029528053 0.00018227534024307698 -0.00092350499792997619
leaf_weight=0.21991416680208375 47.498650726931373 1.9700265396244558 0.04847299715038289 0.37929822819387293 0.57686275897140138 0.55042043278444908 0.3351410099712665 0.69532801269087929 0.23945391556480877 0.32858425367157895 2.117797312617768 0.42928091654903255 0.33433524606516585 0.13791028480045497 0.10022221055987757 0.37065055716811812 0.29675799123651814 0.35890770208789036 2.0475261639512601 0.24130824720486999 0.4691601853701286 0.16239006409887224 1.221761119799339 3.9659416140930253 0.56068673614208808 0.60204394283937268 0.48460236997925676 3.4434440422337493 13.85426177286354 2.2423014320202119
leaf_count=322 1446 1102 25 65 33 111 22 48 21 21 31 36 26 9 35 63 17 128 33 73 32 33 28 104 48 13 54 76 256 322
internal_value=0.000159616 -0.000216613 0.000169413 -2.16293e-05 5.34895e-05 -0.00093204 0.000177484 0.000276435 -0.000328901 0.000519859 0.000349084 -0.000667924 -0.000815765 0.000430336 -0.000552423 0.000191534 -0.000720886 -0.00155565 0.000199686 -0.00125807 0.000971291 0.000217394 0.000579879 0.000185816 -6.41136e-05 6.01864e-05 -0.000664984 0.000206743 0.000188865 2.82367e-05
internal_weight=86.2834 2.18994 84.0935 8.72663 8.31925 0.929719 7.38954 6.72006 1.92731 4.79275 4.09742 0.757865 0.669476 1.35044 0.479441 75.3669 0.667409 0.407381 74.6995 0.34153 0.871004 0.401844 3.33956 72.6519 5.61327 5.05259 1.08665 67.0387 63.5952 16.0966
internal_count=4633 1424 3209 777 624 176 448 400 236 164 116 57 48 203 117 2432 80 153 2352 108 86 54 59 2319 219 171 67 2100 2024 578
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=16 16 7 10 7 18 8 22 8 19 23 20 22 20 10 7 23 18 22 20 19 2 15 0 17 4 2 18 23 22
split_gain=0.0849108 0.13804 0.09603 0.143698 0.0873896 0.0812343 0.0761919 0.201523 0.216733 0.199889 0.0924864 0.0679951 0.203223 0.117361 0.132291 0.113859 0.0927053 0.102261 0.0767229 0.194738 0.314774 0.190355 0.158709 0.214299 0.200137 0.200958 0.144787 0.137132 0.107761 0.451759
threshold=11.864972254500001 10.424975621900002 25.764895874800001 90.679004281900021 22.773029501100002 14.693728290050002 8.8430989333000021 -0.0098449999999999979 9.3427090425500019 14.451165964200003 0.094595000000000026 49.292797572200008 -0.15962499999999999 47.927946529500012 59.98487780655001 17.566486459500002 -1.0000000180025095e-35 11.890615410500002 -0.117885 39.788107623550012 13.951125619400001 171.06275453495002 39.203018015350004 86.420486603250012 184.16216363550004 195.04069921150003 247.02271001585004 16.352301071400003 0.083395000000000011 -0.088880000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 11 8 9 -8 -9 13 -13 14 15 -2 17 -15 19 20 27 -22 23 24 25 -21 -24 -16 29 -20
right_child=6 -3 3 -5 -6 -7 7 10 -10 -11 -12 12 -14 16 18 -17 -18 -19 28 22 21 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019717457654636465 0.0005851534518993511 -0.0014508933578025044 0.001223958961790277 -0.0011652044975456182 -0.0019845910607626861 0.0017137249703192844 0.00010100640246218157 -0.0020083609033243362 0.00090688926622848394 -0.0015172896991404894 -0.000241324187043931 0.00044564080027001651 -0.0020121691214498899 0.00087030598483317371 -0.0018804665291023183 -0.0019707878485028764 0.0014856019783396567 -0.00093425528680162687 -0.00065888864504391373 -0.0020212237752281204 0.0011099242075280384 -0.00032009129965268867 -0.00015935716415074633 0.0004304873117468194 0.0019745690421493901 0.0015040908024001546 0.00073497545557465863 0.00043332296259639694 6.9485930044808165e-05 0.00033816778959204475
leaf_weight=0.03540063599939347 0.098922315839444219 0.34197246127854442 0.34984953216644499 0.13380460783497483 0.13625267972815891 0.065609691884674248 0.94426508856122449 0.30070749419246467 0.75426533402060147 0.42576289229327813 0.18329445111885434 0.31830348905350547 0.21787196235891215 0.36859466199530289 0.50225508751464021 0.20769826253490464 0.44269700624135921 0.17954284587176517 1.9365236411340472 0.11203973161172864 0.5798420035280285 0.93493295399821363 2.7723639945033942 5.9586990282305123 0.69742054103699047 0.13966520206304267 0.92925015545915801 0.1225003102545088 49.458328056988307 17.86485125908257
leaf_count=35 37 270 98 457 102 22 34 42 69 35 24 42 168 33 162 269 36 28 104 120 24 27 51 334 21 11 26 51 1380 521
internal_value=0.000125904 -0.000424921 6.17572e-05 0.000562989 -0.000959989 0.000422095 0.000132677 -0.000197354 6.28003e-05 -0.000401911 -0.00133917 0.000142944 -0.000553077 0.000147423 0.000139349 -0.00114619 0.000818222 0.000279221 0.000144155 0.000283942 -0.000255699 0.000227306 0.000392767 0.000568321 0.00143365 -6.51089e-05 6.51554e-05 -0.00142679 0.000118424 0.000240658
internal_weight=87.5135 1.06289 0.720917 0.483654 0.237263 0.10101 86.4506 2.6083 2.12429 1.37003 0.484002 83.8423 0.536175 83.3061 82.3153 0.306621 0.990835 0.548138 82.0087 12.749 2.13953 1.51477 10.6094 6.90782 0.949125 0.251705 3.70161 0.624755 69.2597 19.8014
internal_count=4633 984 714 555 159 57 3649 204 138 69 66 3445 210 3235 3138 306 97 61 2832 827 264 51 563 486 152 131 77 213 2005 625
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=22 6 19 19 6 3 7 12 14 3 0 10 16 21 16 19 18 6 18 0 13 3 20 9 14 9 22 17 21 16
split_gain=0.0858775 0.209258 0.263957 0.41537 0.236981 0.245393 0.231427 0.153316 0.171255 0.151036 0.435056 0.66828 0.570083 0.447619 0.422483 0.424552 0.307187 0.300892 0.208761 0.193046 0.362538 0.354865 0.331822 0.187906 0.211594 0.421553 0.164597 0.163483 0.154786 0.154374
threshold=0.048475000000000011 13.665319288000001 11.950964240300001 13.351077205700003 13.775321858200002 81.80440399325002 24.040556609400003 84.828830943350013 160.60872747920004 85.589753040950015 95.988709089550014 71.053259929650025 18.124957616000003 0.15802222800000001 19.154955207400004 13.851117550450002 14.032563378150002 15.045351532250001 13.602243858600003 90.321439350550008 113.98793627290001 88.813214339350012 37.140760352250005 206.39860865795001 170.24900367605002 221.38017838285003 -0.089569999999999997 172.18378740490002 11.772995266200001 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 6 -3 -6 -4 -2 -9 10 11 12 -7 -14 17 16 28 -11 27 20 -17 22 -21 -12 -25 -26 -24 -19 -16 -22
right_child=7 4 3 -5 5 9 -8 8 -10 14 23 -13 13 -15 15 19 -18 18 -20 21 29 -23 26 24 25 -27 -28 -29 -30 -31
leaf_value=0.00025034064153632048 -0.00092901255613431677 0.00094958138017132705 -0.00020563521893428728 3.6693732372717744e-05 -0.0014373029154076059 0.0017487819907574592 -0.001822597938483256 0.0016162841422502669 0.00025851105045965534 0.0016900693151053546 0.0003517797413758486 -0.0020167534039747734 0.00025453369109071762 -0.0017995263651672507 0.00090948763164630433 -0.0011860845640528214 -0.0021258802079607716 -0.00043738354272832225 -0.0020260196341601866 0.0014115236573083898 0.00069581139122787644 0.0016644227969254857 0.00035264366404160591 0.00032231712157136319 -0.0020578850634553991 0.00019861143780877701 -0.0013200564626613231 0.0014752507744787285 -0.001991798661531432 0.00013061867743609169
leaf_weight=2.346696750758098 0.40692161657534853 1.337762395851313 0.48935452732075679 1.8267677613039266 0.38880520782549766 0.5019685907409438 1.1173235371070402 0.36561831563449132 15.417382192746684 1.1763639904838776 5.7566229363146686 1.0059816280554512 0.94109658757224657 0.71991375653306022 0.28096616828406595 0.78883720422163506 0.54456130805192515 0.31900252719788103 0.14087838717159684 0.48197166807949476 1.9403038075542998 0.9117190446704625 0.39866429287940275 1.1163272485136988 0.59250077465549089 0.68781080795451999 0.52274615666829038 0.372390907143199 0.094469115982064977 43.787498932877497
leaf_count=978 48 30 152 132 40 10 333 19 751 126 47 197 17 101 53 32 22 225 24 13 176 31 22 4 38 13 18 118 33 830
internal_value=0.000130528 0.000100988 -0.000256491 -0.000602901 0.000132871 0.000115657 -0.00133011 0.000259326 0.000289964 0.000125229 -7.99104e-05 -0.000696426 -8.23537e-05 -0.000635735 0.000170101 0.000134507 -0.00118511 0.00105174 0.000149496 0.000159369 0.000131865 0.000711992 9.32365e-05 0.000159713 -0.000301622 -0.000845647 -0.000596334 0.000592779 0.00017945 0.000154601
internal_weight=86.7792 70.5893 5.78014 3.43345 64.8092 63.4714 1.60668 16.1899 15.783 63.0826 11.3222 3.16896 2.16298 1.66101 51.7604 49.7517 0.919997 2.00864 0.832272 48.8317 46.5166 2.3151 1.40338 8.15326 2.39664 1.28031 0.92141 0.691393 0.375435 45.7278
internal_count=4633 3815 1595 617 2220 2190 485 818 770 2150 427 325 128 118 1723 1230 108 493 367 1122 1038 84 53 102 55 51 40 343 86 1006
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=20 20 22 21 21 18 16 8 4 8 14 10 13 23 10 7 22 0 22 20 15 18 21 22 10 18 20 22 23 13
split_gain=0.0307375 0.0714798 0.0785732 0.0708263 0.0667694 0.0668076 0.0664131 0.0481723 0.070003 0.0395977 0.209816 0.0980316 0.11114 0.0955814 0.100513 0.0779514 0.0820144 0.0538481 0.157321 0.0924489 0.0580186 0.120442 0.11787 0.0508152 0.0496937 0.0481242 0.0446267 0.123526 0.247301 0.172393
threshold=49.292797572200008 47.927946529500012 -0.23557500000000001 19.549674911150003 3.4893684343500007 18.324911823050005 19.304954856600002 1.9484794260000002 376.61861354110005 5.1459841250500009 301.50888169040007 66.52858489605002 81.048947258600009 -0.17949499999999999 81.210254746450019 17.817961733300006 -0.61402999999999996 102.75018128760001 -0.086139999999999994 40.00488309970001 19.846565044850003 15.957401718700002 5.9607024329000007 0.70691500000000018 54.884872733100003 16.553048136000005 38.474425342400004 0.15684000000000003 0.12376500000000003 117.55283175385001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 7 8 -4 10 15 -12 -13 -14 -15 24 -17 20 -19 -20 21 -11 25 -18 -1 -23 -22 -28 29 -29
right_child=3 2 6 -5 5 -7 -8 -9 -10 17 11 12 13 14 -16 16 23 18 19 -21 26 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.10023736306965497 0.038535558701747109 -0.053079339611836786 -0.10105329569312656 0.036380929887207536 -0.10134423523073247 0.053945811469928467 -0.0097426090286575878 0.08350315064807684 0.074791467778914877 -0.0014084987173385757 -0.10048133011494829 -0.10120014339228789 0.075003509924728026 -0.067430126169383417 0.059994022179036488 0.053430888517635271 -0.10060536135773201 -0.10101783362733618 -0.10039776257239758 0.010623099924698539 0.0071401578992072064 0.098438657455675774 -0.0098602030631498323 0.026063298525895132 0.076657273428340611 0.040615835001070189 0.00058348978944607337 -0.077812562826408957 0.041406862335604935 0.021155817128578794
leaf_weight=0.021789731644274779 0.061567124299471199 0.091481861087231664 0.038391680672247186 0.12539038677641656 0.19251935015199706 0.032360462392489353 0.15537139246589504 0.34646000061547966 0.055174928769702092 1.2906250755995636 0.063137675682810368 0.059030801501066321 0.36509622421317545 0.12729829799354775 0.12050506098586311 0.043398932252785016 0.40418132030590925 0.20121824905459107 0.084310765158305823 0.67958196465110632 9.8791662199837429 0.31660176836885501 0.25103242819022853 0.034363117214525118 0.058561579982779222 0.26391789803165011 57.036588029222912 0.77579183823854581 0.35844959341920901 0.22765362715290394
leaf_count=56 19 23 19 31 224 40 29 43 33 93 64 165 48 65 57 33 782 255 105 142 390 16 31 8 14 35 1658 105 30 20
internal_value=0.000944625 0.00109759 0.0332052 -0.0262984 -0.0537359 -0.0789978 0.0464627 0.0663085 0.00263992 0.000794073 -0.0165197 0.018653 0.0298475 0.0424692 -0.00546464 -0.0624998 -0.0777028 0.00110883 -0.0223518 -0.00163026 0.00143045 0.0177139 0.0473931 -0.09068 0.0286868 0.072151 0.000924332 -0.000127188 -0.0298906 -0.0553594
internal_weight=73.761 73.3492 0.68688 0.411837 0.286447 0.22488 0.595398 0.440027 0.0935666 72.6623 1.29736 0.735068 0.67193 0.6129 0.247803 0.562295 0.481943 71.3649 0.965111 0.763893 70.3998 2.12218 0.831552 0.438544 0.0803513 0.58052 68.2776 58.3985 1.3619 1.00345
internal_count=4633 4319 147 314 283 264 124 95 52 4172 1292 399 335 170 122 893 823 2880 502 247 2378 175 82 790 70 51 2203 1813 155 125
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=5 3 22 22 6 5 13 10 6 6 20 21 16 10 0 16 10 16 3 5 22 9 9 7 19 3 10 0 20 13
split_gain=0.107443 0.0986607 0.169626 0.114041 0.114999 0.0928875 0.132607 0.230626 0.107172 0.236837 0.23706 0.192487 0.174929 0.167768 0.920619 0.510394 0.64479 0.286896 0.328389 0.51726 0.285949 0.243352 0.2881 0.357129 0.239852 0.35446 0.432162 0.503825 0.407989 0.356285
threshold=12.306951632950001 75.790323155500019 -0.16533 -0.21563499999999999 1.8500432259500001 13.252098438300001 100.88707980320002 81.339300736700025 13.665319288000001 13.775321858200002 42.320906304050006 12.802610735350003 12.344971132100001 70.182199495350019 95.988709089550014 18.094957686100003 71.053259929650025 19.224955043700003 85.589753040950015 19.897785533950003 -0.016679999999999997 206.50942114985003 214.52351813370004 24.493681682050006 13.751109481500002 86.26455603170001 66.859265246100009 90.321439350550008 37.892416320650007 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 -2 11 10 -10 -7 -13 17 15 16 -15 18 -11 -20 -21 -16 23 -23 -19 -26 27 29 -28 -27
right_child=5 2 -4 4 -6 8 -8 -9 9 13 -12 12 -14 14 21 -17 -18 24 19 20 -22 22 -24 -25 25 26 28 -29 -30 -31
leaf_value=-0.0019904591659793505 0.0018491144390420013 0.00033327037875850637 -0.0018459542365889085 -0.0019832188672430423 0.0003890126185331032 -8.319252095545034e-06 -0.0005714561373216016 0.00013725671032137685 0.0015278553580042706 -0.0010975210014427582 0.00029981216695447064 0.00042547957600909544 -0.0019894995994190474 0.0017619670321369675 0.00038329402998802027 -0.0015138804366588345 -0.0015490988040453644 -0.00059863636241987237 0.0017250563543221797 0.00045986336852275585 -0.0020277697203509686 0.00030917194619265413 0.00022273426415530967 -0.0017047314319479229 0.0013735435455840656 -0.00094925677530459493 0.00022105752001927922 0.0011581834293113253 -0.0020424099837140154 0.00015394694439990145
leaf_weight=0.10269378680658281 0.5410697481711384 0.22054830019715155 0.36391908117730043 0.08611419440396062 0.89647694643872455 9.1543139977111387 0.29541128536220629 0.68644520858833857 0.91179535072296802 0.32849823855576632 1.7923596114851532 0.16906459939855345 0.36273729501408525 0.48865617416049589 7.9142275555350334 2.2224514257104602 0.42088074374623829 1.6519239816625475 1.5437322989600946 0.96363258798010099 0.2178090288798552 0.55564245581626914 2.12184526323108 0.86643162742257118 0.90952962660230596 1.15125202666968 0.56386693147942313 1.8971539745107282 0.66991980478633195 50.31943113583111
leaf_count=191 49 43 227 172 634 553 31 32 42 13 16 41 84 8 70 291 43 110 40 385 169 2 44 52 19 35 12 56 52 1117
internal_value=0.000118628 -0.000374143 -0.00102363 -2.43717e-05 0.00018111 0.000127902 0.000607977 0.000891817 0.000119517 0.000143818 0.000713888 -7.49412e-05 -0.00122176 0.000123211 -6.5433e-05 -0.00100751 0.000229798 0.000168918 0.00075449 0.000977735 1.24659e-06 0.000192076 -0.000234948 -0.000917845 0.000137636 0.000159547 0.000139324 0.000165848 -0.00100796 0.000129271
internal_weight=90.3898 1.66975 0.584467 1.08528 0.982591 88.7201 1.52293 1.22751 87.1972 77.511 2.70415 9.68612 0.531802 74.8069 14.5901 3.13199 0.909537 60.2167 3.05367 2.72517 1.18144 11.4581 3.54392 1.42207 57.1631 55.5112 54.6016 53.3678 1.23379 51.4707
internal_count=4633 1267 270 997 806 3366 112 81 3254 2576 58 678 125 2518 510 342 51 2008 607 594 554 168 98 54 1401 1291 1272 1208 64 1152
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=6 3 6 3 17 20 15 2 0 10 0 7 17 20 7 18 9 2 16 17 18 17 7 18 22 3 21 21 0 21
split_gain=0.0278592 0.175291 0.268286 0.254669 0.341741 0.227452 0.152339 0.15943 0.15024 0.297579 0.333132 0.18234 0.10327 0.186105 0.144325 0.143123 0.295964 0.104472 0.0905713 0.0804712 0.13602 0.0783716 0.206827 0.108419 0.249446 0.150793 0.101998 0.198976 0.17262 0.192523
threshold=14.845346859150002 86.26455603170001 15.155354102400002 85.589753040950015 186.18082682465004 37.817254840650008 38.469938489650012 344.91334945730006 90.321439350550008 66.859265246100009 92.168410086200012 23.913271136350005 204.55825889135002 41.319407281650008 24.581118242250003 13.900697602550002 205.22231928645002 250.17063008210002 19.079955382750004 199.89028782265004 13.781134552700001 188.27285108100003 22.580797808900005 13.075178189100003 -0.020814999999999997 92.913112988300014 4.7516206878500009 5.0750534271500012 86.904409066750006 1.8364927951500001
decision_type=2 2 2 2 2 2 2 2 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 -1 -8 12 11 -11 -10 14 -14 15 19 -17 -15 -5 20 21 23 -23 -4 25 -25 28 -28 29 -24
right_child=1 2 8 18 -6 -7 7 -9 9 10 -12 -13 13 17 -16 16 -18 -19 -20 -21 -22 22 26 24 -26 -27 27 -29 -30 -31
leaf_value=-0.00052746160380714861 0.077727869565812235 0.014637481736705996 2.3394675927058682e-05 0.089846421071767463 -0.085366846630978849 -0.095730731628631549 -0.090430568228009808 0.033859513268454038 0.02349144318559529 -0.079730434448553322 0.063866941803373337 0.10080423509333403 0.031489055616949084 -0.10445831648486299 0.039895231474889124 -0.086307443930936922 0.010952510920403148 -0.0056477346410187977 0.029554218885122299 0.024116304126372175 -0.03541574669711841 0.048219647919796049 0.047441498792409664 0.02036857796498201 -0.0043836237770640404 -0.10509716530573635 0.049764107851969351 0.0045658855816482448 -0.055912584153905376 -0.0094737830552858292
leaf_weight=27.36472580029174 0.21347767114639182 0.29270418767282436 10.66619825757425 0.59605007198115323 0.32265271901269443 0.5157140024821274 0.36827770169475016 0.14338626447715797 0.66049862001091131 0.41157728084363032 0.2659481200389564 0.566865767352283 0.26750820118468155 0.32889508712105453 0.97038134175818314 0.56240872488706262 0.70516818751366372 0.15860040718689561 0.42810684000141919 1.5709667119590438 0.99761109799146552 1.0807995425493597 0.6874469582107875 0.12006511772051487 1.6884255821278191 0.47384037753340635 1.0406316705048109 15.211672189889212 0.66599269863218058 4.3875177000008989
leaf_count=2652 6 10 710 27 42 52 68 16 19 38 13 34 25 42 28 37 25 16 17 31 23 94 49 9 18 101 13 250 28 140
internal_value=0.000954783 0.0024703 0.00130996 0.0354131 -0.0204254 -0.0557697 -0.00153831 -0.0556001 0.00237101 0.029833 -0.0233644 0.0591988 0.00111303 -0.0355336 0.00179069 0.000863019 -0.0322006 -0.0723116 0.0646437 0.00194904 0.00100836 0.00201709 0.00551123 -0.00420941 -0.0239909 -0.0797328 0.00341244 0.00745992 -0.00804574 -0.00176413
internal_weight=73.7341 45.8577 44.2974 1.56029 0.53613 0.808418 27.8764 0.511664 43.489 1.90489 0.677525 1.22736 41.5841 0.755004 40.8291 39.8587 1.26758 0.487495 1.02416 38.5912 37.0202 36.0226 23.0741 12.9485 2.28233 0.593905 21.9933 16.2523 5.74096 5.07496
internal_count=4633 1897 1805 92 48 62 2736 84 1743 104 51 53 1639 83 1556 1528 62 58 44 1466 1435 1412 574 838 128 110 480 263 217 189
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=20 0 20 16 21 21 19 17 21 10 18 22 21 23 18 15 8 9 16 0 19 5 3 7 21 5 13 23 3 12
split_gain=0.0928155 0.257134 0.36768 0.420461 0.288996 0.356358 0.315963 0.232744 0.268772 0.361449 0.286035 0.253481 0.247132 0.285054 0.217015 0.194277 0.290497 0.184272 0.183071 0.490111 0.332898 0.284975 0.431872 0.336857 0.300992 0.298553 0.434013 0.359229 0.26966 0.435512
threshold=42.081757894750005 86.208098410950015 43.321682097200004 22.694946929300002 1.7791739561500002 2.3223121640500004 12.551012654050002 187.14705358135004 5.4349223666500004 62.095317438950012 13.378437733750003 -0.085550000000000001 3.3335862513000003 0.083555000000000032 14.780131328250002 36.776646943950006 8.2435668022500028 190.36745536595001 21.754949127450004 88.122280599850015 14.551174033150001 21.043187000650004 88.813214339350012 23.032419884600003 13.291307514850002 19.897785533950003 110.65693664925001 -0.12193999999999999 86.26455603170001 131.68113967665002
decision_type=2 2 2 2 2 2 2 2 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 15 6 -6 -3 17 9 -9 -10 12 -11 -14 -13 -2 -17 -7 20 -20 21 24 -23 -24 25 28 27 -27 -1 -30
right_child=1 4 -4 -5 5 7 -8 8 10 11 -12 14 13 -15 -16 16 -18 -19 19 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.00018491294993814054 -0.0003355028533928463 0.00095866500054401203 0.00017463875359369734 0.00089938494656892451 0.0015325933279193296 -0.00021785499506330207 -0.0015190005608886176 -0.0021240979751106933 0.0013587487309686794 0.0017656441229509849 0.00023379030923722062 -0.0015047353171232767 -0.0020739289386454401 0.0010319048457053366 6.6210032022756237e-05 -0.00018226887063676027 -0.0020489226694466443 -0.0017825481459806229 0.00021362649229890102 0.0013185408539126313 -0.0017728470943524724 -0.0020290502860986349 -0.00076796346436415843 0.0013183756038767549 -0.0013814059110323 0.0019367875462483969 0.0018821737929516848 -0.0020484975229362098 -8.6487833586959781e-05 -0.0021034528553248188
leaf_weight=21.507865804573573 0.73792479462281679 0.26669309658427909 2.6679631724528008 0.44878574250469672 0.72548015479469796 1.3004132271080404 0.76696240081219003 0.38644948284491265 0.92865979857742686 0.44836363263311851 13.520307616414355 0.58993407586240165 0.19594935899658594 0.27038779258145951 0.79193984270659712 0.43814306923013635 1.1941174785606561 0.37219789782329815 32.338791406335076 1.6208255582023401 0.37897728456300583 0.60163918128819105 0.82757444419325998 0.46455034002428874 0.49607845596096822 0.13459507621882949 0.8498093718662858 0.24569808061460097 2.0942345223011212 0.5122656417552206
leaf_count=1240 82 44 340 29 89 299 39 25 23 21 550 15 102 19 52 32 114 183 534 46 18 75 357 27 95 11 31 39 71 31
internal_value=0.000128251 3.00231e-05 -0.000347103 -0.000840895 0.00013065 0.000184126 -0.000879739 0.000132102 0.000200262 -0.000369671 0.000306093 -7.44501e-05 0.000726227 -0.00027313 -0.00060444 -0.00117041 -0.00154786 -0.000566038 0.000169475 0.000266362 5.24408e-05 7.73826e-05 -0.000656814 -1.78737e-05 0.000131189 0.000160796 0.00110305 -0.000638007 0.000112731 -0.00048289
internal_weight=88.1236 26.0507 5.48693 2.81897 20.5637 19.5301 1.03366 18.8046 17.132 2.68302 14.449 2.29657 0.914701 0.466337 1.38187 2.37019 1.63226 1.67261 62.0729 33.9596 28.1133 27.7343 1.89376 1.29212 25.8405 25.3445 1.2301 0.380293 24.1144 2.6065
internal_count=4633 2058 597 257 1461 1378 83 1289 807 234 573 209 142 121 67 228 146 482 2575 580 1995 1977 459 384 1518 1423 81 50 1342 102
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=16 15 18 13 0 16 9 15 17 9 20 21 15 16 18 23 17 5 23 22 6 8 23 20 17 5 7 4 12 13
split_gain=0.105888 0.526151 0.445123 0.307499 0.401514 0.318696 0.416467 0.385464 0.324019 0.15008 0.307254 0.493847 0.29398 0.297771 0.229235 0.348591 0.326162 0.210501 0.148804 0.191832 0.283406 0.223367 0.160349 0.260983 0.226652 0.141467 0.243641 0.14032 0.137564 0.335468
threshold=18.684956306450005 29.171703351550004 14.032563378150002 108.64328150955002 92.168410086200012 15.954962690350003 187.45330412110005 28.298162031900002 236.15709471040003 192.57902085675002 42.154118731400011 9.4810485893500012 38.992510055900006 22.574947209950004 13.391483899700001 0.089045000000000027 188.13858192940003 23.374630421750002 0.12001500000000002 -0.24150999999999997 13.775321858200002 7.4441906275000003 0.10526500000000003 37.232443001650005 199.45200027940004 26.144057174750003 22.375171215700004 143.58239362595003 211.51213392550002 98.050756475600011
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 18 25 8 -8 10 14 12 13 -12 16 -16 -2 -13 19 20 21 -1 23 -21 -24 26 -7 -25 29 -29
right_child=9 2 -4 4 -6 6 7 -9 -10 -11 11 17 -14 -15 15 -17 -18 -19 -20 22 -22 -23 24 27 -26 -27 -28 28 -30 -31
leaf_value=-0.0019769526154098539 5.971414174348793e-05 0.00092151748711998352 -0.0016643500294668205 -0.0015616318557715914 0.0015180512351634595 -0.0015728466106977471 -0.001967747367449884 0.00068764923976778085 0.00098077760851451867 0.00022408268668649246 0.0011652759490491612 -0.0020693606821497114 -0.0012090706828916933 -0.00017588408530088819 0.00027722977709603545 -0.0017820981984178962 0.00083731462881287614 -0.00034703911164904536 0.0011504965524740682 -0.0017008286133790103 -0.0020413925569405969 0.00081122783908801931 -0.0020363554166838954 0.0019282418523838059 0.00097314110791246137 0.0018460406351431813 0.00051446606480186016 -0.0014450601437170235 0.00068434844435923277 0.00020755812612555905
leaf_weight=0.14681085475212263 7.0826836924461549 0.32674972220411191 1.1808934359544307 0.19257245574590243 1.0513592255301771 0.28192444713204101 1.242832047268166 0.34413915342884127 0.16196516968193453 50.412490169721423 0.89147211720410258 0.80243953457102157 0.68721206230111409 2.2251104665920138 0.75156142329797038 0.54534090589731932 2.9325342506635934 0.41336984974623192 0.54957238506844497 0.27051577320617148 0.38382986766555405 0.44625006472415407 0.28260368471228581 0.18759861961007018 0.14587625485910394 0.18883512867614616 0.9056714304824709 0.493838735096232 2.0770596470301816 10.798822788972755
leaf_count=200 173 37 265 299 29 140 192 12 28 1086 77 52 35 30 36 23 91 84 72 221 39 70 46 3 20 9 127 433 526 178
internal_value=0.000132504 1.33802e-05 -0.00110392 9.6969e-05 0.00104129 3.48441e-05 -0.000537207 -0.00117219 -0.0016278 0.000171161 7.80466e-06 -0.000395934 -4.82251e-05 0.000207743 0.000186958 -0.000588707 0.000287402 -0.00148378 0.000148124 0.000111961 -0.000728613 0.00012102 0.00016956 0.000206166 -0.00101177 0.000269618 1.8957e-05 0.000244217 0.000220587 0.000135288
internal_weight=88.4039 21.6597 1.50764 20.1521 1.24393 18.9081 3.12537 1.74894 1.4048 66.7442 16.3317 5.0196 3.80379 3.11658 11.3121 1.2969 10.0152 1.21581 15.7828 15.2332 0.976891 0.593061 14.2563 13.8278 0.42848 1.37643 1.1876 13.5573 13.3697 11.2927
internal_count=4633 2946 302 2644 328 2316 508 232 220 1687 601 278 142 107 323 59 264 136 1808 1736 309 270 1427 1361 66 276 267 1140 1137 611
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=9 22 9 22 17 17 10 16 18 9 16 19 22 8 5 21 13 5 15 7 13 6 13 10 22 15 21 20 16 16
split_gain=0.0282021 0.0956168 0.0591365 0.0650852 0.0549821 0.085482 0.0545686 0.05356 0.0936048 0.0684016 0.0680662 0.0563013 0.0466257 0.0528424 0.0441334 0.0643819 0.047861 0.0429987 0.0390021 0.0581036 0.0278981 0.104675 0.0703207 0.116867 0.0776353 0.0378142 0.147843 0.174569 0.177025 0.104267
threshold=40.734022239000005 -0.156745 53.996381295800006 -0.24150999999999997 199.73283952805005 201.39543491635001 89.89935142405001 12.604970524100002 17.232128601400003 57.312778687900007 9.7049773055000017 10.150818999100002 0.050115000000000014 1.6487133604500002 2.7155367820000005 5.3283630236500015 81.769454037550005 13.340155591900002 21.445388509400004 21.442433661550002 117.97223122220002 16.845393589950003 118.84598011460001 58.309968391300011 -0.13734499999999997 45.793006327050001 14.028898926300002 42.206017975500011 22.604947139800004 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 6 3 17 -3 -6 14 8 9 -4 11 -10 18 -14 -1 -16 -17 -2 19 -5 25 -22 -23 24 -24 -9 27 28 -27 -29
right_child=2 4 7 12 5 -7 -8 20 10 -11 -12 -13 13 -15 15 16 -18 -19 -20 -21 21 22 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.090074628834871454 0.045311491989697278 -0.10103989016005577 0.046393018462271521 -0.031840894896475028 0.093893299890167509 -0.1007264134388515 -0.10061168407164944 0.0019536510716166963 -0.10058493101653941 -0.089983758580989434 -0.10032488291202246 0.074374374541176944 0.080588925219110347 -0.1004102630682437 0.057448617048624355 0.07029465607921602 -0.10066285329594898 -0.10096287645518741 0.097685487133898782 0.078431554502316383 -0.078893513598071577 0.079806064929643067 -0.045366147745830046 -0.091853334195825087 0.064173045226362399 0.0032494463702502602 0.011291432602878376 -0.06144393430304005 -0.098870374675103234 0.018517781397884403
leaf_weight=0.086432786976729403 0.032418515668609871 0.16446633597883575 0.043450899043817937 0.081089865183456733 0.04490742995619712 0.04536860619406724 0.035685791674239908 67.972854620720227 0.021314707644705777 0.23947129716873405 0.03712008418960977 0.13416298932588688 0.027163811289142359 0.039708888727545855 0.10379665562118134 0.021706182087655179 0.066686989484878723 0.052872400407068199 0.17802326965829707 0.11633123904050535 0.20434785386896592 0.10261788319257903 0.10274277539429022 0.12811983506253455 0.1747534935711883 0.25330728973494776 1.7789575826391226 0.21344360270813922 0.51462048466783017 0.69102271569136064
leaf_count=31 25 322 17 11 17 104 110 2666 155 281 124 47 12 70 45 11 56 28 16 47 26 35 50 61 24 22 36 80 79 25
internal_value=0.00108808 -0.0210879 0.00126062 0.0346186 -0.0666201 -0.00391367 0.0158153 0.00101824 -0.0324328 -0.0690392 0.0213413 0.0503889 0.0500417 -0.0268881 0.0307272 0.00403716 -0.0586818 -0.045365 0.0637441 0.0331376 0.00123874 -0.0184498 0.00585304 -0.0128565 0.0236162 0.00143517 -0.00877605 -0.0301222 -0.0651853 -0.00035226
internal_weight=73.709 0.569051 73.1399 0.527608 0.254742 0.090276 0.314308 72.6123 0.47552 0.282922 0.192598 0.155478 0.442317 0.0668727 0.278623 0.19219 0.0883932 0.0852909 0.375444 0.197421 72.1368 0.712582 0.508234 0.405616 0.277496 71.4242 3.45135 1.67239 0.767928 0.904466
internal_count=4633 696 3937 209 443 121 253 3728 624 298 326 202 156 82 143 112 67 53 74 58 3104 196 170 135 74 2908 242 206 101 105
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=5 20 9 15 23 5 10 10 0 21 5 20 21 23 2 4 22 4 23 16 23 21 8 0 5 4 15 5 4 5
split_gain=0.0980243 0.123663 0.120897 0.122582 0.107713 0.100368 0.149152 0.234399 0.142605 0.295077 0.233246 0.203827 0.183007 0.170805 0.1656 0.11259 0.345021 0.287604 0.268347 0.217234 0.35907 0.320117 0.219186 0.198277 0.197751 0.193753 0.171995 0.161134 0.111153 0.125219
threshold=12.306951632950001 44.749265482150008 38.283670303850009 6.8054746905500005 0.078385000000000024 13.252098438300001 78.537927364800012 81.339300736700025 97.886760529650019 6.7841715403000018 16.316541761950003 41.11191809080001 13.543469468350002 0.090850000000000028 166.72194812590001 309.25865594525004 0.10610000000000001 312.24436677560004 0.10307000000000002 22.634947069650003 0.099465000000000012 7.3938557349000016 7.7439566930000003 89.057864029250013 24.225659292200003 436.21941423180004 24.089489904150003 23.967536448650005 301.3713391001001 23.605484525250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -8 10 -10 13 -11 14 -7 -13 28 17 -17 19 20 21 22 26 27 -21 -24 -19 -23 29 -12
right_child=5 2 -4 4 -6 8 7 -9 9 11 15 12 -14 -15 -16 16 -18 18 -20 24 -22 23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00097496970003574227 -0.00060155067300583537 0.001681737949909884 0.00081011415554496364 -0.001973252085918609 -7.1173448005242663e-05 0.00171284834558269 0.0017869831528882659 0.00011290073163743081 3.7699174530468663e-05 -0.0020146187901569652 0.00018036275755606515 -0.0012974554332671163 -0.0020002497124929947 0.00011909174352687138 0.00098497835574104715 -0.0019798771647421588 -0.0016696703357689012 -0.0010837097920580868 -0.00098111139333766409 0.0015393448222841505 0.001712477616015035 -0.0011519788190392712 -0.0017708337361675968 0.001186081800736477 0.00019525780342917766 6.2737396070298743e-05 0.0018852878136069891 0.00018063046973244401 0.00062662714035911457 -0.00013028067423184866
leaf_weight=0.69294553056675923 0.30767117865616356 0.081376729234761802 0.48361918705631979 0.20829117474022496 0.25410634030754409 0.6346256622346107 0.61946887179510646 0.66864640958738164 7.0345346922586014 0.47304389653436352 60.509290513568658 0.18452296001487412 0.19455156791082118 0.43625399912707508 0.36193654745875392 0.26534400222590004 0.48973363015102211 0.13403737337830524 0.79472662578336883 0.80067511368542887 0.44096085394266982 0.41640762901988715 0.85053351045644354 0.63769154770125158 0.88714272392098792 0.29962563351728022 0.17036289046518505 2.1502686749226996 1.9767531154575397 5.4371954751040894
leaf_count=838 30 37 67 214 111 26 50 32 326 93 1360 22 38 38 35 120 51 37 37 40 22 21 70 57 39 32 14 92 29 655
internal_value=0.000128646 -0.000334851 9.68903e-05 -0.000537433 -0.000927982 0.000137792 0.000625016 0.000917985 0.000128707 -0.000116368 0.000154848 -0.00100907 -0.00036715 0.00106359 0.000214269 0.000142087 -7.29534e-05 2.66883e-05 9.69072e-05 0.000223125 2.13281e-05 -0.000138737 -0.0009016 0.00020755 0.000832872 -0.00129317 0.000577941 -3.55669e-05 0.000168484 0.000154751
internal_weight=88.8963 1.72034 1.02739 0.543774 0.462398 87.176 1.59579 1.28812 85.5802 8.24859 77.3316 1.21405 0.741011 1.07088 0.54646 76.2607 8.33751 7.84778 7.58243 6.78771 5.09989 4.65893 1.45456 3.20437 1.68782 1.15016 0.3044 2.56668 67.9232 65.9465
internal_count=4633 1267 429 362 325 3366 112 82 3254 514 2740 188 95 64 57 2676 632 581 461 424 345 323 153 170 79 102 51 113 2044 2015
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
lst_pka_pred_nshell3=2486
cm5_Cs=2452
atom_area_sasa_Hs_min=2222
lst_pka_pred_diff_nshell3=1999
cm5_Hs_min=1888
atom_area_sasa_Cs=1653
atom_volumes_sasa_Hs_min=1583
atom_volumes_sasa_Cs=1543
atom_v_bur_3_5_Cs=1433
atom_v_bur_3_5_Hs_min=1356
atom_p_int_Cs=1340
atom_p_int_times_area_Cs=1327
atom_p_int_times_area_Hs_min=1304
atom_v_free_3_5_Hs_min=1299
atom_p_int_Hs_min=1261
atom_v_distal_3_5_Cs=1085
atom_v_free_3_5_Cs=951
atom_areas_Cs=841
atom_areas_Hs_min=696
atom_v_distal_3_5_Hs_min=614
atom_v_molecular_3_5_Cs=538
atom_v_molecular_3_5_Hs_min=129

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:[]
